Welcome to the Vector Database Cloud Snippets repository! This repository is a collection of user-generated code snippets that demonstrate practical applications, enhancements, and integrations for various vector databases. Our goal is to provide helpful examples that showcase how to work with pgvector, Milvus, Qdrant, ChromaDB, and other related technologies.
This repository contains code snippets contributed by our community, showcasing practical solutions and creative uses of vector databases. Whether you're looking to enhance your database capabilities, integrate new features, or streamline workflows, you'll find useful examples here.
- Basic understanding of vector databases
- Familiarity with the specific vector database used in each snippet
- Necessary software and tools as specified in individual snippet documentation
Here are some example categories you might find in this repository:
- Data Ingestion: Snippets for importing and processing data, including CSV file uploads and ETL processes.
- Query Examples: Examples of various queries, including semantic search, filtering, and sorting.
- Integrations: Snippets demonstrating integrations with other tools and frameworks.
- Performance Optimization: Tips and code for optimizing the performance of your vector database setup.
Feel free to explore and use these snippets in your own projects!
To use these snippets:
- Clone this repository to your local machine.
- Navigate to the specific snippet you're interested in.
- Follow the usage instructions provided in the snippet's comments or accompanying documentation.
We welcome contributions from the community! If you have a code snippet that you'd like to share, please follow these steps:
- Fork the repository.
- Create a new branch for your snippet.
- Add your snippet to a relevant directory or create a new one if necessary. Ensure your code is well-documented and includes a brief description.
- Submit a pull request with a clear description of your snippet.
Please ensure your code follows best practices and includes necessary documentation. Use clear and concise commit messages.
For any issues or suggestions, please use the issue tracker.
We adhere to the Vector Database Cloud Code of Conduct. Please read it to understand the standards expected for participation in our community.
This work is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0).
Copyright (c) 2024 Vector Database Cloud
You are free to:
- Share — copy and redistribute the material in any medium or format
- Adapt — remix, transform, and build upon the material for any purpose, even commercially
Under the following terms:
- Attribution — You must give appropriate credit to Vector Database Cloud, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests Vector Database Cloud endorses you or your use.
Additionally, we require that any use of this guide includes visible attribution to Vector Database Cloud. This attribution should be in the form of "Snippets generated by Vector Database Cloud users" or "Based on Vector Database Cloud User Generated Snippets", along with a link to https://vectordbcloud.com, in any public-facing applications, documentation, or redistributions of this guide.
No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.
For the full license text, visit: https://creativecommons.org/licenses/by/4.0/legalcode
The code snippets provided in this repository are for educational and illustrative purposes only. They may not be production-ready and should be thoroughly reviewed and tested before use in any critical or production systems.
While we strive to ensure the quality and accuracy of these snippets, Vector Database Cloud is not responsible for any issues arising from their use. Users are responsible for adapting and validating these snippets for their specific use cases and environments.
Some snippets may include or rely on third-party libraries or services. Users are responsible for complying with the licenses and terms of use for any third-party components used in these snippets.
Vector Database Cloud does not provide support for issues arising from the implementation of these snippets in your own projects. For support related to specific vector databases or tools used in the snippets, please refer to their official documentation and support channels.
The performance, scalability, and security implications of these snippets may vary depending on the specific implementation and the context in which they are used. Users should conduct their own testing and optimization for production use.
By using these snippets, you agree that Vector Database Cloud shall not be held liable for any direct, indirect, incidental, special, consequential or exemplary damages resulting from the use or misuse of any code or information provided in this repository.
Always follow best practices for security, data privacy, and software development when working with databases and implementing solutions based on these snippets. It is the user's responsibility to ensure that the use of these snippets complies with all applicable laws, regulations, and organizational policies.