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| temporal_channels = max(1, getattr(configs, "temporal_conv_channels", 4)) | ||
| temporal_dilation = max(1, getattr(configs, "temporal_conv_dilation", 1)) | ||
| self.temporal_conv = temporal_conv( | ||
| cin=1, | ||
| cout=temporal_channels, | ||
| dilation_factor=temporal_dilation, | ||
| seq_len=self.seq_len, |
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这里将 temporal_channels 仅限制为 >=1 后直接传给 temporal_conv。而该模块内部在 dilated_inception 中会用 len(kernel_set)=4 整除 cout 并据此创建四个 nn.Conv2d。当配置文件把 temporal_conv_channels 设为 1～3 时，整除后的通道数变成 0，使卷积层初始化时触发 out_channels must be > 0 的异常，模型无法构建。应至少将该超参约束在 4 及其倍数范围内，或者在构造前做显式校验。
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Summary
models/temporal_conv.pywith the original implementation fromdream_code_v3/3_5_Temporal_conv.pyso it matches the reference module verbatimPaiFilterto import and instantiate the lowercasetemporal_convclass provided by the copied moduleTesting
python -m compileall modelsCodex Task