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@glenn-jocher glenn-jocher commented May 16, 2022

πŸ› οΈ PR Summary

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🌟 Summary

Enhancement of Depthwise Convolution Layer in TensorFlow Models.

πŸ“Š Key Changes

  • Removed the g parameter (number of groups) from TFDWConv layer initializer arguments.
  • Modified the assertion check to only require input channels (c1) to be equal to the output channels (c2), instead of also checking against the g parameter.

🎯 Purpose & Impact

  • 🧹 Simplifies the initialization of the depthwise convolution layer by removing an unnecessary parameter.
  • πŸ› οΈ Ensures the integrity of the model by checking that the number of input channels matches the number of output channels, a requirement for depthwise convolution.
  • πŸ”§ Reduces potential for configuration errors by removing the group check, which is not needed in depthwise convolutions as the input and output channels are naturally equal.
  • πŸ‘©β€πŸ’» Helps developers to work with a cleaner interface when utilizing the TFDWConv layer in their machine learning models, potentially increasing development productivity and model stability.

@glenn-jocher glenn-jocher self-assigned this May 16, 2022
@glenn-jocher glenn-jocher merged commit 2b64b45 into master May 16, 2022
@glenn-jocher glenn-jocher deleted the glenn-jocher-patch-1 branch May 16, 2022 16:06
tdhooghe pushed a commit to tdhooghe/yolov5 that referenced this pull request Jun 10, 2022
ctjanuhowski pushed a commit to ctjanuhowski/yolov5 that referenced this pull request Sep 8, 2022
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