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Claim is misleading. CNN is not slower. The CNN implementation is slow. #1

@geyang

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@geyang

The claim in this article and the notebook is quite misleading.

pyTorch CNN implementation already uses the cuDNN or a faster fbfft module. For smaller kernel sizes, the Winograd algorithm is even faster.

Your comparison is against convolution done in the position space, using a python for loop.

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