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Adding conv layer optimizations #169

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Hi @yodada, I used your optimized conv2d code for 3x3 kernel and further write a similar version for 1x1 kernels. I also modified the aten/src/Aten/native/hammerblade/Convolution.cpp to enable the selection of the kernel implementation.

These optimizations work fine on conv layers of convnet. Can you help me review the code?

@XingyaoZhang XingyaoZhang requested a review from yodada May 7, 2021 04:30
@XingyaoZhang XingyaoZhang self-assigned this May 7, 2021
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