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slothkong avatar slothkong commented on September 13, 2024

I've been reading the code for two weeks now, and my understanding is that VH_decompose() performs spatial decomposition of the layers (splits them into 2 new layers with different shapes), ITQ _decompose() carries out channel decomposition @yihui-he explained a bit in issue #15. dictionary_kernel() is a function wrapper of dictionary(), which in charge of performing the lasso regression and minimizing the error reconstruction when selecting feature maps to prune.

Honestly I don't know why is there references to fully connected layers in the code, but from what I have read, fc_kernel and nonlinear_fc are not used during the execution of train.py. I have added more comment to the code in a fork I made. Feel free to check it out.

from channel-pruning.

ethanhe42 avatar ethanhe42 commented on September 13, 2024

@slothkong Thanks, you could create a pull request, so that I can merge your comments to master.

from channel-pruning.

ethanhe42 avatar ethanhe42 commented on September 13, 2024

#49

from channel-pruning.

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