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PyTorch implementation of Non-Local Neural Networks (https://arxiv.org/pdf/1711.07971.pdf)

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https://github.com/tea1528/Non-Local-NN-Pytorch/blob/64c6047f7d801402d04340695bfbdfeee03e4797/models/non_local.py#L43 These maxpool layers seem to be unused. Are they kept for implementing subsampling trick in the future?