├── .DS_Store ├── .tmp ├── 0.block ├── 0.cu ├── 0.so ├── 10.block ├── 10.cu ├── 10.so ├── 14.block ├── 14.cu ├── 14.so ├── 17.block ├── 17.cu ├── 17.so ├── 20.block ├── 20.cu ├── 20.so ├── 24.block ├── 24.cu ├── 24.so ├── 27.block ├── 27.cu ├── 27.so ├── 3.block ├── 3.cu ├── 3.so ├── 30.block ├── 30.cu ├── 30.so ├── 34.block ├── 34.cu ├── 34.so ├── 37.block ├── 37.cu ├── 37.so ├── 40.block ├── 40.cu ├── 40.so ├── 7.block ├── 7.cu ├── 7.so ├── model.conv1.block ├── model.conv1.cu ├── model.conv1.so ├── model.layer1.0.conv1.block ├── model.layer1.0.conv1.cu ├── model.layer1.0.conv1.so ├── model.layer1.0.conv2.block ├── model.layer1.0.conv2.cu ├── model.layer1.0.conv2.so ├── model.layer1.1.conv1.block ├── model.layer1.1.conv2.block ├── model.layer2.0.conv1.block ├── model.layer2.0.conv2.block ├── model.layer2.0.downsample.0.block ├── model.layer2.1.conv1.block ├── model.layer2.1.conv2.block ├── model.layer3.0.conv1.block ├── model.layer3.0.conv2.block ├── model.layer3.0.downsample.0.block ├── model.layer3.1.conv1.block ├── model.layer3.1.conv2.block ├── model.layer4.0.conv1.block ├── model.layer4.0.conv2.block ├── model.layer4.0.downsample.0.block ├── model.layer4.1.conv1.block └── model.layer4.1.conv2.block ├── Figs └── Methods.png ├── LICENSE ├── README.md ├── calculate_flops_regroup.py ├── dataset.py ├── end-to-end.py ├── helpers ├── ImageFolderCustomClass.py ├── __init__.py ├── __pycache__ │ ├── ImageFolderCustomClass.cpython-37.pyc │ ├── __init__.cpython-37.pyc │ ├── consts.cpython-37.pyc │ └── utils.cpython-37.pyc ├── consts.py ├── loaders.py └── utils.py ├── main.py ├── main_eval.py ├── main_eval_fillback.py ├── main_eval_regroup.py ├── main_imp.py ├── main_imp_fillback.py ├── main_imp_imagenet_DDP.py ├── main_imp_regroup.py ├── model.py ├── models ├── channel_selection.py ├── conv.py ├── conv_bak.py ├── dense_conv.py ├── densenet.py ├── mobilenet.py ├── read_model.py ├── resnet.py ├── resnet12.py ├── resnet50_cfg.py ├── resnet_cfg.py ├── resnet_grasp.py ├── resnets.py ├── resnets_2fc.py ├── shufflenet.py ├── test.py ├── vgg.py └── wrappers.py ├── npy_files └── tiny-imagenet-train-val.npy ├── permute_masks.py ├── plot_mask.py ├── profile ├── .DS_Store ├── cudnn_conv │ ├── .DS_Store │ ├── Makefile │ ├── conv.py │ ├── cudnn_conv.cu │ └── run.sh └── regroup_conv │ ├── .DS_Store │ ├── .tmp │ ├── tmp_10:02:51.428095.cu │ ├── tmp_10:05:06.153826.cu │ ├── tmp_10:09:52.567291.cu │ ├── tmp_10:09:55.890176.cu │ ├── tmp_10:09:59.319985.cu │ ├── tmp_10:10:02.712884.cu │ ├── tmp_10:10:07.798818.cu │ ├── tmp_10:10:16.999502.cu │ ├── tmp_10:10:25.865887.cu │ ├── tmp_10:10:34.530239.cu │ ├── tmp_10:10:53.191287.cu │ ├── tmp_10:11:28.577091.cu │ ├── tmp_10:12:04.326871.cu │ ├── tmp_10:12:39.194903.cu │ ├── tmp_10:13:40.459953.cu │ ├── tmp_10:15:33.799999.cu │ ├── tmp_10:17:27.560657.cu │ ├── tmp_10:19:19.395287.cu │ ├── tmp_11:30:42.889693.cu │ ├── tmp_11:30:46.210932.cu │ ├── tmp_11:30:49.560249.cu │ ├── tmp_11:30:52.857477.cu │ ├── tmp_11:30:57.935046.cu │ ├── tmp_11:31:06.339845.cu │ ├── tmp_11:31:08.392866.cu │ ├── tmp_11:31:17.123158.cu │ ├── tmp_11:31:26.232985.cu │ ├── tmp_11:31:45.450252.cu │ ├── tmp_11:32:22.505825.cu │ ├── tmp_11:32:27.661491.cu │ ├── tmp_11:33:02.413065.cu │ ├── tmp_11:33:38.267247.cu │ ├── tmp_11:34:38.507184.cu │ ├── tmp_11:36:32.446918.cu │ ├── tmp_11:36:42.381234.cu │ ├── tmp_11:38:34.036815.cu │ ├── tmp_11:40:26.486767.cu │ ├── tmp_13:40:52.401002.cu │ ├── tmp_13:40:57.801429.cu │ ├── tmp_13:41:01.078985.cu │ ├── tmp_13:41:06.150356.cu │ ├── tmp_13:41:15.014748.cu │ ├── tmp_13:41:17.160883.cu │ ├── tmp_13:41:26.520661.cu │ ├── tmp_13:41:35.817809.cu │ ├── tmp_13:41:54.955807.cu │ ├── tmp_13:42:36.544186.cu │ ├── tmp_13:42:42.886824.cu │ ├── tmp_13:46:30.167932.cu │ ├── tmp_21:45:58.552743.cu │ ├── tmp_22:01:54.383218.cu │ ├── tmp_22:25:41.092962.cu │ ├── tmp_22:50:25.089144.cu │ └── tmp_22:51:21.475577.cu │ ├── conv.py │ ├── convert.py │ ├── shmetis │ ├── split.py │ ├── spmm_conv_n.cu │ ├── 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