node11 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=205520896.000, parameter_size=0.000 node10 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.042, backward_compute_time=1.192, activation_size=205520896.000, parameter_size=512.000 node13 -- Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=3.852, backward_compute_time=9.775, activation_size=205520896.000, parameter_size=147456.000 node12 -- ReLU(inplace) -- forward_compute_time=1.427, backward_compute_time=1.455, activation_size=205520896.000, parameter_size=0.000 node15 -- ReLU(inplace) -- forward_compute_time=0.744, backward_compute_time=0.885, activation_size=205520896.000, parameter_size=0.000 node14 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.046, backward_compute_time=1.170, activation_size=205520896.000, parameter_size=512.000 node17 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.052, backward_compute_time=1.188, activation_size=205520896.000, parameter_size=512.000 node16 -- Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=3.742, backward_compute_time=10.906, activation_size=205520896.000, parameter_size=147456.000 node19 -- ReLU(inplace) -- forward_compute_time=1.415, backward_compute_time=1.495, activation_size=205520896.000, parameter_size=0.000 node18 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=205520896.000, parameter_size=0.000 node31 -- ReLU(inplace) -- forward_compute_time=0.485, backward_compute_time=0.399, activation_size=102760448.000, parameter_size=0.000 node30 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.633, backward_compute_time=0.588, activation_size=102760448.000, parameter_size=1024.000 node37 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.472, backward_compute_time=0.315, activation_size=51380224.000, parameter_size=2048.000 node36 -- Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) -- forward_compute_time=2.595, backward_compute_time=7.868, activation_size=51380224.000, parameter_size=1179648.000 node35 -- ReLU(inplace) -- forward_compute_time=0.790, backward_compute_time=0.741, activation_size=102760448.000, parameter_size=0.000 node34 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=102760448.000, parameter_size=0.000 node60 -- ReLU(inplace) -- forward_compute_time=0.329, backward_compute_time=0.188, activation_size=25690112.000, parameter_size=0.000 node38 -- ReLU(inplace) -- forward_compute_time=0.348, backward_compute_time=0.225, activation_size=51380224.000, parameter_size=0.000 node59 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25690112.000, parameter_size=0.000 node58 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.190, backward_compute_time=0.198, activation_size=25690112.000, parameter_size=4096.000 node61 -- Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.158, backward_compute_time=3.838, activation_size=25690112.000, parameter_size=9437184.000 node55 -- Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=3.392, backward_compute_time=3.863, activation_size=25690112.000, parameter_size=9437184.000 node54 -- ReLU(inplace) -- forward_compute_time=0.358, backward_compute_time=0.129, activation_size=25690112.000, parameter_size=0.000 node57 -- Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) -- forward_compute_time=0.825, backward_compute_time=1.290, activation_size=25690112.000, parameter_size=524288.000 node56 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.450, backward_compute_time=0.192, activation_size=25690112.000, parameter_size=4096.000 node51 -- ReLU(inplace) -- forward_compute_time=0.481, backward_compute_time=0.368, activation_size=51380224.000, parameter_size=0.000 node50 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node53 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.417, backward_compute_time=0.212, activation_size=25690112.000, parameter_size=4096.000 node52 -- Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) -- forward_compute_time=3.045, backward_compute_time=6.840, activation_size=25690112.000, parameter_size=4718592.000 node63 -- ReLU(inplace) -- forward_compute_time=0.294, backward_compute_time=0.124, activation_size=25690112.000, parameter_size=0.000 node71 -- Linear(in_features=512, out_features=1000, bias=True) -- forward_compute_time=0.389, backward_compute_time=0.118, activation_size=1024000.000, parameter_size=2052000.000 node64 -- Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.172, backward_compute_time=6.242, activation_size=25690112.000, parameter_size=9437184.000 node70 -- View(-1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=524288.000, parameter_size=0.000 node65 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.411, backward_compute_time=0.211, activation_size=25690112.000, parameter_size=4096.000 node62 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.421, backward_compute_time=0.201, activation_size=25690112.000, parameter_size=4096.000 node33 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.630, backward_compute_time=0.585, activation_size=102760448.000, parameter_size=1024.000 node66 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25690112.000, parameter_size=0.000 node32 -- Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.254, backward_compute_time=4.866, activation_size=102760448.000, parameter_size=589824.000 node39 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.647, backward_compute_time=4.158, activation_size=51380224.000, parameter_size=2359296.000 node67 -- ReLU(inplace) -- forward_compute_time=0.339, backward_compute_time=0.132, activation_size=25690112.000, parameter_size=0.000 node28 -- ReLU(inplace) -- forward_compute_time=0.806, backward_compute_time=0.736, activation_size=102760448.000, parameter_size=0.000 node29 -- Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.370, backward_compute_time=4.459, activation_size=102760448.000, parameter_size=589824.000 node24 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.638, backward_compute_time=0.576, activation_size=102760448.000, parameter_size=1024.000 node25 -- Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) -- forward_compute_time=0.853, backward_compute_time=1.834, activation_size=102760448.000, parameter_size=32768.000 node26 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.636, backward_compute_time=0.580, activation_size=102760448.000, parameter_size=1024.000 node27 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=102760448.000, parameter_size=0.000 node20 -- Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) -- forward_compute_time=2.873, backward_compute_time=8.538, activation_size=102760448.000, parameter_size=294912.000 node21 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.668, backward_compute_time=0.583, activation_size=102760448.000, parameter_size=1024.000 node22 -- ReLU(inplace) -- forward_compute_time=0.500, backward_compute_time=0.397, activation_size=102760448.000, parameter_size=0.000 node23 -- Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.633, backward_compute_time=4.203, activation_size=102760448.000, parameter_size=589824.000 node68 -- AvgPool2d(kernel_size=7, stride=1, padding=0) -- forward_compute_time=0.417, backward_compute_time=0.211, activation_size=524288.000, parameter_size=0.000 node69 -- Size(0) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4.000, parameter_size=0.000 node48 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.404, backward_compute_time=4.873, activation_size=51380224.000, parameter_size=2359296.000 node49 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.472, backward_compute_time=0.317, activation_size=51380224.000, parameter_size=2048.000 node46 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.477, backward_compute_time=0.323, activation_size=51380224.000, parameter_size=2048.000 node47 -- ReLU(inplace) -- forward_compute_time=0.354, backward_compute_time=0.215, activation_size=51380224.000, parameter_size=0.000 node44 -- ReLU(inplace) -- forward_compute_time=0.475, backward_compute_time=0.369, activation_size=51380224.000, parameter_size=0.000 node45 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.279, backward_compute_time=4.138, activation_size=51380224.000, parameter_size=2359296.000 node42 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.525, backward_compute_time=0.310, activation_size=51380224.000, parameter_size=2048.000 node43 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node40 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.662, backward_compute_time=0.310, activation_size=51380224.000, parameter_size=2048.000 node41 -- Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) -- forward_compute_time=0.777, backward_compute_time=1.426, activation_size=51380224.000, parameter_size=131072.000 node9 -- Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=4.337, backward_compute_time=9.971, activation_size=205520896.000, parameter_size=147456.000 node8 -- ReLU(inplace) -- forward_compute_time=0.751, backward_compute_time=0.757, activation_size=205520896.000, parameter_size=0.000 node1 -- Input -- forward_compute_time=473.625, backward_compute_time=0.000, activation_size=154140672.000, parameter_size=0.000 node3 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=5.874, backward_compute_time=6.418, activation_size=822083584.000, parameter_size=512.000 node2 -- Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False) -- forward_compute_time=23.046, backward_compute_time=9.284, activation_size=822083584.000, parameter_size=37632.000 node5 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=2.434, backward_compute_time=5.013, activation_size=205520896.000, parameter_size=0.000 node4 -- ReLU(inplace) -- forward_compute_time=2.840, backward_compute_time=3.527, activation_size=822083584.000, parameter_size=0.000 node7 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.083, backward_compute_time=1.196, activation_size=205520896.000, parameter_size=512.000 node6 -- Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=4.417, backward_compute_time=9.775, activation_size=205520896.000, parameter_size=147456.000 node11 -- node12 node10 -- node11 node13 -- node14 node12 -- node13 node12 -- node18 node15 -- node16 node14 -- node15 node17 -- node18 node16 -- node17 node19 -- node20 node19 -- node25 node18 -- node19 node31 -- node32 node30 -- node31 node37 -- node38 node36 -- node37 node35 -- node36 node35 -- node41 node34 -- node35 node60 -- node61 node60 -- node66 node38 -- node39 node59 -- node60 node58 -- node59 node61 -- node62 node55 -- 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