node541 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.037, activation_size=4214784.000, parameter_size=0.000 node809 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node546 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.320, backward_compute_time=0.132, activation_size=4214784.000, parameter_size=12096.000 node1000 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.322, backward_compute_time=0.112, activation_size=2107392.000, parameter_size=24192.000 node1154 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.069, activation_size=2107392.000, parameter_size=5376.000 node547 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.272, activation_size=4214784.000, parameter_size=451584.000 node313 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.385, backward_compute_time=0.403, activation_size=8429568.000, parameter_size=112896.000 node312 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.458, backward_compute_time=0.379, activation_size=8429568.000, parameter_size=16800.000 node258 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.394, backward_compute_time=0.417, activation_size=8429568.000, parameter_size=112896.000 node259 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.117, activation_size=8429568.000, parameter_size=1344.000 node317 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.427, backward_compute_time=0.411, activation_size=8429568.000, parameter_size=112896.000 node316 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.365, backward_compute_time=0.399, activation_size=8429568.000, parameter_size=16800.000 node315 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.052, activation_size=8429568.000, parameter_size=0.000 node314 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.412, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node252 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.308, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node253 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.390, backward_compute_time=0.405, activation_size=8429568.000, parameter_size=112896.000 node250 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.356, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node318 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.405, backward_compute_time=0.115, activation_size=8429568.000, parameter_size=1344.000 node256 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node257 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.389, backward_compute_time=0.382, activation_size=8429568.000, parameter_size=16800.000 node254 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.359, backward_compute_time=0.110, activation_size=8429568.000, parameter_size=1344.000 node255 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node268 -- ReLU() -- forward_compute_time=0.295, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node730 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.367, backward_compute_time=0.263, activation_size=4214784.000, parameter_size=451584.000 node1182 -- ReLU() -- forward_compute_time=0.300, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node932 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.109, activation_size=2107392.000, parameter_size=24192.000 node1009 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1008 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.297, backward_compute_time=0.079, activation_size=2107392.000, parameter_size=0.000 node959 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.297, backward_compute_time=0.154, activation_size=2107392.000, parameter_size=24192.000 node958 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.031, activation_size=2107392.000, parameter_size=0.000 node951 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.079, activation_size=2107392.000, parameter_size=5376.000 node950 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.302, activation_size=2107392.000, parameter_size=1806336.000 node836 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node931 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node955 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.289, backward_compute_time=0.081, activation_size=2107392.000, parameter_size=0.000 node954 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node957 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node956 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.284, backward_compute_time=0.087, activation_size=2107392.000, parameter_size=0.000 node1164 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node1165 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.109, activation_size=2107392.000, parameter_size=24192.000 node1049 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.057, activation_size=2107392.000, parameter_size=5376.000 node1048 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.288, activation_size=2107392.000, parameter_size=1806336.000 node1160 -- ReLU() -- forward_compute_time=0.280, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1161 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.231, activation_size=2107392.000, parameter_size=67200.000 node1162 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node838 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.036, activation_size=4214784.000, parameter_size=0.000 node1043 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.350, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node1042 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node1041 -- ReLU() -- forward_compute_time=0.291, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1040 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.060, activation_size=2107392.000, parameter_size=5376.000 node1047 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.300, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node1046 -- ReLU() -- forward_compute_time=0.293, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1045 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1044 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.116, activation_size=2107392.000, parameter_size=5376.000 node656 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node657 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node654 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node655 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node559 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node558 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node229 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.368, backward_compute_time=0.411, activation_size=8429568.000, parameter_size=112896.000 node228 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.289, backward_compute_time=0.202, activation_size=8429568.000, parameter_size=6048.000 node227 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node226 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node225 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.373, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node224 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node223 -- ReLU() -- forward_compute_time=0.301, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node311 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node221 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.292, backward_compute_time=0.271, activation_size=8429568.000, parameter_size=0.000 node220 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.300, backward_compute_time=0.272, activation_size=8429568.000, parameter_size=0.000 node9 -- Conv2d(42, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.441, backward_compute_time=0.194, activation_size=8429568.000, parameter_size=7056.000 node8 -- Conv2d(42, 42, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=42, bias=False) -- forward_compute_time=0.432, backward_compute_time=0.886, activation_size=8429568.000, parameter_size=4200.000 node310 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node613 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1 -- Input -- forward_compute_time=7.046, backward_compute_time=0.000, activation_size=9633792.000, parameter_size=0.000 node381 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.333, backward_compute_time=0.120, activation_size=8429568.000, parameter_size=1344.000 node3 -- BatchNorm2d(96, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.649, backward_compute_time=0.699, activation_size=75700224.000, parameter_size=768.000 node2 -- Conv2d(3, 96, kernel_size=(3, 3), stride=(2, 2), bias=False) -- forward_compute_time=2.153, backward_compute_time=0.461, activation_size=75700224.000, parameter_size=10368.000 node5 -- Conv2d(96, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.702, backward_compute_time=1.471, activation_size=33118848.000, parameter_size=16128.000 node4 -- ReLU() -- forward_compute_time=0.476, backward_compute_time=0.215, activation_size=75700224.000, parameter_size=0.000 node7 -- ReLU() -- forward_compute_time=0.357, backward_compute_time=0.125, activation_size=33118848.000, parameter_size=0.000 node6 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.436, backward_compute_time=0.309, activation_size=33118848.000, parameter_size=336.000 node1132 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=12644352.000, parameter_size=0.000 node1167 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.063, activation_size=2107392.000, parameter_size=5376.000 node611 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.283, backward_compute_time=0.141, activation_size=4214784.000, parameter_size=0.000 node1080 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.320, backward_compute_time=0.075, activation_size=2107392.000, parameter_size=5376.000 node1181 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node937 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.217, activation_size=2107392.000, parameter_size=67200.000 node1195 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.288, backward_compute_time=0.222, activation_size=2107392.000, parameter_size=67200.000 node616 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.366, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node1004 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.310, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node1109 -- ReLU() -- forward_compute_time=0.305, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node617 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node614 -- ReLU() -- forward_compute_time=0.287, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node615 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node319 -- ReLU() -- forward_compute_time=0.328, backward_compute_time=0.048, activation_size=8429568.000, parameter_size=0.000 node1102 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.300, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node99 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.362, backward_compute_time=0.074, activation_size=4214784.000, parameter_size=672.000 node98 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.329, backward_compute_time=0.193, activation_size=4214784.000, parameter_size=28224.000 node1153 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.361, backward_compute_time=0.309, activation_size=2107392.000, parameter_size=1806336.000 node251 -- ReLU() -- forward_compute_time=0.310, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node936 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node749 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.290, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=12096.000 node91 -- Conv2d(84, 84, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=84, bias=False) -- forward_compute_time=0.339, backward_compute_time=0.354, activation_size=4214784.000, parameter_size=16464.000 node90 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node93 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.095, activation_size=4214784.000, parameter_size=672.000 node92 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.192, activation_size=4214784.000, parameter_size=28224.000 node95 -- AvgPool2d(kernel_size=3, stride=2, padding=1) -- forward_compute_time=0.291, backward_compute_time=0.285, activation_size=4214784.000, parameter_size=0.000 node94 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node97 -- Conv2d(84, 84, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=84, bias=False) -- forward_compute_time=0.318, backward_compute_time=0.474, activation_size=4214784.000, parameter_size=8400.000 node96 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.070, activation_size=16859136.000, parameter_size=0.000 node429 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.053, activation_size=8429568.000, parameter_size=0.000 node428 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.125, activation_size=8429568.000, parameter_size=1344.000 node139 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.569, backward_compute_time=0.403, activation_size=8429568.000, parameter_size=112896.000 node138 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.416, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node814 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.344, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node815 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node816 -- ReLU() -- forward_compute_time=1.212, backward_compute_time=0.036, activation_size=4214784.000, parameter_size=0.000 node817 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.247, activation_size=4214784.000, parameter_size=33600.000 node133 -- ReLU() -- forward_compute_time=0.295, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node132 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node131 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.422, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node130 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.371, backward_compute_time=0.406, activation_size=8429568.000, parameter_size=16800.000 node137 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.048, activation_size=8429568.000, parameter_size=0.000 node136 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.112, activation_size=8429568.000, parameter_size=1344.000 node135 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.402, backward_compute_time=0.406, activation_size=8429568.000, parameter_size=112896.000 node134 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.369, backward_compute_time=0.392, activation_size=8429568.000, parameter_size=16800.000 node935 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1099 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.069, activation_size=2107392.000, parameter_size=5376.000 node831 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.283, backward_compute_time=0.139, activation_size=4214784.000, parameter_size=0.000 node1137 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.700, backward_compute_time=1.047, activation_size=2107392.000, parameter_size=10838016.000 node934 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.071, activation_size=2107392.000, parameter_size=5376.000 node743 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.310, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node927 -- ReLU() -- forward_compute_time=0.296, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node1172 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node745 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.319, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node953 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.292, backward_compute_time=0.082, activation_size=2107392.000, parameter_size=0.000 node728 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.036, activation_size=4214784.000, parameter_size=0.000 node729 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.315, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=12096.000 node726 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node727 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node724 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.043, activation_size=4214784.000, parameter_size=0.000 node725 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.308, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node722 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.283, backward_compute_time=0.144, activation_size=4214784.000, parameter_size=0.000 node723 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node720 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node721 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.297, backward_compute_time=0.142, activation_size=4214784.000, parameter_size=0.000 node982 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.032, activation_size=2107392.000, parameter_size=0.000 node812 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node813 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node983 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.115, activation_size=2107392.000, parameter_size=24192.000 node952 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node981 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.316, backward_compute_time=0.083, activation_size=2107392.000, parameter_size=5376.000 node1199 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.287, backward_compute_time=0.227, activation_size=2107392.000, parameter_size=67200.000 node837 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.066, activation_size=4214784.000, parameter_size=2688.000 node1135 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.313, backward_compute_time=0.080, activation_size=2107392.000, parameter_size=5376.000 node1005 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1224 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node876 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node877 -- Conv2d(672, 672, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=672, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.625, activation_size=2107392.000, parameter_size=131712.000 node630 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.036, activation_size=4214784.000, parameter_size=0.000 node1060 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node968 -- ReLU() -- forward_compute_time=0.297, backward_compute_time=0.056, activation_size=8429568.000, parameter_size=0.000 node834 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node1134 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.700, backward_compute_time=1.047, activation_size=2107392.000, parameter_size=10838016.000 node860 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.436, backward_compute_time=0.299, activation_size=2107392.000, parameter_size=1806336.000 node872 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.345, activation_size=2107392.000, parameter_size=1806336.000 node939 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.344, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node988 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.351, backward_compute_time=0.287, activation_size=2107392.000, parameter_size=1806336.000 node1223 -- ReLU() -- forward_compute_time=0.325, backward_compute_time=0.032, activation_size=2107392.000, parameter_size=0.000 node873 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.064, activation_size=2107392.000, parameter_size=5376.000 node989 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.072, activation_size=2107392.000, parameter_size=5376.000 node409 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.362, backward_compute_time=0.388, activation_size=8429568.000, parameter_size=16800.000 node408 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.053, activation_size=8429568.000, parameter_size=0.000 node911 -- __getitem__ -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25288704.000, parameter_size=0.000 node1244 -- Size(2) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4.000, parameter_size=0.000 node263 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.350, backward_compute_time=0.116, activation_size=8429568.000, parameter_size=1344.000 node262 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.381, backward_compute_time=0.407, activation_size=8429568.000, parameter_size=112896.000 node188 -- ReLU() -- forward_compute_time=0.280, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node260 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.051, activation_size=8429568.000, parameter_size=0.000 node267 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.386, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node266 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.390, backward_compute_time=0.403, activation_size=8429568.000, parameter_size=112896.000 node265 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.357, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node264 -- ReLU() -- forward_compute_time=0.330, backward_compute_time=0.048, activation_size=8429568.000, parameter_size=0.000 node182 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.977, backward_compute_time=0.994, activation_size=8429568.000, parameter_size=677376.000 node183 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=1344.000 node180 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.240, activation_size=8429568.000, parameter_size=1344.000 node181 -- ReLU() -- forward_compute_time=0.361, backward_compute_time=0.203, activation_size=50577408.000, parameter_size=0.000 node186 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.369, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node187 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node184 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node185 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.407, backward_compute_time=0.390, activation_size=8429568.000, parameter_size=16800.000 node938 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node618 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node619 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.289, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=12096.000 node348 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=1344.000 node349 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node344 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.851, backward_compute_time=0.986, activation_size=8429568.000, parameter_size=677376.000 node345 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.348, backward_compute_time=0.239, activation_size=8429568.000, parameter_size=1344.000 node346 -- ReLU() -- forward_compute_time=0.394, backward_compute_time=0.200, activation_size=50577408.000, parameter_size=0.000 node347 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.855, backward_compute_time=0.994, activation_size=8429568.000, parameter_size=677376.000 node340 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.108, activation_size=8429568.000, parameter_size=1344.000 node341 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node342 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=50577408.000, parameter_size=0.000 node343 -- ReLU() -- forward_compute_time=0.403, backward_compute_time=0.202, activation_size=50577408.000, parameter_size=0.000 node1098 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node878 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1094 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.283, activation_size=2107392.000, parameter_size=1806336.000 node1095 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.057, activation_size=2107392.000, parameter_size=5376.000 node1096 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node879 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.061, activation_size=2107392.000, parameter_size=5376.000 node1090 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.338, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node1091 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.071, activation_size=2107392.000, parameter_size=5376.000 node1092 -- ReLU() -- forward_compute_time=0.273, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node1093 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.301, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node869 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.061, activation_size=2107392.000, parameter_size=5376.000 node868 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.360, backward_compute_time=0.301, activation_size=2107392.000, parameter_size=1806336.000 node980 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.287, activation_size=2107392.000, parameter_size=1806336.000 node874 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node986 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node987 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.123, activation_size=2107392.000, parameter_size=24192.000 node984 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node985 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.075, activation_size=2107392.000, parameter_size=5376.000 node861 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.068, activation_size=2107392.000, parameter_size=5376.000 node440 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.337, backward_compute_time=0.272, activation_size=8429568.000, parameter_size=0.000 node863 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.290, backward_compute_time=0.217, activation_size=2107392.000, parameter_size=67200.000 node862 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.038, activation_size=2107392.000, parameter_size=0.000 node865 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.066, activation_size=2107392.000, parameter_size=5376.000 node864 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.361, backward_compute_time=0.294, activation_size=2107392.000, parameter_size=1806336.000 node867 -- Conv2d(672, 672, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=672, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.633, activation_size=2107392.000, parameter_size=131712.000 node866 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.052, activation_size=8429568.000, parameter_size=0.000 node1156 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node1133 -- ReLU() -- forward_compute_time=0.296, backward_compute_time=0.070, activation_size=12644352.000, parameter_size=0.000 node1139 -- ReLU() -- forward_compute_time=0.274, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node1138 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.063, activation_size=2107392.000, parameter_size=5376.000 node59 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.134, activation_size=16859136.000, parameter_size=672.000 node58 -- Conv2d(168, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.513, backward_compute_time=0.753, activation_size=16859136.000, parameter_size=56448.000 node689 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node55 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node54 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.353, backward_compute_time=0.303, activation_size=8429568.000, parameter_size=0.000 node57 -- ReLU() -- forward_compute_time=0.340, backward_compute_time=0.134, activation_size=33718272.000, parameter_size=0.000 node56 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=33718272.000, parameter_size=0.000 node51 -- Conv2d(42, 42, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=42, bias=False) -- forward_compute_time=0.285, backward_compute_time=0.215, activation_size=8429568.000, parameter_size=1512.000 node50 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.047, activation_size=8429568.000, parameter_size=0.000 node53 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.109, activation_size=8429568.000, parameter_size=336.000 node52 -- Conv2d(42, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.311, backward_compute_time=0.270, activation_size=8429568.000, parameter_size=7056.000 node506 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.317, backward_compute_time=0.144, activation_size=4214784.000, parameter_size=0.000 node281 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.333, backward_compute_time=0.099, activation_size=8429568.000, parameter_size=1344.000 node504 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.347, backward_compute_time=0.259, activation_size=4214784.000, parameter_size=451584.000 node406 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.370, backward_compute_time=0.405, activation_size=8429568.000, parameter_size=112896.000 node469 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.258, activation_size=4214784.000, parameter_size=451584.000 node468 -- Conv2d(336, 336, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=336, bias=False) -- forward_compute_time=0.347, backward_compute_time=0.946, activation_size=4214784.000, parameter_size=65856.000 node500 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node280 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.368, backward_compute_time=0.403, activation_size=8429568.000, parameter_size=112896.000 node465 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.363, backward_compute_time=0.257, activation_size=4214784.000, parameter_size=451584.000 node464 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.324, backward_compute_time=0.246, activation_size=4214784.000, parameter_size=33600.000 node467 -- ReLU() -- forward_compute_time=0.293, backward_compute_time=0.080, activation_size=16859136.000, parameter_size=0.000 node466 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.093, activation_size=4214784.000, parameter_size=2688.000 node461 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.429, backward_compute_time=0.260, activation_size=4214784.000, parameter_size=451584.000 node460 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.309, backward_compute_time=0.530, activation_size=4214784.000, parameter_size=33600.000 node463 -- ReLU() -- forward_compute_time=0.317, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node462 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.403, backward_compute_time=3.253, activation_size=4214784.000, parameter_size=2688.000 node945 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node919 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node918 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node669 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node668 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node667 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.276, backward_compute_time=0.144, activation_size=4214784.000, parameter_size=0.000 node666 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.284, backward_compute_time=0.140, activation_size=4214784.000, parameter_size=0.000 node665 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node664 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.300, backward_compute_time=0.147, activation_size=4214784.000, parameter_size=0.000 node663 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node662 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.074, activation_size=4214784.000, parameter_size=2688.000 node661 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.368, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node660 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.325, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=12096.000 node487 -- ReLU() -- forward_compute_time=0.307, backward_compute_time=0.122, activation_size=16859136.000, parameter_size=0.000 node486 -- AvgPool2d(kernel_size=3, stride=2, padding=1) -- forward_compute_time=0.298, backward_compute_time=0.301, activation_size=4214784.000, parameter_size=0.000 node485 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node484 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.091, activation_size=4214784.000, parameter_size=2688.000 node483 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.260, activation_size=4214784.000, parameter_size=451584.000 node446 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.341, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=1344.000 node481 -- ReLU() -- forward_compute_time=0.300, backward_compute_time=0.037, activation_size=4214784.000, parameter_size=0.000 node480 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node538 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.312, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node489 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.364, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node488 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.331, backward_compute_time=0.530, activation_size=4214784.000, parameter_size=33600.000 node289 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.863, backward_compute_time=0.988, activation_size=8429568.000, parameter_size=677376.000 node505 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.082, activation_size=4214784.000, parameter_size=2688.000 node1010 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.287, backward_compute_time=0.081, activation_size=2107392.000, parameter_size=0.000 node288 -- ReLU() -- forward_compute_time=0.395, backward_compute_time=0.199, activation_size=50577408.000, parameter_size=0.000 node502 -- ReLU() -- forward_compute_time=0.293, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node851 -- ReLU() -- forward_compute_time=0.276, backward_compute_time=0.027, activation_size=49152.000, parameter_size=0.000 node652 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.305, backward_compute_time=0.247, activation_size=4214784.000, parameter_size=33600.000 node535 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.074, activation_size=4214784.000, parameter_size=2688.000 node503 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.316, backward_compute_time=0.129, activation_size=4214784.000, parameter_size=12096.000 node762 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.311, backward_compute_time=0.245, activation_size=4214784.000, parameter_size=33600.000 node763 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node760 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node534 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node766 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.132, activation_size=4214784.000, parameter_size=12096.000 node767 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.381, backward_compute_time=0.261, activation_size=4214784.000, parameter_size=451584.000 node764 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.074, activation_size=4214784.000, parameter_size=2688.000 node765 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node533 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.129, activation_size=4214784.000, parameter_size=12096.000 node768 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.320, backward_compute_time=0.070, activation_size=4214784.000, parameter_size=2688.000 node501 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.070, activation_size=4214784.000, parameter_size=2688.000 node1166 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.358, backward_compute_time=0.289, activation_size=2107392.000, parameter_size=1806336.000 node532 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.037, activation_size=4214784.000, parameter_size=0.000 node164 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node165 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.287, backward_compute_time=0.270, activation_size=8429568.000, parameter_size=0.000 node166 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.284, backward_compute_time=0.270, activation_size=8429568.000, parameter_size=0.000 node167 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node160 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.365, backward_compute_time=0.407, activation_size=8429568.000, parameter_size=112896.000 node161 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.109, activation_size=8429568.000, parameter_size=1344.000 node162 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node163 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.292, backward_compute_time=0.295, activation_size=8429568.000, parameter_size=0.000 node991 -- ReLU() -- forward_compute_time=0.301, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node530 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.347, backward_compute_time=0.302, activation_size=4214784.000, parameter_size=451584.000 node168 -- ReLU() -- forward_compute_time=0.306, backward_compute_time=0.053, activation_size=8429568.000, parameter_size=0.000 node169 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.206, activation_size=8429568.000, parameter_size=6048.000 node1129 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.351, backward_compute_time=0.286, activation_size=2107392.000, parameter_size=1806336.000 node1229 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1228 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.297, backward_compute_time=0.080, activation_size=2107392.000, parameter_size=0.000 node1227 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1226 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.071, activation_size=2107392.000, parameter_size=5376.000 node1225 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.372, backward_compute_time=0.287, activation_size=2107392.000, parameter_size=1806336.000 node1163 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.073, activation_size=2107392.000, parameter_size=5376.000 node362 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node1222 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node1221 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.417, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1220 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.309, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node1012 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node508 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=16859136.000, parameter_size=0.000 node990 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1197 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node871 -- Conv2d(672, 672, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=672, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.376, activation_size=2107392.000, parameter_size=131712.000 node509 -- ReLU() -- forward_compute_time=0.391, backward_compute_time=0.369, activation_size=50577408.000, parameter_size=0.000 node1168 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.033, activation_size=2107392.000, parameter_size=0.000 node363 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.409, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node1169 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.109, activation_size=2107392.000, parameter_size=24192.000 node717 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node716 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.271, activation_size=4214784.000, parameter_size=451584.000 node556 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.286, backward_compute_time=0.142, activation_size=4214784.000, parameter_size=0.000 node714 -- ReLU() -- forward_compute_time=0.287, backward_compute_time=0.037, activation_size=4214784.000, parameter_size=0.000 node713 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.066, activation_size=4214784.000, parameter_size=2688.000 node712 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.347, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node711 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.126, activation_size=4214784.000, parameter_size=12096.000 node697 -- ReLU() -- forward_compute_time=0.318, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node1157 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.228, activation_size=2107392.000, parameter_size=67200.000 node719 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.294, backward_compute_time=0.147, activation_size=4214784.000, parameter_size=0.000 node718 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node875 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.316, backward_compute_time=0.092, activation_size=2107392.000, parameter_size=0.000 node579 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node1231 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.315, backward_compute_time=0.086, activation_size=2107392.000, parameter_size=0.000 node1151 -- ReLU() -- forward_compute_time=0.306, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node1150 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node300 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.369, backward_compute_time=0.405, activation_size=8429568.000, parameter_size=112896.000 node301 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.111, activation_size=8429568.000, parameter_size=1344.000 node302 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node303 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node304 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.380, backward_compute_time=0.403, activation_size=8429568.000, parameter_size=112896.000 node305 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.364, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node306 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.068, activation_size=8429568.000, parameter_size=0.000 node307 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.293, activation_size=8429568.000, parameter_size=6048.000 node308 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.378, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node309 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.110, activation_size=8429568.000, parameter_size=1344.000 node1152 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.107, activation_size=2107392.000, parameter_size=24192.000 node1142 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.312, backward_compute_time=0.063, activation_size=2107392.000, parameter_size=5376.000 node917 -- Conv2d(2688, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.778, backward_compute_time=0.727, activation_size=2107392.000, parameter_size=7225344.000 node653 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.344, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node1014 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node916 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.057, activation_size=8429568.000, parameter_size=0.000 node650 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node1015 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.357, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node904 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.075, activation_size=2107392.000, parameter_size=5376.000 node651 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.044, activation_size=4214784.000, parameter_size=0.000 node1016 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node830 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node910 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.089, backward_compute_time=0.596, activation_size=1053696.000, parameter_size=2709504.000 node555 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1017 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.035, activation_size=2107392.000, parameter_size=0.000 node829 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.289, backward_compute_time=0.147, activation_size=4214784.000, parameter_size=0.000 node554 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.292, backward_compute_time=0.148, activation_size=4214784.000, parameter_size=0.000 node212 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.097, activation_size=8429568.000, parameter_size=1344.000 node912 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.379, backward_compute_time=0.328, activation_size=6322176.000, parameter_size=0.000 node557 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.277, backward_compute_time=0.145, activation_size=4214784.000, parameter_size=0.000 node198 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.419, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node11 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.047, activation_size=8429568.000, parameter_size=0.000 node10 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=336.000 node13 -- Conv2d(42, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.358, backward_compute_time=0.210, activation_size=8429568.000, parameter_size=7056.000 node12 -- Conv2d(42, 42, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=42, bias=False) -- forward_compute_time=0.373, backward_compute_time=0.398, activation_size=8429568.000, parameter_size=4200.000 node15 -- ReLU() -- forward_compute_time=0.453, backward_compute_time=0.215, activation_size=75700224.000, parameter_size=0.000 node14 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.375, backward_compute_time=0.329, activation_size=8429568.000, parameter_size=336.000 node17 -- Conv2d(96, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.427, backward_compute_time=0.355, activation_size=8429568.000, parameter_size=16128.000 node16 -- Conv2d(96, 96, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=96, bias=False) -- forward_compute_time=2.522, backward_compute_time=3.386, activation_size=19267584.000, parameter_size=18816.000 node19 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.046, activation_size=8429568.000, parameter_size=0.000 node18 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.352, backward_compute_time=0.094, activation_size=8429568.000, parameter_size=336.000 node1013 -- ReLU() -- forward_compute_time=0.305, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node222 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node1177 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1176 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.274, backward_compute_time=0.097, activation_size=2107392.000, parameter_size=0.000 node1175 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.278, backward_compute_time=0.085, activation_size=2107392.000, parameter_size=0.000 node828 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1173 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.289, backward_compute_time=0.086, activation_size=2107392.000, parameter_size=0.000 node553 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1078 -- ReLU() -- forward_compute_time=0.303, backward_compute_time=0.074, activation_size=12644352.000, parameter_size=0.000 node1079 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.699, backward_compute_time=1.044, activation_size=2107392.000, parameter_size=10838016.000 node1076 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1077 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=12644352.000, parameter_size=0.000 node1074 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.364, backward_compute_time=0.326, activation_size=2107392.000, parameter_size=1806336.000 node552 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.075, activation_size=4214784.000, parameter_size=2688.000 node1072 -- ReLU() -- forward_compute_time=0.297, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1073 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.318, backward_compute_time=0.109, activation_size=2107392.000, parameter_size=24192.000 node1070 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.355, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node482 -- Conv2d(336, 336, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=336, bias=False) -- forward_compute_time=0.344, backward_compute_time=0.420, activation_size=4214784.000, parameter_size=65856.000 node623 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25288704.000, parameter_size=0.000 node388 -- ReLU() -- forward_compute_time=0.318, backward_compute_time=0.052, activation_size=8429568.000, parameter_size=0.000 node548 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node549 -- ReLU() -- forward_compute_time=0.322, backward_compute_time=0.037, activation_size=4214784.000, parameter_size=0.000 node238 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.093, activation_size=8429568.000, parameter_size=1344.000 node239 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node625 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.656, backward_compute_time=0.961, activation_size=4214784.000, parameter_size=2709504.000 node389 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.207, activation_size=8429568.000, parameter_size=6048.000 node234 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.840, backward_compute_time=0.990, activation_size=8429568.000, parameter_size=677376.000 node235 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.240, activation_size=8429568.000, parameter_size=1344.000 node236 -- ReLU() -- forward_compute_time=0.366, backward_compute_time=0.199, activation_size=50577408.000, parameter_size=0.000 node237 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.837, backward_compute_time=0.989, activation_size=8429568.000, parameter_size=677376.000 node230 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.108, activation_size=8429568.000, parameter_size=1344.000 node231 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node232 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=50577408.000, parameter_size=0.000 node233 -- ReLU() -- forward_compute_time=0.396, backward_compute_time=0.205, activation_size=50577408.000, parameter_size=0.000 node193 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node1141 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.339, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node905 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.318, backward_compute_time=0.092, activation_size=2107392.000, parameter_size=0.000 node944 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node192 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.060, activation_size=8429568.000, parameter_size=0.000 node701 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node853 -- Conv2d(2016, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.258, backward_compute_time=1.696, activation_size=8429568.000, parameter_size=5419008.000 node1018 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.110, activation_size=2107392.000, parameter_size=24192.000 node1198 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.035, activation_size=2107392.000, parameter_size=0.000 node969 -- Conv2d(2688, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.606, backward_compute_time=3.614, activation_size=2107392.000, parameter_size=7225344.000 node698 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node1120 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.299, backward_compute_time=0.081, activation_size=2107392.000, parameter_size=0.000 node380 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.372, backward_compute_time=0.413, activation_size=8429568.000, parameter_size=112896.000 node1113 -- ReLU() -- forward_compute_time=0.310, backward_compute_time=0.031, activation_size=2107392.000, parameter_size=0.000 node1136 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.075, activation_size=12644352.000, parameter_size=0.000 node1146 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.309, backward_compute_time=0.073, activation_size=2107392.000, parameter_size=5376.000 node1188 -- ReLU() -- forward_compute_time=0.300, backward_compute_time=0.076, activation_size=12644352.000, parameter_size=0.000 node1190 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.068, activation_size=2107392.000, parameter_size=5376.000 node1189 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.717, backward_compute_time=1.050, activation_size=2107392.000, parameter_size=10838016.000 node382 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node436 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.339, backward_compute_time=0.112, activation_size=8429568.000, parameter_size=1344.000 node437 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node434 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.325, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node383 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.315, backward_compute_time=0.297, activation_size=8429568.000, parameter_size=0.000 node432 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.097, activation_size=8429568.000, parameter_size=1344.000 node433 -- ReLU() -- forward_compute_time=0.303, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node430 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.203, activation_size=8429568.000, parameter_size=6048.000 node431 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.375, backward_compute_time=0.418, activation_size=8429568.000, parameter_size=112896.000 node999 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node384 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node699 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.374, backward_compute_time=0.258, activation_size=4214784.000, parameter_size=451584.000 node825 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=12096.000 node438 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.317, backward_compute_time=0.298, activation_size=8429568.000, parameter_size=0.000 node385 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.307, backward_compute_time=0.276, activation_size=8429568.000, parameter_size=0.000 node128 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.346, backward_compute_time=0.097, activation_size=8429568.000, parameter_size=1344.000 node129 -- ReLU() -- forward_compute_time=0.298, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node283 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node282 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node285 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.437, backward_compute_time=0.110, activation_size=8429568.000, parameter_size=1344.000 node284 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.430, backward_compute_time=0.426, activation_size=8429568.000, parameter_size=112896.000 node287 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=50577408.000, parameter_size=0.000 node286 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node120 -- Conv2d(168, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.391, backward_compute_time=0.459, activation_size=4214784.000, parameter_size=56448.000 node121 -- __getitem__ -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=33718272.000, parameter_size=0.000 node122 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.387, backward_compute_time=0.411, activation_size=8429568.000, parameter_size=0.000 node123 -- Conv2d(168, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.341, backward_compute_time=0.371, activation_size=4214784.000, parameter_size=56448.000 node124 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node125 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.343, backward_compute_time=0.117, activation_size=8429568.000, parameter_size=1344.000 node126 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.081, activation_size=16859136.000, parameter_size=0.000 node127 -- Conv2d(336, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.540, backward_compute_time=0.532, activation_size=8429568.000, parameter_size=225792.000 node606 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.257, activation_size=4214784.000, parameter_size=451584.000 node998 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.069, activation_size=2107392.000, parameter_size=5376.000 node601 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.130, activation_size=4214784.000, parameter_size=12096.000 node824 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node1122 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node600 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node1144 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.280, backward_compute_time=0.217, activation_size=2107392.000, parameter_size=67200.000 node1147 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.033, activation_size=2107392.000, parameter_size=0.000 node943 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.071, activation_size=2107392.000, parameter_size=5376.000 node603 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node1194 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node602 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.347, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node827 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.075, activation_size=4214784.000, parameter_size=2688.000 node1123 -- ReLU() -- forward_compute_time=0.295, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1011 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.279, backward_compute_time=0.089, activation_size=2107392.000, parameter_size=0.000 node940 -- ReLU() -- forward_compute_time=0.293, backward_compute_time=0.036, activation_size=2107392.000, parameter_size=0.000 node759 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.340, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node758 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.305, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node368 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.382, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node753 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node752 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node751 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node369 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.333, backward_compute_time=0.097, activation_size=8429568.000, parameter_size=1344.000 node757 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node756 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node755 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node754 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.343, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node946 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.287, activation_size=2107392.000, parameter_size=1806336.000 node641 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.063, activation_size=4214784.000, parameter_size=2688.000 node1124 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.181, activation_size=2107392.000, parameter_size=24192.000 node941 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.303, backward_compute_time=0.227, activation_size=2107392.000, parameter_size=67200.000 node761 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node1206 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.034, activation_size=2107392.000, parameter_size=0.000 node1250 -- View(-1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=49152.000, parameter_size=0.000 node1251 -- Linear(in_features=768, out_features=1000, bias=True) -- forward_compute_time=0.312, backward_compute_time=0.109, activation_size=64000.000, parameter_size=3076000.000 node1191 -- ReLU() -- forward_compute_time=0.331, backward_compute_time=0.093, activation_size=12644352.000, parameter_size=0.000 node550 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.321, backward_compute_time=0.129, activation_size=4214784.000, parameter_size=12096.000 node750 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.344, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node821 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.129, activation_size=4214784.000, parameter_size=12096.000 node1125 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1001 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.366, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node715 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.133, activation_size=4214784.000, parameter_size=12096.000 node948 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.032, activation_size=2107392.000, parameter_size=0.000 node1038 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.320, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node769 -- ReLU() -- forward_compute_time=0.298, backward_compute_time=0.040, activation_size=4214784.000, parameter_size=0.000 node1126 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node416 -- ReLU() -- forward_compute_time=0.302, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node1032 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node1033 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1030 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.279, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node1031 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.342, backward_compute_time=0.297, activation_size=2107392.000, parameter_size=1806336.000 node1036 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.314, backward_compute_time=0.068, activation_size=2107392.000, parameter_size=5376.000 node1037 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1034 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.288, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node1035 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node270 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.367, backward_compute_time=0.406, activation_size=8429568.000, parameter_size=112896.000 node271 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.109, activation_size=8429568.000, parameter_size=1344.000 node272 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node273 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.298, backward_compute_time=0.293, activation_size=8429568.000, parameter_size=0.000 node274 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node275 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.297, backward_compute_time=0.275, activation_size=8429568.000, parameter_size=0.000 node276 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.289, backward_compute_time=0.272, activation_size=8429568.000, parameter_size=0.000 node277 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node278 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node279 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.320, backward_compute_time=0.205, activation_size=8429568.000, parameter_size=6048.000 node859 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.282, backward_compute_time=0.362, activation_size=2107392.000, parameter_size=67200.000 node379 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.199, activation_size=8429568.000, parameter_size=6048.000 node378 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node1127 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1130 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.337, backward_compute_time=0.071, activation_size=2107392.000, parameter_size=5376.000 node993 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.408, backward_compute_time=0.316, activation_size=2107392.000, parameter_size=1806336.000 node371 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.403, backward_compute_time=0.380, activation_size=8429568.000, parameter_size=16800.000 node370 -- ReLU() -- forward_compute_time=0.302, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node373 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.351, backward_compute_time=0.114, activation_size=8429568.000, parameter_size=1344.000 node372 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.411, backward_compute_time=0.460, activation_size=8429568.000, parameter_size=112896.000 node375 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node374 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.059, activation_size=8429568.000, parameter_size=0.000 node377 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.098, activation_size=8429568.000, parameter_size=1344.000 node376 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.377, backward_compute_time=0.406, activation_size=8429568.000, parameter_size=112896.000 node854 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.373, backward_compute_time=0.145, activation_size=8429568.000, parameter_size=5376.000 node1192 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.703, backward_compute_time=4.271, activation_size=2107392.000, parameter_size=10838016.000 node1089 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.283, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node855 -- ReLU() -- forward_compute_time=0.309, backward_compute_time=0.124, activation_size=25288704.000, parameter_size=0.000 node1087 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.311, backward_compute_time=0.057, activation_size=2107392.000, parameter_size=5376.000 node1086 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.336, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1085 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.281, backward_compute_time=0.215, activation_size=2107392.000, parameter_size=67200.000 node1084 -- ReLU() -- forward_compute_time=0.273, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1083 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.312, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node856 -- Conv2d(2016, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.036, backward_compute_time=3.130, activation_size=8429568.000, parameter_size=5419008.000 node1081 -- ReLU() -- forward_compute_time=0.302, backward_compute_time=0.070, activation_size=12644352.000, parameter_size=0.000 node822 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.344, backward_compute_time=0.258, activation_size=4214784.000, parameter_size=451584.000 node857 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.087, activation_size=8429568.000, parameter_size=5376.000 node979 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node978 -- ReLU() -- forward_compute_time=0.302, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node977 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node850 -- BatchNorm2d(768, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.055, activation_size=49152.000, parameter_size=6144.000 node975 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node974 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node973 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node972 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=2.135, backward_compute_time=1.045, activation_size=2107392.000, parameter_size=10838016.000 node971 -- ReLU() -- forward_compute_time=0.293, backward_compute_time=0.071, activation_size=12644352.000, parameter_size=0.000 node583 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node68 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.076, activation_size=16859136.000, parameter_size=0.000 node69 -- Conv2d(84, 84, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=84, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.469, activation_size=4214784.000, parameter_size=8400.000 node852 -- ReLU() -- forward_compute_time=0.301, backward_compute_time=0.116, activation_size=25288704.000, parameter_size=0.000 node1108 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.071, activation_size=2107392.000, parameter_size=5376.000 node621 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.085, activation_size=4214784.000, parameter_size=2688.000 node60 -- ReLU() -- forward_compute_time=0.435, backward_compute_time=0.471, activation_size=75700224.000, parameter_size=0.000 node61 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.341, backward_compute_time=0.687, activation_size=19267584.000, parameter_size=0.000 node62 -- Conv2d(96, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.397, backward_compute_time=0.964, activation_size=8429568.000, parameter_size=16128.000 node63 -- __getitem__ -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=75700224.000, parameter_size=0.000 node64 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.632, backward_compute_time=0.931, activation_size=19267584.000, parameter_size=0.000 node65 -- Conv2d(96, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.430, backward_compute_time=0.507, activation_size=8429568.000, parameter_size=16128.000 node66 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=16859136.000, parameter_size=0.000 node67 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.153, activation_size=16859136.000, parameter_size=672.000 node573 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.794, backward_compute_time=0.960, activation_size=4214784.000, parameter_size=2709504.000 node572 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.127, activation_size=25288704.000, parameter_size=0.000 node478 -- Conv2d(336, 336, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=336, bias=False) -- forward_compute_time=0.350, backward_compute_time=0.944, activation_size=4214784.000, parameter_size=65856.000 node479 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.361, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node577 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.343, backward_compute_time=0.253, activation_size=4214784.000, parameter_size=451584.000 node576 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.304, backward_compute_time=0.245, activation_size=4214784.000, parameter_size=33600.000 node575 -- ReLU() -- forward_compute_time=0.298, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node574 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node472 -- Conv2d(336, 336, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=336, bias=False) -- forward_compute_time=0.345, backward_compute_time=0.419, activation_size=4214784.000, parameter_size=65856.000 node473 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.370, backward_compute_time=0.276, activation_size=4214784.000, parameter_size=451584.000 node470 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.066, activation_size=4214784.000, parameter_size=2688.000 node471 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.036, activation_size=4214784.000, parameter_size=0.000 node476 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.332, backward_compute_time=0.166, activation_size=4214784.000, parameter_size=0.000 node477 -- ReLU() -- forward_compute_time=1.395, backward_compute_time=0.080, activation_size=16859136.000, parameter_size=0.000 node474 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.094, activation_size=4214784.000, parameter_size=2688.000 node475 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node908 -- ReLU() -- forward_compute_time=0.307, backward_compute_time=0.187, activation_size=25288704.000, parameter_size=0.000 node909 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.288, backward_compute_time=0.257, activation_size=6322176.000, parameter_size=0.000 node678 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25288704.000, parameter_size=0.000 node679 -- ReLU() -- forward_compute_time=0.312, backward_compute_time=0.117, activation_size=25288704.000, parameter_size=0.000 node435 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.375, backward_compute_time=0.408, activation_size=8429568.000, parameter_size=112896.000 node674 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.129, activation_size=4214784.000, parameter_size=12096.000 node675 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node676 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.075, activation_size=4214784.000, parameter_size=2688.000 node677 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node670 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node671 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.338, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node672 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node447 -- ReLU() -- forward_compute_time=0.291, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node494 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.349, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node495 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node496 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.309, backward_compute_time=0.148, activation_size=4214784.000, parameter_size=0.000 node497 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node490 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node491 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node492 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.315, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node493 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.362, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node498 -- ReLU() -- forward_compute_time=0.310, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node499 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node949 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.114, activation_size=2107392.000, parameter_size=24192.000 node525 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.305, backward_compute_time=0.248, activation_size=4214784.000, parameter_size=33600.000 node889 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node888 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.366, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node823 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.066, activation_size=4214784.000, parameter_size=2688.000 node1121 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.283, backward_compute_time=0.085, activation_size=2107392.000, parameter_size=0.000 node883 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.063, activation_size=2107392.000, parameter_size=5376.000 node882 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.332, activation_size=2107392.000, parameter_size=1806336.000 node881 -- Conv2d(672, 672, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=672, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.377, activation_size=2107392.000, parameter_size=131712.000 node880 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.033, activation_size=2107392.000, parameter_size=0.000 node887 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.357, activation_size=2107392.000, parameter_size=67200.000 node886 -- ReLU() -- forward_compute_time=0.295, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node885 -- AvgPool2d(kernel_size=3, stride=2, padding=1) -- forward_compute_time=0.291, backward_compute_time=0.159, activation_size=2107392.000, parameter_size=0.000 node884 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1183 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.113, activation_size=2107392.000, parameter_size=24192.000 node810 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node849 -- Conv2d(128, 768, kernel_size=(5, 5), stride=(1, 1), bias=False) -- forward_compute_time=0.582, backward_compute_time=0.596, activation_size=49152.000, parameter_size=9830400.000 node915 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.062, activation_size=2107392.000, parameter_size=5376.000 node799 -- ReLU() -- forward_compute_time=0.271, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node798 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.316, backward_compute_time=0.063, activation_size=4214784.000, parameter_size=2688.000 node797 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.343, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node796 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.243, activation_size=4214784.000, parameter_size=33600.000 node795 -- ReLU() -- forward_compute_time=0.271, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node794 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.066, activation_size=4214784.000, parameter_size=2688.000 node793 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.649, backward_compute_time=2.284, activation_size=4214784.000, parameter_size=2709504.000 node792 -- ReLU() -- forward_compute_time=0.321, backward_compute_time=0.118, activation_size=25288704.000, parameter_size=0.000 node791 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.124, activation_size=4214784.000, parameter_size=2688.000 node790 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.660, backward_compute_time=0.969, activation_size=4214784.000, parameter_size=2709504.000 node151 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.355, backward_compute_time=0.385, activation_size=8429568.000, parameter_size=16800.000 node150 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.051, activation_size=8429568.000, parameter_size=0.000 node153 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.369, backward_compute_time=0.121, activation_size=8429568.000, parameter_size=1344.000 node152 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.381, backward_compute_time=0.414, activation_size=8429568.000, parameter_size=112896.000 node155 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.304, backward_compute_time=0.201, activation_size=8429568.000, parameter_size=6048.000 node154 -- ReLU() -- forward_compute_time=0.280, backward_compute_time=0.054, activation_size=8429568.000, parameter_size=0.000 node157 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.106, activation_size=8429568.000, parameter_size=1344.000 node156 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.369, backward_compute_time=0.419, activation_size=8429568.000, parameter_size=112896.000 node159 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.205, activation_size=8429568.000, parameter_size=6048.000 node158 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.052, activation_size=8429568.000, parameter_size=0.000 node405 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=1.361, backward_compute_time=0.391, activation_size=8429568.000, parameter_size=16800.000 node404 -- ReLU() -- forward_compute_time=0.334, backward_compute_time=0.052, activation_size=8429568.000, parameter_size=0.000 node403 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.344, backward_compute_time=0.102, activation_size=8429568.000, parameter_size=1344.000 node402 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.853, backward_compute_time=2.798, activation_size=8429568.000, parameter_size=677376.000 node401 -- ReLU() -- forward_compute_time=0.372, backward_compute_time=0.214, activation_size=50577408.000, parameter_size=0.000 node400 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.341, backward_compute_time=0.249, activation_size=8429568.000, parameter_size=1344.000 node1212 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.325, backward_compute_time=0.220, activation_size=2107392.000, parameter_size=67200.000 node450 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.118, activation_size=8429568.000, parameter_size=1344.000 node1196 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.338, backward_compute_time=0.290, activation_size=2107392.000, parameter_size=1806336.000 node1211 -- ReLU() -- forward_compute_time=0.310, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node1216 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.318, backward_compute_time=0.222, activation_size=2107392.000, parameter_size=67200.000 node1217 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node1214 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.345, backward_compute_time=0.070, activation_size=2107392.000, parameter_size=5376.000 node451 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node778 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1218 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.071, activation_size=2107392.000, parameter_size=5376.000 node1219 -- ReLU() -- forward_compute_time=0.300, backward_compute_time=0.032, activation_size=2107392.000, parameter_size=0.000 node452 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=50577408.000, parameter_size=0.000 node421 -- ReLU() -- forward_compute_time=0.306, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node1131 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node453 -- ReLU() -- forward_compute_time=0.395, backward_compute_time=0.206, activation_size=50577408.000, parameter_size=0.000 node962 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.031, activation_size=2107392.000, parameter_size=0.000 node420 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node1097 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node454 -- Conv2d(1008, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.270, backward_compute_time=1.624, activation_size=16859136.000, parameter_size=1354752.000 node963 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.316, backward_compute_time=0.114, activation_size=2107392.000, parameter_size=24192.000 node423 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.378, backward_compute_time=0.416, activation_size=8429568.000, parameter_size=112896.000 node847 -- BatchNorm2d(128, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.046, activation_size=204800.000, parameter_size=1024.000 node455 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.368, backward_compute_time=0.286, activation_size=16859136.000, parameter_size=2688.000 node1111 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.370, backward_compute_time=0.295, activation_size=2107392.000, parameter_size=1806336.000 node422 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.363, backward_compute_time=0.386, activation_size=8429568.000, parameter_size=16800.000 node456 -- ReLU() -- forward_compute_time=0.383, backward_compute_time=0.203, activation_size=50577408.000, parameter_size=0.000 node536 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1110 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.311, backward_compute_time=0.113, activation_size=2107392.000, parameter_size=24192.000 node425 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.053, activation_size=8429568.000, parameter_size=0.000 node457 -- Conv2d(1008, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.043, backward_compute_time=2.948, activation_size=16859136.000, parameter_size=1354752.000 node624 -- ReLU() -- forward_compute_time=0.303, backward_compute_time=0.117, activation_size=25288704.000, parameter_size=0.000 node424 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.359, backward_compute_time=0.100, activation_size=8429568.000, parameter_size=1344.000 node704 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.260, activation_size=4214784.000, parameter_size=451584.000 node705 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node706 -- ReLU() -- forward_compute_time=0.308, backward_compute_time=0.040, activation_size=4214784.000, parameter_size=0.000 node707 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node700 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.076, activation_size=4214784.000, parameter_size=2688.000 node427 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.374, backward_compute_time=0.410, activation_size=8429568.000, parameter_size=112896.000 node702 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node703 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.325, backward_compute_time=0.246, activation_size=4214784.000, parameter_size=33600.000 node1179 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.109, activation_size=2107392.000, parameter_size=24192.000 node426 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.373, backward_compute_time=0.382, activation_size=8429568.000, parameter_size=16800.000 node708 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node709 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node1104 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.061, activation_size=2107392.000, parameter_size=5376.000 node785 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.343, backward_compute_time=0.280, activation_size=4214784.000, parameter_size=451584.000 node811 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1119 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node832 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.285, backward_compute_time=0.144, activation_size=4214784.000, parameter_size=0.000 node1149 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.359, backward_compute_time=0.283, activation_size=2107392.000, parameter_size=1806336.000 node339 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.406, backward_compute_time=0.422, activation_size=8429568.000, parameter_size=112896.000 node338 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.317, backward_compute_time=0.199, activation_size=8429568.000, parameter_size=6048.000 node1118 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.294, backward_compute_time=0.079, activation_size=2107392.000, parameter_size=0.000 node335 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.393, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node334 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.310, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node337 -- ReLU() -- forward_compute_time=0.303, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node336 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.353, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node331 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.293, backward_compute_time=0.272, activation_size=8429568.000, parameter_size=0.000 node330 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.300, backward_compute_time=0.272, activation_size=8429568.000, parameter_size=0.000 node333 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.048, activation_size=8429568.000, parameter_size=0.000 node332 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node635 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.243, activation_size=4214784.000, parameter_size=33600.000 node692 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.306, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node786 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.085, activation_size=4214784.000, parameter_size=2688.000 node693 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node922 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node930 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node1066 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.280, backward_compute_time=0.085, activation_size=2107392.000, parameter_size=0.000 node923 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node1143 -- ReLU() -- forward_compute_time=0.273, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node924 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.308, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node526 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.340, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node1140 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.283, backward_compute_time=0.218, activation_size=2107392.000, parameter_size=67200.000 node544 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.080, activation_size=4214784.000, parameter_size=2688.000 node1148 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=1.812, backward_compute_time=0.118, activation_size=2107392.000, parameter_size=24192.000 node820 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.036, activation_size=4214784.000, parameter_size=0.000 node28 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.343, backward_compute_time=0.094, activation_size=8429568.000, parameter_size=336.000 node29 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.045, activation_size=8429568.000, parameter_size=0.000 node629 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.062, activation_size=4214784.000, parameter_size=2688.000 node24 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.409, backward_compute_time=0.445, activation_size=8429568.000, parameter_size=0.000 node25 -- ReLU() -- forward_compute_time=0.474, backward_compute_time=0.280, activation_size=75700224.000, parameter_size=0.000 node26 -- Conv2d(96, 96, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=96, bias=False) -- forward_compute_time=0.677, backward_compute_time=3.385, activation_size=19267584.000, parameter_size=18816.000 node27 -- Conv2d(96, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.335, backward_compute_time=0.357, activation_size=8429568.000, parameter_size=16128.000 node20 -- Conv2d(42, 42, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=42, bias=False) -- forward_compute_time=0.465, backward_compute_time=0.676, activation_size=8429568.000, parameter_size=8232.000 node21 -- Conv2d(42, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.343, backward_compute_time=0.196, activation_size=8429568.000, parameter_size=7056.000 node22 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.389, backward_compute_time=0.171, activation_size=8429568.000, parameter_size=336.000 node23 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node1061 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.069, activation_size=2107392.000, parameter_size=5376.000 node928 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.317, backward_compute_time=0.109, activation_size=2107392.000, parameter_size=24192.000 node1063 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.298, backward_compute_time=0.081, activation_size=2107392.000, parameter_size=0.000 node1062 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1065 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.289, backward_compute_time=0.081, activation_size=2107392.000, parameter_size=0.000 node1064 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1067 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node913 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.481, backward_compute_time=2.106, activation_size=1053696.000, parameter_size=2709504.000 node1069 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node527 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.078, activation_size=4214784.000, parameter_size=2688.000 node1145 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.339, backward_compute_time=0.292, activation_size=2107392.000, parameter_size=1806336.000 node545 -- ReLU() -- forward_compute_time=0.293, backward_compute_time=0.037, activation_size=4214784.000, parameter_size=0.000 node209 -- ReLU() -- forward_compute_time=0.296, backward_compute_time=0.054, activation_size=8429568.000, parameter_size=0.000 node208 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.122, activation_size=8429568.000, parameter_size=1344.000 node632 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.339, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node633 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.314, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node634 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node628 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.915, backward_compute_time=0.961, activation_size=4214784.000, parameter_size=2709504.000 node636 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.333, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node637 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node201 -- ReLU() -- forward_compute_time=0.297, backward_compute_time=0.054, activation_size=8429568.000, parameter_size=0.000 node200 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node203 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.376, backward_compute_time=0.407, activation_size=8429568.000, parameter_size=112896.000 node202 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.364, backward_compute_time=0.389, activation_size=8429568.000, parameter_size=16800.000 node205 -- ReLU() -- forward_compute_time=0.290, backward_compute_time=0.052, activation_size=8429568.000, parameter_size=0.000 node204 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.365, backward_compute_time=0.104, activation_size=8429568.000, parameter_size=1344.000 node207 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.398, backward_compute_time=0.411, activation_size=8429568.000, parameter_size=112896.000 node206 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.366, backward_compute_time=0.385, activation_size=8429568.000, parameter_size=16800.000 node507 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node520 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.040, activation_size=4214784.000, parameter_size=0.000 node591 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node590 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.333, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node593 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.310, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node592 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node595 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node594 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node597 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.304, backward_compute_time=0.245, activation_size=4214784.000, parameter_size=33600.000 node596 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.036, activation_size=4214784.000, parameter_size=0.000 node599 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.074, activation_size=4214784.000, parameter_size=2688.000 node598 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.360, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node845 -- AvgPool2d(kernel_size=(5, 5), stride=(3, 3), padding=(2, 2)) -- forward_compute_time=0.293, backward_compute_time=0.351, activation_size=3225600.000, parameter_size=0.000 node844 -- ReLU() -- forward_compute_time=0.302, backward_compute_time=0.113, activation_size=25288704.000, parameter_size=0.000 node843 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25288704.000, parameter_size=0.000 node842 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node841 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.116, activation_size=4214784.000, parameter_size=2688.000 node840 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.359, activation_size=4214784.000, parameter_size=451584.000 node1039 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.585, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1068 -- ReLU() -- forward_compute_time=0.291, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node819 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.076, activation_size=4214784.000, parameter_size=2688.000 node115 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.331, backward_compute_time=0.129, activation_size=4214784.000, parameter_size=0.000 node114 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.347, backward_compute_time=0.082, activation_size=4214784.000, parameter_size=672.000 node117 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=16859136.000, parameter_size=0.000 node116 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node111 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node110 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.071, activation_size=4214784.000, parameter_size=672.000 node113 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.337, backward_compute_time=0.272, activation_size=4214784.000, parameter_size=28224.000 node112 -- Conv2d(84, 84, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=84, bias=False) -- forward_compute_time=0.300, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=3024.000 node449 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.371, backward_compute_time=0.515, activation_size=8429568.000, parameter_size=112896.000 node448 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.328, backward_compute_time=0.200, activation_size=8429568.000, parameter_size=6048.000 node119 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.269, backward_compute_time=0.322, activation_size=8429568.000, parameter_size=0.000 node118 -- ReLU() -- forward_compute_time=0.323, backward_compute_time=0.238, activation_size=33718272.000, parameter_size=0.000 node1082 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.697, backward_compute_time=1.047, activation_size=2107392.000, parameter_size=10838016.000 node685 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node684 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node687 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node686 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node528 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.036, activation_size=4214784.000, parameter_size=0.000 node529 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.132, activation_size=4214784.000, parameter_size=12096.000 node298 -- ReLU() -- forward_compute_time=0.304, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node299 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.372, backward_compute_time=0.387, activation_size=8429568.000, parameter_size=16800.000 node296 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.432, backward_compute_time=0.403, activation_size=8429568.000, parameter_size=112896.000 node297 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.426, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node294 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node295 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.368, backward_compute_time=0.377, activation_size=8429568.000, parameter_size=16800.000 node292 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.841, backward_compute_time=0.988, activation_size=8429568.000, parameter_size=677376.000 node293 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.337, backward_compute_time=0.094, activation_size=8429568.000, parameter_size=1344.000 node290 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.238, activation_size=8429568.000, parameter_size=1344.000 node291 -- ReLU() -- forward_compute_time=0.368, backward_compute_time=0.199, activation_size=50577408.000, parameter_size=0.000 node612 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.278, backward_compute_time=0.144, activation_size=4214784.000, parameter_size=0.000 node631 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.297, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node710 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node523 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.063, activation_size=4214784.000, parameter_size=2688.000 node1237 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node640 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.359, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node818 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.341, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node643 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=12096.000 node439 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node642 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node645 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node644 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node748 -- ReLU() -- forward_compute_time=0.269, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node638 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node647 -- ReLU() -- forward_compute_time=0.295, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node639 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=12096.000 node740 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node741 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.243, activation_size=4214784.000, parameter_size=33600.000 node742 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.336, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node646 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node744 -- ReLU() -- forward_compute_time=0.294, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node610 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node746 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.382, backward_compute_time=0.258, activation_size=4214784.000, parameter_size=451584.000 node747 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.314, backward_compute_time=0.074, activation_size=4214784.000, parameter_size=2688.000 node1249 -- Size(0) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4.000, parameter_size=0.000 node1248 -- Linear(in_features=4032, out_features=1000, bias=True) -- forward_compute_time=0.381, backward_compute_time=0.113, activation_size=64000.000, parameter_size=16132000.000 node1213 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.363, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node925 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.355, backward_compute_time=0.286, activation_size=2107392.000, parameter_size=1806336.000 node1241 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1240 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.129, activation_size=2107392.000, parameter_size=5376.000 node1243 -- ReLU() -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=0.000, parameter_size=0.000 node1242 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=12644352.000, parameter_size=0.000 node1245 -- AvgPool2d(kernel_size=7, stride=7, padding=0) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=0.000, parameter_size=0.000 node386 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=2.126, backward_compute_time=0.276, activation_size=8429568.000, parameter_size=0.000 node1247 -- View(-1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=0.000, parameter_size=0.000 node1246 -- Size(0) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4.000, parameter_size=0.000 node688 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.314, backward_compute_time=0.063, activation_size=4214784.000, parameter_size=2688.000 node942 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.353, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node920 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.290, backward_compute_time=0.219, activation_size=2107392.000, parameter_size=67200.000 node1210 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node387 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node976 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node407 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.097, activation_size=8429568.000, parameter_size=1344.000 node947 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node921 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.356, backward_compute_time=0.293, activation_size=2107392.000, parameter_size=1806336.000 node1186 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1187 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=12644352.000, parameter_size=0.000 node1184 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.379, backward_compute_time=0.292, activation_size=2107392.000, parameter_size=1806336.000 node1185 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.083, activation_size=2107392.000, parameter_size=5376.000 node1029 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node1028 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.311, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node1180 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node774 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.294, backward_compute_time=0.147, activation_size=4214784.000, parameter_size=0.000 node1025 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.312, backward_compute_time=0.079, activation_size=2107392.000, parameter_size=5376.000 node1024 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.697, backward_compute_time=1.046, activation_size=2107392.000, parameter_size=10838016.000 node1027 -- Conv2d(4032, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.695, backward_compute_time=1.047, activation_size=2107392.000, parameter_size=10838016.000 node1026 -- ReLU() -- forward_compute_time=0.296, backward_compute_time=0.071, activation_size=12644352.000, parameter_size=0.000 node1021 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1020 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.072, activation_size=2107392.000, parameter_size=5376.000 node1023 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.072, activation_size=12644352.000, parameter_size=0.000 node1022 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=12644352.000, parameter_size=0.000 node366 -- ReLU() -- forward_compute_time=0.376, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node367 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.477, backward_compute_time=0.381, activation_size=8429568.000, parameter_size=16800.000 node364 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.407, backward_compute_time=0.111, activation_size=8429568.000, parameter_size=1344.000 node365 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node249 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.450, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node248 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.418, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node360 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node361 -- ReLU() -- forward_compute_time=0.304, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node245 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.371, backward_compute_time=0.405, activation_size=8429568.000, parameter_size=112896.000 node244 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.425, backward_compute_time=0.390, activation_size=8429568.000, parameter_size=16800.000 node247 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node246 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.397, backward_compute_time=0.111, activation_size=8429568.000, parameter_size=1344.000 node241 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.369, backward_compute_time=0.406, activation_size=8429568.000, parameter_size=112896.000 node240 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.358, backward_compute_time=0.385, activation_size=8429568.000, parameter_size=16800.000 node243 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node242 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.094, activation_size=8429568.000, parameter_size=1344.000 node826 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node1178 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.033, activation_size=2107392.000, parameter_size=0.000 node1106 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node77 -- Conv2d(84, 84, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=84, bias=False) -- forward_compute_time=0.334, backward_compute_time=0.819, activation_size=4214784.000, parameter_size=16464.000 node76 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.067, activation_size=16859136.000, parameter_size=0.000 node75 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.095, activation_size=4214784.000, parameter_size=672.000 node74 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.324, backward_compute_time=0.191, activation_size=4214784.000, parameter_size=28224.000 node73 -- Conv2d(84, 84, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=84, bias=False) -- forward_compute_time=0.300, backward_compute_time=0.212, activation_size=4214784.000, parameter_size=8400.000 node72 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node71 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.071, activation_size=4214784.000, parameter_size=672.000 node70 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.401, backward_compute_time=0.190, activation_size=4214784.000, parameter_size=28224.000 node964 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.470, backward_compute_time=0.292, activation_size=2107392.000, parameter_size=1806336.000 node965 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.078, activation_size=2107392.000, parameter_size=5376.000 node966 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node967 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=12644352.000, parameter_size=0.000 node960 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.356, backward_compute_time=0.297, activation_size=2107392.000, parameter_size=1806336.000 node961 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.064, activation_size=2107392.000, parameter_size=5376.000 node79 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=672.000 node78 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.314, backward_compute_time=0.187, activation_size=4214784.000, parameter_size=28224.000 node1058 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1059 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.109, activation_size=2107392.000, parameter_size=24192.000 node1107 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.359, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node1112 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.067, activation_size=2107392.000, parameter_size=5376.000 node1115 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.359, backward_compute_time=0.290, activation_size=2107392.000, parameter_size=1806336.000 node1114 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.308, backward_compute_time=0.109, activation_size=2107392.000, parameter_size=24192.000 node1117 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1116 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.333, backward_compute_time=0.068, activation_size=2107392.000, parameter_size=5376.000 node1050 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node1051 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.216, activation_size=2107392.000, parameter_size=67200.000 node1052 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.353, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1053 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.068, activation_size=2107392.000, parameter_size=5376.000 node1054 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node1055 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.297, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node1056 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1057 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node560 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=12096.000 node561 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node562 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node563 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node564 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node565 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.258, activation_size=4214784.000, parameter_size=451584.000 node566 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.076, activation_size=4214784.000, parameter_size=2688.000 node567 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node568 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25288704.000, parameter_size=0.000 node569 -- ReLU() -- forward_compute_time=0.293, backward_compute_time=0.086, activation_size=16859136.000, parameter_size=0.000 node848 -- ReLU() -- forward_compute_time=0.274, backward_compute_time=0.028, activation_size=204800.000, parameter_size=0.000 node649 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node648 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node399 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.846, backward_compute_time=1.012, activation_size=8429568.000, parameter_size=677376.000 node398 -- ReLU() -- forward_compute_time=0.432, backward_compute_time=0.206, activation_size=50577408.000, parameter_size=0.000 node1215 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node846 -- Conv2d(2016, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.567, backward_compute_time=0.313, activation_size=204800.000, parameter_size=1032192.000 node393 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.199, activation_size=8429568.000, parameter_size=6048.000 node392 -- ReLU() -- forward_compute_time=0.304, backward_compute_time=0.051, activation_size=8429568.000, parameter_size=0.000 node391 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.358, backward_compute_time=0.099, activation_size=8429568.000, parameter_size=1344.000 node390 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.445, backward_compute_time=0.418, activation_size=8429568.000, parameter_size=112896.000 node397 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=50577408.000, parameter_size=0.000 node396 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node395 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.118, activation_size=8429568.000, parameter_size=1344.000 node394 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.381, backward_compute_time=0.417, activation_size=8429568.000, parameter_size=112896.000 node1088 -- ReLU() -- forward_compute_time=0.272, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node898 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node899 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node926 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.070, activation_size=2107392.000, parameter_size=5376.000 node890 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node891 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.217, activation_size=2107392.000, parameter_size=67200.000 node892 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.290, activation_size=2107392.000, parameter_size=1806336.000 node893 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.075, activation_size=2107392.000, parameter_size=5376.000 node894 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node895 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.286, backward_compute_time=0.084, activation_size=2107392.000, parameter_size=0.000 node896 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node897 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.028, activation_size=2107392.000, parameter_size=0.000 node1193 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.059, activation_size=2107392.000, parameter_size=5376.000 node88 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.322, backward_compute_time=0.188, activation_size=4214784.000, parameter_size=28224.000 node89 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=672.000 node788 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25288704.000, parameter_size=0.000 node789 -- ReLU() -- forward_compute_time=0.306, backward_compute_time=0.128, activation_size=25288704.000, parameter_size=0.000 node970 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.075, activation_size=2107392.000, parameter_size=5376.000 node82 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.188, activation_size=4214784.000, parameter_size=28224.000 node83 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.094, activation_size=4214784.000, parameter_size=672.000 node80 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node81 -- Conv2d(84, 84, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=84, bias=False) -- forward_compute_time=0.332, backward_compute_time=0.353, activation_size=4214784.000, parameter_size=16464.000 node86 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.066, activation_size=16859136.000, parameter_size=0.000 node87 -- Conv2d(84, 84, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=84, bias=False) -- forward_compute_time=0.340, backward_compute_time=0.809, activation_size=4214784.000, parameter_size=16464.000 node84 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node85 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.300, backward_compute_time=0.159, activation_size=4214784.000, parameter_size=0.000 node803 -- ReLU() -- forward_compute_time=0.273, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node784 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.301, backward_compute_time=0.142, activation_size=4214784.000, parameter_size=12096.000 node801 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.330, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node800 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node418 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.377, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node419 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.113, activation_size=8429568.000, parameter_size=1344.000 node148 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.373, backward_compute_time=0.408, activation_size=8429568.000, parameter_size=112896.000 node149 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=1344.000 node146 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node147 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.361, backward_compute_time=0.378, activation_size=8429568.000, parameter_size=16800.000 node144 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.112, activation_size=8429568.000, parameter_size=1344.000 node145 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node142 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node143 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.374, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node140 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.349, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=1344.000 node141 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node1205 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node269 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node1207 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.304, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node787 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1201 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.069, activation_size=2107392.000, parameter_size=5376.000 node1200 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.341, backward_compute_time=0.284, activation_size=2107392.000, parameter_size=1806336.000 node1203 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.297, backward_compute_time=0.110, activation_size=2107392.000, parameter_size=24192.000 node1202 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.027, activation_size=2107392.000, parameter_size=0.000 node780 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.133, activation_size=4214784.000, parameter_size=12096.000 node1103 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.353, backward_compute_time=0.283, activation_size=2107392.000, parameter_size=1806336.000 node1209 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.339, backward_compute_time=0.069, activation_size=2107392.000, parameter_size=5376.000 node1208 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.290, activation_size=2107392.000, parameter_size=1806336.000 node781 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.344, backward_compute_time=0.265, activation_size=4214784.000, parameter_size=451584.000 node782 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.066, activation_size=4214784.000, parameter_size=2688.000 node870 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node783 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.094, activation_size=4214784.000, parameter_size=0.000 node808 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node992 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.218, activation_size=2107392.000, parameter_size=67200.000 node802 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.308, backward_compute_time=0.074, activation_size=4214784.000, parameter_size=2688.000 node682 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.117, activation_size=25288704.000, parameter_size=0.000 node929 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.285, activation_size=2107392.000, parameter_size=1806336.000 node731 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.379, backward_compute_time=0.076, activation_size=4214784.000, parameter_size=2688.000 node539 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.365, backward_compute_time=0.264, activation_size=4214784.000, parameter_size=451584.000 node733 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25288704.000, parameter_size=0.000 node732 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node735 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.666, backward_compute_time=0.964, activation_size=4214784.000, parameter_size=2709504.000 node734 -- ReLU() -- forward_compute_time=0.310, backward_compute_time=0.117, activation_size=25288704.000, parameter_size=0.000 node737 -- ReLU() -- forward_compute_time=3.446, backward_compute_time=0.115, activation_size=25288704.000, parameter_size=0.000 node736 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.123, activation_size=4214784.000, parameter_size=2688.000 node739 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.704, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node738 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.670, backward_compute_time=0.961, activation_size=4214784.000, parameter_size=2709504.000 node806 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node443 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.051, activation_size=8429568.000, parameter_size=0.000 node807 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node805 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.342, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node442 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node804 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node441 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.310, backward_compute_time=0.273, activation_size=8429568.000, parameter_size=0.000 node1174 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node414 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.373, backward_compute_time=0.414, activation_size=8429568.000, parameter_size=112896.000 node328 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.355, backward_compute_time=0.298, activation_size=8429568.000, parameter_size=0.000 node329 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node415 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.361, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=1344.000 node322 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.354, backward_compute_time=0.100, activation_size=8429568.000, parameter_size=1344.000 node323 -- ReLU() -- forward_compute_time=0.307, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node320 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.379, backward_compute_time=0.197, activation_size=8429568.000, parameter_size=6048.000 node321 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=4.985, backward_compute_time=0.408, activation_size=8429568.000, parameter_size=112896.000 node326 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.353, backward_compute_time=0.110, activation_size=8429568.000, parameter_size=1344.000 node327 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node324 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.322, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node325 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.381, backward_compute_time=0.413, activation_size=8429568.000, parameter_size=112896.000 node417 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.201, activation_size=8429568.000, parameter_size=6048.000 node445 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.391, backward_compute_time=0.405, activation_size=8429568.000, parameter_size=112896.000 node410 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.367, backward_compute_time=0.410, activation_size=8429568.000, parameter_size=112896.000 node444 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node537 -- ReLU() -- forward_compute_time=0.297, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node411 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.114, activation_size=8429568.000, parameter_size=1344.000 node551 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.527, backward_compute_time=0.270, activation_size=4214784.000, parameter_size=451584.000 node412 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node413 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node39 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.045, activation_size=8429568.000, parameter_size=0.000 node38 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.098, activation_size=8429568.000, parameter_size=336.000 node1159 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.068, activation_size=2107392.000, parameter_size=5376.000 node1158 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.373, backward_compute_time=0.283, activation_size=2107392.000, parameter_size=1806336.000 node1204 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.288, activation_size=2107392.000, parameter_size=1806336.000 node33 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node32 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.174, activation_size=8429568.000, parameter_size=336.000 node31 -- Conv2d(42, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.314, backward_compute_time=0.195, activation_size=8429568.000, parameter_size=7056.000 node30 -- Conv2d(42, 42, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=42, bias=False) -- forward_compute_time=0.429, backward_compute_time=0.678, activation_size=8429568.000, parameter_size=8232.000 node37 -- Conv2d(96, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.330, backward_compute_time=0.355, activation_size=8429568.000, parameter_size=16128.000 node36 -- Conv2d(96, 96, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=96, bias=False) -- forward_compute_time=0.509, backward_compute_time=1.918, activation_size=19267584.000, parameter_size=9600.000 node35 -- ReLU() -- forward_compute_time=0.421, backward_compute_time=0.213, activation_size=75700224.000, parameter_size=0.000 node34 -- AvgPool2d(kernel_size=3, stride=2, padding=1) -- forward_compute_time=0.314, backward_compute_time=0.761, activation_size=8429568.000, parameter_size=0.000 node216 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.348, backward_compute_time=0.112, activation_size=8429568.000, parameter_size=1344.000 node217 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node214 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node215 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.374, backward_compute_time=0.407, activation_size=8429568.000, parameter_size=112896.000 node199 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.358, backward_compute_time=0.110, activation_size=8429568.000, parameter_size=1344.000 node213 -- ReLU() -- forward_compute_time=0.294, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node210 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.203, activation_size=8429568.000, parameter_size=6048.000 node211 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.772, backward_compute_time=0.405, activation_size=8429568.000, parameter_size=112896.000 node195 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=1344.000 node194 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.379, backward_compute_time=0.403, activation_size=8429568.000, parameter_size=112896.000 node197 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node196 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node191 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.380, backward_compute_time=0.115, activation_size=8429568.000, parameter_size=1344.000 node190 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.369, backward_compute_time=0.412, activation_size=8429568.000, parameter_size=112896.000 node218 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.303, backward_compute_time=0.294, activation_size=8429568.000, parameter_size=0.000 node219 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node933 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.286, activation_size=2107392.000, parameter_size=1806336.000 node1105 -- ReLU() -- forward_compute_time=0.291, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node609 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.306, backward_compute_time=0.152, activation_size=4214784.000, parameter_size=0.000 node608 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node359 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.401, backward_compute_time=0.404, activation_size=8429568.000, parameter_size=112896.000 node358 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.305, backward_compute_time=0.198, activation_size=8429568.000, parameter_size=6048.000 node357 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.049, activation_size=8429568.000, parameter_size=0.000 node356 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.333, backward_compute_time=0.116, activation_size=8429568.000, parameter_size=1344.000 node355 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.370, backward_compute_time=0.405, activation_size=8429568.000, parameter_size=112896.000 node354 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.370, backward_compute_time=0.385, activation_size=8429568.000, parameter_size=16800.000 node353 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.050, activation_size=8429568.000, parameter_size=0.000 node352 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.355, backward_compute_time=0.095, activation_size=8429568.000, parameter_size=1344.000 node351 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.392, backward_compute_time=0.405, activation_size=8429568.000, parameter_size=112896.000 node350 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.373, backward_compute_time=0.391, activation_size=8429568.000, parameter_size=16800.000 node839 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.130, activation_size=4214784.000, parameter_size=12096.000 node1100 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node681 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.124, activation_size=4214784.000, parameter_size=2688.000 node1101 -- ReLU() -- forward_compute_time=0.298, backward_compute_time=0.031, activation_size=2107392.000, parameter_size=0.000 node680 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.652, backward_compute_time=0.960, activation_size=4214784.000, parameter_size=2709504.000 node995 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node994 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.379, backward_compute_time=0.063, activation_size=2107392.000, parameter_size=5376.000 node997 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.359, backward_compute_time=0.287, activation_size=2107392.000, parameter_size=1806336.000 node996 -- Conv2d(672, 672, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=672, bias=False) -- forward_compute_time=0.301, backward_compute_time=0.230, activation_size=2107392.000, parameter_size=67200.000 node858 -- ReLU() -- forward_compute_time=0.287, backward_compute_time=0.053, activation_size=8429568.000, parameter_size=0.000 node683 -- Conv2d(2016, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.657, backward_compute_time=0.962, activation_size=4214784.000, parameter_size=2709504.000 node588 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.324, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node589 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.358, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node586 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node587 -- ReLU() -- forward_compute_time=0.305, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node584 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.310, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node585 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.353, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node582 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.073, activation_size=4214784.000, parameter_size=2688.000 node571 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.124, activation_size=4214784.000, parameter_size=2688.000 node580 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.303, backward_compute_time=0.244, activation_size=4214784.000, parameter_size=33600.000 node581 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.346, backward_compute_time=0.256, activation_size=4214784.000, parameter_size=451584.000 node1128 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.108, activation_size=2107392.000, parameter_size=24192.000 node524 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.037, activation_size=4214784.000, parameter_size=0.000 node570 -- Conv2d(1344, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.523, backward_compute_time=1.007, activation_size=4214784.000, parameter_size=1806336.000 node48 -- Conv2d(42, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.312, backward_compute_time=0.194, activation_size=8429568.000, parameter_size=7056.000 node49 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.093, activation_size=8429568.000, parameter_size=336.000 node46 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.047, activation_size=8429568.000, parameter_size=0.000 node47 -- Conv2d(42, 42, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=42, bias=False) -- forward_compute_time=0.289, backward_compute_time=0.215, activation_size=8429568.000, parameter_size=1512.000 node44 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.291, backward_compute_time=0.252, activation_size=8429568.000, parameter_size=0.000 node45 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node42 -- BatchNorm2d(42, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.109, activation_size=8429568.000, parameter_size=336.000 node43 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node40 -- Conv2d(42, 42, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=42, bias=False) -- forward_compute_time=0.353, backward_compute_time=0.403, activation_size=8429568.000, parameter_size=4200.000 node41 -- Conv2d(42, 42, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.315, backward_compute_time=0.195, activation_size=8429568.000, parameter_size=7056.000 node102 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.328, backward_compute_time=0.190, activation_size=4214784.000, parameter_size=28224.000 node103 -- BatchNorm2d(84, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.387, backward_compute_time=0.082, activation_size=4214784.000, parameter_size=672.000 node100 -- ReLU() -- forward_compute_time=0.375, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node101 -- Conv2d(84, 84, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=84, bias=False) -- forward_compute_time=0.377, backward_compute_time=0.217, activation_size=4214784.000, parameter_size=8400.000 node106 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node107 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.034, activation_size=4214784.000, parameter_size=0.000 node104 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node105 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.280, backward_compute_time=0.144, activation_size=4214784.000, parameter_size=0.000 node458 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.360, backward_compute_time=0.154, activation_size=16859136.000, parameter_size=2688.000 node459 -- ReLU() -- forward_compute_time=0.298, backward_compute_time=0.079, activation_size=16859136.000, parameter_size=0.000 node108 -- Conv2d(84, 84, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=84, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.126, activation_size=4214784.000, parameter_size=3024.000 node109 -- Conv2d(84, 84, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.186, activation_size=4214784.000, parameter_size=28224.000 node521 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.248, activation_size=4214784.000, parameter_size=33600.000 node519 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.370, backward_compute_time=0.071, activation_size=4214784.000, parameter_size=2688.000 node518 -- Conv2d(1344, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.680, backward_compute_time=0.700, activation_size=4214784.000, parameter_size=1806336.000 node690 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.245, activation_size=4214784.000, parameter_size=33600.000 node691 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node696 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.063, activation_size=4214784.000, parameter_size=2688.000 node522 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.409, backward_compute_time=0.272, activation_size=4214784.000, parameter_size=451584.000 node694 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node695 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.254, activation_size=4214784.000, parameter_size=451584.000 node511 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.461, backward_compute_time=0.763, activation_size=2107392.000, parameter_size=677376.000 node510 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.314, backward_compute_time=0.485, activation_size=12644352.000, parameter_size=0.000 node513 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.485, backward_compute_time=0.622, activation_size=12644352.000, parameter_size=0.000 node512 -- __getitem__ -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=50577408.000, parameter_size=0.000 node515 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node514 -- Conv2d(1008, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.386, backward_compute_time=0.547, activation_size=2107392.000, parameter_size=677376.000 node517 -- ReLU() -- forward_compute_time=0.399, backward_compute_time=0.090, activation_size=16859136.000, parameter_size=0.000 node516 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.395, backward_compute_time=0.097, activation_size=4214784.000, parameter_size=2688.000 node833 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node578 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node1075 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.072, activation_size=2107392.000, parameter_size=5376.000 node1171 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.320, backward_compute_time=0.080, activation_size=2107392.000, parameter_size=5376.000 node914 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1170 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.288, activation_size=2107392.000, parameter_size=1806336.000 node775 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node531 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.064, activation_size=4214784.000, parameter_size=2688.000 node777 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.278, backward_compute_time=0.149, activation_size=4214784.000, parameter_size=0.000 node776 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.317, backward_compute_time=0.140, activation_size=4214784.000, parameter_size=0.000 node771 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.404, backward_compute_time=0.258, activation_size=4214784.000, parameter_size=451584.000 node770 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.317, backward_compute_time=0.134, activation_size=4214784.000, parameter_size=12096.000 node773 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node772 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.077, activation_size=4214784.000, parameter_size=2688.000 node779 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.039, activation_size=4214784.000, parameter_size=0.000 node658 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.065, activation_size=4214784.000, parameter_size=2688.000 node605 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node177 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=50577408.000, parameter_size=0.000 node176 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node175 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.383, backward_compute_time=0.111, activation_size=8429568.000, parameter_size=1344.000 node174 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.394, backward_compute_time=0.406, activation_size=8429568.000, parameter_size=112896.000 node173 -- Conv2d(168, 168, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=168, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.200, activation_size=8429568.000, parameter_size=6048.000 node172 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.051, activation_size=8429568.000, parameter_size=0.000 node171 -- BatchNorm2d(168, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.096, activation_size=8429568.000, parameter_size=1344.000 node170 -- Conv2d(168, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.367, backward_compute_time=0.421, activation_size=8429568.000, parameter_size=112896.000 node1071 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.333, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node179 -- Conv2d(336, 168, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.458, backward_compute_time=0.818, activation_size=8429568.000, parameter_size=225792.000 node178 -- ReLU() -- forward_compute_time=0.314, backward_compute_time=0.083, activation_size=16859136.000, parameter_size=0.000 node1238 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.301, backward_compute_time=0.113, activation_size=2107392.000, parameter_size=24192.000 node1239 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.360, backward_compute_time=0.499, activation_size=2107392.000, parameter_size=1806336.000 node622 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4214784.000, parameter_size=0.000 node1234 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.296, backward_compute_time=0.110, activation_size=2107392.000, parameter_size=24192.000 node1235 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.289, activation_size=2107392.000, parameter_size=1806336.000 node1236 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.061, activation_size=2107392.000, parameter_size=5376.000 node659 -- ReLU() -- forward_compute_time=0.294, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node1230 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.289, backward_compute_time=0.080, activation_size=2107392.000, parameter_size=0.000 node604 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node1232 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node1233 -- ReLU() -- forward_compute_time=0.287, backward_compute_time=0.029, activation_size=2107392.000, parameter_size=0.000 node902 -- Conv2d(672, 672, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=672, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.110, activation_size=2107392.000, parameter_size=24192.000 node620 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.343, backward_compute_time=0.255, activation_size=4214784.000, parameter_size=451584.000 node903 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.350, backward_compute_time=0.288, activation_size=2107392.000, parameter_size=1806336.000 node627 -- ReLU() -- forward_compute_time=0.330, backward_compute_time=0.117, activation_size=25288704.000, parameter_size=0.000 node900 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.058, activation_size=2107392.000, parameter_size=5376.000 node626 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.343, backward_compute_time=0.128, activation_size=4214784.000, parameter_size=2688.000 node1019 -- Conv2d(672, 672, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.350, backward_compute_time=0.288, activation_size=2107392.000, parameter_size=1806336.000 node1007 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node901 -- ReLU() -- forward_compute_time=0.297, backward_compute_time=0.030, activation_size=2107392.000, parameter_size=0.000 node1006 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.068, activation_size=2107392.000, parameter_size=5376.000 node906 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node607 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.074, activation_size=4214784.000, parameter_size=2688.000 node261 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.364, backward_compute_time=0.382, activation_size=8429568.000, parameter_size=16800.000 node1155 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=2107392.000, parameter_size=0.000 node907 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8429568.000, parameter_size=0.000 node542 -- Conv2d(336, 336, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=336, bias=False) -- forward_compute_time=0.315, backward_compute_time=0.248, activation_size=4214784.000, parameter_size=33600.000 node189 -- Conv2d(168, 168, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=168, bias=False) -- forward_compute_time=0.355, backward_compute_time=0.393, activation_size=8429568.000, parameter_size=16800.000 node835 -- Conv2d(336, 336, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=336, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.127, activation_size=4214784.000, parameter_size=12096.000 node543 -- Conv2d(336, 336, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.361, backward_compute_time=0.273, activation_size=4214784.000, parameter_size=451584.000 node1003 -- ReLU() -- forward_compute_time=0.291, backward_compute_time=0.033, activation_size=2107392.000, parameter_size=0.000 node673 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.035, activation_size=4214784.000, parameter_size=0.000 node540 -- BatchNorm2d(336, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.068, activation_size=4214784.000, parameter_size=2688.000 node1002 -- BatchNorm2d(672, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.060, activation_size=2107392.000, parameter_size=5376.000 node541 -- node542 node809 -- node810 node546 -- node547 node1000 -- node1001 node1154 -- node1155 node547 -- node548 node313 -- node314 node312 -- node313 node258 -- node259 node259 -- node260 node317 -- node318 node316 -- node317 node315 -- node316 node314 -- node315 node252 -- node253 node253 -- node254 node250 -- node251 node318 -- node327 node256 -- node257 node257 -- node258 node254 -- node255 node255 -- node287 node268 -- node269 node730 -- node731 node1182 -- node1183 node932 -- node933 node1009 -- node1022 node1008 -- node1009 node959 -- node960 node958 -- node959 node951 -- node952 node950 -- node951 node836 -- node837 node931 -- node932 node955 -- node957 node954 -- node967 node957 -- node967 node956 -- node957 node1164 -- node1165 node1165 -- node1166 node1049 -- node1050 node1048 -- node1049 node1160 -- node1161 node1161 -- node1162 node1162 -- node1163 node838 -- node839 node1043 -- node1044 node1042 -- node1043 node1041 -- node1042 node1040 -- node1041 node1047 -- node1048 node1046 -- node1047 node1045 -- node1077 node1044 -- node1045 node656 -- node657 node657 -- node658 node654 -- node663 node655 -- node656 node559 -- node560 node558 -- node568 node229 -- node230 node228 -- node229 node227 -- node228 node226 -- node227 node225 -- node226 node224 -- node225 node223 -- node224 node311 -- node312 node221 -- node222 node220 -- node222 node9 -- node10 node8 -- node9 node310 -- node342 node613 -- node623 node1 -- node2 node381 -- node382 node3 -- node25 node3 -- node60 node3 -- node35 node3 -- node4 node3 -- node15 node2 -- node3 node5 -- node6 node4 -- node5 node7 -- node8 node6 -- node7 node6 -- node54 node6 -- node34 node6 -- node24 node1132 -- node1136 node1132 -- node1188 node1167 -- node1168 node611 -- node613 node1080 -- node1119 node1080 -- node1121 node1080 -- node1120 node1080 -- node1132 node1080 -- node1109 node1080 -- node1101 node1080 -- node1092 node1181 -- node1182 node937 -- node938 node1195 -- node1196 node616 -- node617 node1004 -- node1005 node1109 -- node1110 node617 -- node618 node614 -- node615 node615 -- node616 node319 -- node320 node1102 -- node1103 node99 -- node100 node98 -- node99 node1153 -- node1154 node251 -- node252 node936 -- node937 node749 -- node750 node91 -- node92 node90 -- node91 node93 -- node94 node92 -- node93 node95 -- node104 node94 -- node106 node94 -- node117 node97 -- node98 node96 -- node97 node429 -- node430 node428 -- node437 node139 -- node140 node138 -- node139 node814 -- node815 node815 -- node816 node816 -- node817 node817 -- node818 node133 -- node134 node132 -- node133 node131 -- node132 node130 -- node131 node137 -- node138 node136 -- node145 node135 -- node136 node134 -- node135 node935 -- node967 node1099 -- node1100 node831 -- node833 node1137 -- node1138 node934 -- node935 node743 -- node744 node927 -- node928 node1172 -- node1187 node745 -- node746 node953 -- node954 node728 -- node729 node729 -- node730 node726 -- node727 node727 -- node728 node724 -- node725 node725 -- node726 node722 -- node723 node723 -- node733 node720 -- node733 node721 -- node723 node982 -- node983 node812 -- node813 node813 -- node814 node983 -- node984 node952 -- node967 node981 -- node990 node1199 -- node1200 node837 -- node838 node1135 -- node1147 node1135 -- node1175 node1135 -- node1174 node1135 -- node1164 node1135 -- node1176 node1135 -- node1187 node1135 -- node1156 node1005 -- node1006 node1224 -- node1225 node876 -- node877 node877 -- node878 node630 -- node631 node1060 -- node1061 node968 -- node969 node834 -- node835 node1134 -- node1135 node860 -- node861 node872 -- node873 node939 -- node940 node988 -- node989 node1223 -- node1224 node873 -- node874 node989 -- node990 node409 -- node410 node408 -- node409 node911 -- node912 node263 -- node272 node262 -- node263 node188 -- node189 node260 -- node261 node267 -- node268 node266 -- node267 node265 -- node266 node264 -- node265 node182 -- node183 node183 -- node223 node183 -- node184 node183 -- node231 node183 -- node218 node180 -- node220 node180 -- node201 node180 -- node209 node180 -- node221 node180 -- node192 node180 -- node232 node180 -- node219 node181 -- node182 node186 -- node187 node187 -- node188 node184 -- node185 node185 -- node186 node938 -- node939 node618 -- node619 node619 -- node620 node348 -- node396 node348 -- node349 node348 -- node388 node348 -- node383 node349 -- node350 node344 -- node345 node345 -- node357 node345 -- node397 node345 -- node366 node345 -- node384 node345 -- node385 node345 -- node374 node345 -- node386 node346 -- node347 node347 -- node348 node340 -- node341 node341 -- node342 node342 -- node346 node342 -- node398 node343 -- node344 node1098 -- node1099 node878 -- node879 node1094 -- node1095 node1095 -- node1096 node1096 -- node1097 node879 -- node880 node1090 -- node1091 node1091 -- node1100 node1092 -- node1093 node1093 -- node1094 node869 -- node870 node868 -- node869 node980 -- node981 node874 -- node897 node874 -- node895 node986 -- node987 node987 -- node988 node984 -- node985 node985 -- node986 node861 -- node862 node440 -- node442 node863 -- node864 node862 -- node863 node865 -- node874 node864 -- node865 node867 -- node868 node866 -- node867 node1156 -- node1157 node1133 -- node1134 node1139 -- node1140 node1138 -- node1139 node1138 -- node1186 node1138 -- node1173 node1138 -- node1178 node59 -- node85 node59 -- node115 node59 -- node68 node59 -- node95 node58 -- node59 node689 -- node690 node55 -- node56 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-- node507 node1010 -- node1012 node288 -- node289 node502 -- node503 node851 -- node1249 node851 -- node1250 node652 -- node653 node535 -- node536 node503 -- node504 node762 -- node763 node763 -- node764 node760 -- node761 node534 -- node535 node766 -- node767 node767 -- node768 node764 -- node773 node765 -- node766 node533 -- node534 node768 -- node769 node501 -- node502 node1166 -- node1167 node532 -- node533 node164 -- node177 node165 -- node167 node166 -- node167 node167 -- node177 node160 -- node161 node161 -- node162 node162 -- node177 node163 -- node164 node991 -- node992 node530 -- node531 node168 -- node169 node169 -- node170 node1129 -- node1130 node1229 -- node1242 node1228 -- node1229 node1227 -- node1242 node1226 -- node1227 node1225 -- node1226 node1163 -- node1172 node362 -- node363 node1222 -- node1223 node1221 -- node1222 node1220 -- node1221 node1012 -- node1022 node508 -- node569 node508 -- node517 node990 -- node1022 node1197 -- node1198 node871 -- node872 node509 -- node512 node509 -- node510 node1168 -- node1169 node363 -- node364 node1169 -- node1170 node717 -- node718 node716 -- node717 node556 -- node558 node714 -- node715 node713 -- node714 node712 -- node713 node711 -- node712 node697 -- node698 node1157 -- node1158 node719 -- node720 node718 -- node733 node875 -- node884 node579 -- node580 node1231 -- node1232 node1151 -- node1152 node1150 -- node1151 node300 -- node301 node301 -- node310 node302 -- node303 node303 -- node304 node304 -- node305 node305 -- node306 node306 -- node307 node307 -- node308 node308 -- node309 node309 -- node310 node1152 -- node1153 node1142 -- node1143 node917 -- node918 node653 -- node654 node1014 -- node1015 node916 -- node917 node650 -- node651 node1015 -- node1016 node904 -- node906 node651 -- node652 node1016 -- node1017 node830 -- node843 node910 -- node914 node555 -- node568 node1017 -- node1018 node829 -- node830 node554 -- node555 node212 -- node213 node912 -- node913 node557 -- node558 node198 -- node199 node11 -- node12 node10 -- node11 node13 -- node14 node12 -- node13 node15 -- node16 node14 -- node23 node17 -- node18 node16 -- node17 node19 -- node20 node18 -- node19 node1013 -- node1014 node222 -- node232 node1177 -- node1187 node1176 -- node1177 node1175 -- node1177 node828 -- node843 node1173 -- node1174 node553 -- node568 node1078 -- node1079 node1079 -- node1080 node1076 -- node1077 node1077 -- node1081 node1077 -- node1133 node1074 -- node1075 node552 -- node553 node1072 -- node1073 node1073 -- node1074 node1070 -- node1071 node482 -- node483 node623 -- node627 node623 -- node679 node388 -- node389 node548 -- node549 node549 -- node550 node238 -- node273 node238 -- node239 node238 -- node286 node238 -- node278 node239 -- node240 node625 -- node626 node389 -- node390 node234 -- node235 node235 -- node276 node235 -- node264 node235 -- node275 node235 -- node247 node235 -- node256 node235 -- node287 node235 -- node274 node236 -- node237 node237 -- node238 node230 -- node231 node231 -- node232 node232 -- node236 node232 -- node288 node233 -- node234 node193 -- node194 node1141 -- node1142 node905 -- node906 node944 -- node945 node192 -- node193 node701 -- node733 node853 -- node854 node1018 -- node1019 node1198 -- node1199 node969 -- node970 node698 -- node699 node1120 -- node1122 node380 -- node381 node1113 -- node1114 node1136 -- node1137 node1146 -- node1155 node1188 -- node1189 node1190 -- node1229 node1190 -- node1211 node1190 -- node1231 node1190 -- node1219 node1190 -- node1202 node1190 -- node1230 node1190 -- node1242 node1189 -- node1190 node382 -- node397 node436 -- node437 node437 -- node452 node434 -- node435 node383 -- node384 node432 -- node433 node433 -- node434 node430 -- node431 node431 -- node432 node999 -- node1000 node384 -- node397 node699 -- node700 node825 -- node826 node438 -- node439 node385 -- node387 node128 -- node163 node128 -- node129 node128 -- node176 node128 -- node168 node129 -- node130 node283 -- node284 node282 -- node283 node285 -- node286 node284 -- node285 node287 -- node291 node287 -- node343 node286 -- node287 node120 -- node124 node121 -- node122 node122 -- node123 node123 -- node124 node124 -- node125 node125 -- node146 node125 -- node165 node125 -- node154 node125 -- node137 node125 -- node166 node125 -- node177 node125 -- node164 node126 -- node127 node127 -- node128 node606 -- node607 node998 -- node1007 node601 -- node602 node824 -- node825 node1122 -- node1132 node600 -- node601 node1144 -- node1145 node1147 -- node1148 node943 -- node952 node603 -- node604 node1194 -- node1195 node602 -- node603 node827 -- node828 node1123 -- node1124 node1011 -- node1012 node940 -- node941 node759 -- node760 node758 -- node759 node368 -- node369 node753 -- node754 node752 -- node753 node751 -- node752 node369 -- node370 node757 -- node758 node756 -- node788 node755 -- node756 node754 -- node755 node946 -- node947 node641 -- node642 node1124 -- node1125 node941 -- node942 node761 -- node762 node1206 -- node1207 node1250 -- node1251 node1191 -- node1192 node550 -- node551 node750 -- node751 node821 -- node822 node1125 -- node1126 node1001 -- node1002 node715 -- node716 node948 -- node949 node1038 -- node1039 node769 -- node770 node1126 -- node1127 node416 -- node417 node1032 -- node1033 node1033 -- node1034 node1030 -- node1031 node1031 -- node1032 node1036 -- node1045 node1037 -- node1038 node1034 -- node1035 node1035 -- node1036 node270 -- node271 node271 -- node272 node272 -- node287 node273 -- node274 node274 -- node287 node275 -- node277 node276 -- node277 node277 -- node287 node278 -- node279 node279 -- node280 node859 -- node860 node379 -- node380 node378 -- node379 node1127 -- node1128 node1130 -- node1131 node993 -- node994 node371 -- node372 node370 -- node371 node373 -- node382 node372 -- node373 node375 -- node376 node374 -- node375 node377 -- node378 node376 -- node377 node854 -- node905 node854 -- node885 node854 -- node858 node854 -- node875 node1192 -- node1193 node1089 -- node1090 node855 -- node856 node1087 -- node1088 node1086 -- node1087 node1085 -- node1086 node1084 -- node1085 node1083 -- node1131 node1083 -- node1084 node1083 -- node1118 node1083 -- node1123 node856 -- node857 node1081 -- node1082 node822 -- node823 node857 -- node866 node857 -- node886 node857 -- node876 node979 -- node980 node978 -- node979 node977 -- node978 node850 -- node851 node975 -- node976 node974 -- node975 node973 -- node974 node973 -- node1013 node973 -- node1021 node973 -- node1008 node972 -- node973 node971 -- node972 node583 -- node584 node68 -- node69 node69 -- node70 node852 -- node853 node1108 -- node1117 node621 -- node622 node60 -- node61 node60 -- node63 node61 -- node62 node62 -- node66 node63 -- node64 node64 -- node65 node65 -- node66 node66 -- node67 node67 -- node96 node67 -- node76 node67 -- node86 node573 -- node574 node572 -- node573 node478 -- node479 node479 -- node480 node577 -- node578 node576 -- node577 node575 -- node576 node574 -- node575 node574 -- node614 node574 -- node622 node574 -- node609 node472 -- node473 node473 -- node474 node470 -- node471 node471 -- node472 node476 -- node485 node477 -- node478 node474 -- node475 node475 -- node498 node475 -- node496 node908 -- node911 node908 -- node909 node909 -- node910 node678 -- node682 node678 -- node734 node679 -- node680 node435 -- node436 node674 -- node675 node675 -- node676 node676 -- node677 node677 -- node678 node670 -- node671 node671 -- node672 node672 -- node673 node447 -- node448 node494 -- node495 node495 -- node508 node496 -- node497 node497 -- node508 node490 -- node491 node491 -- node492 node492 -- node493 node493 -- node494 node498 -- node499 node499 -- node500 node949 -- node950 node525 -- node526 node889 -- node890 node888 -- node889 node823 -- node824 node1121 -- node1122 node883 -- node884 node882 -- node883 node881 -- node882 node880 -- node881 node887 -- node888 node886 -- node887 node885 -- node894 node884 -- node907 node884 -- node896 node1183 -- node1184 node810 -- node811 node849 -- node850 node915 -- node927 node915 -- node967 node915 -- node936 node915 -- node956 node915 -- node954 node915 -- node944 node915 -- node955 node799 -- node800 node798 -- node799 node797 -- node798 node796 -- node797 node795 -- node796 node794 -- node795 node794 -- node834 node794 -- node842 node794 -- node829 node793 -- node794 node792 -- node793 node791 -- node803 node791 -- node843 node791 -- node830 node791 -- node831 node791 -- node832 node791 -- node820 node791 -- node812 node790 -- node791 node151 -- node152 node150 -- node151 node153 -- node162 node152 -- node153 node155 -- node156 node154 -- node155 node157 -- node158 node156 -- node157 node159 -- node160 node158 -- node159 node405 -- node406 node404 -- node405 node403 -- node404 node403 -- node451 node403 -- node438 node403 -- node443 node402 -- node403 node401 -- node402 node400 -- node440 node400 -- node439 node400 -- node441 node400 -- node429 node400 -- node421 node400 -- node452 node400 -- node412 node1212 -- node1213 node450 -- node451 node1196 -- node1197 node1211 -- node1212 node1216 -- node1217 node1217 -- node1218 node1214 -- node1215 node451 -- node452 node778 -- node788 node1218 -- node1227 node1219 -- node1220 node452 -- node453 node421 -- node422 node1131 -- node1132 node453 -- node454 node962 -- node963 node420 -- node452 node1097 -- node1098 node454 -- node455 node963 -- node964 node423 -- node424 node847 -- node848 node455 -- node459 node455 -- node476 node455 -- node506 node455 -- node486 node1111 -- node1112 node422 -- node423 node456 -- node457 node536 -- node568 node1110 -- node1111 node425 -- node426 node457 -- node458 node624 -- node625 node424 -- node425 node704 -- node705 node705 -- node706 node706 -- node707 node707 -- node708 node700 -- node701 node427 -- node428 node702 -- node703 node703 -- node704 node1179 -- node1180 node426 -- node427 node708 -- node709 node709 -- node718 node1104 -- node1105 node785 -- node786 node811 -- node843 node1119 -- node1132 node832 -- node833 node1149 -- node1150 node339 -- node340 node338 -- node339 node1118 -- node1119 node335 -- node336 node334 -- node335 node337 -- node338 node336 -- node337 node331 -- node332 node330 -- node332 node333 -- node334 node332 -- node342 node635 -- node636 node692 -- node701 node786 -- node787 node693 -- node694 node922 -- node923 node930 -- node931 node1066 -- node1067 node923 -- node924 node1143 -- node1144 node924 -- node925 node526 -- node527 node1140 -- node1141 node544 -- node553 node1148 -- node1149 node820 -- node821 node28 -- node29 node29 -- node30 node629 -- node677 node629 -- node669 node629 -- node630 node629 -- node664 node24 -- node33 node25 -- node26 node26 -- node27 node27 -- node28 node20 -- node21 node21 -- node22 node22 -- node23 node23 -- node44 node23 -- node46 node1061 -- node1062 node928 -- node929 node1063 -- node1064 node1062 -- node1077 node1065 -- node1067 node1064 -- node1077 node1067 -- node1077 node913 -- node914 node1069 -- node1070 node527 -- node536 node1145 -- node1146 node545 -- node546 node209 -- node210 node208 -- node217 node632 -- node633 node633 -- node634 node634 -- node635 node628 -- node629 node636 -- node637 node637 -- node646 node201 -- node202 node200 -- node232 node203 -- node204 node202 -- node203 node205 -- node206 node204 -- node205 node207 -- node208 node206 -- node207 node507 -- node508 node520 -- node521 node591 -- node623 node590 -- node591 node593 -- node594 node592 -- node593 node595 -- node596 node594 -- node595 node597 -- node598 node596 -- node597 node599 -- node608 node598 -- node599 node845 -- node846 node844 -- node845 node843 -- node852 node843 -- node844 node842 -- node843 node841 -- node842 node840 -- node841 node1039 -- node1040 node1068 -- node1069 node819 -- node828 node115 -- node116 node114 -- node116 node117 -- node126 node117 -- node178 node116 -- node117 node111 -- node112 node110 -- node111 node113 -- node114 node112 -- node113 node449 -- node450 node448 -- node449 node119 -- node120 node118 -- node121 node118 -- node119 node1082 -- node1083 node685 -- node686 node684 -- node732 node684 -- node724 node684 -- node685 node684 -- node719 node687 -- node688 node686 -- node687 node528 -- node529 node529 -- node530 node298 -- node299 node299 -- node300 node296 -- node297 node297 -- node298 node294 -- node295 node295 -- node296 node292 -- node293 node293 -- node341 node293 -- node333 node293 -- node294 node293 -- node328 node290 -- node319 node290 -- node330 node290 -- node331 node290 -- node342 node290 -- node302 node290 -- node311 node290 -- node329 node291 -- node292 node612 -- node613 node631 -- node632 node710 -- node711 node523 -- node524 node1237 -- node1238 node640 -- node641 node818 -- node819 node643 -- node644 node439 -- node452 node642 -- node643 node645 -- node646 node644 -- node645 node748 -- node749 node638 -- node639 node647 -- node648 node639 -- node640 node740 -- node741 node741 -- node742 node742 -- node743 node646 -- node678 node744 -- node745 node610 -- node623 node746 -- node747 node747 -- node756 node1249 -- node1250 node1213 -- node1214 node925 -- node926 node1241 -- node1242 node1240 -- node1241 node1243 -- node1246 node1243 -- node1244 node1243 -- node1245 node1242 -- node1243 node1245 -- node1247 node386 -- node387 node1247 -- node1248 node1246 -- node1247 node688 -- node689 node942 -- node943 node920 -- node921 node1210 -- node1242 node387 -- node397 node976 -- node977 node407 -- node408 node947 -- node948 node921 -- node922 node1186 -- node1187 node1187 -- node1191 node1184 -- node1185 node1185 -- node1186 node1029 -- node1030 node1028 -- node1068 node1028 -- node1076 node1028 -- node1029 node1028 -- node1063 node1180 -- node1181 node774 -- node775 node1025 -- node1065 node1025 -- node1054 node1025 -- node1064 node1025 -- node1037 node1025 -- node1077 node1025 -- node1066 node1025 -- node1046 node1024 -- node1025 node1027 -- node1028 node1026 -- node1027 node1021 -- node1022 node1020 -- node1021 node1023 -- node1024 node1022 -- node1078 node1022 -- node1026 node366 -- node367 node367 -- node368 node364 -- node365 node365 -- node397 node249 -- node250 node248 -- node249 node360 -- node361 node361 -- node362 node245 -- node246 node244 -- node245 node247 -- node248 node246 -- node255 node241 -- node242 node240 -- node241 node243 -- node244 node242 -- node243 node826 -- node827 node1178 -- node1179 node1106 -- node1107 node77 -- node78 node76 -- node77 node75 -- node84 node74 -- node75 node73 -- node74 node72 -- node73 node71 -- node72 node70 -- node71 node964 -- node965 node965 -- node966 node966 -- node967 node967 -- node971 node967 -- node1023 node960 -- node961 node961 -- node962 node79 -- node80 node78 -- node79 node1058 -- node1059 node1059 -- node1060 node1107 -- node1108 node1112 -- node1113 node1115 -- node1116 node1114 -- node1115 node1117 -- node1132 node1116 -- node1117 node1050 -- node1051 node1051 -- node1052 node1052 -- node1053 node1053 -- node1062 node1054 -- node1055 node1055 -- node1056 node1056 -- node1057 node1057 -- node1058 node560 -- node561 node561 -- node562 node562 -- node563 node563 -- node564 node564 -- node565 node565 -- node566 node566 -- node567 node567 -- node568 node568 -- node624 node568 -- node572 node569 -- node570 node848 -- node849 node649 -- node650 node648 -- node649 node399 -- node400 node398 -- node399 node1215 -- node1216 node846 -- node847 node393 -- node394 node392 -- node393 node391 -- node392 node390 -- node391 node397 -- node509 node397 -- node401 node397 -- node456 node396 -- node397 node395 -- node396 node394 -- node395 node1088 -- node1089 node898 -- node899 node899 -- node900 node926 -- node935 node890 -- node891 node891 -- node892 node892 -- node893 node893 -- node894 node894 -- node907 node895 -- node896 node896 -- node907 node897 -- node898 node1193 -- node1241 node1193 -- node1228 node1193 -- node1194 node1193 -- node1233 node88 -- node89 node89 -- node90 node788 -- node908 node788 -- node792 node788 -- node855 node789 -- node790 node970 -- node991 node970 -- node1022 node970 -- node999 node970 -- node1009 node970 -- node1010 node970 -- node1011 node970 -- node982 node82 -- node83 node83 -- node84 node80 -- node81 node81 -- node82 node86 -- node87 node87 -- node88 node84 -- node107 node84 -- node105 node85 -- node94 node803 -- node804 node784 -- node785 node801 -- node802 node800 -- node801 node418 -- node419 node419 -- node420 node148 -- node149 node149 -- node150 node146 -- node147 node147 -- node148 node144 -- node145 node145 -- node177 node142 -- node143 node143 -- node144 node140 -- node141 node141 -- node142 node1205 -- node1206 node269 -- node270 node1207 -- node1208 node787 -- node788 node1201 -- node1210 node1200 -- node1201 node1203 -- node1204 node1202 -- node1203 node780 -- node781 node1103 -- node1104 node1209 -- node1210 node1208 -- node1209 node781 -- node782 node782 -- node783 node870 -- node871 node783 -- node784 node808 -- node809 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