node541 -- ReLU() -- forward_compute_time=0.294, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node809 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.035, activation_size=4415488.000, parameter_size=0.000
node546 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.306, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node547 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.418, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=30976.000
node313 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.301, activation_size=17661952.000, parameter_size=7744.000
node312 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.477, backward_compute_time=0.761, activation_size=17661952.000, parameter_size=4400.000
node258 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.336, backward_compute_time=0.306, activation_size=17661952.000, parameter_size=7744.000
node259 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.145, activation_size=17661952.000, parameter_size=352.000
node317 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.358, backward_compute_time=0.301, activation_size=17661952.000, parameter_size=7744.000
node316 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=1.705, backward_compute_time=0.762, activation_size=17661952.000, parameter_size=4400.000
node315 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.085, activation_size=17661952.000, parameter_size=0.000
node314 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.151, activation_size=17661952.000, parameter_size=352.000
node252 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.326, backward_compute_time=0.389, activation_size=17661952.000, parameter_size=1584.000
node253 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.311, activation_size=17661952.000, parameter_size=7744.000
node250 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.422, backward_compute_time=0.146, activation_size=17661952.000, parameter_size=352.000
node318 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.217, activation_size=17661952.000, parameter_size=352.000
node256 -- ReLU() -- forward_compute_time=0.311, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node257 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.479, backward_compute_time=0.757, activation_size=17661952.000, parameter_size=4400.000
node254 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.388, backward_compute_time=0.216, activation_size=17661952.000, parameter_size=352.000
node255 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node268 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.084, activation_size=17661952.000, parameter_size=0.000
node730 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.344, backward_compute_time=0.232, activation_size=4415488.000, parameter_size=123904.000
node836 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.328, backward_compute_time=0.228, activation_size=4415488.000, parameter_size=123904.000
node838 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node656 -- ReLU() -- forward_compute_time=1.765, backward_compute_time=0.085, activation_size=17661952.000, parameter_size=0.000
node657 -- Conv2d(176, 176, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=176, bias=False) -- forward_compute_time=0.353, backward_compute_time=1.082, activation_size=4415488.000, parameter_size=34496.000
node654 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node655 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.323, backward_compute_time=0.180, activation_size=4415488.000, parameter_size=0.000
node559 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node558 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node229 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.330, backward_compute_time=0.301, activation_size=17661952.000, parameter_size=7744.000
node228 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.324, backward_compute_time=0.389, activation_size=17661952.000, parameter_size=1584.000
node227 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.084, activation_size=17661952.000, parameter_size=0.000
node226 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.428, backward_compute_time=0.143, activation_size=17661952.000, parameter_size=352.000
node225 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.329, backward_compute_time=0.301, activation_size=17661952.000, parameter_size=7744.000
node224 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.348, backward_compute_time=0.471, activation_size=17661952.000, parameter_size=1584.000
node223 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.172, activation_size=17661952.000, parameter_size=0.000
node311 -- ReLU() -- forward_compute_time=1.793, backward_compute_time=0.082, activation_size=17661952.000, parameter_size=0.000
node221 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.346, backward_compute_time=0.550, activation_size=17661952.000, parameter_size=0.000
node220 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.360, backward_compute_time=0.551, activation_size=17661952.000, parameter_size=0.000
node9 -- Conv2d(11, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.410, backward_compute_time=0.418, activation_size=17661952.000, parameter_size=484.000
node8 -- Conv2d(11, 11, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=11, bias=False) -- forward_compute_time=0.596, backward_compute_time=1.960, activation_size=17661952.000, parameter_size=1100.000
node310 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node613 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node1 -- Input -- forward_compute_time=15.560, backward_compute_time=0.000, activation_size=77070336.000, parameter_size=0.000
node381 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node3 -- BatchNorm2d(32, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.456, backward_compute_time=3.261, activation_size=201867264.000, parameter_size=256.000
node2 -- Conv2d(3, 32, kernel_size=(3, 3), stride=(2, 2), bias=False) -- forward_compute_time=9.720, backward_compute_time=1.291, activation_size=201867264.000, parameter_size=3456.000
node5 -- Conv2d(32, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.281, backward_compute_time=2.544, activation_size=69391872.000, parameter_size=1408.000
node4 -- ReLU() -- forward_compute_time=1.195, backward_compute_time=0.537, activation_size=201867264.000, parameter_size=0.000
node7 -- ReLU() -- forward_compute_time=0.508, backward_compute_time=0.305, activation_size=69391872.000, parameter_size=0.000
node6 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.710, backward_compute_time=2.361, activation_size=69391872.000, parameter_size=88.000
node611 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.290, backward_compute_time=0.281, activation_size=8830976.000, parameter_size=0.000
node616 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.336, backward_compute_time=0.232, activation_size=8830976.000, parameter_size=30976.000
node617 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.424, backward_compute_time=0.105, activation_size=8830976.000, parameter_size=704.000
node614 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node615 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=3168.000
node319 -- ReLU() -- forward_compute_time=0.310, backward_compute_time=0.093, activation_size=17661952.000, parameter_size=0.000
node99 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.106, activation_size=8830976.000, parameter_size=176.000
node98 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.321, backward_compute_time=0.214, activation_size=8830976.000, parameter_size=1936.000
node251 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.085, activation_size=17661952.000, parameter_size=0.000
node749 -- Conv2d(704, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.504, backward_compute_time=0.736, activation_size=4415488.000, parameter_size=495616.000
node91 -- Conv2d(22, 22, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=22, bias=False) -- forward_compute_time=0.434, backward_compute_time=0.710, activation_size=8830976.000, parameter_size=4312.000
node90 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node93 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.188, activation_size=8830976.000, parameter_size=176.000
node92 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.317, backward_compute_time=0.208, activation_size=8830976.000, parameter_size=1936.000
node95 -- AvgPool2d(kernel_size=3, stride=2, padding=1) -- forward_compute_time=0.306, backward_compute_time=0.562, activation_size=8830976.000, parameter_size=0.000
node94 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node97 -- Conv2d(22, 22, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=22, bias=False) -- forward_compute_time=0.361, backward_compute_time=0.926, activation_size=8830976.000, parameter_size=2200.000
node96 -- ReLU() -- forward_compute_time=0.317, backward_compute_time=0.129, activation_size=35323904.000, parameter_size=0.000
node429 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.443, backward_compute_time=0.226, activation_size=8830976.000, parameter_size=30976.000
node428 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.375, backward_compute_time=0.423, activation_size=8830976.000, parameter_size=8800.000
node139 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.330, backward_compute_time=0.301, activation_size=17661952.000, parameter_size=7744.000
node138 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.417, backward_compute_time=0.392, activation_size=17661952.000, parameter_size=1584.000
node814 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.286, activation_size=4415488.000, parameter_size=17600.000
node815 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.227, activation_size=4415488.000, parameter_size=123904.000
node816 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.087, activation_size=4415488.000, parameter_size=1408.000
node817 -- ReLU() -- forward_compute_time=0.270, backward_compute_time=0.035, activation_size=4415488.000, parameter_size=0.000
node133 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node132 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.341, backward_compute_time=0.278, activation_size=17661952.000, parameter_size=352.000
node131 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.367, backward_compute_time=0.304, activation_size=17661952.000, parameter_size=7744.000
node130 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.485, backward_compute_time=0.759, activation_size=17661952.000, parameter_size=4400.000
node137 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.081, activation_size=17661952.000, parameter_size=0.000
node136 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.337, backward_compute_time=0.218, activation_size=17661952.000, parameter_size=352.000
node135 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.332, backward_compute_time=0.300, activation_size=17661952.000, parameter_size=7744.000
node134 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.475, backward_compute_time=0.763, activation_size=17661952.000, parameter_size=4400.000
node831 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.288, activation_size=4415488.000, parameter_size=17600.000
node743 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.286, backward_compute_time=0.145, activation_size=4415488.000, parameter_size=6336.000
node745 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.312, backward_compute_time=0.089, activation_size=4415488.000, parameter_size=1408.000
node728 -- ReLU() -- forward_compute_time=0.311, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node729 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.310, backward_compute_time=0.146, activation_size=4415488.000, parameter_size=6336.000
node726 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.332, backward_compute_time=0.229, activation_size=4415488.000, parameter_size=123904.000
node727 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.361, backward_compute_time=0.077, activation_size=4415488.000, parameter_size=1408.000
node724 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node725 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.145, activation_size=4415488.000, parameter_size=6336.000
node722 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.410, backward_compute_time=0.231, activation_size=4415488.000, parameter_size=123904.000
node723 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.311, backward_compute_time=0.093, activation_size=4415488.000, parameter_size=1408.000
node720 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node721 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.309, backward_compute_time=0.283, activation_size=4415488.000, parameter_size=17600.000
node812 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.077, activation_size=4415488.000, parameter_size=1408.000
node813 -- ReLU() -- forward_compute_time=0.269, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node837 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.077, activation_size=4415488.000, parameter_size=1408.000
node876 -- ReLU() -- forward_compute_time=0.276, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node877 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.148, activation_size=4415488.000, parameter_size=6336.000
node630 -- BatchNorm2d(768, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.309, backward_compute_time=0.069, activation_size=393216.000, parameter_size=6144.000
node834 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.035, activation_size=4415488.000, parameter_size=0.000
node860 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.082, activation_size=4415488.000, parameter_size=1408.000
node872 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.040, activation_size=4415488.000, parameter_size=0.000
node873 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.288, backward_compute_time=0.147, activation_size=4415488.000, parameter_size=6336.000
node409 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.107, activation_size=8830976.000, parameter_size=704.000
node408 -- Conv2d(352, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.585, backward_compute_time=0.510, activation_size=8830976.000, parameter_size=123904.000
node911 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node263 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.345, backward_compute_time=0.217, activation_size=17661952.000, parameter_size=352.000
node262 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.337, backward_compute_time=0.299, activation_size=17661952.000, parameter_size=7744.000
node188 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.086, activation_size=17661952.000, parameter_size=0.000
node260 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.084, activation_size=17661952.000, parameter_size=0.000
node267 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.428, backward_compute_time=0.143, activation_size=17661952.000, parameter_size=352.000
node266 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.335, backward_compute_time=0.298, activation_size=17661952.000, parameter_size=7744.000
node265 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.333, backward_compute_time=0.389, activation_size=17661952.000, parameter_size=1584.000
node264 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.081, activation_size=17661952.000, parameter_size=0.000
node182 -- Conv2d(264, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.706, backward_compute_time=1.135, activation_size=17661952.000, parameter_size=46464.000
node183 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.337, backward_compute_time=0.259, activation_size=17661952.000, parameter_size=352.000
node180 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.337, backward_compute_time=0.486, activation_size=17661952.000, parameter_size=352.000
node181 -- ReLU() -- forward_compute_time=0.501, backward_compute_time=0.388, activation_size=105971712.000, parameter_size=0.000
node186 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.333, backward_compute_time=0.302, activation_size=17661952.000, parameter_size=7744.000
node187 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.141, activation_size=17661952.000, parameter_size=352.000
node184 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.082, activation_size=17661952.000, parameter_size=0.000
node185 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.493, backward_compute_time=0.757, activation_size=17661952.000, parameter_size=4400.000
node618 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node619 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.297, backward_compute_time=0.232, activation_size=8830976.000, parameter_size=3168.000
node348 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.437, backward_compute_time=0.319, activation_size=35323904.000, parameter_size=704.000
node349 -- ReLU() -- forward_compute_time=0.416, backward_compute_time=0.150, activation_size=35323904.000, parameter_size=0.000
node344 -- Conv2d(264, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.067, backward_compute_time=1.371, activation_size=35323904.000, parameter_size=92928.000
node345 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.428, backward_compute_time=0.235, activation_size=35323904.000, parameter_size=704.000
node346 -- ReLU() -- forward_compute_time=0.502, backward_compute_time=0.390, activation_size=105971712.000, parameter_size=0.000
node347 -- Conv2d(264, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.943, backward_compute_time=1.594, activation_size=35323904.000, parameter_size=92928.000
node340 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.522, activation_size=17661952.000, parameter_size=352.000
node341 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node342 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=105971712.000, parameter_size=0.000
node343 -- ReLU() -- forward_compute_time=0.720, backward_compute_time=0.390, activation_size=105971712.000, parameter_size=0.000
node878 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.327, backward_compute_time=0.232, activation_size=4415488.000, parameter_size=123904.000
node879 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.089, activation_size=4415488.000, parameter_size=1408.000
node869 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.290, backward_compute_time=0.289, activation_size=4415488.000, parameter_size=17600.000
node868 -- ReLU() -- forward_compute_time=0.269, backward_compute_time=0.042, activation_size=4415488.000, parameter_size=0.000
node874 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.323, backward_compute_time=0.233, activation_size=4415488.000, parameter_size=123904.000
node861 -- ReLU() -- forward_compute_time=0.300, backward_compute_time=0.120, activation_size=26492928.000, parameter_size=0.000
node440 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=3168.000
node863 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.307, backward_compute_time=0.078, activation_size=4415488.000, parameter_size=1408.000
node862 -- Conv2d(1056, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.463, backward_compute_time=0.891, activation_size=4415488.000, parameter_size=743424.000
node865 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.294, backward_compute_time=0.285, activation_size=4415488.000, parameter_size=17600.000
node864 -- ReLU() -- forward_compute_time=0.269, backward_compute_time=0.040, activation_size=4415488.000, parameter_size=0.000
node867 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.316, backward_compute_time=0.081, activation_size=4415488.000, parameter_size=1408.000
node866 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.306, backward_compute_time=0.240, activation_size=4415488.000, parameter_size=123904.000
node59 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.412, backward_compute_time=0.284, activation_size=35323904.000, parameter_size=176.000
node58 -- Conv2d(44, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.523, backward_compute_time=0.941, activation_size=35323904.000, parameter_size=3872.000
node689 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.316, backward_compute_time=0.513, activation_size=13246464.000, parameter_size=0.000
node55 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node54 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.407, backward_compute_time=0.637, activation_size=17661952.000, parameter_size=0.000
node57 -- ReLU() -- forward_compute_time=0.535, backward_compute_time=0.246, activation_size=70647808.000, parameter_size=0.000
node56 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=70647808.000, parameter_size=0.000
node51 -- Conv2d(11, 11, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=11, bias=False) -- forward_compute_time=0.322, backward_compute_time=0.883, activation_size=17661952.000, parameter_size=396.000
node50 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.081, activation_size=17661952.000, parameter_size=0.000
node53 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.271, activation_size=17661952.000, parameter_size=88.000
node52 -- Conv2d(11, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.522, activation_size=17661952.000, parameter_size=484.000
node506 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.332, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=30976.000
node281 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.363, backward_compute_time=0.154, activation_size=17661952.000, parameter_size=352.000
node504 -- ReLU() -- forward_compute_time=0.296, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node406 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.184, activation_size=8830976.000, parameter_size=704.000
node469 -- ReLU() -- forward_compute_time=0.297, backward_compute_time=0.054, activation_size=8830976.000, parameter_size=0.000
node468 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.349, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
node500 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node280 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.421, backward_compute_time=0.303, activation_size=17661952.000, parameter_size=7744.000
node465 -- ReLU() -- forward_compute_time=0.306, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node464 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.333, backward_compute_time=0.094, activation_size=8830976.000, parameter_size=704.000
node467 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.342, backward_compute_time=0.233, activation_size=8830976.000, parameter_size=30976.000
node466 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.380, backward_compute_time=0.439, activation_size=8830976.000, parameter_size=8800.000
node461 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.247, activation_size=8830976.000, parameter_size=704.000
node460 -- Conv2d(352, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.506, backward_compute_time=0.653, activation_size=8830976.000, parameter_size=123904.000
node463 -- Conv2d(528, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.677, backward_compute_time=0.722, activation_size=8830976.000, parameter_size=185856.000
node462 -- ReLU() -- forward_compute_time=0.365, backward_compute_time=0.302, activation_size=52985856.000, parameter_size=0.000
node919 -- Size(0) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4.000, parameter_size=0.000
node918 -- Linear(in_features=1056, out_features=1000, bias=True) -- forward_compute_time=0.377, backward_compute_time=0.116, activation_size=512000.000, parameter_size=4228000.000
node669 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.309, backward_compute_time=0.085, activation_size=4415488.000, parameter_size=1408.000
node668 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.307, backward_compute_time=0.237, activation_size=4415488.000, parameter_size=123904.000
node667 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.300, backward_compute_time=0.602, activation_size=4415488.000, parameter_size=17600.000
node666 -- ReLU() -- forward_compute_time=0.274, backward_compute_time=0.087, activation_size=17661952.000, parameter_size=0.000
node665 -- AvgPool2d(kernel_size=3, stride=2, padding=1) -- forward_compute_time=0.281, backward_compute_time=0.317, activation_size=4415488.000, parameter_size=0.000
node664 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node663 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.307, backward_compute_time=0.106, activation_size=4415488.000, parameter_size=1408.000
node662 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.305, backward_compute_time=0.238, activation_size=4415488.000, parameter_size=123904.000
node661 -- Conv2d(176, 176, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=176, bias=False) -- forward_compute_time=0.332, backward_compute_time=0.496, activation_size=4415488.000, parameter_size=34496.000
node660 -- ReLU() -- forward_compute_time=0.274, backward_compute_time=0.038, activation_size=4415488.000, parameter_size=0.000
node487 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.357, backward_compute_time=0.426, activation_size=8830976.000, parameter_size=8800.000
node486 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node485 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.094, activation_size=8830976.000, parameter_size=704.000
node484 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.410, backward_compute_time=0.226, activation_size=8830976.000, parameter_size=30976.000
node483 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.362, backward_compute_time=0.429, activation_size=8830976.000, parameter_size=8800.000
node446 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.289, backward_compute_time=0.284, activation_size=8830976.000, parameter_size=0.000
node481 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node480 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.112, activation_size=8830976.000, parameter_size=704.000
node538 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.388, backward_compute_time=0.426, activation_size=8830976.000, parameter_size=8800.000
node489 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.115, activation_size=8830976.000, parameter_size=704.000
node488 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.322, backward_compute_time=0.233, activation_size=8830976.000, parameter_size=30976.000
node289 -- Conv2d(264, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.548, backward_compute_time=1.141, activation_size=17661952.000, parameter_size=46464.000
node505 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.298, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=3168.000
node288 -- ReLU() -- forward_compute_time=0.705, backward_compute_time=0.402, activation_size=105971712.000, parameter_size=0.000
node502 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.297, backward_compute_time=0.280, activation_size=8830976.000, parameter_size=0.000
node851 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.078, activation_size=4415488.000, parameter_size=1408.000
node652 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.321, backward_compute_time=0.231, activation_size=4415488.000, parameter_size=123904.000
node535 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.114, activation_size=8830976.000, parameter_size=704.000
node503 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node762 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.035, activation_size=4415488.000, parameter_size=0.000
node763 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.303, backward_compute_time=0.144, activation_size=4415488.000, parameter_size=6336.000
node760 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.315, backward_compute_time=0.230, activation_size=4415488.000, parameter_size=123904.000
node534 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=30976.000
node766 -- ReLU() -- forward_compute_time=0.294, backward_compute_time=0.035, activation_size=4415488.000, parameter_size=0.000
node767 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.144, activation_size=4415488.000, parameter_size=6336.000
node764 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.706, backward_compute_time=0.229, activation_size=4415488.000, parameter_size=123904.000
node765 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.076, activation_size=4415488.000, parameter_size=1408.000
node533 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.309, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node768 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.467, backward_compute_time=0.227, activation_size=4415488.000, parameter_size=123904.000
node501 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.287, backward_compute_time=0.281, activation_size=8830976.000, parameter_size=0.000
node532 -- ReLU() -- forward_compute_time=0.301, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node164 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node165 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.423, backward_compute_time=0.542, activation_size=17661952.000, parameter_size=0.000
node166 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.380, backward_compute_time=0.540, activation_size=17661952.000, parameter_size=0.000
node167 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node160 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.334, backward_compute_time=0.299, activation_size=17661952.000, parameter_size=7744.000
node161 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.366, backward_compute_time=0.213, activation_size=17661952.000, parameter_size=352.000
node162 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node163 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.366, backward_compute_time=0.603, activation_size=17661952.000, parameter_size=0.000
node530 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.327, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=30976.000
node168 -- ReLU() -- forward_compute_time=1.450, backward_compute_time=0.081, activation_size=17661952.000, parameter_size=0.000
node169 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.419, backward_compute_time=0.388, activation_size=17661952.000, parameter_size=1584.000
node362 -- Conv2d(88, 88, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=88, bias=False) -- forward_compute_time=0.428, backward_compute_time=0.730, activation_size=8830976.000, parameter_size=17248.000
node508 -- ReLU() -- forward_compute_time=0.308, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node871 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.309, backward_compute_time=0.095, activation_size=4415488.000, parameter_size=1408.000
node509 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=1.241, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=3168.000
node363 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.332, backward_compute_time=0.232, activation_size=8830976.000, parameter_size=30976.000
node717 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.305, backward_compute_time=0.284, activation_size=4415488.000, parameter_size=17600.000
node716 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node556 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.294, backward_compute_time=0.284, activation_size=8830976.000, parameter_size=0.000
node714 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.088, activation_size=4415488.000, parameter_size=1408.000
node713 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.314, backward_compute_time=0.228, activation_size=4415488.000, parameter_size=123904.000
node712 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.297, backward_compute_time=0.145, activation_size=4415488.000, parameter_size=6336.000
node711 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node697 -- Conv2d(704, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.507, backward_compute_time=0.519, activation_size=4415488.000, parameter_size=495616.000
node719 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.078, activation_size=4415488.000, parameter_size=1408.000
node718 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.312, backward_compute_time=0.232, activation_size=4415488.000, parameter_size=123904.000
node875 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.313, backward_compute_time=0.080, activation_size=4415488.000, parameter_size=1408.000
node579 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node300 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.325, backward_compute_time=0.298, activation_size=17661952.000, parameter_size=7744.000
node301 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.217, activation_size=17661952.000, parameter_size=352.000
node302 -- ReLU() -- forward_compute_time=0.274, backward_compute_time=0.082, activation_size=17661952.000, parameter_size=0.000
node303 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.343, backward_compute_time=0.388, activation_size=17661952.000, parameter_size=1584.000
node304 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.327, backward_compute_time=0.296, activation_size=17661952.000, parameter_size=7744.000
node305 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.143, activation_size=17661952.000, parameter_size=352.000
node306 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node307 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.332, backward_compute_time=0.387, activation_size=17661952.000, parameter_size=1584.000
node308 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.297, activation_size=17661952.000, parameter_size=7744.000
node309 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.337, backward_compute_time=0.214, activation_size=17661952.000, parameter_size=352.000
node917 -- View(-1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=0.000, parameter_size=0.000
node653 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.101, activation_size=4415488.000, parameter_size=1408.000
node916 -- Size(0) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4.000, parameter_size=0.000
node650 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node904 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.370, backward_compute_time=0.145, activation_size=4415488.000, parameter_size=6336.000
node651 -- Conv2d(176, 176, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=176, bias=False) -- forward_compute_time=0.349, backward_compute_time=0.492, activation_size=4415488.000, parameter_size=34496.000
node830 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.040, activation_size=4415488.000, parameter_size=0.000
node910 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.345, backward_compute_time=0.298, activation_size=4415488.000, parameter_size=1408.000
node555 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node829 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.077, activation_size=4415488.000, parameter_size=1408.000
node554 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.299, backward_compute_time=0.304, activation_size=8830976.000, parameter_size=0.000
node212 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.346, backward_compute_time=0.144, activation_size=17661952.000, parameter_size=352.000
node912 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=26492928.000, parameter_size=0.000
node557 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.285, backward_compute_time=0.286, activation_size=8830976.000, parameter_size=0.000
node198 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.339, backward_compute_time=0.305, activation_size=17661952.000, parameter_size=7744.000
node11 -- ReLU() -- forward_compute_time=0.388, backward_compute_time=0.084, activation_size=17661952.000, parameter_size=0.000
node10 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.346, backward_compute_time=0.150, activation_size=17661952.000, parameter_size=88.000
node13 -- Conv2d(11, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.372, backward_compute_time=0.436, activation_size=17661952.000, parameter_size=484.000
node12 -- Conv2d(11, 11, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=11, bias=False) -- forward_compute_time=0.580, backward_compute_time=1.005, activation_size=17661952.000, parameter_size=1100.000
node15 -- ReLU() -- forward_compute_time=0.838, backward_compute_time=0.631, activation_size=201867264.000, parameter_size=0.000
node14 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.345, backward_compute_time=0.828, activation_size=17661952.000, parameter_size=88.000
node17 -- Conv2d(32, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.526, backward_compute_time=0.592, activation_size=17661952.000, parameter_size=1408.000
node16 -- Conv2d(32, 32, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=32, bias=False) -- forward_compute_time=1.399, backward_compute_time=9.108, activation_size=51380224.000, parameter_size=6272.000
node19 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.075, activation_size=17661952.000, parameter_size=0.000
node18 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.672, backward_compute_time=0.159, activation_size=17661952.000, parameter_size=88.000
node222 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node828 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.315, backward_compute_time=0.229, activation_size=4415488.000, parameter_size=123904.000
node553 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node552 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.320, backward_compute_time=0.117, activation_size=8830976.000, parameter_size=704.000
node482 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.054, activation_size=8830976.000, parameter_size=0.000
node623 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=52985856.000, parameter_size=0.000
node388 -- ReLU() -- forward_compute_time=0.295, backward_compute_time=0.056, activation_size=8830976.000, parameter_size=0.000
node548 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.096, activation_size=8830976.000, parameter_size=704.000
node549 -- ReLU() -- forward_compute_time=0.276, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node238 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.328, backward_compute_time=0.171, activation_size=17661952.000, parameter_size=352.000
node239 -- ReLU() -- forward_compute_time=0.298, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node625 -- AvgPool2d(kernel_size=(5, 5), stride=(3, 3), padding=(2, 2)) -- forward_compute_time=1.272, backward_compute_time=0.680, activation_size=6758400.000, parameter_size=0.000
node389 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.237, activation_size=8830976.000, parameter_size=3168.000
node234 -- Conv2d(264, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.551, backward_compute_time=1.133, activation_size=17661952.000, parameter_size=46464.000
node235 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.487, activation_size=17661952.000, parameter_size=352.000
node236 -- ReLU() -- forward_compute_time=0.525, backward_compute_time=0.390, activation_size=105971712.000, parameter_size=0.000
node237 -- Conv2d(264, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.542, backward_compute_time=1.134, activation_size=17661952.000, parameter_size=46464.000
node230 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.174, activation_size=17661952.000, parameter_size=352.000
node231 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node232 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=105971712.000, parameter_size=0.000
node233 -- ReLU() -- forward_compute_time=0.704, backward_compute_time=0.385, activation_size=105971712.000, parameter_size=0.000
node193 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.330, backward_compute_time=0.391, activation_size=17661952.000, parameter_size=1584.000
node905 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.229, activation_size=4415488.000, parameter_size=123904.000
node192 -- ReLU() -- forward_compute_time=0.367, backward_compute_time=0.081, activation_size=17661952.000, parameter_size=0.000
node701 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.313, backward_compute_time=0.240, activation_size=4415488.000, parameter_size=123904.000
node853 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.290, backward_compute_time=0.151, activation_size=4415488.000, parameter_size=6336.000
node698 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.077, activation_size=4415488.000, parameter_size=1408.000
node380 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.347, backward_compute_time=0.097, activation_size=8830976.000, parameter_size=704.000
node382 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.371, backward_compute_time=0.426, activation_size=8830976.000, parameter_size=8800.000
node436 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.304, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=3168.000
node437 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.333, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=30976.000
node434 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.347, backward_compute_time=0.115, activation_size=8830976.000, parameter_size=704.000
node383 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.321, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=30976.000
node432 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.383, backward_compute_time=0.424, activation_size=8830976.000, parameter_size=8800.000
node433 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.330, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=30976.000
node430 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.415, backward_compute_time=0.100, activation_size=8830976.000, parameter_size=704.000
node431 -- ReLU() -- forward_compute_time=1.588, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node384 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.114, activation_size=8830976.000, parameter_size=704.000
node699 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node825 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node438 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
node385 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node128 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.414, backward_compute_time=0.170, activation_size=17661952.000, parameter_size=352.000
node129 -- ReLU() -- forward_compute_time=0.329, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node283 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.350, backward_compute_time=0.399, activation_size=17661952.000, parameter_size=1584.000
node282 -- ReLU() -- forward_compute_time=1.328, backward_compute_time=0.087, activation_size=17661952.000, parameter_size=0.000
node285 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.189, activation_size=17661952.000, parameter_size=352.000
node284 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.355, backward_compute_time=0.311, activation_size=17661952.000, parameter_size=7744.000
node287 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=105971712.000, parameter_size=0.000
node286 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node120 -- Conv2d(44, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.368, backward_compute_time=0.727, activation_size=8830976.000, parameter_size=3872.000
node121 -- __getitem__ -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=70647808.000, parameter_size=0.000
node122 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.548, backward_compute_time=0.835, activation_size=17661952.000, parameter_size=0.000
node123 -- Conv2d(44, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.325, backward_compute_time=0.322, activation_size=8830976.000, parameter_size=3872.000
node124 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node125 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.373, backward_compute_time=0.231, activation_size=17661952.000, parameter_size=352.000
node126 -- ReLU() -- forward_compute_time=0.343, backward_compute_time=0.142, activation_size=35323904.000, parameter_size=0.000
node127 -- Conv2d(88, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.509, backward_compute_time=0.554, activation_size=17661952.000, parameter_size=15488.000
node606 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.326, backward_compute_time=0.231, activation_size=8830976.000, parameter_size=30976.000
node601 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=3168.000
node824 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.312, backward_compute_time=0.089, activation_size=4415488.000, parameter_size=1408.000
node600 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node603 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.098, activation_size=8830976.000, parameter_size=704.000
node602 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=30976.000
node827 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.287, activation_size=4415488.000, parameter_size=17600.000
node759 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.318, backward_compute_time=0.283, activation_size=4415488.000, parameter_size=17600.000
node758 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.038, activation_size=4415488.000, parameter_size=0.000
node368 -- Conv2d(88, 88, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=88, bias=False) -- forward_compute_time=0.435, backward_compute_time=1.815, activation_size=8830976.000, parameter_size=17248.000
node753 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.089, activation_size=4415488.000, parameter_size=1408.000
node752 -- Conv2d(1056, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.648, backward_compute_time=0.693, activation_size=4415488.000, parameter_size=743424.000
node751 -- ReLU() -- forward_compute_time=0.315, backward_compute_time=0.124, activation_size=26492928.000, parameter_size=0.000
node369 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.317, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=30976.000
node757 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.088, activation_size=4415488.000, parameter_size=1408.000
node756 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.310, backward_compute_time=0.230, activation_size=4415488.000, parameter_size=123904.000
node755 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.300, backward_compute_time=0.293, activation_size=4415488.000, parameter_size=17600.000
node754 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.042, activation_size=4415488.000, parameter_size=0.000
node641 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.311, backward_compute_time=0.080, activation_size=4415488.000, parameter_size=1408.000
node761 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.311, backward_compute_time=0.104, activation_size=4415488.000, parameter_size=1408.000
node550 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.283, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node750 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.858, backward_compute_time=0.137, activation_size=4415488.000, parameter_size=1408.000
node821 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node715 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node769 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.086, activation_size=4415488.000, parameter_size=1408.000
node416 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=30976.000
node270 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.328, backward_compute_time=0.306, activation_size=17661952.000, parameter_size=7744.000
node271 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.343, backward_compute_time=0.218, activation_size=17661952.000, parameter_size=352.000
node272 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node273 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.392, backward_compute_time=0.625, activation_size=17661952.000, parameter_size=0.000
node274 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node275 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.362, backward_compute_time=0.551, activation_size=17661952.000, parameter_size=0.000
node276 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.348, backward_compute_time=0.554, activation_size=17661952.000, parameter_size=0.000
node277 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node278 -- ReLU() -- forward_compute_time=0.341, backward_compute_time=0.088, activation_size=17661952.000, parameter_size=0.000
node279 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.406, backward_compute_time=0.389, activation_size=17661952.000, parameter_size=1584.000
node859 -- Conv2d(1056, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.467, backward_compute_time=0.695, activation_size=4415488.000, parameter_size=743424.000
node379 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.325, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=30976.000
node378 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.365, backward_compute_time=1.040, activation_size=8830976.000, parameter_size=8800.000
node371 -- ReLU() -- forward_compute_time=0.274, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node370 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.099, activation_size=8830976.000, parameter_size=704.000
node373 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.317, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=30976.000
node372 -- Conv2d(88, 88, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=88, bias=False) -- forward_compute_time=0.425, backward_compute_time=0.730, activation_size=8830976.000, parameter_size=17248.000
node375 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node374 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.320, backward_compute_time=0.181, activation_size=8830976.000, parameter_size=704.000
node377 -- ReLU() -- forward_compute_time=0.315, backward_compute_time=0.146, activation_size=35323904.000, parameter_size=0.000
node376 -- AvgPool2d(kernel_size=3, stride=2, padding=1) -- forward_compute_time=0.305, backward_compute_time=0.596, activation_size=8830976.000, parameter_size=0.000
node854 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.315, backward_compute_time=0.232, activation_size=4415488.000, parameter_size=123904.000
node855 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.090, activation_size=4415488.000, parameter_size=1408.000
node856 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node822 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.144, activation_size=4415488.000, parameter_size=6336.000
node857 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=26492928.000, parameter_size=0.000
node850 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.231, activation_size=4415488.000, parameter_size=123904.000
node583 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.051, activation_size=8830976.000, parameter_size=0.000
node68 -- ReLU() -- forward_compute_time=0.320, backward_compute_time=0.140, activation_size=35323904.000, parameter_size=0.000
node69 -- Conv2d(22, 22, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=22, bias=False) -- forward_compute_time=0.365, backward_compute_time=0.921, activation_size=8830976.000, parameter_size=2200.000
node852 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node621 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.255, activation_size=8830976.000, parameter_size=704.000
node60 -- ReLU() -- forward_compute_time=0.854, backward_compute_time=1.246, activation_size=201867264.000, parameter_size=0.000
node61 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.487, backward_compute_time=1.795, activation_size=51380224.000, parameter_size=0.000
node62 -- Conv2d(32, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.417, backward_compute_time=2.181, activation_size=17661952.000, parameter_size=1408.000
node63 -- __getitem__ -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=201867264.000, parameter_size=0.000
node64 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=1.060, backward_compute_time=2.393, activation_size=51380224.000, parameter_size=0.000
node65 -- Conv2d(32, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.403, backward_compute_time=0.757, activation_size=17661952.000, parameter_size=1408.000
node66 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=35323904.000, parameter_size=0.000
node67 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.419, backward_compute_time=0.324, activation_size=35323904.000, parameter_size=176.000
node573 -- Conv2d(528, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.568, backward_compute_time=0.920, activation_size=8830976.000, parameter_size=185856.000
node572 -- ReLU() -- forward_compute_time=0.361, backward_compute_time=0.211, activation_size=52985856.000, parameter_size=0.000
node478 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.291, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node479 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.328, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=30976.000
node577 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.320, backward_compute_time=0.234, activation_size=8830976.000, parameter_size=30976.000
node576 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.347, backward_compute_time=0.423, activation_size=8830976.000, parameter_size=8800.000
node575 -- ReLU() -- forward_compute_time=0.268, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node574 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.312, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
node472 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.345, backward_compute_time=0.113, activation_size=8830976.000, parameter_size=704.000
node473 -- ReLU() -- forward_compute_time=0.280, backward_compute_time=0.051, activation_size=8830976.000, parameter_size=0.000
node470 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.358, backward_compute_time=0.423, activation_size=8830976.000, parameter_size=8800.000
node471 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.345, backward_compute_time=0.234, activation_size=8830976.000, parameter_size=30976.000
node476 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
node477 -- ReLU() -- forward_compute_time=0.301, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node474 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.290, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=3168.000
node475 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.320, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=30976.000
node908 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.290, backward_compute_time=0.150, activation_size=4415488.000, parameter_size=6336.000
node909 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.316, backward_compute_time=0.331, activation_size=4415488.000, parameter_size=123904.000
node678 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.145, activation_size=4415488.000, parameter_size=6336.000
node679 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.322, backward_compute_time=0.231, activation_size=4415488.000, parameter_size=123904.000
node435 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.051, activation_size=8830976.000, parameter_size=0.000
node674 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node675 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.298, backward_compute_time=0.154, activation_size=4415488.000, parameter_size=0.000
node676 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node677 -- ReLU() -- forward_compute_time=0.272, backward_compute_time=0.038, activation_size=4415488.000, parameter_size=0.000
node670 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.041, activation_size=4415488.000, parameter_size=0.000
node671 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.285, activation_size=4415488.000, parameter_size=17600.000
node672 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.358, backward_compute_time=0.232, activation_size=4415488.000, parameter_size=123904.000
node447 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.286, backward_compute_time=0.282, activation_size=8830976.000, parameter_size=0.000
node494 -- ReLU() -- forward_compute_time=0.363, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node495 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.285, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node496 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.329, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=30976.000
node497 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.121, activation_size=8830976.000, parameter_size=704.000
node490 -- ReLU() -- forward_compute_time=0.287, backward_compute_time=0.051, activation_size=8830976.000, parameter_size=0.000
node491 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=3168.000
node492 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.322, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=30976.000
node493 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
node498 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node499 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.294, backward_compute_time=0.305, activation_size=8830976.000, parameter_size=0.000
node525 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.349, backward_compute_time=0.424, activation_size=8830976.000, parameter_size=8800.000
node889 -- ReLU() -- forward_compute_time=0.280, backward_compute_time=0.035, activation_size=4415488.000, parameter_size=0.000
node888 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.088, activation_size=4415488.000, parameter_size=1408.000
node823 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.312, backward_compute_time=0.228, activation_size=4415488.000, parameter_size=123904.000
node883 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.342, backward_compute_time=0.232, activation_size=4415488.000, parameter_size=123904.000
node882 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.314, backward_compute_time=0.286, activation_size=4415488.000, parameter_size=17600.000
node881 -- ReLU() -- forward_compute_time=0.298, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node880 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node887 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.314, backward_compute_time=0.231, activation_size=4415488.000, parameter_size=123904.000
node886 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.305, backward_compute_time=0.288, activation_size=4415488.000, parameter_size=17600.000
node885 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.040, activation_size=4415488.000, parameter_size=0.000
node884 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.320, backward_compute_time=0.082, activation_size=4415488.000, parameter_size=1408.000
node810 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.315, backward_compute_time=0.282, activation_size=4415488.000, parameter_size=17600.000
node849 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.145, activation_size=4415488.000, parameter_size=6336.000
node915 -- 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
node799 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.312, backward_compute_time=0.323, activation_size=4415488.000, parameter_size=123904.000
node798 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.289, backward_compute_time=0.148, activation_size=4415488.000, parameter_size=6336.000
node797 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node796 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.081, activation_size=4415488.000, parameter_size=1408.000
node795 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.316, backward_compute_time=0.232, activation_size=4415488.000, parameter_size=123904.000
node794 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.292, backward_compute_time=0.338, activation_size=4415488.000, parameter_size=6336.000
node793 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node792 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node791 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.282, backward_compute_time=0.155, activation_size=4415488.000, parameter_size=0.000
node790 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.274, backward_compute_time=0.152, activation_size=4415488.000, parameter_size=0.000
node151 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.478, backward_compute_time=0.747, activation_size=17661952.000, parameter_size=4400.000
node150 -- ReLU() -- forward_compute_time=0.304, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node153 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.218, activation_size=17661952.000, parameter_size=352.000
node152 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.301, activation_size=17661952.000, parameter_size=7744.000
node155 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.331, backward_compute_time=0.390, activation_size=17661952.000, parameter_size=1584.000
node154 -- ReLU() -- forward_compute_time=0.280, backward_compute_time=0.081, activation_size=17661952.000, parameter_size=0.000
node157 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.341, backward_compute_time=0.142, activation_size=17661952.000, parameter_size=352.000
node156 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.332, backward_compute_time=0.297, activation_size=17661952.000, parameter_size=7744.000
node159 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.371, backward_compute_time=0.387, activation_size=17661952.000, parameter_size=1584.000
node158 -- ReLU() -- forward_compute_time=0.280, backward_compute_time=0.082, activation_size=17661952.000, parameter_size=0.000
node405 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node404 -- Conv2d(264, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.352, backward_compute_time=0.445, activation_size=4415488.000, parameter_size=46464.000
node403 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.669, backward_compute_time=1.202, activation_size=26492928.000, parameter_size=0.000
node402 -- __getitem__ -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=105971712.000, parameter_size=0.000
node401 -- Conv2d(264, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.392, backward_compute_time=1.175, activation_size=4415488.000, parameter_size=46464.000
node400 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.372, backward_compute_time=0.985, activation_size=26492928.000, parameter_size=0.000
node450 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.295, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=3168.000
node451 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.328, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=30976.000
node778 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.324, backward_compute_time=0.107, activation_size=4415488.000, parameter_size=1408.000
node452 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.099, activation_size=8830976.000, parameter_size=704.000
node421 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.357, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
node453 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node420 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.428, backward_compute_time=0.226, activation_size=8830976.000, parameter_size=30976.000
node454 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node423 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=3168.000
node847 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node455 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.342, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=30976.000
node422 -- ReLU() -- forward_compute_time=0.304, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node456 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.113, activation_size=8830976.000, parameter_size=704.000
node536 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node425 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.359, backward_compute_time=0.112, activation_size=8830976.000, parameter_size=704.000
node457 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node624 -- ReLU() -- forward_compute_time=0.495, backward_compute_time=0.215, activation_size=52985856.000, parameter_size=0.000
node424 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.340, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=30976.000
node704 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.307, backward_compute_time=0.283, activation_size=4415488.000, parameter_size=17600.000
node705 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.308, backward_compute_time=0.227, activation_size=4415488.000, parameter_size=123904.000
node706 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.089, activation_size=4415488.000, parameter_size=1408.000
node707 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node700 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.287, activation_size=4415488.000, parameter_size=17600.000
node427 -- ReLU() -- forward_compute_time=0.374, backward_compute_time=0.051, activation_size=8830976.000, parameter_size=0.000
node702 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.316, backward_compute_time=0.077, activation_size=4415488.000, parameter_size=1408.000
node703 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node426 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node708 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.146, activation_size=4415488.000, parameter_size=6336.000
node709 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.310, backward_compute_time=0.230, activation_size=4415488.000, parameter_size=123904.000
node785 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.236, activation_size=4415488.000, parameter_size=123904.000
node811 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.371, backward_compute_time=0.228, activation_size=4415488.000, parameter_size=123904.000
node832 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.311, backward_compute_time=0.228, activation_size=4415488.000, parameter_size=123904.000
node339 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.326, backward_compute_time=0.384, activation_size=17661952.000, parameter_size=7744.000
node338 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.325, backward_compute_time=0.390, activation_size=17661952.000, parameter_size=1584.000
node335 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.337, backward_compute_time=0.299, activation_size=17661952.000, parameter_size=7744.000
node334 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.336, backward_compute_time=0.394, activation_size=17661952.000, parameter_size=1584.000
node337 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.084, activation_size=17661952.000, parameter_size=0.000
node336 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.145, activation_size=17661952.000, parameter_size=352.000
node331 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.346, backward_compute_time=0.548, activation_size=17661952.000, parameter_size=0.000
node330 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.361, backward_compute_time=0.551, activation_size=17661952.000, parameter_size=0.000
node333 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.086, activation_size=17661952.000, parameter_size=0.000
node332 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node635 -- ReLU() -- forward_compute_time=0.373, backward_compute_time=0.213, activation_size=52985856.000, parameter_size=0.000
node692 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.465, backward_compute_time=0.602, activation_size=13246464.000, parameter_size=0.000
node786 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.314, backward_compute_time=0.091, activation_size=4415488.000, parameter_size=1408.000
node693 -- Conv2d(528, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.380, backward_compute_time=0.429, activation_size=2207744.000, parameter_size=185856.000
node526 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.327, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=30976.000
node544 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.117, activation_size=8830976.000, parameter_size=704.000
node820 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.077, activation_size=4415488.000, parameter_size=1408.000
node28 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.432, backward_compute_time=0.235, activation_size=17661952.000, parameter_size=88.000
node29 -- ReLU() -- forward_compute_time=0.287, backward_compute_time=0.077, activation_size=17661952.000, parameter_size=0.000
node629 -- Conv2d(128, 768, kernel_size=(5, 5), stride=(1, 1), bias=False) -- forward_compute_time=0.659, backward_compute_time=1.910, activation_size=393216.000, parameter_size=9830400.000
node24 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.430, backward_compute_time=1.086, activation_size=17661952.000, parameter_size=0.000
node25 -- ReLU() -- forward_compute_time=0.753, backward_compute_time=0.556, activation_size=201867264.000, parameter_size=0.000
node26 -- Conv2d(32, 32, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=32, bias=False) -- forward_compute_time=1.393, backward_compute_time=9.133, activation_size=51380224.000, parameter_size=6272.000
node27 -- Conv2d(32, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.413, backward_compute_time=0.500, activation_size=17661952.000, parameter_size=1408.000
node20 -- Conv2d(11, 11, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=11, bias=False) -- forward_compute_time=0.636, backward_compute_time=1.324, activation_size=17661952.000, parameter_size=2156.000
node21 -- Conv2d(11, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.358, backward_compute_time=0.427, activation_size=17661952.000, parameter_size=484.000
node22 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.363, activation_size=17661952.000, parameter_size=88.000
node23 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node913 -- ReLU() -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=0.000, parameter_size=0.000
node527 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.402, backward_compute_time=0.114, activation_size=8830976.000, parameter_size=704.000
node545 -- ReLU() -- forward_compute_time=0.294, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node209 -- ReLU() -- forward_compute_time=0.295, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node208 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.371, backward_compute_time=0.305, activation_size=17661952.000, parameter_size=352.000
node632 -- ReLU() -- forward_compute_time=0.365, backward_compute_time=0.214, activation_size=52985856.000, parameter_size=0.000
node633 -- Conv2d(528, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.813, backward_compute_time=1.301, activation_size=17661952.000, parameter_size=371712.000
node634 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.365, backward_compute_time=0.143, activation_size=17661952.000, parameter_size=1408.000
node628 -- ReLU() -- forward_compute_time=0.266, backward_compute_time=0.040, activation_size=1638400.000, parameter_size=0.000
node636 -- Conv2d(528, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.719, backward_compute_time=1.498, activation_size=17661952.000, parameter_size=371712.000
node637 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.354, backward_compute_time=0.165, activation_size=17661952.000, parameter_size=1408.000
node201 -- ReLU() -- forward_compute_time=0.317, backward_compute_time=0.085, activation_size=17661952.000, parameter_size=0.000
node200 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node203 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.371, backward_compute_time=0.298, activation_size=17661952.000, parameter_size=7744.000
node202 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.474, backward_compute_time=0.753, activation_size=17661952.000, parameter_size=4400.000
node205 -- ReLU() -- forward_compute_time=0.328, backward_compute_time=0.084, activation_size=17661952.000, parameter_size=0.000
node204 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.986, backward_compute_time=0.145, activation_size=17661952.000, parameter_size=352.000
node207 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.398, backward_compute_time=0.298, activation_size=17661952.000, parameter_size=7744.000
node206 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.507, backward_compute_time=0.747, activation_size=17661952.000, parameter_size=4400.000
node507 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.101, activation_size=8830976.000, parameter_size=704.000
node520 -- ReLU() -- forward_compute_time=0.266, backward_compute_time=0.051, activation_size=8830976.000, parameter_size=0.000
node591 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node590 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.114, activation_size=8830976.000, parameter_size=704.000
node593 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.356, backward_compute_time=0.424, activation_size=8830976.000, parameter_size=8800.000
node592 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node595 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.096, activation_size=8830976.000, parameter_size=704.000
node594 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.320, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=30976.000
node597 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.355, backward_compute_time=0.425, activation_size=8830976.000, parameter_size=8800.000
node596 -- ReLU() -- forward_compute_time=0.276, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node599 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.115, activation_size=8830976.000, parameter_size=704.000
node598 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=30976.000
node845 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.291, backward_compute_time=0.154, activation_size=4415488.000, parameter_size=0.000
node844 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node843 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.291, backward_compute_time=0.158, activation_size=4415488.000, parameter_size=0.000
node842 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node841 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.087, activation_size=4415488.000, parameter_size=1408.000
node840 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.330, backward_compute_time=0.235, activation_size=4415488.000, parameter_size=123904.000
node819 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.314, backward_compute_time=0.231, activation_size=4415488.000, parameter_size=123904.000
node115 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.413, backward_compute_time=0.240, activation_size=8830976.000, parameter_size=0.000
node114 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.114, activation_size=8830976.000, parameter_size=176.000
node117 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=35323904.000, parameter_size=0.000
node116 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node111 -- ReLU() -- forward_compute_time=0.275, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node110 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.098, activation_size=8830976.000, parameter_size=176.000
node113 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.253, activation_size=8830976.000, parameter_size=1936.000
node112 -- Conv2d(22, 22, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=22, bias=False) -- forward_compute_time=0.289, backward_compute_time=0.301, activation_size=8830976.000, parameter_size=792.000
node449 -- ReLU() -- forward_compute_time=0.300, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node448 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node119 -- AvgPool2d(kernel_size=1, stride=2, padding=0) -- forward_compute_time=0.313, backward_compute_time=0.651, activation_size=17661952.000, parameter_size=0.000
node118 -- ReLU() -- forward_compute_time=0.418, backward_compute_time=0.476, activation_size=70647808.000, parameter_size=0.000
node685 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.288, backward_compute_time=0.158, activation_size=4415488.000, parameter_size=0.000
node684 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.320, backward_compute_time=0.093, activation_size=4415488.000, parameter_size=1408.000
node687 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node686 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node528 -- ReLU() -- forward_compute_time=0.267, backward_compute_time=0.051, activation_size=8830976.000, parameter_size=0.000
node529 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.289, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node298 -- ReLU() -- forward_compute_time=0.273, backward_compute_time=0.084, activation_size=17661952.000, parameter_size=0.000
node299 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.473, backward_compute_time=0.749, activation_size=17661952.000, parameter_size=4400.000
node296 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.327, backward_compute_time=0.298, activation_size=17661952.000, parameter_size=7744.000
node297 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.141, activation_size=17661952.000, parameter_size=352.000
node294 -- ReLU() -- forward_compute_time=0.269, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node295 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.468, backward_compute_time=0.756, activation_size=17661952.000, parameter_size=4400.000
node292 -- Conv2d(264, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.543, backward_compute_time=1.324, activation_size=17661952.000, parameter_size=46464.000
node293 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.416, backward_compute_time=0.165, activation_size=17661952.000, parameter_size=352.000
node290 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.487, activation_size=17661952.000, parameter_size=352.000
node291 -- ReLU() -- forward_compute_time=0.497, backward_compute_time=0.394, activation_size=105971712.000, parameter_size=0.000
node612 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.309, backward_compute_time=0.277, activation_size=8830976.000, parameter_size=0.000
node631 -- ReLU() -- forward_compute_time=0.268, backward_compute_time=0.204, activation_size=393216.000, parameter_size=0.000
node710 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.312, backward_compute_time=0.078, activation_size=4415488.000, parameter_size=1408.000
node523 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.097, activation_size=8830976.000, parameter_size=704.000
node640 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.343, backward_compute_time=0.228, activation_size=4415488.000, parameter_size=123904.000
node818 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.287, backward_compute_time=0.145, activation_size=4415488.000, parameter_size=6336.000
node643 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.304, backward_compute_time=0.285, activation_size=4415488.000, parameter_size=17600.000
node439 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node642 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.038, activation_size=4415488.000, parameter_size=0.000
node645 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.105, activation_size=4415488.000, parameter_size=1408.000
node644 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.317, backward_compute_time=0.315, activation_size=4415488.000, parameter_size=123904.000
node748 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.090, activation_size=17661952.000, parameter_size=0.000
node638 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.084, activation_size=17661952.000, parameter_size=0.000
node647 -- Conv2d(176, 176, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=176, bias=False) -- forward_compute_time=0.354, backward_compute_time=1.076, activation_size=4415488.000, parameter_size=34496.000
node639 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.314, backward_compute_time=0.594, activation_size=4415488.000, parameter_size=17600.000
node740 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.314, backward_compute_time=0.233, activation_size=4415488.000, parameter_size=123904.000
node741 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.313, backward_compute_time=0.077, activation_size=4415488.000, parameter_size=1408.000
node742 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node646 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.092, activation_size=17661952.000, parameter_size=0.000
node744 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.308, backward_compute_time=0.228, activation_size=4415488.000, parameter_size=123904.000
node610 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node746 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node747 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=26492928.000, parameter_size=0.000
node386 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.290, backward_compute_time=0.282, activation_size=8830976.000, parameter_size=0.000
node688 -- ReLU() -- forward_compute_time=0.366, backward_compute_time=0.383, activation_size=52985856.000, parameter_size=0.000
node920 -- View(-1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=393216.000, parameter_size=0.000
node387 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node407 -- ReLU() -- forward_compute_time=0.327, backward_compute_time=0.155, activation_size=35323904.000, parameter_size=0.000
node921 -- Linear(in_features=768, out_features=1000, bias=True) -- forward_compute_time=0.315, backward_compute_time=0.115, activation_size=512000.000, parameter_size=3076000.000
node774 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.316, backward_compute_time=0.086, activation_size=4415488.000, parameter_size=1408.000
node366 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.336, backward_compute_time=0.343, activation_size=8830976.000, parameter_size=0.000
node367 -- ReLU() -- forward_compute_time=0.321, backward_compute_time=0.147, activation_size=35323904.000, parameter_size=0.000
node364 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.180, activation_size=8830976.000, parameter_size=704.000
node365 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node249 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.333, backward_compute_time=0.305, activation_size=17661952.000, parameter_size=7744.000
node248 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.369, backward_compute_time=0.392, activation_size=17661952.000, parameter_size=1584.000
node360 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.097, activation_size=8830976.000, parameter_size=704.000
node361 -- ReLU() -- forward_compute_time=0.272, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node245 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.435, backward_compute_time=0.306, activation_size=17661952.000, parameter_size=7744.000
node244 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.487, backward_compute_time=0.761, activation_size=17661952.000, parameter_size=4400.000
node247 -- ReLU() -- forward_compute_time=0.306, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node246 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.217, activation_size=17661952.000, parameter_size=352.000
node241 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.364, backward_compute_time=0.302, activation_size=17661952.000, parameter_size=7744.000
node240 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.497, backward_compute_time=0.764, activation_size=17661952.000, parameter_size=4400.000
node243 -- ReLU() -- forward_compute_time=0.335, backward_compute_time=0.085, activation_size=17661952.000, parameter_size=0.000
node242 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.357, backward_compute_time=0.146, activation_size=17661952.000, parameter_size=352.000
node826 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.040, activation_size=4415488.000, parameter_size=0.000
node77 -- Conv2d(22, 22, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=22, bias=False) -- forward_compute_time=0.433, backward_compute_time=1.655, activation_size=8830976.000, parameter_size=4312.000
node76 -- ReLU() -- forward_compute_time=0.316, backward_compute_time=0.120, activation_size=35323904.000, parameter_size=0.000
node75 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.184, activation_size=8830976.000, parameter_size=176.000
node74 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.312, backward_compute_time=0.203, activation_size=8830976.000, parameter_size=1936.000
node73 -- Conv2d(22, 22, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=22, bias=False) -- forward_compute_time=0.353, backward_compute_time=0.391, activation_size=8830976.000, parameter_size=2200.000
node72 -- ReLU() -- forward_compute_time=0.270, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node71 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.353, backward_compute_time=0.096, activation_size=8830976.000, parameter_size=176.000
node70 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.338, backward_compute_time=0.203, activation_size=8830976.000, parameter_size=1936.000
node79 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.357, backward_compute_time=0.098, activation_size=8830976.000, parameter_size=176.000
node78 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.349, backward_compute_time=0.209, activation_size=8830976.000, parameter_size=1936.000
node560 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.365, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=3168.000
node561 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.320, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=30976.000
node562 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.097, activation_size=8830976.000, parameter_size=704.000
node563 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node564 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.283, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=3168.000
node565 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.325, backward_compute_time=0.235, activation_size=8830976.000, parameter_size=30976.000
node566 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.109, activation_size=8830976.000, parameter_size=704.000
node567 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node568 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=52985856.000, parameter_size=0.000
node569 -- ReLU() -- forward_compute_time=0.417, backward_compute_time=0.210, activation_size=52985856.000, parameter_size=0.000
node848 -- ReLU() -- forward_compute_time=0.291, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node649 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.083, activation_size=4415488.000, parameter_size=1408.000
node648 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.309, backward_compute_time=0.228, activation_size=4415488.000, parameter_size=123904.000
node399 -- ReLU() -- forward_compute_time=0.508, backward_compute_time=0.756, activation_size=105971712.000, parameter_size=0.000
node398 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=35323904.000, parameter_size=0.000
node846 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=1.112, backward_compute_time=0.158, activation_size=4415488.000, parameter_size=0.000
node393 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.289, backward_compute_time=0.232, activation_size=8830976.000, parameter_size=3168.000
node392 -- ReLU() -- forward_compute_time=0.296, backward_compute_time=0.066, activation_size=8830976.000, parameter_size=0.000
node391 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.345, backward_compute_time=0.107, activation_size=8830976.000, parameter_size=704.000
node390 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.366, backward_compute_time=0.321, activation_size=8830976.000, parameter_size=30976.000
node397 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node396 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.332, backward_compute_time=0.265, activation_size=8830976.000, parameter_size=0.000
node395 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.581, backward_compute_time=0.112, activation_size=8830976.000, parameter_size=704.000
node394 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.342, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=30976.000
node898 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.295, backward_compute_time=0.156, activation_size=4415488.000, parameter_size=0.000
node899 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node890 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.289, backward_compute_time=0.148, activation_size=4415488.000, parameter_size=6336.000
node891 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.315, backward_compute_time=0.231, activation_size=4415488.000, parameter_size=123904.000
node892 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.317, backward_compute_time=0.083, activation_size=4415488.000, parameter_size=1408.000
node893 -- ReLU() -- forward_compute_time=0.281, backward_compute_time=0.083, activation_size=4415488.000, parameter_size=0.000
node894 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.288, backward_compute_time=0.144, activation_size=4415488.000, parameter_size=6336.000
node895 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.326, backward_compute_time=0.230, activation_size=4415488.000, parameter_size=123904.000
node896 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.088, activation_size=4415488.000, parameter_size=1408.000
node897 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node88 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.206, activation_size=8830976.000, parameter_size=1936.000
node89 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.106, activation_size=8830976.000, parameter_size=176.000
node788 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.284, backward_compute_time=0.158, activation_size=4415488.000, parameter_size=0.000
node789 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node82 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.859, backward_compute_time=0.515, activation_size=8830976.000, parameter_size=1936.000
node83 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.370, backward_compute_time=0.274, activation_size=8830976.000, parameter_size=176.000
node80 -- ReLU() -- forward_compute_time=0.296, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node81 -- Conv2d(22, 22, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=22, bias=False) -- forward_compute_time=0.465, backward_compute_time=0.717, activation_size=8830976.000, parameter_size=4312.000
node86 -- ReLU() -- forward_compute_time=0.321, backward_compute_time=0.122, activation_size=35323904.000, parameter_size=0.000
node87 -- Conv2d(22, 22, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=22, bias=False) -- forward_compute_time=0.438, backward_compute_time=1.657, activation_size=8830976.000, parameter_size=4312.000
node84 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node85 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.391, backward_compute_time=0.320, activation_size=8830976.000, parameter_size=0.000
node803 -- ReLU() -- forward_compute_time=0.390, backward_compute_time=0.124, activation_size=26492928.000, parameter_size=0.000
node784 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.288, backward_compute_time=0.148, activation_size=4415488.000, parameter_size=6336.000
node801 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node800 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.099, activation_size=4415488.000, parameter_size=1408.000
node418 -- ReLU() -- forward_compute_time=0.299, backward_compute_time=0.051, activation_size=8830976.000, parameter_size=0.000
node419 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.338, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node148 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.328, backward_compute_time=0.311, activation_size=17661952.000, parameter_size=7744.000
node149 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.145, activation_size=17661952.000, parameter_size=352.000
node146 -- ReLU() -- forward_compute_time=0.286, backward_compute_time=0.081, activation_size=17661952.000, parameter_size=0.000
node147 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.475, backward_compute_time=0.752, activation_size=17661952.000, parameter_size=4400.000
node144 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.213, activation_size=17661952.000, parameter_size=352.000
node145 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node142 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.328, backward_compute_time=0.390, activation_size=17661952.000, parameter_size=1584.000
node143 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.413, backward_compute_time=0.301, activation_size=17661952.000, parameter_size=7744.000
node140 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.144, activation_size=17661952.000, parameter_size=352.000
node141 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.082, activation_size=17661952.000, parameter_size=0.000
node269 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.456, backward_compute_time=0.397, activation_size=17661952.000, parameter_size=1584.000
node787 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node780 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.283, backward_compute_time=0.150, activation_size=4415488.000, parameter_size=6336.000
node781 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.312, backward_compute_time=0.245, activation_size=4415488.000, parameter_size=123904.000
node782 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.314, backward_compute_time=0.083, activation_size=4415488.000, parameter_size=1408.000
node870 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.305, backward_compute_time=0.227, activation_size=4415488.000, parameter_size=123904.000
node783 -- ReLU() -- forward_compute_time=0.288, backward_compute_time=0.039, activation_size=4415488.000, parameter_size=0.000
node808 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.079, activation_size=4415488.000, parameter_size=1408.000
node802 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=26492928.000, parameter_size=0.000
node682 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.286, backward_compute_time=0.148, activation_size=4415488.000, parameter_size=6336.000
node731 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.088, activation_size=4415488.000, parameter_size=1408.000
node539 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.732, backward_compute_time=0.233, activation_size=8830976.000, parameter_size=30976.000
node733 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.314, backward_compute_time=0.160, activation_size=4415488.000, parameter_size=0.000
node732 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node735 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=1.227, backward_compute_time=0.154, activation_size=4415488.000, parameter_size=0.000
node734 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node737 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node736 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.281, backward_compute_time=0.155, activation_size=4415488.000, parameter_size=0.000
node739 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.288, backward_compute_time=0.146, activation_size=4415488.000, parameter_size=6336.000
node738 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node806 -- ReLU() -- forward_compute_time=0.315, backward_compute_time=0.120, activation_size=26492928.000, parameter_size=0.000
node443 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node807 -- Conv2d(1056, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.463, backward_compute_time=0.702, activation_size=4415488.000, parameter_size=743424.000
node805 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.144, activation_size=4415488.000, parameter_size=1408.000
node442 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.112, activation_size=8830976.000, parameter_size=704.000
node804 -- Conv2d(1056, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.481, backward_compute_time=0.704, activation_size=4415488.000, parameter_size=743424.000
node441 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.339, backward_compute_time=0.235, activation_size=8830976.000, parameter_size=30976.000
node414 -- ReLU() -- forward_compute_time=0.280, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node328 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.364, backward_compute_time=0.607, activation_size=17661952.000, parameter_size=0.000
node329 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node415 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.356, backward_compute_time=0.423, activation_size=8830976.000, parameter_size=8800.000
node322 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.142, activation_size=17661952.000, parameter_size=352.000
node323 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node320 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.349, backward_compute_time=0.390, activation_size=17661952.000, parameter_size=1584.000
node321 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.329, backward_compute_time=0.383, activation_size=17661952.000, parameter_size=7744.000
node326 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.214, activation_size=17661952.000, parameter_size=352.000
node327 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node324 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.325, backward_compute_time=0.389, activation_size=17661952.000, parameter_size=1584.000
node325 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.329, backward_compute_time=0.303, activation_size=17661952.000, parameter_size=7744.000
node417 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.332, backward_compute_time=0.113, activation_size=8830976.000, parameter_size=704.000
node445 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node410 -- ReLU() -- forward_compute_time=0.374, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node444 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.296, backward_compute_time=0.304, activation_size=8830976.000, parameter_size=0.000
node537 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node411 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.356, backward_compute_time=0.424, activation_size=8830976.000, parameter_size=8800.000
node551 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.409, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=30976.000
node412 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.330, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=30976.000
node413 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
node39 -- ReLU() -- forward_compute_time=0.329, backward_compute_time=0.076, activation_size=17661952.000, parameter_size=0.000
node38 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.427, backward_compute_time=0.151, activation_size=17661952.000, parameter_size=88.000
node33 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node32 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.360, backward_compute_time=0.351, activation_size=17661952.000, parameter_size=88.000
node31 -- Conv2d(11, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.385, backward_compute_time=0.425, activation_size=17661952.000, parameter_size=484.000
node30 -- Conv2d(11, 11, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=11, bias=False) -- forward_compute_time=0.631, backward_compute_time=1.319, activation_size=17661952.000, parameter_size=2156.000
node37 -- Conv2d(32, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.483, backward_compute_time=0.539, activation_size=17661952.000, parameter_size=1408.000
node36 -- Conv2d(32, 32, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=32, bias=False) -- forward_compute_time=2.424, backward_compute_time=5.629, activation_size=51380224.000, parameter_size=3200.000
node35 -- ReLU() -- forward_compute_time=0.817, backward_compute_time=0.539, activation_size=201867264.000, parameter_size=0.000
node34 -- AvgPool2d(kernel_size=3, stride=2, padding=1) -- forward_compute_time=0.440, backward_compute_time=1.743, activation_size=17661952.000, parameter_size=0.000
node216 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.214, activation_size=17661952.000, parameter_size=352.000
node217 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node214 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.325, backward_compute_time=0.388, activation_size=17661952.000, parameter_size=1584.000
node215 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.425, backward_compute_time=0.299, activation_size=17661952.000, parameter_size=7744.000
node199 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.336, backward_compute_time=0.215, activation_size=17661952.000, parameter_size=352.000
node213 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.083, activation_size=17661952.000, parameter_size=0.000
node210 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.421, backward_compute_time=0.388, activation_size=17661952.000, parameter_size=1584.000
node211 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.335, backward_compute_time=0.381, activation_size=17661952.000, parameter_size=7744.000
node195 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.338, backward_compute_time=0.144, activation_size=17661952.000, parameter_size=352.000
node194 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.338, backward_compute_time=0.306, activation_size=17661952.000, parameter_size=7744.000
node197 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.359, backward_compute_time=0.389, activation_size=17661952.000, parameter_size=1584.000
node196 -- ReLU() -- forward_compute_time=0.285, backward_compute_time=0.082, activation_size=17661952.000, parameter_size=0.000
node191 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.340, backward_compute_time=0.216, activation_size=17661952.000, parameter_size=352.000
node190 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.324, backward_compute_time=0.345, activation_size=17661952.000, parameter_size=7744.000
node218 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.366, backward_compute_time=0.606, activation_size=17661952.000, parameter_size=0.000
node219 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node609 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.295, backward_compute_time=0.303, activation_size=8830976.000, parameter_size=0.000
node608 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node359 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.342, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=30976.000
node358 -- Conv2d(88, 88, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), groups=88, bias=False) -- forward_compute_time=0.475, backward_compute_time=1.814, activation_size=8830976.000, parameter_size=17248.000
node357 -- ReLU() -- forward_compute_time=0.347, backward_compute_time=0.146, activation_size=35323904.000, parameter_size=0.000
node356 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.347, backward_compute_time=0.183, activation_size=8830976.000, parameter_size=704.000
node355 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.344, backward_compute_time=0.233, activation_size=8830976.000, parameter_size=30976.000
node354 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.379, backward_compute_time=0.430, activation_size=8830976.000, parameter_size=8800.000
node353 -- ReLU() -- forward_compute_time=0.284, backward_compute_time=0.057, activation_size=8830976.000, parameter_size=0.000
node352 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.104, activation_size=8830976.000, parameter_size=704.000
node351 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.443, backward_compute_time=0.315, activation_size=8830976.000, parameter_size=30976.000
node350 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.359, backward_compute_time=1.044, activation_size=8830976.000, parameter_size=8800.000
node839 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.407, backward_compute_time=0.146, activation_size=4415488.000, parameter_size=6336.000
node681 -- ReLU() -- forward_compute_time=0.277, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node680 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.079, activation_size=4415488.000, parameter_size=1408.000
node858 -- ReLU() -- forward_compute_time=0.304, backward_compute_time=0.128, activation_size=26492928.000, parameter_size=0.000
node683 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.310, backward_compute_time=0.238, activation_size=4415488.000, parameter_size=123904.000
node588 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.285, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=3168.000
node589 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.329, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=30976.000
node586 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.320, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
node587 -- ReLU() -- forward_compute_time=0.276, backward_compute_time=0.052, activation_size=8830976.000, parameter_size=0.000
node584 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.299, backward_compute_time=0.229, activation_size=8830976.000, parameter_size=3168.000
node585 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.362, backward_compute_time=0.227, activation_size=8830976.000, parameter_size=30976.000
node582 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.114, activation_size=8830976.000, parameter_size=704.000
node571 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.246, activation_size=8830976.000, parameter_size=704.000
node580 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.361, backward_compute_time=0.424, activation_size=8830976.000, parameter_size=8800.000
node581 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.327, backward_compute_time=0.228, activation_size=8830976.000, parameter_size=30976.000
node524 -- ReLU() -- forward_compute_time=0.270, backward_compute_time=0.054, activation_size=8830976.000, parameter_size=0.000
node570 -- Conv2d(528, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.570, backward_compute_time=0.720, activation_size=8830976.000, parameter_size=185856.000
node48 -- Conv2d(11, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.354, backward_compute_time=0.418, activation_size=17661952.000, parameter_size=484.000
node49 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.149, activation_size=17661952.000, parameter_size=88.000
node46 -- ReLU() -- forward_compute_time=0.283, backward_compute_time=0.182, activation_size=17661952.000, parameter_size=0.000
node47 -- Conv2d(11, 11, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=11, bias=False) -- forward_compute_time=0.330, backward_compute_time=0.879, activation_size=17661952.000, parameter_size=396.000
node44 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.369, backward_compute_time=0.527, activation_size=17661952.000, parameter_size=0.000
node45 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node42 -- BatchNorm2d(11, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.429, backward_compute_time=0.217, activation_size=17661952.000, parameter_size=88.000
node43 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node40 -- Conv2d(11, 11, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=11, bias=False) -- forward_compute_time=1.684, backward_compute_time=1.007, activation_size=17661952.000, parameter_size=1100.000
node41 -- Conv2d(11, 11, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.406, backward_compute_time=0.522, activation_size=17661952.000, parameter_size=484.000
node102 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.324, backward_compute_time=0.212, activation_size=8830976.000, parameter_size=1936.000
node103 -- BatchNorm2d(22, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.205, activation_size=8830976.000, parameter_size=176.000
node100 -- ReLU() -- forward_compute_time=0.279, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node101 -- Conv2d(22, 22, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=22, bias=False) -- forward_compute_time=0.359, backward_compute_time=0.401, activation_size=8830976.000, parameter_size=2200.000
node106 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node107 -- ReLU() -- forward_compute_time=0.276, backward_compute_time=0.055, activation_size=8830976.000, parameter_size=0.000
node104 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node105 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.291, backward_compute_time=0.279, activation_size=8830976.000, parameter_size=0.000
node458 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=52985856.000, parameter_size=0.000
node459 -- ReLU() -- forward_compute_time=0.361, backward_compute_time=0.160, activation_size=35323904.000, parameter_size=0.000
node108 -- Conv2d(22, 22, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=22, bias=False) -- forward_compute_time=0.328, backward_compute_time=0.305, activation_size=8830976.000, parameter_size=792.000
node109 -- Conv2d(22, 22, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.319, backward_compute_time=0.205, activation_size=8830976.000, parameter_size=1936.000
node521 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.348, backward_compute_time=0.424, activation_size=8830976.000, parameter_size=8800.000
node519 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.316, backward_compute_time=0.103, activation_size=8830976.000, parameter_size=704.000
node518 -- Conv2d(528, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.569, backward_compute_time=0.722, activation_size=8830976.000, parameter_size=185856.000
node690 -- Conv2d(528, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.435, backward_compute_time=0.731, activation_size=2207744.000, parameter_size=185856.000
node691 -- __getitem__ -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=52985856.000, parameter_size=0.000
node696 -- ReLU() -- forward_compute_time=0.289, backward_compute_time=0.087, activation_size=17661952.000, parameter_size=0.000
node522 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.314, backward_compute_time=0.233, activation_size=8830976.000, parameter_size=30976.000
node694 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node695 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.106, activation_size=4415488.000, parameter_size=1408.000
node511 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.110, activation_size=8830976.000, parameter_size=704.000
node510 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.334, backward_compute_time=0.231, activation_size=8830976.000, parameter_size=30976.000
node513 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=52985856.000, parameter_size=0.000
node512 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node515 -- Conv2d(528, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.576, backward_compute_time=0.721, activation_size=8830976.000, parameter_size=185856.000
node514 -- ReLU() -- forward_compute_time=0.409, backward_compute_time=0.212, activation_size=52985856.000, parameter_size=0.000
node517 -- ReLU() -- forward_compute_time=0.367, backward_compute_time=0.211, activation_size=52985856.000, parameter_size=0.000
node516 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.262, activation_size=8830976.000, parameter_size=704.000
node833 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.085, activation_size=4415488.000, parameter_size=1408.000
node578 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.315, backward_compute_time=0.097, activation_size=8830976.000, parameter_size=704.000
node914 -- Size(2) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4.000, parameter_size=0.000
node775 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.036, activation_size=4415488.000, parameter_size=0.000
node531 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.096, activation_size=8830976.000, parameter_size=704.000
node777 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.314, backward_compute_time=0.243, activation_size=4415488.000, parameter_size=123904.000
node776 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.302, backward_compute_time=0.290, activation_size=4415488.000, parameter_size=17600.000
node771 -- ReLU() -- forward_compute_time=0.340, backward_compute_time=0.040, activation_size=4415488.000, parameter_size=0.000
node770 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node773 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.315, backward_compute_time=0.243, activation_size=4415488.000, parameter_size=123904.000
node772 -- Conv2d(176, 176, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=176, bias=False) -- forward_compute_time=0.310, backward_compute_time=0.288, activation_size=4415488.000, parameter_size=17600.000
node779 -- ReLU() -- forward_compute_time=0.278, backward_compute_time=0.038, activation_size=4415488.000, parameter_size=0.000
node658 -- Conv2d(176, 176, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.309, backward_compute_time=0.231, activation_size=4415488.000, parameter_size=123904.000
node605 -- Conv2d(88, 88, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=88, bias=False) -- forward_compute_time=0.293, backward_compute_time=0.230, activation_size=8830976.000, parameter_size=3168.000
node177 -- Concat(1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=105971712.000, parameter_size=0.000
node176 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=17661952.000, parameter_size=0.000
node175 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.341, backward_compute_time=0.174, activation_size=17661952.000, parameter_size=352.000
node174 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.331, backward_compute_time=0.299, activation_size=17661952.000, parameter_size=7744.000
node173 -- Conv2d(44, 44, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=44, bias=False) -- forward_compute_time=0.328, backward_compute_time=0.390, activation_size=17661952.000, parameter_size=1584.000
node172 -- ReLU() -- forward_compute_time=0.312, backward_compute_time=0.082, activation_size=17661952.000, parameter_size=0.000
node171 -- BatchNorm2d(44, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.398, backward_compute_time=0.142, activation_size=17661952.000, parameter_size=352.000
node170 -- Conv2d(44, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.348, backward_compute_time=0.298, activation_size=17661952.000, parameter_size=7744.000
node179 -- Conv2d(88, 44, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.363, backward_compute_time=0.725, activation_size=17661952.000, parameter_size=15488.000
node178 -- ReLU() -- forward_compute_time=0.524, backward_compute_time=0.146, activation_size=35323904.000, parameter_size=0.000
node622 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=8830976.000, parameter_size=0.000
node659 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.313, backward_compute_time=0.078, activation_size=4415488.000, parameter_size=1408.000
node604 -- ReLU() -- forward_compute_time=0.337, backward_compute_time=0.053, activation_size=8830976.000, parameter_size=0.000
node902 -- Add -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4415488.000, parameter_size=0.000
node620 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.342, backward_compute_time=0.271, activation_size=8830976.000, parameter_size=30976.000
node903 -- ReLU() -- forward_compute_time=0.292, backward_compute_time=0.035, activation_size=4415488.000, parameter_size=0.000
node627 -- BatchNorm2d(128, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.306, backward_compute_time=0.059, activation_size=1638400.000, parameter_size=1024.000
node900 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.282, backward_compute_time=0.151, activation_size=4415488.000, parameter_size=0.000
node626 -- Conv2d(528, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.387, backward_compute_time=0.376, activation_size=1638400.000, parameter_size=270336.000
node901 -- AvgPool2d(kernel_size=3, stride=1, padding=1) -- forward_compute_time=0.273, backward_compute_time=0.156, activation_size=4415488.000, parameter_size=0.000
node906 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.370, backward_compute_time=0.079, activation_size=4415488.000, parameter_size=1408.000
node607 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.119, activation_size=8830976.000, parameter_size=704.000
node261 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.478, backward_compute_time=0.760, activation_size=17661952.000, parameter_size=4400.000
node907 -- ReLU() -- forward_compute_time=0.282, backward_compute_time=0.037, activation_size=4415488.000, parameter_size=0.000
node542 -- Conv2d(88, 88, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=88, bias=False) -- forward_compute_time=0.366, backward_compute_time=0.425, activation_size=8830976.000, parameter_size=8800.000
node189 -- Conv2d(44, 44, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=44, bias=False) -- forward_compute_time=0.476, backward_compute_time=0.755, activation_size=17661952.000, parameter_size=4400.000
node835 -- Conv2d(176, 176, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=176, bias=False) -- forward_compute_time=0.290, backward_compute_time=0.144, activation_size=4415488.000, parameter_size=6336.000
node543 -- Conv2d(88, 88, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.545, backward_compute_time=0.233, activation_size=8830976.000, parameter_size=30976.000
node673 -- BatchNorm2d(176, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.353, backward_compute_time=0.091, activation_size=4415488.000, parameter_size=1408.000
node540 -- BatchNorm2d(88, eps=0.001, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.329, backward_compute_time=0.095, activation_size=8830976.000, parameter_size=704.000
	node541 -- node542
	node809 -- node810
	node546 -- node547
	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
	node836 -- node837
	node838 -- node839
	node656 -- node657
	node657 -- node658
	node654 -- node675
	node654 -- node677
	node655 -- node664
	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 -- node4
	node3 -- node35
	node3 -- node15
	node2 -- node3
	node5 -- node6
	node4 -- node5
	node7 -- node8
	node6 -- node54
	node6 -- node34
	node6 -- node7
	node6 -- node24
	node611 -- node613
	node616 -- node617
	node617 -- node618
	node614 -- node615
	node615 -- node616
	node319 -- node320
	node99 -- node100
	node98 -- node99
	node251 -- node252
	node749 -- node750
	node91 -- node92
	node90 -- node91
	node93 -- node94
	node92 -- node93
	node95 -- node104
	node94 -- node106
	node94 -- node117
	node97 -- node98
	node96 -- node97
	node429 -- node430
	node428 -- node429
	node139 -- node140
	node138 -- node139
	node814 -- node815
	node815 -- node816
	node816 -- node825
	node817 -- node818
	node133 -- node134
	node132 -- node133
	node131 -- node132
	node130 -- node131
	node137 -- node138
	node136 -- node145
	node135 -- node136
	node134 -- node135
	node831 -- node832
	node743 -- node744
	node745 -- node746
	node728 -- node729
	node729 -- node730
	node726 -- node727
	node727 -- node728
	node724 -- node725
	node725 -- node726
	node722 -- node723
	node723 -- node732
	node720 -- node721
	node721 -- node722
	node812 -- node813
	node813 -- node814
	node837 -- node838
	node876 -- node877
	node877 -- node878
	node630 -- node631
	node834 -- node835
	node860 -- node900
	node860 -- node899
	node860 -- node901
	node860 -- node889
	node860 -- node912
	node860 -- node872
	node860 -- node881
	node872 -- node873
	node873 -- node874
	node409 -- node444
	node409 -- node457
	node409 -- node410
	node409 -- node449
	node408 -- node409
	node911 -- node912
	node263 -- node272
	node262 -- node263
	node188 -- node189
	node260 -- node261
	node267 -- node268
	node266 -- node267
	node265 -- node266
	node264 -- node265
	node182 -- node183
	node183 -- node184
	node183 -- node231
	node183 -- node218
	node183 -- node223
	node180 -- node209
	node180 -- node221
	node180 -- node192
	node180 -- node220
	node180 -- node232
	node180 -- node219
	node180 -- node201
	node181 -- node182
	node186 -- node187
	node187 -- node188
	node184 -- node185
	node185 -- node186
	node618 -- node619
	node619 -- node620
	node348 -- node357
	node348 -- node377
	node348 -- node367
	node349 -- node350
	node344 -- node345
	node345 -- node376
	node345 -- node396
	node345 -- node349
	node345 -- node366
	node346 -- node347
	node347 -- node348
	node340 -- node341
	node341 -- node342
	node342 -- node343
	node342 -- node399
	node343 -- node344
	node878 -- node879
	node879 -- node880
	node869 -- node870
	node868 -- node869
	node874 -- node875
	node861 -- node862
	node440 -- node441
	node863 -- node903
	node863 -- node864
	node863 -- node911
	node863 -- node898
	node862 -- node863
	node865 -- node866
	node864 -- node865
	node867 -- node868
	node866 -- node867
	node59 -- node95
	node59 -- node115
	node59 -- node68
	node59 -- node85
	node58 -- node59
	node689 -- node690
	node55 -- node56
	node54 -- node55
	node57 -- node58
	node56 -- node57
	node56 -- node118
	node51 -- node52
	node50 -- node51
	node53 -- node55
	node52 -- node53
	node506 -- node507
	node281 -- node282
	node504 -- node505
	node406 -- node427
	node406 -- node447
	node406 -- node458
	node406 -- node418
	node406 -- node446
	node406 -- node435
	node406 -- node445
	node469 -- node470
	node468 -- node469
	node500 -- node513
	node280 -- node281
	node465 -- node466
	node464 -- node504
	node464 -- node512
	node464 -- node465
	node464 -- node499
	node467 -- node468
	node466 -- node467
	node461 -- node513
	node461 -- node482
	node461 -- node501
	node461 -- node490
	node461 -- node502
	node461 -- node500
	node461 -- node473
	node460 -- node461
	node463 -- node464
	node462 -- node463
	node919 -- node920
	node669 -- node670
	node668 -- node669
	node667 -- node668
	node666 -- node667
	node665 -- node674
	node664 -- node676
	node664 -- node687
	node663 -- node664
	node662 -- node663
	node661 -- node662
	node660 -- node661
	node487 -- node488
	node486 -- node487
	node485 -- node486
	node484 -- node485
	node483 -- node484
	node446 -- node448
	node481 -- node513
	node480 -- node481
	node538 -- node539
	node489 -- node498
	node488 -- node489
	node289 -- node290
	node505 -- node506
	node288 -- node289
	node502 -- node503
	node851 -- node852
	node652 -- node653
	node535 -- node536
	node503 -- node513
	node762 -- node763
	node763 -- node764
	node760 -- node761
	node534 -- node535
	node766 -- node767
	node767 -- node768
	node764 -- node765
	node765 -- node766
	node533 -- node534
	node768 -- node769
	node501 -- node503
	node532 -- node533
	node164 -- node177
	node165 -- node167
	node166 -- node167
	node167 -- node177
	node160 -- node161
	node161 -- node162
	node162 -- node177
	node163 -- node164
	node530 -- node531
	node168 -- node169
	node169 -- node170
	node362 -- node363
	node508 -- node509
	node871 -- node880
	node509 -- node510
	node363 -- node364
	node717 -- node718
	node716 -- node717
	node556 -- node558
	node714 -- node715
	node713 -- node714
	node712 -- node713
	node711 -- node712
	node697 -- node698
	node719 -- node720
	node718 -- node719
	node875 -- node876
	node579 -- node580
	node300 -- node301
	node301 -- node310
	node302 -- node303
	node303 -- node304
	node304 -- node305
	node305 -- node306
	node306 -- node307
	node307 -- node308
	node308 -- node309
	node309 -- node310
	node917 -- node918
	node653 -- node654
	node916 -- node917
	node650 -- node651
	node904 -- node905
	node651 -- node652
	node830 -- node831
	node910 -- node911
	node555 -- node568
	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
	node222 -- node232
	node828 -- node829
	node553 -- node568
	node552 -- node553
	node482 -- node483
	node623 -- node632
	node623 -- node624
	node623 -- node688
	node388 -- node389
	node548 -- node549
	node549 -- node550
	node238 -- node286
	node238 -- node239
	node238 -- node273
	node238 -- node278
	node239 -- node240
	node625 -- node626
	node389 -- node390
	node234 -- node235
	node235 -- node247
	node235 -- node264
	node235 -- node276
	node235 -- node275
	node235 -- node287
	node235 -- node274
	node235 -- node256
	node236 -- node237
	node237 -- node238
	node230 -- node231
	node231 -- node232
	node232 -- node288
	node232 -- node236
	node233 -- node234
	node193 -- node194
	node905 -- node906
	node192 -- node193
	node701 -- node702
	node853 -- node854
	node698 -- node699
	node698 -- node746
	node698 -- node738
	node698 -- node733
	node380 -- node381
	node382 -- node383
	node436 -- node437
	node437 -- node438
	node434 -- node443
	node383 -- node384
	node432 -- node433
	node433 -- node434
	node430 -- node431
	node431 -- node432
	node384 -- node385
	node699 -- node700
	node825 -- node857
	node438 -- node439
	node385 -- node398
	node128 -- node129
	node128 -- node168
	node128 -- node176
	node128 -- node163
	node129 -- node130
	node283 -- node284
	node282 -- node283
	node285 -- node286
	node284 -- node285
	node287 -- node291
	node287 -- node346
	node286 -- node287
	node120 -- node124
	node121 -- node122
	node122 -- node123
	node123 -- node124
	node124 -- node125
	node125 -- node137
	node125 -- node146
	node125 -- node166
	node125 -- node165
	node125 -- node164
	node125 -- node154
	node125 -- node177
	node126 -- node127
	node127 -- node128
	node606 -- node607
	node601 -- node602
	node824 -- node825
	node600 -- node601
	node603 -- node604
	node602 -- node603
	node827 -- node828
	node759 -- node760
	node758 -- node759
	node368 -- node369
	node753 -- node801
	node753 -- node788
	node753 -- node754
	node753 -- node793
	node752 -- node753
	node751 -- node752
	node369 -- node370
	node757 -- node758
	node756 -- node757
	node755 -- node756
	node754 -- node755
	node641 -- node642
	node761 -- node770
	node550 -- node551
	node750 -- node790
	node750 -- node771
	node750 -- node789
	node750 -- node762
	node750 -- node802
	node750 -- node791
	node750 -- node779
	node821 -- node822
	node715 -- node747
	node769 -- node770
	node416 -- node417
	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
	node371 -- node372
	node370 -- node371
	node373 -- node374
	node372 -- node373
	node375 -- node387
	node375 -- node398
	node374 -- node375
	node377 -- node378
	node376 -- node385
	node854 -- node855
	node855 -- node856
	node856 -- node857
	node822 -- node823
	node857 -- node861
	node850 -- node851
	node583 -- node584
	node68 -- node69
	node69 -- node70
	node852 -- node853
	node621 -- node622
	node60 -- node63
	node60 -- node61
	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 -- node622
	node574 -- node609
	node574 -- node614
	node472 -- node481
	node473 -- node474
	node470 -- node471
	node471 -- node472
	node476 -- node477
	node477 -- node478
	node474 -- node475
	node475 -- node476
	node908 -- node909
	node909 -- node910
	node678 -- node679
	node679 -- node680
	node435 -- node436
	node674 -- node687
	node675 -- node676
	node676 -- node687
	node677 -- node678
	node670 -- node671
	node671 -- node672
	node672 -- node673
	node447 -- node448
	node494 -- node495
	node495 -- node496
	node496 -- node497
	node497 -- node498
	node490 -- node491
	node491 -- node492
	node492 -- node493
	node493 -- node494
	node498 -- node513
	node499 -- node500
	node525 -- node526
	node889 -- node890
	node888 -- node897
	node823 -- node824
	node883 -- node884
	node882 -- node883
	node881 -- node882
	node880 -- node912
	node887 -- node888
	node886 -- node887
	node885 -- node886
	node884 -- node885
	node810 -- node811
	node849 -- node850
	node915 -- node917
	node799 -- node800
	node798 -- node799
	node797 -- node798
	node796 -- node797
	node795 -- node796
	node794 -- node795
	node793 -- node794
	node792 -- node802
	node791 -- node792
	node790 -- node792
	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
	node402 -- node403
	node401 -- node405
	node400 -- node401
	node450 -- node451
	node451 -- node452
	node778 -- node787
	node452 -- node453
	node421 -- node422
	node453 -- node454
	node420 -- node421
	node454 -- node455
	node423 -- node424
	node847 -- node857
	node455 -- node456
	node422 -- node423
	node456 -- node457
	node536 -- node568
	node425 -- node426
	node457 -- node458
	node624 -- node625
	node424 -- node425
	node704 -- node705
	node705 -- node706
	node706 -- node715
	node707 -- node708
	node700 -- node701
	node427 -- node428
	node702 -- node703
	node703 -- node704
	node426 -- node458
	node708 -- node709
	node709 -- node710
	node785 -- node786
	node811 -- node812
	node832 -- node833
	node339 -- node340
	node338 -- node339
	node335 -- node336
	node334 -- node335
	node337 -- node338
	node336 -- node337
	node331 -- node332
	node330 -- node332
	node333 -- node334
	node332 -- node342
	node635 -- node636
	node692 -- node693
	node786 -- node787
	node693 -- node694
	node526 -- node527
	node544 -- node553
	node820 -- node821
	node28 -- node29
	node29 -- node30
	node629 -- node630
	node24 -- node33
	node25 -- node26
	node26 -- node27
	node27 -- node28
	node20 -- node21
	node21 -- node22
	node22 -- node23
	node23 -- node44
	node23 -- node46
	node913 -- node915
	node913 -- node914
	node913 -- node916
	node527 -- node536
	node545 -- node546
	node209 -- node210
	node208 -- node217
	node632 -- node633
	node633 -- node634
	node634 -- node655
	node634 -- node638
	node634 -- node685
	node634 -- node665
	node628 -- node629
	node636 -- node637
	node637 -- node646
	node637 -- node666
	node637 -- node656
	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 -- node847
	node844 -- node857
	node843 -- node844
	node842 -- node857
	node841 -- node842
	node840 -- node841
	node819 -- node820
	node115 -- node116
	node114 -- node116
	node117 -- node126
	node117 -- node178
	node116 -- node117
	node111 -- node112
	node110 -- node111
	node113 -- node114
	node112 -- node113
	node449 -- node450
	node448 -- node458
	node119 -- node120
	node118 -- node119
	node118 -- node121
	node685 -- node686
	node684 -- node686
	node687 -- node696
	node687 -- node748
	node686 -- node687
	node528 -- node529
	node529 -- node530
	node298 -- node299
	node299 -- node300
	node296 -- node297
	node297 -- node298
	node294 -- node295
	node295 -- node296
	node292 -- node293
	node293 -- node333
	node293 -- node294
	node293 -- node341
	node293 -- node328
	node290 -- node330
	node290 -- node319
	node290 -- node329
	node290 -- node342
	node290 -- node302
	node290 -- node331
	node290 -- node311
	node291 -- node292
	node612 -- node613
	node631 -- node919
	node631 -- node920
	node710 -- node711
	node523 -- node524
	node640 -- node641
	node818 -- node819
	node643 -- node644
	node439 -- node440
	node642 -- node643
	node645 -- node654
	node644 -- node645
	node748 -- node749
	node638 -- node639
	node647 -- node648
	node639 -- node640
	node740 -- node741
	node741 -- node742
	node742 -- node743
	node646 -- node647
	node744 -- node745
	node610 -- node623
	node746 -- node747
	node747 -- node803
	node747 -- node751
	node386 -- node387
	node688 -- node691
	node688 -- node689
	node920 -- node921
	node387 -- node398
	node407 -- node408
	node774 -- node775
	node366 -- node375
	node367 -- node368
	node364 -- node365
	node365 -- node386
	node365 -- node388
	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
	node77 -- node78
	node76 -- node77
	node75 -- node84
	node74 -- node75
	node73 -- node74
	node72 -- node73
	node71 -- node72
	node70 -- node71
	node79 -- node80
	node78 -- node79
	node560 -- node561
	node561 -- node562
	node562 -- node563
	node563 -- node564
	node564 -- node565
	node565 -- node566
	node566 -- node567
	node567 -- node568
	node568 -- node572
	node568 -- node635
	node569 -- node570
	node848 -- node849
	node649 -- node650
	node648 -- node649
	node399 -- node400
	node399 -- node402
	node398 -- node407
	node398 -- node459
	node846 -- node847
	node393 -- node394
	node392 -- node393
	node391 -- node392
	node390 -- node391
	node397 -- node398
	node396 -- node397
	node395 -- node397
	node394 -- node395
	node898 -- node899
	node899 -- node912
	node890 -- node891
	node891 -- node892
	node892 -- node893
	node893 -- node894
	node894 -- node895
	node895 -- node896
	node896 -- node897
	node897 -- node912
	node88 -- node89
	node89 -- node90
	node788 -- node789
	node789 -- node802
	node82 -- node83
	node83 -- node84
	node80 -- node81
	node81 -- node82
	node86 -- node87
	node87 -- node88
	node84 -- node105
	node84 -- node107
	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
	node269 -- node270
	node787 -- node802
	node780 -- node781
	node781 -- node782
	node782 -- node783
	node870 -- node871
	node783 -- node784
	node808 -- node856
	node808 -- node809
	node808 -- node848
	node808 -- node843
	node802 -- node806
	node802 -- node858
	node682 -- node683
	node731 -- node732
	node539 -- node540
	node733 -- node734
	node732 -- node747
	node735 -- node737
	node734 -- node747
	node737 -- node747
	node736 -- node737
	node739 -- node740
	node738 -- node739
	node806 -- node807
	node443 -- node458
	node807 -- node808
	node805 -- node846
	node805 -- node845
	node805 -- node844
	node805 -- node857
	node805 -- node826
	node805 -- node834
	node805 -- node817
	node442 -- node443
	node804 -- node805
	node441 -- node442
	node414 -- node415
	node328 -- node329
	node329 -- node342
	node415 -- node416
	node322 -- node323
	node323 -- node324
	node320 -- node321
	node321 -- node322
	node326 -- node327
	node327 -- node342
	node324 -- node325
	node325 -- node326
	node417 -- node426
	node445 -- node458
	node410 -- node411
	node444 -- node445
	node537 -- node538
	node411 -- node412
	node551 -- node552
	node412 -- node413
	node413 -- node414
	node39 -- node40
	node38 -- node39
	node33 -- node45
	node33 -- node56
	node32 -- node33
	node31 -- node32
	node30 -- node31
	node37 -- node38
	node36 -- node37
	node35 -- node36
	node34 -- node43
	node216 -- node217
	node217 -- node232
	node214 -- node215
	node215 -- node216
	node199 -- node200
	node213 -- node214
	node210 -- node211
	node211 -- node212
	node195 -- node196
	node194 -- node195
	node197 -- node198
	node196 -- node197
	node191 -- node200
	node190 -- node191
	node218 -- node219
	node219 -- node232
	node609 -- node610
	node608 -- node623
	node359 -- node360
	node358 -- node359
	node357 -- node358
	node356 -- node365
	node355 -- node356
	node354 -- node355
	node353 -- node354
	node352 -- node353
	node351 -- node352
	node350 -- node351
	node839 -- node840
	node681 -- node682
	node680 -- node681
	node858 -- node859
	node683 -- node684
	node588 -- node589
	node589 -- node590
	node586 -- node587
	node587 -- node588
	node584 -- node585
	node585 -- node586
	node582 -- node591
	node571 -- node623
	node571 -- node592
	node571 -- node612
	node571 -- node611
	node571 -- node583
	node571 -- node610
	node571 -- node600
	node580 -- node581
	node581 -- node582
	node524 -- node525
	node570 -- node571
	node48 -- node49
	node49 -- node50
	node46 -- node47
	node47 -- node48
	node44 -- node45
	node45 -- node56
	node42 -- node43
	node43 -- node56
	node40 -- node41
	node41 -- node42
	node102 -- node103
	node103 -- node104
	node100 -- node101
	node101 -- node102
	node106 -- node117
	node107 -- node108
	node104 -- node117
	node105 -- node106
	node458 -- node462
	node458 -- node514
	node459 -- node460
	node108 -- node109
	node109 -- node110
	node521 -- node522
	node519 -- node559
	node519 -- node567
	node519 -- node520
	node519 -- node554
	node518 -- node519
	node690 -- node694
	node691 -- node692
	node696 -- node697
	node522 -- node523
	node694 -- node695
	node695 -- node724
	node695 -- node735
	node695 -- node707
	node695 -- node747
	node695 -- node736
	node695 -- node734
	node695 -- node716
	node511 -- node512
	node510 -- node511
	node513 -- node517
	node513 -- node569
	node512 -- node513
	node515 -- node516
	node514 -- node515
	node517 -- node518
	node516 -- node528
	node516 -- node537
	node516 -- node568
	node516 -- node555
	node516 -- node545
	node516 -- node556
	node516 -- node557
	node833 -- node842
	node578 -- node579
	node775 -- node776
	node531 -- node532
	node777 -- node778
	node776 -- node777
	node771 -- node772
	node770 -- node802
	node773 -- node774
	node772 -- node773
	node779 -- node780
	node658 -- node659
	node605 -- node606
	node177 -- node233
	node177 -- node181
	node176 -- node177
	node175 -- node176
	node174 -- node175
	node173 -- node174
	node172 -- node173
	node171 -- node172
	node170 -- node171
	node179 -- node180
	node178 -- node179
	node622 -- node623
	node659 -- node660
	node604 -- node605
	node902 -- node912
	node620 -- node621
	node903 -- node904
	node627 -- node628
	node900 -- node902
	node626 -- node627
	node901 -- node902
	node906 -- node907
	node607 -- node608
	node261 -- node262
	node907 -- node908
	node542 -- node543
	node189 -- node190
	node835 -- node836
	node543 -- node544
	node673 -- node674
	node540 -- node541