node313 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.393, backward_compute_time=0.175, activation_size=25690112.000, parameter_size=4096.000 node312 -- Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.717, backward_compute_time=2.566, activation_size=25690112.000, parameter_size=2097152.000 node258 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.782, backward_compute_time=1.316, activation_size=51380224.000, parameter_size=1048576.000 node259 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.483, backward_compute_time=0.288, activation_size=51380224.000, parameter_size=8192.000 node317 -- ReLU(inplace) -- forward_compute_time=1.098, backward_compute_time=0.054, activation_size=6422528.000, parameter_size=0.000 node316 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.156, backward_compute_time=0.078, activation_size=6422528.000, parameter_size=4096.000 node315 -- Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) -- forward_compute_time=2.586, backward_compute_time=3.263, activation_size=6422528.000, parameter_size=9437184.000 node314 -- ReLU(inplace) -- forward_compute_time=0.288, backward_compute_time=0.116, activation_size=25690112.000, parameter_size=0.000 node252 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.934, backward_compute_time=1.265, activation_size=12845056.000, parameter_size=1048576.000 node253 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.376, backward_compute_time=0.111, activation_size=12845056.000, parameter_size=2048.000 node250 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node318 -- Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.140, backward_compute_time=1.341, activation_size=25690112.000, parameter_size=4194304.000 node256 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.342, backward_compute_time=0.115, activation_size=12845056.000, parameter_size=2048.000 node257 -- ReLU(inplace) -- forward_compute_time=0.276, backward_compute_time=0.077, activation_size=12845056.000, parameter_size=0.000 node254 -- ReLU(inplace) -- forward_compute_time=0.266, backward_compute_time=0.078, activation_size=12845056.000, parameter_size=0.000 node255 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.796, backward_compute_time=1.124, activation_size=12845056.000, parameter_size=2359296.000 node268 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.792, backward_compute_time=1.273, activation_size=51380224.000, parameter_size=1048576.000 node229 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.492, backward_compute_time=0.286, activation_size=51380224.000, parameter_size=8192.000 node228 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.773, backward_compute_time=1.283, activation_size=51380224.000, parameter_size=1048576.000 node227 -- ReLU(inplace) -- forward_compute_time=0.263, backward_compute_time=0.161, activation_size=12845056.000, parameter_size=0.000 node226 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.354, backward_compute_time=0.129, activation_size=12845056.000, parameter_size=2048.000 node225 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.846, backward_compute_time=1.180, activation_size=12845056.000, parameter_size=2359296.000 node224 -- ReLU(inplace) -- forward_compute_time=0.279, backward_compute_time=0.071, activation_size=12845056.000, parameter_size=0.000 node223 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.401, backward_compute_time=0.116, activation_size=12845056.000, parameter_size=2048.000 node311 -- ReLU(inplace) -- forward_compute_time=0.476, backward_compute_time=0.372, activation_size=51380224.000, parameter_size=0.000 node221 -- ReLU(inplace) -- forward_compute_time=0.487, backward_compute_time=0.373, activation_size=51380224.000, parameter_size=0.000 node220 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node9 -- Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=1.503, backward_compute_time=2.637, activation_size=51380224.000, parameter_size=147456.000 node8 -- ReLU(inplace) -- forward_compute_time=0.349, backward_compute_time=0.201, activation_size=51380224.000, parameter_size=0.000 node310 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node1 -- Input -- forward_compute_time=10.417, backward_compute_time=0.000, activation_size=38535168.000, parameter_size=0.000 node3 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.189, backward_compute_time=1.189, activation_size=205520896.000, parameter_size=512.000 node2 -- Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False) -- forward_compute_time=6.396, backward_compute_time=2.341, activation_size=205520896.000, parameter_size=37632.000 node5 -- MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) -- forward_compute_time=0.775, backward_compute_time=1.258, activation_size=51380224.000, parameter_size=0.000 node4 -- ReLU(inplace) -- forward_compute_time=0.795, backward_compute_time=0.710, activation_size=205520896.000, parameter_size=0.000 node7 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.461, backward_compute_time=0.374, activation_size=51380224.000, parameter_size=512.000 node6 -- Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.755, backward_compute_time=1.065, activation_size=51380224.000, parameter_size=16384.000 node319 -- BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.438, backward_compute_time=0.176, activation_size=25690112.000, parameter_size=16384.000 node99 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.484, backward_compute_time=0.287, activation_size=51380224.000, parameter_size=8192.000 node98 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.773, backward_compute_time=1.280, activation_size=51380224.000, parameter_size=1048576.000 node251 -- ReLU(inplace) -- forward_compute_time=0.477, backward_compute_time=0.375, activation_size=51380224.000, parameter_size=0.000 node91 -- ReLU(inplace) -- forward_compute_time=0.475, backward_compute_time=0.359, activation_size=51380224.000, parameter_size=0.000 node90 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node93 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.322, backward_compute_time=0.160, activation_size=12845056.000, parameter_size=2048.000 node92 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.072, backward_compute_time=1.201, activation_size=12845056.000, parameter_size=1048576.000 node95 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.918, backward_compute_time=1.128, activation_size=12845056.000, parameter_size=2359296.000 node94 -- ReLU(inplace) -- forward_compute_time=0.265, backward_compute_time=0.071, activation_size=12845056.000, parameter_size=0.000 node97 -- ReLU(inplace) -- forward_compute_time=0.255, backward_compute_time=0.068, activation_size=12845056.000, parameter_size=0.000 node96 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.319, backward_compute_time=0.113, activation_size=12845056.000, parameter_size=2048.000 node139 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.475, backward_compute_time=0.289, activation_size=51380224.000, parameter_size=8192.000 node138 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.770, backward_compute_time=1.310, activation_size=51380224.000, parameter_size=1048576.000 node133 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.375, backward_compute_time=0.174, activation_size=12845056.000, parameter_size=2048.000 node132 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.002, backward_compute_time=1.204, activation_size=12845056.000, parameter_size=1048576.000 node131 -- ReLU(inplace) -- forward_compute_time=0.478, backward_compute_time=0.374, activation_size=51380224.000, parameter_size=0.000 node130 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node137 -- ReLU(inplace) -- forward_compute_time=0.256, backward_compute_time=0.072, activation_size=12845056.000, parameter_size=0.000 node136 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.121, activation_size=12845056.000, parameter_size=2048.000 node135 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.835, backward_compute_time=1.134, activation_size=12845056.000, parameter_size=2359296.000 node134 -- ReLU(inplace) -- forward_compute_time=0.315, backward_compute_time=0.076, activation_size=12845056.000, parameter_size=0.000 node263 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.344, backward_compute_time=0.175, activation_size=12845056.000, parameter_size=2048.000 node262 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.949, backward_compute_time=1.217, activation_size=12845056.000, parameter_size=1048576.000 node188 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.804, backward_compute_time=1.274, activation_size=51380224.000, parameter_size=1048576.000 node260 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node267 -- ReLU(inplace) -- forward_compute_time=0.312, backward_compute_time=0.072, activation_size=12845056.000, parameter_size=0.000 node266 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.127, activation_size=12845056.000, parameter_size=2048.000 node265 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.801, backward_compute_time=1.136, activation_size=12845056.000, parameter_size=2359296.000 node264 -- ReLU(inplace) -- forward_compute_time=0.275, backward_compute_time=0.118, activation_size=12845056.000, parameter_size=0.000 node182 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.982, backward_compute_time=1.206, activation_size=12845056.000, parameter_size=1048576.000 node183 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.389, backward_compute_time=0.120, activation_size=12845056.000, parameter_size=2048.000 node180 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node181 -- ReLU(inplace) -- forward_compute_time=0.491, backward_compute_time=0.371, activation_size=51380224.000, parameter_size=0.000 node186 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.368, backward_compute_time=0.166, activation_size=12845056.000, parameter_size=2048.000 node187 -- ReLU(inplace) -- forward_compute_time=0.266, backward_compute_time=0.071, activation_size=12845056.000, parameter_size=0.000 node184 -- ReLU(inplace) -- forward_compute_time=0.266, backward_compute_time=0.074, activation_size=12845056.000, parameter_size=0.000 node185 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.813, backward_compute_time=1.130, activation_size=12845056.000, parameter_size=2359296.000 node344 -- AvgPool2d(kernel_size=7, stride=1, padding=0) -- forward_compute_time=0.407, backward_compute_time=0.383, activation_size=524288.000, parameter_size=0.000 node345 -- Size(0) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=4.000, parameter_size=0.000 node346 -- View(-1) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=524288.000, parameter_size=0.000 node347 -- Linear(in_features=2048, out_features=1000, bias=True) -- forward_compute_time=0.406, backward_compute_time=0.126, activation_size=256000.000, parameter_size=8196000.000 node340 -- Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.888, backward_compute_time=1.670, activation_size=25690112.000, parameter_size=4194304.000 node341 -- BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.362, backward_compute_time=0.177, activation_size=25690112.000, parameter_size=16384.000 node342 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25690112.000, parameter_size=0.000 node343 -- ReLU(inplace) -- forward_compute_time=0.317, backward_compute_time=0.122, activation_size=25690112.000, parameter_size=0.000 node59 -- ReLU(inplace) -- forward_compute_time=0.797, backward_compute_time=0.781, activation_size=102760448.000, parameter_size=0.000 node58 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=102760448.000, parameter_size=0.000 node55 -- ReLU(inplace) -- forward_compute_time=0.278, backward_compute_time=0.114, activation_size=25690112.000, parameter_size=0.000 node54 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.349, backward_compute_time=0.175, activation_size=25690112.000, parameter_size=1024.000 node57 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.629, backward_compute_time=0.542, activation_size=102760448.000, parameter_size=4096.000 node56 -- Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.783, backward_compute_time=1.442, activation_size=102760448.000, parameter_size=262144.000 node51 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.352, backward_compute_time=0.176, activation_size=25690112.000, parameter_size=1024.000 node50 -- Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.978, backward_compute_time=1.297, activation_size=25690112.000, parameter_size=262144.000 node53 -- Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=1.004, backward_compute_time=1.189, activation_size=25690112.000, parameter_size=589824.000 node52 -- ReLU(inplace) -- forward_compute_time=0.282, backward_compute_time=0.115, activation_size=25690112.000, parameter_size=0.000 node281 -- ReLU(inplace) -- forward_compute_time=0.485, backward_compute_time=0.399, activation_size=51380224.000, parameter_size=0.000 node280 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node289 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.483, backward_compute_time=0.309, activation_size=51380224.000, parameter_size=8192.000 node288 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.780, backward_compute_time=1.309, activation_size=51380224.000, parameter_size=1048576.000 node164 -- ReLU(inplace) -- forward_compute_time=0.271, backward_compute_time=0.117, activation_size=12845056.000, parameter_size=0.000 node165 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.796, backward_compute_time=1.126, activation_size=12845056.000, parameter_size=2359296.000 node166 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.395, backward_compute_time=0.125, activation_size=12845056.000, parameter_size=2048.000 node167 -- ReLU(inplace) -- forward_compute_time=0.278, backward_compute_time=0.071, activation_size=12845056.000, parameter_size=0.000 node160 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node161 -- ReLU(inplace) -- forward_compute_time=0.484, backward_compute_time=0.417, activation_size=51380224.000, parameter_size=0.000 node162 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.938, backward_compute_time=1.205, activation_size=12845056.000, parameter_size=1048576.000 node163 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.330, backward_compute_time=0.118, activation_size=12845056.000, parameter_size=2048.000 node168 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.796, backward_compute_time=1.327, activation_size=51380224.000, parameter_size=1048576.000 node169 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.496, backward_compute_time=0.295, activation_size=51380224.000, parameter_size=8192.000 node300 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node301 -- ReLU(inplace) -- forward_compute_time=0.507, backward_compute_time=0.373, activation_size=51380224.000, parameter_size=0.000 node302 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.964, backward_compute_time=1.380, activation_size=12845056.000, parameter_size=1048576.000 node303 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.392, backward_compute_time=0.112, activation_size=12845056.000, parameter_size=2048.000 node304 -- ReLU(inplace) -- forward_compute_time=0.267, backward_compute_time=0.070, activation_size=12845056.000, parameter_size=0.000 node305 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=1.789, backward_compute_time=1.407, activation_size=12845056.000, parameter_size=2359296.000 node306 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.321, backward_compute_time=0.118, activation_size=12845056.000, parameter_size=2048.000 node307 -- ReLU(inplace) -- forward_compute_time=0.275, backward_compute_time=0.117, activation_size=12845056.000, parameter_size=0.000 node308 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.831, backward_compute_time=1.500, activation_size=51380224.000, parameter_size=1048576.000 node309 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.477, backward_compute_time=0.288, activation_size=51380224.000, parameter_size=8192.000 node212 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.928, backward_compute_time=1.208, activation_size=12845056.000, parameter_size=1048576.000 node198 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.776, backward_compute_time=1.275, activation_size=51380224.000, parameter_size=1048576.000 node11 -- ReLU(inplace) -- forward_compute_time=0.381, backward_compute_time=0.199, activation_size=51380224.000, parameter_size=0.000 node10 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.473, backward_compute_time=0.316, activation_size=51380224.000, parameter_size=512.000 node13 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.022, backward_compute_time=1.122, activation_size=205520896.000, parameter_size=2048.000 node12 -- Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.051, backward_compute_time=1.672, activation_size=205520896.000, parameter_size=65536.000 node15 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.096, backward_compute_time=1.130, activation_size=205520896.000, parameter_size=2048.000 node14 -- Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.900, backward_compute_time=1.703, activation_size=205520896.000, parameter_size=65536.000 node17 -- ReLU(inplace) -- forward_compute_time=1.433, backward_compute_time=1.443, activation_size=205520896.000, parameter_size=0.000 node16 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=205520896.000, parameter_size=0.000 node19 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.521, backward_compute_time=0.315, activation_size=51380224.000, parameter_size=512.000 node18 -- Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.981, backward_compute_time=2.119, activation_size=51380224.000, parameter_size=65536.000 node222 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.941, backward_compute_time=1.207, activation_size=12845056.000, parameter_size=1048576.000 node238 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.778, backward_compute_time=1.271, activation_size=51380224.000, parameter_size=1048576.000 node239 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.477, backward_compute_time=0.284, activation_size=51380224.000, parameter_size=8192.000 node234 -- ReLU(inplace) -- forward_compute_time=0.294, backward_compute_time=0.068, activation_size=12845056.000, parameter_size=0.000 node235 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.854, backward_compute_time=1.125, activation_size=12845056.000, parameter_size=2359296.000 node236 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.208, activation_size=12845056.000, parameter_size=2048.000 node237 -- ReLU(inplace) -- forward_compute_time=0.267, backward_compute_time=0.068, activation_size=12845056.000, parameter_size=0.000 node230 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node231 -- ReLU(inplace) -- forward_compute_time=0.548, backward_compute_time=0.373, activation_size=51380224.000, parameter_size=0.000 node232 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.969, backward_compute_time=1.198, activation_size=12845056.000, parameter_size=1048576.000 node233 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.361, backward_compute_time=0.111, activation_size=12845056.000, parameter_size=2048.000 node193 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.402, backward_compute_time=0.112, activation_size=12845056.000, parameter_size=2048.000 node192 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.968, backward_compute_time=1.213, activation_size=12845056.000, parameter_size=1048576.000 node128 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.814, backward_compute_time=1.330, activation_size=51380224.000, parameter_size=1048576.000 node129 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.479, backward_compute_time=0.313, activation_size=51380224.000, parameter_size=8192.000 node283 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.346, backward_compute_time=0.114, activation_size=12845056.000, parameter_size=2048.000 node282 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.947, backward_compute_time=1.208, activation_size=12845056.000, parameter_size=1048576.000 node285 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.823, backward_compute_time=1.168, activation_size=12845056.000, parameter_size=2359296.000 node284 -- ReLU(inplace) -- forward_compute_time=0.273, backward_compute_time=0.073, activation_size=12845056.000, parameter_size=0.000 node287 -- ReLU(inplace) -- forward_compute_time=0.265, backward_compute_time=0.074, activation_size=12845056.000, parameter_size=0.000 node286 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.409, backward_compute_time=0.118, activation_size=12845056.000, parameter_size=2048.000 node120 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node121 -- ReLU(inplace) -- forward_compute_time=0.478, backward_compute_time=0.368, activation_size=51380224.000, parameter_size=0.000 node122 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.938, backward_compute_time=1.218, activation_size=12845056.000, parameter_size=1048576.000 node123 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.116, activation_size=12845056.000, parameter_size=2048.000 node124 -- ReLU(inplace) -- forward_compute_time=0.267, backward_compute_time=0.069, activation_size=12845056.000, parameter_size=0.000 node125 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.808, backward_compute_time=1.132, activation_size=12845056.000, parameter_size=2359296.000 node126 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.323, backward_compute_time=0.125, activation_size=12845056.000, parameter_size=2048.000 node127 -- ReLU(inplace) -- forward_compute_time=0.277, backward_compute_time=0.078, activation_size=12845056.000, parameter_size=0.000 node270 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node271 -- ReLU(inplace) -- forward_compute_time=0.534, backward_compute_time=0.371, activation_size=51380224.000, parameter_size=0.000 node272 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.945, backward_compute_time=1.248, activation_size=12845056.000, parameter_size=1048576.000 node273 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.443, backward_compute_time=0.118, activation_size=12845056.000, parameter_size=2048.000 node274 -- ReLU(inplace) -- forward_compute_time=0.371, backward_compute_time=0.075, activation_size=12845056.000, parameter_size=0.000 node275 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.819, backward_compute_time=1.130, activation_size=12845056.000, parameter_size=2359296.000 node276 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.352, backward_compute_time=0.120, activation_size=12845056.000, parameter_size=2048.000 node277 -- ReLU(inplace) -- forward_compute_time=0.270, backward_compute_time=0.074, activation_size=12845056.000, parameter_size=0.000 node278 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.827, backward_compute_time=1.283, activation_size=51380224.000, parameter_size=1048576.000 node279 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.486, backward_compute_time=0.289, activation_size=51380224.000, parameter_size=8192.000 node68 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=102760448.000, parameter_size=0.000 node69 -- ReLU(inplace) -- forward_compute_time=0.797, backward_compute_time=0.742, activation_size=102760448.000, parameter_size=0.000 node60 -- Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.873, backward_compute_time=1.297, activation_size=25690112.000, parameter_size=262144.000 node61 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.365, backward_compute_time=0.178, activation_size=25690112.000, parameter_size=1024.000 node62 -- ReLU(inplace) -- forward_compute_time=0.311, backward_compute_time=0.116, activation_size=25690112.000, parameter_size=0.000 node63 -- Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.889, backward_compute_time=1.188, activation_size=25690112.000, parameter_size=589824.000 node64 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.394, backward_compute_time=0.179, activation_size=25690112.000, parameter_size=1024.000 node65 -- ReLU(inplace) -- forward_compute_time=0.313, backward_compute_time=0.115, activation_size=25690112.000, parameter_size=0.000 node66 -- Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.825, backward_compute_time=1.441, activation_size=102760448.000, parameter_size=262144.000 node67 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.643, backward_compute_time=0.545, activation_size=102760448.000, parameter_size=4096.000 node151 -- ReLU(inplace) -- forward_compute_time=0.493, backward_compute_time=0.364, activation_size=51380224.000, parameter_size=0.000 node150 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node153 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.124, activation_size=12845056.000, parameter_size=2048.000 node152 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.974, backward_compute_time=1.203, activation_size=12845056.000, parameter_size=1048576.000 node155 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.812, backward_compute_time=1.136, activation_size=12845056.000, parameter_size=2359296.000 node154 -- ReLU(inplace) -- forward_compute_time=0.265, backward_compute_time=0.070, activation_size=12845056.000, parameter_size=0.000 node157 -- ReLU(inplace) -- forward_compute_time=0.260, backward_compute_time=0.073, activation_size=12845056.000, parameter_size=0.000 node156 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.120, activation_size=12845056.000, parameter_size=2048.000 node159 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.482, backward_compute_time=0.287, activation_size=51380224.000, parameter_size=8192.000 node158 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.774, backward_compute_time=1.273, activation_size=51380224.000, parameter_size=1048576.000 node339 -- ReLU(inplace) -- forward_compute_time=0.264, backward_compute_time=0.051, activation_size=6422528.000, parameter_size=0.000 node338 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.310, backward_compute_time=0.080, activation_size=6422528.000, parameter_size=4096.000 node335 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.313, backward_compute_time=0.079, activation_size=6422528.000, parameter_size=4096.000 node334 -- Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.839, backward_compute_time=2.618, activation_size=6422528.000, parameter_size=4194304.000 node337 -- Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.810, backward_compute_time=2.782, activation_size=6422528.000, parameter_size=9437184.000 node336 -- ReLU(inplace) -- forward_compute_time=0.264, backward_compute_time=0.049, activation_size=6422528.000, parameter_size=0.000 node331 -- BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.381, backward_compute_time=0.164, activation_size=25690112.000, parameter_size=16384.000 node330 -- Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.891, backward_compute_time=1.270, activation_size=25690112.000, parameter_size=4194304.000 node333 -- ReLU(inplace) -- forward_compute_time=0.342, backward_compute_time=0.213, activation_size=25690112.000, parameter_size=0.000 node332 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25690112.000, parameter_size=0.000 node28 -- Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.772, backward_compute_time=2.431, activation_size=51380224.000, parameter_size=65536.000 node29 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.441, backward_compute_time=0.326, activation_size=51380224.000, parameter_size=512.000 node24 -- Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.857, backward_compute_time=1.680, activation_size=205520896.000, parameter_size=65536.000 node25 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.001, backward_compute_time=1.119, activation_size=205520896.000, parameter_size=2048.000 node26 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=205520896.000, parameter_size=0.000 node27 -- ReLU(inplace) -- forward_compute_time=1.423, backward_compute_time=1.469, activation_size=205520896.000, parameter_size=0.000 node20 -- ReLU(inplace) -- forward_compute_time=0.428, backward_compute_time=0.202, activation_size=51380224.000, parameter_size=0.000 node21 -- Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=1.360, backward_compute_time=2.640, activation_size=51380224.000, parameter_size=147456.000 node22 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.483, backward_compute_time=0.317, activation_size=51380224.000, parameter_size=512.000 node23 -- ReLU(inplace) -- forward_compute_time=0.349, backward_compute_time=0.200, activation_size=51380224.000, parameter_size=0.000 node209 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.469, backward_compute_time=0.295, activation_size=51380224.000, parameter_size=8192.000 node208 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.765, backward_compute_time=1.288, activation_size=51380224.000, parameter_size=1048576.000 node201 -- ReLU(inplace) -- forward_compute_time=0.475, backward_compute_time=0.372, activation_size=51380224.000, parameter_size=0.000 node200 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node203 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.112, activation_size=12845056.000, parameter_size=2048.000 node202 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.937, backward_compute_time=1.201, activation_size=12845056.000, parameter_size=1048576.000 node205 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.800, backward_compute_time=1.133, activation_size=12845056.000, parameter_size=2359296.000 node204 -- ReLU(inplace) -- forward_compute_time=0.260, backward_compute_time=0.121, activation_size=12845056.000, parameter_size=0.000 node207 -- ReLU(inplace) -- forward_compute_time=0.256, backward_compute_time=0.070, activation_size=12845056.000, parameter_size=0.000 node206 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.318, backward_compute_time=0.175, activation_size=12845056.000, parameter_size=2048.000 node115 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.804, backward_compute_time=1.142, activation_size=12845056.000, parameter_size=2359296.000 node114 -- ReLU(inplace) -- forward_compute_time=0.263, backward_compute_time=0.083, activation_size=12845056.000, parameter_size=0.000 node117 -- ReLU(inplace) -- forward_compute_time=0.262, backward_compute_time=0.072, activation_size=12845056.000, parameter_size=0.000 node116 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.138, activation_size=12845056.000, parameter_size=2048.000 node111 -- ReLU(inplace) -- forward_compute_time=0.474, backward_compute_time=0.375, activation_size=51380224.000, parameter_size=0.000 node110 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node113 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.331, backward_compute_time=0.134, activation_size=12845056.000, parameter_size=2048.000 node112 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.939, backward_compute_time=1.218, activation_size=12845056.000, parameter_size=1048576.000 node119 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.484, backward_compute_time=0.288, activation_size=51380224.000, parameter_size=8192.000 node118 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.771, backward_compute_time=1.274, activation_size=51380224.000, parameter_size=1048576.000 node298 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.777, backward_compute_time=1.281, activation_size=51380224.000, parameter_size=1048576.000 node299 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.478, backward_compute_time=0.339, activation_size=51380224.000, parameter_size=8192.000 node296 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.120, activation_size=12845056.000, parameter_size=2048.000 node297 -- ReLU(inplace) -- forward_compute_time=0.272, backward_compute_time=0.072, activation_size=12845056.000, parameter_size=0.000 node294 -- ReLU(inplace) -- forward_compute_time=0.264, backward_compute_time=0.075, activation_size=12845056.000, parameter_size=0.000 node295 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.790, backward_compute_time=1.125, activation_size=12845056.000, parameter_size=2359296.000 node292 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.945, backward_compute_time=1.204, activation_size=12845056.000, parameter_size=1048576.000 node293 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.166, activation_size=12845056.000, parameter_size=2048.000 node290 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node291 -- ReLU(inplace) -- forward_compute_time=0.523, backward_compute_time=0.373, activation_size=51380224.000, parameter_size=0.000 node249 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.476, backward_compute_time=0.289, activation_size=51380224.000, parameter_size=8192.000 node248 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.773, backward_compute_time=1.309, activation_size=51380224.000, parameter_size=1048576.000 node245 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.878, backward_compute_time=1.125, activation_size=12845056.000, parameter_size=2359296.000 node244 -- ReLU(inplace) -- forward_compute_time=0.269, backward_compute_time=0.137, activation_size=12845056.000, parameter_size=0.000 node247 -- ReLU(inplace) -- forward_compute_time=0.319, backward_compute_time=0.071, activation_size=12845056.000, parameter_size=0.000 node246 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.115, activation_size=12845056.000, parameter_size=2048.000 node241 -- ReLU(inplace) -- forward_compute_time=0.481, backward_compute_time=0.370, activation_size=51380224.000, parameter_size=0.000 node240 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node243 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.335, backward_compute_time=0.161, activation_size=12845056.000, parameter_size=2048.000 node242 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.949, backward_compute_time=1.199, activation_size=12845056.000, parameter_size=1048576.000 node77 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.638, backward_compute_time=0.536, activation_size=102760448.000, parameter_size=4096.000 node76 -- Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.809, backward_compute_time=1.649, activation_size=102760448.000, parameter_size=262144.000 node75 -- ReLU(inplace) -- forward_compute_time=0.286, backward_compute_time=0.115, activation_size=25690112.000, parameter_size=0.000 node74 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.354, backward_compute_time=0.229, activation_size=25690112.000, parameter_size=1024.000 node73 -- Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.823, backward_compute_time=1.421, activation_size=25690112.000, parameter_size=589824.000 node72 -- ReLU(inplace) -- forward_compute_time=0.288, backward_compute_time=0.116, activation_size=25690112.000, parameter_size=0.000 node71 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.406, backward_compute_time=0.222, activation_size=25690112.000, parameter_size=1024.000 node70 -- Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.857, backward_compute_time=1.490, activation_size=25690112.000, parameter_size=262144.000 node79 -- ReLU(inplace) -- forward_compute_time=0.792, backward_compute_time=0.742, activation_size=102760448.000, parameter_size=0.000 node78 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=102760448.000, parameter_size=0.000 node88 -- Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False) -- forward_compute_time=1.361, backward_compute_time=3.469, activation_size=51380224.000, parameter_size=2097152.000 node89 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.476, backward_compute_time=0.288, activation_size=51380224.000, parameter_size=8192.000 node82 -- ReLU(inplace) -- forward_compute_time=0.352, backward_compute_time=0.208, activation_size=51380224.000, parameter_size=0.000 node83 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) -- forward_compute_time=1.786, backward_compute_time=3.726, activation_size=12845056.000, parameter_size=2359296.000 node80 -- Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.440, backward_compute_time=2.600, activation_size=51380224.000, parameter_size=524288.000 node81 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.455, backward_compute_time=0.307, activation_size=51380224.000, parameter_size=2048.000 node86 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.921, backward_compute_time=1.299, activation_size=51380224.000, parameter_size=1048576.000 node87 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.517, backward_compute_time=0.289, activation_size=51380224.000, parameter_size=8192.000 node84 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.127, activation_size=12845056.000, parameter_size=2048.000 node85 -- ReLU(inplace) -- forward_compute_time=0.261, backward_compute_time=0.079, activation_size=12845056.000, parameter_size=0.000 node148 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.803, backward_compute_time=1.312, activation_size=51380224.000, parameter_size=1048576.000 node149 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.510, backward_compute_time=0.288, activation_size=51380224.000, parameter_size=8192.000 node146 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.346, backward_compute_time=0.115, activation_size=12845056.000, parameter_size=2048.000 node147 -- ReLU(inplace) -- forward_compute_time=0.292, backward_compute_time=0.070, activation_size=12845056.000, parameter_size=0.000 node144 -- ReLU(inplace) -- forward_compute_time=0.289, backward_compute_time=0.118, activation_size=12845056.000, parameter_size=0.000 node145 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.813, backward_compute_time=1.189, activation_size=12845056.000, parameter_size=2359296.000 node142 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.935, backward_compute_time=1.212, activation_size=12845056.000, parameter_size=1048576.000 node143 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.356, backward_compute_time=0.120, activation_size=12845056.000, parameter_size=2048.000 node140 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node141 -- ReLU(inplace) -- forward_compute_time=0.476, backward_compute_time=0.367, activation_size=51380224.000, parameter_size=0.000 node269 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.516, backward_compute_time=0.290, activation_size=51380224.000, parameter_size=8192.000 node328 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.312, backward_compute_time=0.078, activation_size=6422528.000, parameter_size=4096.000 node329 -- ReLU(inplace) -- forward_compute_time=0.259, backward_compute_time=0.050, activation_size=6422528.000, parameter_size=0.000 node322 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=25690112.000, parameter_size=0.000 node323 -- ReLU(inplace) -- forward_compute_time=0.338, backward_compute_time=0.181, activation_size=25690112.000, parameter_size=0.000 node320 -- Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False) -- forward_compute_time=1.562, backward_compute_time=3.280, activation_size=25690112.000, parameter_size=8388608.000 node321 -- BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.442, backward_compute_time=0.164, activation_size=25690112.000, parameter_size=16384.000 node326 -- ReLU(inplace) -- forward_compute_time=0.270, backward_compute_time=0.049, activation_size=6422528.000, parameter_size=0.000 node327 -- Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=2.649, backward_compute_time=1.159, activation_size=6422528.000, parameter_size=9437184.000 node324 -- Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.185, backward_compute_time=1.336, activation_size=6422528.000, parameter_size=4194304.000 node325 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.309, backward_compute_time=0.086, activation_size=6422528.000, parameter_size=4096.000 node39 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.661, backward_compute_time=0.639, activation_size=102760448.000, parameter_size=1024.000 node38 -- Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=1.477, backward_compute_time=2.994, activation_size=102760448.000, parameter_size=131072.000 node33 -- ReLU(inplace) -- forward_compute_time=0.344, backward_compute_time=0.200, activation_size=51380224.000, parameter_size=0.000 node32 -- BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.447, backward_compute_time=0.317, activation_size=51380224.000, parameter_size=512.000 node31 -- Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=1.332, backward_compute_time=2.965, activation_size=51380224.000, parameter_size=147456.000 node30 -- ReLU(inplace) -- forward_compute_time=0.346, backward_compute_time=0.203, activation_size=51380224.000, parameter_size=0.000 node37 -- ReLU(inplace) -- forward_compute_time=1.430, backward_compute_time=1.470, activation_size=205520896.000, parameter_size=0.000 node36 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=205520896.000, parameter_size=0.000 node35 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=1.013, backward_compute_time=1.120, activation_size=205520896.000, parameter_size=2048.000 node34 -- Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.863, backward_compute_time=2.007, activation_size=205520896.000, parameter_size=65536.000 node216 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.327, backward_compute_time=0.122, activation_size=12845056.000, parameter_size=2048.000 node217 -- ReLU(inplace) -- forward_compute_time=0.268, backward_compute_time=0.117, activation_size=12845056.000, parameter_size=0.000 node214 -- ReLU(inplace) -- forward_compute_time=0.267, backward_compute_time=0.070, activation_size=12845056.000, parameter_size=0.000 node215 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.805, backward_compute_time=1.130, activation_size=12845056.000, parameter_size=2359296.000 node199 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.525, backward_compute_time=0.293, activation_size=51380224.000, parameter_size=8192.000 node213 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.412, backward_compute_time=0.113, activation_size=12845056.000, parameter_size=2048.000 node210 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node211 -- ReLU(inplace) -- forward_compute_time=0.477, backward_compute_time=0.373, activation_size=51380224.000, parameter_size=0.000 node195 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.814, backward_compute_time=1.125, activation_size=12845056.000, parameter_size=2359296.000 node194 -- ReLU(inplace) -- forward_compute_time=0.275, backward_compute_time=0.071, activation_size=12845056.000, parameter_size=0.000 node197 -- ReLU(inplace) -- forward_compute_time=0.315, backward_compute_time=0.067, activation_size=12845056.000, parameter_size=0.000 node196 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.334, backward_compute_time=0.113, activation_size=12845056.000, parameter_size=2048.000 node191 -- ReLU(inplace) -- forward_compute_time=0.498, backward_compute_time=0.370, activation_size=51380224.000, parameter_size=0.000 node190 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node218 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.788, backward_compute_time=1.275, activation_size=51380224.000, parameter_size=1048576.000 node219 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.484, backward_compute_time=0.377, activation_size=51380224.000, parameter_size=8192.000 node48 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=102760448.000, parameter_size=0.000 node49 -- ReLU(inplace) -- forward_compute_time=0.791, backward_compute_time=0.726, activation_size=102760448.000, parameter_size=0.000 node46 -- Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) -- forward_compute_time=1.394, backward_compute_time=3.431, activation_size=102760448.000, parameter_size=524288.000 node47 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.639, backward_compute_time=0.537, activation_size=102760448.000, parameter_size=4096.000 node44 -- Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.895, backward_compute_time=1.444, activation_size=102760448.000, parameter_size=262144.000 node45 -- BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.645, backward_compute_time=0.542, activation_size=102760448.000, parameter_size=4096.000 node42 -- BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.348, backward_compute_time=0.175, activation_size=25690112.000, parameter_size=1024.000 node43 -- ReLU(inplace) -- forward_compute_time=0.282, backward_compute_time=0.113, activation_size=25690112.000, parameter_size=0.000 node40 -- ReLU(inplace) -- forward_compute_time=0.478, backward_compute_time=0.376, activation_size=102760448.000, parameter_size=0.000 node41 -- Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) -- forward_compute_time=1.515, backward_compute_time=4.337, activation_size=25690112.000, parameter_size=589824.000 node102 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.970, backward_compute_time=1.237, activation_size=12845056.000, parameter_size=1048576.000 node103 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.389, backward_compute_time=0.113, activation_size=12845056.000, parameter_size=2048.000 node100 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node101 -- ReLU(inplace) -- forward_compute_time=0.505, backward_compute_time=0.366, activation_size=51380224.000, parameter_size=0.000 node106 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.414, backward_compute_time=0.121, activation_size=12845056.000, parameter_size=2048.000 node107 -- ReLU(inplace) -- forward_compute_time=0.279, backward_compute_time=0.071, activation_size=12845056.000, parameter_size=0.000 node104 -- ReLU(inplace) -- forward_compute_time=0.304, backward_compute_time=0.069, activation_size=12845056.000, parameter_size=0.000 node105 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.953, backward_compute_time=1.127, activation_size=12845056.000, parameter_size=2359296.000 node108 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.780, backward_compute_time=1.290, activation_size=51380224.000, parameter_size=1048576.000 node109 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.485, backward_compute_time=0.394, activation_size=51380224.000, parameter_size=8192.000 node177 -- ReLU(inplace) -- forward_compute_time=0.258, backward_compute_time=0.068, activation_size=12845056.000, parameter_size=0.000 node176 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.326, backward_compute_time=0.117, activation_size=12845056.000, parameter_size=2048.000 node175 -- Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) -- forward_compute_time=0.794, backward_compute_time=1.127, activation_size=12845056.000, parameter_size=2359296.000 node174 -- ReLU(inplace) -- forward_compute_time=0.263, backward_compute_time=0.181, activation_size=12845056.000, parameter_size=0.000 node173 -- BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.325, backward_compute_time=0.115, activation_size=12845056.000, parameter_size=2048.000 node172 -- Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.954, backward_compute_time=1.296, activation_size=12845056.000, parameter_size=1048576.000 node171 -- ReLU(inplace) -- forward_compute_time=0.499, backward_compute_time=0.368, activation_size=51380224.000, parameter_size=0.000 node170 -- Add(inplace) -- forward_compute_time=0.000, backward_compute_time=0.000, activation_size=51380224.000, parameter_size=0.000 node179 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.483, backward_compute_time=0.289, activation_size=51380224.000, parameter_size=8192.000 node178 -- Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) -- forward_compute_time=0.775, backward_compute_time=1.360, activation_size=51380224.000, parameter_size=1048576.000 node261 -- ReLU(inplace) -- forward_compute_time=0.529, backward_compute_time=0.372, activation_size=51380224.000, parameter_size=0.000 node189 -- BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) -- forward_compute_time=0.502, backward_compute_time=0.295, activation_size=51380224.000, parameter_size=8192.000 node313 -- node314 node312 -- node313 node258 -- node259 node259 -- node260 node317 -- node318 node316 -- node317 node315 -- node316 node314 -- node315 node252 -- node253 node253 -- node254 node250 -- node251 node318 -- node319 node256 -- node257 node257 -- node258 node254 -- node255 node255 -- node256 node268 -- node269 node229 -- node230 node228 -- node229 node227 -- node228 node226 -- node227 node225 -- node226 node224 -- node225 node223 -- node224 node311 -- node312 node311 -- node320 node221 -- node230 node221 -- 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node344 -- node346 node345 -- node346 node346 -- node347 node340 -- node341 node341 -- node342 node342 -- node343 node343 -- node344 node59 -- node60 node59 -- node68 node58 -- node59 node55 -- node56 node54 -- node55 node57 -- node58 node56 -- node57 node51 -- node52 node50 -- node51 node53 -- node54 node52 -- node53 node281 -- node282 node281 -- node290 node280 -- node281 node289 -- node290 node288 -- node289 node164 -- node165 node165 -- node166 node166 -- node167 node167 -- node168 node160 -- node161 node161 -- node162 node161 -- node170 node162 -- node163 node163 -- node164 node168 -- node169 node169 -- node170 node300 -- node301 node301 -- node302 node301 -- node310 node302 -- node303 node303 -- node304 node304 -- node305 node305 -- node306 node306 -- node307 node307 -- node308 node308 -- node309 node309 -- node310 node212 -- node213 node198 -- node199 node11 -- node12 node10 -- node11 node13 -- node16 node12 -- node13 node15 -- node16 node14 -- node15 node17 -- node18 node17 -- node26 node16 -- node17 node19 -- node20 node18 -- node19 node222 -- node223 node238 -- node239 node239 -- node240 node234 -- node235 node235 -- node236 node236 -- node237 node237 -- node238 node230 -- node231 node231 -- node232 node231 -- node240 node232 -- node233 node233 -- node234 node193 -- node194 node192 -- node193 node128 -- node129 node129 -- node130 node283 -- node284 node282 -- node283 node285 -- node286 node284 -- node285 node287 -- node288 node286 -- node287 node120 -- node121 node121 -- node122 node121 -- node130 node122 -- node123 node123 -- node124 node124 -- node125 node125 -- node126 node126 -- node127 node127 -- node128 node270 -- node271 node271 -- node272 node271 -- node280 node272 -- node273 node273 -- node274 node274 -- node275 node275 -- node276 node276 -- node277 node277 -- node278 node278 -- node279 node279 -- node280 node68 -- node69 node69 -- node70 node69 -- node78 node60 -- node61 node61 -- node62 node62 -- node63 node63 -- node64 node64 -- node65 node65 -- node66 node66 -- node67 node67 -- node68 node151 -- node152 node151 -- node160 node150 -- node151 node153 -- node154 node152 -- node153 node155 -- node156 node154 -- node155 node157 -- node158 node156 -- node157 node159 -- node160 node158 -- node159 node339 -- node340 node338 -- node339 node335 -- node336 node334 -- node335 node337 -- node338 node336 -- node337 node331 -- node332 node330 -- node331 node333 -- node334 node333 -- node342 node332 -- node333 node28 -- node29 node29 -- node30 node24 -- node25 node25 -- node26 node26 -- node27 node27 -- node28 node27 -- node36 node20 -- node21 node21 -- node22 node22 -- node23 node23 -- node24 node209 -- node210 node208 -- node209 node201 -- node202 node201 -- node210 node200 -- node201 node203 -- node204 node202 -- node203 node205 -- node206 node204 -- node205 node207 -- node208 node206 -- node207 node115 -- node116 node114 -- node115 node117 -- node118 node116 -- node117 node111 -- node112 node111 -- node120 node110 -- node111 node113 -- node114 node112 -- node113 node119 -- node120 node118 -- node119 node298 -- node299 node299 -- node300 node296 -- node297 node297 -- node298 node294 -- node295 node295 -- node296 node292 -- node293 node293 -- node294 node290 -- node291 node291 -- node300 node291 -- node292 node249 -- node250 node248 -- node249 node245 -- node246 node244 -- node245 node247 -- node248 node246 -- node247 node241 -- node250 node241 -- node242 node240 -- node241 node243 -- node244 node242 -- node243 node77 -- node78 node76 -- node77 node75 -- node76 node74 -- node75 node73 -- node74 node72 -- node73 node71 -- node72 node70 -- node71 node79 -- node88 node79 -- node80 node78 -- node79 node88 -- node89 node89 -- node90 node82 -- node83 node83 -- node84 node80 -- node81 node81 -- node82 node86 -- node87 node87 -- node90 node84 -- node85 node85 -- node86 node148 -- node149 node149 -- node150 node146 -- node147 node147 -- node148 node144 -- node145 node145 -- node146 node142 -- node143 node143 -- node144 node140 -- node141 node141 -- node142 node141 -- node150 node269 -- node270 node328 -- node329 node329 -- node330 node322 -- node323 node323 -- node324 node323 -- node332 node320 -- node321 node321 -- node322 node326 -- node327 node327 -- node328 node324 -- node325 node325 -- node326 node39 -- node40 node38 -- node39 node33 -- node34 node32 -- node33 node31 -- node32 node30 -- node31 node37 -- node46 node37 -- node38 node36 -- node37 node35 -- node36 node34 -- node35 node216 -- node217 node217 -- node218 node214 -- node215 node215 -- node216 node199 -- node200 node213 -- node214 node210 -- node211 node211 -- node212 node211 -- node220 node195 -- node196 node194 -- node195 node197 -- node198 node196 -- node197 node191 -- node192 node191 -- node200 node190 -- node191 node218 -- node219 node219 -- node220 node48 -- node49 node49 -- node50 node49 -- node58 node46 -- node47 node47 -- node48 node44 -- node45 node45 -- node48 node42 -- node43 node43 -- node44 node40 -- node41 node41 -- node42 node102 -- node103 node103 -- node104 node100 -- node101 node101 -- node102 node101 -- node110 node106 -- node107 node107 -- node108 node104 -- node105 node105 -- node106 node108 -- node109 node109 -- node110 node177 -- node178 node176 -- node177 node175 -- node176 node174 -- node175 node173 -- node174 node172 -- node173 node171 -- node172 node171 -- node180 node170 -- node171 node179 -- node180 node178 -- node179 node261 -- node262 node261 -- node270 node189 -- node190