digraph { node77 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.013,backward_compute_time=1.076,activation_size=205520896.0,parameter_size=4096.0]"] node76 [label="Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.357,backward_compute_time=6.148,activation_size=205520896.0,parameter_size=524288.0]"] node75 [label="ReLU(inplace) [forward_compute_time=0.496,backward_compute_time=0.389,activation_size=102760448.0,parameter_size=0.0]"] node74 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.679,backward_compute_time=0.584,activation_size=102760448.0,parameter_size=2048.0]"] node73 [label="Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=2.484,backward_compute_time=5.843,activation_size=102760448.0,parameter_size=73728.0]"] node72 [label="ReLU(inplace) [forward_compute_time=0.527,backward_compute_time=0.400,activation_size=102760448.0,parameter_size=0.0]"] node71 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.701,backward_compute_time=0.568,activation_size=102760448.0,parameter_size=2048.0]"] node70 [label="Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.290,backward_compute_time=5.437,activation_size=102760448.0,parameter_size=524288.0]"] node79 [label="ReLU(inplace) [forward_compute_time=1.429,backward_compute_time=1.485,activation_size=205520896.0,parameter_size=0.0]"] node78 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=205520896.0,parameter_size=0.0]"] node141 [label="ReLU(inplace) [forward_compute_time=0.803,backward_compute_time=0.743,activation_size=102760448.0,parameter_size=0.0]"] node151 [label="BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.495,backward_compute_time=0.350,activation_size=51380224.0,parameter_size=16384.0]"] node150 [label="Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False) [forward_compute_time=2.471,backward_compute_time=6.244,activation_size=51380224.0,parameter_size=8388608.0]"] node153 [label="ReLU(inplace) [forward_compute_time=0.485,backward_compute_time=0.373,activation_size=51380224.0,parameter_size=0.0]"] node152 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=51380224.0,parameter_size=0.0]"] node155 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.377,backward_compute_time=0.197,activation_size=25690112.0,parameter_size=8192.0]"] node154 [label="Conv2d(2048, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=3.271,backward_compute_time=4.449,activation_size=25690112.0,parameter_size=8388608.0]"] node157 [label="Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=1.209,backward_compute_time=2.101,activation_size=25690112.0,parameter_size=1179648.0]"] node156 [label="ReLU(inplace) [forward_compute_time=0.308,backward_compute_time=0.118,activation_size=25690112.0,parameter_size=0.0]"] node159 [label="ReLU(inplace) [forward_compute_time=0.409,backward_compute_time=0.125,activation_size=25690112.0,parameter_size=0.0]"] node158 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.400,backward_compute_time=0.212,activation_size=25690112.0,parameter_size=8192.0]"] node88 [label="Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False) [forward_compute_time=2.481,backward_compute_time=6.370,activation_size=102760448.0,parameter_size=2097152.0]"] node89 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.694,backward_compute_time=0.519,activation_size=102760448.0,parameter_size=8192.0]"] node82 [label="ReLU(inplace) [forward_compute_time=0.751,backward_compute_time=0.775,activation_size=205520896.0,parameter_size=0.0]"] node83 [label="Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=32, bias=False) [forward_compute_time=1.045,backward_compute_time=6.159,activation_size=51380224.0,parameter_size=294912.0]"] node80 [label="Conv2d(512, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=5.043,backward_compute_time=10.587,activation_size=205520896.0,parameter_size=1048576.0]"] node81 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.555,backward_compute_time=1.075,activation_size=205520896.0,parameter_size=4096.0]"] node86 [label="Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=3.099,backward_compute_time=4.295,activation_size=102760448.0,parameter_size=2097152.0]"] node87 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.773,backward_compute_time=0.595,activation_size=102760448.0,parameter_size=8192.0]"] node84 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.514,backward_compute_time=0.297,activation_size=51380224.0,parameter_size=4096.0]"] node85 [label="ReLU(inplace) [forward_compute_time=0.372,backward_compute_time=0.216,activation_size=51380224.0,parameter_size=0.0]"] node9 [label="Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=2.743,backward_compute_time=11.098,activation_size=205520896.0,parameter_size=18432.0]"] node8 [label="ReLU(inplace) [forward_compute_time=1.822,backward_compute_time=0.798,activation_size=205520896.0,parameter_size=0.0]"] node148 [label="Conv2d(1024, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.616,backward_compute_time=4.824,activation_size=51380224.0,parameter_size=8388608.0]"] node149 [label="BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.497,backward_compute_time=0.385,activation_size=51380224.0,parameter_size=16384.0]"] node1 [label="Input [forward_compute_time=17.158,backward_compute_time=0.000,activation_size=77070336.0,parameter_size=0.0]"] node147 [label="ReLU(inplace) [forward_compute_time=0.297,backward_compute_time=0.124,activation_size=25690112.0,parameter_size=0.0]"] node3 [label="BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.975,backward_compute_time=3.174,activation_size=411041792.0,parameter_size=512.0]"] node2 [label="Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False) [forward_compute_time=11.374,backward_compute_time=4.483,activation_size=411041792.0,parameter_size=37632.0]"] node5 [label="MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False) [forward_compute_time=1.174,backward_compute_time=2.510,activation_size=102760448.0,parameter_size=0.0]"] node4 [label="ReLU() [forward_compute_time=1.316,backward_compute_time=1.385,activation_size=411041792.0,parameter_size=0.0]"] node7 [label="BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.182,backward_compute_time=1.204,activation_size=205520896.0,parameter_size=1024.0]"] node6 [label="Conv2d(64, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=1.092,backward_compute_time=2.539,activation_size=205520896.0,parameter_size=32768.0]"] node11 [label="ReLU(inplace) [forward_compute_time=1.622,backward_compute_time=0.719,activation_size=205520896.0,parameter_size=0.0]"] node10 [label="BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.070,backward_compute_time=1.132,activation_size=205520896.0,parameter_size=1024.0]"] node13 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.812,backward_compute_time=2.212,activation_size=411041792.0,parameter_size=2048.0]"] node12 [label="Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.669,backward_compute_time=4.904,activation_size=411041792.0,parameter_size=131072.0]"] node15 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.783,backward_compute_time=2.228,activation_size=411041792.0,parameter_size=2048.0]"] node14 [label="Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=1.704,backward_compute_time=3.592,activation_size=411041792.0,parameter_size=65536.0]"] node17 [label="ReLU(inplace) [forward_compute_time=2.692,backward_compute_time=2.868,activation_size=411041792.0,parameter_size=0.0]"] node16 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=411041792.0,parameter_size=0.0]"] node19 [label="BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.031,backward_compute_time=1.165,activation_size=205520896.0,parameter_size=1024.0]"] node18 [label="Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.600,backward_compute_time=4.857,activation_size=205520896.0,parameter_size=131072.0]"] node99 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.402,backward_compute_time=0.517,activation_size=102760448.0,parameter_size=8192.0]"] node98 [label="Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.416,backward_compute_time=4.322,activation_size=102760448.0,parameter_size=2097152.0]"] node91 [label="ReLU(inplace) [forward_compute_time=0.857,backward_compute_time=0.737,activation_size=102760448.0,parameter_size=0.0]"] node90 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=102760448.0,parameter_size=0.0]"] node93 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.555,backward_compute_time=0.304,activation_size=51380224.0,parameter_size=4096.0]"] node92 [label="Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.610,backward_compute_time=4.354,activation_size=51380224.0,parameter_size=2097152.0]"] node95 [label="Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=1.645,backward_compute_time=3.734,activation_size=51380224.0,parameter_size=294912.0]"] node94 [label="ReLU(inplace) [forward_compute_time=0.373,backward_compute_time=0.239,activation_size=51380224.0,parameter_size=0.0]"] node97 [label="ReLU(inplace) [forward_compute_time=0.523,backward_compute_time=0.211,activation_size=51380224.0,parameter_size=0.0]"] node96 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.525,backward_compute_time=0.292,activation_size=51380224.0,parameter_size=4096.0]"] node139 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.698,backward_compute_time=0.537,activation_size=102760448.0,parameter_size=8192.0]"] node138 [label="Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.283,backward_compute_time=5.241,activation_size=102760448.0,parameter_size=2097152.0]"] node133 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.525,backward_compute_time=0.296,activation_size=51380224.0,parameter_size=4096.0]"] node132 [label="Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.318,backward_compute_time=5.567,activation_size=51380224.0,parameter_size=2097152.0]"] node131 [label="ReLU(inplace) [forward_compute_time=0.832,backward_compute_time=0.744,activation_size=102760448.0,parameter_size=0.0]"] node130 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=102760448.0,parameter_size=0.0]"] node137 [label="ReLU(inplace) [forward_compute_time=0.379,backward_compute_time=0.216,activation_size=51380224.0,parameter_size=0.0]"] node136 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.495,backward_compute_time=0.387,activation_size=51380224.0,parameter_size=4096.0]"] node135 [label="Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=1.058,backward_compute_time=3.977,activation_size=51380224.0,parameter_size=294912.0]"] node134 [label="ReLU(inplace) [forward_compute_time=0.360,backward_compute_time=0.212,activation_size=51380224.0,parameter_size=0.0]"] node28 [label="Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.250,backward_compute_time=5.567,activation_size=205520896.0,parameter_size=131072.0]"] node29 [label="BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.080,backward_compute_time=1.286,activation_size=205520896.0,parameter_size=1024.0]"] node24 [label="Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.301,backward_compute_time=4.906,activation_size=411041792.0,parameter_size=131072.0]"] node25 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.887,backward_compute_time=2.223,activation_size=411041792.0,parameter_size=2048.0]"] node26 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=411041792.0,parameter_size=0.0]"] node27 [label="ReLU(inplace) [forward_compute_time=2.696,backward_compute_time=2.936,activation_size=411041792.0,parameter_size=0.0]"] node20 [label="ReLU(inplace) [forward_compute_time=0.755,backward_compute_time=0.736,activation_size=205520896.0,parameter_size=0.0]"] node21 [label="Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=2.595,backward_compute_time=11.110,activation_size=205520896.0,parameter_size=18432.0]"] node22 [label="BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.104,backward_compute_time=1.152,activation_size=205520896.0,parameter_size=1024.0]"] node23 [label="ReLU(inplace) [forward_compute_time=0.769,backward_compute_time=0.728,activation_size=205520896.0,parameter_size=0.0]"] node146 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.410,backward_compute_time=0.280,activation_size=25690112.0,parameter_size=8192.0]"] node144 [label="ReLU(inplace) [forward_compute_time=0.488,backward_compute_time=0.403,activation_size=102760448.0,parameter_size=0.0]"] node145 [label="Conv2d(1024, 1024, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=32, bias=False) [forward_compute_time=1.111,backward_compute_time=3.393,activation_size=25690112.0,parameter_size=1179648.0]"] node142 [label="Conv2d(1024, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=4.590,backward_compute_time=8.961,activation_size=102760448.0,parameter_size=4194304.0]"] node143 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.709,backward_compute_time=0.518,activation_size=102760448.0,parameter_size=8192.0]"] node128 [label="Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.347,backward_compute_time=4.322,activation_size=102760448.0,parameter_size=2097152.0]"] node129 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.806,backward_compute_time=0.523,activation_size=102760448.0,parameter_size=8192.0]"] node140 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=102760448.0,parameter_size=0.0]"] node120 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=102760448.0,parameter_size=0.0]"] node121 [label="ReLU(inplace) [forward_compute_time=0.796,backward_compute_time=0.746,activation_size=102760448.0,parameter_size=0.0]"] node122 [label="Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.428,backward_compute_time=4.353,activation_size=51380224.0,parameter_size=2097152.0]"] node123 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.527,backward_compute_time=0.306,activation_size=51380224.0,parameter_size=4096.0]"] node124 [label="ReLU(inplace) [forward_compute_time=0.432,backward_compute_time=0.221,activation_size=51380224.0,parameter_size=0.0]"] node125 [label="Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=1.088,backward_compute_time=3.749,activation_size=51380224.0,parameter_size=294912.0]"] node126 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.493,backward_compute_time=0.311,activation_size=51380224.0,parameter_size=4096.0]"] node127 [label="ReLU(inplace) [forward_compute_time=0.444,backward_compute_time=0.210,activation_size=51380224.0,parameter_size=0.0]"] node39 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.823,backward_compute_time=2.239,activation_size=411041792.0,parameter_size=2048.0]"] node38 [label="Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=4.778,backward_compute_time=11.595,activation_size=411041792.0,parameter_size=262144.0]"] node33 [label="ReLU(inplace) [forward_compute_time=0.740,backward_compute_time=0.717,activation_size=205520896.0,parameter_size=0.0]"] node32 [label="BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.040,backward_compute_time=1.210,activation_size=205520896.0,parameter_size=1024.0]"] node31 [label="Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=2.534,backward_compute_time=11.635,activation_size=205520896.0,parameter_size=18432.0]"] node30 [label="ReLU(inplace) [forward_compute_time=0.740,backward_compute_time=0.732,activation_size=205520896.0,parameter_size=0.0]"] node37 [label="ReLU(inplace) [forward_compute_time=2.688,backward_compute_time=2.948,activation_size=411041792.0,parameter_size=0.0]"] node36 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=411041792.0,parameter_size=0.0]"] node35 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.866,backward_compute_time=2.258,activation_size=411041792.0,parameter_size=2048.0]"] node34 [label="Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.291,backward_compute_time=7.067,activation_size=411041792.0,parameter_size=131072.0]"] node115 [label="Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=1.142,backward_compute_time=3.603,activation_size=51380224.0,parameter_size=294912.0]"] node114 [label="ReLU(inplace) [forward_compute_time=0.354,backward_compute_time=0.212,activation_size=51380224.0,parameter_size=0.0]"] node117 [label="ReLU(inplace) [forward_compute_time=0.361,backward_compute_time=0.213,activation_size=51380224.0,parameter_size=0.0]"] node116 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.509,backward_compute_time=0.296,activation_size=51380224.0,parameter_size=4096.0]"] node111 [label="ReLU(inplace) [forward_compute_time=0.795,backward_compute_time=0.746,activation_size=102760448.0,parameter_size=0.0]"] node110 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=102760448.0,parameter_size=0.0]"] node113 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.552,backward_compute_time=0.298,activation_size=51380224.0,parameter_size=4096.0]"] node112 [label="Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.252,backward_compute_time=4.351,activation_size=51380224.0,parameter_size=2097152.0]"] node119 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.688,backward_compute_time=0.531,activation_size=102760448.0,parameter_size=8192.0]"] node118 [label="Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.339,backward_compute_time=4.312,activation_size=102760448.0,parameter_size=2097152.0]"] node48 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=205520896.0,parameter_size=0.0]"] node49 [label="ReLU(inplace) [forward_compute_time=1.440,backward_compute_time=1.459,activation_size=205520896.0,parameter_size=0.0]"] node46 [label="Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) [forward_compute_time=2.576,backward_compute_time=6.503,activation_size=205520896.0,parameter_size=524288.0]"] node47 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.012,backward_compute_time=1.054,activation_size=205520896.0,parameter_size=4096.0]"] node44 [label="Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.538,backward_compute_time=4.417,activation_size=205520896.0,parameter_size=524288.0]"] node45 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.018,backward_compute_time=1.076,activation_size=205520896.0,parameter_size=4096.0]"] node42 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.746,backward_compute_time=0.667,activation_size=102760448.0,parameter_size=2048.0]"] node43 [label="ReLU(inplace) [forward_compute_time=0.489,backward_compute_time=0.389,activation_size=102760448.0,parameter_size=0.0]"] node40 [label="ReLU(inplace) [forward_compute_time=1.267,backward_compute_time=1.458,activation_size=411041792.0,parameter_size=0.0]"] node41 [label="Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=32, bias=False) [forward_compute_time=2.561,backward_compute_time=10.149,activation_size=102760448.0,parameter_size=73728.0]"] node102 [label="Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.336,backward_compute_time=4.344,activation_size=51380224.0,parameter_size=2097152.0]"] node103 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.491,backward_compute_time=0.294,activation_size=51380224.0,parameter_size=4096.0]"] node100 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=102760448.0,parameter_size=0.0]"] node101 [label="ReLU(inplace) [forward_compute_time=0.840,backward_compute_time=0.740,activation_size=102760448.0,parameter_size=0.0]"] node106 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.493,backward_compute_time=0.299,activation_size=51380224.0,parameter_size=4096.0]"] node107 [label="ReLU(inplace) [forward_compute_time=0.366,backward_compute_time=0.211,activation_size=51380224.0,parameter_size=0.0]"] node104 [label="ReLU(inplace) [forward_compute_time=0.432,backward_compute_time=0.238,activation_size=51380224.0,parameter_size=0.0]"] node105 [label="Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=1.108,backward_compute_time=3.681,activation_size=51380224.0,parameter_size=294912.0]"] node108 [label="Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.369,backward_compute_time=4.279,activation_size=102760448.0,parameter_size=2097152.0]"] node109 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.765,backward_compute_time=0.520,activation_size=102760448.0,parameter_size=8192.0]"] node59 [label="ReLU(inplace) [forward_compute_time=1.432,backward_compute_time=1.484,activation_size=205520896.0,parameter_size=0.0]"] node58 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=205520896.0,parameter_size=0.0]"] node55 [label="ReLU(inplace) [forward_compute_time=0.579,backward_compute_time=0.390,activation_size=102760448.0,parameter_size=0.0]"] node54 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.765,backward_compute_time=0.578,activation_size=102760448.0,parameter_size=2048.0]"] node57 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.036,backward_compute_time=1.073,activation_size=205520896.0,parameter_size=4096.0]"] node56 [label="Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.290,backward_compute_time=4.446,activation_size=205520896.0,parameter_size=524288.0]"] node51 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.657,backward_compute_time=0.572,activation_size=102760448.0,parameter_size=2048.0]"] node50 [label="Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=3.301,backward_compute_time=4.403,activation_size=102760448.0,parameter_size=524288.0]"] node53 [label="Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=2.617,backward_compute_time=5.528,activation_size=102760448.0,parameter_size=73728.0]"] node52 [label="ReLU(inplace) [forward_compute_time=0.521,backward_compute_time=0.391,activation_size=102760448.0,parameter_size=0.0]"] node177 [label="Linear(in_features=2048, out_features=1000, bias=True) [forward_compute_time=0.412,backward_compute_time=0.172,activation_size=512000.0,parameter_size=8196000.0]"] node176 [label="View(-1) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=1048576.0,parameter_size=0.0]"] node175 [label="Size(0) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=4.0,parameter_size=0.0]"] node174 [label="AvgPool2d(kernel_size=7, stride=1, padding=0) [forward_compute_time=0.645,backward_compute_time=0.406,activation_size=1048576.0,parameter_size=0.0]"] node173 [label="ReLU(inplace) [forward_compute_time=0.504,backward_compute_time=0.207,activation_size=51380224.0,parameter_size=0.0]"] node172 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=51380224.0,parameter_size=0.0]"] node171 [label="BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.488,backward_compute_time=0.358,activation_size=51380224.0,parameter_size=16384.0]"] node170 [label="Conv2d(1024, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.375,backward_compute_time=5.196,activation_size=51380224.0,parameter_size=8388608.0]"] node68 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=205520896.0,parameter_size=0.0]"] node69 [label="ReLU(inplace) [forward_compute_time=1.445,backward_compute_time=1.494,activation_size=205520896.0,parameter_size=0.0]"] node60 [label="Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.292,backward_compute_time=4.410,activation_size=102760448.0,parameter_size=524288.0]"] node61 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.668,backward_compute_time=0.584,activation_size=102760448.0,parameter_size=2048.0]"] node62 [label="ReLU(inplace) [forward_compute_time=0.522,backward_compute_time=0.395,activation_size=102760448.0,parameter_size=0.0]"] node63 [label="Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=2.418,backward_compute_time=5.513,activation_size=102760448.0,parameter_size=73728.0]"] node64 [label="BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.674,backward_compute_time=0.577,activation_size=102760448.0,parameter_size=2048.0]"] node65 [label="ReLU(inplace) [forward_compute_time=0.500,backward_compute_time=0.401,activation_size=102760448.0,parameter_size=0.0]"] node66 [label="Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.438,backward_compute_time=4.430,activation_size=205520896.0,parameter_size=524288.0]"] node67 [label="BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=1.026,backward_compute_time=1.088,activation_size=205520896.0,parameter_size=4096.0]"] node164 [label="Conv2d(2048, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.504,backward_compute_time=5.279,activation_size=25690112.0,parameter_size=8388608.0]"] node165 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.396,backward_compute_time=0.198,activation_size=25690112.0,parameter_size=8192.0]"] node166 [label="ReLU(inplace) [forward_compute_time=0.296,backward_compute_time=0.206,activation_size=25690112.0,parameter_size=0.0]"] node167 [label="Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False) [forward_compute_time=0.885,backward_compute_time=1.935,activation_size=25690112.0,parameter_size=1179648.0]"] node160 [label="Conv2d(1024, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False) [forward_compute_time=2.313,backward_compute_time=4.750,activation_size=51380224.0,parameter_size=8388608.0]"] node161 [label="BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.507,backward_compute_time=0.346,activation_size=51380224.0,parameter_size=16384.0]"] node162 [label="Add(inplace) [forward_compute_time=0.000,backward_compute_time=0.000,activation_size=51380224.0,parameter_size=0.0]"] node163 [label="ReLU(inplace) [forward_compute_time=0.502,backward_compute_time=0.357,activation_size=51380224.0,parameter_size=0.0]"] node168 [label="BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) [forward_compute_time=0.584,backward_compute_time=0.200,activation_size=25690112.0,parameter_size=8192.0]"] node169 [label="ReLU(inplace) [forward_compute_time=0.310,backward_compute_time=0.124,activation_size=25690112.0,parameter_size=0.0]"] node77 -> node78 node76 -> node77 node75 -> node76 node74 -> node75 node73 -> node74 node72 -> node73 node71 -> node72 node70 -> node71 node79 -> node88 node79 -> node80 node78 -> node79 node141 -> node150 node141 -> node142 node151 -> node152 node150 -> node151 node153 -> node154 node153 -> node162 node152 -> node153 node155 -> node156 node154 -> node155 node157 -> node158 node156 -> node157 node159 -> node160 node158 -> node159 node88 -> node89 node89 -> node90 node82 -> node83 node83 -> node84 node80 -> node81 node81 -> node82 node86 -> node87 node87 -> node90 node84 -> node85 node85 -> node86 node9 -> node10 node8 -> node9 node148 -> node149 node149 -> node152 node1 -> node2 node147 -> node148 node3 -> node4 node2 -> node3 node5 -> node6 node5 -> node14 node4 -> node5 node7 -> node8 node6 -> node7 node11 -> node12 node10 -> node11 node13 -> node16 node12 -> node13 node15 -> node16 node14 -> node15 node17 -> node18 node17 -> node26 node16 -> node17 node19 -> node20 node18 -> node19 node99 -> node100 node98 -> node99 node91 -> node92 node91 -> node100 node90 -> node91 node93 -> node94 node92 -> node93 node95 -> node96 node94 -> node95 node97 -> node98 node96 -> node97 node139 -> node140 node138 -> node139 node133 -> node134 node132 -> node133 node131 -> node140 node131 -> node132 node130 -> node131 node137 -> node138 node136 -> node137 node135 -> node136 node134 -> node135 node28 -> node29 node29 -> node30 node24 -> node25 node25 -> node26 node26 -> node27 node27 -> node28 node27 -> node36 node20 -> node21 node21 -> node22 node22 -> node23 node23 -> node24 node146 -> node147 node144 -> node145 node145 -> node146 node142 -> node143 node143 -> node144 node128 -> node129 node129 -> node130 node140 -> node141 node120 -> node121 node121 -> node122 node121 -> node130 node122 -> node123 node123 -> node124 node124 -> node125 node125 -> node126 node126 -> node127 node127 -> node128 node39 -> node40 node38 -> node39 node33 -> node34 node32 -> node33 node31 -> node32 node30 -> node31 node37 -> node38 node37 -> node46 node36 -> node37 node35 -> node36 node34 -> node35 node115 -> node116 node114 -> node115 node117 -> node118 node116 -> node117 node111 -> node112 node111 -> node120 node110 -> node111 node113 -> node114 node112 -> node113 node119 -> node120 node118 -> node119 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 node59 -> node60 node59 -> node68 node58 -> node59 node55 -> node56 node54 -> node55 node57 -> node58 node56 -> node57 node51 -> node52 node50 -> node51 node53 -> node54 node52 -> node53 node176 -> node177 node175 -> node176 node174 -> node175 node174 -> node176 node173 -> node174 node172 -> node173 node171 -> node172 node170 -> node171 node68 -> node69 node69 -> node70 node69 -> node78 node60 -> node61 node61 -> node62 node62 -> node63 node63 -> node64 node64 -> node65 node65 -> node66 node66 -> node67 node67 -> node68 node164 -> node165 node165 -> node166 node166 -> node167 node167 -> node168 node160 -> node161 node161 -> node162 node162 -> node163 node163 -> node172 node163 -> node164 node168 -> node169 node169 -> node170 }