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vade/Inception V3 Benchmark - Macbook Pro 2.8 GHz Intel Core i7 - Unoptimized Graph.txt

Last active November 21, 2016 17:48
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Inception V3 Benchmark - Macbook Pro 2.8 GHz Intel Core i7 - Unoptimized Graph
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Inception V3 Benchmark - Macbook Pro 2.8 GHz Intel Core i7 - Unoptimized Graph.txt
Tensorflow compiled with : bazel build -c opt --copt=-mavx --cxxopt=-fno-exceptions --cxxopt=--std=c++11 --cxxopt=-DNDEBUG --cxxopt=-DNOTFDBG --cxxopt=-O2 --cxxopt=-DUSE_GEMM_FOR_CONV //tensorflow:libtensorflow_cc.so
Graph : Inception V3 no alterations.
Output of custom app running TF, 222 frames took 32.598143 seconds
I tensorflow/core/util/stat_summarizer.cc:353] Total time (us): curr=48605744 count=11 runs, avg 4.861e+04 ms, 1004 nodes defined 994 nodes observed
28625707.2 avg KB per run.
============ By run order (ms) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 2.417 28.429 0.058% 0.058% _SOURCE
2.500 0.329 2.136 0.004% 0.063% Const mixed_4/join/concat_dim
2.832 0.005 0.936 0.002% 0.065% Const mixed_5/conv/conv2d_params
2.839 0.002 4.678 0.010% 0.074% Const mixed_5/conv/batchnorm/beta
2.843 0.002 0.642 0.001% 0.076% Const mixed_5/conv/batchnorm/gamma
2.847 0.003 0.636 0.001% 0.077% Const mixed_5/conv/batchnorm/moving_mean
2.851 0.003 0.698 0.001% 0.078% Const mixed_5/conv/batchnorm/moving_variance
2.855 0.004 2.219 0.005% 0.083% Const mixed_5/tower/conv/conv2d_params
2.860 0.003 3.744 0.008% 0.091% Const mixed_5/tower/conv/batchnorm/beta
2.865 0.002 0.711 0.001% 0.092% Const mixed_5/tower/conv/batchnorm/gamma
2.869 0.002 0.648 0.001% 0.094% Const mixed_5/tower/conv/batchnorm/moving_mean
2.872 0.003 0.658 0.001% 0.095% Const mixed_5/tower/conv/batchnorm/moving_variance
2.876 0.003 0.723 0.001% 0.096% Const mixed_5/tower/conv_1/conv2d_params
2.880 0.003 0.686 0.001% 0.098% Const mixed_5/tower/conv_1/batchnorm/beta
2.884 0.003 1.225 0.003% 0.100% Const mixed_5/tower/conv_1/batchnorm/gamma
2.888 0.002 0.585 0.001% 0.102% Const mixed_5/tower/conv_1/batchnorm/moving_mean
2.891 0.002 0.570 0.001% 0.103% Const mixed_5/tower/conv_1/batchnorm/moving_variance
2.896 0.003 0.671 0.001% 0.104% Const mixed_5/tower/conv_2/conv2d_params
2.900 0.003 0.623 0.001% 0.105% Const mixed_5/tower/conv_2/batchnorm/beta
2.904 0.002 0.602 0.001% 0.107% Const mixed_5/tower/conv_2/batchnorm/gamma
2.908 0.002 0.567 0.001% 0.108% Const mixed_5/tower/conv_2/batchnorm/moving_mean
2.912 0.002 0.568 0.001% 0.109% Const mixed_5/tower/conv_2/batchnorm/moving_variance
2.916 0.003 0.748 0.002% 0.110% Const mixed_5/tower_1/conv/conv2d_params
2.920 0.003 0.626 0.001% 0.112% Const mixed_5/tower_1/conv/batchnorm/beta
2.924 0.003 0.567 0.001% 0.113% Const mixed_5/tower_1/conv/batchnorm/gamma
2.928 0.002 0.562 0.001% 0.114% Const mixed_5/tower_1/conv/batchnorm/moving_mean
2.932 0.002 0.557 0.001% 0.115% Const mixed_5/tower_1/conv/batchnorm/moving_variance
2.936 0.003 0.960 0.002% 0.117% Const mixed_5/tower_1/conv_1/conv2d_params
2.940 0.003 0.567 0.001% 0.118% Const mixed_5/tower_1/conv_1/batchnorm/beta
2.944 0.002 0.637 0.001% 0.120% Const mixed_5/tower_1/conv_1/batchnorm/gamma
2.948 0.003 0.589 0.001% 0.121% Const mixed_5/tower_1/conv_1/batchnorm/moving_mean
2.952 0.002 0.615 0.001% 0.122% Const mixed_5/tower_1/conv_1/batchnorm/moving_variance
2.955 0.003 0.681 0.001% 0.124% Const mixed_5/tower_1/conv_2/conv2d_params
2.960 0.003 0.593 0.001% 0.125% Const mixed_5/tower_1/conv_2/batchnorm/beta
2.964 0.003 0.582 0.001% 0.126% Const mixed_5/tower_1/conv_2/batchnorm/gamma
2.968 0.003 0.556 0.001% 0.127% Const mixed_5/tower_1/conv_2/batchnorm/moving_mean
2.972 0.003 0.541 0.001% 0.128% Const mixed_5/tower_1/conv_2/batchnorm/moving_variance
2.977 0.003 0.663 0.001% 0.130% Const mixed_5/tower_1/conv_3/conv2d_params
2.981 0.003 0.579 0.001% 0.131% Const mixed_5/tower_1/conv_3/batchnorm/beta
2.985 0.002 0.560 0.001% 0.132% Const mixed_5/tower_1/conv_3/batchnorm/gamma
2.989 0.002 0.551 0.001% 0.133% Const mixed_5/tower_1/conv_3/batchnorm/moving_mean
2.993 0.002 0.546 0.001% 0.134% Const mixed_5/tower_1/conv_3/batchnorm/moving_variance
2.996 0.003 0.680 0.001% 0.136% Const mixed_5/tower_1/conv_4/conv2d_params
3.001 0.002 0.543 0.001% 0.137% Const mixed_5/tower_1/conv_4/batchnorm/beta
3.004 0.003 0.558 0.001% 0.138% Const mixed_5/tower_1/conv_4/batchnorm/gamma
3.008 0.002 0.531 0.001% 0.139% Const mixed_5/tower_1/conv_4/batchnorm/moving_mean
3.012 0.003 0.618 0.001% 0.140% Const mixed_5/tower_1/conv_4/batchnorm/moving_variance
3.016 0.003 0.645 0.001% 0.142% Const mixed_5/tower_2/conv/conv2d_params
3.020 0.002 0.577 0.001% 0.143% Const mixed_5/tower_2/conv/batchnorm/beta
3.024 0.002 0.522 0.001% 0.144% Const mixed_5/tower_2/conv/batchnorm/gamma
3.028 0.002 0.539 0.001% 0.145% Const mixed_5/tower_2/conv/batchnorm/moving_mean
3.032 0.002 2.707 0.006% 0.151% Const mixed_5/tower_2/conv/batchnorm/moving_variance
3.036 0.002 0.542 0.001% 0.152% Const mixed_5/join/concat_dim
3.039 0.003 0.608 0.001% 0.153% Const mixed_6/conv/conv2d_params
3.044 0.002 0.594 0.001% 0.154% Const mixed_6/conv/batchnorm/beta
3.048 0.002 0.511 0.001% 0.155% Const mixed_6/conv/batchnorm/gamma
3.052 0.002 0.536 0.001% 0.156% Const mixed_6/conv/batchnorm/moving_mean
3.056 0.002 0.546 0.001% 0.157% Const mixed_6/conv/batchnorm/moving_variance
3.059 0.003 0.660 0.001% 0.159% Const mixed_6/tower/conv/conv2d_params
3.063 0.002 0.612 0.001% 0.160% Const mixed_6/tower/conv/batchnorm/beta
3.067 0.002 0.548 0.001% 0.161% Const mixed_6/tower/conv/batchnorm/gamma
3.070 0.003 0.598 0.001% 0.162% Const mixed_6/tower/conv/batchnorm/moving_mean
3.074 0.002 0.537 0.001% 0.163% Const mixed_6/tower/conv/batchnorm/moving_variance
3.078 0.003 0.694 0.001% 0.165% Const mixed_6/tower/conv_1/conv2d_params
3.082 0.003 0.565 0.001% 0.166% Const mixed_6/tower/conv_1/batchnorm/beta
3.087 0.002 0.544 0.001% 0.167% Const mixed_6/tower/conv_1/batchnorm/gamma
3.090 0.003 0.534 0.001% 0.168% Const mixed_6/tower/conv_1/batchnorm/moving_mean
3.094 0.003 0.545 0.001% 0.169% Const mixed_6/tower/conv_1/batchnorm/moving_variance
3.098 0.003 0.660 0.001% 0.171% Const mixed_6/tower/conv_2/conv2d_params
3.102 0.002 0.575 0.001% 0.172% Const mixed_6/tower/conv_2/batchnorm/beta
3.106 0.002 0.553 0.001% 0.173% Const mixed_6/tower/conv_2/batchnorm/gamma
3.110 0.002 0.565 0.001% 0.174% Const mixed_6/tower/conv_2/batchnorm/moving_mean
3.113 0.003 0.622 0.001% 0.176% Const mixed_6/tower/conv_2/batchnorm/moving_variance
3.117 0.003 0.666 0.001% 0.177% Const mixed_6/tower_1/conv/conv2d_params
3.121 0.002 0.932 0.002% 0.179% Const mixed_6/tower_1/conv/batchnorm/beta
3.124 0.003 0.517 0.001% 0.180% Const mixed_6/tower_1/conv/batchnorm/gamma
3.128 0.002 0.525 0.001% 0.181% Const mixed_6/tower_1/conv/batchnorm/moving_mean
3.131 0.002 0.505 0.001% 0.182% Const mixed_6/tower_1/conv/batchnorm/moving_variance
3.135 0.002 0.629 0.001% 0.183% Const mixed_6/tower_1/conv_1/conv2d_params
3.139 0.002 0.631 0.001% 0.185% Const mixed_6/tower_1/conv_1/batchnorm/beta
3.142 0.002 0.531 0.001% 0.186% Const mixed_6/tower_1/conv_1/batchnorm/gamma
3.146 0.002 0.518 0.001% 0.187% Const mixed_6/tower_1/conv_1/batchnorm/moving_mean
3.149 0.002 0.578 0.001% 0.188% Const mixed_6/tower_1/conv_1/batchnorm/moving_variance
3.152 0.003 0.633 0.001% 0.189% Const mixed_6/tower_1/conv_2/conv2d_params
3.156 0.002 0.545 0.001% 0.190% Const mixed_6/tower_1/conv_2/batchnorm/beta
3.159 0.003 0.567 0.001% 0.192% Const mixed_6/tower_1/conv_2/batchnorm/gamma
3.163 0.002 0.546 0.001% 0.193% Const mixed_6/tower_1/conv_2/batchnorm/moving_mean
3.167 0.002 0.518 0.001% 0.194% Const mixed_6/tower_1/conv_2/batchnorm/moving_variance
3.170 0.003 0.644 0.001% 0.195% Const mixed_6/tower_1/conv_3/conv2d_params
3.174 0.003 0.583 0.001% 0.196% Const mixed_6/tower_1/conv_3/batchnorm/beta
3.178 0.002 0.517 0.001% 0.197% Const mixed_6/tower_1/conv_3/batchnorm/gamma
3.181 0.002 0.526 0.001% 0.198% Const mixed_6/tower_1/conv_3/batchnorm/moving_mean
3.184 0.002 0.528 0.001% 0.199% Const mixed_6/tower_1/conv_3/batchnorm/moving_variance
3.193 0.003 0.644 0.001% 0.201% Const mixed_6/tower_1/conv_4/conv2d_params
3.197 0.002 0.545 0.001% 0.202% Const mixed_6/tower_1/conv_4/batchnorm/beta
3.200 0.002 0.572 0.001% 0.203% Const mixed_6/tower_1/conv_4/batchnorm/gamma
3.203 0.002 0.532 0.001% 0.204% Const mixed_6/tower_1/conv_4/batchnorm/moving_mean
3.206 0.002 0.550 0.001% 0.205% Const mixed_6/tower_1/conv_4/batchnorm/moving_variance
3.209 0.002 0.615 0.001% 0.207% Const mixed_6/tower_2/conv/conv2d_params
3.213 0.002 0.581 0.001% 0.208% Const mixed_6/tower_2/conv/batchnorm/beta
3.216 0.002 0.521 0.001% 0.209% Const mixed_6/tower_2/conv/batchnorm/gamma
3.219 0.001 0.566 0.001% 0.210% Const mixed_6/tower_2/conv/batchnorm/moving_mean
3.222 0.001 0.603 0.001% 0.211% Const mixed_6/tower_2/conv/batchnorm/moving_variance
3.225 0.001 0.501 0.001% 0.212% Const mixed_6/join/concat_dim
3.228 0.002 0.672 0.001% 0.214% Const mixed_7/conv/conv2d_params
3.231 0.002 0.591 0.001% 0.215% Const mixed_7/conv/batchnorm/beta
3.234 0.002 0.498 0.001% 0.216% Const mixed_7/conv/batchnorm/gamma
3.237 0.002 0.528 0.001% 0.217% Const mixed_7/conv/batchnorm/moving_mean
3.240 0.002 0.523 0.001% 0.218% Const mixed_7/conv/batchnorm/moving_variance
3.243 0.003 0.670 0.001% 0.219% Const mixed_7/tower/conv/conv2d_params
3.247 0.002 0.574 0.001% 0.221% Const mixed_7/tower/conv/batchnorm/beta
3.250 0.001 0.599 0.001% 0.222% Const mixed_7/tower/conv/batchnorm/gamma
3.253 0.001 0.534 0.001% 0.223% Const mixed_7/tower/conv/batchnorm/moving_mean
3.255 0.002 0.602 0.001% 0.224% Const mixed_7/tower/conv/batchnorm/moving_variance
3.258 0.003 0.710 0.001% 0.226% Const mixed_7/tower/conv_1/conv2d_params
3.262 0.002 0.560 0.001% 0.227% Const mixed_7/tower/conv_1/batchnorm/beta
3.266 0.002 0.541 0.001% 0.228% Const mixed_7/tower/conv_1/batchnorm/gamma
3.269 0.008 0.550 0.001% 0.229% Const mixed_7/tower/conv_1/batchnorm/moving_mean
3.278 0.002 0.522 0.001% 0.230% Const mixed_7/tower/conv_1/batchnorm/moving_variance
3.282 0.003 0.634 0.001% 0.231% Const mixed_7/tower/conv_2/conv2d_params
3.286 0.003 0.589 0.001% 0.233% Const mixed_7/tower/conv_2/batchnorm/beta
3.290 0.002 0.532 0.001% 0.234% Const mixed_7/tower/conv_2/batchnorm/gamma
3.294 0.002 0.582 0.001% 0.235% Const mixed_7/tower/conv_2/batchnorm/moving_mean
3.297 0.002 0.717 0.001% 0.236% Const mixed_7/tower/conv_2/batchnorm/moving_variance
3.300 0.004 0.704 0.001% 0.238% Const mixed_7/tower_1/conv/conv2d_params
3.305 0.002 0.569 0.001% 0.239% Const mixed_7/tower_1/conv/batchnorm/beta
3.308 0.003 0.587 0.001% 0.240% Const mixed_7/tower_1/conv/batchnorm/gamma
3.312 0.002 0.574 0.001% 0.241% Const mixed_7/tower_1/conv/batchnorm/moving_mean
3.316 0.002 0.496 0.001% 0.242% Const mixed_7/tower_1/conv/batchnorm/moving_variance
3.320 0.003 0.619 0.001% 0.244% Const mixed_7/tower_1/conv_1/conv2d_params
3.324 0.002 0.616 0.001% 0.245% Const mixed_7/tower_1/conv_1/batchnorm/beta
3.328 0.002 0.519 0.001% 0.246% Const mixed_7/tower_1/conv_1/batchnorm/gamma
3.331 0.002 0.503 0.001% 0.247% Const mixed_7/tower_1/conv_1/batchnorm/moving_mean
3.335 0.002 0.530 0.001% 0.248% Const mixed_7/tower_1/conv_1/batchnorm/moving_variance
3.338 0.003 0.632 0.001% 0.249% Const mixed_7/tower_1/conv_2/conv2d_params
3.342 0.002 0.582 0.001% 0.251% Const mixed_7/tower_1/conv_2/batchnorm/beta
3.345 0.003 0.545 0.001% 0.252% Const mixed_7/tower_1/conv_2/batchnorm/gamma
3.349 0.002 0.510 0.001% 0.253% Const mixed_7/tower_1/conv_2/batchnorm/moving_mean
3.352 0.002 0.532 0.001% 0.254% Const mixed_7/tower_1/conv_2/batchnorm/moving_variance
3.355 0.003 0.614 0.001% 0.255% Const mixed_7/tower_1/conv_3/conv2d_params
3.359 0.002 0.552 0.001% 0.256% Const mixed_7/tower_1/conv_3/batchnorm/beta
3.363 0.002 0.543 0.001% 0.257% Const mixed_7/tower_1/conv_3/batchnorm/gamma
3.366 0.002 0.546 0.001% 0.259% Const mixed_7/tower_1/conv_3/batchnorm/moving_mean
3.369 0.005 0.538 0.001% 0.260% Const mixed_7/tower_1/conv_3/batchnorm/moving_variance
3.375 0.003 0.614 0.001% 0.261% Const mixed_7/tower_1/conv_4/conv2d_params
3.379 0.002 0.558 0.001% 0.262% Const mixed_7/tower_1/conv_4/batchnorm/beta
3.382 0.002 0.519 0.001% 0.263% Const mixed_7/tower_1/conv_4/batchnorm/gamma
3.386 0.002 0.579 0.001% 0.264% Const mixed_7/tower_1/conv_4/batchnorm/moving_mean
3.389 0.002 0.513 0.001% 0.265% Const mixed_7/tower_1/conv_4/batchnorm/moving_variance
3.392 0.002 0.652 0.001% 0.267% Const mixed_7/tower_2/conv/conv2d_params
3.395 0.003 0.529 0.001% 0.268% Const mixed_7/tower_2/conv/batchnorm/beta
3.399 0.002 0.512 0.001% 0.269% Const mixed_7/tower_2/conv/batchnorm/gamma
3.402 0.002 0.548 0.001% 0.270% Const mixed_7/tower_2/conv/batchnorm/moving_mean
3.405 0.002 0.488 0.001% 0.271% Const mixed_7/tower_2/conv/batchnorm/moving_variance
3.408 0.002 0.508 0.001% 0.272% Const mixed_7/join/concat_dim
3.411 0.003 0.653 0.001% 0.273% Const mixed_8/tower/conv/conv2d_params
3.415 0.002 0.560 0.001% 0.275% Const mixed_8/tower/conv/batchnorm/beta
3.418 0.004 0.564 0.001% 0.276% Const mixed_8/tower/conv/batchnorm/gamma
3.424 0.002 0.547 0.001% 0.277% Const mixed_8/tower/conv/batchnorm/moving_mean
3.427 0.002 0.536 0.001% 0.278% Const mixed_8/tower/conv/batchnorm/moving_variance
3.430 0.002 0.638 0.001% 0.279% Const mixed_8/tower/conv_1/conv2d_params
3.433 0.003 0.597 0.001% 0.280% Const mixed_8/tower/conv_1/batchnorm/beta
3.437 0.002 0.517 0.001% 0.282% Const mixed_8/tower/conv_1/batchnorm/gamma
3.440 0.002 0.503 0.001% 0.283% Const mixed_8/tower/conv_1/batchnorm/moving_mean
3.443 0.002 0.480 0.001% 0.284% Const mixed_8/tower/conv_1/batchnorm/moving_variance
3.447 0.002 0.610 0.001% 0.285% Const mixed_8/tower_1/conv/conv2d_params
3.450 0.003 0.539 0.001% 0.286% Const mixed_8/tower_1/conv/batchnorm/beta
3.454 0.002 0.519 0.001% 0.287% Const mixed_8/tower_1/conv/batchnorm/gamma
3.457 0.032 0.594 0.001% 0.288% Const mixed_8/tower_1/conv/batchnorm/moving_mean
3.490 0.002 0.505 0.001% 0.289% Const mixed_8/tower_1/conv/batchnorm/moving_variance
3.494 0.002 0.677 0.001% 0.291% Const mixed_8/tower_1/conv_1/conv2d_params
3.497 0.002 0.560 0.001% 0.292% Const mixed_8/tower_1/conv_1/batchnorm/beta
3.500 0.002 0.523 0.001% 0.293% Const mixed_8/tower_1/conv_1/batchnorm/gamma
3.503 0.003 0.532 0.001% 0.294% Const mixed_8/tower_1/conv_1/batchnorm/moving_mean
3.507 0.002 0.509 0.001% 0.295% Const mixed_8/tower_1/conv_1/batchnorm/moving_variance
3.510 0.002 0.756 0.002% 0.297% Const mixed_8/tower_1/conv_2/conv2d_params
3.514 0.002 0.577 0.001% 0.298% Const mixed_8/tower_1/conv_2/batchnorm/beta
3.517 0.002 0.537 0.001% 0.299% Const mixed_8/tower_1/conv_2/batchnorm/gamma
3.520 0.002 0.510 0.001% 0.300% Const mixed_8/tower_1/conv_2/batchnorm/moving_mean
3.523 0.002 0.533 0.001% 0.301% Const mixed_8/tower_1/conv_2/batchnorm/moving_variance
3.526 0.003 1.148 0.002% 0.303% Const mixed_8/tower_1/conv_3/conv2d_params
3.530 0.002 0.639 0.001% 0.305% Const mixed_8/tower_1/conv_3/batchnorm/beta
3.533 0.002 0.524 0.001% 0.306% Const mixed_8/tower_1/conv_3/batchnorm/gamma
3.536 0.002 0.523 0.001% 0.307% Const mixed_8/tower_1/conv_3/batchnorm/moving_mean
3.539 0.002 0.504 0.001% 0.308% Const mixed_8/tower_1/conv_3/batchnorm/moving_variance
3.542 0.002 0.490 0.001% 0.309% Const mixed_8/join/concat_dim
3.545 0.002 0.597 0.001% 0.310% Const mixed_9/conv/conv2d_params
3.548 0.002 0.556 0.001% 0.311% Const mixed_9/conv/batchnorm/beta
3.551 0.002 0.542 0.001% 0.312% Const mixed_9/conv/batchnorm/gamma
3.554 0.002 0.476 0.001% 0.313% Const mixed_9/conv/batchnorm/moving_mean
3.557 0.002 0.498 0.001% 0.314% Const mixed_9/conv/batchnorm/moving_variance
3.560 0.003 0.618 0.001% 0.316% Const mixed_9/tower/conv/conv2d_params
3.564 0.002 0.517 0.001% 0.317% Const mixed_9/tower/conv/batchnorm/beta
3.567 0.005 0.503 0.001% 0.318% Const mixed_9/tower/conv/batchnorm/gamma
3.573 0.002 0.532 0.001% 0.319% Const mixed_9/tower/conv/batchnorm/moving_mean
3.576 0.002 0.483 0.001% 0.320% Const mixed_9/tower/conv/batchnorm/moving_variance
3.579 0.002 0.635 0.001% 0.321% Const mixed_9/tower/mixed/conv/conv2d_params
3.582 0.002 0.542 0.001% 0.322% Const mixed_9/tower/mixed/conv/batchnorm/beta
3.588 0.002 0.497 0.001% 0.323% Const mixed_9/tower/mixed/conv/batchnorm/gamma
3.591 0.002 0.526 0.001% 0.324% Const mixed_9/tower/mixed/conv/batchnorm/moving_mean
3.594 0.002 0.507 0.001% 0.325% Const mixed_9/tower/mixed/conv/batchnorm/moving_variance
3.597 0.002 0.649 0.001% 0.327% Const mixed_9/tower/mixed/conv_1/conv2d_params
3.600 0.002 0.526 0.001% 0.328% Const mixed_9/tower/mixed/conv_1/batchnorm/beta
3.604 0.001 0.512 0.001% 0.329% Const mixed_9/tower/mixed/conv_1/batchnorm/gamma
3.607 0.002 0.566 0.001% 0.330% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_mean
3.610 0.001 0.529 0.001% 0.331% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_variance
3.613 0.002 0.595 0.001% 0.332% Const mixed_9/tower_1/conv/conv2d_params
3.616 0.002 0.550 0.001% 0.333% Const mixed_9/tower_1/conv/batchnorm/beta
3.619 0.002 0.527 0.001% 0.335% Const mixed_9/tower_1/conv/batchnorm/gamma
3.622 0.002 0.531 0.001% 0.336% Const mixed_9/tower_1/conv/batchnorm/moving_mean
3.625 0.002 0.498 0.001% 0.337% Const mixed_9/tower_1/conv/batchnorm/moving_variance
3.628 0.003 0.619 0.001% 0.338% Const mixed_9/tower_1/conv_1/conv2d_params
3.632 0.001 0.539 0.001% 0.339% Const mixed_9/tower_1/conv_1/batchnorm/beta
3.635 0.001 0.510 0.001% 0.340% Const mixed_9/tower_1/conv_1/batchnorm/gamma
3.637 0.002 0.535 0.001% 0.341% Const mixed_9/tower_1/conv_1/batchnorm/moving_mean
3.640 0.002 0.481 0.001% 0.342% Const mixed_9/tower_1/conv_1/batchnorm/moving_variance
3.643 0.002 0.616 0.001% 0.343% Const mixed_9/tower_1/mixed/conv/conv2d_params
3.646 0.002 0.523 0.001% 0.345% Const mixed_9/tower_1/mixed/conv/batchnorm/beta
3.649 0.002 0.506 0.001% 0.346% Const mixed_9/tower_1/mixed/conv/batchnorm/gamma
3.654 0.002 0.478 0.001% 0.347% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_mean
3.657 0.002 0.498 0.001% 0.348% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_variance
3.660 0.002 0.591 0.001% 0.349% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
3.663 0.002 0.591 0.001% 0.350% Const mixed_9/tower_1/mixed/conv_1/batchnorm/beta
3.666 0.002 0.491 0.001% 0.351% Const mixed_9/tower_1/mixed/conv_1/batchnorm/gamma
3.670 0.002 0.531 0.001% 0.352% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean
3.673 0.002 0.479 0.001% 0.353% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance
3.676 0.002 0.584 0.001% 0.354% Const mixed_9/tower_2/conv/conv2d_params
3.679 0.002 0.556 0.001% 0.355% Const mixed_9/tower_2/conv/batchnorm/beta
3.682 0.002 0.482 0.001% 0.356% Const mixed_9/tower_2/conv/batchnorm/gamma
3.685 0.002 0.536 0.001% 0.358% Const mixed_9/tower_2/conv/batchnorm/moving_mean
3.688 0.001 0.509 0.001% 0.359% Const mixed_9/tower_2/conv/batchnorm/moving_variance
3.693 0.001 0.476 0.001% 0.360% Const mixed_9/join/concat_dim
3.698 0.002 0.604 0.001% 0.361% Const mixed_10/conv/conv2d_params
3.701 0.002 0.584 0.001% 0.362% Const mixed_10/conv/batchnorm/beta
3.704 0.002 0.513 0.001% 0.363% Const mixed_10/conv/batchnorm/gamma
3.707 0.001 0.506 0.001% 0.364% Const mixed_10/conv/batchnorm/moving_mean
3.709 0.002 0.505 0.001% 0.365% Const mixed_10/conv/batchnorm/moving_variance
3.712 0.002 0.602 0.001% 0.366% Const mixed_10/tower/conv/conv2d_params
3.715 0.002 0.541 0.001% 0.368% Const mixed_10/tower/conv/batchnorm/beta
3.719 0.001 0.500 0.001% 0.369% Const mixed_10/tower/conv/batchnorm/gamma
3.721 0.002 0.527 0.001% 0.370% Const mixed_10/tower/conv/batchnorm/moving_mean
3.724 0.003 0.525 0.001% 0.371% Const mixed_10/tower/conv/batchnorm/moving_variance
3.728 0.002 0.585 0.001% 0.372% Const mixed_10/tower/mixed/conv/conv2d_params
3.731 0.002 0.530 0.001% 0.373% Const mixed_10/tower/mixed/conv/batchnorm/beta
3.736 0.002 0.488 0.001% 0.374% Const mixed_10/tower/mixed/conv/batchnorm/gamma
3.739 0.002 0.486 0.001% 0.375% Const mixed_10/tower/mixed/conv/batchnorm/moving_mean
3.742 0.001 0.516 0.001% 0.376% Const mixed_10/tower/mixed/conv/batchnorm/moving_variance
3.744 0.002 0.568 0.001% 0.377% Const mixed_10/tower/mixed/conv_1/conv2d_params
3.747 0.002 0.510 0.001% 0.378% Const mixed_10/tower/mixed/conv_1/batchnorm/beta
3.750 0.002 0.478 0.001% 0.379% Const mixed_10/tower/mixed/conv_1/batchnorm/gamma
3.753 0.002 0.526 0.001% 0.380% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_mean
3.756 0.003 0.569 0.001% 0.382% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_variance
3.760 0.002 0.588 0.001% 0.383% Const mixed_10/tower_1/conv/conv2d_params
3.763 0.002 0.529 0.001% 0.384% Const mixed_10/tower_1/conv/batchnorm/beta
3.766 0.002 0.507 0.001% 0.385% Const mixed_10/tower_1/conv/batchnorm/gamma
3.769 0.001 0.502 0.001% 0.386% Const mixed_10/tower_1/conv/batchnorm/moving_mean
3.771 0.002 0.475 0.001% 0.387% Const mixed_10/tower_1/conv/batchnorm/moving_variance
3.775 0.002 0.610 0.001% 0.388% Const mixed_10/tower_1/conv_1/conv2d_params
3.778 0.002 0.582 0.001% 0.389% Const mixed_10/tower_1/conv_1/batchnorm/beta
3.780 0.002 0.491 0.001% 0.390% Const mixed_10/tower_1/conv_1/batchnorm/gamma
3.783 0.002 0.503 0.001% 0.391% Const mixed_10/tower_1/conv_1/batchnorm/moving_mean
3.786 0.003 0.483 0.001% 0.392% Const mixed_10/tower_1/conv_1/batchnorm/moving_variance
3.790 0.002 0.583 0.001% 0.394% Const mixed_10/tower_1/mixed/conv/conv2d_params
3.793 0.002 0.531 0.001% 0.395% Const mixed_10/tower_1/mixed/conv/batchnorm/beta
3.796 0.002 0.483 0.001% 0.396% Const mixed_10/tower_1/mixed/conv/batchnorm/gamma
3.799 0.001 0.534 0.001% 0.397% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_mean
3.804 0.001 0.504 0.001% 0.398% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_variance
3.806 0.002 0.609 0.001% 0.399% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
3.809 0.002 0.519 0.001% 0.400% Const mixed_10/tower_1/mixed/conv_1/batchnorm/beta
3.812 0.003 0.456 0.001% 0.401% Const mixed_10/tower_1/mixed/conv_1/batchnorm/gamma
3.816 0.002 0.480 0.001% 0.402% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean
3.819 0.003 0.485 0.001% 0.403% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance
3.823 0.002 0.624 0.001% 0.404% Const mixed_10/tower_2/conv/conv2d_params
3.826 0.002 0.532 0.001% 0.405% Const mixed_10/tower_2/conv/batchnorm/beta
3.829 0.001 0.506 0.001% 0.406% Const mixed_10/tower_2/conv/batchnorm/gamma
3.831 0.002 0.512 0.001% 0.408% Const mixed_10/tower_2/conv/batchnorm/moving_mean
3.833 0.002 0.496 0.001% 0.409% Const mixed_10/tower_2/conv/batchnorm/moving_variance
3.836 0.001 0.475 0.001% 0.410% Const mixed_10/join/concat_dim
3.838 0.002 0.508 0.001% 0.411% Const pool_3/_reshape/shape
3.841 0.001 0.555 0.001% 0.412% Const softmax/weights
3.843 0.002 0.524 0.001% 0.413% Const softmax/biases
3.846 0.004 0.624 0.001% 0.414% Const conv/conv2d_params
3.855 0.002 0.609 0.001% 0.415% Const conv/batchnorm/beta
3.858 0.002 0.733 0.002% 0.417% Const conv/batchnorm/gamma
3.861 0.001 0.504 0.001% 0.418% Const conv/batchnorm/moving_mean
3.863 0.002 0.483 0.001% 0.419% Const conv/batchnorm/moving_variance
3.866 0.002 0.624 0.001% 0.420% Const conv_1/conv2d_params
3.868 0.002 0.561 0.001% 0.421% Const conv_1/batchnorm/beta
3.871 0.002 0.521 0.001% 0.422% Const conv_1/batchnorm/gamma
3.874 0.002 0.503 0.001% 0.423% Const conv_1/batchnorm/moving_mean
3.876 8.412 820.028 1.687% 2.110% Conv2D conv/Conv2D
3.879 0.002 0.533 0.001% 2.112% Const conv_1/batchnorm/moving_variance
3.882 0.002 0.685 0.001% 2.113% Const conv_2/conv2d_params
3.885 0.006 0.551 0.001% 2.114% Const conv_2/batchnorm/beta
3.892 0.002 0.497 0.001% 2.115% Const conv_2/batchnorm/gamma
3.894 0.002 0.500 0.001% 2.116% Const conv_2/batchnorm/moving_mean
3.897 0.002 0.500 0.001% 2.117% Const conv_2/batchnorm/moving_variance
3.900 0.002 0.584 0.001% 2.118% Const conv_3/conv2d_params
3.903 0.002 0.573 0.001% 2.120% Const conv_3/batchnorm/beta
3.906 0.001 0.534 0.001% 2.121% Const conv_3/batchnorm/gamma
3.908 0.002 0.489 0.001% 2.122% Const conv_3/batchnorm/moving_mean
3.911 0.002 0.527 0.001% 2.123% Const conv_3/batchnorm/moving_variance
3.914 0.002 0.582 0.001% 2.124% Const conv_4/conv2d_params
3.917 0.003 0.554 0.001% 2.125% Const conv_4/batchnorm/beta
3.921 0.002 0.468 0.001% 2.126% Const conv_4/batchnorm/gamma
3.924 0.001 0.541 0.001% 2.127% Const conv_4/batchnorm/moving_mean
3.927 0.001 0.510 0.001% 2.128% Const conv_4/batchnorm/moving_variance
3.929 0.002 0.568 0.001% 2.129% Const mixed/conv/conv2d_params
3.932 0.002 0.535 0.001% 2.131% Const mixed/conv/batchnorm/beta
3.935 0.001 0.515 0.001% 2.132% Const mixed/conv/batchnorm/gamma
3.937 0.002 0.492 0.001% 2.133% Const mixed/conv/batchnorm/moving_mean
3.940 0.002 0.608 0.001% 2.134% Const mixed/conv/batchnorm/moving_variance
3.942 0.002 0.646 0.001% 2.135% Const mixed/tower/conv/conv2d_params
3.947 0.002 0.527 0.001% 2.136% Const mixed/tower/conv/batchnorm/beta
3.950 0.002 0.520 0.001% 2.137% Const mixed/tower/conv/batchnorm/gamma
3.953 0.002 0.532 0.001% 2.138% Const mixed/tower/conv/batchnorm/moving_mean
3.956 0.004 0.476 0.001% 2.139% Const mixed/tower/conv/batchnorm/moving_variance
3.962 0.003 0.581 0.001% 2.141% Const mixed/tower/conv_1/conv2d_params
3.966 0.004 0.565 0.001% 2.142% Const mixed/tower/conv_1/batchnorm/beta
3.971 0.001 0.503 0.001% 2.143% Const mixed/tower/conv_1/batchnorm/gamma
3.974 0.001 0.528 0.001% 2.144% Const mixed/tower/conv_1/batchnorm/moving_mean
3.976 0.002 0.510 0.001% 2.145% Const mixed/tower/conv_1/batchnorm/moving_variance
3.979 0.004 0.667 0.001% 2.146% Const mixed/tower_1/conv/conv2d_params
3.984 0.002 0.535 0.001% 2.147% Const mixed/tower_1/conv/batchnorm/beta
3.986 0.002 0.512 0.001% 2.148% Const mixed/tower_1/conv/batchnorm/gamma
3.989 0.002 0.522 0.001% 2.150% Const mixed/tower_1/conv/batchnorm/moving_mean
3.992 0.002 0.493 0.001% 2.151% Const mixed/tower_1/conv/batchnorm/moving_variance
3.995 0.002 0.615 0.001% 2.152% Const mixed/tower_1/conv_1/conv2d_params
3.998 0.001 0.603 0.001% 2.153% Const mixed/tower_1/conv_1/batchnorm/beta
4.000 0.002 0.499 0.001% 2.154% Const mixed/tower_1/conv_1/batchnorm/gamma
4.003 0.002 0.472 0.001% 2.155% Const mixed/tower_1/conv_1/batchnorm/moving_mean
4.006 0.003 0.461 0.001% 2.156% Const mixed/tower_1/conv_1/batchnorm/moving_variance
4.010 0.002 0.579 0.001% 2.157% Const mixed/tower_1/conv_2/conv2d_params
4.013 0.002 0.507 0.001% 2.158% Const mixed/tower_1/conv_2/batchnorm/beta
4.016 0.001 0.483 0.001% 2.159% Const mixed/tower_1/conv_2/batchnorm/gamma
4.018 0.002 0.509 0.001% 2.160% Const mixed/tower_1/conv_2/batchnorm/moving_mean
4.021 0.002 0.480 0.001% 2.161% Const mixed/tower_1/conv_2/batchnorm/moving_variance
4.024 0.002 0.708 0.001% 2.163% Const mixed/tower_2/conv/conv2d_params
4.026 0.002 0.560 0.001% 2.164% Const mixed/tower_2/conv/batchnorm/beta
4.029 0.002 0.474 0.001% 2.165% Const mixed/tower_2/conv/batchnorm/gamma
4.032 0.001 0.481 0.001% 2.166% Const mixed/tower_2/conv/batchnorm/moving_mean
4.034 0.004 0.449 0.001% 2.167% Const mixed/tower_2/conv/batchnorm/moving_variance
4.041 0.002 0.490 0.001% 2.168% Const mixed/join/concat_dim
4.045 0.003 0.598 0.001% 2.169% Const mixed_1/conv/conv2d_params
4.048 0.002 0.554 0.001% 2.170% Const mixed_1/conv/batchnorm/beta
4.051 0.002 0.499 0.001% 2.171% Const mixed_1/conv/batchnorm/gamma
4.054 0.001 0.780 0.002% 2.173% Const mixed_1/conv/batchnorm/moving_mean
4.056 0.002 0.509 0.001% 2.174% Const mixed_1/conv/batchnorm/moving_variance
4.059 0.002 0.586 0.001% 2.175% Const mixed_1/tower/conv/conv2d_params
4.062 0.002 0.607 0.001% 2.176% Const mixed_1/tower/conv/batchnorm/beta
4.065 0.001 0.530 0.001% 2.177% Const mixed_1/tower/conv/batchnorm/gamma
4.069 0.002 0.486 0.001% 2.178% Const mixed_1/tower/conv/batchnorm/moving_mean
4.072 0.002 0.470 0.001% 2.179% Const mixed_1/tower/conv/batchnorm/moving_variance
4.075 0.002 0.603 0.001% 2.181% Const mixed_1/tower/conv_1/conv2d_params
4.078 0.002 0.514 0.001% 2.182% Const mixed_1/tower/conv_1/batchnorm/beta
4.081 0.001 0.484 0.001% 2.183% Const mixed_1/tower/conv_1/batchnorm/gamma
4.083 0.002 0.501 0.001% 2.184% Const mixed_1/tower/conv_1/batchnorm/moving_mean
4.086 0.001 0.455 0.001% 2.185% Const mixed_1/tower/conv_1/batchnorm/moving_variance
4.088 0.002 0.622 0.001% 2.186% Const mixed_1/tower_1/conv/conv2d_params
4.091 0.002 0.504 0.001% 2.187% Const mixed_1/tower_1/conv/batchnorm/beta
4.094 0.003 0.497 0.001% 2.188% Const mixed_1/tower_1/conv/batchnorm/gamma
4.098 0.002 0.470 0.001% 2.189% Const mixed_1/tower_1/conv/batchnorm/moving_mean
4.101 0.002 2.018 0.004% 2.193% Const mixed_1/tower_1/conv/batchnorm/moving_variance
4.104 0.002 0.613 0.001% 2.194% Const mixed_1/tower_1/conv_1/conv2d_params
4.107 0.001 0.518 0.001% 2.195% Const mixed_1/tower_1/conv_1/batchnorm/beta
4.109 0.004 0.475 0.001% 2.196% Const mixed_1/tower_1/conv_1/batchnorm/gamma
4.114 0.002 0.463 0.001% 2.197% Const mixed_1/tower_1/conv_1/batchnorm/moving_mean
4.119 0.002 0.496 0.001% 2.198% Const mixed_1/tower_1/conv_1/batchnorm/moving_variance
4.123 0.002 0.629 0.001% 2.200% Const mixed_1/tower_1/conv_2/conv2d_params
4.126 0.004 0.522 0.001% 2.201% Const mixed_1/tower_1/conv_2/batchnorm/beta
4.131 0.002 0.470 0.001% 2.202% Const mixed_1/tower_1/conv_2/batchnorm/gamma
4.134 0.001 0.498 0.001% 2.203% Const mixed_1/tower_1/conv_2/batchnorm/moving_mean
4.136 0.002 0.616 0.001% 2.204% Const mixed_1/tower_1/conv_2/batchnorm/moving_variance
4.139 0.002 0.575 0.001% 2.205% Const mixed_1/tower_2/conv/conv2d_params
4.142 0.002 0.525 0.001% 2.206% Const mixed_1/tower_2/conv/batchnorm/beta
4.145 0.001 0.484 0.001% 2.207% Const mixed_1/tower_2/conv/batchnorm/gamma
4.147 0.002 0.512 0.001% 2.208% Const mixed_1/tower_2/conv/batchnorm/moving_mean
4.150 0.001 0.488 0.001% 2.209% Const mixed_1/tower_2/conv/batchnorm/moving_variance
4.152 0.002 0.474 0.001% 2.210% Const mixed_1/join/concat_dim
4.155 0.004 0.588 0.001% 2.211% Const mixed_2/conv/conv2d_params
4.160 0.002 0.488 0.001% 2.212% Const mixed_2/conv/batchnorm/beta
4.162 0.002 0.450 0.001% 2.213% Const mixed_2/conv/batchnorm/gamma
4.165 0.001 0.493 0.001% 2.214% Const mixed_2/conv/batchnorm/moving_mean
4.167 0.002 0.455 0.001% 2.215% Const mixed_2/conv/batchnorm/moving_variance
4.170 0.002 0.584 0.001% 2.217% Const mixed_2/tower/conv/conv2d_params
4.173 0.001 0.506 0.001% 2.218% Const mixed_2/tower/conv/batchnorm/beta
4.175 0.002 0.443 0.001% 2.218% Const mixed_2/tower/conv/batchnorm/gamma
4.178 0.002 0.472 0.001% 2.219% Const mixed_2/tower/conv/batchnorm/moving_mean
4.181 0.001 0.493 0.001% 2.220% Const mixed_2/tower/conv/batchnorm/moving_variance
4.183 0.012 0.639 0.001% 2.222% Const mixed_2/tower/conv_1/conv2d_params
4.196 0.002 0.504 0.001% 2.223% Const mixed_2/tower/conv_1/batchnorm/beta
4.199 0.004 0.487 0.001% 2.224% Const mixed_2/tower/conv_1/batchnorm/gamma
4.204 0.002 0.551 0.001% 2.225% Const mixed_2/tower/conv_1/batchnorm/moving_mean
4.207 0.001 0.472 0.001% 2.226% Const mixed_2/tower/conv_1/batchnorm/moving_variance
4.211 0.002 0.595 0.001% 2.227% Const mixed_2/tower_1/conv/conv2d_params
4.214 0.002 0.482 0.001% 2.228% Const mixed_2/tower_1/conv/batchnorm/beta
4.217 0.002 0.499 0.001% 2.229% Const mixed_2/tower_1/conv/batchnorm/gamma
4.220 0.001 0.478 0.001% 2.230% Const mixed_2/tower_1/conv/batchnorm/moving_mean
4.222 0.004 0.506 0.001% 2.231% Const mixed_2/tower_1/conv/batchnorm/moving_variance
4.227 0.002 0.645 0.001% 2.233% Const mixed_2/tower_1/conv_1/conv2d_params
4.230 0.002 0.492 0.001% 2.234% Const mixed_2/tower_1/conv_1/batchnorm/beta
4.233 0.002 0.444 0.001% 2.234% Const mixed_2/tower_1/conv_1/batchnorm/gamma
4.236 0.001 0.471 0.001% 2.235% Const mixed_2/tower_1/conv_1/batchnorm/moving_mean
4.238 0.002 0.466 0.001% 2.236% Const mixed_2/tower_1/conv_1/batchnorm/moving_variance
4.241 0.002 0.623 0.001% 2.238% Const mixed_2/tower_1/conv_2/conv2d_params
4.244 0.002 0.516 0.001% 2.239% Const mixed_2/tower_1/conv_2/batchnorm/beta
4.247 0.001 0.475 0.001% 2.240% Const mixed_2/tower_1/conv_2/batchnorm/gamma
4.252 0.003 0.463 0.001% 2.241% Const mixed_2/tower_1/conv_2/batchnorm/moving_mean
4.256 0.002 0.455 0.001% 2.242% Const mixed_2/tower_1/conv_2/batchnorm/moving_variance
4.259 0.002 0.552 0.001% 2.243% Const mixed_2/tower_2/conv/conv2d_params
4.262 0.002 0.495 0.001% 2.244% Const mixed_2/tower_2/conv/batchnorm/beta
4.265 0.001 0.424 0.001% 2.245% Const mixed_2/tower_2/conv/batchnorm/gamma
4.267 0.002 0.448 0.001% 2.246% Const mixed_2/tower_2/conv/batchnorm/moving_mean
4.270 0.002 0.496 0.001% 2.247% Const mixed_2/tower_2/conv/batchnorm/moving_variance
4.273 0.001 0.526 0.001% 2.248% Const mixed_2/join/concat_dim
4.275 0.002 0.527 0.001% 2.249% Const mixed_3/conv/conv2d_params
4.278 0.004 0.493 0.001% 2.250% Const mixed_3/conv/batchnorm/beta
4.283 0.002 0.465 0.001% 2.251% Const mixed_3/conv/batchnorm/gamma
4.288 0.001 0.449 0.001% 2.252% Const mixed_3/conv/batchnorm/moving_mean
4.292 0.002 0.454 0.001% 2.253% Const mixed_3/conv/batchnorm/moving_variance
4.295 0.002 0.562 0.001% 2.254% Const mixed_3/tower/conv/conv2d_params
4.298 0.002 0.487 0.001% 2.255% Const mixed_3/tower/conv/batchnorm/beta
4.301 0.001 0.441 0.001% 2.256% Const mixed_3/tower/conv/batchnorm/gamma
4.303 0.002 0.534 0.001% 2.257% Const mixed_3/tower/conv/batchnorm/moving_mean
4.306 0.002 0.437 0.001% 2.258% Const mixed_3/tower/conv/batchnorm/moving_variance
4.309 0.002 0.634 0.001% 2.259% Const mixed_3/tower/conv_1/conv2d_params
4.311 0.002 0.545 0.001% 2.260% Const mixed_3/tower/conv_1/batchnorm/beta
4.316 0.002 0.451 0.001% 2.261% Const mixed_3/tower/conv_1/batchnorm/gamma
4.318 0.002 0.510 0.001% 2.262% Const mixed_3/tower/conv_1/batchnorm/moving_mean
4.321 0.002 0.535 0.001% 2.263% Const mixed_3/tower/conv_1/batchnorm/moving_variance
4.324 0.002 0.581 0.001% 2.264% Const mixed_3/tower/conv_2/conv2d_params
4.327 0.002 0.487 0.001% 2.265% Const mixed_3/tower/conv_2/batchnorm/beta
4.330 0.001 0.461 0.001% 2.266% Const mixed_3/tower/conv_2/batchnorm/gamma
4.332 0.002 0.444 0.001% 2.267% Const mixed_3/tower/conv_2/batchnorm/moving_mean
4.335 0.002 0.482 0.001% 2.268% Const mixed_3/tower/conv_2/batchnorm/moving_variance
4.338 0.002 0.469 0.001% 2.269% Const mixed_3/join/concat_dim
4.340 0.004 0.565 0.001% 2.270% Const mixed_4/conv/conv2d_params
4.345 0.002 0.510 0.001% 2.271% Const mixed_4/conv/batchnorm/beta
4.347 0.002 0.459 0.001% 2.272% Const mixed_4/conv/batchnorm/gamma
4.350 0.002 0.481 0.001% 2.273% Const mixed_4/conv/batchnorm/moving_mean
4.353 0.002 0.417 0.001% 2.274% Const mixed_4/conv/batchnorm/moving_variance
4.355 0.005 0.520 0.001% 2.275% Const mixed_4/tower/conv/conv2d_params
4.361 0.001 0.497 0.001% 2.276% Const mixed_4/tower/conv/batchnorm/beta
4.363 0.002 0.485 0.001% 2.277% Const mixed_4/tower/conv/batchnorm/gamma
4.366 0.002 0.514 0.001% 2.278% Const mixed_4/tower/conv/batchnorm/moving_mean
4.371 0.001 0.417 0.001% 2.279% Const mixed_4/tower/conv/batchnorm/moving_variance
4.373 0.004 0.544 0.001% 2.280% Const mixed_4/tower/conv_1/conv2d_params
4.378 0.001 0.508 0.001% 2.281% Const mixed_4/tower/conv_1/batchnorm/beta
4.380 0.002 0.450 0.001% 2.282% Const mixed_4/tower/conv_1/batchnorm/gamma
4.383 0.002 0.469 0.001% 2.283% Const mixed_4/tower/conv_1/batchnorm/moving_mean
4.386 0.001 0.447 0.001% 2.284% Const mixed_4/tower/conv_1/batchnorm/moving_variance
4.388 0.003 0.600 0.001% 2.285% Const mixed_4/tower/conv_2/conv2d_params
4.391 0.002 0.476 0.001% 2.286% Const mixed_4/tower/conv_2/batchnorm/beta
4.394 0.002 0.502 0.001% 2.287% Const mixed_4/tower/conv_2/batchnorm/gamma
4.397 0.004 0.459 0.001% 2.288% Const mixed_4/tower/conv_2/batchnorm/moving_mean
4.402 0.038 0.509 0.001% 2.289% Const mixed_4/tower/conv_2/batchnorm/moving_variance
4.441 0.002 0.551 0.001% 2.290% Const mixed_4/tower_1/conv/conv2d_params
4.444 0.002 0.488 0.001% 2.291% Const mixed_4/tower_1/conv/batchnorm/beta
4.447 0.001 0.441 0.001% 2.292% Const mixed_4/tower_1/conv/batchnorm/gamma
4.449 0.002 0.458 0.001% 2.293% Const mixed_4/tower_1/conv/batchnorm/moving_mean
4.452 0.001 0.464 0.001% 2.294% Const mixed_4/tower_1/conv/batchnorm/moving_variance
4.454 0.002 0.585 0.001% 2.295% Const mixed_4/tower_1/conv_1/conv2d_params
4.457 0.002 0.536 0.001% 2.297% Const mixed_4/tower_1/conv_1/batchnorm/beta
4.460 0.002 0.441 0.001% 2.297% Const mixed_4/tower_1/conv_1/batchnorm/gamma
4.463 0.003 0.490 0.001% 2.298% Const mixed_4/tower_1/conv_1/batchnorm/moving_mean
4.467 0.002 0.471 0.001% 2.299% Const mixed_4/tower_1/conv_1/batchnorm/moving_variance
4.470 0.002 0.603 0.001% 2.301% Const mixed_4/tower_1/conv_2/conv2d_params
4.475 0.002 0.537 0.001% 2.302% Const mixed_4/tower_1/conv_2/batchnorm/beta
4.478 0.002 0.450 0.001% 2.303% Const mixed_4/tower_1/conv_2/batchnorm/gamma
4.481 0.001 0.493 0.001% 2.304% Const mixed_4/tower_1/conv_2/batchnorm/moving_mean
4.483 0.002 0.469 0.001% 2.305% Const mixed_4/tower_1/conv_2/batchnorm/moving_variance
4.488 0.002 0.550 0.001% 2.306% Const mixed_4/tower_1/conv_3/conv2d_params
4.491 0.002 0.485 0.001% 2.307% Const mixed_4/tower_1/conv_3/batchnorm/beta
4.494 0.002 0.478 0.001% 2.308% Const mixed_4/tower_1/conv_3/batchnorm/gamma
4.497 0.003 0.487 0.001% 2.309% Const mixed_4/tower_1/conv_3/batchnorm/moving_mean
4.501 0.002 0.442 0.001% 2.310% Const mixed_4/tower_1/conv_3/batchnorm/moving_variance
4.504 0.002 0.554 0.001% 2.311% Const mixed_4/tower_1/conv_4/conv2d_params
4.507 0.002 0.481 0.001% 2.312% Const mixed_4/tower_1/conv_4/batchnorm/beta
4.510 0.001 0.457 0.001% 2.313% Const mixed_4/tower_1/conv_4/batchnorm/gamma
4.512 0.002 0.448 0.001% 2.314% Const mixed_4/tower_1/conv_4/batchnorm/moving_mean
4.515 0.002 0.488 0.001% 2.315% Const mixed_4/tower_1/conv_4/batchnorm/moving_variance
4.518 0.002 0.617 0.001% 2.316% Const mixed_4/tower_2/conv/conv2d_params
4.521 0.002 0.498 0.001% 2.317% Const mixed_4/tower_2/conv/batchnorm/beta
4.523 0.002 0.520 0.001% 2.318% Const mixed_4/tower_2/conv/batchnorm/gamma
4.526 0.004 0.455 0.001% 2.319% Const mixed_4/tower_2/conv/batchnorm/moving_mean
4.531 0.001 0.447 0.001% 2.320% Const mixed_4/tower_2/conv/batchnorm/moving_variance
12.307 5.614 460.467 0.947% 3.267% BatchNormWithGlobalNormalization conv/batchnorm
17.930 0.907 191.278 0.394% 3.661% CheckNumerics conv/CheckNumerics
18.840 0.002 0.689 0.001% 3.662% Identity conv/control_dependency
18.844 0.493 35.128 0.072% 3.735% Relu conv
19.343 14.019 1846.094 3.798% 7.533% Conv2D conv_1/Conv2D
33.372 1.526 403.635 0.830% 8.363% BatchNormWithGlobalNormalization conv_1/batchnorm
34.906 0.753 181.040 0.372% 8.736% CheckNumerics conv_1/CheckNumerics
35.661 0.003 0.640 0.001% 8.737% Identity conv_1/control_dependency
35.666 0.140 96.160 0.198% 8.935% Relu conv_1
35.813 9.405 1979.929 4.073% 13.008% Conv2D conv_2/Conv2D
45.227 7.460 923.994 1.901% 14.909% BatchNormWithGlobalNormalization conv_2/batchnorm
52.700 1.960 357.870 0.736% 15.645% CheckNumerics conv_2/CheckNumerics
54.666 0.005 0.672 0.001% 15.647% Identity conv_2/control_dependency
54.674 1.278 247.407 0.509% 16.156% Relu conv_2
55.960 2.279 353.357 0.727% 16.883% CheckNumerics pool/CheckNumerics
58.244 0.005 0.777 0.002% 16.884% Identity pool/control_dependency
58.251 5.578 345.134 0.710% 17.594% MaxPool pool
63.838 2.269 270.538 0.557% 18.151% Conv2D conv_3/Conv2D
66.129 1.990 262.330 0.540% 18.691% BatchNormWithGlobalNormalization conv_3/batchnorm
68.128 0.532 110.595 0.228% 18.918% CheckNumerics conv_3/CheckNumerics
68.662 0.003 0.579 0.001% 18.919% Identity conv_3/control_dependency
68.667 0.146 23.156 0.048% 18.967% Relu conv_3
68.819 11.391 1610.774 3.314% 22.281% Conv2D conv_4/Conv2D
80.218 3.207 671.578 1.382% 23.663% BatchNormWithGlobalNormalization conv_4/batchnorm
83.436 1.096 262.266 0.540% 24.202% CheckNumerics conv_4/CheckNumerics
84.539 0.003 0.664 0.001% 24.204% Identity conv_4/control_dependency
84.552 0.559 119.548 0.246% 24.450% Relu conv_4
85.124 1.054 260.449 0.536% 24.985% CheckNumerics pool_1/CheckNumerics
86.181 0.007 0.704 0.001% 24.987% Identity pool_1/control_dependency
86.189 0.868 182.046 0.375% 25.361% MaxPool pool_1
87.080 0.799 180.858 0.372% 25.734% Conv2D mixed/tower/conv/Conv2D
87.083 0.584 167.544 0.345% 26.078% Conv2D mixed/tower_1/conv/Conv2D
87.092 1.058 136.042 0.280% 26.358% Conv2D mixed/conv/Conv2D
87.093 3.280 208.162 0.428% 26.786% AvgPool mixed/tower_2/pool
87.678 0.243 100.449 0.207% 26.993% BatchNormWithGlobalNormalization mixed/tower_1/conv/batchnorm
87.886 0.292 89.201 0.184% 27.177% BatchNormWithGlobalNormalization mixed/tower/conv/batchnorm
87.931 0.130 29.814 0.061% 27.238% CheckNumerics mixed/tower_1/conv/CheckNumerics
88.064 0.005 0.931 0.002% 27.240% Identity mixed/tower_1/conv/control_dependency
88.071 0.029 9.360 0.019% 27.259% Relu mixed/tower_1/conv
88.104 1.141 418.296 0.861% 28.120% Conv2D mixed/tower_1/conv_1/Conv2D
88.154 0.889 106.442 0.219% 28.339% BatchNormWithGlobalNormalization mixed/conv/batchnorm
88.184 0.103 22.100 0.045% 28.384% CheckNumerics mixed/tower/conv/CheckNumerics
88.290 0.003 1.294 0.003% 28.387% Identity mixed/tower/conv/control_dependency
88.296 0.023 12.542 0.026% 28.413% Relu mixed/tower/conv
88.323 3.026 431.635 0.888% 29.301% Conv2D mixed/tower/conv_1/Conv2D
89.053 0.165 31.203 0.064% 29.365% CheckNumerics mixed/conv/CheckNumerics
89.220 0.007 0.991 0.002% 29.367% Identity mixed/conv/control_dependency
89.229 0.423 14.241 0.029% 29.396% Relu mixed/conv
89.255 0.443 79.608 0.164% 29.560% BatchNormWithGlobalNormalization mixed/tower_1/conv_1/batchnorm
89.723 0.180 35.164 0.072% 29.632% CheckNumerics mixed/tower_1/conv_1/CheckNumerics
89.906 0.004 0.774 0.002% 29.634% Identity mixed/tower_1/conv_1/control_dependency
89.912 0.647 68.432 0.141% 29.775% Relu mixed/tower_1/conv_1
90.386 0.441 125.701 0.259% 30.033% Conv2D mixed/tower_2/conv/Conv2D
90.563 1.950 322.931 0.664% 30.698% Conv2D mixed/tower_1/conv_2/Conv2D
90.832 0.172 50.826 0.105% 30.802% BatchNormWithGlobalNormalization mixed/tower_2/conv/batchnorm
91.012 0.059 16.265 0.033% 30.836% CheckNumerics mixed/tower_2/conv/CheckNumerics
91.073 0.002 0.813 0.002% 30.837% Identity mixed/tower_2/conv/control_dependency
91.077 0.013 4.637 0.010% 30.847% Relu mixed/tower_2/conv
91.355 0.261 77.276 0.159% 31.006% BatchNormWithGlobalNormalization mixed/tower/conv_1/batchnorm
91.627 0.140 26.858 0.055% 31.061% CheckNumerics mixed/tower/conv_1/CheckNumerics
91.770 0.003 0.806 0.002% 31.063% Identity mixed/tower/conv_1/control_dependency
91.777 0.035 15.828 0.033% 31.095% Relu mixed/tower/conv_1
92.518 0.306 74.137 0.153% 31.248% BatchNormWithGlobalNormalization mixed/tower_1/conv_2/batchnorm
92.831 0.132 32.356 0.067% 31.315% CheckNumerics mixed/tower_1/conv_2/CheckNumerics
92.964 0.002 0.590 0.001% 31.316% Identity mixed/tower_1/conv_2/control_dependency
92.968 0.064 14.907 0.031% 31.346% Relu mixed/tower_1/conv_2
93.038 1.850 141.005 0.290% 31.636% Concat mixed/join
94.901 0.585 148.323 0.305% 31.942% Conv2D mixed_1/tower_1/conv/Conv2D
94.918 0.776 241.853 0.498% 32.439% AvgPool mixed_1/tower_2/pool
94.922 0.899 204.064 0.420% 32.859% Conv2D mixed_1/conv/Conv2D
94.931 2.203 192.871 0.397% 33.256% Conv2D mixed_1/tower/conv/Conv2D
95.492 0.345 103.239 0.212% 33.468% BatchNormWithGlobalNormalization mixed_1/tower_1/conv/batchnorm
95.701 0.721 159.833 0.329% 33.797% Conv2D mixed_1/tower_2/conv/Conv2D
95.825 0.612 89.647 0.184% 33.982% BatchNormWithGlobalNormalization mixed_1/conv/batchnorm
95.848 0.142 32.178 0.066% 34.048% CheckNumerics mixed_1/tower_1/conv/CheckNumerics
95.994 0.004 1.014 0.002% 34.050% Identity mixed_1/tower_1/conv/control_dependency
96.000 0.032 10.763 0.022% 34.072% Relu mixed_1/tower_1/conv
96.036 1.284 392.570 0.808% 34.880% Conv2D mixed_1/tower_1/conv_1/Conv2D
96.431 0.717 89.847 0.185% 35.064% BatchNormWithGlobalNormalization mixed_1/tower_2/conv/batchnorm
96.446 0.139 28.769 0.059% 35.124% CheckNumerics mixed_1/conv/CheckNumerics
96.587 0.004 0.960 0.002% 35.126% Identity mixed_1/conv/control_dependency
96.593 0.046 12.313 0.025% 35.151% Relu mixed_1/conv
97.141 0.530 89.289 0.184% 35.335% BatchNormWithGlobalNormalization mixed_1/tower/conv/batchnorm
97.155 0.142 28.906 0.059% 35.394% CheckNumerics mixed_1/tower_2/conv/CheckNumerics
97.299 0.004 0.861 0.002% 35.396% Identity mixed_1/tower_2/conv/control_dependency
97.305 0.030 10.772 0.022% 35.418% Relu mixed_1/tower_2/conv
97.327 0.338 89.560 0.184% 35.602% BatchNormWithGlobalNormalization mixed_1/tower_1/conv_1/batchnorm
97.671 0.182 35.348 0.073% 35.675% CheckNumerics mixed_1/tower_1/conv_1/CheckNumerics
97.677 0.141 27.756 0.057% 35.732% CheckNumerics mixed_1/tower/conv/CheckNumerics
97.821 0.013 1.268 0.003% 35.735% Identity mixed_1/tower/conv/control_dependency
97.836 0.023 6.691 0.014% 35.749% Relu mixed_1/tower/conv
97.855 0.002 0.649 0.001% 35.750% Identity mixed_1/tower_1/conv_1/control_dependency
97.859 0.085 41.577 0.086% 35.835% Relu mixed_1/tower_1/conv_1
97.873 1.386 454.126 0.934% 36.770% Conv2D mixed_1/tower/conv_1/Conv2D
97.949 2.463 358.520 0.738% 37.507% Conv2D mixed_1/tower_1/conv_2/Conv2D
99.283 0.322 67.798 0.139% 37.647% BatchNormWithGlobalNormalization mixed_1/tower/conv_1/batchnorm
99.635 0.759 28.764 0.059% 37.706% CheckNumerics mixed_1/tower/conv_1/CheckNumerics
100.397 0.004 0.870 0.002% 37.708% Identity mixed_1/tower/conv_1/control_dependency
100.403 0.031 9.407 0.019% 37.727% Relu mixed_1/tower/conv_1
100.419 0.301 73.351 0.151% 37.878% BatchNormWithGlobalNormalization mixed_1/tower_1/conv_2/batchnorm
100.737 0.129 31.852 0.066% 37.944% CheckNumerics mixed_1/tower_1/conv_2/CheckNumerics
100.868 0.002 0.629 0.001% 37.945% Identity mixed_1/tower_1/conv_2/control_dependency
100.872 0.061 14.337 0.029% 37.974% Relu mixed_1/tower_1/conv_2
100.936 0.115 65.745 0.135% 38.110% Concat mixed_1/join
101.071 0.456 160.378 0.330% 38.440% Conv2D mixed_2/tower_1/conv/Conv2D
101.076 1.522 269.592 0.555% 38.994% AvgPool mixed_2/tower_2/pool
101.097 0.778 211.893 0.436% 39.430% Conv2D mixed_2/conv/Conv2D
101.106 1.067 203.553 0.419% 39.849% Conv2D mixed_2/tower/conv/Conv2D
101.540 0.338 101.381 0.209% 40.058% BatchNormWithGlobalNormalization mixed_2/tower_1/conv/batchnorm
101.881 0.270 87.104 0.179% 40.237% BatchNormWithGlobalNormalization mixed_2/conv/batchnorm
101.884 0.141 32.141 0.066% 40.303% CheckNumerics mixed_2/tower_1/conv/CheckNumerics
102.028 0.003 1.011 0.002% 40.305% Identity mixed_2/tower_1/conv/control_dependency
102.033 0.040 8.259 0.017% 40.322% Relu mixed_2/tower_1/conv
102.077 1.128 403.531 0.830% 41.152% Conv2D mixed_2/tower_1/conv_1/Conv2D
102.159 0.119 28.350 0.058% 41.210% CheckNumerics mixed_2/conv/CheckNumerics
102.178 0.704 92.813 0.191% 41.401% BatchNormWithGlobalNormalization mixed_2/tower/conv/batchnorm
102.281 0.003 0.789 0.002% 41.403% Identity mixed_2/conv/control_dependency
102.286 0.038 9.088 0.019% 41.422% Relu mixed_2/conv
102.606 0.557 171.579 0.353% 41.775% Conv2D mixed_2/tower_2/conv/Conv2D
102.890 0.106 27.543 0.057% 41.831% CheckNumerics mixed_2/tower/conv/CheckNumerics
102.999 0.005 1.388 0.003% 41.834% Identity mixed_2/tower/conv/control_dependency
103.006 0.036 7.392 0.015% 41.849% Relu mixed_2/tower/conv
103.048 2.404 451.616 0.929% 42.779% Conv2D mixed_2/tower/conv_1/Conv2D
103.168 0.430 82.283 0.169% 42.948% BatchNormWithGlobalNormalization mixed_2/tower_2/conv/batchnorm
103.210 0.394 86.450 0.178% 43.126% BatchNormWithGlobalNormalization mixed_2/tower_1/conv_1/batchnorm
103.606 0.094 28.889 0.059% 43.185% CheckNumerics mixed_2/tower_2/conv/CheckNumerics
103.610 0.153 34.774 0.072% 43.257% CheckNumerics mixed_2/tower_1/conv_1/CheckNumerics
103.702 0.006 0.829 0.002% 43.258% Identity mixed_2/tower_2/conv/control_dependency
103.710 0.024 8.985 0.018% 43.277% Relu mixed_2/tower_2/conv
103.765 0.002 0.660 0.001% 43.278% Identity mixed_2/tower_1/conv_1/control_dependency
103.769 0.049 31.828 0.065% 43.344% Relu mixed_2/tower_1/conv_1
103.821 3.135 367.992 0.757% 44.101% Conv2D mixed_2/tower_1/conv_2/Conv2D
105.462 0.357 70.004 0.144% 44.245% BatchNormWithGlobalNormalization mixed_2/tower/conv_1/batchnorm
105.826 0.133 28.764 0.059% 44.304% CheckNumerics mixed_2/tower/conv_1/CheckNumerics
105.966 0.683 1.585 0.003% 44.307% Identity mixed_2/tower/conv_1/control_dependency
106.659 0.060 9.723 0.020% 44.327% Relu mixed_2/tower/conv_1
106.960 0.329 75.518 0.155% 44.483% BatchNormWithGlobalNormalization mixed_2/tower_1/conv_2/batchnorm
107.293 0.130 32.435 0.067% 44.549% CheckNumerics mixed_2/tower_1/conv_2/CheckNumerics
107.425 0.001 0.686 0.001% 44.551% Identity mixed_2/tower_1/conv_2/control_dependency
107.428 0.081 14.419 0.030% 44.581% Relu mixed_2/tower_1/conv_2
107.514 0.307 42.897 0.088% 44.669% Concat mixed_2/join
107.831 0.378 177.192 0.365% 45.033% Conv2D mixed_3/tower/conv/Conv2D
107.851 0.568 129.710 0.267% 45.300% CheckNumerics mixed_3/pool/CheckNumerics
107.856 3.653 732.938 1.508% 46.808% Conv2D mixed_3/conv/Conv2D
108.214 0.251 232.275 0.478% 47.286% BatchNormWithGlobalNormalization mixed_3/tower/conv/batchnorm
108.423 0.004 1.183 0.002% 47.288% Identity mixed_3/pool/control_dependency
108.430 0.146 49.396 0.102% 47.390% MaxPool mixed_3/pool
108.472 0.116 28.416 0.058% 47.449% CheckNumerics mixed_3/tower/conv/CheckNumerics
108.614 0.006 0.857 0.002% 47.450% Identity mixed_3/tower/conv/control_dependency
108.623 0.039 7.549 0.016% 47.466% Relu mixed_3/tower/conv
108.670 3.900 521.692 1.073% 48.539% Conv2D mixed_3/tower/conv_1/Conv2D
111.516 0.830 95.460 0.196% 48.736% BatchNormWithGlobalNormalization mixed_3/conv/batchnorm
112.352 0.157 46.157 0.095% 48.830% CheckNumerics mixed_3/conv/CheckNumerics
112.511 0.002 0.874 0.002% 48.832% Identity mixed_3/conv/control_dependency
112.514 0.361 38.882 0.080% 48.912% Relu mixed_3/conv
112.575 0.322 84.415 0.174% 49.086% BatchNormWithGlobalNormalization mixed_3/tower/conv_1/batchnorm
112.902 0.140 32.817 0.068% 49.153% CheckNumerics mixed_3/tower/conv_1/CheckNumerics
113.044 0.001 0.630 0.001% 49.155% Identity mixed_3/tower/conv_1/control_dependency
113.047 0.058 14.754 0.030% 49.185% Relu mixed_3/tower/conv_1
113.109 0.429 94.734 0.195% 49.380% Conv2D mixed_3/tower/conv_2/Conv2D
113.544 0.136 35.124 0.072% 49.452% BatchNormWithGlobalNormalization mixed_3/tower/conv_2/batchnorm
113.687 0.042 8.487 0.017% 49.470% CheckNumerics mixed_3/tower/conv_2/CheckNumerics
113.731 0.007 0.626 0.001% 49.471% Identity mixed_3/tower/conv_2/control_dependency
113.739 0.014 2.990 0.006% 49.477% Relu mixed_3/tower/conv_2
113.755 0.121 28.522 0.059% 49.536% Concat mixed_3/join
113.888 1.233 258.224 0.531% 50.067% Conv2D mixed_4/tower_1/conv/Conv2D
113.903 0.581 171.573 0.353% 50.420% AvgPool mixed_4/tower_2/pool
113.905 2.435 299.946 0.617% 51.037% Conv2D mixed_4/conv/Conv2D
113.906 1.206 308.233 0.634% 51.671% Conv2D mixed_4/tower/conv/Conv2D
114.492 0.870 231.597 0.476% 52.148% Conv2D mixed_4/tower_2/conv/Conv2D
115.121 0.260 78.493 0.161% 52.309% BatchNormWithGlobalNormalization mixed_4/tower/conv/batchnorm
115.129 0.230 83.766 0.172% 52.482% BatchNormWithGlobalNormalization mixed_4/tower_1/conv/batchnorm
115.375 0.070 17.023 0.035% 52.517% CheckNumerics mixed_4/tower_1/conv/CheckNumerics
115.379 0.282 58.983 0.121% 52.638% BatchNormWithGlobalNormalization mixed_4/tower_2/conv/batchnorm
115.389 0.057 16.963 0.035% 52.673% CheckNumerics mixed_4/tower/conv/CheckNumerics
115.448 0.004 1.218 0.003% 52.675% Identity mixed_4/tower_1/conv/control_dependency
115.449 0.004 1.907 0.004% 52.679% Identity mixed_4/tower/conv/control_dependency
115.455 0.018 4.956 0.010% 52.690% Relu mixed_4/tower_1/conv
115.456 0.020 4.927 0.010% 52.700% Relu mixed_4/tower/conv
115.477 0.697 202.330 0.416% 53.116% Conv2D mixed_4/tower_1/conv_1/Conv2D
115.481 1.337 195.777 0.403% 53.519% Conv2D mixed_4/tower/conv_1/Conv2D
115.669 0.100 21.644 0.045% 53.563% CheckNumerics mixed_4/tower_2/conv/CheckNumerics
115.772 0.003 1.066 0.002% 53.565% Identity mixed_4/tower_2/conv/control_dependency
115.777 0.024 6.071 0.012% 53.578% Relu mixed_4/tower_2/conv
116.180 0.154 40.511 0.083% 53.661% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_1/batchnorm
116.353 0.068 15.435 0.032% 53.693% CheckNumerics mixed_4/tower_1/conv_1/CheckNumerics
116.589 0.005 0.947 0.002% 53.695% Identity mixed_4/tower_1/conv_1/control_dependency
116.590 0.676 84.126 0.173% 53.868% BatchNormWithGlobalNormalization mixed_4/conv/batchnorm
116.597 0.021 4.558 0.009% 53.877% Relu mixed_4/tower_1/conv_1
116.623 0.772 202.243 0.416% 54.294% Conv2D mixed_4/tower_1/conv_2/Conv2D
116.823 0.168 41.556 0.085% 54.379% BatchNormWithGlobalNormalization mixed_4/tower/conv_1/batchnorm
116.999 0.067 16.596 0.034% 54.413% CheckNumerics mixed_4/tower/conv_1/CheckNumerics
117.068 0.004 1.131 0.002% 54.416% Identity mixed_4/tower/conv_1/control_dependency
117.074 0.019 4.793 0.010% 54.425% Relu mixed_4/tower/conv_1
117.096 0.989 214.657 0.442% 54.867% Conv2D mixed_4/tower/conv_2/Conv2D
117.274 0.095 23.326 0.048% 54.915% CheckNumerics mixed_4/conv/CheckNumerics
117.372 0.003 1.181 0.002% 54.917% Identity mixed_4/conv/control_dependency
117.377 0.022 7.917 0.016% 54.934% Relu mixed_4/conv
117.399 0.144 37.640 0.077% 55.011% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_2/batchnorm
117.548 0.053 13.562 0.028% 55.039% CheckNumerics mixed_4/tower_1/conv_2/CheckNumerics
117.602 0.002 0.794 0.002% 55.041% Identity mixed_4/tower_1/conv_2/control_dependency
117.605 0.012 3.921 0.008% 55.049% Relu mixed_4/tower_1/conv_2
117.634 1.045 191.431 0.394% 55.443% Conv2D mixed_4/tower_1/conv_3/Conv2D
118.091 0.208 52.952 0.109% 55.552% BatchNormWithGlobalNormalization mixed_4/tower/conv_2/batchnorm
118.308 0.095 24.057 0.049% 55.601% CheckNumerics mixed_4/tower/conv_2/CheckNumerics
118.406 0.003 0.944 0.002% 55.603% Identity mixed_4/tower/conv_2/control_dependency
118.412 0.024 6.452 0.013% 55.616% Relu mixed_4/tower/conv_2
118.683 0.144 35.693 0.073% 55.690% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_3/batchnorm
118.844 0.044 11.578 0.024% 55.714% CheckNumerics mixed_4/tower_1/conv_3/CheckNumerics
118.890 0.002 0.678 0.001% 55.715% Identity mixed_4/tower_1/conv_3/control_dependency
118.894 0.011 3.126 0.006% 55.721% Relu mixed_4/tower_1/conv_3
118.908 0.573 141.719 0.292% 56.013% Conv2D mixed_4/tower_1/conv_4/Conv2D
119.487 0.217 48.662 0.100% 56.113% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_4/batchnorm
119.711 0.064 16.530 0.034% 56.147% CheckNumerics mixed_4/tower_1/conv_4/CheckNumerics
119.776 0.002 0.656 0.001% 56.148% Identity mixed_4/tower_1/conv_4/control_dependency
119.780 0.016 4.404 0.009% 56.157% Relu mixed_4/tower_1/conv_4
119.798 0.170 29.771 0.061% 56.219% Concat mixed_4/join
119.978 1.048 307.400 0.632% 56.851% Conv2D mixed_5/tower_1/conv/Conv2D
120.007 0.593 128.292 0.264% 57.115% AvgPool mixed_5/tower_2/pool
120.015 1.014 332.244 0.684% 57.799% Conv2D mixed_5/conv/Conv2D
120.042 1.737 380.652 0.783% 58.582% Conv2D mixed_5/tower/conv/Conv2D
120.608 0.987 292.945 0.603% 59.184% Conv2D mixed_5/tower_2/conv/Conv2D
121.037 0.576 90.225 0.186% 59.370% BatchNormWithGlobalNormalization mixed_5/conv/batchnorm
121.041 0.551 98.708 0.203% 59.573% BatchNormWithGlobalNormalization mixed_5/tower_1/conv/batchnorm
121.601 0.309 60.252 0.124% 59.697% BatchNormWithGlobalNormalization mixed_5/tower_2/conv/batchnorm
121.601 0.081 19.509 0.040% 59.737% CheckNumerics mixed_5/tower_1/conv/CheckNumerics
121.621 0.103 23.615 0.049% 59.786% CheckNumerics mixed_5/conv/CheckNumerics
121.685 0.003 1.247 0.003% 59.788% Identity mixed_5/tower_1/conv/control_dependency
121.694 0.019 5.804 0.012% 59.800% Relu mixed_5/tower_1/conv
121.717 0.846 251.918 0.518% 60.319% Conv2D mixed_5/tower_1/conv_1/Conv2D
121.727 0.003 1.242 0.003% 60.321% Identity mixed_5/conv/control_dependency
121.732 0.023 6.785 0.014% 60.335% Relu mixed_5/conv
121.785 0.606 83.291 0.171% 60.507% BatchNormWithGlobalNormalization mixed_5/tower/conv/batchnorm
121.919 0.101 20.213 0.042% 60.548% CheckNumerics mixed_5/tower_2/conv/CheckNumerics
122.022 0.003 0.825 0.002% 60.550% Identity mixed_5/tower_2/conv/control_dependency
122.028 0.025 5.742 0.012% 60.562% Relu mixed_5/tower_2/conv
122.398 0.068 20.138 0.041% 60.603% CheckNumerics mixed_5/tower/conv/CheckNumerics
122.468 0.002 1.259 0.003% 60.606% Identity mixed_5/tower/conv/control_dependency
122.471 0.015 5.580 0.011% 60.617% Relu mixed_5/tower/conv
122.489 1.247 269.720 0.555% 61.172% Conv2D mixed_5/tower/conv_1/Conv2D
122.568 0.192 46.868 0.096% 61.268% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_1/batchnorm
122.775 0.071 19.032 0.039% 61.308% CheckNumerics mixed_5/tower_1/conv_1/CheckNumerics
122.847 0.002 0.877 0.002% 61.309% Identity mixed_5/tower_1/conv_1/control_dependency
122.851 0.016 5.216 0.011% 61.320% Relu mixed_5/tower_1/conv_1
122.869 1.745 288.890 0.594% 61.915% Conv2D mixed_5/tower_1/conv_2/Conv2D
123.744 0.681 52.402 0.108% 62.022% BatchNormWithGlobalNormalization mixed_5/tower/conv_1/batchnorm
124.435 0.057 20.355 0.042% 62.064% CheckNumerics mixed_5/tower/conv_1/CheckNumerics
124.495 0.002 0.989 0.002% 62.066% Identity mixed_5/tower/conv_1/control_dependency
124.499 0.028 5.646 0.012% 62.078% Relu mixed_5/tower/conv_1
124.530 1.075 278.936 0.574% 62.652% Conv2D mixed_5/tower/conv_2/Conv2D
124.620 0.156 44.713 0.092% 62.744% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_2/batchnorm
124.785 0.060 16.675 0.034% 62.778% CheckNumerics mixed_5/tower_1/conv_2/CheckNumerics
124.847 0.002 0.775 0.002% 62.780% Identity mixed_5/tower_1/conv_2/control_dependency
124.851 0.023 4.615 0.009% 62.789% Relu mixed_5/tower_1/conv_2
124.876 1.641 265.070 0.545% 63.334% Conv2D mixed_5/tower_1/conv_3/Conv2D
125.611 0.649 56.266 0.116% 63.450% BatchNormWithGlobalNormalization mixed_5/tower/conv_2/batchnorm
126.271 0.073 24.785 0.051% 63.501% CheckNumerics mixed_5/tower/conv_2/CheckNumerics
126.346 0.003 1.024 0.002% 63.503% Identity mixed_5/tower/conv_2/control_dependency
126.351 0.019 6.482 0.013% 63.517% Relu mixed_5/tower/conv_2
126.521 0.236 39.887 0.082% 63.599% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_3/batchnorm
126.764 0.063 13.871 0.029% 63.627% CheckNumerics mixed_5/tower_1/conv_3/CheckNumerics
126.828 0.002 0.622 0.001% 63.629% Identity mixed_5/tower_1/conv_3/control_dependency
126.832 0.024 3.649 0.008% 63.636% Relu mixed_5/tower_1/conv_3
126.859 0.937 163.245 0.336% 63.972% Conv2D mixed_5/tower_1/conv_4/Conv2D
127.802 0.217 44.947 0.092% 64.064% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_4/batchnorm
128.027 0.073 16.373 0.034% 64.098% CheckNumerics mixed_5/tower_1/conv_4/CheckNumerics
128.102 0.007 0.628 0.001% 64.099% Identity mixed_5/tower_1/conv_4/control_dependency
128.111 0.019 4.281 0.009% 64.108% Relu mixed_5/tower_1/conv_4
128.133 0.111 23.233 0.048% 64.156% Concat mixed_5/join
128.265 1.178 313.948 0.646% 64.802% Conv2D mixed_6/tower/conv/Conv2D
128.298 1.231 335.938 0.691% 65.493% Conv2D mixed_6/tower_1/conv/Conv2D
128.324 0.577 130.471 0.268% 65.761% AvgPool mixed_6/tower_2/pool
128.908 0.894 297.524 0.612% 66.374% Conv2D mixed_6/tower_2/conv/Conv2D
129.451 0.381 95.860 0.197% 66.571% BatchNormWithGlobalNormalization mixed_6/tower/conv/batchnorm
129.534 0.261 91.447 0.188% 66.759% BatchNormWithGlobalNormalization mixed_6/tower_1/conv/batchnorm
129.803 0.085 19.037 0.039% 66.798% CheckNumerics mixed_6/tower_1/conv/CheckNumerics
129.808 0.196 63.097 0.130% 66.928% BatchNormWithGlobalNormalization mixed_6/tower_2/conv/batchnorm
129.809 1.578 372.403 0.766% 67.694% Conv2D mixed_6/conv/Conv2D
129.839 0.086 20.202 0.042% 67.736% CheckNumerics mixed_6/tower/conv/CheckNumerics
129.891 0.003 1.202 0.002% 67.738% Identity mixed_6/tower_1/conv/control_dependency
129.896 0.023 5.235 0.011% 67.749% Relu mixed_6/tower_1/conv
129.923 1.750 272.499 0.561% 68.309% Conv2D mixed_6/tower_1/conv_1/Conv2D
129.928 0.002 1.012 0.002% 68.312% Identity mixed_6/tower/conv/control_dependency
129.933 0.019 5.764 0.012% 68.323% Relu mixed_6/tower/conv
129.955 2.692 274.507 0.565% 68.888% Conv2D mixed_6/tower/conv_1/Conv2D
130.016 0.095 20.769 0.043% 68.931% CheckNumerics mixed_6/tower_2/conv/CheckNumerics
130.114 0.003 1.076 0.002% 68.933% Identity mixed_6/tower_2/conv/control_dependency
130.119 0.026 6.038 0.012% 68.946% Relu mixed_6/tower_2/conv
131.396 0.292 87.422 0.180% 69.125% BatchNormWithGlobalNormalization mixed_6/conv/batchnorm
131.681 0.187 45.639 0.094% 69.219% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_1/batchnorm
131.842 0.527 26.282 0.054% 69.273% CheckNumerics mixed_6/conv/CheckNumerics
131.876 0.075 19.238 0.040% 69.313% CheckNumerics mixed_6/tower_1/conv_1/CheckNumerics
131.954 0.003 0.878 0.002% 69.315% Identity mixed_6/tower_1/conv_1/control_dependency
131.959 0.024 5.274 0.011% 69.326% Relu mixed_6/tower_1/conv_1
131.986 1.676 289.806 0.596% 69.922% Conv2D mixed_6/tower_1/conv_2/Conv2D
132.371 0.003 1.793 0.004% 69.926% Identity mixed_6/conv/control_dependency
132.376 0.024 7.341 0.015% 69.941% Relu mixed_6/conv
132.651 0.223 47.765 0.098% 70.039% BatchNormWithGlobalNormalization mixed_6/tower/conv_1/batchnorm
132.883 0.084 19.816 0.041% 70.080% CheckNumerics mixed_6/tower/conv_1/CheckNumerics
132.969 0.004 1.183 0.002% 70.082% Identity mixed_6/tower/conv_1/control_dependency
132.975 0.023 5.362 0.011% 70.093% Relu mixed_6/tower/conv_1
133.002 1.621 282.242 0.581% 70.674% Conv2D mixed_6/tower/conv_2/Conv2D
133.674 0.234 41.743 0.086% 70.760% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_2/batchnorm
133.918 0.084 16.270 0.033% 70.793% CheckNumerics mixed_6/tower_1/conv_2/CheckNumerics
134.005 0.003 0.784 0.002% 70.795% Identity mixed_6/tower_1/conv_2/control_dependency
134.017 0.022 4.464 0.009% 70.804% Relu mixed_6/tower_1/conv_2
134.044 1.577 229.680 0.473% 71.277% Conv2D mixed_6/tower_1/conv_3/Conv2D
134.630 0.213 52.323 0.108% 71.384% BatchNormWithGlobalNormalization mixed_6/tower/conv_2/batchnorm
134.853 0.089 24.844 0.051% 71.435% CheckNumerics mixed_6/tower/conv_2/CheckNumerics
134.945 0.004 0.964 0.002% 71.437% Identity mixed_6/tower/conv_2/control_dependency
134.951 0.025 6.513 0.013% 71.451% Relu mixed_6/tower/conv_2
135.637 0.188 39.905 0.082% 71.533% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_3/batchnorm
135.832 0.067 13.732 0.028% 71.561% CheckNumerics mixed_6/tower_1/conv_3/CheckNumerics
135.901 0.001 0.641 0.001% 71.562% Identity mixed_6/tower_1/conv_3/control_dependency
135.904 0.015 3.764 0.008% 71.570% Relu mixed_6/tower_1/conv_3
135.921 0.982 162.416 0.334% 71.904% Conv2D mixed_6/tower_1/conv_4/Conv2D
136.910 0.197 45.179 0.093% 71.997% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_4/batchnorm
137.113 0.072 16.377 0.034% 72.031% CheckNumerics mixed_6/tower_1/conv_4/CheckNumerics
137.187 0.002 0.724 0.001% 72.032% Identity mixed_6/tower_1/conv_4/control_dependency
137.191 0.018 4.300 0.009% 72.041% Relu mixed_6/tower_1/conv_4
137.211 0.114 23.219 0.048% 72.089% Concat mixed_6/join
137.355 1.079 135.152 0.278% 72.367% AvgPool mixed_7/tower_2/pool
137.355 0.995 292.337 0.601% 72.968% Conv2D mixed_7/tower_1/conv/Conv2D
137.364 2.320 352.431 0.725% 73.694% Conv2D mixed_7/conv/Conv2D
137.365 3.724 392.076 0.807% 74.500% Conv2D mixed_7/tower/conv/Conv2D
138.360 1.337 109.553 0.225% 74.726% BatchNormWithGlobalNormalization mixed_7/tower_1/conv/batchnorm
138.441 1.253 303.676 0.625% 75.350% Conv2D mixed_7/tower_2/conv/Conv2D
139.694 0.454 101.754 0.209% 75.560% BatchNormWithGlobalNormalization mixed_7/conv/batchnorm
139.701 0.491 68.984 0.142% 75.702% BatchNormWithGlobalNormalization mixed_7/tower_2/conv/batchnorm
139.709 0.115 23.323 0.048% 75.750% CheckNumerics mixed_7/tower_1/conv/CheckNumerics
139.827 0.004 1.152 0.002% 75.752% Identity mixed_7/tower_1/conv/control_dependency
139.833 0.136 10.364 0.021% 75.773% Relu mixed_7/tower_1/conv
139.973 1.278 278.883 0.574% 76.347% Conv2D mixed_7/tower_1/conv_1/Conv2D
140.154 0.099 22.930 0.047% 76.394% CheckNumerics mixed_7/conv/CheckNumerics
140.200 0.153 20.379 0.042% 76.436% CheckNumerics mixed_7/tower_2/conv/CheckNumerics
140.255 0.003 1.320 0.003% 76.439% Identity mixed_7/conv/control_dependency
140.260 0.028 11.498 0.024% 76.463% Relu mixed_7/conv
140.356 0.003 0.895 0.002% 76.464% Identity mixed_7/tower_2/conv/control_dependency
140.361 0.020 7.979 0.016% 76.481% Relu mixed_7/tower_2/conv
141.096 0.409 98.330 0.202% 76.683% BatchNormWithGlobalNormalization mixed_7/tower/conv/batchnorm
141.259 0.169 51.824 0.107% 76.790% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_1/batchnorm
141.435 0.080 21.946 0.045% 76.835% CheckNumerics mixed_7/tower_1/conv_1/CheckNumerics
141.514 0.096 24.049 0.049% 76.884% CheckNumerics mixed_7/tower/conv/CheckNumerics
141.517 0.002 0.850 0.002% 76.886% Identity mixed_7/tower_1/conv_1/control_dependency
141.520 0.019 6.191 0.013% 76.899% Relu mixed_7/tower_1/conv_1
141.541 1.085 332.503 0.684% 77.583% Conv2D mixed_7/tower_1/conv_2/Conv2D
141.613 0.007 1.905 0.004% 77.587% Identity mixed_7/tower/conv/control_dependency
141.622 0.025 9.016 0.019% 77.605% Relu mixed_7/tower/conv
141.650 2.430 308.305 0.634% 78.240% Conv2D mixed_7/tower/conv_1/Conv2D
142.632 0.212 50.377 0.104% 78.343% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_2/batchnorm
142.849 0.073 19.949 0.041% 78.384% CheckNumerics mixed_7/tower_1/conv_2/CheckNumerics
142.925 0.007 0.875 0.002% 78.386% Identity mixed_7/tower_1/conv_2/control_dependency
142.934 0.022 5.757 0.012% 78.398% Relu mixed_7/tower_1/conv_2
142.959 2.198 307.204 0.632% 79.030% Conv2D mixed_7/tower_1/conv_3/Conv2D
144.103 0.771 58.166 0.120% 79.150% BatchNormWithGlobalNormalization mixed_7/tower/conv_1/batchnorm
144.882 0.067 24.686 0.051% 79.201% CheckNumerics mixed_7/tower/conv_1/CheckNumerics
144.951 0.002 0.911 0.002% 79.202% Identity mixed_7/tower/conv_1/control_dependency
144.954 0.022 6.859 0.014% 79.217% Relu mixed_7/tower/conv_1
144.979 1.497 324.405 0.667% 79.884% Conv2D mixed_7/tower/conv_2/Conv2D
145.164 0.265 45.109 0.093% 79.977% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_3/batchnorm
145.436 0.071 16.711 0.034% 80.011% CheckNumerics mixed_7/tower_1/conv_3/CheckNumerics
145.509 0.003 0.697 0.001% 80.013% Identity mixed_7/tower_1/conv_3/control_dependency
145.513 0.019 4.451 0.009% 80.022% Relu mixed_7/tower_1/conv_3
145.534 2.387 197.375 0.406% 80.428% Conv2D mixed_7/tower_1/conv_4/Conv2D
146.482 0.892 57.688 0.119% 80.546% BatchNormWithGlobalNormalization mixed_7/tower/conv_2/batchnorm
147.386 0.097 24.856 0.051% 80.598% CheckNumerics mixed_7/tower/conv_2/CheckNumerics
147.486 0.008 0.935 0.002% 80.600% Identity mixed_7/tower/conv_2/control_dependency
147.496 0.042 6.644 0.014% 80.613% Relu mixed_7/tower/conv_2
147.928 0.265 45.299 0.093% 80.706% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_4/batchnorm
148.202 0.100 16.611 0.034% 80.741% CheckNumerics mixed_7/tower_1/conv_4/CheckNumerics
148.317 0.004 0.693 0.001% 80.742% Identity mixed_7/tower_1/conv_4/control_dependency
148.324 0.042 4.424 0.009% 80.751% Relu mixed_7/tower_1/conv_4
148.371 0.462 35.814 0.074% 80.825% Concat mixed_7/join
148.848 1.256 173.784 0.358% 81.182% Conv2D mixed_8/tower_1/conv/Conv2D
148.855 0.334 87.494 0.180% 81.362% CheckNumerics mixed_8/pool/CheckNumerics
148.871 1.560 227.314 0.468% 81.830% Conv2D mixed_8/tower/conv/Conv2D
149.193 0.004 1.045 0.002% 81.832% Identity mixed_8/pool/control_dependency
149.199 0.318 22.930 0.047% 81.879% MaxPool mixed_8/pool
150.112 0.241 55.553 0.114% 81.994% BatchNormWithGlobalNormalization mixed_8/tower_1/conv/batchnorm
150.362 0.081 19.736 0.041% 82.034% CheckNumerics mixed_8/tower_1/conv/CheckNumerics
150.438 0.832 57.521 0.118% 82.153% BatchNormWithGlobalNormalization mixed_8/tower/conv/batchnorm
150.446 0.003 0.842 0.002% 82.154% Identity mixed_8/tower_1/conv/control_dependency
150.451 0.040 5.437 0.011% 82.165% Relu mixed_8/tower_1/conv
150.495 1.110 208.871 0.430% 82.595% Conv2D mixed_8/tower_1/conv_1/Conv2D
151.278 0.099 21.529 0.044% 82.639% CheckNumerics mixed_8/tower/conv/CheckNumerics
151.379 0.003 0.846 0.002% 82.641% Identity mixed_8/tower/conv/control_dependency
151.384 0.026 6.071 0.012% 82.654% Relu mixed_8/tower/conv
151.413 1.090 295.187 0.607% 83.261% Conv2D mixed_8/tower/conv_1/Conv2D
151.611 0.186 51.686 0.106% 83.367% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_1/batchnorm
151.805 0.094 21.182 0.044% 83.411% CheckNumerics mixed_8/tower_1/conv_1/CheckNumerics
151.902 0.004 0.786 0.002% 83.413% Identity mixed_8/tower_1/conv_1/control_dependency
151.908 0.027 5.684 0.012% 83.424% Relu mixed_8/tower_1/conv_1
151.939 1.886 277.192 0.570% 83.995% Conv2D mixed_8/tower_1/conv_2/Conv2D
152.509 0.176 29.393 0.060% 84.055% BatchNormWithGlobalNormalization mixed_8/tower/conv_1/batchnorm
152.692 0.036 7.444 0.015% 84.070% CheckNumerics mixed_8/tower/conv_1/CheckNumerics
152.731 0.003 0.733 0.002% 84.072% Identity mixed_8/tower/conv_1/control_dependency
152.736 0.025 3.337 0.007% 84.079% Relu mixed_8/tower/conv_1
153.832 0.289 44.798 0.092% 84.171% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_2/batchnorm
154.128 0.067 16.722 0.034% 84.205% CheckNumerics mixed_8/tower_1/conv_2/CheckNumerics
154.197 0.002 0.614 0.001% 84.207% Identity mixed_8/tower_1/conv_2/control_dependency
154.205 0.019 4.340 0.009% 84.215% Relu mixed_8/tower_1/conv_2
154.227 0.922 95.043 0.196% 84.411% Conv2D mixed_8/tower_1/conv_3/Conv2D
155.162 0.083 23.565 0.048% 84.459% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_3/batchnorm
155.249 0.017 4.582 0.009% 84.469% CheckNumerics mixed_8/tower_1/conv_3/CheckNumerics
155.268 0.007 0.638 0.001% 84.470% Identity mixed_8/tower_1/conv_3/control_dependency
155.277 0.010 1.795 0.004% 84.474% Relu mixed_8/tower_1/conv_3
155.288 0.081 16.941 0.035% 84.509% Concat mixed_8/join
155.393 1.062 249.309 0.513% 85.022% Conv2D mixed_9/tower_1/conv/Conv2D
155.399 1.743 50.277 0.103% 85.125% AvgPool mixed_9/tower_2/pool
155.402 1.059 269.273 0.554% 85.679% Conv2D mixed_9/conv/Conv2D
155.429 1.343 321.132 0.661% 86.340% Conv2D mixed_9/tower/conv/Conv2D
156.473 0.301 58.489 0.120% 86.460% BatchNormWithGlobalNormalization mixed_9/tower_1/conv/batchnorm
156.478 0.282 51.682 0.106% 86.566% BatchNormWithGlobalNormalization mixed_9/conv/batchnorm
156.764 0.031 9.088 0.019% 86.585% CheckNumerics mixed_9/conv/CheckNumerics
156.776 0.143 50.396 0.104% 86.689% BatchNormWithGlobalNormalization mixed_9/tower/conv/batchnorm
156.783 0.046 12.408 0.026% 86.714% CheckNumerics mixed_9/tower_1/conv/CheckNumerics
156.797 0.009 1.238 0.003% 86.717% Identity mixed_9/conv/control_dependency
156.808 0.012 3.420 0.007% 86.724% Relu mixed_9/conv
156.832 0.003 1.058 0.002% 86.726% Identity mixed_9/tower_1/conv/control_dependency
156.838 0.013 3.707 0.008% 86.734% Relu mixed_9/tower_1/conv
156.854 2.580 354.618 0.730% 87.463% Conv2D mixed_9/tower_1/conv_1/Conv2D
156.923 0.030 10.837 0.022% 87.486% CheckNumerics mixed_9/tower/conv/CheckNumerics
156.955 0.002 1.131 0.002% 87.488% Identity mixed_9/tower/conv/control_dependency
156.958 0.009 3.643 0.007% 87.495% Relu mixed_9/tower/conv
156.972 3.547 356.580 0.734% 88.229% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
157.151 1.981 290.575 0.598% 88.827% Conv2D mixed_9/tower_2/conv/Conv2D
157.754 3.545 415.945 0.856% 89.683% Conv2D mixed_9/tower/mixed/conv/Conv2D
159.138 0.153 28.814 0.059% 89.742% BatchNormWithGlobalNormalization mixed_9/tower_2/conv/batchnorm
159.299 0.027 6.070 0.012% 89.754% CheckNumerics mixed_9/tower_2/conv/CheckNumerics
159.329 0.003 0.932 0.002% 89.756% Identity mixed_9/tower_2/conv/control_dependency
159.341 0.015 2.597 0.005% 89.762% Relu mixed_9/tower_2/conv
159.439 0.564 33.793 0.070% 89.831% BatchNormWithGlobalNormalization mixed_9/tower_1/conv_1/batchnorm
160.008 0.045 10.455 0.022% 89.853% CheckNumerics mixed_9/tower_1/conv_1/CheckNumerics
160.056 0.004 0.938 0.002% 89.855% Identity mixed_9/tower_1/conv_1/control_dependency
160.062 0.018 3.570 0.007% 89.862% Relu mixed_9/tower_1/conv_1
160.087 1.870 272.526 0.561% 90.423% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
160.372 2.203 386.716 0.796% 91.218% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
160.523 0.138 34.344 0.071% 91.289% BatchNormWithGlobalNormalization mixed_9/tower/mixed/conv_1/batchnorm
160.668 0.045 11.211 0.023% 91.312% CheckNumerics mixed_9/tower/mixed/conv_1/CheckNumerics
160.716 0.004 1.133 0.002% 91.314% Identity mixed_9/tower/mixed/conv_1/control_dependency
160.722 0.018 3.532 0.007% 91.322% Relu mixed_9/tower/mixed/conv_1
161.302 0.132 32.450 0.067% 91.388% BatchNormWithGlobalNormalization mixed_9/tower/mixed/conv/batchnorm
161.441 0.045 10.838 0.022% 91.411% CheckNumerics mixed_9/tower/mixed/conv/CheckNumerics
161.489 0.003 1.081 0.002% 91.413% Identity mixed_9/tower/mixed/conv/control_dependency
161.494 0.026 3.501 0.007% 91.420% Relu mixed_9/tower/mixed/conv
161.963 0.130 32.896 0.068% 91.488% BatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv_1/batchnorm
162.099 0.042 11.273 0.023% 91.511% CheckNumerics mixed_9/tower_1/mixed/conv_1/CheckNumerics
162.144 0.004 0.916 0.002% 91.513% Identity mixed_9/tower_1/mixed/conv_1/control_dependency
162.150 0.022 3.583 0.007% 91.520% Relu mixed_9/tower_1/mixed/conv_1
162.577 0.610 30.783 0.063% 91.584% BatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv/batchnorm
163.194 0.055 8.208 0.017% 91.600% CheckNumerics mixed_9/tower_1/mixed/conv/CheckNumerics
163.252 0.004 0.625 0.001% 91.602% Identity mixed_9/tower_1/mixed/conv/control_dependency
163.257 0.013 2.310 0.005% 91.607% Relu mixed_9/tower_1/mixed/conv
163.271 0.098 19.656 0.040% 91.647% Concat mixed_9/join
163.383 1.726 424.490 0.873% 92.520% Conv2D mixed_10/tower_1/conv/Conv2D
163.392 0.281 55.376 0.114% 92.634% CheckNumerics mixed_10/tower_2/pool/CheckNumerics
163.401 3.901 493.818 1.016% 93.650% Conv2D mixed_10/conv/Conv2D
163.676 0.004 1.026 0.002% 93.652% Identity mixed_10/tower_2/pool/control_dependency
163.682 0.283 65.587 0.135% 93.787% MaxPool mixed_10/tower_2/pool
163.973 3.343 393.351 0.809% 94.596% Conv2D mixed_10/tower_2/conv/Conv2D
165.118 0.265 69.362 0.143% 94.739% BatchNormWithGlobalNormalization mixed_10/tower_1/conv/batchnorm
165.379 3.165 380.680 0.783% 95.522% Conv2D mixed_10/tower/conv/Conv2D
165.391 0.048 12.418 0.026% 95.548% CheckNumerics mixed_10/tower_1/conv/CheckNumerics
165.442 0.004 1.217 0.003% 95.550% Identity mixed_10/tower_1/conv/control_dependency
165.449 0.025 4.183 0.009% 95.559% Relu mixed_10/tower_1/conv
165.482 2.147 434.714 0.894% 96.453% Conv2D mixed_10/tower_1/conv_1/Conv2D
167.308 0.287 47.808 0.098% 96.552% BatchNormWithGlobalNormalization mixed_10/conv/batchnorm
167.321 0.270 38.760 0.080% 96.632% BatchNormWithGlobalNormalization mixed_10/tower_2/conv/batchnorm
167.597 0.024 6.567 0.014% 96.645% CheckNumerics mixed_10/tower_2/conv/CheckNumerics
167.601 0.040 9.956 0.020% 96.666% CheckNumerics mixed_10/conv/CheckNumerics
167.624 0.003 0.985 0.002% 96.668% Identity mixed_10/tower_2/conv/control_dependency
167.630 0.010 2.609 0.005% 96.673% Relu mixed_10/tower_2/conv
167.633 0.167 32.002 0.066% 96.739% BatchNormWithGlobalNormalization mixed_10/tower_1/conv_1/batchnorm
167.644 0.005 1.146 0.002% 96.741% Identity mixed_10/conv/control_dependency
167.653 0.013 3.599 0.007% 96.749% Relu mixed_10/conv
167.805 0.047 9.393 0.019% 96.768% CheckNumerics mixed_10/tower_1/conv_1/CheckNumerics
167.855 0.003 0.773 0.002% 96.769% Identity mixed_10/tower_1/conv_1/control_dependency
167.860 0.050 3.139 0.006% 96.776% Relu mixed_10/tower_1/conv_1
167.917 0.746 178.241 0.367% 97.143% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
167.923 1.471 291.417 0.600% 97.742% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
168.549 0.129 78.833 0.162% 97.904% BatchNormWithGlobalNormalization mixed_10/tower/conv/batchnorm
168.667 0.173 32.757 0.067% 97.972% BatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv_1/batchnorm
168.684 0.050 11.098 0.023% 97.995% CheckNumerics mixed_10/tower/conv/CheckNumerics
168.737 0.004 1.178 0.002% 97.997% Identity mixed_10/tower/conv/control_dependency
168.744 0.026 3.902 0.008% 98.005% Relu mixed_10/tower/conv
168.779 1.331 242.142 0.498% 98.503% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
168.824 1.813 369.922 0.761% 99.264% Conv2D mixed_10/tower/mixed/conv/Conv2D
168.846 0.039 10.896 0.022% 99.287% CheckNumerics mixed_10/tower_1/mixed/conv_1/CheckNumerics
168.887 0.003 0.943 0.002% 99.289% Identity mixed_10/tower_1/mixed/conv_1/control_dependency
168.893 0.012 3.513 0.007% 99.296% Relu mixed_10/tower_1/mixed/conv_1
169.397 0.120 29.809 0.061% 99.357% BatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv/batchnorm
169.523 0.039 8.070 0.017% 99.374% CheckNumerics mixed_10/tower_1/mixed/conv/CheckNumerics
169.566 0.004 0.631 0.001% 99.375% Identity mixed_10/tower_1/mixed/conv/control_dependency
169.573 0.014 2.322 0.005% 99.380% Relu mixed_10/tower_1/mixed/conv
170.113 0.530 33.425 0.069% 99.449% BatchNormWithGlobalNormalization mixed_10/tower/mixed/conv_1/batchnorm
170.642 0.120 33.056 0.068% 99.517% BatchNormWithGlobalNormalization mixed_10/tower/mixed/conv/batchnorm
170.650 0.094 11.191 0.023% 99.540% CheckNumerics mixed_10/tower/mixed/conv_1/CheckNumerics
170.747 0.008 0.964 0.002% 99.542% Identity mixed_10/tower/mixed/conv_1/control_dependency
170.758 0.017 3.529 0.007% 99.549% Relu mixed_10/tower/mixed/conv_1
170.769 0.045 10.794 0.022% 99.571% CheckNumerics mixed_10/tower/mixed/conv/CheckNumerics
170.817 0.002 0.887 0.002% 99.573% Identity mixed_10/tower/mixed/conv/control_dependency
170.821 0.027 3.517 0.007% 99.580% Relu mixed_10/tower/mixed/conv
170.851 0.074 18.752 0.039% 99.619% Concat mixed_10/join
170.937 0.071 7.265 0.015% 99.634% AvgPool pool_3
171.017 0.011 0.925 0.002% 99.636% Reshape pool_3/_reshape
171.030 7.171 158.269 0.326% 99.961% MatMul softmax/logits/MatMul
178.205 0.025 1.730 0.004% 99.965% BiasAdd softmax/logits
178.232 2.343 17.128 0.035% 100.000% Softmax softmax
1 runs, avg 4.861e+04 ms, 1004 nodes defined 994 nodes observed
28625707.2 avg KB per run.
============ Top by duration in ms =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
35.813 9.405 1979.929 4.073% 4.073% Conv2D conv_2/Conv2D
19.343 14.019 1846.094 3.798% 7.872% Conv2D conv_1/Conv2D
68.819 11.391 1610.774 3.314% 11.186% Conv2D conv_4/Conv2D
45.227 7.460 923.994 1.901% 13.087% BatchNormWithGlobalNormalization conv_2/batchnorm
3.876 8.412 820.028 1.687% 14.774% Conv2D conv/Conv2D
107.856 3.653 732.938 1.508% 16.282% Conv2D mixed_3/conv/Conv2D
80.218 3.207 671.578 1.382% 17.663% BatchNormWithGlobalNormalization conv_4/batchnorm
108.670 3.900 521.692 1.073% 18.737% Conv2D mixed_3/tower/conv_1/Conv2D
163.401 3.901 493.818 1.016% 19.752% Conv2D mixed_10/conv/Conv2D
12.307 5.614 460.467 0.947% 20.700% BatchNormWithGlobalNormalization conv/batchnorm
97.873 1.386 454.126 0.934% 21.634% Conv2D mixed_1/tower/conv_1/Conv2D
103.048 2.404 451.616 0.929% 22.563% Conv2D mixed_2/tower/conv_1/Conv2D
165.482 2.147 434.714 0.894% 23.458% Conv2D mixed_10/tower_1/conv_1/Conv2D
88.323 3.026 431.635 0.888% 24.346% Conv2D mixed/tower/conv_1/Conv2D
163.383 1.726 424.490 0.873% 25.219% Conv2D mixed_10/tower_1/conv/Conv2D
88.104 1.141 418.296 0.861% 26.080% Conv2D mixed/tower_1/conv_1/Conv2D
157.754 3.545 415.945 0.856% 26.935% Conv2D mixed_9/tower/mixed/conv/Conv2D
33.372 1.526 403.635 0.830% 27.766% BatchNormWithGlobalNormalization conv_1/batchnorm
102.077 1.128 403.531 0.830% 28.596% Conv2D mixed_2/tower_1/conv_1/Conv2D
163.973 3.343 393.351 0.809% 29.405% Conv2D mixed_10/tower_2/conv/Conv2D
96.036 1.284 392.570 0.808% 30.213% Conv2D mixed_1/tower_1/conv_1/Conv2D
137.365 3.724 392.076 0.807% 31.020% Conv2D mixed_7/tower/conv/Conv2D
160.372 2.203 386.716 0.796% 31.815% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
165.379 3.165 380.680 0.783% 32.598% Conv2D mixed_10/tower/conv/Conv2D
120.042 1.737 380.652 0.783% 33.382% Conv2D mixed_5/tower/conv/Conv2D
129.809 1.578 372.403 0.766% 34.148% Conv2D mixed_6/conv/Conv2D
168.824 1.813 369.922 0.761% 34.909% Conv2D mixed_10/tower/mixed/conv/Conv2D
103.821 3.135 367.992 0.757% 35.666% Conv2D mixed_2/tower_1/conv_2/Conv2D
97.949 2.463 358.520 0.738% 36.403% Conv2D mixed_1/tower_1/conv_2/Conv2D
52.700 1.960 357.870 0.736% 37.140% CheckNumerics conv_2/CheckNumerics
156.972 3.547 356.580 0.734% 37.873% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
156.854 2.580 354.618 0.730% 38.603% Conv2D mixed_9/tower_1/conv_1/Conv2D
55.960 2.279 353.357 0.727% 39.330% CheckNumerics pool/CheckNumerics
137.364 2.320 352.431 0.725% 40.055% Conv2D mixed_7/conv/Conv2D
58.251 5.578 345.134 0.710% 40.765% MaxPool pool
128.298 1.231 335.938 0.691% 41.456% Conv2D mixed_6/tower_1/conv/Conv2D
141.541 1.085 332.503 0.684% 42.140% Conv2D mixed_7/tower_1/conv_2/Conv2D
120.015 1.014 332.244 0.684% 42.824% Conv2D mixed_5/conv/Conv2D
144.979 1.497 324.405 0.667% 43.491% Conv2D mixed_7/tower/conv_2/Conv2D
90.563 1.950 322.931 0.664% 44.156% Conv2D mixed/tower_1/conv_2/Conv2D
155.429 1.343 321.132 0.661% 44.816% Conv2D mixed_9/tower/conv/Conv2D
128.265 1.178 313.948 0.646% 45.462% Conv2D mixed_6/tower/conv/Conv2D
141.650 2.430 308.305 0.634% 46.097% Conv2D mixed_7/tower/conv_1/Conv2D
113.906 1.206 308.233 0.634% 46.731% Conv2D mixed_4/tower/conv/Conv2D
119.978 1.048 307.400 0.632% 47.363% Conv2D mixed_5/tower_1/conv/Conv2D
142.959 2.198 307.204 0.632% 47.995% Conv2D mixed_7/tower_1/conv_3/Conv2D
138.441 1.253 303.676 0.625% 48.620% Conv2D mixed_7/tower_2/conv/Conv2D
113.905 2.435 299.946 0.617% 49.237% Conv2D mixed_4/conv/Conv2D
128.908 0.894 297.524 0.612% 49.849% Conv2D mixed_6/tower_2/conv/Conv2D
151.413 1.090 295.187 0.607% 50.456% Conv2D mixed_8/tower/conv_1/Conv2D
120.608 0.987 292.945 0.603% 51.059% Conv2D mixed_5/tower_2/conv/Conv2D
137.355 0.995 292.337 0.601% 51.661% Conv2D mixed_7/tower_1/conv/Conv2D
167.923 1.471 291.417 0.600% 52.260% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
157.151 1.981 290.575 0.598% 52.858% Conv2D mixed_9/tower_2/conv/Conv2D
131.986 1.676 289.806 0.596% 53.454% Conv2D mixed_6/tower_1/conv_2/Conv2D
122.869 1.745 288.890 0.594% 54.049% Conv2D mixed_5/tower_1/conv_2/Conv2D
133.002 1.621 282.242 0.581% 54.629% Conv2D mixed_6/tower/conv_2/Conv2D
124.530 1.075 278.936 0.574% 55.203% Conv2D mixed_5/tower/conv_2/Conv2D
139.973 1.278 278.883 0.574% 55.777% Conv2D mixed_7/tower_1/conv_1/Conv2D
151.939 1.886 277.192 0.570% 56.347% Conv2D mixed_8/tower_1/conv_2/Conv2D
129.955 2.692 274.507 0.565% 56.912% Conv2D mixed_6/tower/conv_1/Conv2D
160.087 1.870 272.526 0.561% 57.473% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
129.923 1.750 272.499 0.561% 58.033% Conv2D mixed_6/tower_1/conv_1/Conv2D
63.838 2.269 270.538 0.557% 58.590% Conv2D conv_3/Conv2D
122.489 1.247 269.720 0.555% 59.145% Conv2D mixed_5/tower/conv_1/Conv2D
101.076 1.522 269.592 0.555% 59.699% AvgPool mixed_2/tower_2/pool
155.402 1.059 269.273 0.554% 60.253% Conv2D mixed_9/conv/Conv2D
124.876 1.641 265.070 0.545% 60.799% Conv2D mixed_5/tower_1/conv_3/Conv2D
66.129 1.990 262.330 0.540% 61.338% BatchNormWithGlobalNormalization conv_3/batchnorm
83.436 1.096 262.266 0.540% 61.878% CheckNumerics conv_4/CheckNumerics
85.124 1.054 260.449 0.536% 62.414% CheckNumerics pool_1/CheckNumerics
113.888 1.233 258.224 0.531% 62.945% Conv2D mixed_4/tower_1/conv/Conv2D
121.717 0.846 251.918 0.518% 63.463% Conv2D mixed_5/tower_1/conv_1/Conv2D
155.393 1.062 249.309 0.513% 63.976% Conv2D mixed_9/tower_1/conv/Conv2D
54.674 1.278 247.407 0.509% 64.485% Relu conv_2
168.779 1.331 242.142 0.498% 64.984% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
94.918 0.776 241.853 0.498% 65.481% AvgPool mixed_1/tower_2/pool
108.214 0.251 232.275 0.478% 65.959% BatchNormWithGlobalNormalization mixed_3/tower/conv/batchnorm
114.492 0.870 231.597 0.476% 66.435% Conv2D mixed_4/tower_2/conv/Conv2D
134.044 1.577 229.680 0.473% 66.908% Conv2D mixed_6/tower_1/conv_3/Conv2D
148.871 1.560 227.314 0.468% 67.376% Conv2D mixed_8/tower/conv/Conv2D
117.096 0.989 214.657 0.442% 67.817% Conv2D mixed_4/tower/conv_2/Conv2D
101.097 0.778 211.893 0.436% 68.253% Conv2D mixed_2/conv/Conv2D
150.495 1.110 208.871 0.430% 68.683% Conv2D mixed_8/tower_1/conv_1/Conv2D
87.093 3.280 208.162 0.428% 69.111% AvgPool mixed/tower_2/pool
94.922 0.899 204.064 0.420% 69.531% Conv2D mixed_1/conv/Conv2D
101.106 1.067 203.553 0.419% 69.950% Conv2D mixed_2/tower/conv/Conv2D
115.477 0.697 202.330 0.416% 70.366% Conv2D mixed_4/tower_1/conv_1/Conv2D
116.623 0.772 202.243 0.416% 70.782% Conv2D mixed_4/tower_1/conv_2/Conv2D
145.534 2.387 197.375 0.406% 71.188% Conv2D mixed_7/tower_1/conv_4/Conv2D
115.481 1.337 195.777 0.403% 71.591% Conv2D mixed_4/tower/conv_1/Conv2D
94.931 2.203 192.871 0.397% 71.988% Conv2D mixed_1/tower/conv/Conv2D
117.634 1.045 191.431 0.394% 72.382% Conv2D mixed_4/tower_1/conv_3/Conv2D
17.930 0.907 191.278 0.394% 72.775% CheckNumerics conv/CheckNumerics
86.189 0.868 182.046 0.375% 73.150% MaxPool pool_1
34.906 0.753 181.040 0.372% 73.522% CheckNumerics conv_1/CheckNumerics
87.080 0.799 180.858 0.372% 73.894% Conv2D mixed/tower/conv/Conv2D
167.917 0.746 178.241 0.367% 74.261% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
107.831 0.378 177.192 0.365% 74.626% Conv2D mixed_3/tower/conv/Conv2D
148.848 1.256 173.784 0.358% 74.983% Conv2D mixed_8/tower_1/conv/Conv2D
102.606 0.557 171.579 0.353% 75.336% Conv2D mixed_2/tower_2/conv/Conv2D
113.903 0.581 171.573 0.353% 75.689% AvgPool mixed_4/tower_2/pool
87.083 0.584 167.544 0.345% 76.034% Conv2D mixed/tower_1/conv/Conv2D
126.859 0.937 163.245 0.336% 76.370% Conv2D mixed_5/tower_1/conv_4/Conv2D
135.921 0.982 162.416 0.334% 76.704% Conv2D mixed_6/tower_1/conv_4/Conv2D
101.071 0.456 160.378 0.330% 77.034% Conv2D mixed_2/tower_1/conv/Conv2D
95.701 0.721 159.833 0.329% 77.363% Conv2D mixed_1/tower_2/conv/Conv2D
171.030 7.171 158.269 0.326% 77.688% MatMul softmax/logits/MatMul
94.901 0.585 148.323 0.305% 77.993% Conv2D mixed_1/tower_1/conv/Conv2D
118.908 0.573 141.719 0.292% 78.285% Conv2D mixed_4/tower_1/conv_4/Conv2D
93.038 1.850 141.005 0.290% 78.575% Concat mixed/join
87.092 1.058 136.042 0.280% 78.855% Conv2D mixed/conv/Conv2D
137.355 1.079 135.152 0.278% 79.133% AvgPool mixed_7/tower_2/pool
128.324 0.577 130.471 0.268% 79.401% AvgPool mixed_6/tower_2/pool
107.851 0.568 129.710 0.267% 79.668% CheckNumerics mixed_3/pool/CheckNumerics
120.007 0.593 128.292 0.264% 79.932% AvgPool mixed_5/tower_2/pool
90.386 0.441 125.701 0.259% 80.191% Conv2D mixed/tower_2/conv/Conv2D
84.552 0.559 119.548 0.246% 80.437% Relu conv_4
68.128 0.532 110.595 0.228% 80.664% CheckNumerics conv_3/CheckNumerics
138.360 1.337 109.553 0.225% 80.890% BatchNormWithGlobalNormalization mixed_7/tower_1/conv/batchnorm
88.154 0.889 106.442 0.219% 81.109% BatchNormWithGlobalNormalization mixed/conv/batchnorm
95.492 0.345 103.239 0.212% 81.321% BatchNormWithGlobalNormalization mixed_1/tower_1/conv/batchnorm
139.694 0.454 101.754 0.209% 81.531% BatchNormWithGlobalNormalization mixed_7/conv/batchnorm
101.540 0.338 101.381 0.209% 81.739% BatchNormWithGlobalNormalization mixed_2/tower_1/conv/batchnorm
87.678 0.243 100.449 0.207% 81.946% BatchNormWithGlobalNormalization mixed/tower_1/conv/batchnorm
121.041 0.551 98.708 0.203% 82.149% BatchNormWithGlobalNormalization mixed_5/tower_1/conv/batchnorm
141.096 0.409 98.330 0.202% 82.351% BatchNormWithGlobalNormalization mixed_7/tower/conv/batchnorm
35.666 0.140 96.160 0.198% 82.549% Relu conv_1
129.451 0.381 95.860 0.197% 82.746% BatchNormWithGlobalNormalization mixed_6/tower/conv/batchnorm
111.516 0.830 95.460 0.196% 82.943% BatchNormWithGlobalNormalization mixed_3/conv/batchnorm
154.227 0.922 95.043 0.196% 83.138% Conv2D mixed_8/tower_1/conv_3/Conv2D
113.109 0.429 94.734 0.195% 83.333% Conv2D mixed_3/tower/conv_2/Conv2D
102.178 0.704 92.813 0.191% 83.524% BatchNormWithGlobalNormalization mixed_2/tower/conv/batchnorm
129.534 0.261 91.447 0.188% 83.712% BatchNormWithGlobalNormalization mixed_6/tower_1/conv/batchnorm
121.037 0.576 90.225 0.186% 83.898% BatchNormWithGlobalNormalization mixed_5/conv/batchnorm
96.431 0.717 89.847 0.185% 84.083% BatchNormWithGlobalNormalization mixed_1/tower_2/conv/batchnorm
95.825 0.612 89.647 0.184% 84.267% BatchNormWithGlobalNormalization mixed_1/conv/batchnorm
97.327 0.338 89.560 0.184% 84.451% BatchNormWithGlobalNormalization mixed_1/tower_1/conv_1/batchnorm
97.141 0.530 89.289 0.184% 84.635% BatchNormWithGlobalNormalization mixed_1/tower/conv/batchnorm
87.886 0.292 89.201 0.184% 84.819% BatchNormWithGlobalNormalization mixed/tower/conv/batchnorm
148.855 0.334 87.494 0.180% 84.999% CheckNumerics mixed_8/pool/CheckNumerics
131.396 0.292 87.422 0.180% 85.178% BatchNormWithGlobalNormalization mixed_6/conv/batchnorm
101.881 0.270 87.104 0.179% 85.358% BatchNormWithGlobalNormalization mixed_2/conv/batchnorm
103.210 0.394 86.450 0.178% 85.535% BatchNormWithGlobalNormalization mixed_2/tower_1/conv_1/batchnorm
112.575 0.322 84.415 0.174% 85.709% BatchNormWithGlobalNormalization mixed_3/tower/conv_1/batchnorm
116.590 0.676 84.126 0.173% 85.882% BatchNormWithGlobalNormalization mixed_4/conv/batchnorm
115.129 0.230 83.766 0.172% 86.055% BatchNormWithGlobalNormalization mixed_4/tower_1/conv/batchnorm
121.785 0.606 83.291 0.171% 86.226% BatchNormWithGlobalNormalization mixed_5/tower/conv/batchnorm
103.168 0.430 82.283 0.169% 86.395% BatchNormWithGlobalNormalization mixed_2/tower_2/conv/batchnorm
89.255 0.443 79.608 0.164% 86.559% BatchNormWithGlobalNormalization mixed/tower_1/conv_1/batchnorm
168.549 0.129 78.833 0.162% 86.721% BatchNormWithGlobalNormalization mixed_10/tower/conv/batchnorm
115.121 0.260 78.493 0.161% 86.883% BatchNormWithGlobalNormalization mixed_4/tower/conv/batchnorm
91.355 0.261 77.276 0.159% 87.042% BatchNormWithGlobalNormalization mixed/tower/conv_1/batchnorm
106.960 0.329 75.518 0.155% 87.197% BatchNormWithGlobalNormalization mixed_2/tower_1/conv_2/batchnorm
92.518 0.306 74.137 0.153% 87.350% BatchNormWithGlobalNormalization mixed/tower_1/conv_2/batchnorm
100.419 0.301 73.351 0.151% 87.500% BatchNormWithGlobalNormalization mixed_1/tower_1/conv_2/batchnorm
105.462 0.357 70.004 0.144% 87.644% BatchNormWithGlobalNormalization mixed_2/tower/conv_1/batchnorm
165.118 0.265 69.362 0.143% 87.787% BatchNormWithGlobalNormalization mixed_10/tower_1/conv/batchnorm
139.701 0.491 68.984 0.142% 87.929% BatchNormWithGlobalNormalization mixed_7/tower_2/conv/batchnorm
89.912 0.647 68.432 0.141% 88.070% Relu mixed/tower_1/conv_1
99.283 0.322 67.798 0.139% 88.209% BatchNormWithGlobalNormalization mixed_1/tower/conv_1/batchnorm
100.936 0.115 65.745 0.135% 88.345% Concat mixed_1/join
163.682 0.283 65.587 0.135% 88.480% MaxPool mixed_10/tower_2/pool
129.808 0.196 63.097 0.130% 88.609% BatchNormWithGlobalNormalization mixed_6/tower_2/conv/batchnorm
121.601 0.309 60.252 0.124% 88.733% BatchNormWithGlobalNormalization mixed_5/tower_2/conv/batchnorm
115.379 0.282 58.983 0.121% 88.855% BatchNormWithGlobalNormalization mixed_4/tower_2/conv/batchnorm
156.473 0.301 58.489 0.120% 88.975% BatchNormWithGlobalNormalization mixed_9/tower_1/conv/batchnorm
144.103 0.771 58.166 0.120% 89.095% BatchNormWithGlobalNormalization mixed_7/tower/conv_1/batchnorm
146.482 0.892 57.688 0.119% 89.213% BatchNormWithGlobalNormalization mixed_7/tower/conv_2/batchnorm
150.438 0.832 57.521 0.118% 89.332% BatchNormWithGlobalNormalization mixed_8/tower/conv/batchnorm
125.611 0.649 56.266 0.116% 89.447% BatchNormWithGlobalNormalization mixed_5/tower/conv_2/batchnorm
150.112 0.241 55.553 0.114% 89.562% BatchNormWithGlobalNormalization mixed_8/tower_1/conv/batchnorm
163.392 0.281 55.376 0.114% 89.676% CheckNumerics mixed_10/tower_2/pool/CheckNumerics
118.091 0.208 52.952 0.109% 89.785% BatchNormWithGlobalNormalization mixed_4/tower/conv_2/batchnorm
123.744 0.681 52.402 0.108% 89.892% BatchNormWithGlobalNormalization mixed_5/tower/conv_1/batchnorm
134.630 0.213 52.323 0.108% 90.000% BatchNormWithGlobalNormalization mixed_6/tower/conv_2/batchnorm
141.259 0.169 51.824 0.107% 90.107% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_1/batchnorm
151.611 0.186 51.686 0.106% 90.213% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_1/batchnorm
156.478 0.282 51.682 0.106% 90.319% BatchNormWithGlobalNormalization mixed_9/conv/batchnorm
90.832 0.172 50.826 0.105% 90.424% BatchNormWithGlobalNormalization mixed/tower_2/conv/batchnorm
156.776 0.143 50.396 0.104% 90.528% BatchNormWithGlobalNormalization mixed_9/tower/conv/batchnorm
142.632 0.212 50.377 0.104% 90.631% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_2/batchnorm
155.399 1.743 50.277 0.103% 90.735% AvgPool mixed_9/tower_2/pool
108.430 0.146 49.396 0.102% 90.836% MaxPool mixed_3/pool
119.487 0.217 48.662 0.100% 90.936% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_4/batchnorm
167.308 0.287 47.808 0.098% 91.035% BatchNormWithGlobalNormalization mixed_10/conv/batchnorm
132.651 0.223 47.765 0.098% 91.133% BatchNormWithGlobalNormalization mixed_6/tower/conv_1/batchnorm
122.568 0.192 46.868 0.096% 91.229% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_1/batchnorm
112.352 0.157 46.157 0.095% 91.324% CheckNumerics mixed_3/conv/CheckNumerics
131.681 0.187 45.639 0.094% 91.418% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_1/batchnorm
147.928 0.265 45.299 0.093% 91.512% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_4/batchnorm
136.910 0.197 45.179 0.093% 91.605% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_4/batchnorm
145.164 0.265 45.109 0.093% 91.697% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_3/batchnorm
127.802 0.217 44.947 0.092% 91.790% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_4/batchnorm
153.832 0.289 44.798 0.092% 91.882% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_2/batchnorm
124.620 0.156 44.713 0.092% 91.974% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_2/batchnorm
107.514 0.307 42.897 0.088% 92.062% Concat mixed_2/join
133.674 0.234 41.743 0.086% 92.148% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_2/batchnorm
97.859 0.085 41.577 0.086% 92.234% Relu mixed_1/tower_1/conv_1
116.823 0.168 41.556 0.085% 92.319% BatchNormWithGlobalNormalization mixed_4/tower/conv_1/batchnorm
116.180 0.154 40.511 0.083% 92.402% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_1/batchnorm
135.637 0.188 39.905 0.082% 92.485% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_3/batchnorm
126.521 0.236 39.887 0.082% 92.567% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_3/batchnorm
112.514 0.361 38.882 0.080% 92.647% Relu mixed_3/conv
167.321 0.270 38.760 0.080% 92.726% BatchNormWithGlobalNormalization mixed_10/tower_2/conv/batchnorm
117.399 0.144 37.640 0.077% 92.804% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_2/batchnorm
148.371 0.462 35.814 0.074% 92.877% Concat mixed_7/join
118.683 0.144 35.693 0.073% 92.951% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_3/batchnorm
97.671 0.182 35.348 0.073% 93.024% CheckNumerics mixed_1/tower_1/conv_1/CheckNumerics
89.723 0.180 35.164 0.072% 93.096% CheckNumerics mixed/tower_1/conv_1/CheckNumerics
18.844 0.493 35.128 0.072% 93.168% Relu conv
113.544 0.136 35.124 0.072% 93.241% BatchNormWithGlobalNormalization mixed_3/tower/conv_2/batchnorm
103.610 0.153 34.774 0.072% 93.312% CheckNumerics mixed_2/tower_1/conv_1/CheckNumerics
160.523 0.138 34.344 0.071% 93.383% BatchNormWithGlobalNormalization mixed_9/tower/mixed/conv_1/batchnorm
159.439 0.564 33.793 0.070% 93.452% BatchNormWithGlobalNormalization mixed_9/tower_1/conv_1/batchnorm
170.113 0.530 33.425 0.069% 93.521% BatchNormWithGlobalNormalization mixed_10/tower/mixed/conv_1/batchnorm
170.642 0.120 33.056 0.068% 93.589% BatchNormWithGlobalNormalization mixed_10/tower/mixed/conv/batchnorm
161.963 0.130 32.896 0.068% 93.657% BatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv_1/batchnorm
112.902 0.140 32.817 0.068% 93.724% CheckNumerics mixed_3/tower/conv_1/CheckNumerics
168.667 0.173 32.757 0.067% 93.792% BatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv_1/batchnorm
161.302 0.132 32.450 0.067% 93.858% BatchNormWithGlobalNormalization mixed_9/tower/mixed/conv/batchnorm
107.293 0.130 32.435 0.067% 93.925% CheckNumerics mixed_2/tower_1/conv_2/CheckNumerics
92.831 0.132 32.356 0.067% 93.992% CheckNumerics mixed/tower_1/conv_2/CheckNumerics
95.848 0.142 32.178 0.066% 94.058% CheckNumerics mixed_1/tower_1/conv/CheckNumerics
101.884 0.141 32.141 0.066% 94.124% CheckNumerics mixed_2/tower_1/conv/CheckNumerics
167.633 0.167 32.002 0.066% 94.190% BatchNormWithGlobalNormalization mixed_10/tower_1/conv_1/batchnorm
100.737 0.129 31.852 0.066% 94.255% CheckNumerics mixed_1/tower_1/conv_2/CheckNumerics
103.769 0.049 31.828 0.065% 94.321% Relu mixed_2/tower_1/conv_1
89.053 0.165 31.203 0.064% 94.385% CheckNumerics mixed/conv/CheckNumerics
162.577 0.610 30.783 0.063% 94.448% BatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv/batchnorm
87.931 0.130 29.814 0.061% 94.510% CheckNumerics mixed/tower_1/conv/CheckNumerics
169.397 0.120 29.809 0.061% 94.571% BatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv/batchnorm
119.798 0.170 29.771 0.061% 94.632% Concat mixed_4/join
152.509 0.176 29.393 0.060% 94.693% BatchNormWithGlobalNormalization mixed_8/tower/conv_1/batchnorm
97.155 0.142 28.906 0.059% 94.752% CheckNumerics mixed_1/tower_2/conv/CheckNumerics
103.606 0.094 28.889 0.059% 94.812% CheckNumerics mixed_2/tower_2/conv/CheckNumerics
159.138 0.153 28.814 0.059% 94.871% BatchNormWithGlobalNormalization mixed_9/tower_2/conv/batchnorm
96.446 0.139 28.769 0.059% 94.930% CheckNumerics mixed_1/conv/CheckNumerics
105.826 0.133 28.764 0.059% 94.989% CheckNumerics mixed_2/tower/conv_1/CheckNumerics
99.635 0.759 28.764 0.059% 95.048% CheckNumerics mixed_1/tower/conv_1/CheckNumerics
113.755 0.121 28.522 0.059% 95.107% Concat mixed_3/join
0.000 2.417 28.429 0.058% 95.166% _SOURCE
108.472 0.116 28.416 0.058% 95.224% CheckNumerics mixed_3/tower/conv/CheckNumerics
102.159 0.119 28.350 0.058% 95.282% CheckNumerics mixed_2/conv/CheckNumerics
97.677 0.141 27.756 0.057% 95.340% CheckNumerics mixed_1/tower/conv/CheckNumerics
102.890 0.106 27.543 0.057% 95.396% CheckNumerics mixed_2/tower/conv/CheckNumerics
91.627 0.140 26.858 0.055% 95.451% CheckNumerics mixed/tower/conv_1/CheckNumerics
131.842 0.527 26.282 0.054% 95.506% CheckNumerics mixed_6/conv/CheckNumerics
147.386 0.097 24.856 0.051% 95.557% CheckNumerics mixed_7/tower/conv_2/CheckNumerics
134.853 0.089 24.844 0.051% 95.608% CheckNumerics mixed_6/tower/conv_2/CheckNumerics
126.271 0.073 24.785 0.051% 95.659% CheckNumerics mixed_5/tower/conv_2/CheckNumerics
144.882 0.067 24.686 0.051% 95.710% CheckNumerics mixed_7/tower/conv_1/CheckNumerics
118.308 0.095 24.057 0.049% 95.759% CheckNumerics mixed_4/tower/conv_2/CheckNumerics
141.514 0.096 24.049 0.049% 95.809% CheckNumerics mixed_7/tower/conv/CheckNumerics
121.621 0.103 23.615 0.049% 95.857% CheckNumerics mixed_5/conv/CheckNumerics
155.162 0.083 23.565 0.048% 95.906% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_3/batchnorm
117.274 0.095 23.326 0.048% 95.954% CheckNumerics mixed_4/conv/CheckNumerics
139.709 0.115 23.323 0.048% 96.002% CheckNumerics mixed_7/tower_1/conv/CheckNumerics
128.133 0.111 23.233 0.048% 96.049% Concat mixed_5/join
137.211 0.114 23.219 0.048% 96.097% Concat mixed_6/join
68.667 0.146 23.156 0.048% 96.145% Relu conv_3
149.199 0.318 22.930 0.047% 96.192% MaxPool mixed_8/pool
140.154 0.099 22.930 0.047% 96.239% CheckNumerics mixed_7/conv/CheckNumerics
88.184 0.103 22.100 0.045% 96.285% CheckNumerics mixed/tower/conv/CheckNumerics
141.435 0.080 21.946 0.045% 96.330% CheckNumerics mixed_7/tower_1/conv_1/CheckNumerics
115.669 0.100 21.644 0.045% 96.374% CheckNumerics mixed_4/tower_2/conv/CheckNumerics
151.278 0.099 21.529 0.044% 96.419% CheckNumerics mixed_8/tower/conv/CheckNumerics
151.805 0.094 21.182 0.044% 96.462% CheckNumerics mixed_8/tower_1/conv_1/CheckNumerics
130.016 0.095 20.769 0.043% 96.505% CheckNumerics mixed_6/tower_2/conv/CheckNumerics
140.200 0.153 20.379 0.042% 96.547% CheckNumerics mixed_7/tower_2/conv/CheckNumerics
124.435 0.057 20.355 0.042% 96.589% CheckNumerics mixed_5/tower/conv_1/CheckNumerics
121.919 0.101 20.213 0.042% 96.630% CheckNumerics mixed_5/tower_2/conv/CheckNumerics
129.839 0.086 20.202 0.042% 96.672% CheckNumerics mixed_6/tower/conv/CheckNumerics
122.398 0.068 20.138 0.041% 96.713% CheckNumerics mixed_5/tower/conv/CheckNumerics
142.849 0.073 19.949 0.041% 96.754% CheckNumerics mixed_7/tower_1/conv_2/CheckNumerics
132.883 0.084 19.816 0.041% 96.795% CheckNumerics mixed_6/tower/conv_1/CheckNumerics
150.362 0.081 19.736 0.041% 96.836% CheckNumerics mixed_8/tower_1/conv/CheckNumerics
163.271 0.098 19.656 0.040% 96.876% Concat mixed_9/join
121.601 0.081 19.509 0.040% 96.916% CheckNumerics mixed_5/tower_1/conv/CheckNumerics
131.876 0.075 19.238 0.040% 96.956% CheckNumerics mixed_6/tower_1/conv_1/CheckNumerics
129.803 0.085 19.037 0.039% 96.995% CheckNumerics mixed_6/tower_1/conv/CheckNumerics
122.775 0.071 19.032 0.039% 97.034% CheckNumerics mixed_5/tower_1/conv_1/CheckNumerics
170.851 0.074 18.752 0.039% 97.073% Concat mixed_10/join
178.232 2.343 17.128 0.035% 97.108% Softmax softmax
115.375 0.070 17.023 0.035% 97.143% CheckNumerics mixed_4/tower_1/conv/CheckNumerics
115.389 0.057 16.963 0.035% 97.178% CheckNumerics mixed_4/tower/conv/CheckNumerics
155.288 0.081 16.941 0.035% 97.213% Concat mixed_8/join
154.128 0.067 16.722 0.034% 97.247% CheckNumerics mixed_8/tower_1/conv_2/CheckNumerics
145.436 0.071 16.711 0.034% 97.282% CheckNumerics mixed_7/tower_1/conv_3/CheckNumerics
124.785 0.060 16.675 0.034% 97.316% CheckNumerics mixed_5/tower_1/conv_2/CheckNumerics
148.202 0.100 16.611 0.034% 97.350% CheckNumerics mixed_7/tower_1/conv_4/CheckNumerics
116.999 0.067 16.596 0.034% 97.384% CheckNumerics mixed_4/tower/conv_1/CheckNumerics
119.711 0.064 16.530 0.034% 97.418% CheckNumerics mixed_4/tower_1/conv_4/CheckNumerics
137.113 0.072 16.377 0.034% 97.452% CheckNumerics mixed_6/tower_1/conv_4/CheckNumerics
128.027 0.073 16.373 0.034% 97.486% CheckNumerics mixed_5/tower_1/conv_4/CheckNumerics
133.918 0.084 16.270 0.033% 97.519% CheckNumerics mixed_6/tower_1/conv_2/CheckNumerics
91.012 0.059 16.265 0.033% 97.553% CheckNumerics mixed/tower_2/conv/CheckNumerics
91.777 0.035 15.828 0.033% 97.585% Relu mixed/tower/conv_1
116.353 0.068 15.435 0.032% 97.617% CheckNumerics mixed_4/tower_1/conv_1/CheckNumerics
92.968 0.064 14.907 0.031% 97.648% Relu mixed/tower_1/conv_2
113.047 0.058 14.754 0.030% 97.678% Relu mixed_3/tower/conv_1
107.428 0.081 14.419 0.030% 97.708% Relu mixed_2/tower_1/conv_2
100.872 0.061 14.337 0.029% 97.737% Relu mixed_1/tower_1/conv_2
89.229 0.423 14.241 0.029% 97.766% Relu mixed/conv
126.764 0.063 13.871 0.029% 97.795% CheckNumerics mixed_5/tower_1/conv_3/CheckNumerics
135.832 0.067 13.732 0.028% 97.823% CheckNumerics mixed_6/tower_1/conv_3/CheckNumerics
117.548 0.053 13.562 0.028% 97.851% CheckNumerics mixed_4/tower_1/conv_2/CheckNumerics
88.296 0.023 12.542 0.026% 97.877% Relu mixed/tower/conv
165.391 0.048 12.418 0.026% 97.902% CheckNumerics mixed_10/tower_1/conv/CheckNumerics
156.783 0.046 12.408 0.026% 97.928% CheckNumerics mixed_9/tower_1/conv/CheckNumerics
96.593 0.046 12.313 0.025% 97.953% Relu mixed_1/conv
118.844 0.044 11.578 0.024% 97.977% CheckNumerics mixed_4/tower_1/conv_3/CheckNumerics
140.260 0.028 11.498 0.024% 98.001% Relu mixed_7/conv
162.099 0.042 11.273 0.023% 98.024% CheckNumerics mixed_9/tower_1/mixed/conv_1/CheckNumerics
160.668 0.045 11.211 0.023% 98.047% CheckNumerics mixed_9/tower/mixed/conv_1/CheckNumerics
170.650 0.094 11.191 0.023% 98.070% CheckNumerics mixed_10/tower/mixed/conv_1/CheckNumerics
168.684 0.050 11.098 0.023% 98.093% CheckNumerics mixed_10/tower/conv/CheckNumerics
168.846 0.039 10.896 0.022% 98.115% CheckNumerics mixed_10/tower_1/mixed/conv_1/CheckNumerics
161.441 0.045 10.838 0.022% 98.138% CheckNumerics mixed_9/tower/mixed/conv/CheckNumerics
156.923 0.030 10.837 0.022% 98.160% CheckNumerics mixed_9/tower/conv/CheckNumerics
170.769 0.045 10.794 0.022% 98.182% CheckNumerics mixed_10/tower/mixed/conv/CheckNumerics
97.305 0.030 10.772 0.022% 98.204% Relu mixed_1/tower_2/conv
96.000 0.032 10.763 0.022% 98.226% Relu mixed_1/tower_1/conv
160.008 0.045 10.455 0.022% 98.248% CheckNumerics mixed_9/tower_1/conv_1/CheckNumerics
139.833 0.136 10.364 0.021% 98.269% Relu mixed_7/tower_1/conv
167.601 0.040 9.956 0.020% 98.290% CheckNumerics mixed_10/conv/CheckNumerics
106.659 0.060 9.723 0.020% 98.310% Relu mixed_2/tower/conv_1
100.403 0.031 9.407 0.019% 98.329% Relu mixed_1/tower/conv_1
167.805 0.047 9.393 0.019% 98.348% CheckNumerics mixed_10/tower_1/conv_1/CheckNumerics
88.071 0.029 9.360 0.019% 98.368% Relu mixed/tower_1/conv
156.764 0.031 9.088 0.019% 98.386% CheckNumerics mixed_9/conv/CheckNumerics
102.286 0.038 9.088 0.019% 98.405% Relu mixed_2/conv
141.622 0.025 9.016 0.019% 98.424% Relu mixed_7/tower/conv
103.710 0.024 8.985 0.018% 98.442% Relu mixed_2/tower_2/conv
113.687 0.042 8.487 0.017% 98.459% CheckNumerics mixed_3/tower/conv_2/CheckNumerics
102.033 0.040 8.259 0.017% 98.476% Relu mixed_2/tower_1/conv
163.194 0.055 8.208 0.017% 98.493% CheckNumerics mixed_9/tower_1/mixed/conv/CheckNumerics
169.523 0.039 8.070 0.017% 98.510% CheckNumerics mixed_10/tower_1/mixed/conv/CheckNumerics
140.361 0.020 7.979 0.016% 98.526% Relu mixed_7/tower_2/conv
117.377 0.022 7.917 0.016% 98.543% Relu mixed_4/conv
108.623 0.039 7.549 0.016% 98.558% Relu mixed_3/tower/conv
152.692 0.036 7.444 0.015% 98.574% CheckNumerics mixed_8/tower/conv_1/CheckNumerics
103.006 0.036 7.392 0.015% 98.589% Relu mixed_2/tower/conv
132.376 0.024 7.341 0.015% 98.604% Relu mixed_6/conv
170.937 0.071 7.265 0.015% 98.619% AvgPool pool_3
144.954 0.022 6.859 0.014% 98.633% Relu mixed_7/tower/conv_1
121.732 0.023 6.785 0.014% 98.647% Relu mixed_5/conv
97.836 0.023 6.691 0.014% 98.661% Relu mixed_1/tower/conv
147.496 0.042 6.644 0.014% 98.674% Relu mixed_7/tower/conv_2
167.597 0.024 6.567 0.014% 98.688% CheckNumerics mixed_10/tower_2/conv/CheckNumerics
134.951 0.025 6.513 0.013% 98.701% Relu mixed_6/tower/conv_2
126.351 0.019 6.482 0.013% 98.715% Relu mixed_5/tower/conv_2
118.412 0.024 6.452 0.013% 98.728% Relu mixed_4/tower/conv_2
141.520 0.019 6.191 0.013% 98.741% Relu mixed_7/tower_1/conv_1
151.384 0.026 6.071 0.012% 98.753% Relu mixed_8/tower/conv
115.777 0.024 6.071 0.012% 98.766% Relu mixed_4/tower_2/conv
159.299 0.027 6.070 0.012% 98.778% CheckNumerics mixed_9/tower_2/conv/CheckNumerics
130.119 0.026 6.038 0.012% 98.790% Relu mixed_6/tower_2/conv
121.694 0.019 5.804 0.012% 98.802% Relu mixed_5/tower_1/conv
129.933 0.019 5.764 0.012% 98.814% Relu mixed_6/tower/conv
142.934 0.022 5.757 0.012% 98.826% Relu mixed_7/tower_1/conv_2
122.028 0.025 5.742 0.012% 98.838% Relu mixed_5/tower_2/conv
151.908 0.027 5.684 0.012% 98.850% Relu mixed_8/tower_1/conv_1
124.499 0.028 5.646 0.012% 98.861% Relu mixed_5/tower/conv_1
122.471 0.015 5.580 0.011% 98.873% Relu mixed_5/tower/conv
150.451 0.040 5.437 0.011% 98.884% Relu mixed_8/tower_1/conv
132.975 0.023 5.362 0.011% 98.895% Relu mixed_6/tower/conv_1
131.959 0.024 5.274 0.011% 98.906% Relu mixed_6/tower_1/conv_1
129.896 0.023 5.235 0.011% 98.917% Relu mixed_6/tower_1/conv
122.851 0.016 5.216 0.011% 98.927% Relu mixed_5/tower_1/conv_1
115.455 0.018 4.956 0.010% 98.937% Relu mixed_4/tower_1/conv
115.456 0.020 4.927 0.010% 98.948% Relu mixed_4/tower/conv
117.074 0.019 4.793 0.010% 98.957% Relu mixed_4/tower/conv_1
2.839 0.002 4.678 0.010% 98.967% Const mixed_5/conv/batchnorm/beta
91.077 0.013 4.637 0.010% 98.977% Relu mixed/tower_2/conv
124.851 0.023 4.615 0.009% 98.986% Relu mixed_5/tower_1/conv_2
155.249 0.017 4.582 0.009% 98.996% CheckNumerics mixed_8/tower_1/conv_3/CheckNumerics
116.597 0.021 4.558 0.009% 99.005% Relu mixed_4/tower_1/conv_1
134.017 0.022 4.464 0.009% 99.014% Relu mixed_6/tower_1/conv_2
145.513 0.019 4.451 0.009% 99.023% Relu mixed_7/tower_1/conv_3
148.324 0.042 4.424 0.009% 99.032% Relu mixed_7/tower_1/conv_4
119.780 0.016 4.404 0.009% 99.041% Relu mixed_4/tower_1/conv_4
154.205 0.019 4.340 0.009% 99.050% Relu mixed_8/tower_1/conv_2
137.191 0.018 4.300 0.009% 99.059% Relu mixed_6/tower_1/conv_4
128.111 0.019 4.281 0.009% 99.068% Relu mixed_5/tower_1/conv_4
165.449 0.025 4.183 0.009% 99.077% Relu mixed_10/tower_1/conv
117.605 0.012 3.921 0.008% 99.085% Relu mixed_4/tower_1/conv_2
168.744 0.026 3.902 0.008% 99.093% Relu mixed_10/tower/conv
135.904 0.015 3.764 0.008% 99.100% Relu mixed_6/tower_1/conv_3
2.860 0.003 3.744 0.008% 99.108% Const mixed_5/tower/conv/batchnorm/beta
156.838 0.013 3.707 0.008% 99.116% Relu mixed_9/tower_1/conv
126.832 0.024 3.649 0.008% 99.123% Relu mixed_5/tower_1/conv_3
156.958 0.009 3.643 0.007% 99.131% Relu mixed_9/tower/conv
167.653 0.013 3.599 0.007% 99.138% Relu mixed_10/conv
162.150 0.022 3.583 0.007% 99.146% Relu mixed_9/tower_1/mixed/conv_1
160.062 0.018 3.570 0.007% 99.153% Relu mixed_9/tower_1/conv_1
160.722 0.018 3.532 0.007% 99.160% Relu mixed_9/tower/mixed/conv_1
170.758 0.017 3.529 0.007% 99.167% Relu mixed_10/tower/mixed/conv_1
170.821 0.027 3.517 0.007% 99.175% Relu mixed_10/tower/mixed/conv
168.893 0.012 3.513 0.007% 99.182% Relu mixed_10/tower_1/mixed/conv_1
161.494 0.026 3.501 0.007% 99.189% Relu mixed_9/tower/mixed/conv
156.808 0.012 3.420 0.007% 99.196% Relu mixed_9/conv
152.736 0.025 3.337 0.007% 99.203% Relu mixed_8/tower/conv_1
167.860 0.050 3.139 0.006% 99.209% Relu mixed_10/tower_1/conv_1
118.894 0.011 3.126 0.006% 99.216% Relu mixed_4/tower_1/conv_3
113.739 0.014 2.990 0.006% 99.222% Relu mixed_3/tower/conv_2
3.032 0.002 2.707 0.006% 99.228% Const mixed_5/tower_2/conv/batchnorm/moving_variance
167.630 0.010 2.609 0.005% 99.233% Relu mixed_10/tower_2/conv
159.341 0.015 2.597 0.005% 99.238% Relu mixed_9/tower_2/conv
169.573 0.014 2.322 0.005% 99.243% Relu mixed_10/tower_1/mixed/conv
163.257 0.013 2.310 0.005% 99.248% Relu mixed_9/tower_1/mixed/conv
2.855 0.004 2.219 0.005% 99.252% Const mixed_5/tower/conv/conv2d_params
2.500 0.329 2.136 0.004% 99.257% Const mixed_4/join/concat_dim
4.101 0.002 2.018 0.004% 99.261% Const mixed_1/tower_1/conv/batchnorm/moving_variance
115.449 0.004 1.907 0.004% 99.265% Identity mixed_4/tower/conv/control_dependency
141.613 0.007 1.905 0.004% 99.269% Identity mixed_7/tower/conv/control_dependency
155.277 0.010 1.795 0.004% 99.272% Relu mixed_8/tower_1/conv_3
132.371 0.003 1.793 0.004% 99.276% Identity mixed_6/conv/control_dependency
178.205 0.025 1.730 0.004% 99.280% BiasAdd softmax/logits
105.966 0.683 1.585 0.003% 99.283% Identity mixed_2/tower/conv_1/control_dependency
102.999 0.005 1.388 0.003% 99.286% Identity mixed_2/tower/conv/control_dependency
140.255 0.003 1.320 0.003% 99.289% Identity mixed_7/conv/control_dependency
88.290 0.003 1.294 0.003% 99.291% Identity mixed/tower/conv/control_dependency
97.821 0.013 1.268 0.003% 99.294% Identity mixed_1/tower/conv/control_dependency
122.468 0.002 1.259 0.003% 99.296% Identity mixed_5/tower/conv/control_dependency
121.685 0.003 1.247 0.003% 99.299% Identity mixed_5/tower_1/conv/control_dependency
121.727 0.003 1.242 0.003% 99.302% Identity mixed_5/conv/control_dependency
156.797 0.009 1.238 0.003% 99.304% Identity mixed_9/conv/control_dependency
2.884 0.003 1.225 0.003% 99.307% Const mixed_5/tower/conv_1/batchnorm/gamma
115.448 0.004 1.218 0.003% 99.309% Identity mixed_4/tower_1/conv/control_dependency
165.442 0.004 1.217 0.003% 99.312% Identity mixed_10/tower_1/conv/control_dependency
129.891 0.003 1.202 0.002% 99.314% Identity mixed_6/tower_1/conv/control_dependency
132.969 0.004 1.183 0.002% 99.317% Identity mixed_6/tower/conv_1/control_dependency
108.423 0.004 1.183 0.002% 99.319% Identity mixed_3/pool/control_dependency
117.372 0.003 1.181 0.002% 99.321% Identity mixed_4/conv/control_dependency
168.737 0.004 1.178 0.002% 99.324% Identity mixed_10/tower/conv/control_dependency
139.827 0.004 1.152 0.002% 99.326% Identity mixed_7/tower_1/conv/control_dependency
3.526 0.003 1.148 0.002% 99.329% Const mixed_8/tower_1/conv_3/conv2d_params
167.644 0.005 1.146 0.002% 99.331% Identity mixed_10/conv/control_dependency
160.716 0.004 1.133 0.002% 99.333% Identity mixed_9/tower/mixed/conv_1/control_dependency
156.955 0.002 1.131 0.002% 99.336% Identity mixed_9/tower/conv/control_dependency
117.068 0.004 1.131 0.002% 99.338% Identity mixed_4/tower/conv_1/control_dependency
161.489 0.003 1.081 0.002% 99.340% Identity mixed_9/tower/mixed/conv/control_dependency
130.114 0.003 1.076 0.002% 99.342% Identity mixed_6/tower_2/conv/control_dependency
115.772 0.003 1.066 0.002% 99.345% Identity mixed_4/tower_2/conv/control_dependency
156.832 0.003 1.058 0.002% 99.347% Identity mixed_9/tower_1/conv/control_dependency
149.193 0.004 1.045 0.002% 99.349% Identity mixed_8/pool/control_dependency
163.676 0.004 1.026 0.002% 99.351% Identity mixed_10/tower_2/pool/control_dependency
126.346 0.003 1.024 0.002% 99.353% Identity mixed_5/tower/conv_2/control_dependency
95.994 0.004 1.014 0.002% 99.355% Identity mixed_1/tower_1/conv/control_dependency
129.928 0.002 1.012 0.002% 99.357% Identity mixed_6/tower/conv/control_dependency
102.028 0.003 1.011 0.002% 99.359% Identity mixed_2/tower_1/conv/control_dependency
89.220 0.007 0.991 0.002% 99.361% Identity mixed/conv/control_dependency
124.495 0.002 0.989 0.002% 99.363% Identity mixed_5/tower/conv_1/control_dependency
167.624 0.003 0.985 0.002% 99.365% Identity mixed_10/tower_2/conv/control_dependency
134.945 0.004 0.964 0.002% 99.367% Identity mixed_6/tower/conv_2/control_dependency
170.747 0.008 0.964 0.002% 99.369% Identity mixed_10/tower/mixed/conv_1/control_dependency
2.936 0.003 0.960 0.002% 99.371% Const mixed_5/tower_1/conv_1/conv2d_params
96.587 0.004 0.960 0.002% 99.373% Identity mixed_1/conv/control_dependency
116.589 0.005 0.947 0.002% 99.375% Identity mixed_4/tower_1/conv_1/control_dependency
118.406 0.003 0.944 0.002% 99.377% Identity mixed_4/tower/conv_2/control_dependency
168.887 0.003 0.943 0.002% 99.379% Identity mixed_10/tower_1/mixed/conv_1/control_dependency
160.056 0.004 0.938 0.002% 99.381% Identity mixed_9/tower_1/conv_1/control_dependency
2.832 0.005 0.936 0.002% 99.383% Const mixed_5/conv/conv2d_params
147.486 0.008 0.935 0.002% 99.385% Identity mixed_7/tower/conv_2/control_dependency
159.329 0.003 0.932 0.002% 99.387% Identity mixed_9/tower_2/conv/control_dependency
3.121 0.002 0.932 0.002% 99.389% Const mixed_6/tower_1/conv/batchnorm/beta
88.064 0.005 0.931 0.002% 99.391% Identity mixed/tower_1/conv/control_dependency
171.017 0.011 0.925 0.002% 99.393% Reshape pool_3/_reshape
162.144 0.004 0.916 0.002% 99.394% Identity mixed_9/tower_1/mixed/conv_1/control_dependency
144.951 0.002 0.911 0.002% 99.396% Identity mixed_7/tower/conv_1/control_dependency
140.356 0.003 0.895 0.002% 99.398% Identity mixed_7/tower_2/conv/control_dependency
170.817 0.002 0.887 0.002% 99.400% Identity mixed_10/tower/mixed/conv/control_dependency
131.954 0.003 0.878 0.002% 99.402% Identity mixed_6/tower_1/conv_1/control_dependency
122.847 0.002 0.877 0.002% 99.404% Identity mixed_5/tower_1/conv_1/control_dependency
142.925 0.007 0.875 0.002% 99.405% Identity mixed_7/tower_1/conv_2/control_dependency
112.511 0.002 0.874 0.002% 99.407% Identity mixed_3/conv/control_dependency
100.397 0.004 0.870 0.002% 99.409% Identity mixed_1/tower/conv_1/control_dependency
97.299 0.004 0.861 0.002% 99.411% Identity mixed_1/tower_2/conv/control_dependency
108.614 0.006 0.857 0.002% 99.413% Identity mixed_3/tower/conv/control_dependency
141.517 0.002 0.850 0.002% 99.414% Identity mixed_7/tower_1/conv_1/control_dependency
151.379 0.003 0.846 0.002% 99.416% Identity mixed_8/tower/conv/control_dependency
150.446 0.003 0.842 0.002% 99.418% Identity mixed_8/tower_1/conv/control_dependency
103.702 0.006 0.829 0.002% 99.419% Identity mixed_2/tower_2/conv/control_dependency
122.022 0.003 0.825 0.002% 99.421% Identity mixed_5/tower_2/conv/control_dependency
91.073 0.002 0.813 0.002% 99.423% Identity mixed/tower_2/conv/control_dependency
91.770 0.003 0.806 0.002% 99.425% Identity mixed/tower/conv_1/control_dependency
117.602 0.002 0.794 0.002% 99.426% Identity mixed_4/tower_1/conv_2/control_dependency
102.281 0.003 0.789 0.002% 99.428% Identity mixed_2/conv/control_dependency
151.902 0.004 0.786 0.002% 99.429% Identity mixed_8/tower_1/conv_1/control_dependency
134.005 0.003 0.784 0.002% 99.431% Identity mixed_6/tower_1/conv_2/control_dependency
4.054 0.001 0.780 0.002% 99.433% Const mixed_1/conv/batchnorm/moving_mean
58.244 0.005 0.777 0.002% 99.434% Identity pool/control_dependency
124.847 0.002 0.775 0.002% 99.436% Identity mixed_5/tower_1/conv_2/control_dependency
89.906 0.004 0.774 0.002% 99.437% Identity mixed/tower_1/conv_1/control_dependency
167.855 0.003 0.773 0.002% 99.439% Identity mixed_10/tower_1/conv_1/control_dependency
3.510 0.002 0.756 0.002% 99.441% Const mixed_8/tower_1/conv_2/conv2d_params
2.916 0.003 0.748 0.002% 99.442% Const mixed_5/tower_1/conv/conv2d_params
152.731 0.003 0.733 0.002% 99.444% Identity mixed_8/tower/conv_1/control_dependency
3.858 0.002 0.733 0.002% 99.445% Const conv/batchnorm/gamma
137.187 0.002 0.724 0.001% 99.447% Identity mixed_6/tower_1/conv_4/control_dependency
2.876 0.003 0.723 0.001% 99.448% Const mixed_5/tower/conv_1/conv2d_params
3.297 0.002 0.717 0.001% 99.450% Const mixed_7/tower/conv_2/batchnorm/moving_variance
2.865 0.002 0.711 0.001% 99.451% Const mixed_5/tower/conv/batchnorm/gamma
3.258 0.003 0.710 0.001% 99.452% Const mixed_7/tower/conv_1/conv2d_params
4.024 0.002 0.708 0.001% 99.454% Const mixed/tower_2/conv/conv2d_params
86.181 0.007 0.704 0.001% 99.455% Identity pool_1/control_dependency
3.300 0.004 0.704 0.001% 99.457% Const mixed_7/tower_1/conv/conv2d_params
2.851 0.003 0.698 0.001% 99.458% Const mixed_5/conv/batchnorm/moving_variance
145.509 0.003 0.697 0.001% 99.460% Identity mixed_7/tower_1/conv_3/control_dependency
3.078 0.003 0.694 0.001% 99.461% Const mixed_6/tower/conv_1/conv2d_params
148.317 0.004 0.693 0.001% 99.463% Identity mixed_7/tower_1/conv_4/control_dependency
18.840 0.002 0.689 0.001% 99.464% Identity conv/control_dependency
2.880 0.003 0.686 0.001% 99.465% Const mixed_5/tower/conv_1/batchnorm/beta
107.425 0.001 0.686 0.001% 99.467% Identity mixed_2/tower_1/conv_2/control_dependency
3.882 0.002 0.685 0.001% 99.468% Const conv_2/conv2d_params
2.955 0.003 0.681 0.001% 99.470% Const mixed_5/tower_1/conv_2/conv2d_params
2.996 0.003 0.680 0.001% 99.471% Const mixed_5/tower_1/conv_4/conv2d_params
118.890 0.002 0.678 0.001% 99.472% Identity mixed_4/tower_1/conv_3/control_dependency
3.494 0.002 0.677 0.001% 99.474% Const mixed_8/tower_1/conv_1/conv2d_params
3.228 0.002 0.672 0.001% 99.475% Const mixed_7/conv/conv2d_params
54.666 0.005 0.672 0.001% 99.477% Identity conv_2/control_dependency
2.896 0.003 0.671 0.001% 99.478% Const mixed_5/tower/conv_2/conv2d_params
3.243 0.003 0.670 0.001% 99.479% Const mixed_7/tower/conv/conv2d_params
3.979 0.004 0.667 0.001% 99.481% Const mixed/tower_1/conv/conv2d_params
3.117 0.003 0.666 0.001% 99.482% Const mixed_6/tower_1/conv/conv2d_params
84.539 0.003 0.664 0.001% 99.483% Identity conv_4/control_dependency
2.977 0.003 0.663 0.001% 99.485% Const mixed_5/tower_1/conv_3/conv2d_params
3.098 0.003 0.660 0.001% 99.486% Const mixed_6/tower/conv_2/conv2d_params
3.059 0.003 0.660 0.001% 99.487% Const mixed_6/tower/conv/conv2d_params
103.765 0.002 0.660 0.001% 99.489% Identity mixed_2/tower_1/conv_1/control_dependency
2.872 0.003 0.658 0.001% 99.490% Const mixed_5/tower/conv/batchnorm/moving_variance
119.776 0.002 0.656 0.001% 99.492% Identity mixed_4/tower_1/conv_4/control_dependency
3.411 0.003 0.653 0.001% 99.493% Const mixed_8/tower/conv/conv2d_params
3.392 0.002 0.652 0.001% 99.494% Const mixed_7/tower_2/conv/conv2d_params
3.597 0.002 0.649 0.001% 99.496% Const mixed_9/tower/mixed/conv_1/conv2d_params
97.855 0.002 0.649 0.001% 99.497% Identity mixed_1/tower_1/conv_1/control_dependency
2.869 0.002 0.648 0.001% 99.498% Const mixed_5/tower/conv/batchnorm/moving_mean
3.942 0.002 0.646 0.001% 99.500% Const mixed/tower/conv/conv2d_params
3.016 0.003 0.645 0.001% 99.501% Const mixed_5/tower_2/conv/conv2d_params
4.227 0.002 0.645 0.001% 99.502% Const mixed_2/tower_1/conv_1/conv2d_params
3.193 0.003 0.644 0.001% 99.504% Const mixed_6/tower_1/conv_4/conv2d_params
3.170 0.003 0.644 0.001% 99.505% Const mixed_6/tower_1/conv_3/conv2d_params
2.843 0.002 0.642 0.001% 99.506% Const mixed_5/conv/batchnorm/gamma
135.901 0.001 0.641 0.001% 99.508% Identity mixed_6/tower_1/conv_3/control_dependency
35.661 0.003 0.640 0.001% 99.509% Identity conv_1/control_dependency
3.530 0.002 0.639 0.001% 99.510% Const mixed_8/tower_1/conv_3/batchnorm/beta
4.183 0.012 0.639 0.001% 99.511% Const mixed_2/tower/conv_1/conv2d_params
155.268 0.007 0.638 0.001% 99.513% Identity mixed_8/tower_1/conv_3/control_dependency
3.430 0.002 0.638 0.001% 99.514% Const mixed_8/tower/conv_1/conv2d_params
2.944 0.002 0.637 0.001% 99.515% Const mixed_5/tower_1/conv_1/batchnorm/gamma
2.847 0.003 0.636 0.001% 99.517% Const mixed_5/conv/batchnorm/moving_mean
3.579 0.002 0.635 0.001% 99.518% Const mixed_9/tower/mixed/conv/conv2d_params
3.282 0.003 0.634 0.001% 99.519% Const mixed_7/tower/conv_2/conv2d_params
4.309 0.002 0.634 0.001% 99.521% Const mixed_3/tower/conv_1/conv2d_params
3.152 0.003 0.633 0.001% 99.522% Const mixed_6/tower_1/conv_2/conv2d_params
3.338 0.003 0.632 0.001% 99.523% Const mixed_7/tower_1/conv_2/conv2d_params
3.139 0.002 0.631 0.001% 99.525% Const mixed_6/tower_1/conv_1/batchnorm/beta
169.566 0.004 0.631 0.001% 99.526% Identity mixed_10/tower_1/mixed/conv/control_dependency
113.044 0.001 0.630 0.001% 99.527% Identity mixed_3/tower/conv_1/control_dependency
3.135 0.002 0.629 0.001% 99.528% Const mixed_6/tower_1/conv_1/conv2d_params
4.123 0.002 0.629 0.001% 99.530% Const mixed_1/tower_1/conv_2/conv2d_params
100.868 0.002 0.629 0.001% 99.531% Identity mixed_1/tower_1/conv_2/control_dependency
128.102 0.007 0.628 0.001% 99.532% Identity mixed_5/tower_1/conv_4/control_dependency
2.920 0.003 0.626 0.001% 99.534% Const mixed_5/tower_1/conv/batchnorm/beta
113.731 0.007 0.626 0.001% 99.535% Identity mixed_3/tower/conv_2/control_dependency
163.252 0.004 0.625 0.001% 99.536% Identity mixed_9/tower_1/mixed/conv/control_dependency
3.823 0.002 0.624 0.001% 99.537% Const mixed_10/tower_2/conv/conv2d_params
3.866 0.002 0.624 0.001% 99.539% Const conv_1/conv2d_params
3.846 0.004 0.624 0.001% 99.540% Const conv/conv2d_params
2.900 0.003 0.623 0.001% 99.541% Const mixed_5/tower/conv_2/batchnorm/beta
4.241 0.002 0.623 0.001% 99.543% Const mixed_2/tower_1/conv_2/conv2d_params
3.113 0.003 0.622 0.001% 99.544% Const mixed_6/tower/conv_2/batchnorm/moving_variance
126.828 0.002 0.622 0.001% 99.545% Identity mixed_5/tower_1/conv_3/control_dependency
4.088 0.002 0.622 0.001% 99.546% Const mixed_1/tower_1/conv/conv2d_params
3.628 0.003 0.619 0.001% 99.548% Const mixed_9/tower_1/conv_1/conv2d_params
3.320 0.003 0.619 0.001% 99.549% Const mixed_7/tower_1/conv_1/conv2d_params
3.560 0.003 0.618 0.001% 99.550% Const mixed_9/tower/conv/conv2d_params
3.012 0.003 0.618 0.001% 99.551% Const mixed_5/tower_1/conv_4/batchnorm/moving_variance
4.518 0.002 0.617 0.001% 99.553% Const mixed_4/tower_2/conv/conv2d_params
3.643 0.002 0.616 0.001% 99.554% Const mixed_9/tower_1/mixed/conv/conv2d_params
3.324 0.002 0.616 0.001% 99.555% Const mixed_7/tower_1/conv_1/batchnorm/beta
4.136 0.002 0.616 0.001% 99.557% Const mixed_1/tower_1/conv_2/batchnorm/moving_variance
3.209 0.002 0.615 0.001% 99.558% Const mixed_6/tower_2/conv/conv2d_params
2.952 0.002 0.615 0.001% 99.559% Const mixed_5/tower_1/conv_1/batchnorm/moving_variance
3.995 0.002 0.615 0.001% 99.560% Const mixed/tower_1/conv_1/conv2d_params
154.197 0.002 0.614 0.001% 99.562% Identity mixed_8/tower_1/conv_2/control_dependency
3.375 0.003 0.614 0.001% 99.563% Const mixed_7/tower_1/conv_4/conv2d_params
3.355 0.003 0.614 0.001% 99.564% Const mixed_7/tower_1/conv_3/conv2d_params
4.104 0.002 0.613 0.001% 99.565% Const mixed_1/tower_1/conv_1/conv2d_params
3.063 0.002 0.612 0.001% 99.567% Const mixed_6/tower/conv/batchnorm/beta
3.447 0.002 0.610 0.001% 99.568% Const mixed_8/tower_1/conv/conv2d_params
3.775 0.002 0.610 0.001% 99.569% Const mixed_10/tower_1/conv_1/conv2d_params
3.806 0.002 0.609 0.001% 99.570% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
3.855 0.002 0.609 0.001% 99.572% Const conv/batchnorm/beta
3.039 0.003 0.608 0.001% 99.573% Const mixed_6/conv/conv2d_params
3.940 0.002 0.608 0.001% 99.574% Const mixed/conv/batchnorm/moving_variance
4.062 0.002 0.607 0.001% 99.575% Const mixed_1/tower/conv/batchnorm/beta
3.698 0.002 0.604 0.001% 99.577% Const mixed_10/conv/conv2d_params
3.222 0.001 0.603 0.001% 99.578% Const mixed_6/tower_2/conv/batchnorm/moving_variance
4.470 0.002 0.603 0.001% 99.579% Const mixed_4/tower_1/conv_2/conv2d_params
4.075 0.002 0.603 0.001% 99.580% Const mixed_1/tower/conv_1/conv2d_params
3.998 0.001 0.603 0.001% 99.582% Const mixed/tower_1/conv_1/batchnorm/beta
3.255 0.002 0.602 0.001% 99.583% Const mixed_7/tower/conv/batchnorm/moving_variance
2.904 0.002 0.602 0.001% 99.584% Const mixed_5/tower/conv_2/batchnorm/gamma
3.712 0.002 0.602 0.001% 99.585% Const mixed_10/tower/conv/conv2d_params
4.388 0.003 0.600 0.001% 99.587% Const mixed_4/tower/conv_2/conv2d_params
3.250 0.001 0.599 0.001% 99.588% Const mixed_7/tower/conv/batchnorm/gamma
3.070 0.003 0.598 0.001% 99.589% Const mixed_6/tower/conv/batchnorm/moving_mean
4.045 0.003 0.598 0.001% 99.590% Const mixed_1/conv/conv2d_params
3.545 0.002 0.597 0.001% 99.592% Const mixed_9/conv/conv2d_params
3.433 0.003 0.597 0.001% 99.593% Const mixed_8/tower/conv_1/batchnorm/beta
3.613 0.002 0.595 0.001% 99.594% Const mixed_9/tower_1/conv/conv2d_params
4.211 0.002 0.595 0.001% 99.595% Const mixed_2/tower_1/conv/conv2d_params
3.457 0.032 0.594 0.001% 99.596% Const mixed_8/tower_1/conv/batchnorm/moving_mean
3.044 0.002 0.594 0.001% 99.598% Const mixed_6/conv/batchnorm/beta
2.960 0.003 0.593 0.001% 99.599% Const mixed_5/tower_1/conv_2/batchnorm/beta
3.660 0.002 0.591 0.001% 99.600% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
3.663 0.002 0.591 0.001% 99.601% Const mixed_9/tower_1/mixed/conv_1/batchnorm/beta
3.231 0.002 0.591 0.001% 99.602% Const mixed_7/conv/batchnorm/beta
92.964 0.002 0.590 0.001% 99.604% Identity mixed/tower_1/conv_2/control_dependency
3.286 0.003 0.589 0.001% 99.605% Const mixed_7/tower/conv_2/batchnorm/beta
2.948 0.003 0.589 0.001% 99.606% Const mixed_5/tower_1/conv_1/batchnorm/moving_mean
4.155 0.004 0.588 0.001% 99.607% Const mixed_2/conv/conv2d_params
3.760 0.002 0.588 0.001% 99.609% Const mixed_10/tower_1/conv/conv2d_params
3.308 0.003 0.587 0.001% 99.610% Const mixed_7/tower_1/conv/batchnorm/gamma
4.059 0.002 0.586 0.001% 99.611% Const mixed_1/tower/conv/conv2d_params
2.888 0.002 0.585 0.001% 99.612% Const mixed_5/tower/conv_1/batchnorm/moving_mean
4.454 0.002 0.585 0.001% 99.613% Const mixed_4/tower_1/conv_1/conv2d_params
3.728 0.002 0.585 0.001% 99.615% Const mixed_10/tower/mixed/conv/conv2d_params
3.676 0.002 0.584 0.001% 99.616% Const mixed_9/tower_2/conv/conv2d_params
4.170 0.002 0.584 0.001% 99.617% Const mixed_2/tower/conv/conv2d_params
3.701 0.002 0.584 0.001% 99.618% Const mixed_10/conv/batchnorm/beta
3.900 0.002 0.584 0.001% 99.619% Const conv_3/conv2d_params
3.174 0.003 0.583 0.001% 99.621% Const mixed_6/tower_1/conv_3/batchnorm/beta
3.790 0.002 0.583 0.001% 99.622% Const mixed_10/tower_1/mixed/conv/conv2d_params
3.342 0.002 0.582 0.001% 99.623% Const mixed_7/tower_1/conv_2/batchnorm/beta
3.294 0.002 0.582 0.001% 99.624% Const mixed_7/tower/conv_2/batchnorm/moving_mean
2.964 0.003 0.582 0.001% 99.625% Const mixed_5/tower_1/conv_2/batchnorm/gamma
3.778 0.002 0.582 0.001% 99.627% Const mixed_10/tower_1/conv_1/batchnorm/beta
3.914 0.002 0.582 0.001% 99.628% Const conv_4/conv2d_params
3.213 0.002 0.581 0.001% 99.629% Const mixed_6/tower_2/conv/batchnorm/beta
4.324 0.002 0.581 0.001% 99.630% Const mixed_3/tower/conv_2/conv2d_params
3.962 0.003 0.581 0.001% 99.631% Const mixed/tower/conv_1/conv2d_params
3.386 0.002 0.579 0.001% 99.633% Const mixed_7/tower_1/conv_4/batchnorm/moving_mean
2.981 0.003 0.579 0.001% 99.634% Const mixed_5/tower_1/conv_3/batchnorm/beta
4.010 0.002 0.579 0.001% 99.635% Const mixed/tower_1/conv_2/conv2d_params
68.662 0.003 0.579 0.001% 99.636% Identity conv_3/control_dependency
3.149 0.002 0.578 0.001% 99.637% Const mixed_6/tower_1/conv_1/batchnorm/moving_variance
3.514 0.002 0.577 0.001% 99.638% Const mixed_8/tower_1/conv_2/batchnorm/beta
3.020 0.002 0.577 0.001% 99.640% Const mixed_5/tower_2/conv/batchnorm/beta
3.102 0.002 0.575 0.001% 99.641% Const mixed_6/tower/conv_2/batchnorm/beta
4.139 0.002 0.575 0.001% 99.642% Const mixed_1/tower_2/conv/conv2d_params
3.312 0.002 0.574 0.001% 99.643% Const mixed_7/tower_1/conv/batchnorm/moving_mean
3.247 0.002 0.574 0.001% 99.644% Const mixed_7/tower/conv/batchnorm/beta
3.903 0.002 0.573 0.001% 99.646% Const conv_3/batchnorm/beta
3.200 0.002 0.572 0.001% 99.647% Const mixed_6/tower_1/conv_4/batchnorm/gamma
2.891 0.002 0.570 0.001% 99.648% Const mixed_5/tower/conv_1/batchnorm/moving_variance
3.305 0.002 0.569 0.001% 99.649% Const mixed_7/tower_1/conv/batchnorm/beta
3.756 0.003 0.569 0.001% 99.650% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_variance
2.912 0.002 0.568 0.001% 99.651% Const mixed_5/tower/conv_2/batchnorm/moving_variance
3.744 0.002 0.568 0.001% 99.653% Const mixed_10/tower/mixed/conv_1/conv2d_params
3.929 0.002 0.568 0.001% 99.654% Const mixed/conv/conv2d_params
3.159 0.003 0.567 0.001% 99.655% Const mixed_6/tower_1/conv_2/batchnorm/gamma
2.940 0.003 0.567 0.001% 99.656% Const mixed_5/tower_1/conv_1/batchnorm/beta
2.924 0.003 0.567 0.001% 99.657% Const mixed_5/tower_1/conv/batchnorm/gamma
2.908 0.002 0.567 0.001% 99.658% Const mixed_5/tower/conv_2/batchnorm/moving_mean
3.607 0.002 0.566 0.001% 99.660% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_mean
3.219 0.001 0.566 0.001% 99.661% Const mixed_6/tower_2/conv/batchnorm/moving_mean
3.110 0.002 0.565 0.001% 99.662% Const mixed_6/tower/conv_2/batchnorm/moving_mean
3.082 0.003 0.565 0.001% 99.663% Const mixed_6/tower/conv_1/batchnorm/beta
4.340 0.004 0.565 0.001% 99.664% Const mixed_4/conv/conv2d_params
3.966 0.004 0.565 0.001% 99.665% Const mixed/tower/conv_1/batchnorm/beta
3.418 0.004 0.564 0.001% 99.667% Const mixed_8/tower/conv/batchnorm/gamma
2.928 0.002 0.562 0.001% 99.668% Const mixed_5/tower_1/conv/batchnorm/moving_mean
4.295 0.002 0.562 0.001% 99.669% Const mixed_3/tower/conv/conv2d_params
3.868 0.002 0.561 0.001% 99.670% Const conv_1/batchnorm/beta
3.497 0.002 0.560 0.001% 99.671% Const mixed_8/tower_1/conv_1/batchnorm/beta
3.415 0.002 0.560 0.001% 99.672% Const mixed_8/tower/conv/batchnorm/beta
3.262 0.002 0.560 0.001% 99.674% Const mixed_7/tower/conv_1/batchnorm/beta
2.985 0.002 0.560 0.001% 99.675% Const mixed_5/tower_1/conv_3/batchnorm/gamma
4.026 0.002 0.560 0.001% 99.676% Const mixed/tower_2/conv/batchnorm/beta
3.379 0.002 0.558 0.001% 99.677% Const mixed_7/tower_1/conv_4/batchnorm/beta
3.004 0.003 0.558 0.001% 99.678% Const mixed_5/tower_1/conv_4/batchnorm/gamma
2.932 0.002 0.557 0.001% 99.679% Const mixed_5/tower_1/conv/batchnorm/moving_variance
3.679 0.002 0.556 0.001% 99.680% Const mixed_9/tower_2/conv/batchnorm/beta
3.548 0.002 0.556 0.001% 99.682% Const mixed_9/conv/batchnorm/beta
2.968 0.003 0.556 0.001% 99.683% Const mixed_5/tower_1/conv_2/batchnorm/moving_mean
3.841 0.001 0.555 0.001% 99.684% Const softmax/weights
4.504 0.002 0.554 0.001% 99.685% Const mixed_4/tower_1/conv_4/conv2d_params
4.048 0.002 0.554 0.001% 99.686% Const mixed_1/conv/batchnorm/beta
3.917 0.003 0.554 0.001% 99.687% Const conv_4/batchnorm/beta
3.106 0.002 0.553 0.001% 99.688% Const mixed_6/tower/conv_2/batchnorm/gamma
3.359 0.002 0.552 0.001% 99.690% Const mixed_7/tower_1/conv_3/batchnorm/beta
4.259 0.002 0.552 0.001% 99.691% Const mixed_2/tower_2/conv/conv2d_params
2.989 0.002 0.551 0.001% 99.692% Const mixed_5/tower_1/conv_3/batchnorm/moving_mean
4.441 0.002 0.551 0.001% 99.693% Const mixed_4/tower_1/conv/conv2d_params
4.204 0.002 0.551 0.001% 99.694% Const mixed_2/tower/conv_1/batchnorm/moving_mean
3.885 0.006 0.551 0.001% 99.695% Const conv_2/batchnorm/beta
3.616 0.002 0.550 0.001% 99.696% Const mixed_9/tower_1/conv/batchnorm/beta
3.269 0.008 0.550 0.001% 99.697% Const mixed_7/tower/conv_1/batchnorm/moving_mean
3.206 0.002 0.550 0.001% 99.699% Const mixed_6/tower_1/conv_4/batchnorm/moving_variance
4.488 0.002 0.550 0.001% 99.700% Const mixed_4/tower_1/conv_3/conv2d_params
3.402 0.002 0.548 0.001% 99.701% Const mixed_7/tower_2/conv/batchnorm/moving_mean
3.067 0.002 0.548 0.001% 99.702% Const mixed_6/tower/conv/batchnorm/gamma
3.424 0.002 0.547 0.001% 99.703% Const mixed_8/tower/conv/batchnorm/moving_mean
3.366 0.002 0.546 0.001% 99.704% Const mixed_7/tower_1/conv_3/batchnorm/moving_mean
3.163 0.002 0.546 0.001% 99.705% Const mixed_6/tower_1/conv_2/batchnorm/moving_mean
3.056 0.002 0.546 0.001% 99.706% Const mixed_6/conv/batchnorm/moving_variance
2.993 0.002 0.546 0.001% 99.708% Const mixed_5/tower_1/conv_3/batchnorm/moving_variance
3.345 0.003 0.545 0.001% 99.709% Const mixed_7/tower_1/conv_2/batchnorm/gamma
3.197 0.002 0.545 0.001% 99.710% Const mixed_6/tower_1/conv_4/batchnorm/beta
3.156 0.002 0.545 0.001% 99.711% Const mixed_6/tower_1/conv_2/batchnorm/beta
3.094 0.003 0.545 0.001% 99.712% Const mixed_6/tower/conv_1/batchnorm/moving_variance
4.311 0.002 0.545 0.001% 99.713% Const mixed_3/tower/conv_1/batchnorm/beta
3.087 0.002 0.544 0.001% 99.714% Const mixed_6/tower/conv_1/batchnorm/gamma
4.373 0.004 0.544 0.001% 99.715% Const mixed_4/tower/conv_1/conv2d_params
3.363 0.002 0.543 0.001% 99.717% Const mixed_7/tower_1/conv_3/batchnorm/gamma
3.001 0.002 0.543 0.001% 99.718% Const mixed_5/tower_1/conv_4/batchnorm/beta
3.582 0.002 0.542 0.001% 99.719% Const mixed_9/tower/mixed/conv/batchnorm/beta
3.551 0.002 0.542 0.001% 99.720% Const mixed_9/conv/batchnorm/gamma
3.036 0.002 0.542 0.001% 99.721% Const mixed_5/join/concat_dim
3.266 0.002 0.541 0.001% 99.722% Const mixed_7/tower/conv_1/batchnorm/gamma
2.972 0.003 0.541 0.001% 99.723% Const mixed_5/tower_1/conv_2/batchnorm/moving_variance
3.715 0.002 0.541 0.001% 99.724% Const mixed_10/tower/conv/batchnorm/beta
3.924 0.001 0.541 0.001% 99.725% Const conv_4/batchnorm/moving_mean
3.632 0.001 0.539 0.001% 99.727% Const mixed_9/tower_1/conv_1/batchnorm/beta
3.450 0.003 0.539 0.001% 99.728% Const mixed_8/tower_1/conv/batchnorm/beta
3.028 0.002 0.539 0.001% 99.729% Const mixed_5/tower_2/conv/batchnorm/moving_mean
3.369 0.005 0.538 0.001% 99.730% Const mixed_7/tower_1/conv_3/batchnorm/moving_variance
3.517 0.002 0.537 0.001% 99.731% Const mixed_8/tower_1/conv_2/batchnorm/gamma
3.074 0.002 0.537 0.001% 99.732% Const mixed_6/tower/conv/batchnorm/moving_variance
4.475 0.002 0.537 0.001% 99.733% Const mixed_4/tower_1/conv_2/batchnorm/beta
3.685 0.002 0.536 0.001% 99.734% Const mixed_9/tower_2/conv/batchnorm/moving_mean
3.427 0.002 0.536 0.001% 99.735% Const mixed_8/tower/conv/batchnorm/moving_variance
3.052 0.002 0.536 0.001% 99.737% Const mixed_6/conv/batchnorm/moving_mean
4.457 0.002 0.536 0.001% 99.738% Const mixed_4/tower_1/conv_1/batchnorm/beta
3.637 0.002 0.535 0.001% 99.739% Const mixed_9/tower_1/conv_1/batchnorm/moving_mean
4.321 0.002 0.535 0.001% 99.740% Const mixed_3/tower/conv_1/batchnorm/moving_variance
3.984 0.002 0.535 0.001% 99.741% Const mixed/tower_1/conv/batchnorm/beta
3.932 0.002 0.535 0.001% 99.742% Const mixed/conv/batchnorm/beta
3.253 0.001 0.534 0.001% 99.743% Const mixed_7/tower/conv/batchnorm/moving_mean
3.090 0.003 0.534 0.001% 99.744% Const mixed_6/tower/conv_1/batchnorm/moving_mean
4.303 0.002 0.534 0.001% 99.745% Const mixed_3/tower/conv/batchnorm/moving_mean
3.799 0.001 0.534 0.001% 99.746% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_mean
3.906 0.001 0.534 0.001% 99.748% Const conv_3/batchnorm/gamma
3.523 0.002 0.533 0.001% 99.749% Const mixed_8/tower_1/conv_2/batchnorm/moving_variance
3.879 0.002 0.533 0.001% 99.750% Const conv_1/batchnorm/moving_variance
3.573 0.002 0.532 0.001% 99.751% Const mixed_9/tower/conv/batchnorm/moving_mean
3.503 0.003 0.532 0.001% 99.752% Const mixed_8/tower_1/conv_1/batchnorm/moving_mean
3.352 0.002 0.532 0.001% 99.753% Const mixed_7/tower_1/conv_2/batchnorm/moving_variance
3.290 0.002 0.532 0.001% 99.754% Const mixed_7/tower/conv_2/batchnorm/gamma
3.203 0.002 0.532 0.001% 99.755% Const mixed_6/tower_1/conv_4/batchnorm/moving_mean
3.826 0.002 0.532 0.001% 99.756% Const mixed_10/tower_2/conv/batchnorm/beta
3.953 0.002 0.532 0.001% 99.757% Const mixed/tower/conv/batchnorm/moving_mean
3.670 0.002 0.531 0.001% 99.758% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean
3.622 0.002 0.531 0.001% 99.760% Const mixed_9/tower_1/conv/batchnorm/moving_mean
3.142 0.002 0.531 0.001% 99.761% Const mixed_6/tower_1/conv_1/batchnorm/gamma
3.008 0.002 0.531 0.001% 99.762% Const mixed_5/tower_1/conv_4/batchnorm/moving_mean
3.793 0.002 0.531 0.001% 99.763% Const mixed_10/tower_1/mixed/conv/batchnorm/beta
3.335 0.002 0.530 0.001% 99.764% Const mixed_7/tower_1/conv_1/batchnorm/moving_variance
3.731 0.002 0.530 0.001% 99.765% Const mixed_10/tower/mixed/conv/batchnorm/beta
4.065 0.001 0.530 0.001% 99.766% Const mixed_1/tower/conv/batchnorm/gamma
3.610 0.001 0.529 0.001% 99.767% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_variance
3.395 0.003 0.529 0.001% 99.768% Const mixed_7/tower_2/conv/batchnorm/beta
3.763 0.002 0.529 0.001% 99.769% Const mixed_10/tower_1/conv/batchnorm/beta
3.237 0.002 0.528 0.001% 99.770% Const mixed_7/conv/batchnorm/moving_mean
3.184 0.002 0.528 0.001% 99.772% Const mixed_6/tower_1/conv_3/batchnorm/moving_variance
3.974 0.001 0.528 0.001% 99.773% Const mixed/tower/conv_1/batchnorm/moving_mean
3.619 0.002 0.527 0.001% 99.774% Const mixed_9/tower_1/conv/batchnorm/gamma
4.275 0.002 0.527 0.001% 99.775% Const mixed_3/conv/conv2d_params
3.721 0.002 0.527 0.001% 99.776% Const mixed_10/tower/conv/batchnorm/moving_mean
3.947 0.002 0.527 0.001% 99.777% Const mixed/tower/conv/batchnorm/beta
3.911 0.002 0.527 0.001% 99.778% Const conv_3/batchnorm/moving_variance
3.600 0.002 0.526 0.001% 99.779% Const mixed_9/tower/mixed/conv_1/batchnorm/beta
3.591 0.002 0.526 0.001% 99.780% Const mixed_9/tower/mixed/conv/batchnorm/moving_mean
3.181 0.002 0.526 0.001% 99.781% Const mixed_6/tower_1/conv_3/batchnorm/moving_mean
4.273 0.001 0.526 0.001% 99.782% Const mixed_2/join/concat_dim
3.753 0.002 0.526 0.001% 99.783% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_mean
3.128 0.002 0.525 0.001% 99.785% Const mixed_6/tower_1/conv/batchnorm/moving_mean
3.724 0.003 0.525 0.001% 99.786% Const mixed_10/tower/conv/batchnorm/moving_variance
4.142 0.002 0.525 0.001% 99.787% Const mixed_1/tower_2/conv/batchnorm/beta
3.843 0.002 0.524 0.001% 99.788% Const softmax/biases
3.533 0.002 0.524 0.001% 99.789% Const mixed_8/tower_1/conv_3/batchnorm/gamma
3.646 0.002 0.523 0.001% 99.790% Const mixed_9/tower_1/mixed/conv/batchnorm/beta
3.536 0.002 0.523 0.001% 99.791% Const mixed_8/tower_1/conv_3/batchnorm/moving_mean
3.500 0.002 0.523 0.001% 99.792% Const mixed_8/tower_1/conv_1/batchnorm/gamma
3.240 0.002 0.523 0.001% 99.793% Const mixed_7/conv/batchnorm/moving_variance
3.278 0.002 0.522 0.001% 99.794% Const mixed_7/tower/conv_1/batchnorm/moving_variance
3.024 0.002 0.522 0.001% 99.795% Const mixed_5/tower_2/conv/batchnorm/gamma
4.126 0.004 0.522 0.001% 99.796% Const mixed_1/tower_1/conv_2/batchnorm/beta
3.989 0.002 0.522 0.001% 99.797% Const mixed/tower_1/conv/batchnorm/moving_mean
3.216 0.002 0.521 0.001% 99.799% Const mixed_6/tower_2/conv/batchnorm/gamma
3.871 0.002 0.521 0.001% 99.800% Const conv_1/batchnorm/gamma
4.523 0.002 0.520 0.001% 99.801% Const mixed_4/tower_2/conv/batchnorm/gamma
4.355 0.005 0.520 0.001% 99.802% Const mixed_4/tower/conv/conv2d_params
3.950 0.002 0.520 0.001% 99.803% Const mixed/tower/conv/batchnorm/gamma
3.454 0.002 0.519 0.001% 99.804% Const mixed_8/tower_1/conv/batchnorm/gamma
3.382 0.002 0.519 0.001% 99.805% Const mixed_7/tower_1/conv_4/batchnorm/gamma
3.328 0.002 0.519 0.001% 99.806% Const mixed_7/tower_1/conv_1/batchnorm/gamma
3.809 0.002 0.519 0.001% 99.807% Const mixed_10/tower_1/mixed/conv_1/batchnorm/beta
3.167 0.002 0.518 0.001% 99.808% Const mixed_6/tower_1/conv_2/batchnorm/moving_variance
3.146 0.002 0.518 0.001% 99.809% Const mixed_6/tower_1/conv_1/batchnorm/moving_mean
4.107 0.001 0.518 0.001% 99.810% Const mixed_1/tower_1/conv_1/batchnorm/beta
3.564 0.002 0.517 0.001% 99.811% Const mixed_9/tower/conv/batchnorm/beta
3.437 0.002 0.517 0.001% 99.812% Const mixed_8/tower/conv_1/batchnorm/gamma
3.178 0.002 0.517 0.001% 99.813% Const mixed_6/tower_1/conv_3/batchnorm/gamma
3.124 0.003 0.517 0.001% 99.815% Const mixed_6/tower_1/conv/batchnorm/gamma
4.244 0.002 0.516 0.001% 99.816% Const mixed_2/tower_1/conv_2/batchnorm/beta
3.742 0.001 0.516 0.001% 99.817% Const mixed_10/tower/mixed/conv/batchnorm/moving_variance
3.935 0.001 0.515 0.001% 99.818% Const mixed/conv/batchnorm/gamma
4.366 0.002 0.514 0.001% 99.819% Const mixed_4/tower/conv/batchnorm/moving_mean
4.078 0.002 0.514 0.001% 99.820% Const mixed_1/tower/conv_1/batchnorm/beta
3.389 0.002 0.513 0.001% 99.821% Const mixed_7/tower_1/conv_4/batchnorm/moving_variance
3.704 0.002 0.513 0.001% 99.822% Const mixed_10/conv/batchnorm/gamma
3.604 0.001 0.512 0.001% 99.823% Const mixed_9/tower/mixed/conv_1/batchnorm/gamma
3.399 0.002 0.512 0.001% 99.824% Const mixed_7/tower_2/conv/batchnorm/gamma
3.831 0.002 0.512 0.001% 99.825% Const mixed_10/tower_2/conv/batchnorm/moving_mean
4.147 0.002 0.512 0.001% 99.826% Const mixed_1/tower_2/conv/batchnorm/moving_mean
3.986 0.002 0.512 0.001% 99.827% Const mixed/tower_1/conv/batchnorm/gamma
3.048 0.002 0.511 0.001% 99.828% Const mixed_6/conv/batchnorm/gamma
3.635 0.001 0.510 0.001% 99.829% Const mixed_9/tower_1/conv_1/batchnorm/gamma
3.520 0.002 0.510 0.001% 99.830% Const mixed_8/tower_1/conv_2/batchnorm/moving_mean
3.349 0.002 0.510 0.001% 99.831% Const mixed_7/tower_1/conv_2/batchnorm/moving_mean
4.345 0.002 0.510 0.001% 99.832% Const mixed_4/conv/batchnorm/beta
4.318 0.002 0.510 0.001% 99.834% Const mixed_3/tower/conv_1/batchnorm/moving_mean
3.747 0.002 0.510 0.001% 99.835% Const mixed_10/tower/mixed/conv_1/batchnorm/beta
3.976 0.002 0.510 0.001% 99.836% Const mixed/tower/conv_1/batchnorm/moving_variance
3.927 0.001 0.510 0.001% 99.837% Const conv_4/batchnorm/moving_variance
3.688 0.001 0.509 0.001% 99.838% Const mixed_9/tower_2/conv/batchnorm/moving_variance
3.507 0.002 0.509 0.001% 99.839% Const mixed_8/tower_1/conv_1/batchnorm/moving_variance
4.402 0.038 0.509 0.001% 99.840% Const mixed_4/tower/conv_2/batchnorm/moving_variance
4.056 0.002 0.509 0.001% 99.841% Const mixed_1/conv/batchnorm/moving_variance
4.018 0.002 0.509 0.001% 99.842% Const mixed/tower_1/conv_2/batchnorm/moving_mean
3.838 0.002 0.508 0.001% 99.843% Const pool_3/_reshape/shape
3.408 0.002 0.508 0.001% 99.844% Const mixed_7/join/concat_dim
4.378 0.001 0.508 0.001% 99.845% Const mixed_4/tower/conv_1/batchnorm/beta
3.594 0.002 0.507 0.001% 99.846% Const mixed_9/tower/mixed/conv/batchnorm/moving_variance
3.766 0.002 0.507 0.001% 99.847% Const mixed_10/tower_1/conv/batchnorm/gamma
4.013 0.002 0.507 0.001% 99.848% Const mixed/tower_1/conv_2/batchnorm/beta
3.649 0.002 0.506 0.001% 99.849% Const mixed_9/tower_1/mixed/conv/batchnorm/gamma
4.222 0.004 0.506 0.001% 99.850% Const mixed_2/tower_1/conv/batchnorm/moving_variance
4.173 0.001 0.506 0.001% 99.851% Const mixed_2/tower/conv/batchnorm/beta
3.829 0.001 0.506 0.001% 99.852% Const mixed_10/tower_2/conv/batchnorm/gamma
3.707 0.001 0.506 0.001% 99.853% Const mixed_10/conv/batchnorm/moving_mean
3.490 0.002 0.505 0.001% 99.854% Const mixed_8/tower_1/conv/batchnorm/moving_variance
3.131 0.002 0.505 0.001% 99.855% Const mixed_6/tower_1/conv/batchnorm/moving_variance
3.709 0.002 0.505 0.001% 99.856% Const mixed_10/conv/batchnorm/moving_variance
3.539 0.002 0.504 0.001% 99.858% Const mixed_8/tower_1/conv_3/batchnorm/moving_variance
4.196 0.002 0.504 0.001% 99.859% Const mixed_2/tower/conv_1/batchnorm/beta
3.804 0.001 0.504 0.001% 99.860% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_variance
4.091 0.002 0.504 0.001% 99.861% Const mixed_1/tower_1/conv/batchnorm/beta
3.861 0.001 0.504 0.001% 99.862% Const conv/batchnorm/moving_mean
3.567 0.005 0.503 0.001% 99.863% Const mixed_9/tower/conv/batchnorm/gamma
3.440 0.002 0.503 0.001% 99.864% Const mixed_8/tower/conv_1/batchnorm/moving_mean
3.331 0.002 0.503 0.001% 99.865% Const mixed_7/tower_1/conv_1/batchnorm/moving_mean
3.783 0.002 0.503 0.001% 99.866% Const mixed_10/tower_1/conv_1/batchnorm/moving_mean
3.971 0.001 0.503 0.001% 99.867% Const mixed/tower/conv_1/batchnorm/gamma
3.874 0.002 0.503 0.001% 99.868% Const conv_1/batchnorm/moving_mean
4.394 0.002 0.502 0.001% 99.869% Const mixed_4/tower/conv_2/batchnorm/gamma
3.769 0.001 0.502 0.001% 99.870% Const mixed_10/tower_1/conv/batchnorm/moving_mean
3.225 0.001 0.501 0.001% 99.871% Const mixed_6/join/concat_dim
4.083 0.002 0.501 0.001% 99.872% Const mixed_1/tower/conv_1/batchnorm/moving_mean
3.719 0.001 0.500 0.001% 99.873% Const mixed_10/tower/conv/batchnorm/gamma
3.897 0.002 0.500 0.001% 99.874% Const conv_2/batchnorm/moving_variance
3.894 0.002 0.500 0.001% 99.875% Const conv_2/batchnorm/moving_mean
4.217 0.002 0.499 0.001% 99.876% Const mixed_2/tower_1/conv/batchnorm/gamma
4.051 0.002 0.499 0.001% 99.877% Const mixed_1/conv/batchnorm/gamma
4.000 0.002 0.499 0.001% 99.878% Const mixed/tower_1/conv_1/batchnorm/gamma
3.657 0.002 0.498 0.001% 99.879% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_variance
3.625 0.002 0.498 0.001% 99.880% Const mixed_9/tower_1/conv/batchnorm/moving_variance
3.557 0.002 0.498 0.001% 99.881% Const mixed_9/conv/batchnorm/moving_variance
3.234 0.002 0.498 0.001% 99.882% Const mixed_7/conv/batchnorm/gamma
4.521 0.002 0.498 0.001% 99.883% Const mixed_4/tower_2/conv/batchnorm/beta
4.134 0.001 0.498 0.001% 99.884% Const mixed_1/tower_1/conv_2/batchnorm/moving_mean
3.588 0.002 0.497 0.001% 99.885% Const mixed_9/tower/mixed/conv/batchnorm/gamma
4.361 0.001 0.497 0.001% 99.886% Const mixed_4/tower/conv/batchnorm/beta
4.094 0.003 0.497 0.001% 99.887% Const mixed_1/tower_1/conv/batchnorm/gamma
3.892 0.002 0.497 0.001% 99.888% Const conv_2/batchnorm/gamma
3.316 0.002 0.496 0.001% 99.889% Const mixed_7/tower_1/conv/batchnorm/moving_variance
4.270 0.002 0.496 0.001% 99.890% Const mixed_2/tower_2/conv/batchnorm/moving_variance
3.833 0.002 0.496 0.001% 99.891% Const mixed_10/tower_2/conv/batchnorm/moving_variance
4.119 0.002 0.496 0.001% 99.892% Const mixed_1/tower_1/conv_1/batchnorm/moving_variance
4.262 0.002 0.495 0.001% 99.894% Const mixed_2/tower_2/conv/batchnorm/beta
4.481 0.001 0.493 0.001% 99.895% Const mixed_4/tower_1/conv_2/batchnorm/moving_mean
4.278 0.004 0.493 0.001% 99.896% Const mixed_3/conv/batchnorm/beta
4.181 0.001 0.493 0.001% 99.897% Const mixed_2/tower/conv/batchnorm/moving_variance
4.165 0.001 0.493 0.001% 99.898% Const mixed_2/conv/batchnorm/moving_mean
3.992 0.002 0.493 0.001% 99.899% Const mixed/tower_1/conv/batchnorm/moving_variance
4.230 0.002 0.492 0.001% 99.900% Const mixed_2/tower_1/conv_1/batchnorm/beta
3.937 0.002 0.492 0.001% 99.901% Const mixed/conv/batchnorm/moving_mean
3.666 0.002 0.491 0.001% 99.902% Const mixed_9/tower_1/mixed/conv_1/batchnorm/gamma
3.780 0.002 0.491 0.001% 99.903% Const mixed_10/tower_1/conv_1/batchnorm/gamma
3.542 0.002 0.490 0.001% 99.904% Const mixed_8/join/concat_dim
4.463 0.003 0.490 0.001% 99.905% Const mixed_4/tower_1/conv_1/batchnorm/moving_mean
4.041 0.002 0.490 0.001% 99.906% Const mixed/join/concat_dim
3.908 0.002 0.489 0.001% 99.907% Const conv_3/batchnorm/moving_mean
3.405 0.002 0.488 0.001% 99.908% Const mixed_7/tower_2/conv/batchnorm/moving_variance
4.515 0.002 0.488 0.001% 99.909% Const mixed_4/tower_1/conv_4/batchnorm/moving_variance
4.444 0.002 0.488 0.001% 99.910% Const mixed_4/tower_1/conv/batchnorm/beta
4.160 0.002 0.488 0.001% 99.911% Const mixed_2/conv/batchnorm/beta
3.736 0.002 0.488 0.001% 99.912% Const mixed_10/tower/mixed/conv/batchnorm/gamma
4.150 0.001 0.488 0.001% 99.913% Const mixed_1/tower_2/conv/batchnorm/moving_variance
4.497 0.003 0.487 0.001% 99.914% Const mixed_4/tower_1/conv_3/batchnorm/moving_mean
4.327 0.002 0.487 0.001% 99.915% Const mixed_3/tower/conv_2/batchnorm/beta
4.298 0.002 0.487 0.001% 99.916% Const mixed_3/tower/conv/batchnorm/beta
4.199 0.004 0.487 0.001% 99.917% Const mixed_2/tower/conv_1/batchnorm/gamma
3.739 0.002 0.486 0.001% 99.918% Const mixed_10/tower/mixed/conv/batchnorm/moving_mean
4.069 0.002 0.486 0.001% 99.919% Const mixed_1/tower/conv/batchnorm/moving_mean
4.491 0.002 0.485 0.001% 99.920% Const mixed_4/tower_1/conv_3/batchnorm/beta
4.363 0.002 0.485 0.001% 99.921% Const mixed_4/tower/conv/batchnorm/gamma
3.819 0.003 0.485 0.001% 99.922% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance
4.145 0.001 0.484 0.001% 99.923% Const mixed_1/tower_2/conv/batchnorm/gamma
4.081 0.001 0.484 0.001% 99.924% Const mixed_1/tower/conv_1/batchnorm/gamma
3.576 0.002 0.483 0.001% 99.925% Const mixed_9/tower/conv/batchnorm/moving_variance
3.796 0.002 0.483 0.001% 99.926% Const mixed_10/tower_1/mixed/conv/batchnorm/gamma
3.786 0.003 0.483 0.001% 99.927% Const mixed_10/tower_1/conv_1/batchnorm/moving_variance
4.016 0.001 0.483 0.001% 99.928% Const mixed/tower_1/conv_2/batchnorm/gamma
3.863 0.002 0.483 0.001% 99.929% Const conv/batchnorm/moving_variance
3.682 0.002 0.482 0.001% 99.930% Const mixed_9/tower_2/conv/batchnorm/gamma
4.335 0.002 0.482 0.001% 99.931% Const mixed_3/tower/conv_2/batchnorm/moving_variance
4.214 0.002 0.482 0.001% 99.932% Const mixed_2/tower_1/conv/batchnorm/beta
3.640 0.002 0.481 0.001% 99.933% Const mixed_9/tower_1/conv_1/batchnorm/moving_variance
4.507 0.002 0.481 0.001% 99.934% Const mixed_4/tower_1/conv_4/batchnorm/beta
4.350 0.002 0.481 0.001% 99.935% Const mixed_4/conv/batchnorm/moving_mean
4.032 0.001 0.481 0.001% 99.936% Const mixed/tower_2/conv/batchnorm/moving_mean
3.443 0.002 0.480 0.001% 99.937% Const mixed_8/tower/conv_1/batchnorm/moving_variance
3.816 0.002 0.480 0.001% 99.938% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean
4.021 0.002 0.480 0.001% 99.939% Const mixed/tower_1/conv_2/batchnorm/moving_variance
3.673 0.002 0.479 0.001% 99.940% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance
3.654 0.002 0.478 0.001% 99.941% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_mean
4.494 0.002 0.478 0.001% 99.941% Const mixed_4/tower_1/conv_3/batchnorm/gamma
4.220 0.001 0.478 0.001% 99.942% Const mixed_2/tower_1/conv/batchnorm/moving_mean
3.750 0.002 0.478 0.001% 99.943% Const mixed_10/tower/mixed/conv_1/batchnorm/gamma
3.693 0.001 0.476 0.001% 99.944% Const mixed_9/join/concat_dim
3.554 0.002 0.476 0.001% 99.945% Const mixed_9/conv/batchnorm/moving_mean
4.391 0.002 0.476 0.001% 99.946% Const mixed_4/tower/conv_2/batchnorm/beta
3.956 0.004 0.476 0.001% 99.947% Const mixed/tower/conv/batchnorm/moving_variance
4.247 0.001 0.475 0.001% 99.948% Const mixed_2/tower_1/conv_2/batchnorm/gamma
3.771 0.002 0.475 0.001% 99.949% Const mixed_10/tower_1/conv/batchnorm/moving_variance
3.836 0.001 0.475 0.001% 99.950% Const mixed_10/join/concat_dim
4.109 0.004 0.475 0.001% 99.951% Const mixed_1/tower_1/conv_1/batchnorm/gamma
4.152 0.002 0.474 0.001% 99.952% Const mixed_1/join/concat_dim
4.029 0.002 0.474 0.001% 99.953% Const mixed/tower_2/conv/batchnorm/gamma
4.207 0.001 0.472 0.001% 99.954% Const mixed_2/tower/conv_1/batchnorm/moving_variance
4.178 0.002 0.472 0.001% 99.955% Const mixed_2/tower/conv/batchnorm/moving_mean
4.003 0.002 0.472 0.001% 99.956% Const mixed/tower_1/conv_1/batchnorm/moving_mean
4.467 0.002 0.471 0.001% 99.957% Const mixed_4/tower_1/conv_1/batchnorm/moving_variance
4.236 0.001 0.471 0.001% 99.958% Const mixed_2/tower_1/conv_1/batchnorm/moving_mean
4.131 0.002 0.470 0.001% 99.959% Const mixed_1/tower_1/conv_2/batchnorm/gamma
4.098 0.002 0.470 0.001% 99.960% Const mixed_1/tower_1/conv/batchnorm/moving_mean
4.072 0.002 0.470 0.001% 99.961% Const mixed_1/tower/conv/batchnorm/moving_variance
4.483 0.002 0.469 0.001% 99.962% Const mixed_4/tower_1/conv_2/batchnorm/moving_variance
4.383 0.002 0.469 0.001% 99.963% Const mixed_4/tower/conv_1/batchnorm/moving_mean
4.338 0.002 0.469 0.001% 99.964% Const mixed_3/join/concat_dim
3.921 0.002 0.468 0.001% 99.965% Const conv_4/batchnorm/gamma
4.238 0.002 0.466 0.001% 99.966% Const mixed_2/tower_1/conv_1/batchnorm/moving_variance
4.283 0.002 0.465 0.001% 99.967% Const mixed_3/conv/batchnorm/gamma
4.452 0.001 0.464 0.001% 99.968% Const mixed_4/tower_1/conv/batchnorm/moving_variance
4.252 0.003 0.463 0.001% 99.969% Const mixed_2/tower_1/conv_2/batchnorm/moving_mean
4.114 0.002 0.463 0.001% 99.970% Const mixed_1/tower_1/conv_1/batchnorm/moving_mean
4.330 0.001 0.461 0.001% 99.971% Const mixed_3/tower/conv_2/batchnorm/gamma
4.006 0.003 0.461 0.001% 99.972% Const mixed/tower_1/conv_1/batchnorm/moving_variance
4.397 0.004 0.459 0.001% 99.972% Const mixed_4/tower/conv_2/batchnorm/moving_mean
4.347 0.002 0.459 0.001% 99.973% Const mixed_4/conv/batchnorm/gamma
4.449 0.002 0.458 0.001% 99.974% Const mixed_4/tower_1/conv/batchnorm/moving_mean
4.510 0.001 0.457 0.001% 99.975% Const mixed_4/tower_1/conv_4/batchnorm/gamma
3.812 0.003 0.456 0.001% 99.976% Const mixed_10/tower_1/mixed/conv_1/batchnorm/gamma
4.526 0.004 0.455 0.001% 99.977% Const mixed_4/tower_2/conv/batchnorm/moving_mean
4.256 0.002 0.455 0.001% 99.978% Const mixed_2/tower_1/conv_2/batchnorm/moving_variance
4.167 0.002 0.455 0.001% 99.979% Const mixed_2/conv/batchnorm/moving_variance
4.086 0.001 0.455 0.001% 99.980% Const mixed_1/tower/conv_1/batchnorm/moving_variance
4.292 0.002 0.454 0.001% 99.981% Const mixed_3/conv/batchnorm/moving_variance
4.316 0.002 0.451 0.001% 99.982% Const mixed_3/tower/conv_1/batchnorm/gamma
4.478 0.002 0.450 0.001% 99.983% Const mixed_4/tower_1/conv_2/batchnorm/gamma
4.380 0.002 0.450 0.001% 99.984% Const mixed_4/tower/conv_1/batchnorm/gamma
4.162 0.002 0.450 0.001% 99.985% Const mixed_2/conv/batchnorm/gamma
4.288 0.001 0.449 0.001% 99.986% Const mixed_3/conv/batchnorm/moving_mean
4.034 0.004 0.449 0.001% 99.986% Const mixed/tower_2/conv/batchnorm/moving_variance
4.512 0.002 0.448 0.001% 99.987% Const mixed_4/tower_1/conv_4/batchnorm/moving_mean
4.267 0.002 0.448 0.001% 99.988% Const mixed_2/tower_2/conv/batchnorm/moving_mean
4.531 0.001 0.447 0.001% 99.989% Const mixed_4/tower_2/conv/batchnorm/moving_variance
4.386 0.001 0.447 0.001% 99.990% Const mixed_4/tower/conv_1/batchnorm/moving_variance
4.332 0.002 0.444 0.001% 99.991% Const mixed_3/tower/conv_2/batchnorm/moving_mean
4.233 0.002 0.444 0.001% 99.992% Const mixed_2/tower_1/conv_1/batchnorm/gamma
4.175 0.002 0.443 0.001% 99.993% Const mixed_2/tower/conv/batchnorm/gamma
4.501 0.002 0.442 0.001% 99.994% Const mixed_4/tower_1/conv_3/batchnorm/moving_variance
4.460 0.002 0.441 0.001% 99.995% Const mixed_4/tower_1/conv_1/batchnorm/gamma
4.447 0.001 0.441 0.001% 99.996% Const mixed_4/tower_1/conv/batchnorm/gamma
4.301 0.001 0.441 0.001% 99.997% Const mixed_3/tower/conv/batchnorm/gamma
4.306 0.002 0.437 0.001% 99.997% Const mixed_3/tower/conv/batchnorm/moving_variance
4.265 0.001 0.424 0.001% 99.998% Const mixed_2/tower_2/conv/batchnorm/gamma
4.371 0.001 0.417 0.001% 99.999% Const mixed_4/tower/conv/batchnorm/moving_variance
4.353 0.002 0.417 0.001% 100.000% Const mixed_4/conv/batchnorm/moving_variance
Total Memory (bytes): curr=28625707200 count=11 runs, avg 4.861e+04 ms, 1004 nodes defined 994 nodes observed
28625707.2 avg KB per run.
============ By run order (KB) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 0.000 0.000 0.000% 0.000% Const conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const conv_4/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params
0.000 2841.728633705.344 2.214% 2.214% Conv2D conv/Conv2D
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower/mixed/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower/mixed/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_1/mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_10/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_2/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_4/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_4/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_4/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% _SOURCE
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_4/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const softmax/biases
0.000 0.000 0.000 0.000% 2.214% Const pool_3/_reshape/shape
0.000 0.000 0.000 0.000% 2.214% Const softmax/weights
2841.728 2841.728633705.344 2.214% 4.428% BatchNormWithGlobalNormalization conv/batchnorm
5683.456 0.000 0.000 0.000% 4.428% Identity conv/control_dependency
5683.456 0.000 0.000 0.000% 4.428% CheckNumerics conv/CheckNumerics
5683.456 2841.728633705.344 2.214% 6.641% Relu conv
8525.184 2765.952616807.296 2.155% 8.796% Conv2D conv_1/Conv2D
11291.136 2765.952616807.296 2.155% 10.951% BatchNormWithGlobalNormalization conv_1/batchnorm
14057.088 0.000 0.000 0.000% 10.951% CheckNumerics conv_1/CheckNumerics
14057.088 0.000 0.000 0.000% 10.951% Identity conv_1/control_dependency
14057.088 2765.952616807.296 2.155% 13.105% Relu conv_1
16823.040 5531.9041233614.592 4.309% 17.415% Conv2D conv_2/Conv2D
22354.944 5531.9041233614.592 4.309% 21.724% BatchNormWithGlobalNormalization conv_2/batchnorm
27886.848 5531.9041233614.592 4.309% 26.034% Relu conv_2
27886.848 0.000 0.000 0.000% 26.034% CheckNumerics conv_2/CheckNumerics
27886.848 0.000 0.000 0.000% 26.034% Identity conv_2/control_dependency
33418.752 0.000 0.000 0.000% 26.034% CheckNumerics pool/CheckNumerics
33418.752 0.000 0.000 0.000% 26.034% Identity pool/control_dependency
33418.752 1364.224304221.952 1.063% 27.097% MaxPool pool
34782.976 1705.280380277.440 1.328% 28.425% Conv2D conv_3/Conv2D
36488.256 1705.280380277.440 1.328% 29.754% BatchNormWithGlobalNormalization conv_3/batchnorm
38193.536 1705.280380277.440 1.328% 31.082% Relu conv_3
38193.536 0.000 0.000 0.000% 31.082% CheckNumerics conv_3/CheckNumerics
38193.536 0.000 0.000 0.000% 31.082% Identity conv_3/control_dependency
39898.816 3871.488863341.824 3.016% 34.098% Conv2D conv_4/Conv2D
43770.304 3871.488863341.824 3.016% 37.114% BatchNormWithGlobalNormalization conv_4/batchnorm
47641.792 3871.488863341.824 3.016% 40.130% Relu conv_4
47641.792 0.000 0.000 0.000% 40.130% CheckNumerics conv_4/CheckNumerics
47641.792 0.000 0.000 0.000% 40.130% Identity conv_4/control_dependency
51513.280 940.800209798.400 0.733% 40.863% MaxPool pool_1
51513.280 0.000 0.000 0.000% 40.863% CheckNumerics pool_1/CheckNumerics
51513.280 0.000 0.000 0.000% 40.863% Identity pool_1/control_dependency
52454.080 313.60069932.800 0.244% 41.107% Conv2D mixed/tower_1/conv/Conv2D
52767.680 235.20052449.600 0.183% 41.290% Conv2D mixed/tower/conv/Conv2D
53002.880 313.60069932.800 0.244% 41.535% BatchNormWithGlobalNormalization mixed/tower_1/conv/batchnorm
53316.480 0.000 0.000 0.000% 41.535% CheckNumerics mixed/tower_1/conv/CheckNumerics
53316.480 313.60069932.800 0.244% 41.779% Relu mixed/tower_1/conv
53316.480 0.000 0.000 0.000% 41.779% Identity mixed/tower_1/conv/control_dependency
53630.080 313.60069932.800 0.244% 42.023% Conv2D mixed/conv/Conv2D
53943.680 235.20052449.600 0.183% 42.206% BatchNormWithGlobalNormalization mixed/tower/conv/batchnorm
54178.880 0.000 0.000 0.000% 42.206% CheckNumerics mixed/tower/conv/CheckNumerics
54178.880 235.20052449.600 0.183% 42.390% Relu mixed/tower/conv
54178.880 0.000 0.000 0.000% 42.390% Identity mixed/tower/conv/control_dependency
54414.080 313.60069932.800 0.244% 42.634% BatchNormWithGlobalNormalization mixed/conv/batchnorm
54727.680 0.000 0.000 0.000% 42.634% CheckNumerics mixed/conv/CheckNumerics
54727.680 0.000 0.000 0.000% 42.634% Identity mixed/conv/control_dependency
54727.680 470.400104899.200 0.366% 43.000% Conv2D mixed/tower_1/conv_1/Conv2D
55198.080 313.60069932.800 0.244% 43.245% Relu mixed/conv
55511.680 470.400104899.200 0.366% 43.611% BatchNormWithGlobalNormalization mixed/tower_1/conv_1/batchnorm
55982.080 0.000 0.000 0.000% 43.611% CheckNumerics mixed/tower_1/conv_1/CheckNumerics
55982.080 0.000 0.000 0.000% 43.611% Identity mixed/tower_1/conv_1/control_dependency
55982.080 940.800209798.400 0.733% 44.344% AvgPool mixed/tower_2/pool
56922.880 470.400104899.200 0.366% 44.711% Relu mixed/tower_1/conv_1
57393.280 156.80034966.400 0.122% 44.833% Conv2D mixed/tower_2/conv/Conv2D
57550.080 156.80034966.400 0.122% 44.955% BatchNormWithGlobalNormalization mixed/tower_2/conv/batchnorm
57706.880 156.80034966.400 0.122% 45.077% Relu mixed/tower_2/conv
57706.880 0.000 0.000 0.000% 45.077% CheckNumerics mixed/tower_2/conv/CheckNumerics
57706.880 0.000 0.000 0.000% 45.077% Identity mixed/tower_2/conv/control_dependency
57863.680 313.60069932.800 0.244% 45.321% Conv2D mixed/tower/conv_1/Conv2D
58177.280 313.60069932.800 0.244% 45.566% BatchNormWithGlobalNormalization mixed/tower/conv_1/batchnorm
58490.880 0.000 0.000 0.000% 45.566% Identity mixed/tower/conv_1/control_dependency
58490.880 0.000 0.000 0.000% 45.566% CheckNumerics mixed/tower/conv_1/CheckNumerics
58490.880 313.60069932.800 0.244% 45.810% Relu mixed/tower/conv_1
58804.480 470.400104899.200 0.366% 46.176% Conv2D mixed/tower_1/conv_2/Conv2D
59274.880 470.400104899.200 0.366% 46.543% BatchNormWithGlobalNormalization mixed/tower_1/conv_2/batchnorm
59745.280 470.400104899.200 0.366% 46.909% Relu mixed/tower_1/conv_2
59745.280 0.000 0.000 0.000% 46.909% Identity mixed/tower_1/conv_2/control_dependency
59745.280 0.000 0.000 0.000% 46.909% CheckNumerics mixed/tower_1/conv_2/CheckNumerics
60215.680 1254.400279731.200 0.977% 47.886% Concat mixed/join
61470.080 313.60069932.800 0.244% 48.131% Conv2D mixed_1/tower_1/conv/Conv2D
61783.680 1254.400279731.200 0.977% 49.108% AvgPool mixed_1/tower_2/pool
63038.080 313.60069932.800 0.244% 49.352% Conv2D mixed_1/conv/Conv2D
63351.680 313.60069932.800 0.244% 49.597% BatchNormWithGlobalNormalization mixed_1/tower_1/conv/batchnorm
63665.280 313.60069932.800 0.244% 49.841% Relu mixed_1/tower_1/conv
63665.280 0.000 0.000 0.000% 49.841% CheckNumerics mixed_1/tower_1/conv/CheckNumerics
63665.280 0.000 0.000 0.000% 49.841% Identity mixed_1/tower_1/conv/control_dependency
63978.880 313.60069932.800 0.244% 50.085% Conv2D mixed_1/tower_2/conv/Conv2D
64292.480 313.60069932.800 0.244% 50.329% BatchNormWithGlobalNormalization mixed_1/conv/batchnorm
64606.080 313.60069932.800 0.244% 50.574% Relu mixed_1/conv
64606.080 0.000 0.000 0.000% 50.574% CheckNumerics mixed_1/conv/CheckNumerics
64606.080 0.000 0.000 0.000% 50.574% Identity mixed_1/conv/control_dependency
64919.680 235.20052449.600 0.183% 50.757% Conv2D mixed_1/tower/conv/Conv2D
65154.880 313.60069932.800 0.244% 51.001% BatchNormWithGlobalNormalization mixed_1/tower_2/conv/batchnorm
65468.480 470.400104899.200 0.366% 51.368% Conv2D mixed_1/tower_1/conv_1/Conv2D
65468.480 0.000 0.000 0.000% 51.368% CheckNumerics mixed_1/tower_2/conv/CheckNumerics
65468.480 0.000 0.000 0.000% 51.368% Identity mixed_1/tower_2/conv/control_dependency
65938.880 313.60069932.800 0.244% 51.612% Relu mixed_1/tower_2/conv
66252.480 470.400104899.200 0.366% 51.978% BatchNormWithGlobalNormalization mixed_1/tower_1/conv_1/batchnorm
66722.880 235.20052449.600 0.183% 52.162% BatchNormWithGlobalNormalization mixed_1/tower/conv/batchnorm
66958.080 0.000 0.000 0.000% 52.162% Identity mixed_1/tower/conv/control_dependency
66958.080 0.000 0.000 0.000% 52.162% CheckNumerics mixed_1/tower/conv/CheckNumerics
66958.080 235.20052449.600 0.183% 52.345% Relu mixed_1/tower/conv
66958.080 0.000 0.000 0.000% 52.345% Identity mixed_1/tower_1/conv_1/control_dependency
66958.080 0.000 0.000 0.000% 52.345% CheckNumerics mixed_1/tower_1/conv_1/CheckNumerics
67193.280 470.400104899.200 0.366% 52.711% Relu mixed_1/tower_1/conv_1
67663.680 313.60069932.800 0.244% 52.956% Conv2D mixed_1/tower/conv_1/Conv2D
67977.280 313.60069932.800 0.244% 53.200% BatchNormWithGlobalNormalization mixed_1/tower/conv_1/batchnorm
68290.880 0.000 0.000 0.000% 53.200% CheckNumerics mixed_1/tower/conv_1/CheckNumerics
68290.880 0.000 0.000 0.000% 53.200% Identity mixed_1/tower/conv_1/control_dependency
68290.880 470.400104899.200 0.366% 53.566% Conv2D mixed_1/tower_1/conv_2/Conv2D
68761.280 313.60069932.800 0.244% 53.811% Relu mixed_1/tower/conv_1
69074.880 470.400104899.200 0.366% 54.177% BatchNormWithGlobalNormalization mixed_1/tower_1/conv_2/batchnorm
69545.280 470.400104899.200 0.366% 54.544% Relu mixed_1/tower_1/conv_2
69545.280 0.000 0.000 0.000% 54.544% CheckNumerics mixed_1/tower_1/conv_2/CheckNumerics
69545.280 0.000 0.000 0.000% 54.544% Identity mixed_1/tower_1/conv_2/control_dependency
70015.680 1411.200314697.600 1.099% 55.643% Concat mixed_1/join
71426.880 313.60069932.800 0.244% 55.887% Conv2D mixed_2/tower_1/conv/Conv2D
71740.480 313.60069932.800 0.244% 56.132% Conv2D mixed_2/conv/Conv2D
72054.080 313.60069932.800 0.244% 56.376% BatchNormWithGlobalNormalization mixed_2/tower_1/conv/batchnorm
72367.680 313.60069932.800 0.244% 56.620% Relu mixed_2/tower_1/conv
72367.680 0.000 0.000 0.000% 56.620% CheckNumerics mixed_2/tower_1/conv/CheckNumerics
72367.680 0.000 0.000 0.000% 56.620% Identity mixed_2/tower_1/conv/control_dependency
72681.280 313.60069932.800 0.244% 56.864% BatchNormWithGlobalNormalization mixed_2/conv/batchnorm
72994.880 235.20052449.600 0.183% 57.048% Conv2D mixed_2/tower/conv/Conv2D
73230.080 313.60069932.800 0.244% 57.292% Relu mixed_2/conv
73230.080 0.000 0.000 0.000% 57.292% CheckNumerics mixed_2/conv/CheckNumerics
73230.080 0.000 0.000 0.000% 57.292% Identity mixed_2/conv/control_dependency
73543.680 1411.200314697.600 1.099% 58.391% AvgPool mixed_2/tower_2/pool
74954.880 235.20052449.600 0.183% 58.575% BatchNormWithGlobalNormalization mixed_2/tower/conv/batchnorm
75190.080 0.000 0.000 0.000% 58.575% CheckNumerics mixed_2/tower/conv/CheckNumerics
75190.080 235.20052449.600 0.183% 58.758% Relu mixed_2/tower/conv
75190.080 0.000 0.000 0.000% 58.758% Identity mixed_2/tower/conv/control_dependency
75425.280 313.60069932.800 0.244% 59.002% Conv2D mixed_2/tower_2/conv/Conv2D
75738.880 470.400104899.200 0.366% 59.369% Conv2D mixed_2/tower_1/conv_1/Conv2D
76209.280 313.60069932.800 0.244% 59.613% BatchNormWithGlobalNormalization mixed_2/tower_2/conv/batchnorm
76522.880 470.400104899.200 0.366% 59.979% BatchNormWithGlobalNormalization mixed_2/tower_1/conv_1/batchnorm
76993.280 0.000 0.000 0.000% 59.979% CheckNumerics mixed_2/tower_2/conv/CheckNumerics
76993.280 313.60069932.800 0.244% 60.224% Relu mixed_2/tower_2/conv
76993.280 0.000 0.000 0.000% 60.224% Identity mixed_2/tower_2/conv/control_dependency
77306.880 470.400104899.200 0.366% 60.590% Relu mixed_2/tower_1/conv_1
77306.880 0.000 0.000 0.000% 60.590% CheckNumerics mixed_2/tower_1/conv_1/CheckNumerics
77306.880 0.000 0.000 0.000% 60.590% Identity mixed_2/tower_1/conv_1/control_dependency
77777.280 313.60069932.800 0.244% 60.834% Conv2D mixed_2/tower/conv_1/Conv2D
78090.880 313.60069932.800 0.244% 61.079% BatchNormWithGlobalNormalization mixed_2/tower/conv_1/batchnorm
78404.480 313.60069932.800 0.244% 61.323% Relu mixed_2/tower/conv_1
78404.480 0.000 0.000 0.000% 61.323% CheckNumerics mixed_2/tower/conv_1/CheckNumerics
78404.480 0.000 0.000 0.000% 61.323% Identity mixed_2/tower/conv_1/control_dependency
78718.080 470.400104899.200 0.366% 61.689% Conv2D mixed_2/tower_1/conv_2/Conv2D
79188.480 470.400104899.200 0.366% 62.056% BatchNormWithGlobalNormalization mixed_2/tower_1/conv_2/batchnorm
79658.880 0.000 0.000 0.000% 62.056% CheckNumerics mixed_2/tower_1/conv_2/CheckNumerics
79658.880 470.400104899.200 0.366% 62.422% Relu mixed_2/tower_1/conv_2
79658.880 0.000 0.000 0.000% 62.422% Identity mixed_2/tower_1/conv_2/control_dependency
80129.280 1411.200314697.600 1.099% 63.522% Concat mixed_2/join
81540.480 313.60069932.800 0.244% 63.766% Conv2D mixed_3/tower/conv/Conv2D
81854.080 0.000 0.000 0.000% 63.766% CheckNumerics mixed_3/pool/CheckNumerics
81854.080 0.000 0.000 0.000% 63.766% Identity mixed_3/pool/control_dependency
81854.080 313.60069932.800 0.244% 64.010% BatchNormWithGlobalNormalization mixed_3/tower/conv/batchnorm
82167.680 332.92874242.944 0.259% 64.270% MaxPool mixed_3/pool
82500.608 0.000 0.000 0.000% 64.270% CheckNumerics mixed_3/tower/conv/CheckNumerics
82500.608 313.60069932.800 0.244% 64.514% Relu mixed_3/tower/conv
82500.608 0.000 0.000 0.000% 64.514% Identity mixed_3/tower/conv/control_dependency
82814.208 443.90498990.592 0.346% 64.860% Conv2D mixed_3/conv/Conv2D
83258.112 443.90498990.592 0.346% 65.206% BatchNormWithGlobalNormalization mixed_3/conv/batchnorm
83702.016 0.000 0.000 0.000% 65.206% CheckNumerics mixed_3/conv/CheckNumerics
83702.016 0.000 0.000 0.000% 65.206% Identity mixed_3/conv/control_dependency
83702.016 470.400104899.200 0.366% 65.572% Conv2D mixed_3/tower/conv_1/Conv2D
84172.416 443.90498990.592 0.346% 65.918% Relu mixed_3/conv
84616.320 470.400104899.200 0.366% 66.284% BatchNormWithGlobalNormalization mixed_3/tower/conv_1/batchnorm
85086.720 0.000 0.000 0.000% 66.284% Identity mixed_3/tower/conv_1/control_dependency
85086.720 0.000 0.000 0.000% 66.284% CheckNumerics mixed_3/tower/conv_1/CheckNumerics
85086.720 470.400104899.200 0.366% 66.651% Relu mixed_3/tower/conv_1
85557.120 110.97624747.648 0.086% 66.737% Conv2D mixed_3/tower/conv_2/Conv2D
85668.096 110.97624747.648 0.086% 66.824% BatchNormWithGlobalNormalization mixed_3/tower/conv_2/batchnorm
85779.072 0.000 0.000 0.000% 66.824% CheckNumerics mixed_3/tower/conv_2/CheckNumerics
85779.072 110.97624747.648 0.086% 66.910% Relu mixed_3/tower/conv_2
85779.072 0.000 0.000 0.000% 66.910% Identity mixed_3/tower/conv_2/control_dependency
85890.048 887.808197981.184 0.692% 67.602% Concat mixed_3/join
86777.856 887.808197981.184 0.692% 68.293% AvgPool mixed_4/tower_2/pool
87665.664 147.96832996.864 0.115% 68.409% Conv2D mixed_4/tower/conv/Conv2D
87813.632 147.96832996.864 0.115% 68.524% Conv2D mixed_4/tower_1/conv/Conv2D
87961.600 147.96832996.864 0.115% 68.639% BatchNormWithGlobalNormalization mixed_4/tower_1/conv/batchnorm
88109.568 221.95249495.296 0.173% 68.812% Conv2D mixed_4/tower_2/conv/Conv2D
88331.520 147.96832996.864 0.115% 68.927% BatchNormWithGlobalNormalization mixed_4/tower/conv/batchnorm
88479.488 0.000 0.000 0.000% 68.927% Identity mixed_4/tower/conv/control_dependency
88479.488 0.000 0.000 0.000% 68.927% CheckNumerics mixed_4/tower/conv/CheckNumerics
88479.488 147.96832996.864 0.115% 69.043% Relu mixed_4/tower_1/conv
88479.488 0.000 0.000 0.000% 69.043% Identity mixed_4/tower_1/conv/control_dependency
88479.488 0.000 0.000 0.000% 69.043% CheckNumerics mixed_4/tower_1/conv/CheckNumerics
88627.456 147.96832996.864 0.115% 69.158% Relu mixed_4/tower/conv
88775.424 221.95249495.296 0.173% 69.331% BatchNormWithGlobalNormalization mixed_4/tower_2/conv/batchnorm
88997.376 221.95249495.296 0.173% 69.504% Relu mixed_4/tower_2/conv
88997.376 0.000 0.000 0.000% 69.504% Identity mixed_4/tower_2/conv/control_dependency
88997.376 0.000 0.000 0.000% 69.504% CheckNumerics mixed_4/tower_2/conv/CheckNumerics
89219.328 147.96832996.864 0.115% 69.619% Conv2D mixed_4/tower_1/conv_1/Conv2D
89367.296 147.96832996.864 0.115% 69.734% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_1/batchnorm
89515.264 221.95249495.296 0.173% 69.907% Conv2D mixed_4/conv/Conv2D
89737.216 0.000 0.000 0.000% 69.907% CheckNumerics mixed_4/tower_1/conv_1/CheckNumerics
89737.216 147.96832996.864 0.115% 70.022% Relu mixed_4/tower_1/conv_1
89737.216 0.000 0.000 0.000% 70.022% Identity mixed_4/tower_1/conv_1/control_dependency
89885.184 147.96832996.864 0.115% 70.138% Conv2D mixed_4/tower/conv_1/Conv2D
90033.152 147.96832996.864 0.115% 70.253% BatchNormWithGlobalNormalization mixed_4/tower/conv_1/batchnorm
90181.120 0.000 0.000 0.000% 70.253% CheckNumerics mixed_4/tower/conv_1/CheckNumerics
90181.120 147.96832996.864 0.115% 70.368% Relu mixed_4/tower/conv_1
90181.120 0.000 0.000 0.000% 70.368% Identity mixed_4/tower/conv_1/control_dependency
90329.088 221.95249495.296 0.173% 70.541% BatchNormWithGlobalNormalization mixed_4/conv/batchnorm
90551.040 0.000 0.000 0.000% 70.541% CheckNumerics mixed_4/conv/CheckNumerics
90551.040 0.000 0.000 0.000% 70.541% Identity mixed_4/conv/control_dependency
90551.040 147.96832996.864 0.115% 70.656% Conv2D mixed_4/tower_1/conv_2/Conv2D
90699.008 221.95249495.296 0.173% 70.829% Relu mixed_4/conv
90920.960 147.96832996.864 0.115% 70.945% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_2/batchnorm
91068.928 147.96832996.864 0.115% 71.060% Relu mixed_4/tower_1/conv_2
91068.928 0.000 0.000 0.000% 71.060% CheckNumerics mixed_4/tower_1/conv_2/CheckNumerics
91068.928 0.000 0.000 0.000% 71.060% Identity mixed_4/tower_1/conv_2/control_dependency
91216.896 221.95249495.296 0.173% 71.233% Conv2D mixed_4/tower/conv_2/Conv2D
91438.848 221.95249495.296 0.173% 71.406% BatchNormWithGlobalNormalization mixed_4/tower/conv_2/batchnorm
91660.800 221.95249495.296 0.173% 71.579% Relu mixed_4/tower/conv_2
91660.800 0.000 0.000 0.000% 71.579% CheckNumerics mixed_4/tower/conv_2/CheckNumerics
91660.800 0.000 0.000 0.000% 71.579% Identity mixed_4/tower/conv_2/control_dependency
91882.752 147.96832996.864 0.115% 71.694% Conv2D mixed_4/tower_1/conv_3/Conv2D
92030.720 147.96832996.864 0.115% 71.809% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_3/batchnorm
92178.688 147.96832996.864 0.115% 71.924% Relu mixed_4/tower_1/conv_3
92178.688 0.000 0.000 0.000% 71.924% CheckNumerics mixed_4/tower_1/conv_3/CheckNumerics
92178.688 0.000 0.000 0.000% 71.924% Identity mixed_4/tower_1/conv_3/control_dependency
92326.656 221.95249495.296 0.173% 72.097% Conv2D mixed_4/tower_1/conv_4/Conv2D
92548.608 221.95249495.296 0.173% 72.270% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_4/batchnorm
92770.560 221.95249495.296 0.173% 72.443% Relu mixed_4/tower_1/conv_4
92770.560 0.000 0.000 0.000% 72.443% CheckNumerics mixed_4/tower_1/conv_4/CheckNumerics
92770.560 0.000 0.000 0.000% 72.443% Identity mixed_4/tower_1/conv_4/control_dependency
92992.512 887.808197981.184 0.692% 73.135% Concat mixed_4/join
93880.320 887.808197981.184 0.692% 73.826% AvgPool mixed_5/tower_2/pool
94768.128 221.95249495.296 0.173% 73.999% Conv2D mixed_5/conv/Conv2D
94990.080 184.96041246.080 0.144% 74.143% Conv2D mixed_5/tower_1/conv/Conv2D
95175.040 221.95249495.296 0.173% 74.316% Conv2D mixed_5/tower_2/conv/Conv2D
95396.992 184.96041246.080 0.144% 74.460% BatchNormWithGlobalNormalization mixed_5/tower_1/conv/batchnorm
95581.952 221.95249495.296 0.173% 74.633% BatchNormWithGlobalNormalization mixed_5/conv/batchnorm
95803.904 184.96041246.080 0.144% 74.777% Relu mixed_5/tower_1/conv
95803.904 0.000 0.000 0.000% 74.777% CheckNumerics mixed_5/tower_1/conv/CheckNumerics
95803.904 0.000 0.000 0.000% 74.777% Identity mixed_5/tower_1/conv/control_dependency
95988.864 221.95249495.296 0.173% 74.950% Relu mixed_5/conv
95988.864 0.000 0.000 0.000% 74.950% CheckNumerics mixed_5/conv/CheckNumerics
95988.864 0.000 0.000 0.000% 74.950% Identity mixed_5/conv/control_dependency
96210.816 184.96041246.080 0.144% 75.094% Conv2D mixed_5/tower/conv/Conv2D
96395.776 221.95249495.296 0.173% 75.267% BatchNormWithGlobalNormalization mixed_5/tower_2/conv/batchnorm
96617.728 0.000 0.000 0.000% 75.267% CheckNumerics mixed_5/tower_2/conv/CheckNumerics
96617.728 221.95249495.296 0.173% 75.440% Relu mixed_5/tower_2/conv
96617.728 0.000 0.000 0.000% 75.440% Identity mixed_5/tower_2/conv/control_dependency
96839.680 184.96041246.080 0.144% 75.584% BatchNormWithGlobalNormalization mixed_5/tower/conv/batchnorm
97024.640 184.96041246.080 0.144% 75.728% Relu mixed_5/tower/conv
97024.640 0.000 0.000 0.000% 75.728% CheckNumerics mixed_5/tower/conv/CheckNumerics
97024.640 0.000 0.000 0.000% 75.728% Identity mixed_5/tower/conv/control_dependency
97209.600 184.96041246.080 0.144% 75.872% Conv2D mixed_5/tower_1/conv_1/Conv2D
97394.560 184.96041246.080 0.144% 76.016% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_1/batchnorm
97579.520 184.96041246.080 0.144% 76.160% Relu mixed_5/tower_1/conv_1
97579.520 0.000 0.000 0.000% 76.160% Identity mixed_5/tower_1/conv_1/control_dependency
97579.520 0.000 0.000 0.000% 76.160% CheckNumerics mixed_5/tower_1/conv_1/CheckNumerics
97764.480 184.96041246.080 0.144% 76.305% Conv2D mixed_5/tower/conv_1/Conv2D
97949.440 184.96041246.080 0.144% 76.449% BatchNormWithGlobalNormalization mixed_5/tower/conv_1/batchnorm
98134.400 0.000 0.000 0.000% 76.449% CheckNumerics mixed_5/tower/conv_1/CheckNumerics
98134.400 184.96041246.080 0.144% 76.593% Relu mixed_5/tower/conv_1
98134.400 0.000 0.000 0.000% 76.593% Identity mixed_5/tower/conv_1/control_dependency
98319.360 184.96041246.080 0.144% 76.737% Conv2D mixed_5/tower_1/conv_2/Conv2D
98504.320 184.96041246.080 0.144% 76.881% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_2/batchnorm
98689.280 0.000 0.000 0.000% 76.881% CheckNumerics mixed_5/tower_1/conv_2/CheckNumerics
98689.280 184.96041246.080 0.144% 77.025% Relu mixed_5/tower_1/conv_2
98689.280 0.000 0.000 0.000% 77.025% Identity mixed_5/tower_1/conv_2/control_dependency
98874.240 221.95249495.296 0.173% 77.198% Conv2D mixed_5/tower/conv_2/Conv2D
99096.192 221.95249495.296 0.173% 77.371% BatchNormWithGlobalNormalization mixed_5/tower/conv_2/batchnorm
99318.144 221.95249495.296 0.173% 77.544% Relu mixed_5/tower/conv_2
99318.144 0.000 0.000 0.000% 77.544% CheckNumerics mixed_5/tower/conv_2/CheckNumerics
99318.144 0.000 0.000 0.000% 77.544% Identity mixed_5/tower/conv_2/control_dependency
99540.096 184.96041246.080 0.144% 77.688% Conv2D mixed_5/tower_1/conv_3/Conv2D
99725.056 184.96041246.080 0.144% 77.832% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_3/batchnorm
99910.016 184.96041246.080 0.144% 77.976% Relu mixed_5/tower_1/conv_3
99910.016 0.000 0.000 0.000% 77.976% CheckNumerics mixed_5/tower_1/conv_3/CheckNumerics
99910.016 0.000 0.000 0.000% 77.976% Identity mixed_5/tower_1/conv_3/control_dependency
100094.976 221.95249495.296 0.173% 78.149% Conv2D mixed_5/tower_1/conv_4/Conv2D
100316.928 221.95249495.296 0.173% 78.322% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_4/batchnorm
100538.880 221.95249495.296 0.173% 78.495% Relu mixed_5/tower_1/conv_4
100538.880 0.000 0.000 0.000% 78.495% CheckNumerics mixed_5/tower_1/conv_4/CheckNumerics
100538.880 0.000 0.000 0.000% 78.495% Identity mixed_5/tower_1/conv_4/control_dependency
100760.832 887.808197981.184 0.692% 79.186% Concat mixed_5/join
101648.640 887.808197981.184 0.692% 79.878% AvgPool mixed_6/tower_2/pool
102536.448 184.96041246.080 0.144% 80.022% Conv2D mixed_6/tower/conv/Conv2D
102721.408 184.96041246.080 0.144% 80.166% Conv2D mixed_6/tower_1/conv/Conv2D
102906.368 184.96041246.080 0.144% 80.310% BatchNormWithGlobalNormalization mixed_6/tower_1/conv/batchnorm
103091.328 221.95249495.296 0.173% 80.483% Conv2D mixed_6/tower_2/conv/Conv2D
103313.280 184.96041246.080 0.144% 80.627% BatchNormWithGlobalNormalization mixed_6/tower/conv/batchnorm
103498.240 0.000 0.000 0.000% 80.627% CheckNumerics mixed_6/tower_1/conv/CheckNumerics
103498.240 184.96041246.080 0.144% 80.771% Relu mixed_6/tower_1/conv
103498.240 0.000 0.000 0.000% 80.771% Identity mixed_6/tower_1/conv/control_dependency
103683.200 184.96041246.080 0.144% 80.915% Relu mixed_6/tower/conv
103683.200 0.000 0.000 0.000% 80.915% CheckNumerics mixed_6/tower/conv/CheckNumerics
103683.200 0.000 0.000 0.000% 80.915% Identity mixed_6/tower/conv/control_dependency
103868.160 221.95249495.296 0.173% 81.088% BatchNormWithGlobalNormalization mixed_6/tower_2/conv/batchnorm
104090.112 0.000 0.000 0.000% 81.088% Identity mixed_6/tower_2/conv/control_dependency
104090.112 0.000 0.000 0.000% 81.088% CheckNumerics mixed_6/tower_2/conv/CheckNumerics
104090.112 221.95249495.296 0.173% 81.261% Relu mixed_6/tower_2/conv
104312.064 221.95249495.296 0.173% 81.434% Conv2D mixed_6/conv/Conv2D
104534.016 184.96041246.080 0.144% 81.578% Conv2D mixed_6/tower_1/conv_1/Conv2D
104718.976 221.95249495.296 0.173% 81.751% BatchNormWithGlobalNormalization mixed_6/conv/batchnorm
104940.928 184.96041246.080 0.144% 81.895% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_1/batchnorm
105125.888 184.96041246.080 0.144% 82.039% Relu mixed_6/tower_1/conv_1
105125.888 0.000 0.000 0.000% 82.039% CheckNumerics mixed_6/tower_1/conv_1/CheckNumerics
105125.888 0.000 0.000 0.000% 82.039% Identity mixed_6/tower_1/conv_1/control_dependency
105310.848 0.000 0.000 0.000% 82.039% CheckNumerics mixed_6/conv/CheckNumerics
105310.848 221.95249495.296 0.173% 82.212% Relu mixed_6/conv
105310.848 0.000 0.000 0.000% 82.212% Identity mixed_6/conv/control_dependency
105532.800 184.96041246.080 0.144% 82.356% Conv2D mixed_6/tower/conv_1/Conv2D
105717.760 184.96041246.080 0.144% 82.500% BatchNormWithGlobalNormalization mixed_6/tower/conv_1/batchnorm
105902.720 0.000 0.000 0.000% 82.500% CheckNumerics mixed_6/tower/conv_1/CheckNumerics
105902.720 184.96041246.080 0.144% 82.644% Relu mixed_6/tower/conv_1
105902.720 0.000 0.000 0.000% 82.644% Identity mixed_6/tower/conv_1/control_dependency
106087.680 184.96041246.080 0.144% 82.789% Conv2D mixed_6/tower_1/conv_2/Conv2D
106272.640 184.96041246.080 0.144% 82.933% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_2/batchnorm
106457.600 0.000 0.000 0.000% 82.933% CheckNumerics mixed_6/tower_1/conv_2/CheckNumerics
106457.600 184.96041246.080 0.144% 83.077% Relu mixed_6/tower_1/conv_2
106457.600 0.000 0.000 0.000% 83.077% Identity mixed_6/tower_1/conv_2/control_dependency
106642.560 221.95249495.296 0.173% 83.250% Conv2D mixed_6/tower/conv_2/Conv2D
106864.512 221.95249495.296 0.173% 83.423% BatchNormWithGlobalNormalization mixed_6/tower/conv_2/batchnorm
107086.464 0.000 0.000 0.000% 83.423% CheckNumerics mixed_6/tower/conv_2/CheckNumerics
107086.464 221.95249495.296 0.173% 83.595% Relu mixed_6/tower/conv_2
107086.464 0.000 0.000 0.000% 83.595% Identity mixed_6/tower/conv_2/control_dependency
107308.416 184.96041246.080 0.144% 83.739% Conv2D mixed_6/tower_1/conv_3/Conv2D
107493.376 184.96041246.080 0.144% 83.884% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_3/batchnorm
107678.336 184.96041246.080 0.144% 84.028% Relu mixed_6/tower_1/conv_3
107678.336 0.000 0.000 0.000% 84.028% CheckNumerics mixed_6/tower_1/conv_3/CheckNumerics
107678.336 0.000 0.000 0.000% 84.028% Identity mixed_6/tower_1/conv_3/control_dependency
107863.296 221.95249495.296 0.173% 84.201% Conv2D mixed_6/tower_1/conv_4/Conv2D
108085.248 221.95249495.296 0.173% 84.373% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_4/batchnorm
108307.200 0.000 0.000 0.000% 84.373% CheckNumerics mixed_6/tower_1/conv_4/CheckNumerics
108307.200 221.95249495.296 0.173% 84.546% Relu mixed_6/tower_1/conv_4
108307.200 0.000 0.000 0.000% 84.546% Identity mixed_6/tower_1/conv_4/control_dependency
108529.152 887.808197981.184 0.692% 85.238% Concat mixed_6/join
109416.960 221.95249495.296 0.173% 85.411% Conv2D mixed_7/tower_1/conv/Conv2D
109638.912 887.808197981.184 0.692% 86.103% AvgPool mixed_7/tower_2/pool
110526.720 221.95249495.296 0.173% 86.275% Conv2D mixed_7/conv/Conv2D
110748.672 221.95249495.296 0.173% 86.448% Conv2D mixed_7/tower_2/conv/Conv2D
110970.624 221.95249495.296 0.173% 86.621% BatchNormWithGlobalNormalization mixed_7/tower_1/conv/batchnorm
111192.576 221.95249495.296 0.173% 86.794% Relu mixed_7/tower_1/conv
111192.576 0.000 0.000 0.000% 86.794% CheckNumerics mixed_7/tower_1/conv/CheckNumerics
111192.576 0.000 0.000 0.000% 86.794% Identity mixed_7/tower_1/conv/control_dependency
111414.528 221.95249495.296 0.173% 86.967% BatchNormWithGlobalNormalization mixed_7/conv/batchnorm
111636.480 221.95249495.296 0.173% 87.140% BatchNormWithGlobalNormalization mixed_7/tower_2/conv/batchnorm
111858.432 221.95249495.296 0.173% 87.313% Relu mixed_7/conv
111858.432 0.000 0.000 0.000% 87.313% CheckNumerics mixed_7/conv/CheckNumerics
111858.432 0.000 0.000 0.000% 87.313% Identity mixed_7/conv/control_dependency
112080.384 0.000 0.000 0.000% 87.313% CheckNumerics mixed_7/tower_2/conv/CheckNumerics
112080.384 221.95249495.296 0.173% 87.486% Relu mixed_7/tower_2/conv
112080.384 0.000 0.000 0.000% 87.486% Identity mixed_7/tower_2/conv/control_dependency
112302.336 221.95249495.296 0.173% 87.659% Conv2D mixed_7/tower/conv/Conv2D
112524.288 221.95249495.296 0.173% 87.832% Conv2D mixed_7/tower_1/conv_1/Conv2D
112746.240 221.95249495.296 0.173% 88.004% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_1/batchnorm
112968.192 221.95249495.296 0.173% 88.177% BatchNormWithGlobalNormalization mixed_7/tower/conv/batchnorm
113190.144 221.95249495.296 0.173% 88.350% Relu mixed_7/tower_1/conv_1
113190.144 0.000 0.000 0.000% 88.350% CheckNumerics mixed_7/tower_1/conv_1/CheckNumerics
113190.144 0.000 0.000 0.000% 88.350% Identity mixed_7/tower_1/conv_1/control_dependency
113412.096 221.95249495.296 0.173% 88.523% Relu mixed_7/tower/conv
113412.096 0.000 0.000 0.000% 88.523% CheckNumerics mixed_7/tower/conv/CheckNumerics
113412.096 0.000 0.000 0.000% 88.523% Identity mixed_7/tower/conv/control_dependency
113634.048 221.95249495.296 0.173% 88.696% Conv2D mixed_7/tower_1/conv_2/Conv2D
113856.000 221.95249495.296 0.173% 88.869% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_2/batchnorm
114077.952 221.95249495.296 0.173% 89.042% Relu mixed_7/tower_1/conv_2
114077.952 0.000 0.000 0.000% 89.042% CheckNumerics mixed_7/tower_1/conv_2/CheckNumerics
114077.952 0.000 0.000 0.000% 89.042% Identity mixed_7/tower_1/conv_2/control_dependency
114299.904 221.95249495.296 0.173% 89.215% Conv2D mixed_7/tower/conv_1/Conv2D
114521.856 221.95249495.296 0.173% 89.388% BatchNormWithGlobalNormalization mixed_7/tower/conv_1/batchnorm
114743.808 0.000 0.000 0.000% 89.388% Identity mixed_7/tower/conv_1/control_dependency
114743.808 0.000 0.000 0.000% 89.388% CheckNumerics mixed_7/tower/conv_1/CheckNumerics
114743.808 221.95249495.296 0.173% 89.561% Relu mixed_7/tower/conv_1
114965.760 221.95249495.296 0.173% 89.734% Conv2D mixed_7/tower_1/conv_3/Conv2D
115187.712 221.95249495.296 0.173% 89.906% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_3/batchnorm
115409.664 0.000 0.000 0.000% 89.906% CheckNumerics mixed_7/tower_1/conv_3/CheckNumerics
115409.664 221.95249495.296 0.173% 90.079% Relu mixed_7/tower_1/conv_3
115409.664 0.000 0.000 0.000% 90.079% Identity mixed_7/tower_1/conv_3/control_dependency
115631.616 221.95249495.296 0.173% 90.252% Conv2D mixed_7/tower/conv_2/Conv2D
115853.568 221.95249495.296 0.173% 90.425% BatchNormWithGlobalNormalization mixed_7/tower/conv_2/batchnorm
116075.520 0.000 0.000 0.000% 90.425% CheckNumerics mixed_7/tower/conv_2/CheckNumerics
116075.520 221.95249495.296 0.173% 90.598% Relu mixed_7/tower/conv_2
116075.520 0.000 0.000 0.000% 90.598% Identity mixed_7/tower/conv_2/control_dependency
116297.472 221.95249495.296 0.173% 90.771% Conv2D mixed_7/tower_1/conv_4/Conv2D
116519.424 221.95249495.296 0.173% 90.944% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_4/batchnorm
116741.376 0.000 0.000 0.000% 90.944% CheckNumerics mixed_7/tower_1/conv_4/CheckNumerics
116741.376 221.95249495.296 0.173% 91.117% Relu mixed_7/tower_1/conv_4
116741.376 0.000 0.000 0.000% 91.117% Identity mixed_7/tower_1/conv_4/control_dependency
116963.328 887.808197981.184 0.692% 91.808% Concat mixed_7/join
117851.136 196.60843843.584 0.153% 91.962% MaxPool mixed_8/pool
117851.136 0.000 0.000 0.000% 91.962% CheckNumerics mixed_8/pool/CheckNumerics
117851.136 0.000 0.000 0.000% 91.962% Identity mixed_8/pool/control_dependency
118047.744 221.95249495.296 0.173% 92.134% Conv2D mixed_8/tower_1/conv/Conv2D
118269.696 221.95249495.296 0.173% 92.307% BatchNormWithGlobalNormalization mixed_8/tower_1/conv/batchnorm
118491.648 221.95249495.296 0.173% 92.480% Conv2D mixed_8/tower/conv/Conv2D
118713.600 221.95249495.296 0.173% 92.653% Relu mixed_8/tower_1/conv
118713.600 0.000 0.000 0.000% 92.653% CheckNumerics mixed_8/tower_1/conv/CheckNumerics
118713.600 0.000 0.000 0.000% 92.653% Identity mixed_8/tower_1/conv/control_dependency
118935.552 221.95249495.296 0.173% 92.826% BatchNormWithGlobalNormalization mixed_8/tower/conv/batchnorm
119157.504 221.95249495.296 0.173% 92.999% Relu mixed_8/tower/conv
119157.504 0.000 0.000 0.000% 92.999% CheckNumerics mixed_8/tower/conv/CheckNumerics
119157.504 0.000 0.000 0.000% 92.999% Identity mixed_8/tower/conv/control_dependency
119379.456 221.95249495.296 0.173% 93.172% Conv2D mixed_8/tower_1/conv_1/Conv2D
119601.408 221.95249495.296 0.173% 93.345% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_1/batchnorm
119823.360 0.000 0.000 0.000% 93.345% CheckNumerics mixed_8/tower_1/conv_1/CheckNumerics
119823.360 221.95249495.296 0.173% 93.518% Relu mixed_8/tower_1/conv_1
119823.360 0.000 0.000 0.000% 93.518% Identity mixed_8/tower_1/conv_1/control_dependency
120045.312 81.92018268.160 0.064% 93.582% Conv2D mixed_8/tower/conv_1/Conv2D
120127.232 81.92018268.160 0.064% 93.645% BatchNormWithGlobalNormalization mixed_8/tower/conv_1/batchnorm
120209.152 0.000 0.000 0.000% 93.645% CheckNumerics mixed_8/tower/conv_1/CheckNumerics
120209.152 81.92018268.160 0.064% 93.709% Relu mixed_8/tower/conv_1
120209.152 0.000 0.000 0.000% 93.709% Identity mixed_8/tower/conv_1/control_dependency
120291.072 221.95249495.296 0.173% 93.882% Conv2D mixed_8/tower_1/conv_2/Conv2D
120513.024 221.95249495.296 0.173% 94.055% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_2/batchnorm
120734.976 0.000 0.000 0.000% 94.055% Identity mixed_8/tower_1/conv_2/control_dependency
120734.976 0.000 0.000 0.000% 94.055% CheckNumerics mixed_8/tower_1/conv_2/CheckNumerics
120734.976 221.95249495.296 0.173% 94.228% Relu mixed_8/tower_1/conv_2
120956.928 49.15210960.896 0.038% 94.266% Conv2D mixed_8/tower_1/conv_3/Conv2D
121006.080 49.15210960.896 0.038% 94.304% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_3/batchnorm
121055.232 49.15210960.896 0.038% 94.343% Relu mixed_8/tower_1/conv_3
121055.232 0.000 0.000 0.000% 94.343% CheckNumerics mixed_8/tower_1/conv_3/CheckNumerics
121055.232 0.000 0.000 0.000% 94.343% Identity mixed_8/tower_1/conv_3/control_dependency
121104.384 327.68073072.640 0.255% 94.598% Concat mixed_8/join
121432.064 114.68825575.424 0.089% 94.687% Conv2D mixed_9/tower_1/conv/Conv2D
121546.752 81.92018268.160 0.064% 94.751% Conv2D mixed_9/conv/Conv2D
121628.672 81.92018268.160 0.064% 94.815% BatchNormWithGlobalNormalization mixed_9/conv/batchnorm
121710.592 98.30421921.792 0.077% 94.892% Conv2D mixed_9/tower/conv/Conv2D
121808.896 114.68825575.424 0.089% 94.981% BatchNormWithGlobalNormalization mixed_9/tower_1/conv/batchnorm
121923.584 0.000 0.000 0.000% 94.981% CheckNumerics mixed_9/conv/CheckNumerics
121923.584 81.92018268.160 0.064% 95.045% Relu mixed_9/conv
121923.584 0.000 0.000 0.000% 95.045% Identity mixed_9/conv/control_dependency
122005.504 114.68825575.424 0.089% 95.134% Relu mixed_9/tower_1/conv
122005.504 0.000 0.000 0.000% 95.134% CheckNumerics mixed_9/tower_1/conv/CheckNumerics
122005.504 0.000 0.000 0.000% 95.134% Identity mixed_9/tower_1/conv/control_dependency
122120.192 98.30421921.792 0.077% 95.211% BatchNormWithGlobalNormalization mixed_9/tower/conv/batchnorm
122218.496 98.30421921.792 0.077% 95.287% Relu mixed_9/tower/conv
122218.496 0.000 0.000 0.000% 95.287% Identity mixed_9/tower/conv/control_dependency
122218.496 0.000 0.000 0.000% 95.287% CheckNumerics mixed_9/tower/conv/CheckNumerics
122316.800 327.68073072.640 0.255% 95.543% AvgPool mixed_9/tower_2/pool
122644.480 49.15210960.896 0.038% 95.581% Conv2D mixed_9/tower_2/conv/Conv2D
122693.632 49.15210960.896 0.038% 95.619% BatchNormWithGlobalNormalization mixed_9/tower_2/conv/batchnorm
122742.784 0.000 0.000 0.000% 95.619% CheckNumerics mixed_9/tower_2/conv/CheckNumerics
122742.784 49.15210960.896 0.038% 95.657% Relu mixed_9/tower_2/conv
122742.784 0.000 0.000 0.000% 95.657% Identity mixed_9/tower_2/conv/control_dependency
122791.936 98.30421921.792 0.077% 95.734% Conv2D mixed_9/tower_1/conv_1/Conv2D
122890.240 98.30421921.792 0.077% 95.811% BatchNormWithGlobalNormalization mixed_9/tower_1/conv_1/batchnorm
122988.544 98.30421921.792 0.077% 95.887% Relu mixed_9/tower_1/conv_1
122988.544 0.000 0.000 0.000% 95.887% CheckNumerics mixed_9/tower_1/conv_1/CheckNumerics
122988.544 0.000 0.000 0.000% 95.887% Identity mixed_9/tower_1/conv_1/control_dependency
123086.848 98.30421921.792 0.077% 95.964% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
123185.152 98.30421921.792 0.077% 96.040% BatchNormWithGlobalNormalization mixed_9/tower/mixed/conv_1/batchnorm
123283.456 98.30421921.792 0.077% 96.117% Relu mixed_9/tower/mixed/conv_1
123283.456 0.000 0.000 0.000% 96.117% CheckNumerics mixed_9/tower/mixed/conv_1/CheckNumerics
123283.456 0.000 0.000 0.000% 96.117% Identity mixed_9/tower/mixed/conv_1/control_dependency
123381.760 98.30421921.792 0.077% 96.193% Conv2D mixed_9/tower/mixed/conv/Conv2D
123480.064 98.30421921.792 0.077% 96.270% BatchNormWithGlobalNormalization mixed_9/tower/mixed/conv/batchnorm
123578.368 0.000 0.000 0.000% 96.270% CheckNumerics mixed_9/tower/mixed/conv/CheckNumerics
123578.368 98.30421921.792 0.077% 96.347% Relu mixed_9/tower/mixed/conv
123578.368 0.000 0.000 0.000% 96.347% Identity mixed_9/tower/mixed/conv/control_dependency
123676.672 98.30421921.792 0.077% 96.423% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
123774.976 98.30421921.792 0.077% 96.500% BatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv_1/batchnorm
123873.280 98.30421921.792 0.077% 96.576% Relu mixed_9/tower_1/mixed/conv_1
123873.280 0.000 0.000 0.000% 96.576% CheckNumerics mixed_9/tower_1/mixed/conv_1/CheckNumerics
123873.280 0.000 0.000 0.000% 96.576% Identity mixed_9/tower_1/mixed/conv_1/control_dependency
123971.584 98.30421921.792 0.077% 96.653% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
124069.888 98.30421921.792 0.077% 96.730% BatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv/batchnorm
124168.192 0.000 0.000 0.000% 96.730% CheckNumerics mixed_9/tower_1/mixed/conv/CheckNumerics
124168.192 98.30421921.792 0.077% 96.806% Relu mixed_9/tower_1/mixed/conv
124168.192 0.000 0.000 0.000% 96.806% Identity mixed_9/tower_1/mixed/conv/control_dependency
124266.496 524.288116916.224 0.408% 97.215% Concat mixed_9/join
124790.784 524.288116916.224 0.408% 97.623% MaxPool mixed_10/tower_2/pool
124790.784 0.000 0.000 0.000% 97.623% CheckNumerics mixed_10/tower_2/pool/CheckNumerics
124790.784 0.000 0.000 0.000% 97.623% Identity mixed_10/tower_2/pool/control_dependency
125315.072 114.68825575.424 0.089% 97.712% Conv2D mixed_10/tower_1/conv/Conv2D
125429.760 114.68825575.424 0.089% 97.802% BatchNormWithGlobalNormalization mixed_10/tower_1/conv/batchnorm
125544.448 114.68825575.424 0.089% 97.891% Relu mixed_10/tower_1/conv
125544.448 0.000 0.000 0.000% 97.891% CheckNumerics mixed_10/tower_1/conv/CheckNumerics
125544.448 0.000 0.000 0.000% 97.891% Identity mixed_10/tower_1/conv/control_dependency
125659.136 81.92018268.160 0.064% 97.955% Conv2D mixed_10/conv/Conv2D
125741.056 49.15210960.896 0.038% 97.993% Conv2D mixed_10/tower_2/conv/Conv2D
125790.208 49.15210960.896 0.038% 98.031% BatchNormWithGlobalNormalization mixed_10/tower_2/conv/batchnorm
125839.360 81.92018268.160 0.064% 98.095% BatchNormWithGlobalNormalization mixed_10/conv/batchnorm
125921.280 98.30421921.792 0.077% 98.172% Conv2D mixed_10/tower_1/conv_1/Conv2D
125921.280 0.000 0.000 0.000% 98.172% CheckNumerics mixed_10/tower_2/conv/CheckNumerics
125921.280 0.000 0.000 0.000% 98.172% Identity mixed_10/tower_2/conv/control_dependency
126019.584 0.000 0.000 0.000% 98.172% CheckNumerics mixed_10/conv/CheckNumerics
126019.584 49.15210960.896 0.038% 98.210% Relu mixed_10/tower_2/conv
126068.736 81.92018268.160 0.064% 98.274% Relu mixed_10/conv
126068.736 0.000 0.000 0.000% 98.274% Identity mixed_10/conv/control_dependency
126150.656 98.30421921.792 0.077% 98.350% BatchNormWithGlobalNormalization mixed_10/tower_1/conv_1/batchnorm
126248.960 0.000 0.000 0.000% 98.350% CheckNumerics mixed_10/tower_1/conv_1/CheckNumerics
126248.960 98.30421921.792 0.077% 98.427% Relu mixed_10/tower_1/conv_1
126248.960 0.000 0.000 0.000% 98.427% Identity mixed_10/tower_1/conv_1/control_dependency
126347.264 98.30421921.792 0.077% 98.504% Conv2D mixed_10/tower/conv/Conv2D
126445.568 98.30421921.792 0.077% 98.580% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
126543.872 98.30421921.792 0.077% 98.657% BatchNormWithGlobalNormalization mixed_10/tower/conv/batchnorm
126642.176 0.000 0.000 0.000% 98.657% CheckNumerics mixed_10/tower/conv/CheckNumerics
126642.176 98.30421921.792 0.077% 98.733% Relu mixed_10/tower/conv
126642.176 0.000 0.000 0.000% 98.733% Identity mixed_10/tower/conv/control_dependency
126740.480 98.30421921.792 0.077% 98.810% BatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv_1/batchnorm
126838.784 0.000 0.000 0.000% 98.810% CheckNumerics mixed_10/tower_1/mixed/conv_1/CheckNumerics
126838.784 98.30421921.792 0.077% 98.887% Relu mixed_10/tower_1/mixed/conv_1
126838.784 0.000 0.000 0.000% 98.887% Identity mixed_10/tower_1/mixed/conv_1/control_dependency
126937.088 98.30421921.792 0.077% 98.963% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
127035.392 98.30421921.792 0.077% 99.040% BatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv/batchnorm
127133.696 98.30421921.792 0.077% 99.116% Relu mixed_10/tower_1/mixed/conv
127133.696 0.000 0.000 0.000% 99.116% CheckNumerics mixed_10/tower_1/mixed/conv/CheckNumerics
127133.696 0.000 0.000 0.000% 99.116% Identity mixed_10/tower_1/mixed/conv/control_dependency
127232.000 98.30421921.792 0.077% 99.193% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
127330.304 98.30421921.792 0.077% 99.269% Conv2D mixed_10/tower/mixed/conv/Conv2D
127428.608 98.30421921.792 0.077% 99.346% BatchNormWithGlobalNormalization mixed_10/tower/mixed/conv_1/batchnorm
127526.912 98.30421921.792 0.077% 99.423% BatchNormWithGlobalNormalization mixed_10/tower/mixed/conv/batchnorm
127526.912 0.000 0.000 0.000% 99.423% Identity mixed_10/tower/mixed/conv_1/control_dependency
127526.912 0.000 0.000 0.000% 99.423% CheckNumerics mixed_10/tower/mixed/conv_1/CheckNumerics
127625.216 98.30421921.792 0.077% 99.499% Relu mixed_10/tower/mixed/conv_1
127723.520 98.30421921.792 0.077% 99.576% Relu mixed_10/tower/mixed/conv
127723.520 0.000 0.000 0.000% 99.576% CheckNumerics mixed_10/tower/mixed/conv/CheckNumerics
127723.520 0.000 0.000 0.000% 99.576% Identity mixed_10/tower/mixed/conv/control_dependency
127821.824 524.288116916.224 0.408% 99.984% Concat mixed_10/join
128346.112 8.192 1826.816 0.006% 99.991% AvgPool pool_3
128354.304 0.000 0.000 0.000% 99.991% Reshape pool_3/_reshape
128354.304 4.032 899.136 0.003% 99.994% MatMul softmax/logits/MatMul
128358.336 4.032 899.136 0.003% 99.997% BiasAdd softmax/logits
128362.368 4.032 899.136 0.003% 100.000% Softmax softmax
1 runs, avg 4.861e+04 ms, 1004 nodes defined 994 nodes observed
28625707.2 avg KB per run.
============ Top by memory usage in KB =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
16823.040 5531.9041233614.592 4.309% 4.309% Conv2D conv_2/Conv2D
22354.944 5531.9041233614.592 4.309% 8.619% BatchNormWithGlobalNormalization conv_2/batchnorm
27886.848 5531.9041233614.592 4.309% 12.928% Relu conv_2
39898.816 3871.488863341.824 3.016% 15.944% Conv2D conv_4/Conv2D
43770.304 3871.488863341.824 3.016% 18.960% BatchNormWithGlobalNormalization conv_4/batchnorm
47641.792 3871.488863341.824 3.016% 21.976% Relu conv_4
5683.456 2841.728633705.344 2.214% 24.190% Relu conv
0.000 2841.728633705.344 2.214% 26.404% Conv2D conv/Conv2D
2841.728 2841.728633705.344 2.214% 28.618% BatchNormWithGlobalNormalization conv/batchnorm
14057.088 2765.952616807.296 2.155% 30.772% Relu conv_1
8525.184 2765.952616807.296 2.155% 32.927% Conv2D conv_1/Conv2D
11291.136 2765.952616807.296 2.155% 35.082% BatchNormWithGlobalNormalization conv_1/batchnorm
36488.256 1705.280380277.440 1.328% 36.410% BatchNormWithGlobalNormalization conv_3/batchnorm
34782.976 1705.280380277.440 1.328% 37.739% Conv2D conv_3/Conv2D
38193.536 1705.280380277.440 1.328% 39.067% Relu conv_3
73543.680 1411.200314697.600 1.099% 40.166% AvgPool mixed_2/tower_2/pool
80129.280 1411.200314697.600 1.099% 41.266% Concat mixed_2/join
70015.680 1411.200314697.600 1.099% 42.365% Concat mixed_1/join
33418.752 1364.224304221.952 1.063% 43.428% MaxPool pool
61783.680 1254.400279731.200 0.977% 44.405% AvgPool mixed_1/tower_2/pool
60215.680 1254.400279731.200 0.977% 45.382% Concat mixed/join
51513.280 940.800209798.400 0.733% 46.115% MaxPool pool_1
55982.080 940.800209798.400 0.733% 46.848% AvgPool mixed/tower_2/pool
109638.912 887.808197981.184 0.692% 47.540% AvgPool mixed_7/tower_2/pool
116963.328 887.808197981.184 0.692% 48.231% Concat mixed_7/join
101648.640 887.808197981.184 0.692% 48.923% AvgPool mixed_6/tower_2/pool
108529.152 887.808197981.184 0.692% 49.615% Concat mixed_6/join
93880.320 887.808197981.184 0.692% 50.306% AvgPool mixed_5/tower_2/pool
100760.832 887.808197981.184 0.692% 50.998% Concat mixed_5/join
86777.856 887.808197981.184 0.692% 51.689% AvgPool mixed_4/tower_2/pool
92992.512 887.808197981.184 0.692% 52.381% Concat mixed_4/join
85890.048 887.808197981.184 0.692% 53.073% Concat mixed_3/join
124266.496 524.288116916.224 0.408% 53.481% Concat mixed_9/join
124790.784 524.288116916.224 0.408% 53.890% MaxPool mixed_10/tower_2/pool
127821.824 524.288116916.224 0.408% 54.298% Concat mixed_10/join
85086.720 470.400104899.200 0.366% 54.664% Relu mixed_3/tower/conv_1
83702.016 470.400104899.200 0.366% 55.031% Conv2D mixed_3/tower/conv_1/Conv2D
84616.320 470.400104899.200 0.366% 55.397% BatchNormWithGlobalNormalization mixed_3/tower/conv_1/batchnorm
79188.480 470.400104899.200 0.366% 55.764% BatchNormWithGlobalNormalization mixed_2/tower_1/conv_2/batchnorm
78718.080 470.400104899.200 0.366% 56.130% Conv2D mixed_2/tower_1/conv_2/Conv2D
79658.880 470.400104899.200 0.366% 56.497% Relu mixed_2/tower_1/conv_2
77306.880 470.400104899.200 0.366% 56.863% Relu mixed_2/tower_1/conv_1
76522.880 470.400104899.200 0.366% 57.230% BatchNormWithGlobalNormalization mixed_2/tower_1/conv_1/batchnorm
75738.880 470.400104899.200 0.366% 57.596% Conv2D mixed_2/tower_1/conv_1/Conv2D
65468.480 470.400104899.200 0.366% 57.963% Conv2D mixed_1/tower_1/conv_1/Conv2D
69545.280 470.400104899.200 0.366% 58.329% Relu mixed_1/tower_1/conv_2
66252.480 470.400104899.200 0.366% 58.695% BatchNormWithGlobalNormalization mixed_1/tower_1/conv_1/batchnorm
69074.880 470.400104899.200 0.366% 59.062% BatchNormWithGlobalNormalization mixed_1/tower_1/conv_2/batchnorm
68290.880 470.400104899.200 0.366% 59.428% Conv2D mixed_1/tower_1/conv_2/Conv2D
67193.280 470.400104899.200 0.366% 59.795% Relu mixed_1/tower_1/conv_1
58804.480 470.400104899.200 0.366% 60.161% Conv2D mixed/tower_1/conv_2/Conv2D
59274.880 470.400104899.200 0.366% 60.528% BatchNormWithGlobalNormalization mixed/tower_1/conv_2/batchnorm
59745.280 470.400104899.200 0.366% 60.894% Relu mixed/tower_1/conv_2
55511.680 470.400104899.200 0.366% 61.261% BatchNormWithGlobalNormalization mixed/tower_1/conv_1/batchnorm
54727.680 470.400104899.200 0.366% 61.627% Conv2D mixed/tower_1/conv_1/Conv2D
56922.880 470.400104899.200 0.366% 61.993% Relu mixed/tower_1/conv_1
83258.112 443.90498990.592 0.346% 62.339% BatchNormWithGlobalNormalization mixed_3/conv/batchnorm
84172.416 443.90498990.592 0.346% 62.685% Relu mixed_3/conv
82814.208 443.90498990.592 0.346% 63.031% Conv2D mixed_3/conv/Conv2D
82167.680 332.92874242.944 0.259% 63.290% MaxPool mixed_3/pool
122316.800 327.68073072.640 0.255% 63.546% AvgPool mixed_9/tower_2/pool
121104.384 327.68073072.640 0.255% 63.801% Concat mixed_8/join
76209.280 313.60069932.800 0.244% 64.045% BatchNormWithGlobalNormalization mixed_2/tower_2/conv/batchnorm
81854.080 313.60069932.800 0.244% 64.289% BatchNormWithGlobalNormalization mixed_3/tower/conv/batchnorm
82500.608 313.60069932.800 0.244% 64.534% Relu mixed_3/tower/conv
81540.480 313.60069932.800 0.244% 64.778% Conv2D mixed_3/tower/conv/Conv2D
75425.280 313.60069932.800 0.244% 65.022% Conv2D mixed_2/tower_2/conv/Conv2D
76993.280 313.60069932.800 0.244% 65.267% Relu mixed_2/tower_2/conv
71426.880 313.60069932.800 0.244% 65.511% Conv2D mixed_2/tower_1/conv/Conv2D
72054.080 313.60069932.800 0.244% 65.755% BatchNormWithGlobalNormalization mixed_2/tower_1/conv/batchnorm
71740.480 313.60069932.800 0.244% 66.000% Conv2D mixed_2/conv/Conv2D
72367.680 313.60069932.800 0.244% 66.244% Relu mixed_2/tower_1/conv
77777.280 313.60069932.800 0.244% 66.488% Conv2D mixed_2/tower/conv_1/Conv2D
78090.880 313.60069932.800 0.244% 66.732% BatchNormWithGlobalNormalization mixed_2/tower/conv_1/batchnorm
72681.280 313.60069932.800 0.244% 66.977% BatchNormWithGlobalNormalization mixed_2/conv/batchnorm
78404.480 313.60069932.800 0.244% 67.221% Relu mixed_2/tower/conv_1
73230.080 313.60069932.800 0.244% 67.465% Relu mixed_2/conv
65154.880 313.60069932.800 0.244% 67.710% BatchNormWithGlobalNormalization mixed_1/tower_2/conv/batchnorm
63978.880 313.60069932.800 0.244% 67.954% Conv2D mixed_1/tower_2/conv/Conv2D
65938.880 313.60069932.800 0.244% 68.198% Relu mixed_1/tower_2/conv
63351.680 313.60069932.800 0.244% 68.443% BatchNormWithGlobalNormalization mixed_1/tower_1/conv/batchnorm
61470.080 313.60069932.800 0.244% 68.687% Conv2D mixed_1/tower_1/conv/Conv2D
63665.280 313.60069932.800 0.244% 68.931% Relu mixed_1/tower_1/conv
67977.280 313.60069932.800 0.244% 69.175% BatchNormWithGlobalNormalization mixed_1/tower/conv_1/batchnorm
68761.280 313.60069932.800 0.244% 69.420% Relu mixed_1/tower/conv_1
67663.680 313.60069932.800 0.244% 69.664% Conv2D mixed_1/tower/conv_1/Conv2D
63038.080 313.60069932.800 0.244% 69.908% Conv2D mixed_1/conv/Conv2D
64292.480 313.60069932.800 0.244% 70.153% BatchNormWithGlobalNormalization mixed_1/conv/batchnorm
64606.080 313.60069932.800 0.244% 70.397% Relu mixed_1/conv
58490.880 313.60069932.800 0.244% 70.641% Relu mixed/tower/conv_1
53002.880 313.60069932.800 0.244% 70.886% BatchNormWithGlobalNormalization mixed/tower_1/conv/batchnorm
53316.480 313.60069932.800 0.244% 71.130% Relu mixed/tower_1/conv
57863.680 313.60069932.800 0.244% 71.374% Conv2D mixed/tower/conv_1/Conv2D
52454.080 313.60069932.800 0.244% 71.618% Conv2D mixed/tower_1/conv/Conv2D
58177.280 313.60069932.800 0.244% 71.863% BatchNormWithGlobalNormalization mixed/tower/conv_1/batchnorm
55198.080 313.60069932.800 0.244% 72.107% Relu mixed/conv
53630.080 313.60069932.800 0.244% 72.351% Conv2D mixed/conv/Conv2D
54414.080 313.60069932.800 0.244% 72.596% BatchNormWithGlobalNormalization mixed/conv/batchnorm
75190.080 235.20052449.600 0.183% 72.779% Relu mixed_2/tower/conv
74954.880 235.20052449.600 0.183% 72.962% BatchNormWithGlobalNormalization mixed_2/tower/conv/batchnorm
72994.880 235.20052449.600 0.183% 73.145% Conv2D mixed_2/tower/conv/Conv2D
66958.080 235.20052449.600 0.183% 73.329% Relu mixed_1/tower/conv
64919.680 235.20052449.600 0.183% 73.512% Conv2D mixed_1/tower/conv/Conv2D
66722.880 235.20052449.600 0.183% 73.695% BatchNormWithGlobalNormalization mixed_1/tower/conv/batchnorm
52767.680 235.20052449.600 0.183% 73.878% Conv2D mixed/tower/conv/Conv2D
54178.880 235.20052449.600 0.183% 74.061% Relu mixed/tower/conv
53943.680 235.20052449.600 0.183% 74.245% BatchNormWithGlobalNormalization mixed/tower/conv/batchnorm
120734.976 221.95249495.296 0.173% 74.418% Relu mixed_8/tower_1/conv_2
120291.072 221.95249495.296 0.173% 74.590% Conv2D mixed_8/tower_1/conv_2/Conv2D
120513.024 221.95249495.296 0.173% 74.763% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_2/batchnorm
119601.408 221.95249495.296 0.173% 74.936% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_1/batchnorm
119823.360 221.95249495.296 0.173% 75.109% Relu mixed_8/tower_1/conv_1
118269.696 221.95249495.296 0.173% 75.282% BatchNormWithGlobalNormalization mixed_8/tower_1/conv/batchnorm
118047.744 221.95249495.296 0.173% 75.455% Conv2D mixed_8/tower_1/conv/Conv2D
118713.600 221.95249495.296 0.173% 75.628% Relu mixed_8/tower_1/conv
119379.456 221.95249495.296 0.173% 75.801% Conv2D mixed_8/tower_1/conv_1/Conv2D
116519.424 221.95249495.296 0.173% 75.974% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_4/batchnorm
118491.648 221.95249495.296 0.173% 76.147% Conv2D mixed_8/tower/conv/Conv2D
118935.552 221.95249495.296 0.173% 76.320% BatchNormWithGlobalNormalization mixed_8/tower/conv/batchnorm
119157.504 221.95249495.296 0.173% 76.492% Relu mixed_8/tower/conv
111636.480 221.95249495.296 0.173% 76.665% BatchNormWithGlobalNormalization mixed_7/tower_2/conv/batchnorm
112080.384 221.95249495.296 0.173% 76.838% Relu mixed_7/tower_2/conv
110748.672 221.95249495.296 0.173% 77.011% Conv2D mixed_7/tower_2/conv/Conv2D
116741.376 221.95249495.296 0.173% 77.184% Relu mixed_7/tower_1/conv_4
116297.472 221.95249495.296 0.173% 77.357% Conv2D mixed_7/tower_1/conv_4/Conv2D
114965.760 221.95249495.296 0.173% 77.530% Conv2D mixed_7/tower_1/conv_3/Conv2D
115187.712 221.95249495.296 0.173% 77.703% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_3/batchnorm
115409.664 221.95249495.296 0.173% 77.876% Relu mixed_7/tower_1/conv_3
112524.288 221.95249495.296 0.173% 78.049% Conv2D mixed_7/tower_1/conv_1/Conv2D
113634.048 221.95249495.296 0.173% 78.221% Conv2D mixed_7/tower_1/conv_2/Conv2D
113856.000 221.95249495.296 0.173% 78.394% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_2/batchnorm
114077.952 221.95249495.296 0.173% 78.567% Relu mixed_7/tower_1/conv_2
112746.240 221.95249495.296 0.173% 78.740% BatchNormWithGlobalNormalization mixed_7/tower_1/conv_1/batchnorm
113190.144 221.95249495.296 0.173% 78.913% Relu mixed_7/tower_1/conv_1
114743.808 221.95249495.296 0.173% 79.086% Relu mixed_7/tower/conv_1
110970.624 221.95249495.296 0.173% 79.259% BatchNormWithGlobalNormalization mixed_7/tower_1/conv/batchnorm
111192.576 221.95249495.296 0.173% 79.432% Relu mixed_7/tower_1/conv
109416.960 221.95249495.296 0.173% 79.605% Conv2D mixed_7/tower_1/conv/Conv2D
116075.520 221.95249495.296 0.173% 79.778% Relu mixed_7/tower/conv_2
115853.568 221.95249495.296 0.173% 79.951% BatchNormWithGlobalNormalization mixed_7/tower/conv_2/batchnorm
115631.616 221.95249495.296 0.173% 80.123% Conv2D mixed_7/tower/conv_2/Conv2D
114299.904 221.95249495.296 0.173% 80.296% Conv2D mixed_7/tower/conv_1/Conv2D
114521.856 221.95249495.296 0.173% 80.469% BatchNormWithGlobalNormalization mixed_7/tower/conv_1/batchnorm
112302.336 221.95249495.296 0.173% 80.642% Conv2D mixed_7/tower/conv/Conv2D
112968.192 221.95249495.296 0.173% 80.815% BatchNormWithGlobalNormalization mixed_7/tower/conv/batchnorm
104090.112 221.95249495.296 0.173% 80.988% Relu mixed_6/tower_2/conv
113412.096 221.95249495.296 0.173% 81.161% Relu mixed_7/tower/conv
111414.528 221.95249495.296 0.173% 81.334% BatchNormWithGlobalNormalization mixed_7/conv/batchnorm
110526.720 221.95249495.296 0.173% 81.507% Conv2D mixed_7/conv/Conv2D
111858.432 221.95249495.296 0.173% 81.680% Relu mixed_7/conv
103091.328 221.95249495.296 0.173% 81.852% Conv2D mixed_6/tower_2/conv/Conv2D
103868.160 221.95249495.296 0.173% 82.025% BatchNormWithGlobalNormalization mixed_6/tower_2/conv/batchnorm
108085.248 221.95249495.296 0.173% 82.198% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_4/batchnorm
108307.200 221.95249495.296 0.173% 82.371% Relu mixed_6/tower_1/conv_4
107863.296 221.95249495.296 0.173% 82.544% Conv2D mixed_6/tower_1/conv_4/Conv2D
106864.512 221.95249495.296 0.173% 82.717% BatchNormWithGlobalNormalization mixed_6/tower/conv_2/batchnorm
106642.560 221.95249495.296 0.173% 82.890% Conv2D mixed_6/tower/conv_2/Conv2D
107086.464 221.95249495.296 0.173% 83.063% Relu mixed_6/tower/conv_2
105310.848 221.95249495.296 0.173% 83.236% Relu mixed_6/conv
104718.976 221.95249495.296 0.173% 83.409% BatchNormWithGlobalNormalization mixed_6/conv/batchnorm
104312.064 221.95249495.296 0.173% 83.582% Conv2D mixed_6/conv/Conv2D
96395.776 221.95249495.296 0.173% 83.754% BatchNormWithGlobalNormalization mixed_5/tower_2/conv/batchnorm
96617.728 221.95249495.296 0.173% 83.927% Relu mixed_5/tower_2/conv
100316.928 221.95249495.296 0.173% 84.100% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_4/batchnorm
100094.976 221.95249495.296 0.173% 84.273% Conv2D mixed_5/tower_1/conv_4/Conv2D
100538.880 221.95249495.296 0.173% 84.446% Relu mixed_5/tower_1/conv_4
95175.040 221.95249495.296 0.173% 84.619% Conv2D mixed_5/tower_2/conv/Conv2D
99096.192 221.95249495.296 0.173% 84.792% BatchNormWithGlobalNormalization mixed_5/tower/conv_2/batchnorm
98874.240 221.95249495.296 0.173% 84.965% Conv2D mixed_5/tower/conv_2/Conv2D
99318.144 221.95249495.296 0.173% 85.138% Relu mixed_5/tower/conv_2
95581.952 221.95249495.296 0.173% 85.311% BatchNormWithGlobalNormalization mixed_5/conv/batchnorm
94768.128 221.95249495.296 0.173% 85.484% Conv2D mixed_5/conv/Conv2D
88109.568 221.95249495.296 0.173% 85.656% Conv2D mixed_4/tower_2/conv/Conv2D
88775.424 221.95249495.296 0.173% 85.829% BatchNormWithGlobalNormalization mixed_4/tower_2/conv/batchnorm
88997.376 221.95249495.296 0.173% 86.002% Relu mixed_4/tower_2/conv
92326.656 221.95249495.296 0.173% 86.175% Conv2D mixed_4/tower_1/conv_4/Conv2D
92548.608 221.95249495.296 0.173% 86.348% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_4/batchnorm
92770.560 221.95249495.296 0.173% 86.521% Relu mixed_4/tower_1/conv_4
95988.864 221.95249495.296 0.173% 86.694% Relu mixed_5/conv
91216.896 221.95249495.296 0.173% 86.867% Conv2D mixed_4/tower/conv_2/Conv2D
91438.848 221.95249495.296 0.173% 87.040% BatchNormWithGlobalNormalization mixed_4/tower/conv_2/batchnorm
91660.800 221.95249495.296 0.173% 87.213% Relu mixed_4/tower/conv_2
90329.088 221.95249495.296 0.173% 87.385% BatchNormWithGlobalNormalization mixed_4/conv/batchnorm
89515.264 221.95249495.296 0.173% 87.558% Conv2D mixed_4/conv/Conv2D
90699.008 221.95249495.296 0.173% 87.731% Relu mixed_4/conv
117851.136 196.60843843.584 0.153% 87.884% MaxPool mixed_8/pool
107493.376 184.96041246.080 0.144% 88.029% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_3/batchnorm
107308.416 184.96041246.080 0.144% 88.173% Conv2D mixed_6/tower_1/conv_3/Conv2D
107678.336 184.96041246.080 0.144% 88.317% Relu mixed_6/tower_1/conv_3
106087.680 184.96041246.080 0.144% 88.461% Conv2D mixed_6/tower_1/conv_2/Conv2D
106272.640 184.96041246.080 0.144% 88.605% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_2/batchnorm
106457.600 184.96041246.080 0.144% 88.749% Relu mixed_6/tower_1/conv_2
104534.016 184.96041246.080 0.144% 88.893% Conv2D mixed_6/tower_1/conv_1/Conv2D
105125.888 184.96041246.080 0.144% 89.037% Relu mixed_6/tower_1/conv_1
102906.368 184.96041246.080 0.144% 89.181% BatchNormWithGlobalNormalization mixed_6/tower_1/conv/batchnorm
103498.240 184.96041246.080 0.144% 89.325% Relu mixed_6/tower_1/conv
102721.408 184.96041246.080 0.144% 89.469% Conv2D mixed_6/tower_1/conv/Conv2D
104940.928 184.96041246.080 0.144% 89.613% BatchNormWithGlobalNormalization mixed_6/tower_1/conv_1/batchnorm
105902.720 184.96041246.080 0.144% 89.758% Relu mixed_6/tower/conv_1
105717.760 184.96041246.080 0.144% 89.902% BatchNormWithGlobalNormalization mixed_6/tower/conv_1/batchnorm
103313.280 184.96041246.080 0.144% 90.046% BatchNormWithGlobalNormalization mixed_6/tower/conv/batchnorm
103683.200 184.96041246.080 0.144% 90.190% Relu mixed_6/tower/conv
102536.448 184.96041246.080 0.144% 90.334% Conv2D mixed_6/tower/conv/Conv2D
105532.800 184.96041246.080 0.144% 90.478% Conv2D mixed_6/tower/conv_1/Conv2D
99540.096 184.96041246.080 0.144% 90.622% Conv2D mixed_5/tower_1/conv_3/Conv2D
99725.056 184.96041246.080 0.144% 90.766% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_3/batchnorm
98504.320 184.96041246.080 0.144% 90.910% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_2/batchnorm
99910.016 184.96041246.080 0.144% 91.054% Relu mixed_5/tower_1/conv_3
98319.360 184.96041246.080 0.144% 91.198% Conv2D mixed_5/tower_1/conv_2/Conv2D
97209.600 184.96041246.080 0.144% 91.343% Conv2D mixed_5/tower_1/conv_1/Conv2D
97394.560 184.96041246.080 0.144% 91.487% BatchNormWithGlobalNormalization mixed_5/tower_1/conv_1/batchnorm
97579.520 184.96041246.080 0.144% 91.631% Relu mixed_5/tower_1/conv_1
95396.992 184.96041246.080 0.144% 91.775% BatchNormWithGlobalNormalization mixed_5/tower_1/conv/batchnorm
94990.080 184.96041246.080 0.144% 91.919% Conv2D mixed_5/tower_1/conv/Conv2D
95803.904 184.96041246.080 0.144% 92.063% Relu mixed_5/tower_1/conv
98689.280 184.96041246.080 0.144% 92.207% Relu mixed_5/tower_1/conv_2
97949.440 184.96041246.080 0.144% 92.351% BatchNormWithGlobalNormalization mixed_5/tower/conv_1/batchnorm
98134.400 184.96041246.080 0.144% 92.495% Relu mixed_5/tower/conv_1
97764.480 184.96041246.080 0.144% 92.639% Conv2D mixed_5/tower/conv_1/Conv2D
96210.816 184.96041246.080 0.144% 92.783% Conv2D mixed_5/tower/conv/Conv2D
97024.640 184.96041246.080 0.144% 92.927% Relu mixed_5/tower/conv
96839.680 184.96041246.080 0.144% 93.072% BatchNormWithGlobalNormalization mixed_5/tower/conv/batchnorm
57706.880 156.80034966.400 0.122% 93.194% Relu mixed/tower_2/conv
57550.080 156.80034966.400 0.122% 93.316% BatchNormWithGlobalNormalization mixed/tower_2/conv/batchnorm
57393.280 156.80034966.400 0.122% 93.438% Conv2D mixed/tower_2/conv/Conv2D
91882.752 147.96832996.864 0.115% 93.553% Conv2D mixed_4/tower_1/conv_3/Conv2D
92030.720 147.96832996.864 0.115% 93.669% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_3/batchnorm
92178.688 147.96832996.864 0.115% 93.784% Relu mixed_4/tower_1/conv_3
90920.960 147.96832996.864 0.115% 93.899% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_2/batchnorm
90551.040 147.96832996.864 0.115% 94.014% Conv2D mixed_4/tower_1/conv_2/Conv2D
91068.928 147.96832996.864 0.115% 94.130% Relu mixed_4/tower_1/conv_2
89367.296 147.96832996.864 0.115% 94.245% BatchNormWithGlobalNormalization mixed_4/tower_1/conv_1/batchnorm
89737.216 147.96832996.864 0.115% 94.360% Relu mixed_4/tower_1/conv_1
87813.632 147.96832996.864 0.115% 94.475% Conv2D mixed_4/tower_1/conv/Conv2D
87961.600 147.96832996.864 0.115% 94.591% BatchNormWithGlobalNormalization mixed_4/tower_1/conv/batchnorm
89219.328 147.96832996.864 0.115% 94.706% Conv2D mixed_4/tower_1/conv_1/Conv2D
88479.488 147.96832996.864 0.115% 94.821% Relu mixed_4/tower_1/conv
90033.152 147.96832996.864 0.115% 94.937% BatchNormWithGlobalNormalization mixed_4/tower/conv_1/batchnorm
88627.456 147.96832996.864 0.115% 95.052% Relu mixed_4/tower/conv
89885.184 147.96832996.864 0.115% 95.167% Conv2D mixed_4/tower/conv_1/Conv2D
90181.120 147.96832996.864 0.115% 95.282% Relu mixed_4/tower/conv_1
87665.664 147.96832996.864 0.115% 95.398% Conv2D mixed_4/tower/conv/Conv2D
88331.520 147.96832996.864 0.115% 95.513% BatchNormWithGlobalNormalization mixed_4/tower/conv/batchnorm
121432.064 114.68825575.424 0.089% 95.602% Conv2D mixed_9/tower_1/conv/Conv2D
121808.896 114.68825575.424 0.089% 95.692% BatchNormWithGlobalNormalization mixed_9/tower_1/conv/batchnorm
122005.504 114.68825575.424 0.089% 95.781% Relu mixed_9/tower_1/conv
125315.072 114.68825575.424 0.089% 95.870% Conv2D mixed_10/tower_1/conv/Conv2D
125429.760 114.68825575.424 0.089% 95.960% BatchNormWithGlobalNormalization mixed_10/tower_1/conv/batchnorm
125544.448 114.68825575.424 0.089% 96.049% Relu mixed_10/tower_1/conv
85668.096 110.97624747.648 0.086% 96.135% BatchNormWithGlobalNormalization mixed_3/tower/conv_2/batchnorm
85557.120 110.97624747.648 0.086% 96.222% Conv2D mixed_3/tower/conv_2/Conv2D
85779.072 110.97624747.648 0.086% 96.308% Relu mixed_3/tower/conv_2
123774.976 98.30421921.792 0.077% 96.385% BatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv_1/batchnorm
123676.672 98.30421921.792 0.077% 96.461% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
123873.280 98.30421921.792 0.077% 96.538% Relu mixed_9/tower_1/mixed/conv_1
123971.584 98.30421921.792 0.077% 96.615% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
124069.888 98.30421921.792 0.077% 96.691% BatchNormWithGlobalNormalization mixed_9/tower_1/mixed/conv/batchnorm
124168.192 98.30421921.792 0.077% 96.768% Relu mixed_9/tower_1/mixed/conv
122890.240 98.30421921.792 0.077% 96.844% BatchNormWithGlobalNormalization mixed_9/tower_1/conv_1/batchnorm
122791.936 98.30421921.792 0.077% 96.921% Conv2D mixed_9/tower_1/conv_1/Conv2D
122988.544 98.30421921.792 0.077% 96.998% Relu mixed_9/tower_1/conv_1
123283.456 98.30421921.792 0.077% 97.074% Relu mixed_9/tower/mixed/conv_1
123185.152 98.30421921.792 0.077% 97.151% BatchNormWithGlobalNormalization mixed_9/tower/mixed/conv_1/batchnorm
123480.064 98.30421921.792 0.077% 97.227% BatchNormWithGlobalNormalization mixed_9/tower/mixed/conv/batchnorm
123578.368 98.30421921.792 0.077% 97.304% Relu mixed_9/tower/mixed/conv
121710.592 98.30421921.792 0.077% 97.380% Conv2D mixed_9/tower/conv/Conv2D
123381.760 98.30421921.792 0.077% 97.457% Conv2D mixed_9/tower/mixed/conv/Conv2D
123086.848 98.30421921.792 0.077% 97.534% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
122120.192 98.30421921.792 0.077% 97.610% BatchNormWithGlobalNormalization mixed_9/tower/conv/batchnorm
122218.496 98.30421921.792 0.077% 97.687% Relu mixed_9/tower/conv
126740.480 98.30421921.792 0.077% 97.763% BatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv_1/batchnorm
126445.568 98.30421921.792 0.077% 97.840% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
126838.784 98.30421921.792 0.077% 97.917% Relu mixed_10/tower_1/mixed/conv_1
127232.000 98.30421921.792 0.077% 97.993% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
127035.392 98.30421921.792 0.077% 98.070% BatchNormWithGlobalNormalization mixed_10/tower_1/mixed/conv/batchnorm
126937.088 98.30421921.792 0.077% 98.146% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
126248.960 98.30421921.792 0.077% 98.223% Relu mixed_10/tower_1/conv_1
126150.656 98.30421921.792 0.077% 98.299% BatchNormWithGlobalNormalization mixed_10/tower_1/conv_1/batchnorm
125921.280 98.30421921.792 0.077% 98.376% Conv2D mixed_10/tower_1/conv_1/Conv2D
127428.608 98.30421921.792 0.077% 98.453% BatchNormWithGlobalNormalization mixed_10/tower/mixed/conv_1/batchnorm
127625.216 98.30421921.792 0.077% 98.529% Relu mixed_10/tower/mixed/conv_1
127526.912 98.30421921.792 0.077% 98.606% BatchNormWithGlobalNormalization mixed_10/tower/mixed/conv/batchnorm
127330.304 98.30421921.792 0.077% 98.682% Conv2D mixed_10/tower/mixed/conv/Conv2D
127723.520 98.30421921.792 0.077% 98.759% Relu mixed_10/tower/mixed/conv
126543.872 98.30421921.792 0.077% 98.835% BatchNormWithGlobalNormalization mixed_10/tower/conv/batchnorm
126347.264 98.30421921.792 0.077% 98.912% Conv2D mixed_10/tower/conv/Conv2D
126642.176 98.30421921.792 0.077% 98.989% Relu mixed_10/tower/conv
127133.696 98.30421921.792 0.077% 99.065% Relu mixed_10/tower_1/mixed/conv
121923.584 81.92018268.160 0.064% 99.129% Relu mixed_9/conv
121546.752 81.92018268.160 0.064% 99.193% Conv2D mixed_9/conv/Conv2D
121628.672 81.92018268.160 0.064% 99.257% BatchNormWithGlobalNormalization mixed_9/conv/batchnorm
120209.152 81.92018268.160 0.064% 99.320% Relu mixed_8/tower/conv_1
120127.232 81.92018268.160 0.064% 99.384% BatchNormWithGlobalNormalization mixed_8/tower/conv_1/batchnorm
120045.312 81.92018268.160 0.064% 99.448% Conv2D mixed_8/tower/conv_1/Conv2D
125659.136 81.92018268.160 0.064% 99.512% Conv2D mixed_10/conv/Conv2D
125839.360 81.92018268.160 0.064% 99.576% BatchNormWithGlobalNormalization mixed_10/conv/batchnorm
126068.736 81.92018268.160 0.064% 99.640% Relu mixed_10/conv
122693.632 49.15210960.896 0.038% 99.678% BatchNormWithGlobalNormalization mixed_9/tower_2/conv/batchnorm
122644.480 49.15210960.896 0.038% 99.716% Conv2D mixed_9/tower_2/conv/Conv2D
122742.784 49.15210960.896 0.038% 99.754% Relu mixed_9/tower_2/conv
120956.928 49.15210960.896 0.038% 99.793% Conv2D mixed_8/tower_1/conv_3/Conv2D
121006.080 49.15210960.896 0.038% 99.831% BatchNormWithGlobalNormalization mixed_8/tower_1/conv_3/batchnorm
121055.232 49.15210960.896 0.038% 99.869% Relu mixed_8/tower_1/conv_3
126019.584 49.15210960.896 0.038% 99.908% Relu mixed_10/tower_2/conv
125790.208 49.15210960.896 0.038% 99.946% BatchNormWithGlobalNormalization mixed_10/tower_2/conv/batchnorm
125741.056 49.15210960.896 0.038% 99.984% Conv2D mixed_10/tower_2/conv/Conv2D
128346.112 8.192 1826.816 0.006% 99.991% AvgPool pool_3
128362.368 4.032 899.136 0.003% 99.994% Softmax softmax
128354.304 4.032 899.136 0.003% 99.997% MatMul softmax/logits/MatMul
128358.336 4.032 899.136 0.003% 100.000% BiasAdd softmax/logits
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/batchnorm/beta
33418.752 0.000 0.000 0.000% 100.000% Identity pool/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/batchnorm/moving_variance
33418.752 0.000 0.000 0.000% 100.000% CheckNumerics pool/CheckNumerics
122742.784 0.000 0.000 0.000% 100.000% Identity mixed_9/tower_2/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_mean
122742.784 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/tower_2/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
51513.280 0.000 0.000 0.000% 100.000% Identity pool_1/control_dependency
123873.280 0.000 0.000 0.000% 100.000% Identity mixed_9/tower_1/mixed/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/batchnorm/moving_variance
123873.280 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/tower_1/mixed/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_variance
51513.280 0.000 0.000 0.000% 100.000% CheckNumerics pool_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params
124168.192 0.000 0.000 0.000% 100.000% Identity mixed_9/tower_1/mixed/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/batchnorm/gamma
124168.192 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/tower_1/mixed/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/batchnorm/moving_mean
122988.544 0.000 0.000 0.000% 100.000% Identity mixed_9/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/batchnorm/beta
122988.544 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/tower_1/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/batchnorm/moving_mean
122005.504 0.000 0.000 0.000% 100.000% Identity mixed_9/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/batchnorm/gamma
122005.504 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/tower_1/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params
123283.456 0.000 0.000 0.000% 100.000% Identity mixed_9/tower/mixed/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params
123283.456 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/tower/mixed/conv_1/CheckNumerics
123578.368 0.000 0.000 0.000% 100.000% Identity mixed_9/tower/mixed/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/batchnorm/moving_mean
122218.496 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/tower/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/batchnorm/beta
123578.368 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/tower/mixed/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/batchnorm/beta
122218.496 0.000 0.000 0.000% 100.000% Identity mixed_9/tower/conv/control_dependency
120734.976 0.000 0.000 0.000% 100.000% CheckNumerics mixed_8/tower_1/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params
121923.584 0.000 0.000 0.000% 100.000% Identity mixed_9/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/batchnorm/moving_variance
121055.232 0.000 0.000 0.000% 100.000% Identity mixed_8/tower_1/conv_3/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const pool_3/_reshape/shape
121923.584 0.000 0.000 0.000% 100.000% CheckNumerics mixed_9/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/batchnorm/beta
121055.232 0.000 0.000 0.000% 100.000% CheckNumerics mixed_8/tower_1/conv_3/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params
113412.096 0.000 0.000 0.000% 100.000% Identity mixed_7/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params
120734.976 0.000 0.000 0.000% 100.000% Identity mixed_8/tower_1/conv_2/control_dependency
119823.360 0.000 0.000 0.000% 100.000% Identity mixed_8/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/batchnorm/moving_variance
119823.360 0.000 0.000 0.000% 100.000% CheckNumerics mixed_8/tower_1/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params
118713.600 0.000 0.000 0.000% 100.000% Identity mixed_8/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/batchnorm/beta
120209.152 0.000 0.000 0.000% 100.000% Identity mixed_8/tower/conv_1/control_dependency
118713.600 0.000 0.000 0.000% 100.000% CheckNumerics mixed_8/tower_1/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params
120209.152 0.000 0.000 0.000% 100.000% CheckNumerics mixed_8/tower/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/batchnorm/moving_mean
119157.504 0.000 0.000 0.000% 100.000% Identity mixed_8/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const softmax/biases
117851.136 0.000 0.000 0.000% 100.000% CheckNumerics mixed_8/pool/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params
117851.136 0.000 0.000 0.000% 100.000% Identity mixed_8/pool/control_dependency
112080.384 0.000 0.000 0.000% 100.000% Identity mixed_7/tower_2/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/batchnorm/gamma
119157.504 0.000 0.000 0.000% 100.000% CheckNumerics mixed_8/tower/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/batchnorm/moving_mean
112080.384 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower_2/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params
116741.376 0.000 0.000 0.000% 100.000% Identity mixed_7/tower_1/conv_4/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params
116741.376 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower_1/conv_4/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params
115409.664 0.000 0.000 0.000% 100.000% Identity mixed_7/tower_1/conv_3/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/batchnorm/beta
115409.664 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower_1/conv_3/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/batchnorm/gamma
114077.952 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower_1/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/batchnorm/beta
114077.952 0.000 0.000 0.000% 100.000% Identity mixed_7/tower_1/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params
113190.144 0.000 0.000 0.000% 100.000% Identity mixed_7/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params
113190.144 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower_1/conv_1/CheckNumerics
111192.576 0.000 0.000 0.000% 100.000% Identity mixed_7/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/batchnorm/moving_mean
128354.304 0.000 0.000 0.000% 100.000% Reshape pool_3/_reshape
111192.576 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower_1/conv/CheckNumerics
116075.520 0.000 0.000 0.000% 100.000% Identity mixed_7/tower/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params
114743.808 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/batchnorm/beta
116075.520 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/batchnorm/beta
114743.808 0.000 0.000 0.000% 100.000% Identity mixed_7/tower/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% _SOURCE
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/batchnorm/gamma
113412.096 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/tower/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/conv2d_params
111858.432 0.000 0.000 0.000% 100.000% Identity mixed_7/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/batchnorm/beta
111858.432 0.000 0.000 0.000% 100.000% CheckNumerics mixed_7/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/batchnorm/moving_mean
104090.112 0.000 0.000 0.000% 100.000% Identity mixed_6/tower_2/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/batchnorm/beta
104090.112 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower_2/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params
108307.200 0.000 0.000 0.000% 100.000% Identity mixed_6/tower_1/conv_4/control_dependency
105125.888 0.000 0.000 0.000% 100.000% Identity mixed_6/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/batchnorm/moving_mean
108307.200 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower_1/conv_4/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params
107678.336 0.000 0.000 0.000% 100.000% Identity mixed_6/tower_1/conv_3/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params
106457.600 0.000 0.000 0.000% 100.000% Identity mixed_6/tower_1/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params
107678.336 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower_1/conv_3/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/batchnorm/gamma
106457.600 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower_1/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/batchnorm/beta
105125.888 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower_1/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params
103498.240 0.000 0.000 0.000% 100.000% Identity mixed_6/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/batchnorm/moving_mean
103498.240 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower_1/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/batchnorm/beta
105902.720 0.000 0.000 0.000% 100.000% Identity mixed_6/tower/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params
107086.464 0.000 0.000 0.000% 100.000% Identity mixed_6/tower/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/batchnorm/moving_mean
96617.728 0.000 0.000 0.000% 100.000% Identity mixed_5/tower_2/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/batchnorm/beta
107086.464 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/batchnorm/gamma
103683.200 0.000 0.000 0.000% 100.000% Identity mixed_6/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/batchnorm/moving_variance
103683.200 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower/conv/CheckNumerics
105310.848 0.000 0.000 0.000% 100.000% Identity mixed_6/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/batchnorm/moving_mean
105310.848 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/batchnorm/gamma
96617.728 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower_2/conv/CheckNumerics
100538.880 0.000 0.000 0.000% 100.000% Identity mixed_5/tower_1/conv_4/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params
100538.880 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower_1/conv_4/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/batchnorm/moving_mean
99910.016 0.000 0.000 0.000% 100.000% Identity mixed_5/tower_1/conv_3/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/batchnorm/moving_variance
99910.016 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower_1/conv_3/CheckNumerics
98689.280 0.000 0.000 0.000% 100.000% Identity mixed_5/tower_1/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/batchnorm/beta
105902.720 0.000 0.000 0.000% 100.000% CheckNumerics mixed_6/tower/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/batchnorm/moving_mean
97579.520 0.000 0.000 0.000% 100.000% Identity mixed_5/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/batchnorm/beta
97579.520 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower_1/conv_1/CheckNumerics
95803.904 0.000 0.000 0.000% 100.000% Identity mixed_5/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/batchnorm/gamma
98689.280 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower_1/conv_2/CheckNumerics
95803.904 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower_1/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/batchnorm/moving_variance
99318.144 0.000 0.000 0.000% 100.000% Identity mixed_5/tower/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/batchnorm/moving_mean
99318.144 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params
98134.400 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params
97024.640 0.000 0.000 0.000% 100.000% Identity mixed_5/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/batchnorm/gamma
98134.400 0.000 0.000 0.000% 100.000% Identity mixed_5/tower/conv_1/control_dependency
97024.640 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/tower/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/batchnorm/beta
95988.864 0.000 0.000 0.000% 100.000% Identity mixed_5/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/batchnorm/gamma
88997.376 0.000 0.000 0.000% 100.000% Identity mixed_4/tower_2/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params
92770.560 0.000 0.000 0.000% 100.000% Identity mixed_4/tower_1/conv_4/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/batchnorm/moving_mean
88997.376 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower_2/conv/CheckNumerics
92770.560 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower_1/conv_4/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/batchnorm/moving_variance
92178.688 0.000 0.000 0.000% 100.000% Identity mixed_4/tower_1/conv_3/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params
92178.688 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower_1/conv_3/CheckNumerics
91068.928 0.000 0.000 0.000% 100.000% Identity mixed_4/tower_1/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/batchnorm/moving_mean
89737.216 0.000 0.000 0.000% 100.000% Identity mixed_4/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params
91068.928 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower_1/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/batchnorm/gamma
88479.488 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower_1/conv/CheckNumerics
89737.216 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower_1/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params
88479.488 0.000 0.000 0.000% 100.000% Identity mixed_4/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/join/concat_dim
91660.800 0.000 0.000 0.000% 100.000% Identity mixed_4/tower/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/batchnorm/moving_variance
91660.800 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/batchnorm/moving_variance
90181.120 0.000 0.000 0.000% 100.000% Identity mixed_4/tower/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/batchnorm/moving_mean
88479.488 0.000 0.000 0.000% 100.000% Identity mixed_4/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/batchnorm/moving_variance
88479.488 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/batchnorm/gamma
90181.120 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/tower/conv_1/CheckNumerics
90551.040 0.000 0.000 0.000% 100.000% Identity mixed_4/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/batchnorm/gamma
90551.040 0.000 0.000 0.000% 100.000% CheckNumerics mixed_4/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/batchnorm/moving_variance
85779.072 0.000 0.000 0.000% 100.000% Identity mixed_3/tower/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/batchnorm/gamma
85086.720 0.000 0.000 0.000% 100.000% Identity mixed_3/tower/conv_1/control_dependency
85086.720 0.000 0.000 0.000% 100.000% CheckNumerics mixed_3/tower/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/batchnorm/moving_mean
85779.072 0.000 0.000 0.000% 100.000% CheckNumerics mixed_3/tower/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params
82500.608 0.000 0.000 0.000% 100.000% Identity mixed_3/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/batchnorm/moving_variance
95988.864 0.000 0.000 0.000% 100.000% CheckNumerics mixed_5/conv/CheckNumerics
82500.608 0.000 0.000 0.000% 100.000% CheckNumerics mixed_3/tower/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/join/concat_dim
81854.080 0.000 0.000 0.000% 100.000% Identity mixed_3/pool/control_dependency
81854.080 0.000 0.000 0.000% 100.000% CheckNumerics mixed_3/pool/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params
83702.016 0.000 0.000 0.000% 100.000% Identity mixed_3/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/batchnorm/gamma
83702.016 0.000 0.000 0.000% 100.000% CheckNumerics mixed_3/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/batchnorm/moving_variance
76993.280 0.000 0.000 0.000% 100.000% Identity mixed_2/tower_2/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/batchnorm/gamma
5683.456 0.000 0.000 0.000% 100.000% CheckNumerics conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/batchnorm/moving_mean
76993.280 0.000 0.000 0.000% 100.000% CheckNumerics mixed_2/tower_2/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/batchnorm/beta
77306.880 0.000 0.000 0.000% 100.000% Identity mixed_2/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params
79658.880 0.000 0.000 0.000% 100.000% Identity mixed_2/tower_1/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/batchnorm/gamma
79658.880 0.000 0.000 0.000% 100.000% CheckNumerics mixed_2/tower_1/conv_2/CheckNumerics
77306.880 0.000 0.000 0.000% 100.000% CheckNumerics mixed_2/tower_1/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/batchnorm/moving_variance
72367.680 0.000 0.000 0.000% 100.000% Identity mixed_2/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/batchnorm/moving_mean
72367.680 0.000 0.000 0.000% 100.000% CheckNumerics mixed_2/tower_1/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/batchnorm/moving_variance
78404.480 0.000 0.000 0.000% 100.000% CheckNumerics mixed_2/tower/conv_1/CheckNumerics
75190.080 0.000 0.000 0.000% 100.000% Identity mixed_2/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/batchnorm/gamma
73230.080 0.000 0.000 0.000% 100.000% Identity mixed_2/conv/control_dependency
75190.080 0.000 0.000 0.000% 100.000% CheckNumerics mixed_2/tower/conv/CheckNumerics
127526.912 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower/mixed/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/batchnorm/moving_variance
73230.080 0.000 0.000 0.000% 100.000% CheckNumerics mixed_2/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/batchnorm/moving_mean
124790.784 0.000 0.000 0.000% 100.000% Identity mixed_10/tower_2/pool/control_dependency
125921.280 0.000 0.000 0.000% 100.000% Identity mixed_10/tower_2/conv/control_dependency
78404.480 0.000 0.000 0.000% 100.000% Identity mixed_2/tower/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/batchnorm/gamma
125921.280 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower_2/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
126838.784 0.000 0.000 0.000% 100.000% Identity mixed_10/tower_1/mixed/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_variance
124790.784 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower_2/pool/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/batchnorm/beta
126838.784 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower_1/mixed/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/batchnorm/moving_mean
127133.696 0.000 0.000 0.000% 100.000% Identity mixed_10/tower_1/mixed/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params
127133.696 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower_1/mixed/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const softmax/weights
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/batchnorm/moving_mean
126248.960 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower_1/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/batchnorm/moving_mean
125544.448 0.000 0.000 0.000% 100.000% Identity mixed_10/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params
125544.448 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower_1/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/batchnorm/beta
127526.912 0.000 0.000 0.000% 100.000% Identity mixed_10/tower/mixed/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/batchnorm/beta
127723.520 0.000 0.000 0.000% 100.000% Identity mixed_10/tower/mixed/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/batchnorm/moving_variance
126248.960 0.000 0.000 0.000% 100.000% Identity mixed_10/tower_1/conv_1/control_dependency
127723.520 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower/mixed/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/batchnorm/moving_variance
126642.176 0.000 0.000 0.000% 100.000% Identity mixed_10/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/batchnorm/gamma
126068.736 0.000 0.000 0.000% 100.000% Identity mixed_10/conv/control_dependency
126642.176 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/tower/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/batchnorm/moving_variance
66958.080 0.000 0.000 0.000% 100.000% CheckNumerics mixed_1/tower_1/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/batchnorm/moving_mean
126019.584 0.000 0.000 0.000% 100.000% CheckNumerics mixed_10/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/batchnorm/beta
69545.280 0.000 0.000 0.000% 100.000% Identity mixed_1/tower_1/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params
65468.480 0.000 0.000 0.000% 100.000% Identity mixed_1/tower_2/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/batchnorm/gamma
65468.480 0.000 0.000 0.000% 100.000% CheckNumerics mixed_1/tower_2/conv/CheckNumerics
69545.280 0.000 0.000 0.000% 100.000% CheckNumerics mixed_1/tower_1/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/batchnorm/moving_variance
66958.080 0.000 0.000 0.000% 100.000% Identity mixed_1/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params
63665.280 0.000 0.000 0.000% 100.000% Identity mixed_1/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/batchnorm/moving_mean
63665.280 0.000 0.000 0.000% 100.000% CheckNumerics mixed_1/tower_1/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/batchnorm/gamma
68290.880 0.000 0.000 0.000% 100.000% Identity mixed_1/tower/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/batchnorm/moving_variance
66958.080 0.000 0.000 0.000% 100.000% CheckNumerics mixed_1/tower/conv/CheckNumerics
68290.880 0.000 0.000 0.000% 100.000% CheckNumerics mixed_1/tower/conv_1/CheckNumerics
66958.080 0.000 0.000 0.000% 100.000% Identity mixed_1/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/batchnorm/beta
59745.280 0.000 0.000 0.000% 100.000% CheckNumerics mixed/tower_1/conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/batchnorm/beta
57706.880 0.000 0.000 0.000% 100.000% Identity mixed/tower_2/conv/control_dependency
64606.080 0.000 0.000 0.000% 100.000% CheckNumerics mixed_1/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/batchnorm/gamma
57706.880 0.000 0.000 0.000% 100.000% CheckNumerics mixed/tower_2/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/batchnorm/moving_mean
59745.280 0.000 0.000 0.000% 100.000% Identity mixed/tower_1/conv_2/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params
55982.080 0.000 0.000 0.000% 100.000% Identity mixed/tower_1/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/batchnorm/beta
64606.080 0.000 0.000 0.000% 100.000% Identity mixed_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/batchnorm/moving_mean
55982.080 0.000 0.000 0.000% 100.000% CheckNumerics mixed/tower_1/conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/batchnorm/gamma
53316.480 0.000 0.000 0.000% 100.000% Identity mixed/tower_1/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/batchnorm/moving_variance
58490.880 0.000 0.000 0.000% 100.000% CheckNumerics mixed/tower/conv_1/CheckNumerics
53316.480 0.000 0.000 0.000% 100.000% CheckNumerics mixed/tower_1/conv/CheckNumerics
58490.880 0.000 0.000 0.000% 100.000% Identity mixed/tower/conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params
54178.880 0.000 0.000 0.000% 100.000% Identity mixed/tower/conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/batchnorm/gamma
54727.680 0.000 0.000 0.000% 100.000% Identity mixed/conv/control_dependency
54178.880 0.000 0.000 0.000% 100.000% CheckNumerics mixed/tower/conv/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const mixed/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params
54727.680 0.000 0.000 0.000% 100.000% CheckNumerics mixed/conv/CheckNumerics
47641.792 0.000 0.000 0.000% 100.000% Identity conv_4/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const conv_4/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const conv_4/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const conv_4/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const conv/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const conv_4/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params
47641.792 0.000 0.000 0.000% 100.000% CheckNumerics conv_4/CheckNumerics
5683.456 0.000 0.000 0.000% 100.000% Identity conv/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const conv_3/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const conv_3/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const conv_3/batchnorm/moving_mean
27886.848 0.000 0.000 0.000% 100.000% Identity conv_2/control_dependency
38193.536 0.000 0.000 0.000% 100.000% Identity conv_3/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params
38193.536 0.000 0.000 0.000% 100.000% CheckNumerics conv_3/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const conv_2/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const conv_2/batchnorm/moving_variance
0.000 0.000 0.000 0.000% 100.000% Const conv_3/batchnorm/gamma
0.000 0.000 0.000 0.000% 100.000% Const conv_2/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const conv_2/batchnorm/beta
14057.088 0.000 0.000 0.000% 100.000% CheckNumerics conv_1/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const conv_1/batchnorm/moving_mean
0.000 0.000 0.000 0.000% 100.000% Const conv_1/batchnorm/moving_variance
27886.848 0.000 0.000 0.000% 100.000% CheckNumerics conv_2/CheckNumerics
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params
14057.088 0.000 0.000 0.000% 100.000% Identity conv_1/control_dependency
0.000 0.000 0.000 0.000% 100.000% Const conv_1/batchnorm/beta
0.000 0.000 0.000 0.000% 100.000% Const conv_1/batchnorm/gamma
I tensorflow/core/util/stat_summarizer.cc:354]
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