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

Created November 21, 2016 17:50
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Inception V3 Benchmark - Macbook Pro 2.8 GHz Intel Core i7 - Optimized - Non Quantized Graph
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Inception V3 Benchmark - Macbook Pro 2.8 GHz Intel Core i7 - Optimized - Non Quantized 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 post running Inference Optimizer
Output of custom app running TF, 222 frames took 28.129690 seconds
I tensorflow/core/util/stat_summarizer.cc:353] Total time (us): curr=41604678 count=11 runs, avg 4.16e+04 ms, 514 nodes defined 514 nodes observed
28625707.2 avg KB per run.
============ By run order (ms) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 0.922 20.552 0.049% 0.049% _SOURCE
1.222 0.684 3.398 0.008% 0.058% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
1.910 0.005 0.969 0.002% 0.060% Const mixed_10/tower_1/mixed/conv/conv2d_params
1.917 0.003 0.765 0.002% 0.062% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
1.921 0.004 0.955 0.002% 0.064% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
1.926 0.003 0.684 0.002% 0.066% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
1.931 0.004 0.848 0.002% 0.068% Const mixed_10/tower_2/conv/conv2d_params
1.937 0.003 0.793 0.002% 0.070% Const mixed_10/tower_2/conv/Conv2D_bn_offset
1.941 0.003 0.717 0.002% 0.071% Const mixed/join/concat_dim
1.946 0.003 0.677 0.002% 0.073% Const mixed_1/join/concat_dim
1.951 0.003 0.682 0.002% 0.075% Const mixed_2/join/concat_dim
1.955 0.003 0.648 0.002% 0.076% Const mixed_3/join/concat_dim
1.959 0.003 0.704 0.002% 0.078% Const mixed_4/join/concat_dim
1.963 0.003 0.634 0.002% 0.079% Const mixed_5/join/concat_dim
1.968 0.002 2.249 0.005% 0.085% Const mixed_6/join/concat_dim
1.972 0.003 0.808 0.002% 0.087% Const mixed_7/join/concat_dim
1.976 0.003 0.623 0.001% 0.088% Const mixed_8/join/concat_dim
1.981 0.003 0.622 0.001% 0.090% Const mixed_9/join/concat_dim
1.986 0.002 0.581 0.001% 0.091% Const mixed_10/join/concat_dim
1.990 0.002 0.666 0.002% 0.093% Const pool_3/_reshape/shape
1.994 0.003 0.792 0.002% 0.095% Const softmax/weights
1.999 0.003 0.650 0.002% 0.096% Const softmax/biases
2.003 0.004 0.798 0.002% 0.098% Const conv/conv2d_params
2.015 0.003 0.645 0.002% 0.100% Const conv/Conv2D_bn_offset
2.019 0.020 1.206 0.003% 0.103% Const conv_1/conv2d_params
2.021 12.475 941.927 2.264% 2.367% Conv2D conv/Conv2D
2.042 0.004 0.650 0.002% 2.368% Const conv_1/Conv2D_bn_offset
2.047 0.002 0.799 0.002% 2.370% Const conv_2/conv2d_params
2.050 0.002 0.717 0.002% 2.372% Const conv_2/Conv2D_bn_offset
2.053 0.001 0.686 0.002% 2.373% Const conv_3/conv2d_params
2.055 0.002 0.638 0.002% 2.375% Const conv_3/Conv2D_bn_offset
2.058 0.002 0.766 0.002% 2.377% Const conv_4/conv2d_params
2.061 0.002 0.655 0.002% 2.378% Const conv_4/Conv2D_bn_offset
2.063 0.005 0.748 0.002% 2.380% Const mixed/conv/conv2d_params
2.070 0.002 0.765 0.002% 2.382% Const mixed/conv/Conv2D_bn_offset
2.073 0.003 0.745 0.002% 2.384% Const mixed/tower/conv/conv2d_params
2.077 0.002 0.718 0.002% 2.386% Const mixed/tower/conv/Conv2D_bn_offset
2.080 0.002 0.772 0.002% 2.387% Const mixed/tower/conv_1/conv2d_params
2.085 0.001 0.629 0.002% 2.389% Const mixed/tower/conv_1/Conv2D_bn_offset
2.087 0.002 0.727 0.002% 2.391% Const mixed/tower_1/conv/conv2d_params
2.090 0.001 1.169 0.003% 2.393% Const mixed/tower_1/conv/Conv2D_bn_offset
2.092 0.002 1.592 0.004% 2.397% Const mixed/tower_1/conv_1/conv2d_params
2.095 0.001 2.295 0.006% 2.403% Const mixed/tower_1/conv_1/Conv2D_bn_offset
2.097 0.004 0.747 0.002% 2.405% Const mixed/tower_1/conv_2/conv2d_params
2.103 0.002 1.132 0.003% 2.407% Const mixed/tower_1/conv_2/Conv2D_bn_offset
2.106 0.002 0.756 0.002% 2.409% Const mixed/tower_2/conv/conv2d_params
2.109 0.001 0.628 0.002% 2.411% Const mixed/tower_2/conv/Conv2D_bn_offset
2.111 0.002 0.682 0.002% 2.412% Const mixed_1/conv/conv2d_params
2.113 0.002 0.651 0.002% 2.414% Const mixed_1/conv/Conv2D_bn_offset
2.116 0.001 0.721 0.002% 2.416% Const mixed_1/tower/conv/conv2d_params
2.118 0.002 0.685 0.002% 2.417% Const mixed_1/tower/conv/Conv2D_bn_offset
2.121 0.001 0.703 0.002% 2.419% Const mixed_1/tower/conv_1/conv2d_params
2.123 0.003 0.666 0.002% 2.420% Const mixed_1/tower/conv_1/Conv2D_bn_offset
2.127 0.002 3.837 0.009% 2.430% Const mixed_1/tower_1/conv/conv2d_params
2.130 0.001 0.687 0.002% 2.431% Const mixed_1/tower_1/conv/Conv2D_bn_offset
2.132 0.002 0.701 0.002% 2.433% Const mixed_1/tower_1/conv_1/conv2d_params
2.135 0.001 0.644 0.002% 2.435% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
2.137 0.002 0.731 0.002% 2.436% Const mixed_1/tower_1/conv_2/conv2d_params
2.140 0.001 0.643 0.002% 2.438% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
2.142 0.001 0.706 0.002% 2.440% Const mixed_1/tower_2/conv/conv2d_params
2.144 0.004 0.654 0.002% 2.441% Const mixed_1/tower_2/conv/Conv2D_bn_offset
2.148 0.002 0.717 0.002% 2.443% Const mixed_2/conv/conv2d_params
2.151 0.002 0.633 0.002% 2.444% Const mixed_2/conv/Conv2D_bn_offset
2.155 0.002 0.792 0.002% 2.446% Const mixed_2/tower/conv/conv2d_params
2.157 0.002 0.630 0.002% 2.448% Const mixed_2/tower/conv/Conv2D_bn_offset
2.160 0.002 0.735 0.002% 2.450% Const mixed_2/tower/conv_1/conv2d_params
2.163 0.002 0.923 0.002% 2.452% Const mixed_2/tower/conv_1/Conv2D_bn_offset
2.166 0.001 0.715 0.002% 2.454% Const mixed_2/tower_1/conv/conv2d_params
2.168 0.008 0.602 0.001% 2.455% Const mixed_2/tower_1/conv/Conv2D_bn_offset
2.179 0.002 0.735 0.002% 2.457% Const mixed_2/tower_1/conv_1/conv2d_params
2.182 0.001 0.646 0.002% 2.458% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
2.184 0.002 0.678 0.002% 2.460% Const mixed_2/tower_1/conv_2/conv2d_params
2.187 0.001 0.608 0.001% 2.461% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
2.189 0.002 0.737 0.002% 2.463% Const mixed_2/tower_2/conv/conv2d_params
2.192 0.001 0.667 0.002% 2.465% Const mixed_2/tower_2/conv/Conv2D_bn_offset
2.194 0.002 0.710 0.002% 2.466% Const mixed_3/conv/conv2d_params
2.197 0.001 0.617 0.001% 2.468% Const mixed_3/conv/Conv2D_bn_offset
2.199 0.003 0.713 0.002% 2.470% Const mixed_3/tower/conv/conv2d_params
2.203 0.001 0.675 0.002% 2.471% Const mixed_3/tower/conv/Conv2D_bn_offset
2.205 0.002 0.748 0.002% 2.473% Const mixed_3/tower/conv_1/conv2d_params
2.208 0.001 0.575 0.001% 2.474% Const mixed_3/tower/conv_1/Conv2D_bn_offset
2.210 0.002 0.769 0.002% 2.476% Const mixed_3/tower/conv_2/conv2d_params
2.213 0.001 0.617 0.001% 2.478% Const mixed_3/tower/conv_2/Conv2D_bn_offset
2.215 0.001 0.728 0.002% 2.480% Const mixed_4/conv/conv2d_params
2.217 0.002 0.583 0.001% 2.481% Const mixed_4/conv/Conv2D_bn_offset
2.220 0.003 0.710 0.002% 2.483% Const mixed_4/tower/conv/conv2d_params
2.224 0.001 0.605 0.001% 2.484% Const mixed_4/tower/conv/Conv2D_bn_offset
2.226 0.003 0.713 0.002% 2.486% Const mixed_4/tower/conv_1/conv2d_params
2.230 0.002 0.613 0.001% 2.487% Const mixed_4/tower/conv_1/Conv2D_bn_offset
2.233 0.001 0.761 0.002% 2.489% Const mixed_4/tower/conv_2/conv2d_params
2.235 0.002 0.615 0.001% 2.491% Const mixed_4/tower/conv_2/Conv2D_bn_offset
2.237 0.002 0.708 0.002% 2.492% Const mixed_4/tower_1/conv/conv2d_params
2.240 0.001 0.657 0.002% 2.494% Const mixed_4/tower_1/conv/Conv2D_bn_offset
2.242 0.005 0.749 0.002% 2.496% Const mixed_4/tower_1/conv_1/conv2d_params
2.248 0.001 0.638 0.002% 2.497% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
2.252 0.001 0.731 0.002% 2.499% Const mixed_4/tower_1/conv_2/conv2d_params
2.254 0.002 0.613 0.001% 2.500% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
2.256 0.002 0.665 0.002% 2.502% Const mixed_4/tower_1/conv_3/conv2d_params
2.259 0.001 0.633 0.002% 2.504% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
2.261 0.002 0.675 0.002% 2.505% Const mixed_4/tower_1/conv_4/conv2d_params
2.263 0.002 0.598 0.001% 2.507% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
2.266 0.001 0.690 0.002% 2.508% Const mixed_4/tower_2/conv/conv2d_params
2.268 0.003 2.508 0.006% 2.514% Const mixed_4/tower_2/conv/Conv2D_bn_offset
2.272 0.002 0.725 0.002% 2.516% Const mixed_5/conv/conv2d_params
2.274 0.002 0.611 0.001% 2.518% Const mixed_5/conv/Conv2D_bn_offset
2.277 0.001 0.675 0.002% 2.519% Const mixed_5/tower/conv/conv2d_params
2.279 0.002 0.631 0.002% 2.521% Const mixed_5/tower/conv/Conv2D_bn_offset
2.281 0.002 0.759 0.002% 2.522% Const mixed_5/tower/conv_1/conv2d_params
2.284 0.001 0.798 0.002% 2.524% Const mixed_5/tower/conv_1/Conv2D_bn_offset
2.286 0.002 0.708 0.002% 2.526% Const mixed_5/tower/conv_2/conv2d_params
2.288 0.003 0.620 0.001% 2.528% Const mixed_5/tower/conv_2/Conv2D_bn_offset
2.292 0.002 0.697 0.002% 2.529% Const mixed_5/tower_1/conv/conv2d_params
2.295 0.001 0.717 0.002% 2.531% Const mixed_5/tower_1/conv/Conv2D_bn_offset
2.299 0.002 0.677 0.002% 2.533% Const mixed_5/tower_1/conv_1/conv2d_params
2.302 0.001 0.601 0.001% 2.534% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
2.304 0.002 0.744 0.002% 2.536% Const mixed_5/tower_1/conv_2/conv2d_params
2.307 0.001 0.607 0.001% 2.537% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
2.309 0.002 0.711 0.002% 2.539% Const mixed_5/tower_1/conv_3/conv2d_params
2.312 0.001 0.611 0.001% 2.540% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
2.315 0.002 0.694 0.002% 2.542% Const mixed_5/tower_1/conv_4/conv2d_params
2.317 0.002 1.038 0.002% 2.545% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
2.321 0.002 0.802 0.002% 2.547% Const mixed_5/tower_2/conv/conv2d_params
2.324 0.001 0.591 0.001% 2.548% Const mixed_5/tower_2/conv/Conv2D_bn_offset
2.326 0.002 0.748 0.002% 2.550% Const mixed_6/conv/conv2d_params
2.329 0.001 0.595 0.001% 2.551% Const mixed_6/conv/Conv2D_bn_offset
2.331 0.002 0.696 0.002% 2.553% Const mixed_6/tower/conv/conv2d_params
2.334 0.001 0.580 0.001% 2.554% Const mixed_6/tower/conv/Conv2D_bn_offset
2.336 0.003 0.753 0.002% 2.556% Const mixed_6/tower/conv_1/conv2d_params
2.340 0.001 0.623 0.001% 2.558% Const mixed_6/tower/conv_1/Conv2D_bn_offset
2.342 0.002 0.684 0.002% 2.559% Const mixed_6/tower/conv_2/conv2d_params
2.348 0.001 0.638 0.002% 2.561% Const mixed_6/tower/conv_2/Conv2D_bn_offset
2.350 0.002 0.707 0.002% 2.562% Const mixed_6/tower_1/conv/conv2d_params
2.353 0.001 0.616 0.001% 2.564% Const mixed_6/tower_1/conv/Conv2D_bn_offset
2.355 0.002 0.769 0.002% 2.566% Const mixed_6/tower_1/conv_1/conv2d_params
2.358 0.002 0.605 0.001% 2.567% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
2.360 0.003 0.683 0.002% 2.569% Const mixed_6/tower_1/conv_2/conv2d_params
2.365 0.001 0.661 0.002% 2.570% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
2.367 0.002 0.727 0.002% 2.572% Const mixed_6/tower_1/conv_3/conv2d_params
2.371 0.002 0.631 0.002% 2.574% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
2.374 0.001 0.695 0.002% 2.575% Const mixed_6/tower_1/conv_4/conv2d_params
2.376 0.002 0.654 0.002% 2.577% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
2.379 0.001 0.692 0.002% 2.579% Const mixed_6/tower_2/conv/conv2d_params
2.381 0.001 0.621 0.001% 2.580% Const mixed_6/tower_2/conv/Conv2D_bn_offset
2.383 0.002 0.738 0.002% 2.582% Const mixed_7/conv/conv2d_params
2.387 0.002 0.651 0.002% 2.584% Const mixed_7/conv/Conv2D_bn_offset
2.390 0.015 0.714 0.002% 2.585% Const mixed_7/tower/conv/conv2d_params
2.408 0.005 0.628 0.002% 2.587% Const mixed_7/tower/conv/Conv2D_bn_offset
2.414 0.004 0.682 0.002% 2.588% Const mixed_7/tower/conv_1/conv2d_params
2.419 0.003 0.617 0.001% 2.590% Const mixed_7/tower/conv_1/Conv2D_bn_offset
2.424 0.003 0.706 0.002% 2.592% Const mixed_7/tower/conv_2/conv2d_params
2.434 0.003 0.604 0.001% 2.593% Const mixed_7/tower/conv_2/Conv2D_bn_offset
2.440 0.002 0.706 0.002% 2.595% Const mixed_7/tower_1/conv/conv2d_params
2.442 0.002 0.668 0.002% 2.596% Const mixed_7/tower_1/conv/Conv2D_bn_offset
2.445 0.002 0.719 0.002% 2.598% Const mixed_7/tower_1/conv_1/conv2d_params
2.447 0.002 0.619 0.001% 2.600% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
2.450 0.002 0.697 0.002% 2.601% Const mixed_7/tower_1/conv_2/conv2d_params
2.453 0.003 0.605 0.001% 2.603% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
2.457 0.001 0.740 0.002% 2.604% Const mixed_7/tower_1/conv_3/conv2d_params
2.459 0.002 0.601 0.001% 2.606% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
2.462 0.001 0.671 0.002% 2.607% Const mixed_7/tower_1/conv_4/conv2d_params
2.464 0.002 0.661 0.002% 2.609% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
2.467 0.001 0.691 0.002% 2.611% Const mixed_7/tower_2/conv/conv2d_params
2.469 0.002 1.050 0.003% 2.613% Const mixed_7/tower_2/conv/Conv2D_bn_offset
2.471 0.002 0.712 0.002% 2.615% Const mixed_8/tower/conv/conv2d_params
2.474 0.001 0.639 0.002% 2.617% Const mixed_8/tower/conv/Conv2D_bn_offset
2.476 0.003 0.768 0.002% 2.618% Const mixed_8/tower/conv_1/conv2d_params
2.480 0.001 0.585 0.001% 2.620% Const mixed_8/tower/conv_1/Conv2D_bn_offset
2.482 0.002 0.720 0.002% 2.621% Const mixed_8/tower_1/conv/conv2d_params
2.487 0.001 0.590 0.001% 2.623% Const mixed_8/tower_1/conv/Conv2D_bn_offset
2.489 0.002 0.858 0.002% 2.625% Const mixed_8/tower_1/conv_1/conv2d_params
2.492 0.001 0.622 0.001% 2.626% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
2.494 0.002 0.634 0.002% 2.628% Const mixed_8/tower_1/conv_2/conv2d_params
2.497 0.001 0.585 0.001% 2.629% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
2.499 0.003 0.678 0.002% 2.631% Const mixed_8/tower_1/conv_3/conv2d_params
2.503 0.001 0.598 0.001% 2.632% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
2.505 0.002 0.656 0.002% 2.634% Const mixed_9/conv/conv2d_params
2.508 0.001 0.599 0.001% 2.635% Const mixed_9/conv/Conv2D_bn_offset
2.511 0.002 0.707 0.002% 2.637% Const mixed_9/tower/conv/conv2d_params
2.514 0.002 0.587 0.001% 2.639% Const mixed_9/tower/conv/Conv2D_bn_offset
2.516 0.002 0.689 0.002% 2.640% Const mixed_9/tower/mixed/conv/conv2d_params
2.519 0.002 0.585 0.001% 2.642% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
2.521 0.002 0.664 0.002% 2.643% Const mixed_9/tower/mixed/conv_1/conv2d_params
2.524 0.003 0.591 0.001% 2.645% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
2.528 0.001 0.669 0.002% 2.646% Const mixed_9/tower_1/conv/conv2d_params
2.530 0.002 0.617 0.001% 2.648% Const mixed_9/tower_1/conv/Conv2D_bn_offset
2.533 0.001 0.641 0.002% 2.649% Const mixed_9/tower_1/conv_1/conv2d_params
2.535 0.002 0.596 0.001% 2.651% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
2.538 0.001 0.765 0.002% 2.653% Const mixed_9/tower_1/mixed/conv/conv2d_params
2.540 0.001 0.605 0.001% 2.654% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
2.542 0.002 0.637 0.002% 2.656% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
2.545 0.003 0.571 0.001% 2.657% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
2.548 0.002 0.659 0.002% 2.659% Const mixed_9/tower_2/conv/conv2d_params
2.551 0.002 0.620 0.001% 2.660% Const mixed_9/tower_2/conv/Conv2D_bn_offset
2.555 0.002 0.633 0.002% 2.662% Const mixed_10/conv/conv2d_params
2.558 0.001 2.963 0.007% 2.669% Const mixed_10/conv/Conv2D_bn_offset
2.560 0.002 0.663 0.002% 2.670% Const mixed_10/tower/conv/conv2d_params
2.563 0.001 0.585 0.001% 2.672% Const mixed_10/tower/conv/Conv2D_bn_offset
2.565 0.003 0.658 0.002% 2.673% Const mixed_10/tower/mixed/conv/conv2d_params
2.569 0.002 0.562 0.001% 2.675% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
2.571 0.003 0.675 0.002% 2.676% Const mixed_10/tower/mixed/conv_1/conv2d_params
2.575 0.002 0.558 0.001% 2.678% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
2.578 0.001 0.645 0.002% 2.679% Const mixed_10/tower_1/conv/conv2d_params
2.581 0.002 1.535 0.004% 2.683% Const mixed_10/tower_1/conv/Conv2D_bn_offset
2.584 0.002 0.708 0.002% 2.684% Const mixed_10/tower_1/conv_1/conv2d_params
14.515 2.694 320.177 0.770% 3.454% BiasAdd conv/batchnorm
17.217 0.596 38.727 0.093% 3.547% Relu conv
17.821 15.788 1964.112 4.721% 8.268% Conv2D conv_1/Conv2D
33.620 0.731 112.082 0.269% 8.537% BiasAdd conv_1/batchnorm
34.358 0.597 91.405 0.220% 8.757% Relu conv_1
34.962 10.498 2087.872 5.018% 13.775% Conv2D conv_2/Conv2D
45.468 2.565 644.801 1.550% 15.325% BiasAdd conv_2/batchnorm
48.041 1.466 230.296 0.554% 15.879% Relu conv_2
49.519 3.909 355.616 0.855% 16.734% MaxPool pool
53.435 1.027 274.581 0.660% 17.394% Conv2D conv_3/Conv2D
54.469 0.754 150.419 0.362% 17.755% BiasAdd conv_3/batchnorm
55.229 0.112 22.445 0.054% 17.809% Relu conv_3
55.345 7.534 1632.311 3.923% 21.732% Conv2D conv_4/Conv2D
62.887 1.629 420.274 1.010% 22.743% BiasAdd conv_4/batchnorm
64.523 0.224 106.260 0.255% 22.998% Relu conv_4
64.762 0.841 189.578 0.456% 23.454% MaxPool pool_1
65.617 0.597 132.124 0.318% 23.771% Conv2D mixed/tower_1/conv/Conv2D
65.643 1.852 163.408 0.393% 24.164% AvgPool mixed/tower_2/pool
65.644 0.610 143.362 0.345% 24.509% Conv2D mixed/conv/Conv2D
65.648 0.713 153.870 0.370% 24.878% Conv2D mixed/tower/conv/Conv2D
66.223 0.066 27.576 0.066% 24.945% BiasAdd mixed/tower_1/conv/batchnorm
66.262 0.057 31.824 0.076% 25.021% BiasAdd mixed/conv/batchnorm
66.294 0.033 8.932 0.021% 25.043% Relu mixed/tower_1/conv
66.323 0.028 9.693 0.023% 25.066% Relu mixed/conv
66.331 1.303 317.372 0.763% 25.829% Conv2D mixed/tower_1/conv_1/Conv2D
66.367 0.185 43.884 0.105% 25.934% BiasAdd mixed/tower/conv/batchnorm
66.557 0.028 6.919 0.017% 25.951% Relu mixed/tower/conv
66.589 2.806 542.587 1.304% 27.255% Conv2D mixed/tower/conv_1/Conv2D
67.508 0.290 89.481 0.215% 27.470% Conv2D mixed/tower_2/conv/Conv2D
67.642 0.106 18.308 0.044% 27.514% BiasAdd mixed/tower_1/conv_1/batchnorm
67.753 0.105 12.826 0.031% 27.545% Relu mixed/tower_1/conv_1
67.804 0.035 8.943 0.021% 27.566% BiasAdd mixed/tower_2/conv/batchnorm
67.844 0.017 4.732 0.011% 27.578% Relu mixed/tower_2/conv
67.862 3.138 574.031 1.380% 28.958% Conv2D mixed/tower_1/conv_2/Conv2D
69.405 0.049 37.387 0.090% 29.047% BiasAdd mixed/tower/conv_1/batchnorm
69.458 0.028 6.764 0.016% 29.064% Relu mixed/tower/conv_1
71.010 0.120 18.524 0.045% 29.108% BiasAdd mixed/tower_1/conv_2/batchnorm
71.135 0.179 12.577 0.030% 29.138% Relu mixed/tower_1/conv_2
71.318 1.761 147.597 0.355% 29.493% Concat mixed/join
73.100 0.706 146.696 0.353% 29.846% Conv2D mixed_1/tower_1/conv/Conv2D
73.103 1.333 247.151 0.594% 30.440% AvgPool mixed_1/tower_2/pool
73.104 0.841 178.372 0.429% 30.869% Conv2D mixed_1/conv/Conv2D
73.108 0.794 173.794 0.418% 31.286% Conv2D mixed_1/tower/conv/Conv2D
73.816 0.071 15.428 0.037% 31.323% BiasAdd mixed_1/tower_1/conv/batchnorm
73.892 0.039 7.978 0.019% 31.343% Relu mixed_1/tower_1/conv
73.910 0.049 15.035 0.036% 31.379% BiasAdd mixed_1/tower/conv/batchnorm
73.936 1.107 323.462 0.777% 32.156% Conv2D mixed_1/tower_1/conv_1/Conv2D
73.952 0.073 17.100 0.041% 32.197% BiasAdd mixed_1/conv/batchnorm
73.964 0.043 6.741 0.016% 32.213% Relu mixed_1/tower/conv
74.011 2.735 525.984 1.264% 33.478% Conv2D mixed_1/tower/conv_1/Conv2D
74.030 0.026 7.795 0.019% 33.496% Relu mixed_1/conv
74.444 0.597 140.120 0.337% 33.833% Conv2D mixed_1/tower_2/conv/Conv2D
75.053 0.044 35.468 0.085% 33.918% BiasAdd mixed_1/tower_2/conv/batchnorm
75.064 0.234 36.418 0.088% 34.006% BiasAdd mixed_1/tower_1/conv_1/batchnorm
75.101 0.048 7.719 0.019% 34.025% Relu mixed_1/tower_2/conv
75.305 0.044 12.534 0.030% 34.055% Relu mixed_1/tower_1/conv_1
75.355 2.760 535.299 1.287% 35.341% Conv2D mixed_1/tower_1/conv_2/Conv2D
76.754 0.043 15.300 0.037% 35.378% BiasAdd mixed_1/tower/conv_1/batchnorm
76.800 0.025 7.273 0.017% 35.396% Relu mixed_1/tower/conv_1
78.122 0.079 18.852 0.045% 35.441% BiasAdd mixed_1/tower_1/conv_2/batchnorm
78.214 0.085 12.519 0.030% 35.471% Relu mixed_1/tower_1/conv_2
78.305 0.786 65.289 0.157% 35.628% Concat mixed_1/join
79.105 0.675 158.263 0.380% 36.008% Conv2D mixed_2/tower_1/conv/Conv2D
79.132 1.557 292.625 0.703% 36.712% AvgPool mixed_2/tower_2/pool
79.132 0.783 195.250 0.469% 37.181% Conv2D mixed_2/conv/Conv2D
79.140 0.696 189.968 0.457% 37.638% Conv2D mixed_2/tower/conv/Conv2D
79.789 0.062 14.844 0.036% 37.673% BiasAdd mixed_2/tower_1/conv/batchnorm
79.844 0.036 16.328 0.039% 37.712% BiasAdd mixed_2/tower/conv/batchnorm
79.856 0.034 7.888 0.019% 37.731% Relu mixed_2/tower_1/conv
79.883 0.020 5.895 0.014% 37.746% Relu mixed_2/tower/conv
79.894 1.122 363.250 0.873% 38.619% Conv2D mixed_2/tower_1/conv_1/Conv2D
79.906 2.816 498.760 1.199% 39.818% Conv2D mixed_2/tower/conv_1/Conv2D
79.920 0.044 13.529 0.033% 39.850% BiasAdd mixed_2/conv/batchnorm
79.966 0.027 7.535 0.018% 39.868% Relu mixed_2/conv
80.697 0.455 137.341 0.330% 40.198% Conv2D mixed_2/tower_2/conv/Conv2D
81.022 0.078 19.516 0.047% 40.245% BiasAdd mixed_2/tower_1/conv_1/batchnorm
81.104 0.052 13.014 0.031% 40.276% Relu mixed_2/tower_1/conv_1
81.158 0.047 16.373 0.039% 40.316% BiasAdd mixed_2/tower_2/conv/batchnorm
81.161 2.762 494.416 1.188% 41.504% Conv2D mixed_2/tower_1/conv_2/Conv2D
81.208 0.032 6.815 0.016% 41.521% Relu mixed_2/tower_2/conv
82.734 0.043 11.717 0.028% 41.549% BiasAdd mixed_2/tower/conv_1/batchnorm
82.780 0.024 6.377 0.015% 41.564% Relu mixed_2/tower/conv_1
83.930 0.085 18.539 0.045% 41.609% BiasAdd mixed_2/tower_1/conv_2/batchnorm
84.031 0.067 12.419 0.030% 41.638% Relu mixed_2/tower_1/conv_2
84.103 0.211 45.191 0.109% 41.747% Concat mixed_2/join
84.324 2.537 198.418 0.477% 42.224% Conv2D mixed_3/tower/conv/Conv2D
84.351 0.209 50.149 0.121% 42.344% MaxPool mixed_3/pool
84.351 3.728 647.245 1.556% 43.900% Conv2D mixed_3/conv/Conv2D
86.872 0.071 15.685 0.038% 43.938% BiasAdd mixed_3/tower/conv/batchnorm
86.948 0.031 7.846 0.019% 43.957% Relu mixed_3/tower/conv
86.982 2.332 647.217 1.556% 45.512% Conv2D mixed_3/tower/conv_1/Conv2D
88.090 0.091 34.296 0.082% 45.595% BiasAdd mixed_3/conv/batchnorm
88.186 0.056 13.579 0.033% 45.627% Relu mixed_3/conv
89.321 0.060 36.805 0.088% 45.716% BiasAdd mixed_3/tower/conv_1/batchnorm
89.396 0.053 12.840 0.031% 45.747% Relu mixed_3/tower/conv_1
89.454 0.467 97.097 0.233% 45.980% Conv2D mixed_3/tower/conv_2/Conv2D
89.937 0.028 4.866 0.012% 45.992% BiasAdd mixed_3/tower/conv_2/batchnorm
89.979 0.014 2.946 0.007% 45.999% Relu mixed_3/tower/conv_2
89.996 0.158 28.408 0.068% 46.067% Concat mixed_3/join
90.167 0.594 168.458 0.405% 46.472% AvgPool mixed_4/tower_2/pool
90.167 1.571 248.733 0.598% 47.070% Conv2D mixed_4/tower_1/conv/Conv2D
90.174 1.603 319.154 0.767% 47.837% Conv2D mixed_4/conv/Conv2D
90.179 1.574 328.864 0.790% 48.628% Conv2D mixed_4/tower/conv/Conv2D
90.768 1.058 226.558 0.545% 49.172% Conv2D mixed_4/tower_2/conv/Conv2D
91.748 0.038 9.792 0.024% 49.196% BiasAdd mixed_4/tower_1/conv/batchnorm
91.761 0.039 9.766 0.023% 49.219% BiasAdd mixed_4/tower/conv/batchnorm
91.784 0.211 13.482 0.032% 49.252% BiasAdd mixed_4/conv/batchnorm
91.790 0.021 5.018 0.012% 49.264% Relu mixed_4/tower_1/conv
91.806 0.023 5.014 0.012% 49.276% Relu mixed_4/tower/conv
91.815 0.798 197.506 0.475% 49.750% Conv2D mixed_4/tower_1/conv_1/Conv2D
91.836 0.178 10.950 0.026% 49.777% BiasAdd mixed_4/tower_2/conv/batchnorm
91.837 1.478 199.143 0.479% 50.255% Conv2D mixed_4/tower/conv_1/Conv2D
92.000 0.031 6.554 0.016% 50.271% Relu mixed_4/conv
92.019 0.022 5.593 0.013% 50.285% Relu mixed_4/tower_2/conv
92.620 0.025 6.559 0.016% 50.300% BiasAdd mixed_4/tower_1/conv_1/batchnorm
92.648 0.013 3.654 0.009% 50.309% Relu mixed_4/tower_1/conv_1
92.663 1.259 226.041 0.543% 50.852% Conv2D mixed_4/tower_1/conv_2/Conv2D
93.326 0.024 6.362 0.015% 50.868% BiasAdd mixed_4/tower/conv_1/batchnorm
93.353 0.014 3.575 0.009% 50.876% Relu mixed_4/tower/conv_1
93.370 1.284 255.657 0.614% 51.491% Conv2D mixed_4/tower/conv_2/Conv2D
93.927 0.035 6.364 0.015% 51.506% BiasAdd mixed_4/tower_1/conv_2/batchnorm
93.969 0.026 3.579 0.009% 51.515% Relu mixed_4/tower_1/conv_2
93.997 1.266 233.322 0.561% 52.075% Conv2D mixed_4/tower_1/conv_3/Conv2D
94.674 0.039 12.698 0.031% 52.106% BiasAdd mixed_4/tower/conv_2/batchnorm
94.718 0.027 5.641 0.014% 52.120% Relu mixed_4/tower/conv_2
95.279 0.024 6.391 0.015% 52.135% BiasAdd mixed_4/tower_1/conv_3/batchnorm
95.306 0.012 3.609 0.009% 52.144% Relu mixed_4/tower_1/conv_3
95.321 0.671 154.874 0.372% 52.516% Conv2D mixed_4/tower_1/conv_4/Conv2D
95.998 0.108 21.286 0.051% 52.567% BiasAdd mixed_4/tower_1/conv_4/batchnorm
96.109 0.016 4.770 0.011% 52.578% Relu mixed_4/tower_1/conv_4
96.128 0.296 33.924 0.082% 52.660% Concat mixed_4/join
96.436 1.716 315.859 0.759% 53.419% Conv2D mixed_5/tower_1/conv/Conv2D
96.453 1.178 136.083 0.327% 53.746% AvgPool mixed_5/tower_2/pool
96.453 1.723 368.735 0.886% 54.633% Conv2D mixed_5/conv/Conv2D
96.458 1.752 399.054 0.959% 55.592% Conv2D mixed_5/tower/conv/Conv2D
97.639 0.718 291.350 0.700% 56.292% Conv2D mixed_5/tower_2/conv/Conv2D
98.162 0.052 11.727 0.028% 56.320% BiasAdd mixed_5/tower_1/conv/batchnorm
98.183 0.062 13.143 0.032% 56.352% BiasAdd mixed_5/conv/batchnorm
98.217 0.046 10.733 0.026% 56.378% BiasAdd mixed_5/tower/conv/batchnorm
98.218 0.024 6.474 0.016% 56.393% Relu mixed_5/tower_1/conv
98.246 1.003 263.702 0.634% 57.027% Conv2D mixed_5/tower_1/conv_1/Conv2D
98.249 0.026 7.219 0.017% 57.044% Relu mixed_5/conv
98.268 0.026 6.143 0.015% 57.059% Relu mixed_5/tower/conv
98.298 1.807 279.055 0.671% 57.730% Conv2D mixed_5/tower/conv_1/Conv2D
98.363 0.059 10.809 0.026% 57.756% BiasAdd mixed_5/tower_2/conv/batchnorm
98.426 0.024 5.882 0.014% 57.770% Relu mixed_5/tower_2/conv
99.255 0.029 7.489 0.018% 57.788% BiasAdd mixed_5/tower_1/conv_1/batchnorm
99.287 0.015 4.390 0.011% 57.798% Relu mixed_5/tower_1/conv_1
99.304 1.661 341.918 0.822% 58.620% Conv2D mixed_5/tower_1/conv_2/Conv2D
100.111 0.027 7.674 0.018% 58.639% BiasAdd mixed_5/tower/conv_1/batchnorm
100.141 0.015 4.274 0.010% 58.649% Relu mixed_5/tower/conv_1
100.159 1.681 348.160 0.837% 59.486% Conv2D mixed_5/tower/conv_2/Conv2D
100.971 0.039 7.712 0.019% 59.504% BiasAdd mixed_5/tower_1/conv_2/batchnorm
101.012 0.016 4.467 0.011% 59.515% Relu mixed_5/tower_1/conv_2
101.031 1.693 318.470 0.765% 60.281% Conv2D mixed_5/tower_1/conv_3/Conv2D
101.847 0.053 9.119 0.022% 60.302% BiasAdd mixed_5/tower/conv_2/batchnorm
101.905 0.036 5.326 0.013% 60.315% Relu mixed_5/tower/conv_2
102.730 0.028 7.692 0.018% 60.334% BiasAdd mixed_5/tower_1/conv_3/batchnorm
102.761 0.015 4.245 0.010% 60.344% Relu mixed_5/tower_1/conv_3
102.778 0.912 181.531 0.436% 60.780% Conv2D mixed_5/tower_1/conv_4/Conv2D
103.697 0.034 9.031 0.022% 60.802% BiasAdd mixed_5/tower_1/conv_4/batchnorm
103.734 0.020 4.953 0.012% 60.814% Relu mixed_5/tower_1/conv_4
103.756 0.184 25.856 0.062% 60.876% Concat mixed_5/join
103.955 3.129 327.491 0.787% 61.663% Conv2D mixed_6/tower_1/conv/Conv2D
103.958 1.046 142.484 0.342% 62.006% AvgPool mixed_6/tower_2/pool
103.959 3.032 371.370 0.893% 62.898% Conv2D mixed_6/conv/Conv2D
103.963 3.153 399.308 0.960% 63.858% Conv2D mixed_6/tower/conv/Conv2D
105.018 2.108 300.849 0.723% 64.581% Conv2D mixed_6/tower_2/conv/Conv2D
107.000 0.138 13.606 0.033% 64.614% BiasAdd mixed_6/conv/batchnorm
107.092 0.053 11.947 0.029% 64.643% BiasAdd mixed_6/tower_1/conv/batchnorm
107.122 0.040 11.454 0.028% 64.670% BiasAdd mixed_6/tower/conv/batchnorm
107.132 0.050 11.185 0.027% 64.697% BiasAdd mixed_6/tower_2/conv/batchnorm
107.145 0.033 7.265 0.017% 64.714% Relu mixed_6/conv
107.150 0.029 6.705 0.016% 64.731% Relu mixed_6/tower_1/conv
107.166 0.024 6.503 0.016% 64.746% Relu mixed_6/tower/conv
107.183 1.020 279.143 0.671% 65.417% Conv2D mixed_6/tower_1/conv_1/Conv2D
107.185 0.032 5.991 0.014% 65.432% Relu mixed_6/tower_2/conv
107.194 2.016 285.553 0.686% 66.118% Conv2D mixed_6/tower/conv_1/Conv2D
108.212 0.041 7.819 0.019% 66.137% BiasAdd mixed_6/tower_1/conv_1/batchnorm
108.257 0.020 4.533 0.011% 66.148% Relu mixed_6/tower_1/conv_1
108.281 1.931 350.425 0.842% 66.990% Conv2D mixed_6/tower_1/conv_2/Conv2D
109.217 0.040 7.918 0.019% 67.009% BiasAdd mixed_6/tower/conv_1/batchnorm
109.262 0.028 4.499 0.011% 67.020% Relu mixed_6/tower/conv_1
109.294 2.023 353.339 0.849% 67.869% Conv2D mixed_6/tower/conv_2/Conv2D
110.230 0.029 7.743 0.019% 67.888% BiasAdd mixed_6/tower_1/conv_2/batchnorm
110.262 0.016 4.464 0.011% 67.898% Relu mixed_6/tower_1/conv_2
110.281 2.089 306.045 0.736% 68.634% Conv2D mixed_6/tower_1/conv_3/Conv2D
111.325 0.034 9.006 0.022% 68.656% BiasAdd mixed_6/tower/conv_2/batchnorm
111.363 0.020 5.244 0.013% 68.668% Relu mixed_6/tower/conv_2
112.376 0.060 7.683 0.018% 68.687% BiasAdd mixed_6/tower_1/conv_3/batchnorm
112.439 0.025 4.248 0.010% 68.697% Relu mixed_6/tower_1/conv_3
112.466 1.005 180.468 0.434% 69.131% Conv2D mixed_6/tower_1/conv_4/Conv2D
113.480 0.036 9.014 0.022% 69.152% BiasAdd mixed_6/tower_1/conv_4/batchnorm
113.519 0.019 4.898 0.012% 69.164% Relu mixed_6/tower_1/conv_4
113.541 0.238 25.876 0.062% 69.226% Concat mixed_6/join
113.792 2.070 327.927 0.788% 70.014% Conv2D mixed_7/tower_1/conv/Conv2D
113.821 0.514 152.146 0.366% 70.380% AvgPool mixed_7/tower_2/pool
113.964 1.941 373.739 0.898% 71.278% Conv2D mixed_7/conv/Conv2D
113.969 1.989 402.150 0.967% 72.245% Conv2D mixed_7/tower/conv/Conv2D
114.343 1.673 299.222 0.719% 72.964% Conv2D mixed_7/tower_2/conv/Conv2D
115.872 0.057 18.353 0.044% 73.008% BiasAdd mixed_7/tower_1/conv/batchnorm
115.913 0.273 31.479 0.076% 73.084% BiasAdd mixed_7/conv/batchnorm
115.933 0.027 8.062 0.019% 73.103% Relu mixed_7/tower_1/conv
115.964 1.608 298.762 0.718% 73.822% Conv2D mixed_7/tower_1/conv_1/Conv2D
115.966 0.254 30.266 0.073% 73.894% BiasAdd mixed_7/tower/conv/batchnorm
116.022 0.227 22.115 0.053% 73.947% BiasAdd mixed_7/tower_2/conv/batchnorm
116.192 0.038 8.001 0.019% 73.967% Relu mixed_7/conv
116.227 0.037 7.490 0.018% 73.985% Relu mixed_7/tower/conv
116.255 0.027 6.422 0.015% 74.000% Relu mixed_7/tower_2/conv
116.268 2.734 328.296 0.789% 74.789% Conv2D mixed_7/tower/conv_1/Conv2D
117.582 0.048 8.792 0.021% 74.810% BiasAdd mixed_7/tower_1/conv_1/batchnorm
117.635 0.036 5.523 0.013% 74.824% Relu mixed_7/tower_1/conv_1
117.675 2.692 405.397 0.974% 75.798% Conv2D mixed_7/tower_1/conv_2/Conv2D
119.010 0.049 8.961 0.022% 75.820% BiasAdd mixed_7/tower/conv_1/batchnorm
119.063 0.022 5.315 0.013% 75.832% Relu mixed_7/tower/conv_1
119.089 2.582 406.955 0.978% 76.810% Conv2D mixed_7/tower/conv_2/Conv2D
120.377 0.045 9.232 0.022% 76.833% BiasAdd mixed_7/tower_1/conv_2/batchnorm
120.426 0.025 5.188 0.012% 76.845% Relu mixed_7/tower_1/conv_2
120.455 2.514 371.892 0.894% 77.739% Conv2D mixed_7/tower_1/conv_3/Conv2D
121.680 0.047 9.152 0.022% 77.761% BiasAdd mixed_7/tower/conv_2/batchnorm
121.732 0.021 5.384 0.013% 77.774% Relu mixed_7/tower/conv_2
122.979 0.050 9.370 0.023% 77.796% BiasAdd mixed_7/tower_1/conv_3/batchnorm
123.032 0.023 5.226 0.013% 77.809% Relu mixed_7/tower_1/conv_3
123.058 1.266 211.591 0.509% 78.318% Conv2D mixed_7/tower_1/conv_4/Conv2D
124.332 0.063 9.021 0.022% 78.339% BiasAdd mixed_7/tower_1/conv_4/batchnorm
124.398 0.051 5.093 0.012% 78.351% Relu mixed_7/tower_1/conv_4
124.465 0.311 39.264 0.094% 78.446% Concat mixed_7/join
124.789 0.730 180.227 0.433% 78.879% Conv2D mixed_8/tower_1/conv/Conv2D
124.799 0.106 27.350 0.066% 78.945% MaxPool mixed_8/pool
124.822 0.902 223.305 0.537% 79.482% Conv2D mixed_8/tower/conv/Conv2D
125.527 0.049 11.816 0.028% 79.510% BiasAdd mixed_8/tower_1/conv/batchnorm
125.581 0.023 5.588 0.013% 79.523% Relu mixed_8/tower_1/conv
125.608 1.255 224.378 0.539% 80.063% Conv2D mixed_8/tower_1/conv_1/Conv2D
125.730 0.034 9.821 0.024% 80.086% BiasAdd mixed_8/tower/conv/batchnorm
125.766 0.019 5.575 0.013% 80.100% Relu mixed_8/tower/conv
125.788 2.199 318.403 0.765% 80.865% Conv2D mixed_8/tower/conv_1/Conv2D
126.870 0.034 9.121 0.022% 80.887% BiasAdd mixed_8/tower_1/conv_1/batchnorm
126.906 0.019 5.207 0.013% 80.899% Relu mixed_8/tower_1/conv_1
126.928 2.512 347.088 0.834% 81.734% Conv2D mixed_8/tower_1/conv_2/Conv2D
127.991 0.023 4.435 0.011% 81.744% BiasAdd mixed_8/tower/conv_1/batchnorm
128.017 0.013 2.421 0.006% 81.750% Relu mixed_8/tower/conv_1
129.448 0.034 8.909 0.021% 81.772% BiasAdd mixed_8/tower_1/conv_2/batchnorm
129.484 0.019 4.980 0.012% 81.784% Relu mixed_8/tower_1/conv_2
129.506 0.553 103.371 0.248% 82.032% Conv2D mixed_8/tower_1/conv_3/Conv2D
130.064 0.016 3.332 0.008% 82.040% BiasAdd mixed_8/tower_1/conv_3/batchnorm
130.083 0.008 1.729 0.004% 82.044% Relu mixed_8/tower_1/conv_3
130.093 0.072 18.630 0.045% 82.089% Concat mixed_8/join
130.180 1.548 270.693 0.651% 82.740% Conv2D mixed_9/tower_1/conv/Conv2D
130.189 0.386 50.045 0.120% 82.860% AvgPool mixed_9/tower_2/pool
130.193 1.729 291.874 0.702% 83.561% Conv2D mixed_9/conv/Conv2D
130.194 1.895 343.864 0.827% 84.388% Conv2D mixed_9/tower/conv/Conv2D
130.581 1.631 319.274 0.767% 85.155% Conv2D mixed_9/tower_2/conv/Conv2D
131.738 0.034 8.191 0.020% 85.175% BiasAdd mixed_9/tower_1/conv/batchnorm
131.777 0.017 4.506 0.011% 85.186% Relu mixed_9/tower_1/conv
131.798 2.156 390.333 0.938% 86.124% Conv2D mixed_9/tower_1/conv_1/Conv2D
131.927 0.023 6.435 0.015% 86.139% BiasAdd mixed_9/conv/batchnorm
131.953 0.013 3.683 0.009% 86.148% Relu mixed_9/conv
132.093 0.025 7.068 0.017% 86.165% BiasAdd mixed_9/tower/conv/batchnorm
132.121 0.021 4.024 0.010% 86.175% Relu mixed_9/tower/conv
132.151 2.331 359.040 0.863% 87.038% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
132.217 0.015 4.734 0.011% 87.049% BiasAdd mixed_9/tower_2/conv/batchnorm
132.235 0.013 2.507 0.006% 87.055% Relu mixed_9/tower_2/conv
132.252 2.850 436.481 1.049% 88.104% Conv2D mixed_9/tower/mixed/conv/Conv2D
133.959 0.018 4.779 0.011% 88.116% BiasAdd mixed_9/tower_1/conv_1/batchnorm
133.979 0.012 3.109 0.007% 88.123% Relu mixed_9/tower_1/conv_1
133.997 1.920 309.822 0.745% 88.868% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
134.006 2.676 423.317 1.017% 89.886% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
134.485 0.027 4.923 0.012% 89.897% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
134.514 0.012 2.707 0.007% 89.904% Relu mixed_9/tower/mixed/conv_1
135.106 0.022 4.677 0.011% 89.915% BiasAdd mixed_9/tower/mixed/conv/batchnorm
135.130 0.012 2.889 0.007% 89.922% Relu mixed_9/tower/mixed/conv
135.921 0.019 4.718 0.011% 89.933% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
135.942 0.011 2.725 0.007% 89.940% Relu mixed_9/tower_1/mixed/conv_1
136.686 0.017 4.504 0.011% 89.951% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
136.705 0.008 2.521 0.006% 89.957% Relu mixed_9/tower_1/mixed/conv
136.715 0.100 21.094 0.051% 90.008% Concat mixed_9/join
136.832 2.375 406.910 0.978% 90.986% Conv2D mixed_10/tower_1/conv/Conv2D
136.840 0.239 78.951 0.190% 91.175% MaxPool mixed_10/tower_2/pool
137.085 2.188 470.322 1.130% 92.306% Conv2D mixed_10/tower_2/conv/Conv2D
137.156 2.165 433.839 1.043% 93.349% Conv2D mixed_10/conv/Conv2D
137.226 2.508 520.097 1.250% 94.599% Conv2D mixed_10/tower/conv/Conv2D
139.217 0.034 8.210 0.020% 94.618% BiasAdd mixed_10/tower_1/conv/batchnorm
139.256 0.021 5.019 0.012% 94.631% Relu mixed_10/tower_1/conv
139.278 0.025 4.574 0.011% 94.642% BiasAdd mixed_10/tower_2/conv/batchnorm
139.281 1.914 410.098 0.986% 95.627% Conv2D mixed_10/tower_1/conv_1/Conv2D
139.306 0.010 2.579 0.006% 95.633% Relu mixed_10/tower_2/conv
139.325 0.025 6.924 0.017% 95.650% BiasAdd mixed_10/conv/batchnorm
139.358 0.013 4.273 0.010% 95.660% Relu mixed_10/conv
139.739 0.025 7.279 0.017% 95.678% BiasAdd mixed_10/tower/conv/batchnorm
139.767 0.015 4.172 0.010% 95.688% Relu mixed_10/tower/conv
139.790 1.905 384.882 0.925% 96.613% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
139.805 2.366 418.309 1.005% 97.618% Conv2D mixed_10/tower/mixed/conv/Conv2D
141.200 0.021 4.742 0.011% 97.630% BiasAdd mixed_10/tower_1/conv_1/batchnorm
141.224 0.019 2.885 0.007% 97.637% Relu mixed_10/tower_1/conv_1
141.249 1.572 318.125 0.765% 98.401% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
141.270 2.111 429.329 1.032% 99.433% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
141.699 0.017 4.946 0.012% 99.445% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
141.718 0.011 2.950 0.007% 99.452% Relu mixed_10/tower/mixed/conv_1
142.186 0.026 4.648 0.011% 99.463% BiasAdd mixed_10/tower/mixed/conv/batchnorm
142.214 0.008 2.981 0.007% 99.471% Relu mixed_10/tower/mixed/conv
142.825 0.061 4.806 0.012% 99.482% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
142.888 0.008 2.679 0.006% 99.489% Relu mixed_10/tower_1/mixed/conv_1
143.385 0.026 4.457 0.011% 99.499% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
143.413 0.016 2.590 0.006% 99.506% Relu mixed_10/tower_1/mixed/conv
143.431 0.074 20.128 0.048% 99.554% Concat mixed_10/join
143.515 0.043 7.572 0.018% 99.572% AvgPool pool_3
143.563 0.004 0.953 0.002% 99.574% Reshape pool_3/_reshape
143.568 4.896 158.579 0.381% 99.956% MatMul softmax/logits/MatMul
148.469 0.008 1.699 0.004% 99.960% BiasAdd softmax/logits
148.481 1.085 16.798 0.040% 100.000% Softmax softmax
1 runs, avg 4.16e+04 ms, 514 nodes defined 514 nodes observed
28625707.2 avg KB per run.
============ Top by duration in ms =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
34.962 10.498 2087.872 5.018% 5.018% Conv2D conv_2/Conv2D
17.821 15.788 1964.112 4.721% 9.739% Conv2D conv_1/Conv2D
55.345 7.534 1632.311 3.923% 13.663% Conv2D conv_4/Conv2D
2.021 12.475 941.927 2.264% 15.927% Conv2D conv/Conv2D
84.351 3.728 647.245 1.556% 17.482% Conv2D mixed_3/conv/Conv2D
86.982 2.332 647.217 1.556% 19.038% Conv2D mixed_3/tower/conv_1/Conv2D
45.468 2.565 644.801 1.550% 20.588% BiasAdd conv_2/batchnorm
67.862 3.138 574.031 1.380% 21.968% Conv2D mixed/tower_1/conv_2/Conv2D
66.589 2.806 542.587 1.304% 23.272% Conv2D mixed/tower/conv_1/Conv2D
75.355 2.760 535.299 1.287% 24.558% Conv2D mixed_1/tower_1/conv_2/Conv2D
74.011 2.735 525.984 1.264% 25.823% Conv2D mixed_1/tower/conv_1/Conv2D
137.226 2.508 520.097 1.250% 27.073% Conv2D mixed_10/tower/conv/Conv2D
79.906 2.816 498.760 1.199% 28.271% Conv2D mixed_2/tower/conv_1/Conv2D
81.161 2.762 494.416 1.188% 29.460% Conv2D mixed_2/tower_1/conv_2/Conv2D
137.085 2.188 470.322 1.130% 30.590% Conv2D mixed_10/tower_2/conv/Conv2D
132.252 2.850 436.481 1.049% 31.639% Conv2D mixed_9/tower/mixed/conv/Conv2D
137.156 2.165 433.839 1.043% 32.682% Conv2D mixed_10/conv/Conv2D
141.270 2.111 429.329 1.032% 33.714% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
134.006 2.676 423.317 1.017% 34.732% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
62.887 1.629 420.274 1.010% 35.742% BiasAdd conv_4/batchnorm
139.805 2.366 418.309 1.005% 36.747% Conv2D mixed_10/tower/mixed/conv/Conv2D
139.281 1.914 410.098 0.986% 37.733% Conv2D mixed_10/tower_1/conv_1/Conv2D
119.089 2.582 406.955 0.978% 38.711% Conv2D mixed_7/tower/conv_2/Conv2D
136.832 2.375 406.910 0.978% 39.689% Conv2D mixed_10/tower_1/conv/Conv2D
117.675 2.692 405.397 0.974% 40.663% Conv2D mixed_7/tower_1/conv_2/Conv2D
113.969 1.989 402.150 0.967% 41.630% Conv2D mixed_7/tower/conv/Conv2D
103.963 3.153 399.308 0.960% 42.590% Conv2D mixed_6/tower/conv/Conv2D
96.458 1.752 399.054 0.959% 43.549% Conv2D mixed_5/tower/conv/Conv2D
131.798 2.156 390.333 0.938% 44.487% Conv2D mixed_9/tower_1/conv_1/Conv2D
139.790 1.905 384.882 0.925% 45.412% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
113.964 1.941 373.739 0.898% 46.311% Conv2D mixed_7/conv/Conv2D
120.455 2.514 371.892 0.894% 47.204% Conv2D mixed_7/tower_1/conv_3/Conv2D
103.959 3.032 371.370 0.893% 48.097% Conv2D mixed_6/conv/Conv2D
96.453 1.723 368.735 0.886% 48.983% Conv2D mixed_5/conv/Conv2D
79.894 1.122 363.250 0.873% 49.856% Conv2D mixed_2/tower_1/conv_1/Conv2D
132.151 2.331 359.040 0.863% 50.719% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
49.519 3.909 355.616 0.855% 51.574% MaxPool pool
109.294 2.023 353.339 0.849% 52.423% Conv2D mixed_6/tower/conv_2/Conv2D
108.281 1.931 350.425 0.842% 53.266% Conv2D mixed_6/tower_1/conv_2/Conv2D
100.159 1.681 348.160 0.837% 54.103% Conv2D mixed_5/tower/conv_2/Conv2D
126.928 2.512 347.088 0.834% 54.937% Conv2D mixed_8/tower_1/conv_2/Conv2D
130.194 1.895 343.864 0.827% 55.763% Conv2D mixed_9/tower/conv/Conv2D
99.304 1.661 341.918 0.822% 56.585% Conv2D mixed_5/tower_1/conv_2/Conv2D
90.179 1.574 328.864 0.790% 57.376% Conv2D mixed_4/tower/conv/Conv2D
116.268 2.734 328.296 0.789% 58.165% Conv2D mixed_7/tower/conv_1/Conv2D
113.792 2.070 327.927 0.788% 58.953% Conv2D mixed_7/tower_1/conv/Conv2D
103.955 3.129 327.491 0.787% 59.740% Conv2D mixed_6/tower_1/conv/Conv2D
73.936 1.107 323.462 0.777% 60.517% Conv2D mixed_1/tower_1/conv_1/Conv2D
14.515 2.694 320.177 0.770% 61.287% BiasAdd conv/batchnorm
130.581 1.631 319.274 0.767% 62.054% Conv2D mixed_9/tower_2/conv/Conv2D
90.174 1.603 319.154 0.767% 62.822% Conv2D mixed_4/conv/Conv2D
101.031 1.693 318.470 0.765% 63.587% Conv2D mixed_5/tower_1/conv_3/Conv2D
125.788 2.199 318.403 0.765% 64.352% Conv2D mixed_8/tower/conv_1/Conv2D
141.249 1.572 318.125 0.765% 65.117% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
66.331 1.303 317.372 0.763% 65.880% Conv2D mixed/tower_1/conv_1/Conv2D
96.436 1.716 315.859 0.759% 66.639% Conv2D mixed_5/tower_1/conv/Conv2D
133.997 1.920 309.822 0.745% 67.384% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
110.281 2.089 306.045 0.736% 68.119% Conv2D mixed_6/tower_1/conv_3/Conv2D
105.018 2.108 300.849 0.723% 68.842% Conv2D mixed_6/tower_2/conv/Conv2D
114.343 1.673 299.222 0.719% 69.562% Conv2D mixed_7/tower_2/conv/Conv2D
115.964 1.608 298.762 0.718% 70.280% Conv2D mixed_7/tower_1/conv_1/Conv2D
79.132 1.557 292.625 0.703% 70.983% AvgPool mixed_2/tower_2/pool
130.193 1.729 291.874 0.702% 71.685% Conv2D mixed_9/conv/Conv2D
97.639 0.718 291.350 0.700% 72.385% Conv2D mixed_5/tower_2/conv/Conv2D
107.194 2.016 285.553 0.686% 73.071% Conv2D mixed_6/tower/conv_1/Conv2D
107.183 1.020 279.143 0.671% 73.742% Conv2D mixed_6/tower_1/conv_1/Conv2D
98.298 1.807 279.055 0.671% 74.413% Conv2D mixed_5/tower/conv_1/Conv2D
53.435 1.027 274.581 0.660% 75.073% Conv2D conv_3/Conv2D
130.180 1.548 270.693 0.651% 75.723% Conv2D mixed_9/tower_1/conv/Conv2D
98.246 1.003 263.702 0.634% 76.357% Conv2D mixed_5/tower_1/conv_1/Conv2D
93.370 1.284 255.657 0.614% 76.972% Conv2D mixed_4/tower/conv_2/Conv2D
90.167 1.571 248.733 0.598% 77.570% Conv2D mixed_4/tower_1/conv/Conv2D
73.103 1.333 247.151 0.594% 78.164% AvgPool mixed_1/tower_2/pool
93.997 1.266 233.322 0.561% 78.724% Conv2D mixed_4/tower_1/conv_3/Conv2D
48.041 1.466 230.296 0.554% 79.278% Relu conv_2
90.768 1.058 226.558 0.545% 79.823% Conv2D mixed_4/tower_2/conv/Conv2D
92.663 1.259 226.041 0.543% 80.366% Conv2D mixed_4/tower_1/conv_2/Conv2D
125.608 1.255 224.378 0.539% 80.905% Conv2D mixed_8/tower_1/conv_1/Conv2D
124.822 0.902 223.305 0.537% 81.442% Conv2D mixed_8/tower/conv/Conv2D
123.058 1.266 211.591 0.509% 81.950% Conv2D mixed_7/tower_1/conv_4/Conv2D
91.837 1.478 199.143 0.479% 82.429% Conv2D mixed_4/tower/conv_1/Conv2D
84.324 2.537 198.418 0.477% 82.906% Conv2D mixed_3/tower/conv/Conv2D
91.815 0.798 197.506 0.475% 83.381% Conv2D mixed_4/tower_1/conv_1/Conv2D
79.132 0.783 195.250 0.469% 83.850% Conv2D mixed_2/conv/Conv2D
79.140 0.696 189.968 0.457% 84.307% Conv2D mixed_2/tower/conv/Conv2D
64.762 0.841 189.578 0.456% 84.762% MaxPool pool_1
102.778 0.912 181.531 0.436% 85.199% Conv2D mixed_5/tower_1/conv_4/Conv2D
112.466 1.005 180.468 0.434% 85.632% Conv2D mixed_6/tower_1/conv_4/Conv2D
124.789 0.730 180.227 0.433% 86.066% Conv2D mixed_8/tower_1/conv/Conv2D
73.104 0.841 178.372 0.429% 86.494% Conv2D mixed_1/conv/Conv2D
73.108 0.794 173.794 0.418% 86.912% Conv2D mixed_1/tower/conv/Conv2D
90.167 0.594 168.458 0.405% 87.317% AvgPool mixed_4/tower_2/pool
65.643 1.852 163.408 0.393% 87.710% AvgPool mixed/tower_2/pool
143.568 4.896 158.579 0.381% 88.091% MatMul softmax/logits/MatMul
79.105 0.675 158.263 0.380% 88.471% Conv2D mixed_2/tower_1/conv/Conv2D
95.321 0.671 154.874 0.372% 88.844% Conv2D mixed_4/tower_1/conv_4/Conv2D
65.648 0.713 153.870 0.370% 89.213% Conv2D mixed/tower/conv/Conv2D
113.821 0.514 152.146 0.366% 89.579% AvgPool mixed_7/tower_2/pool
54.469 0.754 150.419 0.362% 89.941% BiasAdd conv_3/batchnorm
71.318 1.761 147.597 0.355% 90.295% Concat mixed/join
73.100 0.706 146.696 0.353% 90.648% Conv2D mixed_1/tower_1/conv/Conv2D
65.644 0.610 143.362 0.345% 90.993% Conv2D mixed/conv/Conv2D
103.958 1.046 142.484 0.342% 91.335% AvgPool mixed_6/tower_2/pool
74.444 0.597 140.120 0.337% 91.672% Conv2D mixed_1/tower_2/conv/Conv2D
80.697 0.455 137.341 0.330% 92.002% Conv2D mixed_2/tower_2/conv/Conv2D
96.453 1.178 136.083 0.327% 92.329% AvgPool mixed_5/tower_2/pool
65.617 0.597 132.124 0.318% 92.647% Conv2D mixed/tower_1/conv/Conv2D
33.620 0.731 112.082 0.269% 92.916% BiasAdd conv_1/batchnorm
64.523 0.224 106.260 0.255% 93.171% Relu conv_4
129.506 0.553 103.371 0.248% 93.420% Conv2D mixed_8/tower_1/conv_3/Conv2D
89.454 0.467 97.097 0.233% 93.653% Conv2D mixed_3/tower/conv_2/Conv2D
34.358 0.597 91.405 0.220% 93.873% Relu conv_1
67.508 0.290 89.481 0.215% 94.088% Conv2D mixed/tower_2/conv/Conv2D
136.840 0.239 78.951 0.190% 94.278% MaxPool mixed_10/tower_2/pool
78.305 0.786 65.289 0.157% 94.435% Concat mixed_1/join
84.351 0.209 50.149 0.121% 94.555% MaxPool mixed_3/pool
130.189 0.386 50.045 0.120% 94.676% AvgPool mixed_9/tower_2/pool
84.103 0.211 45.191 0.109% 94.784% Concat mixed_2/join
66.367 0.185 43.884 0.105% 94.890% BiasAdd mixed/tower/conv/batchnorm
124.465 0.311 39.264 0.094% 94.984% Concat mixed_7/join
17.217 0.596 38.727 0.093% 95.077% Relu conv
69.405 0.049 37.387 0.090% 95.167% BiasAdd mixed/tower/conv_1/batchnorm
89.321 0.060 36.805 0.088% 95.255% BiasAdd mixed_3/tower/conv_1/batchnorm
75.064 0.234 36.418 0.088% 95.343% BiasAdd mixed_1/tower_1/conv_1/batchnorm
75.053 0.044 35.468 0.085% 95.428% BiasAdd mixed_1/tower_2/conv/batchnorm
88.090 0.091 34.296 0.082% 95.511% BiasAdd mixed_3/conv/batchnorm
96.128 0.296 33.924 0.082% 95.592% Concat mixed_4/join
66.262 0.057 31.824 0.076% 95.669% BiasAdd mixed/conv/batchnorm
115.913 0.273 31.479 0.076% 95.744% BiasAdd mixed_7/conv/batchnorm
115.966 0.254 30.266 0.073% 95.817% BiasAdd mixed_7/tower/conv/batchnorm
89.996 0.158 28.408 0.068% 95.885% Concat mixed_3/join
66.223 0.066 27.576 0.066% 95.952% BiasAdd mixed/tower_1/conv/batchnorm
124.799 0.106 27.350 0.066% 96.017% MaxPool mixed_8/pool
113.541 0.238 25.876 0.062% 96.080% Concat mixed_6/join
103.756 0.184 25.856 0.062% 96.142% Concat mixed_5/join
55.229 0.112 22.445 0.054% 96.196% Relu conv_3
116.022 0.227 22.115 0.053% 96.249% BiasAdd mixed_7/tower_2/conv/batchnorm
95.998 0.108 21.286 0.051% 96.300% BiasAdd mixed_4/tower_1/conv_4/batchnorm
136.715 0.100 21.094 0.051% 96.351% Concat mixed_9/join
0.000 0.922 20.552 0.049% 96.400% _SOURCE
143.431 0.074 20.128 0.048% 96.448% Concat mixed_10/join
81.022 0.078 19.516 0.047% 96.495% BiasAdd mixed_2/tower_1/conv_1/batchnorm
78.122 0.079 18.852 0.045% 96.541% BiasAdd mixed_1/tower_1/conv_2/batchnorm
130.093 0.072 18.630 0.045% 96.585% Concat mixed_8/join
83.930 0.085 18.539 0.045% 96.630% BiasAdd mixed_2/tower_1/conv_2/batchnorm
71.010 0.120 18.524 0.045% 96.675% BiasAdd mixed/tower_1/conv_2/batchnorm
115.872 0.057 18.353 0.044% 96.719% BiasAdd mixed_7/tower_1/conv/batchnorm
67.642 0.106 18.308 0.044% 96.763% BiasAdd mixed/tower_1/conv_1/batchnorm
73.952 0.073 17.100 0.041% 96.804% BiasAdd mixed_1/conv/batchnorm
148.481 1.085 16.798 0.040% 96.844% Softmax softmax
81.158 0.047 16.373 0.039% 96.883% BiasAdd mixed_2/tower_2/conv/batchnorm
79.844 0.036 16.328 0.039% 96.923% BiasAdd mixed_2/tower/conv/batchnorm
86.872 0.071 15.685 0.038% 96.960% BiasAdd mixed_3/tower/conv/batchnorm
73.816 0.071 15.428 0.037% 96.997% BiasAdd mixed_1/tower_1/conv/batchnorm
76.754 0.043 15.300 0.037% 97.034% BiasAdd mixed_1/tower/conv_1/batchnorm
73.910 0.049 15.035 0.036% 97.070% BiasAdd mixed_1/tower/conv/batchnorm
79.789 0.062 14.844 0.036% 97.106% BiasAdd mixed_2/tower_1/conv/batchnorm
107.000 0.138 13.606 0.033% 97.139% BiasAdd mixed_6/conv/batchnorm
88.186 0.056 13.579 0.033% 97.171% Relu mixed_3/conv
79.920 0.044 13.529 0.033% 97.204% BiasAdd mixed_2/conv/batchnorm
91.784 0.211 13.482 0.032% 97.236% BiasAdd mixed_4/conv/batchnorm
98.183 0.062 13.143 0.032% 97.268% BiasAdd mixed_5/conv/batchnorm
81.104 0.052 13.014 0.031% 97.299% Relu mixed_2/tower_1/conv_1
89.396 0.053 12.840 0.031% 97.330% Relu mixed_3/tower/conv_1
67.753 0.105 12.826 0.031% 97.361% Relu mixed/tower_1/conv_1
94.674 0.039 12.698 0.031% 97.391% BiasAdd mixed_4/tower/conv_2/batchnorm
71.135 0.179 12.577 0.030% 97.422% Relu mixed/tower_1/conv_2
75.305 0.044 12.534 0.030% 97.452% Relu mixed_1/tower_1/conv_1
78.214 0.085 12.519 0.030% 97.482% Relu mixed_1/tower_1/conv_2
84.031 0.067 12.419 0.030% 97.512% Relu mixed_2/tower_1/conv_2
107.092 0.053 11.947 0.029% 97.540% BiasAdd mixed_6/tower_1/conv/batchnorm
125.527 0.049 11.816 0.028% 97.569% BiasAdd mixed_8/tower_1/conv/batchnorm
98.162 0.052 11.727 0.028% 97.597% BiasAdd mixed_5/tower_1/conv/batchnorm
82.734 0.043 11.717 0.028% 97.625% BiasAdd mixed_2/tower/conv_1/batchnorm
107.122 0.040 11.454 0.028% 97.653% BiasAdd mixed_6/tower/conv/batchnorm
107.132 0.050 11.185 0.027% 97.680% BiasAdd mixed_6/tower_2/conv/batchnorm
91.836 0.178 10.950 0.026% 97.706% BiasAdd mixed_4/tower_2/conv/batchnorm
98.363 0.059 10.809 0.026% 97.732% BiasAdd mixed_5/tower_2/conv/batchnorm
98.217 0.046 10.733 0.026% 97.758% BiasAdd mixed_5/tower/conv/batchnorm
125.730 0.034 9.821 0.024% 97.781% BiasAdd mixed_8/tower/conv/batchnorm
91.748 0.038 9.792 0.024% 97.805% BiasAdd mixed_4/tower_1/conv/batchnorm
91.761 0.039 9.766 0.023% 97.828% BiasAdd mixed_4/tower/conv/batchnorm
66.323 0.028 9.693 0.023% 97.852% Relu mixed/conv
122.979 0.050 9.370 0.023% 97.874% BiasAdd mixed_7/tower_1/conv_3/batchnorm
120.377 0.045 9.232 0.022% 97.896% BiasAdd mixed_7/tower_1/conv_2/batchnorm
121.680 0.047 9.152 0.022% 97.918% BiasAdd mixed_7/tower/conv_2/batchnorm
126.870 0.034 9.121 0.022% 97.940% BiasAdd mixed_8/tower_1/conv_1/batchnorm
101.847 0.053 9.119 0.022% 97.962% BiasAdd mixed_5/tower/conv_2/batchnorm
103.697 0.034 9.031 0.022% 97.984% BiasAdd mixed_5/tower_1/conv_4/batchnorm
124.332 0.063 9.021 0.022% 98.006% BiasAdd mixed_7/tower_1/conv_4/batchnorm
113.480 0.036 9.014 0.022% 98.027% BiasAdd mixed_6/tower_1/conv_4/batchnorm
111.325 0.034 9.006 0.022% 98.049% BiasAdd mixed_6/tower/conv_2/batchnorm
119.010 0.049 8.961 0.022% 98.070% BiasAdd mixed_7/tower/conv_1/batchnorm
67.804 0.035 8.943 0.021% 98.092% BiasAdd mixed/tower_2/conv/batchnorm
66.294 0.033 8.932 0.021% 98.113% Relu mixed/tower_1/conv
129.448 0.034 8.909 0.021% 98.135% BiasAdd mixed_8/tower_1/conv_2/batchnorm
117.582 0.048 8.792 0.021% 98.156% BiasAdd mixed_7/tower_1/conv_1/batchnorm
139.217 0.034 8.210 0.020% 98.176% BiasAdd mixed_10/tower_1/conv/batchnorm
131.738 0.034 8.191 0.020% 98.195% BiasAdd mixed_9/tower_1/conv/batchnorm
115.933 0.027 8.062 0.019% 98.215% Relu mixed_7/tower_1/conv
116.192 0.038 8.001 0.019% 98.234% Relu mixed_7/conv
73.892 0.039 7.978 0.019% 98.253% Relu mixed_1/tower_1/conv
109.217 0.040 7.918 0.019% 98.272% BiasAdd mixed_6/tower/conv_1/batchnorm
79.856 0.034 7.888 0.019% 98.291% Relu mixed_2/tower_1/conv
86.948 0.031 7.846 0.019% 98.310% Relu mixed_3/tower/conv
108.212 0.041 7.819 0.019% 98.329% BiasAdd mixed_6/tower_1/conv_1/batchnorm
74.030 0.026 7.795 0.019% 98.348% Relu mixed_1/conv
110.230 0.029 7.743 0.019% 98.366% BiasAdd mixed_6/tower_1/conv_2/batchnorm
75.101 0.048 7.719 0.019% 98.385% Relu mixed_1/tower_2/conv
100.971 0.039 7.712 0.019% 98.403% BiasAdd mixed_5/tower_1/conv_2/batchnorm
102.730 0.028 7.692 0.018% 98.422% BiasAdd mixed_5/tower_1/conv_3/batchnorm
112.376 0.060 7.683 0.018% 98.440% BiasAdd mixed_6/tower_1/conv_3/batchnorm
100.111 0.027 7.674 0.018% 98.459% BiasAdd mixed_5/tower/conv_1/batchnorm
143.515 0.043 7.572 0.018% 98.477% AvgPool pool_3
79.966 0.027 7.535 0.018% 98.495% Relu mixed_2/conv
116.227 0.037 7.490 0.018% 98.513% Relu mixed_7/tower/conv
99.255 0.029 7.489 0.018% 98.531% BiasAdd mixed_5/tower_1/conv_1/batchnorm
139.739 0.025 7.279 0.017% 98.548% BiasAdd mixed_10/tower/conv/batchnorm
76.800 0.025 7.273 0.017% 98.566% Relu mixed_1/tower/conv_1
107.145 0.033 7.265 0.017% 98.583% Relu mixed_6/conv
98.249 0.026 7.219 0.017% 98.601% Relu mixed_5/conv
132.093 0.025 7.068 0.017% 98.618% BiasAdd mixed_9/tower/conv/batchnorm
139.325 0.025 6.924 0.017% 98.634% BiasAdd mixed_10/conv/batchnorm
66.557 0.028 6.919 0.017% 98.651% Relu mixed/tower/conv
81.208 0.032 6.815 0.016% 98.667% Relu mixed_2/tower_2/conv
69.458 0.028 6.764 0.016% 98.684% Relu mixed/tower/conv_1
73.964 0.043 6.741 0.016% 98.700% Relu mixed_1/tower/conv
107.150 0.029 6.705 0.016% 98.716% Relu mixed_6/tower_1/conv
92.620 0.025 6.559 0.016% 98.732% BiasAdd mixed_4/tower_1/conv_1/batchnorm
92.000 0.031 6.554 0.016% 98.747% Relu mixed_4/conv
107.166 0.024 6.503 0.016% 98.763% Relu mixed_6/tower/conv
98.218 0.024 6.474 0.016% 98.779% Relu mixed_5/tower_1/conv
131.927 0.023 6.435 0.015% 98.794% BiasAdd mixed_9/conv/batchnorm
116.255 0.027 6.422 0.015% 98.810% Relu mixed_7/tower_2/conv
95.279 0.024 6.391 0.015% 98.825% BiasAdd mixed_4/tower_1/conv_3/batchnorm
82.780 0.024 6.377 0.015% 98.840% Relu mixed_2/tower/conv_1
93.927 0.035 6.364 0.015% 98.856% BiasAdd mixed_4/tower_1/conv_2/batchnorm
93.326 0.024 6.362 0.015% 98.871% BiasAdd mixed_4/tower/conv_1/batchnorm
98.268 0.026 6.143 0.015% 98.886% Relu mixed_5/tower/conv
107.185 0.032 5.991 0.014% 98.900% Relu mixed_6/tower_2/conv
79.883 0.020 5.895 0.014% 98.914% Relu mixed_2/tower/conv
98.426 0.024 5.882 0.014% 98.928% Relu mixed_5/tower_2/conv
94.718 0.027 5.641 0.014% 98.942% Relu mixed_4/tower/conv_2
92.019 0.022 5.593 0.013% 98.955% Relu mixed_4/tower_2/conv
125.581 0.023 5.588 0.013% 98.969% Relu mixed_8/tower_1/conv
125.766 0.019 5.575 0.013% 98.982% Relu mixed_8/tower/conv
117.635 0.036 5.523 0.013% 98.995% Relu mixed_7/tower_1/conv_1
121.732 0.021 5.384 0.013% 99.008% Relu mixed_7/tower/conv_2
101.905 0.036 5.326 0.013% 99.021% Relu mixed_5/tower/conv_2
119.063 0.022 5.315 0.013% 99.034% Relu mixed_7/tower/conv_1
111.363 0.020 5.244 0.013% 99.047% Relu mixed_6/tower/conv_2
123.032 0.023 5.226 0.013% 99.059% Relu mixed_7/tower_1/conv_3
126.906 0.019 5.207 0.013% 99.072% Relu mixed_8/tower_1/conv_1
120.426 0.025 5.188 0.012% 99.084% Relu mixed_7/tower_1/conv_2
124.398 0.051 5.093 0.012% 99.096% Relu mixed_7/tower_1/conv_4
139.256 0.021 5.019 0.012% 99.108% Relu mixed_10/tower_1/conv
91.790 0.021 5.018 0.012% 99.120% Relu mixed_4/tower_1/conv
91.806 0.023 5.014 0.012% 99.132% Relu mixed_4/tower/conv
129.484 0.019 4.980 0.012% 99.144% Relu mixed_8/tower_1/conv_2
103.734 0.020 4.953 0.012% 99.156% Relu mixed_5/tower_1/conv_4
141.699 0.017 4.946 0.012% 99.168% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
134.485 0.027 4.923 0.012% 99.180% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
113.519 0.019 4.898 0.012% 99.192% Relu mixed_6/tower_1/conv_4
89.937 0.028 4.866 0.012% 99.204% BiasAdd mixed_3/tower/conv_2/batchnorm
142.825 0.061 4.806 0.012% 99.215% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
133.959 0.018 4.779 0.011% 99.227% BiasAdd mixed_9/tower_1/conv_1/batchnorm
96.109 0.016 4.770 0.011% 99.238% Relu mixed_4/tower_1/conv_4
141.200 0.021 4.742 0.011% 99.249% BiasAdd mixed_10/tower_1/conv_1/batchnorm
132.217 0.015 4.734 0.011% 99.261% BiasAdd mixed_9/tower_2/conv/batchnorm
67.844 0.017 4.732 0.011% 99.272% Relu mixed/tower_2/conv
135.921 0.019 4.718 0.011% 99.284% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
135.106 0.022 4.677 0.011% 99.295% BiasAdd mixed_9/tower/mixed/conv/batchnorm
142.186 0.026 4.648 0.011% 99.306% BiasAdd mixed_10/tower/mixed/conv/batchnorm
139.278 0.025 4.574 0.011% 99.317% BiasAdd mixed_10/tower_2/conv/batchnorm
108.257 0.020 4.533 0.011% 99.328% Relu mixed_6/tower_1/conv_1
131.777 0.017 4.506 0.011% 99.339% Relu mixed_9/tower_1/conv
136.686 0.017 4.504 0.011% 99.349% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
109.262 0.028 4.499 0.011% 99.360% Relu mixed_6/tower/conv_1
101.012 0.016 4.467 0.011% 99.371% Relu mixed_5/tower_1/conv_2
110.262 0.016 4.464 0.011% 99.382% Relu mixed_6/tower_1/conv_2
143.385 0.026 4.457 0.011% 99.392% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
127.991 0.023 4.435 0.011% 99.403% BiasAdd mixed_8/tower/conv_1/batchnorm
99.287 0.015 4.390 0.011% 99.414% Relu mixed_5/tower_1/conv_1
100.141 0.015 4.274 0.010% 99.424% Relu mixed_5/tower/conv_1
139.358 0.013 4.273 0.010% 99.434% Relu mixed_10/conv
112.439 0.025 4.248 0.010% 99.444% Relu mixed_6/tower_1/conv_3
102.761 0.015 4.245 0.010% 99.455% Relu mixed_5/tower_1/conv_3
139.767 0.015 4.172 0.010% 99.465% Relu mixed_10/tower/conv
132.121 0.021 4.024 0.010% 99.474% Relu mixed_9/tower/conv
2.127 0.002 3.837 0.009% 99.484% Const mixed_1/tower_1/conv/conv2d_params
131.953 0.013 3.683 0.009% 99.492% Relu mixed_9/conv
92.648 0.013 3.654 0.009% 99.501% Relu mixed_4/tower_1/conv_1
95.306 0.012 3.609 0.009% 99.510% Relu mixed_4/tower_1/conv_3
93.969 0.026 3.579 0.009% 99.518% Relu mixed_4/tower_1/conv_2
93.353 0.014 3.575 0.009% 99.527% Relu mixed_4/tower/conv_1
1.222 0.684 3.398 0.008% 99.535% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
130.064 0.016 3.332 0.008% 99.543% BiasAdd mixed_8/tower_1/conv_3/batchnorm
133.979 0.012 3.109 0.007% 99.551% Relu mixed_9/tower_1/conv_1
142.214 0.008 2.981 0.007% 99.558% Relu mixed_10/tower/mixed/conv
2.558 0.001 2.963 0.007% 99.565% Const mixed_10/conv/Conv2D_bn_offset
141.718 0.011 2.950 0.007% 99.572% Relu mixed_10/tower/mixed/conv_1
89.979 0.014 2.946 0.007% 99.579% Relu mixed_3/tower/conv_2
135.130 0.012 2.889 0.007% 99.586% Relu mixed_9/tower/mixed/conv
141.224 0.019 2.885 0.007% 99.593% Relu mixed_10/tower_1/conv_1
135.942 0.011 2.725 0.007% 99.600% Relu mixed_9/tower_1/mixed/conv_1
134.514 0.012 2.707 0.007% 99.606% Relu mixed_9/tower/mixed/conv_1
142.888 0.008 2.679 0.006% 99.613% Relu mixed_10/tower_1/mixed/conv_1
143.413 0.016 2.590 0.006% 99.619% Relu mixed_10/tower_1/mixed/conv
139.306 0.010 2.579 0.006% 99.625% Relu mixed_10/tower_2/conv
136.705 0.008 2.521 0.006% 99.631% Relu mixed_9/tower_1/mixed/conv
2.268 0.003 2.508 0.006% 99.637% Const mixed_4/tower_2/conv/Conv2D_bn_offset
132.235 0.013 2.507 0.006% 99.643% Relu mixed_9/tower_2/conv
128.017 0.013 2.421 0.006% 99.649% Relu mixed_8/tower/conv_1
2.095 0.001 2.295 0.006% 99.654% Const mixed/tower_1/conv_1/Conv2D_bn_offset
1.968 0.002 2.249 0.005% 99.660% Const mixed_6/join/concat_dim
130.083 0.008 1.729 0.004% 99.664% Relu mixed_8/tower_1/conv_3
148.469 0.008 1.699 0.004% 99.668% BiasAdd softmax/logits
2.092 0.002 1.592 0.004% 99.672% Const mixed/tower_1/conv_1/conv2d_params
2.581 0.002 1.535 0.004% 99.676% Const mixed_10/tower_1/conv/Conv2D_bn_offset
2.019 0.020 1.206 0.003% 99.679% Const conv_1/conv2d_params
2.090 0.001 1.169 0.003% 99.681% Const mixed/tower_1/conv/Conv2D_bn_offset
2.103 0.002 1.132 0.003% 99.684% Const mixed/tower_1/conv_2/Conv2D_bn_offset
2.469 0.002 1.050 0.003% 99.687% Const mixed_7/tower_2/conv/Conv2D_bn_offset
2.317 0.002 1.038 0.002% 99.689% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
1.910 0.005 0.969 0.002% 99.691% Const mixed_10/tower_1/mixed/conv/conv2d_params
1.921 0.004 0.955 0.002% 99.694% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
143.563 0.004 0.953 0.002% 99.696% Reshape pool_3/_reshape
2.163 0.002 0.923 0.002% 99.698% Const mixed_2/tower/conv_1/Conv2D_bn_offset
2.489 0.002 0.858 0.002% 99.700% Const mixed_8/tower_1/conv_1/conv2d_params
1.931 0.004 0.848 0.002% 99.702% Const mixed_10/tower_2/conv/conv2d_params
1.972 0.003 0.808 0.002% 99.704% Const mixed_7/join/concat_dim
2.321 0.002 0.802 0.002% 99.706% Const mixed_5/tower_2/conv/conv2d_params
2.047 0.002 0.799 0.002% 99.708% Const conv_2/conv2d_params
2.284 0.001 0.798 0.002% 99.710% Const mixed_5/tower/conv_1/Conv2D_bn_offset
2.003 0.004 0.798 0.002% 99.712% Const conv/conv2d_params
1.937 0.003 0.793 0.002% 99.714% Const mixed_10/tower_2/conv/Conv2D_bn_offset
1.994 0.003 0.792 0.002% 99.716% Const softmax/weights
2.155 0.002 0.792 0.002% 99.718% Const mixed_2/tower/conv/conv2d_params
2.080 0.002 0.772 0.002% 99.719% Const mixed/tower/conv_1/conv2d_params
2.355 0.002 0.769 0.002% 99.721% Const mixed_6/tower_1/conv_1/conv2d_params
2.210 0.002 0.769 0.002% 99.723% Const mixed_3/tower/conv_2/conv2d_params
2.476 0.003 0.768 0.002% 99.725% Const mixed_8/tower/conv_1/conv2d_params
2.058 0.002 0.766 0.002% 99.727% Const conv_4/conv2d_params
2.538 0.001 0.765 0.002% 99.729% Const mixed_9/tower_1/mixed/conv/conv2d_params
1.917 0.003 0.765 0.002% 99.731% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
2.070 0.002 0.765 0.002% 99.732% Const mixed/conv/Conv2D_bn_offset
2.233 0.001 0.761 0.002% 99.734% Const mixed_4/tower/conv_2/conv2d_params
2.281 0.002 0.759 0.002% 99.736% Const mixed_5/tower/conv_1/conv2d_params
2.106 0.002 0.756 0.002% 99.738% Const mixed/tower_2/conv/conv2d_params
2.336 0.003 0.753 0.002% 99.740% Const mixed_6/tower/conv_1/conv2d_params
2.242 0.005 0.749 0.002% 99.741% Const mixed_4/tower_1/conv_1/conv2d_params
2.326 0.002 0.748 0.002% 99.743% Const mixed_6/conv/conv2d_params
2.205 0.002 0.748 0.002% 99.745% Const mixed_3/tower/conv_1/conv2d_params
2.063 0.005 0.748 0.002% 99.747% Const mixed/conv/conv2d_params
2.097 0.004 0.747 0.002% 99.749% Const mixed/tower_1/conv_2/conv2d_params
2.073 0.003 0.745 0.002% 99.750% Const mixed/tower/conv/conv2d_params
2.304 0.002 0.744 0.002% 99.752% Const mixed_5/tower_1/conv_2/conv2d_params
2.457 0.001 0.740 0.002% 99.754% Const mixed_7/tower_1/conv_3/conv2d_params
2.383 0.002 0.738 0.002% 99.756% Const mixed_7/conv/conv2d_params
2.189 0.002 0.737 0.002% 99.758% Const mixed_2/tower_2/conv/conv2d_params
2.179 0.002 0.735 0.002% 99.759% Const mixed_2/tower_1/conv_1/conv2d_params
2.160 0.002 0.735 0.002% 99.761% Const mixed_2/tower/conv_1/conv2d_params
2.252 0.001 0.731 0.002% 99.763% Const mixed_4/tower_1/conv_2/conv2d_params
2.137 0.002 0.731 0.002% 99.765% Const mixed_1/tower_1/conv_2/conv2d_params
2.215 0.001 0.728 0.002% 99.766% Const mixed_4/conv/conv2d_params
2.367 0.002 0.727 0.002% 99.768% Const mixed_6/tower_1/conv_3/conv2d_params
2.087 0.002 0.727 0.002% 99.770% Const mixed/tower_1/conv/conv2d_params
2.272 0.002 0.725 0.002% 99.772% Const mixed_5/conv/conv2d_params
2.116 0.001 0.721 0.002% 99.773% Const mixed_1/tower/conv/conv2d_params
2.482 0.002 0.720 0.002% 99.775% Const mixed_8/tower_1/conv/conv2d_params
2.445 0.002 0.719 0.002% 99.777% Const mixed_7/tower_1/conv_1/conv2d_params
2.077 0.002 0.718 0.002% 99.779% Const mixed/tower/conv/Conv2D_bn_offset
2.295 0.001 0.717 0.002% 99.780% Const mixed_5/tower_1/conv/Conv2D_bn_offset
2.148 0.002 0.717 0.002% 99.782% Const mixed_2/conv/conv2d_params
1.941 0.003 0.717 0.002% 99.784% Const mixed/join/concat_dim
2.050 0.002 0.717 0.002% 99.785% Const conv_2/Conv2D_bn_offset
2.166 0.001 0.715 0.002% 99.787% Const mixed_2/tower_1/conv/conv2d_params
2.390 0.015 0.714 0.002% 99.789% Const mixed_7/tower/conv/conv2d_params
2.226 0.003 0.713 0.002% 99.791% Const mixed_4/tower/conv_1/conv2d_params
2.199 0.003 0.713 0.002% 99.792% Const mixed_3/tower/conv/conv2d_params
2.471 0.002 0.712 0.002% 99.794% Const mixed_8/tower/conv/conv2d_params
2.309 0.002 0.711 0.002% 99.796% Const mixed_5/tower_1/conv_3/conv2d_params
2.220 0.003 0.710 0.002% 99.797% Const mixed_4/tower/conv/conv2d_params
2.194 0.002 0.710 0.002% 99.799% Const mixed_3/conv/conv2d_params
2.286 0.002 0.708 0.002% 99.801% Const mixed_5/tower/conv_2/conv2d_params
2.237 0.002 0.708 0.002% 99.802% Const mixed_4/tower_1/conv/conv2d_params
2.584 0.002 0.708 0.002% 99.804% Const mixed_10/tower_1/conv_1/conv2d_params
2.511 0.002 0.707 0.002% 99.806% Const mixed_9/tower/conv/conv2d_params
2.350 0.002 0.707 0.002% 99.808% Const mixed_6/tower_1/conv/conv2d_params
2.440 0.002 0.706 0.002% 99.809% Const mixed_7/tower_1/conv/conv2d_params
2.424 0.003 0.706 0.002% 99.811% Const mixed_7/tower/conv_2/conv2d_params
2.142 0.001 0.706 0.002% 99.813% Const mixed_1/tower_2/conv/conv2d_params
1.959 0.003 0.704 0.002% 99.814% Const mixed_4/join/concat_dim
2.121 0.001 0.703 0.002% 99.816% Const mixed_1/tower/conv_1/conv2d_params
2.132 0.002 0.701 0.002% 99.818% Const mixed_1/tower_1/conv_1/conv2d_params
2.450 0.002 0.697 0.002% 99.819% Const mixed_7/tower_1/conv_2/conv2d_params
2.292 0.002 0.697 0.002% 99.821% Const mixed_5/tower_1/conv/conv2d_params
2.331 0.002 0.696 0.002% 99.823% Const mixed_6/tower/conv/conv2d_params
2.374 0.001 0.695 0.002% 99.824% Const mixed_6/tower_1/conv_4/conv2d_params
2.315 0.002 0.694 0.002% 99.826% Const mixed_5/tower_1/conv_4/conv2d_params
2.379 0.001 0.692 0.002% 99.828% Const mixed_6/tower_2/conv/conv2d_params
2.467 0.001 0.691 0.002% 99.829% Const mixed_7/tower_2/conv/conv2d_params
2.266 0.001 0.690 0.002% 99.831% Const mixed_4/tower_2/conv/conv2d_params
2.516 0.002 0.689 0.002% 99.833% Const mixed_9/tower/mixed/conv/conv2d_params
2.130 0.001 0.687 0.002% 99.834% Const mixed_1/tower_1/conv/Conv2D_bn_offset
2.053 0.001 0.686 0.002% 99.836% Const conv_3/conv2d_params
2.118 0.002 0.685 0.002% 99.838% Const mixed_1/tower/conv/Conv2D_bn_offset
2.342 0.002 0.684 0.002% 99.839% Const mixed_6/tower/conv_2/conv2d_params
1.926 0.003 0.684 0.002% 99.841% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
2.360 0.003 0.683 0.002% 99.843% Const mixed_6/tower_1/conv_2/conv2d_params
2.414 0.004 0.682 0.002% 99.844% Const mixed_7/tower/conv_1/conv2d_params
1.951 0.003 0.682 0.002% 99.846% Const mixed_2/join/concat_dim
2.111 0.002 0.682 0.002% 99.848% Const mixed_1/conv/conv2d_params
2.499 0.003 0.678 0.002% 99.849% Const mixed_8/tower_1/conv_3/conv2d_params
2.184 0.002 0.678 0.002% 99.851% Const mixed_2/tower_1/conv_2/conv2d_params
2.299 0.002 0.677 0.002% 99.852% Const mixed_5/tower_1/conv_1/conv2d_params
1.946 0.003 0.677 0.002% 99.854% Const mixed_1/join/concat_dim
2.277 0.001 0.675 0.002% 99.856% Const mixed_5/tower/conv/conv2d_params
2.261 0.002 0.675 0.002% 99.857% Const mixed_4/tower_1/conv_4/conv2d_params
2.203 0.001 0.675 0.002% 99.859% Const mixed_3/tower/conv/Conv2D_bn_offset
2.571 0.003 0.675 0.002% 99.861% Const mixed_10/tower/mixed/conv_1/conv2d_params
2.462 0.001 0.671 0.002% 99.862% Const mixed_7/tower_1/conv_4/conv2d_params
2.528 0.001 0.669 0.002% 99.864% Const mixed_9/tower_1/conv/conv2d_params
2.442 0.002 0.668 0.002% 99.865% Const mixed_7/tower_1/conv/Conv2D_bn_offset
2.192 0.001 0.667 0.002% 99.867% Const mixed_2/tower_2/conv/Conv2D_bn_offset
1.990 0.002 0.666 0.002% 99.869% Const pool_3/_reshape/shape
2.123 0.003 0.666 0.002% 99.870% Const mixed_1/tower/conv_1/Conv2D_bn_offset
2.256 0.002 0.665 0.002% 99.872% Const mixed_4/tower_1/conv_3/conv2d_params
2.521 0.002 0.664 0.002% 99.873% Const mixed_9/tower/mixed/conv_1/conv2d_params
2.560 0.002 0.663 0.002% 99.875% Const mixed_10/tower/conv/conv2d_params
2.464 0.002 0.661 0.002% 99.877% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
2.365 0.001 0.661 0.002% 99.878% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
2.548 0.002 0.659 0.002% 99.880% Const mixed_9/tower_2/conv/conv2d_params
2.565 0.003 0.658 0.002% 99.881% Const mixed_10/tower/mixed/conv/conv2d_params
2.240 0.001 0.657 0.002% 99.883% Const mixed_4/tower_1/conv/Conv2D_bn_offset
2.505 0.002 0.656 0.002% 99.884% Const mixed_9/conv/conv2d_params
2.061 0.002 0.655 0.002% 99.886% Const conv_4/Conv2D_bn_offset
2.376 0.002 0.654 0.002% 99.888% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
2.144 0.004 0.654 0.002% 99.889% Const mixed_1/tower_2/conv/Conv2D_bn_offset
2.387 0.002 0.651 0.002% 99.891% Const mixed_7/conv/Conv2D_bn_offset
2.113 0.002 0.651 0.002% 99.892% Const mixed_1/conv/Conv2D_bn_offset
1.999 0.003 0.650 0.002% 99.894% Const softmax/biases
2.042 0.004 0.650 0.002% 99.895% Const conv_1/Conv2D_bn_offset
1.955 0.003 0.648 0.002% 99.897% Const mixed_3/join/concat_dim
2.182 0.001 0.646 0.002% 99.899% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
2.578 0.001 0.645 0.002% 99.900% Const mixed_10/tower_1/conv/conv2d_params
2.015 0.003 0.645 0.002% 99.902% Const conv/Conv2D_bn_offset
2.135 0.001 0.644 0.002% 99.903% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
2.140 0.001 0.643 0.002% 99.905% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
2.533 0.001 0.641 0.002% 99.906% Const mixed_9/tower_1/conv_1/conv2d_params
2.474 0.001 0.639 0.002% 99.908% Const mixed_8/tower/conv/Conv2D_bn_offset
2.348 0.001 0.638 0.002% 99.909% Const mixed_6/tower/conv_2/Conv2D_bn_offset
2.248 0.001 0.638 0.002% 99.911% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
2.055 0.002 0.638 0.002% 99.912% Const conv_3/Conv2D_bn_offset
2.542 0.002 0.637 0.002% 99.914% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
2.494 0.002 0.634 0.002% 99.915% Const mixed_8/tower_1/conv_2/conv2d_params
1.963 0.003 0.634 0.002% 99.917% Const mixed_5/join/concat_dim
2.259 0.001 0.633 0.002% 99.919% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
2.151 0.002 0.633 0.002% 99.920% Const mixed_2/conv/Conv2D_bn_offset
2.555 0.002 0.633 0.002% 99.922% Const mixed_10/conv/conv2d_params
2.371 0.002 0.631 0.002% 99.923% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
2.279 0.002 0.631 0.002% 99.925% Const mixed_5/tower/conv/Conv2D_bn_offset
2.157 0.002 0.630 0.002% 99.926% Const mixed_2/tower/conv/Conv2D_bn_offset
2.085 0.001 0.629 0.002% 99.928% Const mixed/tower/conv_1/Conv2D_bn_offset
2.408 0.005 0.628 0.002% 99.929% Const mixed_7/tower/conv/Conv2D_bn_offset
2.109 0.001 0.628 0.002% 99.931% Const mixed/tower_2/conv/Conv2D_bn_offset
1.976 0.003 0.623 0.001% 99.932% Const mixed_8/join/concat_dim
2.340 0.001 0.623 0.001% 99.934% Const mixed_6/tower/conv_1/Conv2D_bn_offset
1.981 0.003 0.622 0.001% 99.935% Const mixed_9/join/concat_dim
2.492 0.001 0.622 0.001% 99.937% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
2.381 0.001 0.621 0.001% 99.938% Const mixed_6/tower_2/conv/Conv2D_bn_offset
2.551 0.002 0.620 0.001% 99.940% Const mixed_9/tower_2/conv/Conv2D_bn_offset
2.288 0.003 0.620 0.001% 99.941% Const mixed_5/tower/conv_2/Conv2D_bn_offset
2.447 0.002 0.619 0.001% 99.943% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
2.530 0.002 0.617 0.001% 99.944% Const mixed_9/tower_1/conv/Conv2D_bn_offset
2.419 0.003 0.617 0.001% 99.946% Const mixed_7/tower/conv_1/Conv2D_bn_offset
2.213 0.001 0.617 0.001% 99.947% Const mixed_3/tower/conv_2/Conv2D_bn_offset
2.197 0.001 0.617 0.001% 99.949% Const mixed_3/conv/Conv2D_bn_offset
2.353 0.001 0.616 0.001% 99.950% Const mixed_6/tower_1/conv/Conv2D_bn_offset
2.235 0.002 0.615 0.001% 99.951% Const mixed_4/tower/conv_2/Conv2D_bn_offset
2.254 0.002 0.613 0.001% 99.953% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
2.230 0.002 0.613 0.001% 99.954% Const mixed_4/tower/conv_1/Conv2D_bn_offset
2.312 0.001 0.611 0.001% 99.956% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
2.274 0.002 0.611 0.001% 99.957% Const mixed_5/conv/Conv2D_bn_offset
2.187 0.001 0.608 0.001% 99.959% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
2.307 0.001 0.607 0.001% 99.960% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
2.540 0.001 0.605 0.001% 99.962% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
2.453 0.003 0.605 0.001% 99.963% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
2.358 0.002 0.605 0.001% 99.965% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
2.224 0.001 0.605 0.001% 99.966% Const mixed_4/tower/conv/Conv2D_bn_offset
2.434 0.003 0.604 0.001% 99.968% Const mixed_7/tower/conv_2/Conv2D_bn_offset
2.168 0.008 0.602 0.001% 99.969% Const mixed_2/tower_1/conv/Conv2D_bn_offset
2.459 0.002 0.601 0.001% 99.970% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
2.302 0.001 0.601 0.001% 99.972% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
2.508 0.001 0.599 0.001% 99.973% Const mixed_9/conv/Conv2D_bn_offset
2.503 0.001 0.598 0.001% 99.975% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
2.263 0.002 0.598 0.001% 99.976% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
2.535 0.002 0.596 0.001% 99.978% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
2.329 0.001 0.595 0.001% 99.979% Const mixed_6/conv/Conv2D_bn_offset
2.524 0.003 0.591 0.001% 99.980% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
2.324 0.001 0.591 0.001% 99.982% Const mixed_5/tower_2/conv/Conv2D_bn_offset
2.487 0.001 0.590 0.001% 99.983% Const mixed_8/tower_1/conv/Conv2D_bn_offset
2.514 0.002 0.587 0.001% 99.985% Const mixed_9/tower/conv/Conv2D_bn_offset
2.519 0.002 0.585 0.001% 99.986% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
2.497 0.001 0.585 0.001% 99.988% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
2.480 0.001 0.585 0.001% 99.989% Const mixed_8/tower/conv_1/Conv2D_bn_offset
2.563 0.001 0.585 0.001% 99.990% Const mixed_10/tower/conv/Conv2D_bn_offset
2.217 0.002 0.583 0.001% 99.992% Const mixed_4/conv/Conv2D_bn_offset
1.986 0.002 0.581 0.001% 99.993% Const mixed_10/join/concat_dim
2.334 0.001 0.580 0.001% 99.995% Const mixed_6/tower/conv/Conv2D_bn_offset
2.208 0.001 0.575 0.001% 99.996% Const mixed_3/tower/conv_1/Conv2D_bn_offset
2.545 0.003 0.571 0.001% 99.997% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
2.569 0.002 0.562 0.001% 99.999% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
2.575 0.002 0.558 0.001% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
Total Memory (bytes): curr=28625707200 count=11 runs, avg 4.16e+04 ms, 514 nodes defined 514 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_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset
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_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset
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 conv_1/Conv2D_bn_offset
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 mixed/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset
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/conv_1/conv2d_params
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 mixed/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset
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/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset
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 conv/conv2d_params
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/Conv2D_bn_offset
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
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_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset
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_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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset
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/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/join/concat_dim
0.000 2841.728633705.344 2.214% 2.214% Conv2D conv/Conv2D
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_1/Conv2D_bn_offset
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_3/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv_2/Conv2D_bn_offset
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_4/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_3/tower/conv/Conv2D_bn_offset
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/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower/conv_1/Conv2D_bn_offset
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/conv2d_params
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/tower_1/conv/Conv2D_bn_offset
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/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
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_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
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_5/conv/Conv2D_bn_offset
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/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower/conv/Conv2D_bn_offset
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_4/tower_2/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_2/Conv2D_bn_offset
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_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv/Conv2D_bn_offset
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_1/conv_2/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
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_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_5/tower_2/conv/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/conv/Conv2D_bn_offset
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/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_4/tower_2/conv/Conv2D_bn_offset
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/Conv2D_bn_offset
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower/conv_2/Conv2D_bn_offset
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_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
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_4/Conv2D_bn_offset
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_4/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_6/tower_2/conv/Conv2D_bn_offset
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_6/tower_1/conv_3/Conv2D_bn_offset
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/join/concat_dim
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/conv/Conv2D_bn_offset
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/conv_1/Conv2D_bn_offset
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% _SOURCE
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
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_2/conv/Conv2D_bn_offset
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/Conv2D_bn_offset
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_8/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_8/tower/conv_1/Conv2D_bn_offset
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/Conv2D_bn_offset
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_1/Conv2D_bn_offset
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/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/conv/Conv2D_bn_offset
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_8/tower_1/conv_3/Conv2D_bn_offset
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/Conv2D_bn_offset
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/Conv2D_bn_offset
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/Conv2D_bn_offset
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/Conv2D_bn_offset
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_1/conv2d_params
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 2.214% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
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_1/conv2d_params
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 mixed_9/tower_2/conv/Conv2D_bn_offset
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% BiasAdd conv/batchnorm
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% BiasAdd conv_1/batchnorm
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% BiasAdd conv_2/batchnorm
27886.848 5531.9041233614.592 4.309% 26.034% Relu conv_2
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% BiasAdd conv_3/batchnorm
38193.536 1705.280380277.440 1.328% 31.082% Relu conv_3
39898.816 3871.488863341.824 3.016% 34.098% Conv2D conv_4/Conv2D
43770.304 3871.488863341.824 3.016% 37.114% BiasAdd conv_4/batchnorm
47641.792 3871.488863341.824 3.016% 40.130% Relu conv_4
51513.280 940.800209798.400 0.733% 40.863% MaxPool pool_1
52454.080 313.60069932.800 0.244% 41.107% Conv2D mixed/tower_1/conv/Conv2D
52767.680 313.60069932.800 0.244% 41.351% Conv2D mixed/conv/Conv2D
53081.280 313.60069932.800 0.244% 41.596% BiasAdd mixed/tower_1/conv/batchnorm
53394.880 313.60069932.800 0.244% 41.840% BiasAdd mixed/conv/batchnorm
53708.480 313.60069932.800 0.244% 42.084% Relu mixed/tower_1/conv
54022.080 313.60069932.800 0.244% 42.329% Relu mixed/conv
54335.680 235.20052449.600 0.183% 42.512% Conv2D mixed/tower/conv/Conv2D
54570.880 235.20052449.600 0.183% 42.695% BiasAdd mixed/tower/conv/batchnorm
54806.080 235.20052449.600 0.183% 42.878% Relu mixed/tower/conv
55041.280 940.800209798.400 0.733% 43.611% AvgPool mixed/tower_2/pool
55982.080 470.400104899.200 0.366% 43.978% Conv2D mixed/tower_1/conv_1/Conv2D
56452.480 470.400104899.200 0.366% 44.344% BiasAdd mixed/tower_1/conv_1/batchnorm
56922.880 156.80034966.400 0.122% 44.466% Conv2D mixed/tower_2/conv/Conv2D
57079.680 156.80034966.400 0.122% 44.588% BiasAdd mixed/tower_2/conv/batchnorm
57236.480 470.400104899.200 0.366% 44.955% Relu mixed/tower_1/conv_1
57706.880 156.80034966.400 0.122% 45.077% Relu mixed/tower_2/conv
57863.680 313.60069932.800 0.244% 45.321% Conv2D mixed/tower/conv_1/Conv2D
58177.280 313.60069932.800 0.244% 45.566% BiasAdd mixed/tower/conv_1/batchnorm
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% BiasAdd mixed/tower_1/conv_2/batchnorm
59745.280 470.400104899.200 0.366% 46.909% Relu mixed/tower_1/conv_2
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
61783.680 313.60069932.800 0.244% 48.375% BiasAdd mixed_1/tower_1/conv/batchnorm
62097.280 235.20052449.600 0.183% 48.558% Conv2D mixed_1/tower/conv/Conv2D
62332.480 313.60069932.800 0.244% 48.803% Relu mixed_1/tower_1/conv
62646.080 313.60069932.800 0.244% 49.047% Conv2D mixed_1/conv/Conv2D
62959.680 235.20052449.600 0.183% 49.230% BiasAdd mixed_1/tower/conv/batchnorm
63194.880 235.20052449.600 0.183% 49.413% Relu mixed_1/tower/conv
63430.080 313.60069932.800 0.244% 49.658% BiasAdd mixed_1/conv/batchnorm
63743.680 313.60069932.800 0.244% 49.902% Relu mixed_1/conv
64057.280 1254.400279731.200 0.977% 50.879% AvgPool mixed_1/tower_2/pool
65311.680 313.60069932.800 0.244% 51.123% Conv2D mixed_1/tower_2/conv/Conv2D
65625.280 470.400104899.200 0.366% 51.490% Conv2D mixed_1/tower_1/conv_1/Conv2D
66095.680 313.60069932.800 0.244% 51.734% BiasAdd mixed_1/tower_2/conv/batchnorm
66409.280 313.60069932.800 0.244% 51.978% Relu mixed_1/tower_2/conv
66722.880 470.400104899.200 0.366% 52.345% BiasAdd mixed_1/tower_1/conv_1/batchnorm
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% BiasAdd mixed_1/tower/conv_1/batchnorm
68290.880 313.60069932.800 0.244% 53.444% Relu mixed_1/tower/conv_1
68604.480 470.400104899.200 0.366% 53.811% Conv2D mixed_1/tower_1/conv_2/Conv2D
69074.880 470.400104899.200 0.366% 54.177% BiasAdd mixed_1/tower_1/conv_2/batchnorm
69545.280 470.400104899.200 0.366% 54.544% Relu mixed_1/tower_1/conv_2
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
71740.480 235.20052449.600 0.183% 56.070% Conv2D mixed_2/tower/conv/Conv2D
71975.680 313.60069932.800 0.244% 56.315% BiasAdd mixed_2/tower_1/conv/batchnorm
72289.280 235.20052449.600 0.183% 56.498% BiasAdd mixed_2/tower/conv/batchnorm
72524.480 313.60069932.800 0.244% 56.742% Relu mixed_2/tower_1/conv
72838.080 235.20052449.600 0.183% 56.926% Relu mixed_2/tower/conv
73073.280 313.60069932.800 0.244% 57.170% Conv2D mixed_2/conv/Conv2D
73386.880 313.60069932.800 0.244% 57.414% BiasAdd mixed_2/conv/batchnorm
73700.480 313.60069932.800 0.244% 57.658% Relu mixed_2/conv
74014.080 1411.200314697.600 1.099% 58.758% AvgPool mixed_2/tower_2/pool
75425.280 470.400104899.200 0.366% 59.124% Conv2D mixed_2/tower_1/conv_1/Conv2D
75895.680 470.400104899.200 0.366% 59.491% BiasAdd mixed_2/tower_1/conv_1/batchnorm
76366.080 313.60069932.800 0.244% 59.735% Conv2D mixed_2/tower_2/conv/Conv2D
76679.680 470.400104899.200 0.366% 60.101% Relu mixed_2/tower_1/conv_1
77150.080 313.60069932.800 0.244% 60.346% BiasAdd mixed_2/tower_2/conv/batchnorm
77463.680 313.60069932.800 0.244% 60.590% Relu mixed_2/tower_2/conv
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% BiasAdd mixed_2/tower/conv_1/batchnorm
78404.480 313.60069932.800 0.244% 61.323% Relu mixed_2/tower/conv_1
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% BiasAdd mixed_2/tower_1/conv_2/batchnorm
79658.880 470.400104899.200 0.366% 62.422% Relu mixed_2/tower_1/conv_2
80129.280 1411.200314697.600 1.099% 63.522% Concat mixed_2/join
81540.480 332.92874242.944 0.259% 63.781% MaxPool mixed_3/pool
81873.408 313.60069932.800 0.244% 64.025% Conv2D mixed_3/tower/conv/Conv2D
82187.008 313.60069932.800 0.244% 64.270% BiasAdd mixed_3/tower/conv/batchnorm
82500.608 313.60069932.800 0.244% 64.514% Relu mixed_3/tower/conv
82814.208 443.90498990.592 0.346% 64.860% Conv2D mixed_3/conv/Conv2D
83258.112 443.90498990.592 0.346% 65.206% BiasAdd mixed_3/conv/batchnorm
83702.016 443.90498990.592 0.346% 65.551% Relu mixed_3/conv
84145.920 470.400104899.200 0.366% 65.918% Conv2D mixed_3/tower/conv_1/Conv2D
84616.320 470.400104899.200 0.366% 66.284% BiasAdd mixed_3/tower/conv_1/batchnorm
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% BiasAdd mixed_3/tower/conv_2/batchnorm
85779.072 110.97624747.648 0.086% 66.910% Relu mixed_3/tower/conv_2
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_1/conv/Conv2D
87813.632 147.96832996.864 0.115% 68.524% Conv2D mixed_4/tower/conv/Conv2D
87961.600 221.95249495.296 0.173% 68.697% Conv2D mixed_4/conv/Conv2D
88183.552 147.96832996.864 0.115% 68.812% BiasAdd mixed_4/tower_1/conv/batchnorm
88331.520 147.96832996.864 0.115% 68.927% BiasAdd mixed_4/tower/conv/batchnorm
88479.488 147.96832996.864 0.115% 69.043% Relu mixed_4/tower_1/conv
88627.456 221.95249495.296 0.173% 69.215% Conv2D mixed_4/tower_2/conv/Conv2D
88849.408 147.96832996.864 0.115% 69.331% Relu mixed_4/tower/conv
88997.376 221.95249495.296 0.173% 69.504% BiasAdd mixed_4/conv/batchnorm
89219.328 221.95249495.296 0.173% 69.677% BiasAdd mixed_4/tower_2/conv/batchnorm
89441.280 221.95249495.296 0.173% 69.849% Relu mixed_4/conv
89663.232 221.95249495.296 0.173% 70.022% Relu mixed_4/tower_2/conv
89885.184 147.96832996.864 0.115% 70.138% Conv2D mixed_4/tower_1/conv_1/Conv2D
90033.152 147.96832996.864 0.115% 70.253% BiasAdd mixed_4/tower_1/conv_1/batchnorm
90181.120 147.96832996.864 0.115% 70.368% Relu mixed_4/tower_1/conv_1
90329.088 147.96832996.864 0.115% 70.483% Conv2D mixed_4/tower/conv_1/Conv2D
90477.056 147.96832996.864 0.115% 70.599% BiasAdd mixed_4/tower/conv_1/batchnorm
90625.024 147.96832996.864 0.115% 70.714% Relu mixed_4/tower/conv_1
90772.992 147.96832996.864 0.115% 70.829% Conv2D mixed_4/tower_1/conv_2/Conv2D
90920.960 147.96832996.864 0.115% 70.945% BiasAdd mixed_4/tower_1/conv_2/batchnorm
91068.928 147.96832996.864 0.115% 71.060% Relu mixed_4/tower_1/conv_2
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% BiasAdd mixed_4/tower/conv_2/batchnorm
91660.800 221.95249495.296 0.173% 71.579% Relu mixed_4/tower/conv_2
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% BiasAdd mixed_4/tower_1/conv_3/batchnorm
92178.688 147.96832996.864 0.115% 71.924% Relu mixed_4/tower_1/conv_3
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% BiasAdd mixed_4/tower_1/conv_4/batchnorm
92770.560 221.95249495.296 0.173% 72.443% Relu mixed_4/tower_1/conv_4
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
94768.128 184.96041246.080 0.144% 73.970% Conv2D mixed_5/tower_1/conv/Conv2D
94953.088 221.95249495.296 0.173% 74.143% Conv2D mixed_5/conv/Conv2D
95175.040 184.96041246.080 0.144% 74.287% Conv2D mixed_5/tower/conv/Conv2D
95360.000 184.96041246.080 0.144% 74.431% BiasAdd mixed_5/tower_1/conv/batchnorm
95544.960 184.96041246.080 0.144% 74.576% Relu mixed_5/tower_1/conv
95729.920 221.95249495.296 0.173% 74.748% BiasAdd mixed_5/conv/batchnorm
95951.872 184.96041246.080 0.144% 74.893% BiasAdd mixed_5/tower/conv/batchnorm
96136.832 221.95249495.296 0.173% 75.065% Relu mixed_5/conv
96358.784 184.96041246.080 0.144% 75.210% Relu mixed_5/tower/conv
96543.744 221.95249495.296 0.173% 75.382% Conv2D mixed_5/tower_2/conv/Conv2D
96765.696 221.95249495.296 0.173% 75.555% BiasAdd mixed_5/tower_2/conv/batchnorm
96987.648 221.95249495.296 0.173% 75.728% Relu mixed_5/tower_2/conv
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% BiasAdd mixed_5/tower_1/conv_1/batchnorm
97579.520 184.96041246.080 0.144% 76.160% Relu mixed_5/tower_1/conv_1
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% BiasAdd mixed_5/tower/conv_1/batchnorm
98134.400 184.96041246.080 0.144% 76.593% Relu mixed_5/tower/conv_1
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% BiasAdd mixed_5/tower_1/conv_2/batchnorm
98689.280 184.96041246.080 0.144% 77.025% Relu mixed_5/tower_1/conv_2
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% BiasAdd mixed_5/tower/conv_2/batchnorm
99318.144 221.95249495.296 0.173% 77.544% Relu mixed_5/tower/conv_2
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% BiasAdd mixed_5/tower_1/conv_3/batchnorm
99910.016 184.96041246.080 0.144% 77.976% Relu mixed_5/tower_1/conv_3
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% BiasAdd mixed_5/tower_1/conv_4/batchnorm
100538.880 221.95249495.296 0.173% 78.495% Relu mixed_5/tower_1/conv_4
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
102536.448 221.95249495.296 0.173% 80.051% Conv2D mixed_6/conv/Conv2D
102758.400 184.96041246.080 0.144% 80.195% Conv2D mixed_6/tower_1/conv/Conv2D
102943.360 184.96041246.080 0.144% 80.339% Conv2D mixed_6/tower/conv/Conv2D
103128.320 221.95249495.296 0.173% 80.512% Conv2D mixed_6/tower_2/conv/Conv2D
103350.272 221.95249495.296 0.173% 80.685% BiasAdd mixed_6/conv/batchnorm
103572.224 184.96041246.080 0.144% 80.829% BiasAdd mixed_6/tower_1/conv/batchnorm
103757.184 184.96041246.080 0.144% 80.973% BiasAdd mixed_6/tower/conv/batchnorm
103942.144 221.95249495.296 0.173% 81.146% Relu mixed_6/conv
104164.096 184.96041246.080 0.144% 81.290% Relu mixed_6/tower_1/conv
104349.056 221.95249495.296 0.173% 81.463% BiasAdd mixed_6/tower_2/conv/batchnorm
104571.008 184.96041246.080 0.144% 81.607% Relu mixed_6/tower/conv
104755.968 221.95249495.296 0.173% 81.780% Relu mixed_6/tower_2/conv
104977.920 184.96041246.080 0.144% 81.924% Conv2D mixed_6/tower_1/conv_1/Conv2D
105162.880 184.96041246.080 0.144% 82.068% BiasAdd mixed_6/tower_1/conv_1/batchnorm
105347.840 184.96041246.080 0.144% 82.212% Relu mixed_6/tower_1/conv_1
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% BiasAdd mixed_6/tower/conv_1/batchnorm
105902.720 184.96041246.080 0.144% 82.644% Relu mixed_6/tower/conv_1
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% BiasAdd mixed_6/tower_1/conv_2/batchnorm
106457.600 184.96041246.080 0.144% 83.077% Relu mixed_6/tower_1/conv_2
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% BiasAdd mixed_6/tower/conv_2/batchnorm
107086.464 221.95249495.296 0.173% 83.595% Relu mixed_6/tower/conv_2
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% BiasAdd mixed_6/tower_1/conv_3/batchnorm
107678.336 184.96041246.080 0.144% 84.028% Relu mixed_6/tower_1/conv_3
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% BiasAdd mixed_6/tower_1/conv_4/batchnorm
108307.200 221.95249495.296 0.173% 84.546% Relu mixed_6/tower_1/conv_4
108529.152 887.808197981.184 0.692% 85.238% Concat mixed_6/join
109416.960 887.808197981.184 0.692% 85.930% AvgPool mixed_7/tower_2/pool
110304.768 221.95249495.296 0.173% 86.103% Conv2D mixed_7/tower_1/conv/Conv2D
110526.720 221.95249495.296 0.173% 86.275% Conv2D mixed_7/conv/Conv2D
110748.672 221.95249495.296 0.173% 86.448% BiasAdd mixed_7/tower_1/conv/batchnorm
110970.624 221.95249495.296 0.173% 86.621% Relu mixed_7/tower_1/conv
111192.576 221.95249495.296 0.173% 86.794% Conv2D mixed_7/tower/conv/Conv2D
111414.528 221.95249495.296 0.173% 86.967% Conv2D mixed_7/tower_2/conv/Conv2D
111636.480 221.95249495.296 0.173% 87.140% BiasAdd mixed_7/conv/batchnorm
111858.432 221.95249495.296 0.173% 87.313% BiasAdd mixed_7/tower/conv/batchnorm
112080.384 221.95249495.296 0.173% 87.486% Relu mixed_7/conv
112302.336 221.95249495.296 0.173% 87.659% BiasAdd mixed_7/tower_2/conv/batchnorm
112524.288 221.95249495.296 0.173% 87.832% Relu mixed_7/tower/conv
112746.240 221.95249495.296 0.173% 88.004% Relu mixed_7/tower_2/conv
112968.192 221.95249495.296 0.173% 88.177% Conv2D mixed_7/tower_1/conv_1/Conv2D
113190.144 221.95249495.296 0.173% 88.350% BiasAdd mixed_7/tower_1/conv_1/batchnorm
113412.096 221.95249495.296 0.173% 88.523% Relu mixed_7/tower_1/conv_1
113634.048 221.95249495.296 0.173% 88.696% Conv2D mixed_7/tower/conv_1/Conv2D
113856.000 221.95249495.296 0.173% 88.869% BiasAdd mixed_7/tower/conv_1/batchnorm
114077.952 221.95249495.296 0.173% 89.042% Relu mixed_7/tower/conv_1
114299.904 221.95249495.296 0.173% 89.215% Conv2D mixed_7/tower_1/conv_2/Conv2D
114521.856 221.95249495.296 0.173% 89.388% BiasAdd mixed_7/tower_1/conv_2/batchnorm
114743.808 221.95249495.296 0.173% 89.561% Relu mixed_7/tower_1/conv_2
114965.760 221.95249495.296 0.173% 89.734% Conv2D mixed_7/tower/conv_2/Conv2D
115187.712 221.95249495.296 0.173% 89.906% BiasAdd mixed_7/tower/conv_2/batchnorm
115409.664 221.95249495.296 0.173% 90.079% Relu mixed_7/tower/conv_2
115631.616 221.95249495.296 0.173% 90.252% Conv2D mixed_7/tower_1/conv_3/Conv2D
115853.568 221.95249495.296 0.173% 90.425% BiasAdd mixed_7/tower_1/conv_3/batchnorm
116075.520 221.95249495.296 0.173% 90.598% Relu mixed_7/tower_1/conv_3
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% BiasAdd mixed_7/tower_1/conv_4/batchnorm
116741.376 221.95249495.296 0.173% 91.117% Relu mixed_7/tower_1/conv_4
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
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% BiasAdd mixed_8/tower_1/conv/batchnorm
118491.648 221.95249495.296 0.173% 92.480% Relu mixed_8/tower_1/conv
118713.600 221.95249495.296 0.173% 92.653% Conv2D mixed_8/tower/conv/Conv2D
118935.552 221.95249495.296 0.173% 92.826% BiasAdd mixed_8/tower/conv/batchnorm
119157.504 221.95249495.296 0.173% 92.999% Relu mixed_8/tower/conv
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% BiasAdd mixed_8/tower_1/conv_1/batchnorm
119823.360 221.95249495.296 0.173% 93.518% Relu mixed_8/tower_1/conv_1
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% BiasAdd mixed_8/tower/conv_1/batchnorm
120209.152 81.92018268.160 0.064% 93.709% Relu mixed_8/tower/conv_1
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% BiasAdd mixed_8/tower_1/conv_2/batchnorm
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% BiasAdd mixed_8/tower_1/conv_3/batchnorm
121055.232 49.15210960.896 0.038% 94.343% Relu mixed_8/tower_1/conv_3
121104.384 327.68073072.640 0.255% 94.598% Concat mixed_8/join
121432.064 327.68073072.640 0.255% 94.853% AvgPool mixed_9/tower_2/pool
121759.744 114.68825575.424 0.089% 94.943% Conv2D mixed_9/tower_1/conv/Conv2D
121874.432 114.68825575.424 0.089% 95.032% BiasAdd mixed_9/tower_1/conv/batchnorm
121989.120 114.68825575.424 0.089% 95.121% Relu mixed_9/tower_1/conv
122103.808 81.92018268.160 0.064% 95.185% Conv2D mixed_9/conv/Conv2D
122185.728 81.92018268.160 0.064% 95.249% BiasAdd mixed_9/conv/batchnorm
122267.648 81.92018268.160 0.064% 95.313% Relu mixed_9/conv
122349.568 98.30421921.792 0.077% 95.389% Conv2D mixed_9/tower/conv/Conv2D
122447.872 98.30421921.792 0.077% 95.466% BiasAdd mixed_9/tower/conv/batchnorm
122546.176 98.30421921.792 0.077% 95.543% Relu mixed_9/tower/conv
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% BiasAdd mixed_9/tower_2/conv/batchnorm
122742.784 49.15210960.896 0.038% 95.657% Relu mixed_9/tower_2/conv
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% BiasAdd mixed_9/tower_1/conv_1/batchnorm
122988.544 98.30421921.792 0.077% 95.887% Relu mixed_9/tower_1/conv_1
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% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
123283.456 98.30421921.792 0.077% 96.117% Relu mixed_9/tower/mixed/conv_1
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% BiasAdd mixed_9/tower/mixed/conv/batchnorm
123578.368 98.30421921.792 0.077% 96.347% Relu mixed_9/tower/mixed/conv
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% BiasAdd 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
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% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
124168.192 98.30421921.792 0.077% 96.806% Relu mixed_9/tower_1/mixed/conv
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
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% BiasAdd mixed_10/tower_1/conv/batchnorm
125544.448 49.15210960.896 0.038% 97.840% Conv2D mixed_10/tower_2/conv/Conv2D
125593.600 114.68825575.424 0.089% 97.929% Relu mixed_10/tower_1/conv
125708.288 49.15210960.896 0.038% 97.968% BiasAdd mixed_10/tower_2/conv/batchnorm
125757.440 49.15210960.896 0.038% 98.006% Relu mixed_10/tower_2/conv
125806.592 81.92018268.160 0.064% 98.070% Conv2D mixed_10/conv/Conv2D
125888.512 81.92018268.160 0.064% 98.133% BiasAdd mixed_10/conv/batchnorm
125970.432 81.92018268.160 0.064% 98.197% Relu mixed_10/conv
126052.352 98.30421921.792 0.077% 98.274% Conv2D mixed_10/tower/conv/Conv2D
126150.656 98.30421921.792 0.077% 98.350% BiasAdd mixed_10/tower/conv/batchnorm
126248.960 98.30421921.792 0.077% 98.427% Relu mixed_10/tower/conv
126347.264 98.30421921.792 0.077% 98.504% Conv2D mixed_10/tower_1/conv_1/Conv2D
126445.568 98.30421921.792 0.077% 98.580% BiasAdd mixed_10/tower_1/conv_1/batchnorm
126543.872 98.30421921.792 0.077% 98.657% Relu mixed_10/tower_1/conv_1
126642.176 98.30421921.792 0.077% 98.733% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
126740.480 98.30421921.792 0.077% 98.810% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
126838.784 98.30421921.792 0.077% 98.887% Relu mixed_10/tower/mixed/conv_1
126937.088 98.30421921.792 0.077% 98.963% Conv2D mixed_10/tower/mixed/conv/Conv2D
127035.392 98.30421921.792 0.077% 99.040% BiasAdd mixed_10/tower/mixed/conv/batchnorm
127133.696 98.30421921.792 0.077% 99.116% Relu mixed_10/tower/mixed/conv
127232.000 98.30421921.792 0.077% 99.193% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
127330.304 98.30421921.792 0.077% 99.269% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
127428.608 98.30421921.792 0.077% 99.346% Relu mixed_10/tower_1/mixed/conv_1
127526.912 98.30421921.792 0.077% 99.423% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
127625.216 98.30421921.792 0.077% 99.499% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
127723.520 98.30421921.792 0.077% 99.576% Relu mixed_10/tower_1/mixed/conv
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 4.032 899.136 0.003% 99.994% MatMul softmax/logits/MatMul
128354.304 0.000 0.000 0.000% 99.994% Reshape pool_3/_reshape
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 4.16e+04 ms, 514 nodes defined 514 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% BiasAdd 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% BiasAdd 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% BiasAdd 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% BiasAdd conv_1/batchnorm
38193.536 1705.280380277.440 1.328% 36.410% Relu conv_3
34782.976 1705.280380277.440 1.328% 37.739% Conv2D conv_3/Conv2D
36488.256 1705.280380277.440 1.328% 39.067% BiasAdd conv_3/batchnorm
74014.080 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
64057.280 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
55041.280 940.800209798.400 0.733% 46.848% AvgPool mixed/tower_2/pool
109416.960 887.808197981.184 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
86777.856 887.808197981.184 0.692% 50.998% AvgPool mixed_4/tower_2/pool
100760.832 887.808197981.184 0.692% 51.689% Concat mixed_5/join
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
84616.320 470.400104899.200 0.366% 54.664% BiasAdd mixed_3/tower/conv_1/batchnorm
84145.920 470.400104899.200 0.366% 55.031% Conv2D mixed_3/tower/conv_1/Conv2D
85086.720 470.400104899.200 0.366% 55.397% Relu mixed_3/tower/conv_1
75895.680 470.400104899.200 0.366% 55.764% BiasAdd mixed_2/tower_1/conv_1/batchnorm
79188.480 470.400104899.200 0.366% 56.130% BiasAdd mixed_2/tower_1/conv_2/batchnorm
78718.080 470.400104899.200 0.366% 56.497% Conv2D mixed_2/tower_1/conv_2/Conv2D
76679.680 470.400104899.200 0.366% 56.863% Relu mixed_2/tower_1/conv_1
79658.880 470.400104899.200 0.366% 57.230% Relu mixed_2/tower_1/conv_2
75425.280 470.400104899.200 0.366% 57.596% Conv2D mixed_2/tower_1/conv_1/Conv2D
66722.880 470.400104899.200 0.366% 57.963% BiasAdd mixed_1/tower_1/conv_1/batchnorm
69074.880 470.400104899.200 0.366% 58.329% BiasAdd mixed_1/tower_1/conv_2/batchnorm
68604.480 470.400104899.200 0.366% 58.695% Conv2D mixed_1/tower_1/conv_2/Conv2D
69545.280 470.400104899.200 0.366% 59.062% Relu mixed_1/tower_1/conv_2
65625.280 470.400104899.200 0.366% 59.428% Conv2D mixed_1/tower_1/conv_1/Conv2D
67193.280 470.400104899.200 0.366% 59.795% Relu mixed_1/tower_1/conv_1
59274.880 470.400104899.200 0.366% 60.161% BiasAdd mixed/tower_1/conv_2/batchnorm
58804.480 470.400104899.200 0.366% 60.528% Conv2D mixed/tower_1/conv_2/Conv2D
55982.080 470.400104899.200 0.366% 60.894% Conv2D mixed/tower_1/conv_1/Conv2D
56452.480 470.400104899.200 0.366% 61.261% BiasAdd mixed/tower_1/conv_1/batchnorm
57236.480 470.400104899.200 0.366% 61.627% Relu mixed/tower_1/conv_1
59745.280 470.400104899.200 0.366% 61.993% Relu mixed/tower_1/conv_2
82814.208 443.90498990.592 0.346% 62.339% Conv2D mixed_3/conv/Conv2D
83702.016 443.90498990.592 0.346% 62.685% Relu mixed_3/conv
83258.112 443.90498990.592 0.346% 63.031% BiasAdd mixed_3/conv/batchnorm
81540.480 332.92874242.944 0.259% 63.290% MaxPool mixed_3/pool
121432.064 327.68073072.640 0.255% 63.546% AvgPool mixed_9/tower_2/pool
121104.384 327.68073072.640 0.255% 63.801% Concat mixed_8/join
81873.408 313.60069932.800 0.244% 64.045% Conv2D mixed_3/tower/conv/Conv2D
82187.008 313.60069932.800 0.244% 64.289% BiasAdd mixed_3/tower/conv/batchnorm
82500.608 313.60069932.800 0.244% 64.534% Relu mixed_3/tower/conv
77463.680 313.60069932.800 0.244% 64.778% Relu mixed_2/tower_2/conv
76366.080 313.60069932.800 0.244% 65.022% Conv2D mixed_2/tower_2/conv/Conv2D
77150.080 313.60069932.800 0.244% 65.267% BiasAdd mixed_2/tower_2/conv/batchnorm
72524.480 313.60069932.800 0.244% 65.511% Relu mixed_2/tower_1/conv
71426.880 313.60069932.800 0.244% 65.755% Conv2D mixed_2/tower_1/conv/Conv2D
71975.680 313.60069932.800 0.244% 66.000% BiasAdd mixed_2/tower_1/conv/batchnorm
78090.880 313.60069932.800 0.244% 66.244% BiasAdd mixed_2/tower/conv_1/batchnorm
77777.280 313.60069932.800 0.244% 66.488% Conv2D mixed_2/tower/conv_1/Conv2D
73073.280 313.60069932.800 0.244% 66.732% Conv2D mixed_2/conv/Conv2D
73700.480 313.60069932.800 0.244% 66.977% Relu mixed_2/conv
73386.880 313.60069932.800 0.244% 67.221% BiasAdd mixed_2/conv/batchnorm
78404.480 313.60069932.800 0.244% 67.465% Relu mixed_2/tower/conv_1
66409.280 313.60069932.800 0.244% 67.710% Relu mixed_1/tower_2/conv
65311.680 313.60069932.800 0.244% 67.954% Conv2D mixed_1/tower_2/conv/Conv2D
62332.480 313.60069932.800 0.244% 68.198% Relu mixed_1/tower_1/conv
66095.680 313.60069932.800 0.244% 68.443% BiasAdd mixed_1/tower_2/conv/batchnorm
61470.080 313.60069932.800 0.244% 68.687% Conv2D mixed_1/tower_1/conv/Conv2D
67977.280 313.60069932.800 0.244% 68.931% BiasAdd mixed_1/tower/conv_1/batchnorm
61783.680 313.60069932.800 0.244% 69.175% BiasAdd mixed_1/tower_1/conv/batchnorm
68290.880 313.60069932.800 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
63743.680 313.60069932.800 0.244% 69.908% Relu mixed_1/conv
63430.080 313.60069932.800 0.244% 70.153% BiasAdd mixed_1/conv/batchnorm
53708.480 313.60069932.800 0.244% 70.397% Relu mixed/tower_1/conv
52454.080 313.60069932.800 0.244% 70.641% Conv2D mixed/tower_1/conv/Conv2D
53081.280 313.60069932.800 0.244% 70.886% BiasAdd mixed/tower_1/conv/batchnorm
57863.680 313.60069932.800 0.244% 71.130% Conv2D mixed/tower/conv_1/Conv2D
58177.280 313.60069932.800 0.244% 71.374% BiasAdd mixed/tower/conv_1/batchnorm
62646.080 313.60069932.800 0.244% 71.618% Conv2D mixed_1/conv/Conv2D
58490.880 313.60069932.800 0.244% 71.863% Relu mixed/tower/conv_1
53394.880 313.60069932.800 0.244% 72.107% BiasAdd mixed/conv/batchnorm
52767.680 313.60069932.800 0.244% 72.351% Conv2D mixed/conv/Conv2D
54022.080 313.60069932.800 0.244% 72.596% Relu mixed/conv
71740.480 235.20052449.600 0.183% 72.779% Conv2D mixed_2/tower/conv/Conv2D
72838.080 235.20052449.600 0.183% 72.962% Relu mixed_2/tower/conv
72289.280 235.20052449.600 0.183% 73.145% BiasAdd mixed_2/tower/conv/batchnorm
62097.280 235.20052449.600 0.183% 73.329% Conv2D mixed_1/tower/conv/Conv2D
62959.680 235.20052449.600 0.183% 73.512% BiasAdd mixed_1/tower/conv/batchnorm
63194.880 235.20052449.600 0.183% 73.695% Relu mixed_1/tower/conv
54335.680 235.20052449.600 0.183% 73.878% Conv2D mixed/tower/conv/Conv2D
54570.880 235.20052449.600 0.183% 74.061% BiasAdd mixed/tower/conv/batchnorm
54806.080 235.20052449.600 0.183% 74.245% Relu mixed/tower/conv
115409.664 221.95249495.296 0.173% 74.418% Relu mixed_7/tower/conv_2
119601.408 221.95249495.296 0.173% 74.590% BiasAdd mixed_8/tower_1/conv_1/batchnorm
120513.024 221.95249495.296 0.173% 74.763% BiasAdd mixed_8/tower_1/conv_2/batchnorm
120291.072 221.95249495.296 0.173% 74.936% Conv2D mixed_8/tower_1/conv_2/Conv2D
120734.976 221.95249495.296 0.173% 75.109% Relu mixed_8/tower_1/conv_2
118491.648 221.95249495.296 0.173% 75.282% Relu mixed_8/tower_1/conv
118047.744 221.95249495.296 0.173% 75.455% Conv2D mixed_8/tower_1/conv/Conv2D
119379.456 221.95249495.296 0.173% 75.628% Conv2D mixed_8/tower_1/conv_1/Conv2D
112302.336 221.95249495.296 0.173% 75.801% BiasAdd mixed_7/tower_2/conv/batchnorm
118269.696 221.95249495.296 0.173% 75.974% BiasAdd mixed_8/tower_1/conv/batchnorm
119823.360 221.95249495.296 0.173% 76.147% Relu mixed_8/tower_1/conv_1
118935.552 221.95249495.296 0.173% 76.320% BiasAdd mixed_8/tower/conv/batchnorm
118713.600 221.95249495.296 0.173% 76.492% Conv2D mixed_8/tower/conv/Conv2D
119157.504 221.95249495.296 0.173% 76.665% Relu mixed_8/tower/conv
114965.760 221.95249495.296 0.173% 76.838% Conv2D mixed_7/tower/conv_2/Conv2D
111414.528 221.95249495.296 0.173% 77.011% Conv2D mixed_7/tower_2/conv/Conv2D
112746.240 221.95249495.296 0.173% 77.184% Relu mixed_7/tower_2/conv
116297.472 221.95249495.296 0.173% 77.357% Conv2D mixed_7/tower_1/conv_4/Conv2D
116519.424 221.95249495.296 0.173% 77.530% BiasAdd mixed_7/tower_1/conv_4/batchnorm
115853.568 221.95249495.296 0.173% 77.703% BiasAdd mixed_7/tower_1/conv_3/batchnorm
115631.616 221.95249495.296 0.173% 77.876% Conv2D mixed_7/tower_1/conv_3/Conv2D
116075.520 221.95249495.296 0.173% 78.049% Relu mixed_7/tower_1/conv_3
116741.376 221.95249495.296 0.173% 78.221% Relu mixed_7/tower_1/conv_4
114299.904 221.95249495.296 0.173% 78.394% Conv2D mixed_7/tower_1/conv_2/Conv2D
114743.808 221.95249495.296 0.173% 78.567% Relu mixed_7/tower_1/conv_2
112968.192 221.95249495.296 0.173% 78.740% Conv2D mixed_7/tower_1/conv_1/Conv2D
113190.144 221.95249495.296 0.173% 78.913% BiasAdd mixed_7/tower_1/conv_1/batchnorm
114521.856 221.95249495.296 0.173% 79.086% BiasAdd mixed_7/tower_1/conv_2/batchnorm
110748.672 221.95249495.296 0.173% 79.259% BiasAdd mixed_7/tower_1/conv/batchnorm
113412.096 221.95249495.296 0.173% 79.432% Relu mixed_7/tower_1/conv_1
110970.624 221.95249495.296 0.173% 79.605% Relu mixed_7/tower_1/conv
110304.768 221.95249495.296 0.173% 79.778% Conv2D mixed_7/tower_1/conv/Conv2D
115187.712 221.95249495.296 0.173% 79.951% BiasAdd mixed_7/tower/conv_2/batchnorm
113856.000 221.95249495.296 0.173% 80.123% BiasAdd mixed_7/tower/conv_1/batchnorm
113634.048 221.95249495.296 0.173% 80.296% Conv2D mixed_7/tower/conv_1/Conv2D
111858.432 221.95249495.296 0.173% 80.469% BiasAdd mixed_7/tower/conv/batchnorm
111636.480 221.95249495.296 0.173% 80.642% BiasAdd mixed_7/conv/batchnorm
111192.576 221.95249495.296 0.173% 80.815% Conv2D mixed_7/tower/conv/Conv2D
112524.288 221.95249495.296 0.173% 80.988% Relu mixed_7/tower/conv
112080.384 221.95249495.296 0.173% 81.161% Relu mixed_7/conv
103128.320 221.95249495.296 0.173% 81.334% Conv2D mixed_6/tower_2/conv/Conv2D
110526.720 221.95249495.296 0.173% 81.507% Conv2D mixed_7/conv/Conv2D
104349.056 221.95249495.296 0.173% 81.680% BiasAdd mixed_6/tower_2/conv/batchnorm
108085.248 221.95249495.296 0.173% 81.852% BiasAdd mixed_6/tower_1/conv_4/batchnorm
104755.968 221.95249495.296 0.173% 82.025% Relu mixed_6/tower_2/conv
108307.200 221.95249495.296 0.173% 82.198% Relu mixed_6/tower_1/conv_4
107863.296 221.95249495.296 0.173% 82.371% Conv2D mixed_6/tower_1/conv_4/Conv2D
114077.952 221.95249495.296 0.173% 82.544% Relu mixed_7/tower/conv_1
106864.512 221.95249495.296 0.173% 82.717% BiasAdd mixed_6/tower/conv_2/batchnorm
107086.464 221.95249495.296 0.173% 82.890% Relu mixed_6/tower/conv_2
106642.560 221.95249495.296 0.173% 83.063% Conv2D mixed_6/tower/conv_2/Conv2D
103942.144 221.95249495.296 0.173% 83.236% Relu mixed_6/conv
103350.272 221.95249495.296 0.173% 83.409% BiasAdd mixed_6/conv/batchnorm
96765.696 221.95249495.296 0.173% 83.582% BiasAdd mixed_5/tower_2/conv/batchnorm
96987.648 221.95249495.296 0.173% 83.754% Relu mixed_5/tower_2/conv
96543.744 221.95249495.296 0.173% 83.927% Conv2D mixed_5/tower_2/conv/Conv2D
100316.928 221.95249495.296 0.173% 84.100% BiasAdd mixed_5/tower_1/conv_4/batchnorm
100538.880 221.95249495.296 0.173% 84.273% Relu mixed_5/tower_1/conv_4
100094.976 221.95249495.296 0.173% 84.446% Conv2D mixed_5/tower_1/conv_4/Conv2D
89219.328 221.95249495.296 0.173% 84.619% BiasAdd mixed_4/tower_2/conv/batchnorm
102536.448 221.95249495.296 0.173% 84.792% Conv2D mixed_6/conv/Conv2D
99096.192 221.95249495.296 0.173% 84.965% BiasAdd mixed_5/tower/conv_2/batchnorm
98874.240 221.95249495.296 0.173% 85.138% Conv2D mixed_5/tower/conv_2/Conv2D
99318.144 221.95249495.296 0.173% 85.311% Relu mixed_5/tower/conv_2
96136.832 221.95249495.296 0.173% 85.484% Relu mixed_5/conv
95729.920 221.95249495.296 0.173% 85.656% BiasAdd mixed_5/conv/batchnorm
88627.456 221.95249495.296 0.173% 85.829% Conv2D mixed_4/tower_2/conv/Conv2D
94953.088 221.95249495.296 0.173% 86.002% Conv2D mixed_5/conv/Conv2D
89663.232 221.95249495.296 0.173% 86.175% Relu mixed_4/tower_2/conv
92770.560 221.95249495.296 0.173% 86.348% Relu mixed_4/tower_1/conv_4
91216.896 221.95249495.296 0.173% 86.521% Conv2D mixed_4/tower/conv_2/Conv2D
91438.848 221.95249495.296 0.173% 86.694% BiasAdd mixed_4/tower/conv_2/batchnorm
91660.800 221.95249495.296 0.173% 86.867% Relu mixed_4/tower/conv_2
92326.656 221.95249495.296 0.173% 87.040% Conv2D mixed_4/tower_1/conv_4/Conv2D
88997.376 221.95249495.296 0.173% 87.213% BiasAdd mixed_4/conv/batchnorm
89441.280 221.95249495.296 0.173% 87.385% Relu mixed_4/conv
87961.600 221.95249495.296 0.173% 87.558% Conv2D mixed_4/conv/Conv2D
92548.608 221.95249495.296 0.173% 87.731% BiasAdd mixed_4/tower_1/conv_4/batchnorm
117851.136 196.60843843.584 0.153% 87.884% MaxPool mixed_8/pool
107493.376 184.96041246.080 0.144% 88.029% BiasAdd 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
104571.008 184.96041246.080 0.144% 88.461% Relu mixed_6/tower/conv
106272.640 184.96041246.080 0.144% 88.605% BiasAdd mixed_6/tower_1/conv_2/batchnorm
106457.600 184.96041246.080 0.144% 88.749% Relu mixed_6/tower_1/conv_2
106087.680 184.96041246.080 0.144% 88.893% Conv2D mixed_6/tower_1/conv_2/Conv2D
105162.880 184.96041246.080 0.144% 89.037% BiasAdd mixed_6/tower_1/conv_1/batchnorm
103572.224 184.96041246.080 0.144% 89.181% BiasAdd mixed_6/tower_1/conv/batchnorm
104977.920 184.96041246.080 0.144% 89.325% Conv2D mixed_6/tower_1/conv_1/Conv2D
105347.840 184.96041246.080 0.144% 89.469% Relu mixed_6/tower_1/conv_1
102758.400 184.96041246.080 0.144% 89.613% Conv2D mixed_6/tower_1/conv/Conv2D
104164.096 184.96041246.080 0.144% 89.758% Relu mixed_6/tower_1/conv
102943.360 184.96041246.080 0.144% 89.902% Conv2D mixed_6/tower/conv/Conv2D
105717.760 184.96041246.080 0.144% 90.046% BiasAdd mixed_6/tower/conv_1/batchnorm
105532.800 184.96041246.080 0.144% 90.190% Conv2D mixed_6/tower/conv_1/Conv2D
103757.184 184.96041246.080 0.144% 90.334% BiasAdd mixed_6/tower/conv/batchnorm
105902.720 184.96041246.080 0.144% 90.478% Relu mixed_6/tower/conv_1
99540.096 184.96041246.080 0.144% 90.622% Conv2D mixed_5/tower_1/conv_3/Conv2D
98504.320 184.96041246.080 0.144% 90.766% BiasAdd mixed_5/tower_1/conv_2/batchnorm
99910.016 184.96041246.080 0.144% 90.910% Relu mixed_5/tower_1/conv_3
97394.560 184.96041246.080 0.144% 91.054% BiasAdd mixed_5/tower_1/conv_1/batchnorm
98689.280 184.96041246.080 0.144% 91.198% Relu mixed_5/tower_1/conv_2
99725.056 184.96041246.080 0.144% 91.343% BiasAdd mixed_5/tower_1/conv_3/batchnorm
97209.600 184.96041246.080 0.144% 91.487% Conv2D mixed_5/tower_1/conv_1/Conv2D
98319.360 184.96041246.080 0.144% 91.631% Conv2D mixed_5/tower_1/conv_2/Conv2D
95544.960 184.96041246.080 0.144% 91.775% Relu mixed_5/tower_1/conv
97579.520 184.96041246.080 0.144% 91.919% Relu mixed_5/tower_1/conv_1
95360.000 184.96041246.080 0.144% 92.063% BiasAdd mixed_5/tower_1/conv/batchnorm
97949.440 184.96041246.080 0.144% 92.207% BiasAdd mixed_5/tower/conv_1/batchnorm
97764.480 184.96041246.080 0.144% 92.351% Conv2D mixed_5/tower/conv_1/Conv2D
96358.784 184.96041246.080 0.144% 92.495% Relu mixed_5/tower/conv
98134.400 184.96041246.080 0.144% 92.639% Relu mixed_5/tower/conv_1
95951.872 184.96041246.080 0.144% 92.783% BiasAdd mixed_5/tower/conv/batchnorm
94768.128 184.96041246.080 0.144% 92.927% Conv2D mixed_5/tower_1/conv/Conv2D
95175.040 184.96041246.080 0.144% 93.072% Conv2D mixed_5/tower/conv/Conv2D
57706.880 156.80034966.400 0.122% 93.194% Relu mixed/tower_2/conv
57079.680 156.80034966.400 0.122% 93.316% BiasAdd mixed/tower_2/conv/batchnorm
56922.880 156.80034966.400 0.122% 93.438% Conv2D mixed/tower_2/conv/Conv2D
92030.720 147.96832996.864 0.115% 93.553% BiasAdd mixed_4/tower_1/conv_3/batchnorm
90920.960 147.96832996.864 0.115% 93.669% BiasAdd mixed_4/tower_1/conv_2/batchnorm
91882.752 147.96832996.864 0.115% 93.784% Conv2D mixed_4/tower_1/conv_3/Conv2D
92178.688 147.96832996.864 0.115% 93.899% Relu mixed_4/tower_1/conv_3
90772.992 147.96832996.864 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
90033.152 147.96832996.864 0.115% 94.245% BiasAdd mixed_4/tower_1/conv_1/batchnorm
90181.120 147.96832996.864 0.115% 94.360% Relu mixed_4/tower_1/conv_1
89885.184 147.96832996.864 0.115% 94.475% Conv2D mixed_4/tower_1/conv_1/Conv2D
88183.552 147.96832996.864 0.115% 94.591% BiasAdd mixed_4/tower_1/conv/batchnorm
87665.664 147.96832996.864 0.115% 94.706% Conv2D mixed_4/tower_1/conv/Conv2D
90477.056 147.96832996.864 0.115% 94.821% BiasAdd mixed_4/tower/conv_1/batchnorm
88479.488 147.96832996.864 0.115% 94.937% Relu mixed_4/tower_1/conv
87813.632 147.96832996.864 0.115% 95.052% Conv2D mixed_4/tower/conv/Conv2D
88331.520 147.96832996.864 0.115% 95.167% BiasAdd mixed_4/tower/conv/batchnorm
88849.408 147.96832996.864 0.115% 95.282% Relu mixed_4/tower/conv
90329.088 147.96832996.864 0.115% 95.398% Conv2D mixed_4/tower/conv_1/Conv2D
90625.024 147.96832996.864 0.115% 95.513% Relu mixed_4/tower/conv_1
121874.432 114.68825575.424 0.089% 95.602% BiasAdd mixed_9/tower_1/conv/batchnorm
121759.744 114.68825575.424 0.089% 95.692% Conv2D mixed_9/tower_1/conv/Conv2D
121989.120 114.68825575.424 0.089% 95.781% Relu mixed_9/tower_1/conv
125593.600 114.68825575.424 0.089% 95.870% Relu mixed_10/tower_1/conv
125315.072 114.68825575.424 0.089% 95.960% Conv2D mixed_10/tower_1/conv/Conv2D
125429.760 114.68825575.424 0.089% 96.049% BiasAdd mixed_10/tower_1/conv/batchnorm
85557.120 110.97624747.648 0.086% 96.135% Conv2D mixed_3/tower/conv_2/Conv2D
85779.072 110.97624747.648 0.086% 96.222% Relu mixed_3/tower/conv_2
85668.096 110.97624747.648 0.086% 96.308% BiasAdd mixed_3/tower/conv_2/batchnorm
122988.544 98.30421921.792 0.077% 96.385% Relu mixed_9/tower_1/conv_1
123774.976 98.30421921.792 0.077% 96.461% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
122791.936 98.30421921.792 0.077% 96.538% Conv2D mixed_9/tower_1/conv_1/Conv2D
123676.672 98.30421921.792 0.077% 96.615% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
124069.888 98.30421921.792 0.077% 96.691% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
123873.280 98.30421921.792 0.077% 96.768% Relu mixed_9/tower_1/mixed/conv_1
123971.584 98.30421921.792 0.077% 96.844% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
122890.240 98.30421921.792 0.077% 96.921% BiasAdd mixed_9/tower_1/conv_1/batchnorm
124168.192 98.30421921.792 0.077% 96.998% Relu mixed_9/tower_1/mixed/conv
123185.152 98.30421921.792 0.077% 97.074% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
123578.368 98.30421921.792 0.077% 97.151% Relu mixed_9/tower/mixed/conv
123283.456 98.30421921.792 0.077% 97.227% Relu mixed_9/tower/mixed/conv_1
123480.064 98.30421921.792 0.077% 97.304% BiasAdd mixed_9/tower/mixed/conv/batchnorm
123381.760 98.30421921.792 0.077% 97.380% Conv2D mixed_9/tower/mixed/conv/Conv2D
123086.848 98.30421921.792 0.077% 97.457% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
122349.568 98.30421921.792 0.077% 97.534% Conv2D mixed_9/tower/conv/Conv2D
122447.872 98.30421921.792 0.077% 97.610% BiasAdd mixed_9/tower/conv/batchnorm
122546.176 98.30421921.792 0.077% 97.687% Relu mixed_9/tower/conv
127723.520 98.30421921.792 0.077% 97.763% Relu mixed_10/tower_1/mixed/conv
127526.912 98.30421921.792 0.077% 97.840% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
127330.304 98.30421921.792 0.077% 97.917% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
127625.216 98.30421921.792 0.077% 97.993% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
127428.608 98.30421921.792 0.077% 98.070% Relu mixed_10/tower_1/mixed/conv_1
127232.000 98.30421921.792 0.077% 98.146% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
126445.568 98.30421921.792 0.077% 98.223% BiasAdd mixed_10/tower_1/conv_1/batchnorm
126838.784 98.30421921.792 0.077% 98.299% Relu mixed_10/tower/mixed/conv_1
126642.176 98.30421921.792 0.077% 98.376% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
126543.872 98.30421921.792 0.077% 98.453% Relu mixed_10/tower_1/conv_1
126740.480 98.30421921.792 0.077% 98.529% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
126150.656 98.30421921.792 0.077% 98.606% BiasAdd mixed_10/tower/conv/batchnorm
127035.392 98.30421921.792 0.077% 98.682% BiasAdd mixed_10/tower/mixed/conv/batchnorm
126937.088 98.30421921.792 0.077% 98.759% Conv2D mixed_10/tower/mixed/conv/Conv2D
126248.960 98.30421921.792 0.077% 98.835% Relu mixed_10/tower/conv
127133.696 98.30421921.792 0.077% 98.912% Relu mixed_10/tower/mixed/conv
126052.352 98.30421921.792 0.077% 98.989% Conv2D mixed_10/tower/conv/Conv2D
126347.264 98.30421921.792 0.077% 99.065% Conv2D mixed_10/tower_1/conv_1/Conv2D
122103.808 81.92018268.160 0.064% 99.129% Conv2D mixed_9/conv/Conv2D
122185.728 81.92018268.160 0.064% 99.193% BiasAdd mixed_9/conv/batchnorm
122267.648 81.92018268.160 0.064% 99.257% Relu mixed_9/conv
120127.232 81.92018268.160 0.064% 99.320% BiasAdd mixed_8/tower/conv_1/batchnorm
120045.312 81.92018268.160 0.064% 99.384% Conv2D mixed_8/tower/conv_1/Conv2D
120209.152 81.92018268.160 0.064% 99.448% Relu mixed_8/tower/conv_1
125806.592 81.92018268.160 0.064% 99.512% Conv2D mixed_10/conv/Conv2D
125888.512 81.92018268.160 0.064% 99.576% BiasAdd mixed_10/conv/batchnorm
125970.432 81.92018268.160 0.064% 99.640% Relu mixed_10/conv
122693.632 49.15210960.896 0.038% 99.678% BiasAdd mixed_9/tower_2/conv/batchnorm
122742.784 49.15210960.896 0.038% 99.716% Relu mixed_9/tower_2/conv
121055.232 49.15210960.896 0.038% 99.754% Relu mixed_8/tower_1/conv_3
122644.480 49.15210960.896 0.038% 99.793% Conv2D mixed_9/tower_2/conv/Conv2D
120956.928 49.15210960.896 0.038% 99.831% Conv2D mixed_8/tower_1/conv_3/Conv2D
121006.080 49.15210960.896 0.038% 99.869% BiasAdd mixed_8/tower_1/conv_3/batchnorm
125757.440 49.15210960.896 0.038% 99.908% Relu mixed_10/tower_2/conv
125544.448 49.15210960.896 0.038% 99.946% Conv2D mixed_10/tower_2/conv/Conv2D
125708.288 49.15210960.896 0.038% 99.984% BiasAdd mixed_10/tower_2/conv/batchnorm
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_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
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/conv/Conv2D_bn_offset
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/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params
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/Conv2D_bn_offset
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_8/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params
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_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const pool_3/_reshape/shape
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
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_8/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const softmax/biases
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/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset
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% _SOURCE
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params
128354.304 0.000 0.000 0.000% 100.000% Reshape pool_3/_reshape
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
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset
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_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset
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/tower/conv_2/Conv2D_bn_offset
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_4/tower_2/conv/Conv2D_bn_offset
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_5/tower_2/conv/conv2d_params
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_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset
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_2/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset
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_5/tower/conv/conv2d_params
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/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
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_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset
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_1/conv_1/Conv2D_bn_offset
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_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/join/concat_dim
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/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_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset
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_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params
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_2/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
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_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/Conv2D_bn_offset
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/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset
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_10/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
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 softmax/weights
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
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/Conv2D_bn_offset
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/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset
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/conv2d_params
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_1/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset
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/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset
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/Conv2D_bn_offset
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 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/tower_1/conv_2/conv2d_params
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset
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/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params
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/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params
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/conv/Conv2D_bn_offset
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 conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params
I tensorflow/core/util/stat_summarizer.cc:354]
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