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vade/Optimized_Quantized_Eightbit.txt

Created November 21, 2016 17:44
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Inception V3 Benchmark - Macbook Pro 2.8 GHz Intel Core i7 - Inference Optimized + Quantized eight bit
Raw
Optimized_Quantized_Eightbit.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 + Quantizer with mode eightbit
Output of custom app running TF, 222 frames took 63.174700 seconds
I tensorflow/core/util/stat_summarizer.cc:33] StatSummarizer found 1282 nodes
I tensorflow/core/util/stat_summarizer.cc:353] Total time (us): curr=108301617 count=11 runs, avg 1.083e+05 ms, 1282 nodes defined 1282 nodes observed
23220669.5 avg KB per run.
============ By run order (ms) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 1.063 49.708 0.046% 0.046% _SOURCE
1.552 0.740 2.794 0.003% 0.048% Const mixed_3/join/concat_dim
2.295 0.003 0.692 0.001% 0.049% Const mixed_2/join/concat_dim
2.300 0.002 0.682 0.001% 0.050% Const mixed_1/join/concat_dim
2.303 0.002 0.638 0.001% 0.050% Const mixed/join/concat_dim
2.306 0.003 1.029 0.001% 0.051% Const conv/conv2d_params_quint8_const
2.310 0.002 2.096 0.002% 0.053% Const conv/conv2d_params_min
2.313 0.002 0.590 0.001% 0.054% Const conv/conv2d_params_max
2.316 0.002 0.724 0.001% 0.054% Const conv/Conv2D_eightbit_reshape_dims
2.320 0.002 0.767 0.001% 0.055% Const conv/Conv2D_eightbit_reduction_dims
2.323 0.003 1.921 0.002% 0.057% Const conv/Conv2D_bn_offset_quint8_const
2.327 0.002 3.324 0.003% 0.060% Const conv/Conv2D_bn_offset_min
2.330 0.002 0.565 0.001% 0.061% Const conv/Conv2D_bn_offset_max
2.333 0.003 0.702 0.001% 0.061% Const conv_1/conv2d_params_quint8_const
2.337 0.002 3.536 0.003% 0.064% Const conv_1/conv2d_params_min
2.340 0.002 0.561 0.001% 0.065% Const conv_1/conv2d_params_max
2.343 0.002 0.632 0.001% 0.066% Const conv_1/Conv2D_bn_offset_quint8_const
2.347 0.002 0.515 0.000% 0.066% Const conv_1/Conv2D_bn_offset_min
2.350 0.001 0.493 0.000% 0.066% Const conv_1/Conv2D_bn_offset_max
2.353 0.002 3.821 0.004% 0.070% Const conv_2/conv2d_params_quint8_const
2.356 0.002 3.818 0.004% 0.074% Const conv_2/conv2d_params_min
2.359 0.002 0.537 0.000% 0.074% Const conv_2/conv2d_params_max
2.362 0.002 0.638 0.001% 0.075% Const conv_2/Conv2D_bn_offset_quint8_const
2.365 0.002 0.629 0.001% 0.075% Const conv_2/Conv2D_bn_offset_min
2.368 0.002 0.516 0.000% 0.076% Const conv_2/Conv2D_bn_offset_max
2.371 0.002 0.707 0.001% 0.076% Const conv_3/conv2d_params_quint8_const
2.375 0.001 0.529 0.000% 0.077% Const conv_3/conv2d_params_min
2.377 0.002 2.920 0.003% 0.079% Const conv_3/conv2d_params_max
2.380 0.003 0.609 0.001% 0.080% Const conv_3/Conv2D_bn_offset_quint8_const
2.384 0.001 0.479 0.000% 0.080% Const conv_3/Conv2D_bn_offset_min
2.387 0.002 0.694 0.001% 0.081% Const conv_3/Conv2D_bn_offset_max
2.390 0.002 0.674 0.001% 0.082% Const conv_4/conv2d_params_quint8_const
2.393 0.002 0.507 0.000% 0.082% Const conv_4/conv2d_params_min
2.397 0.002 0.491 0.000% 0.083% Const conv_4/conv2d_params_max
2.400 0.002 0.648 0.001% 0.083% Const conv_4/Conv2D_bn_offset_quint8_const
2.403 0.002 0.529 0.000% 0.084% Const conv_4/Conv2D_bn_offset_min
2.406 0.002 0.474 0.000% 0.084% Const conv_4/Conv2D_bn_offset_max
2.409 0.003 0.670 0.001% 0.085% Const mixed/conv/conv2d_params_quint8_const
2.413 0.002 0.485 0.000% 0.085% Const mixed/conv/conv2d_params_min
2.416 0.002 0.477 0.000% 0.086% Const mixed/conv/conv2d_params_max
2.419 0.002 3.059 0.003% 0.089% Const mixed/conv/Conv2D_bn_offset_quint8_const
2.422 0.002 0.547 0.001% 0.089% Const mixed/conv/Conv2D_bn_offset_min
2.425 0.002 0.486 0.000% 0.089% Const mixed/conv/Conv2D_bn_offset_max
2.428 0.003 0.686 0.001% 0.090% Const mixed/tower/conv/conv2d_params_quint8_const
2.432 0.002 0.529 0.000% 0.091% Const mixed/tower/conv/conv2d_params_min
2.435 0.002 0.570 0.001% 0.091% Const mixed/tower/conv/conv2d_params_max
2.438 0.002 0.591 0.001% 0.092% Const mixed/tower/conv/Conv2D_bn_offset_quint8_const
2.442 0.002 0.509 0.000% 0.092% Const mixed/tower/conv/Conv2D_bn_offset_min
2.445 0.002 0.484 0.000% 0.093% Const mixed/tower/conv/Conv2D_bn_offset_max
2.448 0.002 3.140 0.003% 0.095% Const mixed/tower/conv_1/conv2d_params_quint8_const
2.452 0.002 0.498 0.000% 0.096% Const mixed/tower/conv_1/conv2d_params_min
2.455 0.002 0.538 0.000% 0.096% Const mixed/tower/conv_1/conv2d_params_max
2.458 0.002 0.581 0.001% 0.097% Const mixed/tower/conv_1/Conv2D_bn_offset_quint8_const
2.461 0.002 0.489 0.000% 0.097% Const mixed/tower/conv_1/Conv2D_bn_offset_min
2.465 0.001 0.487 0.000% 0.098% Const mixed/tower/conv_1/Conv2D_bn_offset_max
2.468 0.002 0.719 0.001% 0.099% Const mixed/tower_1/conv/conv2d_params_quint8_const
2.471 0.002 0.508 0.000% 0.099% Const mixed/tower_1/conv/conv2d_params_min
2.475 0.001 0.471 0.000% 0.099% Const mixed/tower_1/conv/conv2d_params_max
2.478 0.002 0.619 0.001% 0.100% Const mixed/tower_1/conv/Conv2D_bn_offset_quint8_const
2.481 0.002 0.568 0.001% 0.101% Const mixed/tower_1/conv/Conv2D_bn_offset_min
2.484 0.002 0.519 0.000% 0.101% Const mixed/tower_1/conv/Conv2D_bn_offset_max
2.487 0.002 0.690 0.001% 0.102% Const mixed/tower_1/conv_1/conv2d_params_quint8_const
2.490 0.002 0.472 0.000% 0.102% Const mixed/tower_1/conv_1/conv2d_params_min
2.493 0.002 0.505 0.000% 0.103% Const mixed/tower_1/conv_1/conv2d_params_max
2.496 0.002 0.575 0.001% 0.103% Const mixed/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.500 0.002 0.665 0.001% 0.104% Const mixed/tower_1/conv_1/Conv2D_bn_offset_min
2.503 0.002 0.699 0.001% 0.104% Const mixed/tower_1/conv_1/Conv2D_bn_offset_max
2.507 0.002 0.677 0.001% 0.105% Const mixed/tower_1/conv_2/conv2d_params_quint8_const
2.510 0.002 0.490 0.000% 0.105% Const mixed/tower_1/conv_2/conv2d_params_min
2.513 0.002 0.435 0.000% 0.106% Const mixed/tower_1/conv_2/conv2d_params_max
2.516 0.002 0.655 0.001% 0.106% Const mixed/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.519 0.002 3.393 0.003% 0.110% Const mixed/tower_1/conv_2/Conv2D_bn_offset_min
2.522 0.002 0.476 0.000% 0.110% Const mixed/tower_1/conv_2/Conv2D_bn_offset_max
2.525 0.002 0.676 0.001% 0.111% Const mixed/tower_2/conv/conv2d_params_quint8_const
2.529 0.002 0.502 0.000% 0.111% Const mixed/tower_2/conv/conv2d_params_min
2.532 0.001 0.526 0.000% 0.112% Const mixed/tower_2/conv/conv2d_params_max
2.535 0.002 0.555 0.001% 0.112% Const mixed/tower_2/conv/Conv2D_bn_offset_quint8_const
2.538 0.002 0.485 0.000% 0.113% Const mixed/tower_2/conv/Conv2D_bn_offset_min
2.541 0.002 0.455 0.000% 0.113% Const mixed/tower_2/conv/Conv2D_bn_offset_max
2.544 0.002 0.801 0.001% 0.114% Const mixed_1/conv/conv2d_params_quint8_const
2.548 0.001 0.489 0.000% 0.114% Const mixed_1/conv/conv2d_params_min
2.551 0.001 0.491 0.000% 0.115% Const mixed_1/conv/conv2d_params_max
2.553 0.003 0.584 0.001% 0.115% Const mixed_1/conv/Conv2D_bn_offset_quint8_const
2.557 0.002 0.515 0.000% 0.116% Const mixed_1/conv/Conv2D_bn_offset_min
2.560 0.002 0.519 0.000% 0.116% Const mixed_1/conv/Conv2D_bn_offset_max
2.563 0.002 0.681 0.001% 0.117% Const mixed_1/tower/conv/conv2d_params_quint8_const
2.566 0.002 0.492 0.000% 0.117% Const mixed_1/tower/conv/conv2d_params_min
2.569 0.002 0.529 0.000% 0.118% Const mixed_1/tower/conv/conv2d_params_max
2.572 0.002 0.582 0.001% 0.118% Const mixed_1/tower/conv/Conv2D_bn_offset_quint8_const
2.575 0.002 0.492 0.000% 0.119% Const mixed_1/tower/conv/Conv2D_bn_offset_min
2.578 0.002 0.513 0.000% 0.119% Const mixed_1/tower/conv/Conv2D_bn_offset_max
2.581 0.002 0.600 0.001% 0.120% Const mixed_1/tower/conv_1/conv2d_params_quint8_const
2.585 0.001 0.469 0.000% 0.120% Const mixed_1/tower/conv_1/conv2d_params_min
2.587 0.002 0.472 0.000% 0.121% Const mixed_1/tower/conv_1/conv2d_params_max
2.590 0.002 0.662 0.001% 0.121% Const mixed_1/tower/conv_1/Conv2D_bn_offset_quint8_const
2.593 0.002 0.517 0.000% 0.122% Const mixed_1/tower/conv_1/Conv2D_bn_offset_min
2.596 0.002 0.490 0.000% 0.122% Const mixed_1/tower/conv_1/Conv2D_bn_offset_max
2.599 0.003 0.648 0.001% 0.123% Const mixed_1/tower_1/conv/conv2d_params_quint8_const
2.603 0.002 0.506 0.000% 0.123% Const mixed_1/tower_1/conv/conv2d_params_min
2.606 0.001 0.518 0.000% 0.124% Const mixed_1/tower_1/conv/conv2d_params_max
2.608 0.003 0.836 0.001% 0.124% Const mixed_1/tower_1/conv/Conv2D_bn_offset_quint8_const
2.612 0.001 0.537 0.000% 0.125% Const mixed_1/tower_1/conv/Conv2D_bn_offset_min
2.614 0.002 0.465 0.000% 0.125% Const mixed_1/tower_1/conv/Conv2D_bn_offset_max
2.617 0.002 0.643 0.001% 0.126% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const
2.621 0.001 0.475 0.000% 0.126% Const mixed_1/tower_1/conv_1/conv2d_params_min
2.623 0.002 0.547 0.001% 0.127% Const mixed_1/tower_1/conv_1/conv2d_params_max
2.626 0.002 0.589 0.001% 0.127% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.629 0.002 0.506 0.000% 0.128% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_min
2.633 0.001 0.474 0.000% 0.128% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_max
2.635 0.003 0.649 0.001% 0.129% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const
2.639 0.002 0.787 0.001% 0.130% Const mixed_1/tower_1/conv_2/conv2d_params_min
2.642 0.002 0.522 0.000% 0.130% Const mixed_1/tower_1/conv_2/conv2d_params_max
2.645 0.002 0.656 0.001% 0.131% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.648 0.002 0.494 0.000% 0.131% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_min
2.651 0.002 0.485 0.000% 0.132% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_max
2.654 0.003 0.608 0.001% 0.132% Const mixed_1/tower_2/conv/conv2d_params_quint8_const
2.658 0.001 0.482 0.000% 0.133% Const mixed_1/tower_2/conv/conv2d_params_min
2.661 0.001 0.482 0.000% 0.133% Const mixed_1/tower_2/conv/conv2d_params_max
2.663 0.003 0.562 0.001% 0.134% Const mixed_1/tower_2/conv/Conv2D_bn_offset_quint8_const
2.667 0.002 0.471 0.000% 0.134% Const mixed_1/tower_2/conv/Conv2D_bn_offset_min
2.670 0.002 0.445 0.000% 0.134% Const mixed_1/tower_2/conv/Conv2D_bn_offset_max
2.673 0.003 0.696 0.001% 0.135% Const mixed_2/conv/conv2d_params_quint8_const
2.677 0.002 0.495 0.000% 0.136% Const mixed_2/conv/conv2d_params_min
2.680 0.002 0.477 0.000% 0.136% Const mixed_2/conv/conv2d_params_max
2.683 0.002 2.909 0.003% 0.139% Const mixed_2/conv/Conv2D_bn_offset_quint8_const
2.686 0.001 0.506 0.000% 0.139% Const mixed_2/conv/Conv2D_bn_offset_min
2.688 0.002 0.486 0.000% 0.140% Const mixed_2/conv/Conv2D_bn_offset_max
2.691 0.003 2.764 0.003% 0.142% Const mixed_2/tower/conv/conv2d_params_quint8_const
2.695 0.002 0.455 0.000% 0.143% Const mixed_2/tower/conv/conv2d_params_min
2.698 0.002 0.457 0.000% 0.143% Const mixed_2/tower/conv/conv2d_params_max
2.701 0.002 0.719 0.001% 0.144% Const mixed_2/tower/conv/Conv2D_bn_offset_quint8_const
2.705 0.001 0.472 0.000% 0.144% Const mixed_2/tower/conv/Conv2D_bn_offset_min
2.708 0.001 0.801 0.001% 0.145% Const mixed_2/tower/conv/Conv2D_bn_offset_max
2.711 0.002 0.731 0.001% 0.146% Const mixed_2/tower/conv_1/conv2d_params_quint8_const
2.714 0.002 0.857 0.001% 0.146% Const mixed_2/tower/conv_1/conv2d_params_min
2.717 0.002 0.483 0.000% 0.147% Const mixed_2/tower/conv_1/conv2d_params_max
2.720 0.002 0.540 0.000% 0.147% Const mixed_2/tower/conv_1/Conv2D_bn_offset_quint8_const
2.723 0.002 0.490 0.000% 0.148% Const mixed_2/tower/conv_1/Conv2D_bn_offset_min
2.726 0.002 0.481 0.000% 0.148% Const mixed_2/tower/conv_1/Conv2D_bn_offset_max
2.729 0.003 0.711 0.001% 0.149% Const mixed_2/tower_1/conv/conv2d_params_quint8_const
2.733 0.002 0.483 0.000% 0.149% Const mixed_2/tower_1/conv/conv2d_params_min
2.736 0.002 0.437 0.000% 0.150% Const mixed_2/tower_1/conv/conv2d_params_max
2.739 0.002 0.542 0.001% 0.150% Const mixed_2/tower_1/conv/Conv2D_bn_offset_quint8_const
2.742 0.002 0.509 0.000% 0.151% Const mixed_2/tower_1/conv/Conv2D_bn_offset_min
2.745 0.002 0.439 0.000% 0.151% Const mixed_2/tower_1/conv/Conv2D_bn_offset_max
2.748 0.003 0.709 0.001% 0.152% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const
2.752 0.001 0.488 0.000% 0.152% Const mixed_2/tower_1/conv_1/conv2d_params_min
2.754 0.002 0.555 0.001% 0.153% Const mixed_2/tower_1/conv_1/conv2d_params_max
2.757 0.002 0.576 0.001% 0.153% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.760 0.002 0.539 0.000% 0.154% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_min
2.763 0.002 0.457 0.000% 0.154% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_max
2.766 0.002 0.611 0.001% 0.155% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const
2.769 0.002 0.543 0.001% 0.155% Const mixed_2/tower_1/conv_2/conv2d_params_min
2.772 0.002 0.499 0.000% 0.156% Const mixed_2/tower_1/conv_2/conv2d_params_max
2.775 0.002 0.561 0.001% 0.156% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.779 0.002 0.484 0.000% 0.157% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_min
2.782 0.002 0.446 0.000% 0.157% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_max
2.785 0.002 0.625 0.001% 0.158% Const mixed_2/tower_2/conv/conv2d_params_quint8_const
2.788 0.002 0.470 0.000% 0.158% Const mixed_2/tower_2/conv/conv2d_params_min
2.791 0.001 0.457 0.000% 0.158% Const mixed_2/tower_2/conv/conv2d_params_max
2.794 0.002 0.604 0.001% 0.159% Const mixed_2/tower_2/conv/Conv2D_bn_offset_quint8_const
2.797 0.001 2.561 0.002% 0.161% Const mixed_2/tower_2/conv/Conv2D_bn_offset_min
2.799 0.002 0.496 0.000% 0.162% Const mixed_2/tower_2/conv/Conv2D_bn_offset_max
2.802 0.002 0.648 0.001% 0.162% Const mixed_3/conv/conv2d_params_quint8_const
2.805 0.002 0.521 0.000% 0.163% Const mixed_3/conv/conv2d_params_min
2.812 0.002 0.464 0.000% 0.163% Const mixed_3/conv/conv2d_params_max
2.815 0.002 0.569 0.001% 0.164% Const mixed_3/conv/Conv2D_bn_offset_quint8_const
2.818 0.002 0.518 0.000% 0.164% Const mixed_3/conv/Conv2D_bn_offset_min
2.821 0.002 0.484 0.000% 0.165% Const mixed_3/conv/Conv2D_bn_offset_max
2.824 0.003 0.730 0.001% 0.165% Const mixed_3/tower/conv/conv2d_params_quint8_const
2.828 0.001 2.804 0.003% 0.168% Const mixed_3/tower/conv/conv2d_params_min
2.830 0.002 0.533 0.000% 0.169% Const mixed_3/tower/conv/conv2d_params_max
2.833 0.002 0.631 0.001% 0.169% Const mixed_3/tower/conv/Conv2D_bn_offset_quint8_const
2.836 0.002 0.531 0.000% 0.170% Const mixed_3/tower/conv/Conv2D_bn_offset_min
2.839 0.002 0.539 0.000% 0.170% Const mixed_3/tower/conv/Conv2D_bn_offset_max
2.842 0.002 0.643 0.001% 0.171% Const mixed_3/tower/conv_1/conv2d_params_quint8_const
2.845 0.002 3.784 0.003% 0.174% Const mixed_3/tower/conv_1/conv2d_params_min
2.848 0.001 0.467 0.000% 0.175% Const mixed_3/tower/conv_1/conv2d_params_max
2.850 0.002 0.596 0.001% 0.175% Const mixed_3/tower/conv_1/Conv2D_bn_offset_quint8_const
2.853 0.002 0.467 0.000% 0.176% Const mixed_3/tower/conv_1/Conv2D_bn_offset_min
2.856 0.002 0.441 0.000% 0.176% Const mixed_3/tower/conv_1/Conv2D_bn_offset_max
2.859 0.002 0.629 0.001% 0.177% Const mixed_3/tower/conv_2/conv2d_params_quint8_const
2.864 0.002 0.481 0.000% 0.177% Const mixed_3/tower/conv_2/conv2d_params_min
2.867 0.002 0.491 0.000% 0.177% Const mixed_3/tower/conv_2/conv2d_params_max
2.870 0.002 0.509 0.000% 0.178% Const mixed_3/tower/conv_2/Conv2D_bn_offset_quint8_const
2.873 0.002 0.536 0.000% 0.178% Const mixed_3/tower/conv_2/Conv2D_bn_offset_min
2.876 0.001 0.478 0.000% 0.179% Const mixed_3/tower/conv_2/Conv2D_bn_offset_max
2.878 0.003 0.629 0.001% 0.179% Const mixed_4/conv/conv2d_params_quint8_const
2.882 0.001 0.482 0.000% 0.180% Const mixed_4/conv/conv2d_params_min
2.884 0.002 0.484 0.000% 0.180% Const mixed_4/conv/conv2d_params_max
2.889 0.001 0.531 0.000% 0.181% Const mixed_4/conv/Conv2D_bn_offset_quint8_const
2.891 0.002 0.479 0.000% 0.181% Const mixed_4/conv/Conv2D_bn_offset_min
2.894 0.002 0.469 0.000% 0.182% Const mixed_4/conv/Conv2D_bn_offset_max
2.897 0.002 0.652 0.001% 0.182% Const mixed_4/tower/conv/conv2d_params_quint8_const
2.900 0.001 0.503 0.000% 0.183% Const mixed_4/tower/conv/conv2d_params_min
2.903 0.001 0.483 0.000% 0.183% Const mixed_4/tower/conv/conv2d_params_max
2.905 0.002 0.591 0.001% 0.184% Const mixed_4/tower/conv/Conv2D_bn_offset_quint8_const
2.908 0.001 2.840 0.003% 0.186% Const mixed_4/tower/conv/Conv2D_bn_offset_min
2.910 0.002 0.480 0.000% 0.187% Const mixed_4/tower/conv/Conv2D_bn_offset_max
2.913 0.002 0.611 0.001% 0.187% Const mixed_4/tower/conv_1/conv2d_params_quint8_const
2.916 0.001 0.474 0.000% 0.188% Const mixed_4/tower/conv_1/conv2d_params_min
2.918 0.002 1.904 0.002% 0.190% Const mixed_4/tower/conv_1/conv2d_params_max
2.921 0.001 0.529 0.000% 0.190% Const mixed_4/tower/conv_1/Conv2D_bn_offset_quint8_const
2.923 0.002 0.471 0.000% 0.191% Const mixed_4/tower/conv_1/Conv2D_bn_offset_min
2.926 0.001 0.474 0.000% 0.191% Const mixed_4/tower/conv_1/Conv2D_bn_offset_max
2.928 0.002 0.655 0.001% 0.192% Const mixed_4/tower/conv_2/conv2d_params_quint8_const
2.931 0.002 0.501 0.000% 0.192% Const mixed_4/tower/conv_2/conv2d_params_min
2.933 0.002 2.750 0.003% 0.195% Const mixed_4/tower/conv_2/conv2d_params_max
2.936 0.001 0.628 0.001% 0.195% Const mixed_4/tower/conv_2/Conv2D_bn_offset_quint8_const
2.938 0.002 0.522 0.000% 0.196% Const mixed_4/tower/conv_2/Conv2D_bn_offset_min
2.941 0.001 0.462 0.000% 0.196% Const mixed_4/tower/conv_2/Conv2D_bn_offset_max
2.943 0.002 0.709 0.001% 0.197% Const mixed_4/tower_1/conv/conv2d_params_quint8_const
2.946 0.002 0.490 0.000% 0.197% Const mixed_4/tower_1/conv/conv2d_params_min
2.948 0.002 0.461 0.000% 0.198% Const mixed_4/tower_1/conv/conv2d_params_max
2.951 0.003 0.599 0.001% 0.198% Const mixed_4/tower_1/conv/Conv2D_bn_offset_quint8_const
2.955 0.002 0.457 0.000% 0.199% Const mixed_4/tower_1/conv/Conv2D_bn_offset_min
2.959 0.002 0.471 0.000% 0.199% Const mixed_4/tower_1/conv/Conv2D_bn_offset_max
2.962 0.002 0.653 0.001% 0.200% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const
2.965 0.001 0.483 0.000% 0.200% Const mixed_4/tower_1/conv_1/conv2d_params_min
2.967 0.002 0.448 0.000% 0.200% Const mixed_4/tower_1/conv_1/conv2d_params_max
2.969 0.002 0.574 0.001% 0.201% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.972 0.002 0.486 0.000% 0.201% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_min
2.975 0.001 0.464 0.000% 0.202% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_max
2.977 0.002 0.933 0.001% 0.203% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const
2.980 0.002 0.442 0.000% 0.203% Const mixed_4/tower_1/conv_2/conv2d_params_min
2.983 0.002 1.957 0.002% 0.205% Const mixed_4/tower_1/conv_2/conv2d_params_max
2.985 0.002 0.591 0.001% 0.206% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.988 0.002 0.469 0.000% 0.206% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_min
2.991 0.001 0.433 0.000% 0.206% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_max
2.993 0.002 0.625 0.001% 0.207% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const
2.996 0.002 0.570 0.001% 0.207% Const mixed_4/tower_1/conv_3/conv2d_params_min
2.998 0.002 0.453 0.000% 0.208% Const mixed_4/tower_1/conv_3/conv2d_params_max
3.001 0.002 0.559 0.001% 0.208% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.004 0.001 0.455 0.000% 0.209% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_min
3.006 0.002 0.546 0.001% 0.209% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_max
3.008 0.003 0.626 0.001% 0.210% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const
3.012 0.001 0.454 0.000% 0.210% Const mixed_4/tower_1/conv_4/conv2d_params_min
3.014 0.001 0.426 0.000% 0.211% Const mixed_4/tower_1/conv_4/conv2d_params_max
3.016 0.002 0.536 0.000% 0.211% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.018 0.002 0.453 0.000% 0.212% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_min
3.021 0.001 0.517 0.000% 0.212% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_max
3.025 0.002 0.606 0.001% 0.213% Const mixed_4/tower_2/conv/conv2d_params_quint8_const
3.029 0.002 0.424 0.000% 0.213% Const mixed_4/tower_2/conv/conv2d_params_min
3.032 0.001 0.452 0.000% 0.213% Const mixed_4/tower_2/conv/conv2d_params_max
3.034 0.002 0.570 0.001% 0.214% Const mixed_4/tower_2/conv/Conv2D_bn_offset_quint8_const
3.037 0.002 0.476 0.000% 0.214% Const mixed_4/tower_2/conv/Conv2D_bn_offset_min
3.039 0.002 0.491 0.000% 0.215% Const mixed_4/tower_2/conv/Conv2D_bn_offset_max
3.042 0.002 0.683 0.001% 0.216% Const mixed_5/conv/conv2d_params_quint8_const
3.045 0.001 0.453 0.000% 0.216% Const mixed_5/conv/conv2d_params_min
3.047 0.002 0.520 0.000% 0.216% Const mixed_5/conv/conv2d_params_max
3.050 0.001 0.521 0.000% 0.217% Const mixed_5/conv/Conv2D_bn_offset_quint8_const
3.052 0.002 0.463 0.000% 0.217% Const mixed_5/conv/Conv2D_bn_offset_min
3.055 0.002 0.439 0.000% 0.218% Const mixed_5/conv/Conv2D_bn_offset_max
3.058 0.002 0.664 0.001% 0.218% Const mixed_5/tower/conv/conv2d_params_quint8_const
3.061 0.001 0.452 0.000% 0.219% Const mixed_5/tower/conv/conv2d_params_min
3.063 0.002 0.457 0.000% 0.219% Const mixed_5/tower/conv/conv2d_params_max
3.066 0.001 0.532 0.000% 0.220% Const mixed_5/tower/conv/Conv2D_bn_offset_quint8_const
3.069 0.002 0.532 0.000% 0.220% Const mixed_5/tower/conv/Conv2D_bn_offset_min
3.071 0.002 0.497 0.000% 0.221% Const mixed_5/tower/conv/Conv2D_bn_offset_max
3.074 0.002 0.596 0.001% 0.221% Const mixed_5/tower/conv_1/conv2d_params_quint8_const
3.077 0.002 0.468 0.000% 0.222% Const mixed_5/tower/conv_1/conv2d_params_min
3.080 0.001 0.447 0.000% 0.222% Const mixed_5/tower/conv_1/conv2d_params_max
3.082 0.002 0.557 0.001% 0.223% Const mixed_5/tower/conv_1/Conv2D_bn_offset_quint8_const
3.085 0.002 0.477 0.000% 0.223% Const mixed_5/tower/conv_1/Conv2D_bn_offset_min
3.088 0.001 0.411 0.000% 0.223% Const mixed_5/tower/conv_1/Conv2D_bn_offset_max
3.090 0.002 0.657 0.001% 0.224% Const mixed_5/tower/conv_2/conv2d_params_quint8_const
3.093 0.001 0.625 0.001% 0.225% Const mixed_5/tower/conv_2/conv2d_params_min
3.097 0.001 0.791 0.001% 0.225% Const mixed_5/tower/conv_2/conv2d_params_max
3.099 0.002 0.557 0.001% 0.226% Const mixed_5/tower/conv_2/Conv2D_bn_offset_quint8_const
3.102 0.001 0.497 0.000% 0.226% Const mixed_5/tower/conv_2/Conv2D_bn_offset_min
3.104 0.001 0.462 0.000% 0.227% Const mixed_5/tower/conv_2/Conv2D_bn_offset_max
3.106 0.002 0.622 0.001% 0.227% Const mixed_5/tower_1/conv/conv2d_params_quint8_const
3.109 0.001 0.446 0.000% 0.228% Const mixed_5/tower_1/conv/conv2d_params_min
3.111 0.001 0.419 0.000% 0.228% Const mixed_5/tower_1/conv/conv2d_params_max
3.113 0.002 0.520 0.000% 0.229% Const mixed_5/tower_1/conv/Conv2D_bn_offset_quint8_const
3.117 0.002 0.456 0.000% 0.229% Const mixed_5/tower_1/conv/Conv2D_bn_offset_min
3.120 0.001 0.535 0.000% 0.229% Const mixed_5/tower_1/conv/Conv2D_bn_offset_max
3.122 0.002 0.901 0.001% 0.230% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const
3.125 0.001 0.433 0.000% 0.231% Const mixed_5/tower_1/conv_1/conv2d_params_min
3.127 0.002 0.443 0.000% 0.231% Const mixed_5/tower_1/conv_1/conv2d_params_max
3.129 0.002 0.547 0.001% 0.232% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.132 0.003 0.541 0.000% 0.232% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_min
3.135 0.002 0.458 0.000% 0.232% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_max
3.138 0.002 0.582 0.001% 0.233% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const
3.141 0.001 0.444 0.000% 0.233% Const mixed_5/tower_1/conv_2/conv2d_params_min
3.143 0.001 0.461 0.000% 0.234% Const mixed_5/tower_1/conv_2/conv2d_params_max
3.145 0.002 0.560 0.001% 0.234% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.148 0.002 0.465 0.000% 0.235% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_min
3.151 0.002 0.453 0.000% 0.235% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_max
3.153 0.003 1.270 0.001% 0.236% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const
3.156 0.002 0.472 0.000% 0.237% Const mixed_5/tower_1/conv_3/conv2d_params_min
3.159 0.002 0.414 0.000% 0.237% Const mixed_5/tower_1/conv_3/conv2d_params_max
3.162 0.002 0.536 0.000% 0.238% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.166 0.002 0.469 0.000% 0.238% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_min
3.169 0.001 0.451 0.000% 0.239% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_max
3.171 0.002 0.634 0.001% 0.239% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const
3.174 0.002 0.465 0.000% 0.240% Const mixed_5/tower_1/conv_4/conv2d_params_min
3.177 0.002 0.437 0.000% 0.240% Const mixed_5/tower_1/conv_4/conv2d_params_max
3.179 0.002 0.558 0.001% 0.240% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.182 0.001 0.459 0.000% 0.241% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_min
3.184 0.002 0.451 0.000% 0.241% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_max
3.187 0.002 0.575 0.001% 0.242% Const mixed_5/tower_2/conv/conv2d_params_quint8_const
3.190 0.002 0.532 0.000% 0.242% Const mixed_5/tower_2/conv/conv2d_params_min
3.194 0.002 1.701 0.002% 0.244% Const mixed_5/tower_2/conv/conv2d_params_max
3.197 0.002 0.515 0.000% 0.244% Const mixed_5/tower_2/conv/Conv2D_bn_offset_quint8_const
3.200 0.001 0.887 0.001% 0.245% Const mixed_5/tower_2/conv/Conv2D_bn_offset_min
3.202 0.002 1.071 0.001% 0.246% Const mixed_5/tower_2/conv/Conv2D_bn_offset_max
3.206 0.003 0.656 0.001% 0.247% Const mixed_6/conv/conv2d_params_quint8_const
3.209 0.002 0.455 0.000% 0.247% Const mixed_6/conv/conv2d_params_min
3.212 0.001 0.568 0.001% 0.248% Const mixed_6/conv/conv2d_params_max
3.214 0.002 0.535 0.000% 0.248% Const mixed_6/conv/Conv2D_bn_offset_quint8_const
3.217 0.001 0.432 0.000% 0.249% Const mixed_6/conv/Conv2D_bn_offset_min
3.219 0.002 0.451 0.000% 0.249% Const mixed_6/conv/Conv2D_bn_offset_max
3.222 0.002 0.598 0.001% 0.250% Const mixed_6/tower/conv/conv2d_params_quint8_const
3.225 0.001 0.485 0.000% 0.250% Const mixed_6/tower/conv/conv2d_params_min
3.227 0.002 0.430 0.000% 0.250% Const mixed_6/tower/conv/conv2d_params_max
3.230 0.001 0.596 0.001% 0.251% Const mixed_6/tower/conv/Conv2D_bn_offset_quint8_const
3.232 0.002 0.480 0.000% 0.251% Const mixed_6/tower/conv/Conv2D_bn_offset_min
3.236 0.001 0.442 0.000% 0.252% Const mixed_6/tower/conv/Conv2D_bn_offset_max
3.238 0.002 1.538 0.001% 0.253% Const mixed_6/tower/conv_1/conv2d_params_quint8_const
3.241 0.002 0.468 0.000% 0.254% Const mixed_6/tower/conv_1/conv2d_params_min
3.244 0.002 0.442 0.000% 0.254% Const mixed_6/tower/conv_1/conv2d_params_max
3.247 0.002 0.648 0.001% 0.255% Const mixed_6/tower/conv_1/Conv2D_bn_offset_quint8_const
3.250 0.001 0.428 0.000% 0.255% Const mixed_6/tower/conv_1/Conv2D_bn_offset_min
3.252 0.002 0.440 0.000% 0.256% Const mixed_6/tower/conv_1/Conv2D_bn_offset_max
3.255 0.002 0.617 0.001% 0.256% Const mixed_6/tower/conv_2/conv2d_params_quint8_const
3.258 0.001 0.530 0.000% 0.257% Const mixed_6/tower/conv_2/conv2d_params_min
3.260 0.002 0.439 0.000% 0.257% Const mixed_6/tower/conv_2/conv2d_params_max
3.263 0.001 0.554 0.001% 0.258% Const mixed_6/tower/conv_2/Conv2D_bn_offset_quint8_const
3.265 0.002 0.711 0.001% 0.258% Const mixed_6/tower/conv_2/Conv2D_bn_offset_min
3.267 0.002 0.527 0.000% 0.259% Const mixed_6/tower/conv_2/Conv2D_bn_offset_max
3.270 0.002 0.874 0.001% 0.259% Const mixed_6/tower_1/conv/conv2d_params_quint8_const
3.274 0.002 1.790 0.002% 0.261% Const mixed_6/tower_1/conv/conv2d_params_min
3.277 0.002 0.482 0.000% 0.262% Const mixed_6/tower_1/conv/conv2d_params_max
3.280 0.002 0.545 0.001% 0.262% Const mixed_6/tower_1/conv/Conv2D_bn_offset_quint8_const
3.285 0.002 0.441 0.000% 0.262% Const mixed_6/tower_1/conv/Conv2D_bn_offset_min
3.288 0.001 0.486 0.000% 0.263% Const mixed_6/tower_1/conv/Conv2D_bn_offset_max
3.290 0.002 0.608 0.001% 0.263% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const
3.293 0.002 0.523 0.000% 0.264% Const mixed_6/tower_1/conv_1/conv2d_params_min
3.296 0.001 0.456 0.000% 0.264% Const mixed_6/tower_1/conv_1/conv2d_params_max
3.298 0.002 0.543 0.001% 0.265% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.301 0.002 0.529 0.000% 0.265% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_min
3.303 0.002 0.425 0.000% 0.266% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_max
3.306 0.002 0.650 0.001% 0.266% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const
3.310 0.002 0.449 0.000% 0.267% Const mixed_6/tower_1/conv_2/conv2d_params_min
3.313 0.002 0.484 0.000% 0.267% Const mixed_6/tower_1/conv_2/conv2d_params_max
3.315 0.003 0.517 0.000% 0.268% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.319 0.001 0.500 0.000% 0.268% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_min
3.321 0.001 0.436 0.000% 0.269% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_max
3.323 0.002 0.624 0.001% 0.269% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const
3.326 0.002 0.470 0.000% 0.270% Const mixed_6/tower_1/conv_3/conv2d_params_min
3.329 0.001 0.472 0.000% 0.270% Const mixed_6/tower_1/conv_3/conv2d_params_max
3.331 0.002 0.590 0.001% 0.271% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.334 0.002 0.663 0.001% 0.271% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_min
3.337 0.001 0.423 0.000% 0.272% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_max
3.339 0.003 0.670 0.001% 0.272% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const
3.343 0.001 0.462 0.000% 0.273% Const mixed_6/tower_1/conv_4/conv2d_params_min
3.345 0.003 0.451 0.000% 0.273% Const mixed_6/tower_1/conv_4/conv2d_params_max
3.349 0.002 0.548 0.001% 0.274% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.353 0.001 0.591 0.001% 0.274% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_min
3.355 0.001 0.403 0.000% 0.274% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_max
3.357 0.002 1.785 0.002% 0.276% Const mixed_6/tower_2/conv/conv2d_params_quint8_const
3.360 0.002 0.430 0.000% 0.276% Const mixed_6/tower_2/conv/conv2d_params_min
3.364 0.002 0.439 0.000% 0.277% Const mixed_6/tower_2/conv/conv2d_params_max
3.367 0.001 0.598 0.001% 0.277% Const mixed_6/tower_2/conv/Conv2D_bn_offset_quint8_const
3.370 0.001 0.503 0.000% 0.278% Const mixed_6/tower_2/conv/Conv2D_bn_offset_min
3.372 0.001 0.431 0.000% 0.278% Const mixed_6/tower_2/conv/Conv2D_bn_offset_max
3.374 0.003 0.672 0.001% 0.279% Const mixed_7/conv/conv2d_params_quint8_const
3.378 0.001 0.485 0.000% 0.279% Const mixed_7/conv/conv2d_params_min
3.382 0.002 1.421 0.001% 0.281% Const mixed_7/conv/conv2d_params_max
3.384 0.002 0.579 0.001% 0.281% Const mixed_7/conv/Conv2D_bn_offset_quint8_const
3.387 0.001 0.457 0.000% 0.282% Const mixed_7/conv/Conv2D_bn_offset_min
3.389 0.002 0.460 0.000% 0.282% Const mixed_7/conv/Conv2D_bn_offset_max
3.392 0.002 2.783 0.003% 0.285% Const mixed_7/tower/conv/conv2d_params_quint8_const
3.395 0.002 1.765 0.002% 0.286% Const mixed_7/tower/conv/conv2d_params_min
3.398 0.001 0.941 0.001% 0.287% Const mixed_7/tower/conv/conv2d_params_max
3.400 0.002 0.570 0.001% 0.288% Const mixed_7/tower/conv/Conv2D_bn_offset_quint8_const
3.404 0.001 0.462 0.000% 0.288% Const mixed_7/tower/conv/Conv2D_bn_offset_min
3.406 0.001 0.443 0.000% 0.289% Const mixed_7/tower/conv/Conv2D_bn_offset_max
3.408 0.003 0.688 0.001% 0.289% Const mixed_7/tower/conv_1/conv2d_params_quint8_const
3.411 0.002 0.470 0.000% 0.290% Const mixed_7/tower/conv_1/conv2d_params_min
3.414 0.002 0.530 0.000% 0.290% Const mixed_7/tower/conv_1/conv2d_params_max
3.417 0.002 0.569 0.001% 0.291% Const mixed_7/tower/conv_1/Conv2D_bn_offset_quint8_const
3.421 0.002 0.421 0.000% 0.291% Const mixed_7/tower/conv_1/Conv2D_bn_offset_min
3.424 0.001 0.454 0.000% 0.291% Const mixed_7/tower/conv_1/Conv2D_bn_offset_max
3.426 0.003 0.586 0.001% 0.292% Const mixed_7/tower/conv_2/conv2d_params_quint8_const
3.430 0.001 0.448 0.000% 0.292% Const mixed_7/tower/conv_2/conv2d_params_min
3.432 0.002 0.498 0.000% 0.293% Const mixed_7/tower/conv_2/conv2d_params_max
3.434 0.002 0.601 0.001% 0.293% Const mixed_7/tower/conv_2/Conv2D_bn_offset_quint8_const
3.437 0.001 0.548 0.001% 0.294% Const mixed_7/tower/conv_2/Conv2D_bn_offset_min
3.439 0.002 0.427 0.000% 0.294% Const mixed_7/tower/conv_2/Conv2D_bn_offset_max
3.442 0.002 0.604 0.001% 0.295% Const mixed_7/tower_1/conv/conv2d_params_quint8_const
3.445 0.002 0.463 0.000% 0.295% Const mixed_7/tower_1/conv/conv2d_params_min
3.448 0.001 0.452 0.000% 0.296% Const mixed_7/tower_1/conv/conv2d_params_max
3.450 0.003 0.826 0.001% 0.296% Const mixed_7/tower_1/conv/Conv2D_bn_offset_quint8_const
3.455 0.002 0.409 0.000% 0.297% Const mixed_7/tower_1/conv/Conv2D_bn_offset_min
3.459 0.002 0.434 0.000% 0.297% Const mixed_7/tower_1/conv/Conv2D_bn_offset_max
3.462 0.002 0.610 0.001% 0.298% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const
3.465 0.002 0.506 0.000% 0.298% Const mixed_7/tower_1/conv_1/conv2d_params_min
3.467 0.002 0.474 0.000% 0.299% Const mixed_7/tower_1/conv_1/conv2d_params_max
3.470 0.002 1.913 0.002% 0.300% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.473 0.002 0.908 0.001% 0.301% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_min
3.475 0.002 0.453 0.000% 0.302% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_max
3.478 0.002 0.601 0.001% 0.302% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const
3.481 0.002 0.438 0.000% 0.303% Const mixed_7/tower_1/conv_2/conv2d_params_min
3.484 0.001 0.475 0.000% 0.303% Const mixed_7/tower_1/conv_2/conv2d_params_max
3.486 0.002 0.570 0.001% 0.304% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.489 0.001 0.556 0.001% 0.304% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_min
3.491 0.003 0.477 0.000% 0.305% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_max
3.495 0.003 0.583 0.001% 0.305% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const
3.499 0.002 0.479 0.000% 0.306% Const mixed_7/tower_1/conv_3/conv2d_params_min
3.502 0.002 0.416 0.000% 0.306% Const mixed_7/tower_1/conv_3/conv2d_params_max
3.505 0.002 1.496 0.001% 0.307% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.507 0.003 0.497 0.000% 0.308% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_min
3.511 0.001 0.450 0.000% 0.308% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_max
3.513 0.002 0.600 0.001% 0.309% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const
3.516 0.001 0.413 0.000% 0.309% Const mixed_7/tower_1/conv_4/conv2d_params_min
3.518 0.002 0.406 0.000% 0.310% Const mixed_7/tower_1/conv_4/conv2d_params_max
3.521 0.002 0.559 0.001% 0.310% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.524 0.001 0.429 0.000% 0.310% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_min
3.526 0.001 0.441 0.000% 0.311% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_max
3.530 0.002 0.637 0.001% 0.311% Const mixed_7/tower_2/conv/conv2d_params_quint8_const
3.533 0.002 0.441 0.000% 0.312% Const mixed_7/tower_2/conv/conv2d_params_min
3.536 0.001 0.435 0.000% 0.312% Const mixed_7/tower_2/conv/conv2d_params_max
3.540 0.002 1.931 0.002% 0.314% Const mixed_7/tower_2/conv/Conv2D_bn_offset_quint8_const
3.543 0.002 0.484 0.000% 0.314% Const mixed_7/tower_2/conv/Conv2D_bn_offset_min
3.546 0.001 0.437 0.000% 0.315% Const mixed_7/tower_2/conv/Conv2D_bn_offset_max
3.548 0.002 0.621 0.001% 0.315% Const mixed_8/tower/conv/conv2d_params_quint8_const
3.551 0.002 0.460 0.000% 0.316% Const mixed_8/tower/conv/conv2d_params_min
3.554 0.001 0.445 0.000% 0.316% Const mixed_8/tower/conv/conv2d_params_max
3.556 0.002 0.514 0.000% 0.317% Const mixed_8/tower/conv/Conv2D_bn_offset_quint8_const
3.559 0.002 0.422 0.000% 0.317% Const mixed_8/tower/conv/Conv2D_bn_offset_min
3.562 0.002 0.554 0.001% 0.318% Const mixed_8/tower/conv/Conv2D_bn_offset_max
3.565 0.002 0.610 0.001% 0.318% Const mixed_8/tower/conv_1/conv2d_params_quint8_const
3.570 0.001 0.439 0.000% 0.319% Const mixed_8/tower/conv_1/conv2d_params_min
3.572 0.001 0.512 0.000% 0.319% Const mixed_8/tower/conv_1/conv2d_params_max
3.574 0.002 0.505 0.000% 0.320% Const mixed_8/tower/conv_1/Conv2D_bn_offset_quint8_const
3.577 0.002 0.523 0.000% 0.320% Const mixed_8/tower/conv_1/Conv2D_bn_offset_min
3.580 0.002 0.437 0.000% 0.320% Const mixed_8/tower/conv_1/Conv2D_bn_offset_max
3.582 0.003 0.592 0.001% 0.321% Const mixed_8/tower_1/conv/conv2d_params_quint8_const
3.586 0.002 0.484 0.000% 0.321% Const mixed_8/tower_1/conv/conv2d_params_min
3.589 0.002 0.454 0.000% 0.322% Const mixed_8/tower_1/conv/conv2d_params_max
3.592 0.002 0.579 0.001% 0.322% Const mixed_8/tower_1/conv/Conv2D_bn_offset_quint8_const
3.595 0.001 0.419 0.000% 0.323% Const mixed_8/tower_1/conv/Conv2D_bn_offset_min
3.597 0.002 0.439 0.000% 0.323% Const mixed_8/tower_1/conv/Conv2D_bn_offset_max
3.600 0.003 0.585 0.001% 0.324% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const
3.605 0.002 0.477 0.000% 0.324% Const mixed_8/tower_1/conv_1/conv2d_params_min
3.608 0.002 0.428 0.000% 0.325% Const mixed_8/tower_1/conv_1/conv2d_params_max
3.610 0.002 0.521 0.000% 0.325% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.614 0.001 0.441 0.000% 0.325% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_min
3.616 0.002 0.422 0.000% 0.326% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_max
3.619 0.003 0.653 0.001% 0.326% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const
3.622 0.002 0.445 0.000% 0.327% Const mixed_8/tower_1/conv_2/conv2d_params_min
3.627 0.002 0.423 0.000% 0.327% Const mixed_8/tower_1/conv_2/conv2d_params_max
3.630 0.001 0.564 0.001% 0.328% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.632 0.002 0.411 0.000% 0.328% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_min
3.635 0.001 0.417 0.000% 0.329% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_max
3.637 0.003 0.658 0.001% 0.329% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const
3.640 0.002 0.459 0.000% 0.330% Const mixed_8/tower_1/conv_3/conv2d_params_min
3.643 0.003 0.460 0.000% 0.330% Const mixed_8/tower_1/conv_3/conv2d_params_max
3.647 0.002 0.526 0.000% 0.330% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.650 0.001 0.453 0.000% 0.331% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_min
3.652 0.001 0.489 0.000% 0.331% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_max
3.655 0.002 0.661 0.001% 0.332% Const mixed_9/conv/conv2d_params_quint8_const
3.658 0.001 0.444 0.000% 0.332% Const mixed_9/conv/conv2d_params_min
3.660 0.002 1.661 0.002% 0.334% Const mixed_9/conv/conv2d_params_max
3.663 0.001 0.570 0.001% 0.334% Const mixed_9/conv/Conv2D_bn_offset_quint8_const
3.665 0.002 0.489 0.000% 0.335% Const mixed_9/conv/Conv2D_bn_offset_min
3.668 0.002 0.451 0.000% 0.335% Const mixed_9/conv/Conv2D_bn_offset_max
3.671 0.001 0.607 0.001% 0.336% Const mixed_9/tower/conv/conv2d_params_quint8_const
3.673 0.002 1.772 0.002% 0.337% Const mixed_9/tower/conv/conv2d_params_min
3.676 0.001 0.552 0.001% 0.338% Const mixed_9/tower/conv/conv2d_params_max
3.680 0.002 0.550 0.001% 0.338% Const mixed_9/tower/conv/Conv2D_bn_offset_quint8_const
3.683 0.001 0.475 0.000% 0.339% Const mixed_9/tower/conv/Conv2D_bn_offset_min
3.685 0.001 0.591 0.001% 0.339% Const mixed_9/tower/conv/Conv2D_bn_offset_max
3.687 0.003 0.595 0.001% 0.340% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const
3.690 0.002 0.601 0.001% 0.341% Const mixed_9/tower/mixed/conv/conv2d_params_min
3.693 0.001 0.423 0.000% 0.341% Const mixed_9/tower/mixed/conv/conv2d_params_max
3.695 0.002 0.527 0.000% 0.341% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_quint8_const
3.697 0.002 0.523 0.000% 0.342% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_min
3.699 0.002 0.425 0.000% 0.342% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_max
3.702 0.002 0.599 0.001% 0.343% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const
3.704 0.002 0.409 0.000% 0.343% Const mixed_9/tower/mixed/conv_1/conv2d_params_min
3.707 0.001 0.670 0.001% 0.344% Const mixed_9/tower/mixed/conv_1/conv2d_params_max
3.709 0.002 0.631 0.001% 0.344% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
3.713 0.005 0.481 0.000% 0.345% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_min
3.719 0.001 0.442 0.000% 0.345% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_max
3.721 0.003 0.616 0.001% 0.346% Const mixed_9/tower_1/conv/conv2d_params_quint8_const
3.725 0.001 0.468 0.000% 0.346% Const mixed_9/tower_1/conv/conv2d_params_min
3.727 0.001 0.444 0.000% 0.347% Const mixed_9/tower_1/conv/conv2d_params_max
3.729 0.002 0.524 0.000% 0.347% Const mixed_9/tower_1/conv/Conv2D_bn_offset_quint8_const
3.732 0.001 1.579 0.001% 0.349% Const mixed_9/tower_1/conv/Conv2D_bn_offset_min
3.734 0.001 0.434 0.000% 0.349% Const mixed_9/tower_1/conv/Conv2D_bn_offset_max
3.736 0.002 0.633 0.001% 0.350% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const
3.739 0.001 0.429 0.000% 0.350% Const mixed_9/tower_1/conv_1/conv2d_params_min
3.741 0.002 1.151 0.001% 0.351% Const mixed_9/tower_1/conv_1/conv2d_params_max
3.743 0.002 0.606 0.001% 0.352% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.747 0.002 0.438 0.000% 0.352% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_min
3.750 0.001 0.432 0.000% 0.352% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_max
3.752 0.002 0.621 0.001% 0.353% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const
3.755 0.002 0.481 0.000% 0.353% Const mixed_9/tower_1/mixed/conv/conv2d_params_min
3.757 0.002 0.462 0.000% 0.354% Const mixed_9/tower_1/mixed/conv/conv2d_params_max
3.760 0.002 0.599 0.001% 0.354% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
3.762 0.002 0.561 0.001% 0.355% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_min
3.765 0.001 0.435 0.000% 0.355% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_max
3.767 0.001 0.734 0.001% 0.356% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const
3.769 0.002 0.449 0.000% 0.356% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min
3.771 0.002 0.425 0.000% 0.357% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max
3.774 0.001 0.530 0.000% 0.357% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
3.776 0.002 0.434 0.000% 0.358% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_min
3.778 0.003 0.466 0.000% 0.358% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_max
3.782 0.002 1.192 0.001% 0.359% Const mixed_9/tower_2/conv/conv2d_params_quint8_const
3.785 0.002 0.478 0.000% 0.360% Const mixed_9/tower_2/conv/conv2d_params_min
3.789 0.001 0.414 0.000% 0.360% Const mixed_9/tower_2/conv/conv2d_params_max
3.793 0.002 0.580 0.001% 0.361% Const mixed_9/tower_2/conv/Conv2D_bn_offset_quint8_const
3.796 0.001 0.465 0.000% 0.361% Const mixed_9/tower_2/conv/Conv2D_bn_offset_min
3.798 0.002 0.427 0.000% 0.361% Const mixed_9/tower_2/conv/Conv2D_bn_offset_max
3.800 0.003 0.600 0.001% 0.362% Const mixed_10/conv/conv2d_params_quint8_const
3.804 0.001 0.443 0.000% 0.362% Const mixed_10/conv/conv2d_params_min
3.806 0.002 0.423 0.000% 0.363% Const mixed_10/conv/conv2d_params_max
3.808 0.002 0.589 0.001% 0.363% Const mixed_10/conv/Conv2D_bn_offset_quint8_const
3.811 0.002 0.455 0.000% 0.364% Const mixed_10/conv/Conv2D_bn_offset_min
3.813 0.002 0.431 0.000% 0.364% Const mixed_10/conv/Conv2D_bn_offset_max
3.817 0.003 0.644 0.001% 0.365% Const mixed_10/tower/conv/conv2d_params_quint8_const
3.821 0.001 1.540 0.001% 0.366% Const mixed_10/tower/conv/conv2d_params_min
3.823 0.002 0.436 0.000% 0.367% Const mixed_10/tower/conv/conv2d_params_max
3.826 0.002 1.122 0.001% 0.368% Const mixed_10/tower/conv/Conv2D_bn_offset_quint8_const
3.828 0.002 0.446 0.000% 0.368% Const mixed_10/tower/conv/Conv2D_bn_offset_min
3.831 0.001 0.512 0.000% 0.369% Const mixed_10/tower/conv/Conv2D_bn_offset_max
3.833 0.002 0.694 0.001% 0.369% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const
3.835 0.002 0.472 0.000% 0.370% Const mixed_10/tower/mixed/conv/conv2d_params_min
3.838 0.001 0.425 0.000% 0.370% Const mixed_10/tower/mixed/conv/conv2d_params_max
3.840 0.002 0.582 0.001% 0.371% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_quint8_const
3.843 0.002 0.460 0.000% 0.371% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_min
3.845 0.002 0.437 0.000% 0.371% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_max
3.848 0.004 0.607 0.001% 0.372% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const
3.854 0.001 0.477 0.000% 0.372% Const mixed_10/tower/mixed/conv_1/conv2d_params_min
3.856 0.001 0.438 0.000% 0.373% Const mixed_10/tower/mixed/conv_1/conv2d_params_max
3.858 0.002 0.535 0.000% 0.373% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
3.860 0.002 0.464 0.000% 0.374% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_min
3.863 0.001 0.407 0.000% 0.374% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_max
3.865 0.003 0.608 0.001% 0.375% Const mixed_10/tower_1/conv/conv2d_params_quint8_const
3.868 0.002 0.453 0.000% 0.375% Const mixed_10/tower_1/conv/conv2d_params_min
3.870 0.002 0.413 0.000% 0.375% Const mixed_10/tower_1/conv/conv2d_params_max
3.873 0.001 0.541 0.000% 0.376% Const mixed_10/tower_1/conv/Conv2D_bn_offset_quint8_const
3.875 0.001 0.437 0.000% 0.376% Const mixed_10/tower_1/conv/Conv2D_bn_offset_min
3.879 0.002 0.442 0.000% 0.377% Const mixed_10/tower_1/conv/Conv2D_bn_offset_max
3.881 0.003 0.614 0.001% 0.377% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const
3.884 0.002 0.479 0.000% 0.378% Const mixed_10/tower_1/conv_1/conv2d_params_min
3.888 0.002 0.512 0.000% 0.378% Const mixed_10/tower_1/conv_1/conv2d_params_max
3.891 0.001 0.522 0.000% 0.379% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.893 0.001 0.554 0.001% 0.379% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_min
3.895 0.001 0.423 0.000% 0.380% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_max
3.897 0.002 0.620 0.001% 0.380% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const
3.900 0.001 0.455 0.000% 0.381% Const mixed_10/tower_1/mixed/conv/conv2d_params_min
3.902 0.001 1.202 0.001% 0.382% Const mixed_10/tower_1/mixed/conv/conv2d_params_max
3.904 0.001 0.546 0.001% 0.382% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
3.906 0.002 1.483 0.001% 0.384% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_min
3.908 0.002 0.441 0.000% 0.384% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_max
3.910 0.002 0.637 0.001% 0.385% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const
3.913 0.002 0.516 0.000% 0.385% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min
3.915 0.004 0.451 0.000% 0.385% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max
3.920 0.002 0.577 0.001% 0.386% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
3.923 0.001 0.443 0.000% 0.386% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_min
3.925 0.002 0.455 0.000% 0.387% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_max
3.927 0.002 0.587 0.001% 0.387% Const mixed_10/tower_2/conv/conv2d_params_quint8_const
3.930 0.001 0.429 0.000% 0.388% Const mixed_10/tower_2/conv/conv2d_params_min
3.932 0.002 0.417 0.000% 0.388% Const mixed_10/tower_2/conv/conv2d_params_max
3.934 0.002 0.561 0.001% 0.389% Const mixed_10/tower_2/conv/Conv2D_bn_offset_quint8_const
3.937 0.002 0.436 0.000% 0.389% Const mixed_10/tower_2/conv/Conv2D_bn_offset_min
3.939 0.002 0.426 0.000% 0.389% Const mixed_10/tower_2/conv/Conv2D_bn_offset_max
3.941 0.002 0.541 0.000% 0.390% Const pool_3/_reshape/shape
3.944 0.002 0.532 0.000% 0.390% Const softmax/weights_quint8_const
3.947 0.001 0.448 0.000% 0.391% Const softmax/weights_min
3.950 0.002 0.440 0.000% 0.391% Const softmax/weights_max
3.953 0.001 0.559 0.001% 0.392% Const softmax/biases_quint8_const
3.955 0.003 0.475 0.000% 0.392% Const softmax/biases_min
3.959 0.001 0.552 0.001% 0.393% Const softmax/biases_max
3.961 0.002 0.660 0.001% 0.393% Const mixed_10/join/concat_dim
3.964 0.002 0.536 0.000% 0.394% Const mixed_9/join/concat_dim
3.967 0.001 0.509 0.000% 0.394% Const mixed_8/join/concat_dim
3.969 0.002 0.486 0.000% 0.395% Const mixed_7/join/concat_dim
3.971 0.002 0.501 0.000% 0.395% Const mixed_6/join/concat_dim
3.974 0.002 0.528 0.000% 0.396% Const mixed_5/join/concat_dim
3.978 0.001 0.551 0.001% 0.396% Const mixed_4/join/concat_dim
3.981 0.231 3.947 0.004% 0.400% Reshape conv/Conv2D_eightbit_reshape_Mul
4.221 1.751 48.696 0.045% 0.445% Max conv/Conv2D_eightbit_max_Mul
4.255 1.672 39.406 0.036% 0.481% Min conv/Conv2D_eightbit_min_Mul
5.976 1.806 90.776 0.084% 0.565% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul
7.809 4.722 531.384 0.491% 1.056% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv
12.543 1.881 404.176 0.373% 1.429% RequantizationRange conv/Conv2D_eightbit_requant_range
14.428 1.136 110.641 0.102% 1.531% Requantize conv/Conv2D_eightbit_requantize
15.572 3.522 739.308 0.683% 2.214% QuantizedBiasAdd conv/batchnorm_eightbit_quantized_bias_add
19.102 1.649 403.433 0.373% 2.586% RequantizationRange conv/batchnorm_eightbit_requant_range
20.754 0.402 107.412 0.099% 2.685% Requantize conv/batchnorm_eightbit_requantize
21.173 0.962 75.294 0.070% 2.755% QuantizedRelu conv_eightbit_quantized
22.142 8.677 1995.847 1.843% 4.598% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv
30.828 1.785 384.410 0.355% 4.953% RequantizationRange conv_1/Conv2D_eightbit_requant_range
32.627 0.483 169.702 0.157% 5.109% Requantize conv_1/Conv2D_eightbit_requantize
33.118 2.943 708.920 0.655% 5.764% QuantizedBiasAdd conv_1/batchnorm_eightbit_quantized_bias_add
36.068 2.129 382.449 0.353% 6.117% RequantizationRange conv_1/batchnorm_eightbit_requant_range
38.201 0.394 142.800 0.132% 6.249% Requantize conv_1/batchnorm_eightbit_requantize
38.604 0.068 24.734 0.023% 6.272% QuantizedRelu conv_1_eightbit_quantized
38.676 14.797 2769.798 2.557% 8.829% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv
53.481 3.514 781.021 0.721% 9.550% RequantizationRange conv_2/Conv2D_eightbit_requant_range
57.000 1.492 340.856 0.315% 9.865% Requantize conv_2/Conv2D_eightbit_requantize
58.504 6.435 1442.370 1.332% 11.197% QuantizedBiasAdd conv_2/batchnorm_eightbit_quantized_bias_add
64.947 3.490 787.159 0.727% 11.924% RequantizationRange conv_2/batchnorm_eightbit_requant_range
68.441 1.286 364.418 0.336% 12.260% Requantize conv_2/batchnorm_eightbit_requantize
69.735 0.314 81.883 0.076% 12.336% QuantizedRelu conv_2_eightbit_quantized
70.055 3.123 938.627 0.867% 13.203% QuantizedMaxPool pool_eightbit_quantized
73.184 1.402 375.208 0.346% 13.549% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv
74.594 1.061 238.441 0.220% 13.769% RequantizationRange conv_3/Conv2D_eightbit_requant_range
75.659 0.393 69.554 0.064% 13.833% Requantize conv_3/Conv2D_eightbit_requantize
76.059 2.844 441.652 0.408% 14.241% QuantizedBiasAdd conv_3/batchnorm_eightbit_quantized_bias_add
78.915 1.017 236.395 0.218% 14.459% RequantizationRange conv_3/batchnorm_eightbit_requant_range
79.935 0.277 68.040 0.063% 14.522% Requantize conv_3/batchnorm_eightbit_requantize
80.217 0.061 18.309 0.017% 14.539% QuantizedRelu conv_3_eightbit_quantized
80.287 14.921 3028.320 2.796% 17.335% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv
95.217 2.381 570.475 0.527% 17.862% RequantizationRange conv_4/Conv2D_eightbit_requant_range
97.602 0.607 240.411 0.222% 18.084% Requantize conv_4/Conv2D_eightbit_requantize
98.216 4.183 1028.745 0.950% 19.034% QuantizedBiasAdd conv_4/batchnorm_eightbit_quantized_bias_add
102.423 2.462 553.677 0.511% 19.545% RequantizationRange conv_4/batchnorm_eightbit_requant_range
104.892 0.635 215.644 0.199% 19.744% Requantize conv_4/batchnorm_eightbit_requantize
105.546 0.087 36.909 0.034% 19.778% QuantizedRelu conv_4_eightbit_quantized
105.640 7.317 647.297 0.598% 20.376% QuantizedMaxPool pool_1_eightbit_quantized
112.974 1.235 589.627 0.544% 20.921% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv
112.975 1.953 416.713 0.385% 21.305% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized
112.981 1.509 490.771 0.453% 21.758% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv
112.981 1.267 475.772 0.439% 22.198% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv
114.218 0.203 54.933 0.051% 22.249% RequantizationRange mixed/tower_1/conv/Conv2D_eightbit_requant_range
114.258 0.193 49.765 0.046% 22.294% RequantizationRange mixed/conv/Conv2D_eightbit_requant_range
114.424 0.413 152.508 0.141% 22.435% Requantize mixed/tower_1/conv/Conv2D_eightbit_requantize
114.454 0.369 104.129 0.096% 22.531% Requantize mixed/conv/Conv2D_eightbit_requantize
114.498 0.158 41.515 0.038% 22.570% RequantizationRange mixed/tower/conv/Conv2D_eightbit_requant_range
114.659 0.217 120.096 0.111% 22.681% Requantize mixed/tower/conv/Conv2D_eightbit_requantize
114.829 1.346 196.990 0.182% 22.863% QuantizedBiasAdd mixed/conv/batchnorm_eightbit_quantized_bias_add
114.844 1.266 201.466 0.186% 23.049% QuantizedBiasAdd mixed/tower_1/conv/batchnorm_eightbit_quantized_bias_add
114.882 1.232 171.332 0.158% 23.207% QuantizedBiasAdd mixed/tower/conv/batchnorm_eightbit_quantized_bias_add
114.935 0.713 244.219 0.225% 23.432% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv
115.654 0.201 24.831 0.023% 23.455% RequantizationRange mixed/tower_2/conv/Conv2D_eightbit_requant_range
115.862 0.365 91.512 0.084% 23.540% Requantize mixed/tower_2/conv/Conv2D_eightbit_requantize
116.117 0.213 50.423 0.047% 23.586% RequantizationRange mixed/tower_1/conv/batchnorm_eightbit_requant_range
116.122 0.154 39.143 0.036% 23.622% RequantizationRange mixed/tower/conv/batchnorm_eightbit_requant_range
116.183 0.207 47.889 0.044% 23.667% RequantizationRange mixed/conv/batchnorm_eightbit_requant_range
116.232 0.390 126.397 0.117% 23.783% QuantizedBiasAdd mixed/tower_2/conv/batchnorm_eightbit_quantized_bias_add
116.280 0.282 114.479 0.106% 23.889% Requantize mixed/tower/conv/batchnorm_eightbit_requantize
116.335 0.341 94.836 0.088% 23.977% Requantize mixed/tower_1/conv/batchnorm_eightbit_requantize
116.393 0.250 111.513 0.103% 24.080% Requantize mixed/conv/batchnorm_eightbit_requantize
116.567 0.018 4.976 0.005% 24.084% QuantizedRelu mixed/tower/conv_eightbit_quantized
116.589 3.632 795.717 0.735% 24.819% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv
116.628 0.106 25.941 0.024% 24.843% RequantizationRange mixed/tower_2/conv/batchnorm_eightbit_requant_range
116.647 0.056 5.870 0.005% 24.848% QuantizedRelu mixed/conv_eightbit_quantized
116.680 0.019 5.370 0.005% 24.853% QuantizedRelu mixed/tower_1/conv_eightbit_quantized
116.706 2.540 555.266 0.513% 25.366% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv
116.737 0.074 116.714 0.108% 25.474% Requantize mixed/tower_2/conv/batchnorm_eightbit_requantize
116.815 0.016 4.567 0.004% 25.478% QuantizedRelu mixed/tower_2/conv_eightbit_quantized
119.256 0.291 69.530 0.064% 25.542% RequantizationRange mixed/tower_1/conv_1/Conv2D_eightbit_requant_range
119.550 0.470 71.046 0.066% 25.608% Requantize mixed/tower_1/conv_1/Conv2D_eightbit_requantize
120.029 0.883 176.324 0.163% 25.770% QuantizedBiasAdd mixed/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
120.227 0.205 46.574 0.043% 25.813% RequantizationRange mixed/tower/conv_1/Conv2D_eightbit_requant_range
120.436 0.364 71.679 0.066% 25.880% Requantize mixed/tower/conv_1/Conv2D_eightbit_requantize
120.807 0.444 174.959 0.162% 26.041% QuantizedBiasAdd mixed/tower/conv_1/batchnorm_eightbit_quantized_bias_add
120.920 0.514 70.558 0.065% 26.106% RequantizationRange mixed/tower_1/conv_1/batchnorm_eightbit_requant_range
121.257 0.223 46.928 0.043% 26.150% RequantizationRange mixed/tower/conv_1/batchnorm_eightbit_requant_range
121.438 0.171 44.234 0.041% 26.191% Requantize mixed/tower_1/conv_1/batchnorm_eightbit_requantize
121.484 0.113 90.628 0.084% 26.274% Requantize mixed/tower/conv_1/batchnorm_eightbit_requantize
121.604 0.027 4.193 0.004% 26.278% QuantizedRelu mixed/tower/conv_1_eightbit_quantized
121.616 0.021 5.102 0.005% 26.283% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized
121.641 2.131 471.770 0.436% 26.718% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv
123.781 0.314 67.241 0.062% 26.781% RequantizationRange mixed/tower_1/conv_2/Conv2D_eightbit_requant_range
124.100 0.216 33.183 0.031% 26.811% Requantize mixed/tower_1/conv_2/Conv2D_eightbit_requantize
124.323 0.587 136.869 0.126% 26.938% QuantizedBiasAdd mixed/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
124.917 0.328 67.202 0.062% 27.000% RequantizationRange mixed/tower_1/conv_2/batchnorm_eightbit_requant_range
125.250 0.194 28.034 0.026% 27.025% Requantize mixed/tower_1/conv_2/batchnorm_eightbit_requantize
125.452 0.028 4.870 0.004% 27.030% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized
125.485 1.208 106.268 0.098% 27.128% QuantizedConcat mixed/join_eightbit_quantized_concat
126.714 3.258 645.360 0.596% 27.724% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized
126.716 2.462 643.403 0.594% 28.318% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv
126.731 2.087 717.146 0.662% 28.980% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv
126.740 2.214 630.411 0.582% 29.562% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv
128.828 0.216 56.604 0.052% 29.615% RequantizationRange mixed_1/tower_1/conv/Conv2D_eightbit_requant_range
128.963 0.158 39.673 0.037% 29.651% RequantizationRange mixed_1/tower/conv/Conv2D_eightbit_requant_range
129.047 0.302 113.000 0.104% 29.756% Requantize mixed_1/tower_1/conv/Conv2D_eightbit_requantize
129.125 0.205 87.293 0.081% 29.836% Requantize mixed_1/tower/conv/Conv2D_eightbit_requantize
129.184 0.218 48.467 0.045% 29.881% RequantizationRange mixed_1/conv/Conv2D_eightbit_requant_range
129.337 0.978 188.305 0.174% 30.055% QuantizedBiasAdd mixed_1/tower/conv/batchnorm_eightbit_quantized_bias_add
129.358 1.264 223.163 0.206% 30.261% QuantizedBiasAdd mixed_1/tower_1/conv/batchnorm_eightbit_quantized_bias_add
129.405 0.919 86.432 0.080% 30.341% Requantize mixed_1/conv/Conv2D_eightbit_requantize
129.980 0.770 343.689 0.317% 30.658% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv
130.323 0.307 37.044 0.034% 30.692% RequantizationRange mixed_1/tower/conv/batchnorm_eightbit_requant_range
130.516 0.733 191.223 0.177% 30.869% QuantizedBiasAdd mixed_1/conv/batchnorm_eightbit_quantized_bias_add
130.629 0.239 57.388 0.053% 30.922% RequantizationRange mixed_1/tower_1/conv/batchnorm_eightbit_requant_range
130.634 0.609 73.216 0.068% 30.989% Requantize mixed_1/tower/conv/batchnorm_eightbit_requantize
130.766 0.218 47.666 0.044% 31.033% RequantizationRange mixed_1/tower_2/conv/Conv2D_eightbit_requant_range
130.872 0.430 98.749 0.091% 31.125% Requantize mixed_1/tower_1/conv/batchnorm_eightbit_requantize
130.987 0.334 116.614 0.108% 31.232% Requantize mixed_1/tower_2/conv/Conv2D_eightbit_requantize
131.251 0.022 4.469 0.004% 31.236% QuantizedRelu mixed_1/tower/conv_eightbit_quantized
131.276 4.499 762.049 0.704% 31.940% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv
131.309 0.033 5.371 0.005% 31.945% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized
131.318 0.214 53.657 0.050% 31.994% RequantizationRange mixed_1/conv/batchnorm_eightbit_requant_range
131.327 3.393 200.598 0.185% 32.180% QuantizedBiasAdd mixed_1/tower_2/conv/batchnorm_eightbit_quantized_bias_add
131.345 2.661 638.637 0.590% 32.769% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv
131.537 3.144 112.063 0.103% 32.873% Requantize mixed_1/conv/batchnorm_eightbit_requantize
134.015 0.297 71.980 0.066% 32.939% RequantizationRange mixed_1/tower_1/conv_1/Conv2D_eightbit_requant_range
134.316 0.663 55.593 0.051% 32.991% Requantize mixed_1/tower_1/conv_1/Conv2D_eightbit_requantize
134.687 0.143 5.163 0.005% 32.995% QuantizedRelu mixed_1/conv_eightbit_quantized
134.736 0.279 48.194 0.044% 33.040% RequantizationRange mixed_1/tower_2/conv/batchnorm_eightbit_requant_range
134.988 0.847 178.970 0.165% 33.205% QuantizedBiasAdd mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
135.020 0.764 98.240 0.091% 33.296% Requantize mixed_1/tower_2/conv/batchnorm_eightbit_requantize
135.783 0.207 47.987 0.044% 33.340% RequantizationRange mixed_1/tower/conv_1/Conv2D_eightbit_requant_range
135.789 0.019 5.535 0.005% 33.345% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized
135.842 0.313 70.445 0.065% 33.410% RequantizationRange mixed_1/tower_1/conv_1/batchnorm_eightbit_requant_range
135.994 0.095 83.148 0.077% 33.487% Requantize mixed_1/tower/conv_1/Conv2D_eightbit_requantize
136.092 0.404 155.249 0.143% 33.630% QuantizedBiasAdd mixed_1/tower/conv_1/batchnorm_eightbit_quantized_bias_add
136.159 0.317 35.515 0.033% 33.663% Requantize mixed_1/tower_1/conv_1/batchnorm_eightbit_requantize
136.483 0.026 5.127 0.005% 33.668% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized
136.503 0.195 48.875 0.045% 33.713% RequantizationRange mixed_1/tower/conv_1/batchnorm_eightbit_requant_range
136.513 1.602 487.695 0.450% 34.163% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv
136.702 1.273 94.533 0.087% 34.251% Requantize mixed_1/tower/conv_1/batchnorm_eightbit_requantize
137.981 0.019 4.173 0.004% 34.255% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized
138.119 0.284 69.503 0.064% 34.319% RequantizationRange mixed_1/tower_1/conv_2/Conv2D_eightbit_requant_range
138.405 0.109 30.143 0.028% 34.347% Requantize mixed_1/tower_1/conv_2/Conv2D_eightbit_requantize
138.519 0.478 141.719 0.131% 34.477% QuantizedBiasAdd mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
139.003 0.284 69.447 0.064% 34.542% RequantizationRange mixed_1/tower_1/conv_2/batchnorm_eightbit_requant_range
139.290 0.097 28.601 0.026% 34.568% Requantize mixed_1/tower_1/conv_2/batchnorm_eightbit_requantize
139.393 0.017 4.946 0.005% 34.573% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized
139.413 0.406 137.006 0.127% 34.699% QuantizedConcat mixed_1/join_eightbit_quantized_concat
139.842 1.685 739.475 0.683% 35.382% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv
139.864 5.434 738.259 0.682% 36.064% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized
139.868 1.667 658.736 0.608% 36.672% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv
139.976 1.192 636.093 0.587% 37.259% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv
141.177 0.149 38.112 0.035% 37.294% RequantizationRange mixed_2/tower/conv/Conv2D_eightbit_requant_range
141.329 0.191 88.283 0.082% 37.376% Requantize mixed_2/tower/conv/Conv2D_eightbit_requantize
141.526 1.233 192.346 0.178% 37.553% QuantizedBiasAdd mixed_2/tower/conv/batchnorm_eightbit_quantized_bias_add
141.535 0.206 55.181 0.051% 37.604% RequantizationRange mixed_2/tower_1/conv/Conv2D_eightbit_requant_range
141.542 0.196 49.834 0.046% 37.650% RequantizationRange mixed_2/conv/Conv2D_eightbit_requant_range
141.741 0.329 80.511 0.074% 37.725% Requantize mixed_2/conv/Conv2D_eightbit_requantize
141.744 0.340 128.314 0.118% 37.843% Requantize mixed_2/tower_1/conv/Conv2D_eightbit_requantize
142.075 0.687 203.776 0.188% 38.031% QuantizedBiasAdd mixed_2/conv/batchnorm_eightbit_quantized_bias_add
142.090 0.735 207.929 0.192% 38.223% QuantizedBiasAdd mixed_2/tower_1/conv/batchnorm_eightbit_quantized_bias_add
142.766 0.162 39.160 0.036% 38.259% RequantizationRange mixed_2/tower/conv/batchnorm_eightbit_requant_range
142.768 0.218 57.355 0.053% 38.312% RequantizationRange mixed_2/conv/batchnorm_eightbit_requant_range
142.838 0.220 56.609 0.052% 38.365% RequantizationRange mixed_2/tower_1/conv/batchnorm_eightbit_requant_range
142.931 0.360 80.218 0.074% 38.439% Requantize mixed_2/tower/conv/batchnorm_eightbit_requantize
142.993 0.157 96.480 0.089% 38.528% Requantize mixed_2/conv/batchnorm_eightbit_requantize
143.063 0.239 108.035 0.100% 38.628% Requantize mixed_2/tower_1/conv/batchnorm_eightbit_requantize
143.157 0.017 5.563 0.005% 38.633% QuantizedRelu mixed_2/conv_eightbit_quantized
143.297 0.020 4.396 0.004% 38.637% QuantizedRelu mixed_2/tower/conv_eightbit_quantized
143.306 0.014 7.948 0.007% 38.644% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized
143.321 4.190 786.861 0.727% 39.371% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv
143.322 3.881 658.833 0.608% 39.979% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv
145.308 1.405 405.337 0.374% 40.353% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv
146.721 0.212 48.076 0.044% 40.398% RequantizationRange mixed_2/tower_2/conv/Conv2D_eightbit_requant_range
146.936 0.207 100.869 0.093% 40.491% Requantize mixed_2/tower_2/conv/Conv2D_eightbit_requantize
147.149 0.583 190.385 0.176% 40.667% QuantizedBiasAdd mixed_2/tower_2/conv/batchnorm_eightbit_quantized_bias_add
147.212 0.306 73.193 0.068% 40.734% RequantizationRange mixed_2/tower_1/conv_1/Conv2D_eightbit_requant_range
147.519 0.207 49.035 0.045% 40.779% RequantizationRange mixed_2/tower/conv_1/Conv2D_eightbit_requant_range
147.522 0.364 71.528 0.066% 40.846% Requantize mixed_2/tower_1/conv_1/Conv2D_eightbit_requantize
147.732 0.131 75.083 0.069% 40.915% Requantize mixed_2/tower/conv_1/Conv2D_eightbit_requantize
147.738 0.203 49.433 0.046% 40.960% RequantizationRange mixed_2/tower_2/conv/batchnorm_eightbit_requant_range
147.867 0.792 170.181 0.157% 41.118% QuantizedBiasAdd mixed_2/tower/conv_1/batchnorm_eightbit_quantized_bias_add
147.894 0.805 176.428 0.163% 41.281% QuantizedBiasAdd mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
147.945 0.698 109.382 0.101% 41.382% Requantize mixed_2/tower_2/conv/batchnorm_eightbit_requantize
148.648 0.021 5.260 0.005% 41.386% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized
148.667 0.210 48.175 0.044% 41.431% RequantizationRange mixed_2/tower/conv_1/batchnorm_eightbit_requant_range
148.708 0.294 72.006 0.066% 41.497% RequantizationRange mixed_2/tower_1/conv_1/batchnorm_eightbit_requant_range
148.880 0.089 90.947 0.084% 41.581% Requantize mixed_2/tower/conv_1/batchnorm_eightbit_requantize
148.973 0.016 4.100 0.004% 41.585% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized
149.004 0.129 36.614 0.034% 41.619% Requantize mixed_2/tower_1/conv_1/batchnorm_eightbit_requantize
149.139 0.020 5.257 0.005% 41.624% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized
149.168 1.555 477.643 0.441% 42.065% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv
150.729 0.286 69.700 0.064% 42.129% RequantizationRange mixed_2/tower_1/conv_2/Conv2D_eightbit_requant_range
151.017 0.108 31.253 0.029% 42.158% Requantize mixed_2/tower_1/conv_2/Conv2D_eightbit_requantize
151.131 0.509 140.674 0.130% 42.288% QuantizedBiasAdd mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
151.645 0.284 69.684 0.064% 42.352% RequantizationRange mixed_2/tower_1/conv_2/batchnorm_eightbit_requant_range
151.932 0.101 28.857 0.027% 42.379% Requantize mixed_2/tower_1/conv_2/batchnorm_eightbit_requantize
152.039 0.056 4.835 0.004% 42.383% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized
152.098 0.427 138.008 0.127% 42.511% QuantizedConcat mixed_2/join_eightbit_quantized_concat
152.545 0.666 311.874 0.288% 42.799% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv
152.551 1.048 276.332 0.255% 43.054% QuantizedMaxPool mixed_3/pool_eightbit_quantized
152.566 7.294 1608.600 1.485% 44.539% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv
153.216 0.207 56.217 0.052% 44.591% RequantizationRange mixed_3/tower/conv/Conv2D_eightbit_requant_range
153.425 0.092 209.200 0.193% 44.784% Requantize mixed_3/tower/conv/Conv2D_eightbit_requantize
153.530 0.393 407.640 0.376% 45.161% QuantizedBiasAdd mixed_3/tower/conv/batchnorm_eightbit_quantized_bias_add
153.929 0.192 47.762 0.044% 45.205% RequantizationRange mixed_3/tower/conv/batchnorm_eightbit_requant_range
154.123 0.080 200.319 0.185% 45.390% Requantize mixed_3/tower/conv/batchnorm_eightbit_requantize
154.207 0.016 11.846 0.011% 45.401% QuantizedRelu mixed_3/tower/conv_eightbit_quantized
154.226 5.078 561.569 0.519% 45.919% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv
159.313 0.295 73.653 0.068% 45.987% RequantizationRange mixed_3/tower/conv_1/Conv2D_eightbit_requant_range
159.611 0.244 50.257 0.046% 46.034% Requantize mixed_3/tower/conv_1/Conv2D_eightbit_requantize
159.864 1.253 164.530 0.152% 46.186% QuantizedBiasAdd mixed_3/tower/conv_1/batchnorm_eightbit_quantized_bias_add
159.867 0.294 67.969 0.063% 46.248% RequantizationRange mixed_3/conv/Conv2D_eightbit_requant_range
160.165 0.449 104.934 0.097% 46.345% Requantize mixed_3/conv/Conv2D_eightbit_requantize
160.621 0.547 194.047 0.179% 46.524% QuantizedBiasAdd mixed_3/conv/batchnorm_eightbit_quantized_bias_add
161.126 0.336 70.541 0.065% 46.589% RequantizationRange mixed_3/tower/conv_1/batchnorm_eightbit_requant_range
161.176 0.310 68.236 0.063% 46.652% RequantizationRange mixed_3/conv/batchnorm_eightbit_requant_range
161.466 0.201 36.038 0.033% 46.686% Requantize mixed_3/tower/conv_1/batchnorm_eightbit_requantize
161.490 0.175 66.242 0.061% 46.747% Requantize mixed_3/conv/batchnorm_eightbit_requantize
161.672 0.064 5.289 0.005% 46.752% QuantizedRelu mixed_3/conv_eightbit_quantized
161.676 0.035 5.950 0.005% 46.757% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized
161.716 0.612 163.938 0.151% 46.909% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv
162.335 0.076 17.652 0.016% 46.925% RequantizationRange mixed_3/tower/conv_2/Conv2D_eightbit_requant_range
162.414 0.066 18.042 0.017% 46.942% Requantize mixed_3/tower/conv_2/Conv2D_eightbit_requantize
162.485 0.242 44.701 0.041% 46.983% QuantizedBiasAdd mixed_3/tower/conv_2/batchnorm_eightbit_quantized_bias_add
162.732 0.074 17.893 0.017% 46.999% RequantizationRange mixed_3/tower/conv_2/batchnorm_eightbit_requant_range
162.809 0.060 16.172 0.015% 47.014% Requantize mixed_3/tower/conv_2/batchnorm_eightbit_requantize
162.873 0.012 3.198 0.003% 47.017% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized
162.887 0.340 106.511 0.098% 47.116% QuantizedConcat mixed_3/join_eightbit_quantized_concat
163.244 2.406 929.941 0.859% 47.974% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv
163.246 1.790 369.261 0.341% 48.315% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized
163.248 2.054 867.581 0.801% 49.116% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv
163.249 1.965 821.598 0.759% 49.875% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv
165.044 1.205 568.914 0.525% 50.400% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv
165.223 0.094 24.983 0.023% 50.423% RequantizationRange mixed_4/tower/conv/Conv2D_eightbit_requant_range
165.310 0.140 35.485 0.033% 50.456% RequantizationRange mixed_4/conv/Conv2D_eightbit_requant_range
165.320 0.653 81.463 0.075% 50.531% Requantize mixed_4/tower/conv/Conv2D_eightbit_requantize
165.454 0.419 82.814 0.076% 50.608% Requantize mixed_4/conv/Conv2D_eightbit_requantize
165.657 0.101 29.902 0.028% 50.635% RequantizationRange mixed_4/tower_1/conv/Conv2D_eightbit_requant_range
165.761 0.290 109.001 0.101% 50.736% Requantize mixed_4/tower_1/conv/Conv2D_eightbit_requantize
165.882 0.750 145.357 0.134% 50.870% QuantizedBiasAdd mixed_4/conv/batchnorm_eightbit_quantized_bias_add
165.978 0.962 127.447 0.118% 50.988% QuantizedBiasAdd mixed_4/tower/conv/batchnorm_eightbit_quantized_bias_add
166.055 0.511 137.408 0.127% 51.115% QuantizedBiasAdd mixed_4/tower_1/conv/batchnorm_eightbit_quantized_bias_add
166.255 0.148 35.467 0.033% 51.148% RequantizationRange mixed_4/tower_2/conv/Conv2D_eightbit_requant_range
166.406 0.180 59.576 0.055% 51.203% Requantize mixed_4/tower_2/conv/Conv2D_eightbit_requantize
166.572 0.102 26.388 0.024% 51.227% RequantizationRange mixed_4/tower_1/conv/batchnorm_eightbit_requant_range
166.592 0.412 138.269 0.128% 51.355% QuantizedBiasAdd mixed_4/tower_2/conv/batchnorm_eightbit_quantized_bias_add
166.638 0.147 35.600 0.033% 51.387% RequantizationRange mixed_4/conv/batchnorm_eightbit_requant_range
166.678 0.279 67.758 0.063% 51.450% Requantize mixed_4/tower_1/conv/batchnorm_eightbit_requantize
166.792 0.241 80.405 0.074% 51.524% Requantize mixed_4/conv/batchnorm_eightbit_requantize
166.946 0.101 24.855 0.023% 51.547% RequantizationRange mixed_4/tower/conv/batchnorm_eightbit_requant_range
166.963 0.014 3.917 0.004% 51.551% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized
166.980 1.111 276.078 0.255% 51.806% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv
167.013 0.161 36.961 0.034% 51.840% RequantizationRange mixed_4/tower_2/conv/batchnorm_eightbit_requant_range
167.038 0.017 4.100 0.004% 51.844% QuantizedRelu mixed_4/conv_eightbit_quantized
167.050 0.082 62.517 0.058% 51.901% Requantize mixed_4/tower/conv/batchnorm_eightbit_requantize
167.140 0.012 3.855 0.004% 51.905% QuantizedRelu mixed_4/tower/conv_eightbit_quantized
167.155 1.171 270.328 0.250% 52.155% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv
167.178 0.932 65.726 0.061% 52.215% Requantize mixed_4/tower_2/conv/batchnorm_eightbit_requantize
168.098 0.099 24.163 0.022% 52.238% RequantizationRange mixed_4/tower_1/conv_1/Conv2D_eightbit_requant_range
168.115 0.016 4.422 0.004% 52.242% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized
168.201 0.072 43.366 0.040% 52.282% Requantize mixed_4/tower_1/conv_1/Conv2D_eightbit_requantize
168.277 0.251 99.769 0.092% 52.374% QuantizedBiasAdd mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
168.333 0.100 24.026 0.022% 52.396% RequantizationRange mixed_4/tower/conv_1/Conv2D_eightbit_requant_range
168.435 0.148 51.428 0.047% 52.443% Requantize mixed_4/tower/conv_1/Conv2D_eightbit_requantize
168.533 0.094 23.917 0.022% 52.466% RequantizationRange mixed_4/tower_1/conv_1/batchnorm_eightbit_requant_range
168.591 0.252 86.182 0.080% 52.545% QuantizedBiasAdd mixed_4/tower/conv_1/batchnorm_eightbit_quantized_bias_add
168.630 0.151 43.569 0.040% 52.585% Requantize mixed_4/tower_1/conv_1/batchnorm_eightbit_requantize
168.786 0.015 3.466 0.003% 52.589% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized
168.804 0.625 271.656 0.251% 52.839% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv
168.850 0.095 23.332 0.022% 52.861% RequantizationRange mixed_4/tower/conv_1/batchnorm_eightbit_requant_range
168.948 0.465 39.845 0.037% 52.898% Requantize mixed_4/tower/conv_1/batchnorm_eightbit_requantize
169.416 0.009 3.012 0.003% 52.901% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized
169.427 1.142 342.342 0.316% 53.217% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv
169.434 0.092 23.449 0.022% 53.238% RequantizationRange mixed_4/tower_1/conv_2/Conv2D_eightbit_requant_range
169.528 0.055 33.301 0.031% 53.269% Requantize mixed_4/tower_1/conv_2/Conv2D_eightbit_requantize
169.586 0.625 80.373 0.074% 53.343% QuantizedBiasAdd mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
170.219 0.098 23.356 0.022% 53.365% RequantizationRange mixed_4/tower_1/conv_2/batchnorm_eightbit_requant_range
170.320 0.068 26.650 0.025% 53.389% Requantize mixed_4/tower_1/conv_2/batchnorm_eightbit_requantize
170.393 0.014 3.019 0.003% 53.392% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized
170.417 0.824 193.876 0.179% 53.571% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv
170.576 0.139 34.849 0.032% 53.603% RequantizationRange mixed_4/tower/conv_2/Conv2D_eightbit_requant_range
170.717 0.321 51.987 0.048% 53.651% Requantize mixed_4/tower/conv_2/Conv2D_eightbit_requantize
171.043 0.358 109.888 0.101% 53.753% QuantizedBiasAdd mixed_4/tower/conv_2/batchnorm_eightbit_quantized_bias_add
171.248 0.101 22.818 0.021% 53.774% RequantizationRange mixed_4/tower_1/conv_3/Conv2D_eightbit_requant_range
171.352 0.058 19.812 0.018% 53.792% Requantize mixed_4/tower_1/conv_3/Conv2D_eightbit_requantize
171.407 0.151 35.035 0.032% 53.825% RequantizationRange mixed_4/tower/conv_2/batchnorm_eightbit_requant_range
171.413 0.243 56.186 0.052% 53.876% QuantizedBiasAdd mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
171.561 0.070 40.501 0.037% 53.914% Requantize mixed_4/tower/conv_2/batchnorm_eightbit_requantize
171.635 0.013 3.445 0.003% 53.917% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized
171.660 0.093 22.962 0.021% 53.938% RequantizationRange mixed_4/tower_1/conv_3/batchnorm_eightbit_requant_range
171.755 0.247 18.009 0.017% 53.955% Requantize mixed_4/tower_1/conv_3/batchnorm_eightbit_requantize
172.007 0.011 2.970 0.003% 53.958% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized
172.020 0.990 266.337 0.246% 54.204% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv
173.016 0.137 33.282 0.031% 54.234% RequantizationRange mixed_4/tower_1/conv_4/Conv2D_eightbit_requant_range
173.156 0.067 20.007 0.018% 54.253% Requantize mixed_4/tower_1/conv_4/Conv2D_eightbit_requantize
173.227 0.275 74.472 0.069% 54.321% QuantizedBiasAdd mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
173.507 0.175 33.385 0.031% 54.352% RequantizationRange mixed_4/tower_1/conv_4/batchnorm_eightbit_requant_range
173.684 0.066 20.253 0.019% 54.371% Requantize mixed_4/tower_1/conv_4/batchnorm_eightbit_requantize
173.755 0.012 3.369 0.003% 54.374% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized
173.776 0.404 107.512 0.099% 54.473% QuantizedConcat mixed_4/join_eightbit_quantized_concat
174.208 2.017 995.141 0.919% 55.392% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv
174.211 2.496 483.430 0.446% 55.839% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized
174.218 2.394 914.703 0.845% 56.683% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv
174.225 2.392 882.497 0.815% 57.498% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv
176.236 0.136 38.921 0.036% 57.534% RequantizationRange mixed_5/tower_1/conv/Conv2D_eightbit_requant_range
176.376 0.121 85.274 0.079% 57.613% Requantize mixed_5/tower_1/conv/Conv2D_eightbit_requantize
176.503 0.573 154.975 0.143% 57.756% QuantizedBiasAdd mixed_5/tower_1/conv/batchnorm_eightbit_quantized_bias_add
176.621 0.157 35.809 0.033% 57.789% RequantizationRange mixed_5/conv/Conv2D_eightbit_requant_range
176.626 0.128 31.242 0.029% 57.818% RequantizationRange mixed_5/tower/conv/Conv2D_eightbit_requant_range
176.713 1.728 516.699 0.477% 58.295% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv
176.759 0.230 91.254 0.084% 58.379% Requantize mixed_5/tower/conv/Conv2D_eightbit_requantize
176.782 0.457 77.490 0.072% 58.451% Requantize mixed_5/conv/Conv2D_eightbit_requantize
176.994 1.264 146.102 0.135% 58.586% QuantizedBiasAdd mixed_5/tower/conv/batchnorm_eightbit_quantized_bias_add
177.083 0.124 31.731 0.029% 58.615% RequantizationRange mixed_5/tower_1/conv/batchnorm_eightbit_requant_range
177.210 0.719 66.680 0.062% 58.676% Requantize mixed_5/tower_1/conv/batchnorm_eightbit_requantize
177.243 0.984 153.366 0.142% 58.818% QuantizedBiasAdd mixed_5/conv/batchnorm_eightbit_quantized_bias_add
177.935 0.016 3.981 0.004% 58.822% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized
177.959 1.505 416.067 0.384% 59.206% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv
178.234 0.153 35.735 0.033% 59.239% RequantizationRange mixed_5/conv/batchnorm_eightbit_requant_range
178.266 0.124 31.027 0.029% 59.268% RequantizationRange mixed_5/tower/conv/batchnorm_eightbit_requant_range
178.390 0.768 81.627 0.075% 59.343% Requantize mixed_5/conv/batchnorm_eightbit_requantize
178.398 0.518 59.424 0.055% 59.398% Requantize mixed_5/tower/conv/batchnorm_eightbit_requantize
178.451 0.148 35.167 0.032% 59.430% RequantizationRange mixed_5/tower_2/conv/Conv2D_eightbit_requant_range
178.602 0.456 64.511 0.060% 59.490% Requantize mixed_5/tower_2/conv/Conv2D_eightbit_requantize
178.922 0.016 4.179 0.004% 59.494% QuantizedRelu mixed_5/tower/conv_eightbit_quantized
178.941 1.874 414.876 0.383% 59.877% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv
179.063 0.693 146.977 0.136% 60.012% QuantizedBiasAdd mixed_5/tower_2/conv/batchnorm_eightbit_quantized_bias_add
179.161 0.017 4.292 0.004% 60.016% QuantizedRelu mixed_5/conv_eightbit_quantized
179.474 0.131 29.876 0.028% 60.044% RequantizationRange mixed_5/tower_1/conv_1/Conv2D_eightbit_requant_range
179.608 0.363 42.953 0.040% 60.084% Requantize mixed_5/tower_1/conv_1/Conv2D_eightbit_requantize
179.763 0.147 34.722 0.032% 60.116% RequantizationRange mixed_5/tower_2/conv/batchnorm_eightbit_requant_range
179.913 0.476 75.013 0.069% 60.185% Requantize mixed_5/tower_2/conv/batchnorm_eightbit_requantize
179.980 0.549 115.213 0.106% 60.291% QuantizedBiasAdd mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
180.395 0.020 5.301 0.005% 60.296% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized
180.536 0.131 29.735 0.027% 60.324% RequantizationRange mixed_5/tower_1/conv_1/batchnorm_eightbit_requant_range
180.670 0.072 32.141 0.030% 60.353% Requantize mixed_5/tower_1/conv_1/batchnorm_eightbit_requantize
180.748 0.017 3.029 0.003% 60.356% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized
180.768 1.293 415.316 0.383% 60.740% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv
180.820 0.114 28.917 0.027% 60.766% RequantizationRange mixed_5/tower/conv_1/Conv2D_eightbit_requant_range
180.935 0.061 49.168 0.045% 60.812% Requantize mixed_5/tower/conv_1/Conv2D_eightbit_requantize
181.002 0.716 107.924 0.100% 60.911% QuantizedBiasAdd mixed_5/tower/conv_1/batchnorm_eightbit_quantized_bias_add
181.725 0.126 28.897 0.027% 60.938% RequantizationRange mixed_5/tower/conv_1/batchnorm_eightbit_requant_range
181.856 0.131 39.616 0.037% 60.975% Requantize mixed_5/tower/conv_1/batchnorm_eightbit_requantize
181.993 0.024 3.537 0.003% 60.978% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized
182.020 1.479 465.603 0.430% 61.408% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv
182.067 0.114 28.616 0.026% 61.434% RequantizationRange mixed_5/tower_1/conv_2/Conv2D_eightbit_requant_range
182.183 0.071 38.104 0.035% 61.469% Requantize mixed_5/tower_1/conv_2/Conv2D_eightbit_requantize
182.264 0.855 95.234 0.088% 61.557% QuantizedBiasAdd mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
183.127 0.118 29.060 0.027% 61.584% RequantizationRange mixed_5/tower_1/conv_2/batchnorm_eightbit_requant_range
183.248 0.069 26.438 0.024% 61.609% Requantize mixed_5/tower_1/conv_2/batchnorm_eightbit_requantize
183.321 0.013 3.144 0.003% 61.612% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized
183.337 1.297 278.990 0.258% 61.869% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv
183.506 0.172 34.815 0.032% 61.901% RequantizationRange mixed_5/tower/conv_2/Conv2D_eightbit_requant_range
183.682 0.571 51.423 0.047% 61.949% Requantize mixed_5/tower/conv_2/Conv2D_eightbit_requantize
184.259 0.348 121.070 0.112% 62.061% QuantizedBiasAdd mixed_5/tower/conv_2/batchnorm_eightbit_quantized_bias_add
184.613 0.141 35.347 0.033% 62.093% RequantizationRange mixed_5/tower/conv_2/batchnorm_eightbit_requant_range
184.642 0.115 28.105 0.026% 62.119% RequantizationRange mixed_5/tower_1/conv_3/Conv2D_eightbit_requant_range
184.756 0.089 49.495 0.046% 62.165% Requantize mixed_5/tower/conv_2/batchnorm_eightbit_requantize
184.760 0.126 21.882 0.020% 62.185% Requantize mixed_5/tower_1/conv_3/Conv2D_eightbit_requantize
184.848 0.023 3.460 0.003% 62.188% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized
184.890 0.238 64.560 0.060% 62.248% QuantizedBiasAdd mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
185.133 0.113 28.182 0.026% 62.274% RequantizationRange mixed_5/tower_1/conv_3/batchnorm_eightbit_requant_range
185.248 0.057 19.250 0.018% 62.292% Requantize mixed_5/tower_1/conv_3/batchnorm_eightbit_requantize
185.307 0.009 3.057 0.003% 62.294% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized
185.318 1.165 326.535 0.302% 62.596% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv
186.496 0.139 33.323 0.031% 62.627% RequantizationRange mixed_5/tower_1/conv_4/Conv2D_eightbit_requant_range
186.638 0.095 21.160 0.020% 62.646% Requantize mixed_5/tower_1/conv_4/Conv2D_eightbit_requantize
186.739 0.279 73.684 0.068% 62.714% QuantizedBiasAdd mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
187.024 0.139 33.294 0.031% 62.745% RequantizationRange mixed_5/tower_1/conv_4/batchnorm_eightbit_requant_range
187.165 0.072 19.906 0.018% 62.763% Requantize mixed_5/tower_1/conv_4/batchnorm_eightbit_requantize
187.242 0.013 3.215 0.003% 62.766% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized
187.257 0.422 114.366 0.106% 62.872% QuantizedConcat mixed_5/join_eightbit_quantized_concat
187.702 2.290 945.940 0.873% 63.745% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv
187.706 2.541 528.095 0.488% 64.233% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized
187.754 2.260 876.804 0.810% 65.043% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv
187.758 2.081 858.390 0.793% 65.835% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv
189.849 0.118 31.348 0.029% 65.864% RequantizationRange mixed_6/tower/conv/Conv2D_eightbit_requant_range
189.970 0.088 72.465 0.067% 65.931% Requantize mixed_6/tower/conv/Conv2D_eightbit_requantize
190.001 0.146 40.679 0.038% 65.969% RequantizationRange mixed_6/tower_1/conv/Conv2D_eightbit_requant_range
190.022 0.163 36.716 0.034% 66.003% RequantizationRange mixed_6/conv/Conv2D_eightbit_requant_range
190.062 1.215 143.426 0.132% 66.135% QuantizedBiasAdd mixed_6/tower/conv/batchnorm_eightbit_quantized_bias_add
190.151 0.212 107.106 0.099% 66.234% Requantize mixed_6/tower_1/conv/Conv2D_eightbit_requantize
190.188 0.168 70.171 0.065% 66.299% Requantize mixed_6/conv/Conv2D_eightbit_requantize
190.253 1.141 482.719 0.446% 66.744% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv
190.361 0.931 167.525 0.155% 66.899% QuantizedBiasAdd mixed_6/conv/batchnorm_eightbit_quantized_bias_add
190.368 0.921 153.262 0.142% 67.041% QuantizedBiasAdd mixed_6/tower_1/conv/batchnorm_eightbit_quantized_bias_add
191.283 0.118 29.816 0.028% 67.068% RequantizationRange mixed_6/tower/conv/batchnorm_eightbit_requant_range
191.296 0.121 33.594 0.031% 67.099% RequantizationRange mixed_6/tower_1/conv/batchnorm_eightbit_requant_range
191.299 0.150 35.251 0.033% 67.132% RequantizationRange mixed_6/conv/batchnorm_eightbit_requant_range
191.401 0.148 34.742 0.032% 67.164% RequantizationRange mixed_6/tower_2/conv/Conv2D_eightbit_requant_range
191.404 0.237 72.255 0.067% 67.231% Requantize mixed_6/tower/conv/batchnorm_eightbit_requantize
191.421 0.210 69.869 0.065% 67.295% Requantize mixed_6/tower_1/conv/batchnorm_eightbit_requantize
191.452 0.108 81.141 0.075% 67.370% Requantize mixed_6/conv/batchnorm_eightbit_requantize
191.553 0.114 76.317 0.070% 67.440% Requantize mixed_6/tower_2/conv/Conv2D_eightbit_requantize
191.564 0.062 4.591 0.004% 67.445% QuantizedRelu mixed_6/conv_eightbit_quantized
191.637 0.017 4.806 0.004% 67.449% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized
191.647 0.019 4.283 0.004% 67.453% QuantizedRelu mixed_6/tower/conv_eightbit_quantized
191.658 2.305 413.185 0.382% 67.835% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv
191.669 2.100 399.127 0.369% 68.203% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv
191.677 1.898 148.557 0.137% 68.340% QuantizedBiasAdd mixed_6/tower_2/conv/batchnorm_eightbit_quantized_bias_add
193.583 0.162 34.983 0.032% 68.373% RequantizationRange mixed_6/tower_2/conv/batchnorm_eightbit_requant_range
193.749 0.109 70.860 0.065% 68.438% Requantize mixed_6/tower_2/conv/batchnorm_eightbit_requantize
193.778 0.126 28.991 0.027% 68.465% RequantizationRange mixed_6/tower/conv_1/Conv2D_eightbit_requant_range
193.862 0.018 4.893 0.005% 68.469% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized
193.908 0.089 57.391 0.053% 68.522% Requantize mixed_6/tower/conv_1/Conv2D_eightbit_requantize
193.969 0.131 30.003 0.028% 68.550% RequantizationRange mixed_6/tower_1/conv_1/Conv2D_eightbit_requant_range
194.001 0.360 101.321 0.094% 68.644% QuantizedBiasAdd mixed_6/tower/conv_1/batchnorm_eightbit_quantized_bias_add
194.103 0.193 45.490 0.042% 68.686% Requantize mixed_6/tower_1/conv_1/Conv2D_eightbit_requantize
194.301 0.284 100.634 0.093% 68.778% QuantizedBiasAdd mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
194.368 0.131 29.146 0.027% 68.805% RequantizationRange mixed_6/tower/conv_1/batchnorm_eightbit_requant_range
194.502 0.087 46.692 0.043% 68.848% Requantize mixed_6/tower/conv_1/batchnorm_eightbit_requantize
194.592 0.122 29.275 0.027% 68.876% RequantizationRange mixed_6/tower_1/conv_1/batchnorm_eightbit_requant_range
194.594 0.020 3.047 0.003% 68.878% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized
194.617 2.026 461.595 0.426% 69.305% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv
194.716 0.076 35.709 0.033% 69.338% Requantize mixed_6/tower_1/conv_1/batchnorm_eightbit_requantize
194.797 0.030 3.203 0.003% 69.340% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized
194.832 2.069 413.568 0.382% 69.722% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv
196.652 0.157 34.759 0.032% 69.754% RequantizationRange mixed_6/tower/conv_2/Conv2D_eightbit_requant_range
196.812 0.171 48.265 0.045% 69.799% Requantize mixed_6/tower/conv_2/Conv2D_eightbit_requantize
196.909 0.120 29.025 0.027% 69.826% RequantizationRange mixed_6/tower_1/conv_2/Conv2D_eightbit_requant_range
196.988 0.314 125.906 0.116% 69.942% QuantizedBiasAdd mixed_6/tower/conv_2/batchnorm_eightbit_quantized_bias_add
197.033 0.238 40.412 0.037% 69.979% Requantize mixed_6/tower_1/conv_2/Conv2D_eightbit_requantize
197.275 0.318 92.367 0.085% 70.065% QuantizedBiasAdd mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
197.309 0.140 35.057 0.032% 70.097% RequantizationRange mixed_6/tower/conv_2/batchnorm_eightbit_requant_range
197.453 0.104 48.105 0.044% 70.141% Requantize mixed_6/tower/conv_2/batchnorm_eightbit_requantize
197.561 0.021 4.713 0.004% 70.146% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized
197.610 0.134 29.301 0.027% 70.173% RequantizationRange mixed_6/tower_1/conv_2/batchnorm_eightbit_requant_range
197.750 0.098 27.688 0.026% 70.198% Requantize mixed_6/tower_1/conv_2/batchnorm_eightbit_requantize
197.854 0.021 3.135 0.003% 70.201% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized
197.881 1.072 280.008 0.259% 70.460% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv
198.958 0.114 28.528 0.026% 70.486% RequantizationRange mixed_6/tower_1/conv_3/Conv2D_eightbit_requant_range
199.073 0.165 21.170 0.020% 70.506% Requantize mixed_6/tower_1/conv_3/Conv2D_eightbit_requantize
199.243 0.304 63.953 0.059% 70.565% QuantizedBiasAdd mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
199.562 0.119 28.238 0.026% 70.591% RequantizationRange mixed_6/tower_1/conv_3/batchnorm_eightbit_requant_range
199.684 0.073 18.905 0.017% 70.608% Requantize mixed_6/tower_1/conv_3/batchnorm_eightbit_requantize
199.761 0.013 3.025 0.003% 70.611% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized
199.777 1.159 327.557 0.302% 70.914% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv
200.940 0.138 33.353 0.031% 70.944% RequantizationRange mixed_6/tower_1/conv_4/Conv2D_eightbit_requant_range
201.081 0.077 20.380 0.019% 70.963% Requantize mixed_6/tower_1/conv_4/Conv2D_eightbit_requantize
201.163 0.247 74.117 0.068% 71.032% QuantizedBiasAdd mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
201.417 0.138 33.482 0.031% 71.063% RequantizationRange mixed_6/tower_1/conv_4/batchnorm_eightbit_requant_range
201.558 0.104 20.008 0.018% 71.081% Requantize mixed_6/tower_1/conv_4/batchnorm_eightbit_requantize
201.666 0.013 3.349 0.003% 71.084% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized
201.681 0.395 112.958 0.104% 71.188% QuantizedConcat mixed_6/join_eightbit_quantized_concat
202.114 2.678 1013.162 0.936% 72.124% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv
202.117 2.588 530.915 0.490% 72.614% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized
202.122 2.708 925.963 0.855% 73.469% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv
202.122 2.211 918.348 0.848% 74.317% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv
204.342 0.140 35.663 0.033% 74.350% RequantizationRange mixed_7/conv/Conv2D_eightbit_requant_range
204.485 0.237 78.375 0.072% 74.422% Requantize mixed_7/conv/Conv2D_eightbit_requantize
204.712 1.054 530.072 0.489% 74.912% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv
204.728 0.838 165.874 0.153% 75.065% QuantizedBiasAdd mixed_7/conv/batchnorm_eightbit_quantized_bias_add
204.799 0.147 42.875 0.040% 75.105% RequantizationRange mixed_7/tower_1/conv/Conv2D_eightbit_requant_range
204.837 0.148 37.300 0.034% 75.139% RequantizationRange mixed_7/tower/conv/Conv2D_eightbit_requant_range
204.950 0.713 117.308 0.108% 75.247% Requantize mixed_7/tower_1/conv/Conv2D_eightbit_requantize
204.989 0.575 85.373 0.079% 75.326% Requantize mixed_7/tower/conv/Conv2D_eightbit_requantize
205.569 0.587 162.229 0.150% 75.476% QuantizedBiasAdd mixed_7/tower/conv/batchnorm_eightbit_quantized_bias_add
205.576 0.145 37.641 0.035% 75.511% RequantizationRange mixed_7/conv/batchnorm_eightbit_requant_range
205.667 0.517 161.215 0.149% 75.660% QuantizedBiasAdd mixed_7/tower_1/conv/batchnorm_eightbit_quantized_bias_add
205.723 0.446 66.570 0.061% 75.721% Requantize mixed_7/conv/batchnorm_eightbit_requantize
205.772 0.148 35.040 0.032% 75.753% RequantizationRange mixed_7/tower_2/conv/Conv2D_eightbit_requant_range
205.922 0.257 65.648 0.061% 75.814% Requantize mixed_7/tower_2/conv/Conv2D_eightbit_requantize
206.164 0.160 35.894 0.033% 75.847% RequantizationRange mixed_7/tower/conv/batchnorm_eightbit_requant_range
206.173 0.013 4.469 0.004% 75.851% QuantizedRelu mixed_7/conv_eightbit_quantized
206.184 0.370 152.028 0.140% 75.992% QuantizedBiasAdd mixed_7/tower_2/conv/batchnorm_eightbit_quantized_bias_add
206.199 0.151 37.463 0.035% 76.026% RequantizationRange mixed_7/tower_1/conv/batchnorm_eightbit_requant_range
206.331 0.180 56.831 0.052% 76.079% Requantize mixed_7/tower/conv/batchnorm_eightbit_requantize
206.353 0.187 61.874 0.057% 76.136% Requantize mixed_7/tower_1/conv/batchnorm_eightbit_requantize
206.515 0.019 3.720 0.003% 76.139% QuantizedRelu mixed_7/tower/conv_eightbit_quantized
206.538 2.681 667.953 0.617% 76.756% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv
206.549 0.019 3.888 0.004% 76.760% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized
206.562 0.143 34.428 0.032% 76.791% RequantizationRange mixed_7/tower_2/conv/batchnorm_eightbit_requant_range
206.571 2.691 674.090 0.622% 77.414% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv
206.707 0.087 104.117 0.096% 77.510% Requantize mixed_7/tower_2/conv/batchnorm_eightbit_requantize
206.799 0.014 5.381 0.005% 77.515% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized
209.230 0.150 34.641 0.032% 77.547% RequantizationRange mixed_7/tower/conv_1/Conv2D_eightbit_requant_range
209.273 0.151 34.932 0.032% 77.579% RequantizationRange mixed_7/tower_1/conv_1/Conv2D_eightbit_requant_range
209.382 0.174 47.008 0.043% 77.623% Requantize mixed_7/tower/conv_1/Conv2D_eightbit_requantize
209.428 0.111 52.249 0.048% 77.671% Requantize mixed_7/tower_1/conv_1/Conv2D_eightbit_requantize
209.543 0.572 126.052 0.116% 77.787% QuantizedBiasAdd mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
209.563 0.545 127.950 0.118% 77.905% QuantizedBiasAdd mixed_7/tower/conv_1/batchnorm_eightbit_quantized_bias_add
210.114 0.162 34.505 0.032% 77.937% RequantizationRange mixed_7/tower/conv_1/batchnorm_eightbit_requant_range
210.123 0.164 34.897 0.032% 77.969% RequantizationRange mixed_7/tower_1/conv_1/batchnorm_eightbit_requant_range
210.281 0.120 47.131 0.044% 78.013% Requantize mixed_7/tower/conv_1/batchnorm_eightbit_requantize
210.291 0.105 45.497 0.042% 78.055% Requantize mixed_7/tower_1/conv_1/batchnorm_eightbit_requantize
210.399 0.011 5.550 0.005% 78.060% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized
210.405 0.012 3.566 0.003% 78.063% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized
210.412 2.845 562.492 0.519% 78.583% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv
210.420 2.708 572.631 0.529% 79.111% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv
213.135 0.137 34.380 0.032% 79.143% RequantizationRange mixed_7/tower/conv_2/Conv2D_eightbit_requant_range
213.265 0.144 34.279 0.032% 79.175% RequantizationRange mixed_7/tower_1/conv_2/Conv2D_eightbit_requant_range
213.274 0.071 55.883 0.052% 79.226% Requantize mixed_7/tower/conv_2/Conv2D_eightbit_requantize
213.349 0.477 128.048 0.118% 79.345% QuantizedBiasAdd mixed_7/tower/conv_2/batchnorm_eightbit_quantized_bias_add
213.412 0.175 44.017 0.041% 79.385% Requantize mixed_7/tower_1/conv_2/Conv2D_eightbit_requantize
213.596 0.256 96.566 0.089% 79.474% QuantizedBiasAdd mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
213.836 0.156 34.130 0.032% 79.506% RequantizationRange mixed_7/tower/conv_2/batchnorm_eightbit_requant_range
213.857 0.139 34.105 0.031% 79.537% RequantizationRange mixed_7/tower_1/conv_2/batchnorm_eightbit_requant_range
213.996 0.090 41.164 0.038% 79.576% Requantize mixed_7/tower/conv_2/batchnorm_eightbit_requantize
213.999 0.090 29.123 0.027% 79.602% Requantize mixed_7/tower_1/conv_2/batchnorm_eightbit_requantize
214.092 0.012 3.177 0.003% 79.605% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized
214.097 0.013 3.476 0.003% 79.609% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized
214.131 1.460 387.221 0.358% 79.966% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv
215.596 0.136 33.444 0.031% 79.997% RequantizationRange mixed_7/tower_1/conv_3/Conv2D_eightbit_requant_range
215.734 0.118 21.769 0.020% 80.017% Requantize mixed_7/tower_1/conv_3/Conv2D_eightbit_requantize
215.855 0.306 74.479 0.069% 80.086% QuantizedBiasAdd mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
216.169 0.167 33.623 0.031% 80.117% RequantizationRange mixed_7/tower_1/conv_3/batchnorm_eightbit_requant_range
216.338 0.083 19.893 0.018% 80.135% Requantize mixed_7/tower_1/conv_3/batchnorm_eightbit_requantize
216.426 0.012 3.335 0.003% 80.138% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized
216.440 1.511 385.407 0.356% 80.494% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv
217.958 0.224 33.424 0.031% 80.525% RequantizationRange mixed_7/tower_1/conv_4/Conv2D_eightbit_requant_range
218.184 0.080 20.343 0.019% 80.544% Requantize mixed_7/tower_1/conv_4/Conv2D_eightbit_requantize
218.269 0.240 77.120 0.071% 80.615% QuantizedBiasAdd mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
218.515 0.214 33.567 0.031% 80.646% RequantizationRange mixed_7/tower_1/conv_4/batchnorm_eightbit_requant_range
218.732 0.074 19.817 0.018% 80.664% Requantize mixed_7/tower_1/conv_4/batchnorm_eightbit_requantize
218.810 0.013 3.284 0.003% 80.667% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized
218.825 0.318 106.118 0.098% 80.765% QuantizedConcat mixed_7/join_eightbit_quantized_concat
219.159 1.663 469.585 0.434% 81.199% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv
219.174 0.906 146.201 0.135% 81.334% QuantizedMaxPool mixed_8/pool_eightbit_quantized
219.178 1.362 445.040 0.411% 81.745% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv
220.548 0.139 35.660 0.033% 81.778% RequantizationRange mixed_8/tower/conv/Conv2D_eightbit_requant_range
220.690 0.082 29.946 0.028% 81.805% Requantize mixed_8/tower/conv/Conv2D_eightbit_requantize
220.779 0.510 100.175 0.092% 81.898% QuantizedBiasAdd mixed_8/tower/conv/batchnorm_eightbit_quantized_bias_add
220.828 0.148 36.946 0.034% 81.932% RequantizationRange mixed_8/tower_1/conv/Conv2D_eightbit_requant_range
220.979 0.074 32.420 0.030% 81.962% Requantize mixed_8/tower_1/conv/Conv2D_eightbit_requantize
221.059 0.250 97.286 0.090% 82.052% QuantizedBiasAdd mixed_8/tower_1/conv/batchnorm_eightbit_quantized_bias_add
221.293 0.136 34.759 0.032% 82.084% RequantizationRange mixed_8/tower/conv/batchnorm_eightbit_requant_range
221.314 0.147 34.214 0.032% 82.115% RequantizationRange mixed_8/tower_1/conv/batchnorm_eightbit_requant_range
221.430 0.107 29.198 0.027% 82.142% Requantize mixed_8/tower/conv/batchnorm_eightbit_requantize
221.466 0.066 24.072 0.022% 82.165% Requantize mixed_8/tower_1/conv/batchnorm_eightbit_requantize
221.536 0.025 3.352 0.003% 82.168% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized
221.544 0.035 3.912 0.004% 82.171% QuantizedRelu mixed_8/tower/conv_eightbit_quantized
221.564 1.802 529.733 0.489% 82.661% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv
221.582 2.214 555.937 0.513% 83.174% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv
223.375 0.141 34.042 0.031% 83.205% RequantizationRange mixed_8/tower_1/conv_1/Conv2D_eightbit_requant_range
223.519 0.080 27.006 0.025% 83.230% Requantize mixed_8/tower_1/conv_1/Conv2D_eightbit_requantize
223.605 0.304 81.819 0.076% 83.306% QuantizedBiasAdd mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
223.802 0.059 14.369 0.013% 83.319% RequantizationRange mixed_8/tower/conv_1/Conv2D_eightbit_requant_range
223.864 0.047 27.853 0.026% 83.345% Requantize mixed_8/tower/conv_1/Conv2D_eightbit_requantize
223.925 0.150 33.783 0.031% 83.376% RequantizationRange mixed_8/tower_1/conv_1/batchnorm_eightbit_requant_range
223.930 0.213 48.657 0.045% 83.421% QuantizedBiasAdd mixed_8/tower/conv_1/batchnorm_eightbit_quantized_bias_add
224.078 0.113 22.276 0.021% 83.441% Requantize mixed_8/tower_1/conv_1/batchnorm_eightbit_requantize
224.161 0.056 13.329 0.012% 83.454% RequantizationRange mixed_8/tower/conv_1/batchnorm_eightbit_requant_range
224.197 0.017 3.339 0.003% 83.457% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized
224.217 1.711 390.980 0.361% 83.818% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv
224.219 0.047 19.446 0.018% 83.836% Requantize mixed_8/tower/conv_1/batchnorm_eightbit_requantize
224.269 0.007 3.055 0.003% 83.839% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized
225.935 0.137 33.397 0.031% 83.869% RequantizationRange mixed_8/tower_1/conv_2/Conv2D_eightbit_requant_range
226.074 0.078 20.419 0.019% 83.888% Requantize mixed_8/tower_1/conv_2/Conv2D_eightbit_requantize
226.161 0.302 73.518 0.068% 83.956% QuantizedBiasAdd mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
226.468 0.167 33.005 0.030% 83.987% RequantizationRange mixed_8/tower_1/conv_2/batchnorm_eightbit_requant_range
226.639 0.091 19.697 0.018% 84.005% Requantize mixed_8/tower_1/conv_2/batchnorm_eightbit_requantize
226.740 0.017 3.252 0.003% 84.008% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized
226.760 1.242 231.652 0.214% 84.222% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv
228.008 0.037 8.035 0.007% 84.229% RequantizationRange mixed_8/tower_1/conv_3/Conv2D_eightbit_requant_range
228.049 0.052 13.349 0.012% 84.241% Requantize mixed_8/tower_1/conv_3/Conv2D_eightbit_requantize
228.107 0.105 26.487 0.024% 84.266% QuantizedBiasAdd mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
228.215 0.039 8.435 0.008% 84.274% RequantizationRange mixed_8/tower_1/conv_3/batchnorm_eightbit_requant_range
228.256 0.046 13.107 0.012% 84.286% Requantize mixed_8/tower_1/conv_3/batchnorm_eightbit_requantize
228.307 0.016 2.554 0.002% 84.288% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized
228.326 0.187 62.020 0.057% 84.345% QuantizedConcat mixed_8/join_eightbit_quantized_concat
228.525 3.478 754.423 0.697% 85.042% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv
228.528 3.250 778.996 0.719% 85.761% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv
228.530 2.497 807.432 0.746% 86.507% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv
228.531 0.680 137.466 0.127% 86.634% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized
229.216 2.236 575.523 0.531% 87.165% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv
231.039 0.086 18.769 0.017% 87.183% RequantizationRange mixed_9/tower_1/conv/Conv2D_eightbit_requant_range
231.129 0.441 28.932 0.027% 87.209% Requantize mixed_9/tower_1/conv/Conv2D_eightbit_requantize
231.458 0.040 9.313 0.009% 87.218% RequantizationRange mixed_9/tower_2/conv/Conv2D_eightbit_requant_range
231.501 0.158 37.920 0.035% 87.253% Requantize mixed_9/tower_2/conv/Conv2D_eightbit_requantize
231.576 0.451 71.326 0.066% 87.319% QuantizedBiasAdd mixed_9/tower_1/conv/batchnorm_eightbit_quantized_bias_add
231.663 0.334 52.854 0.049% 87.368% QuantizedBiasAdd mixed_9/tower_2/conv/batchnorm_eightbit_quantized_bias_add
231.784 0.065 16.231 0.015% 87.383% RequantizationRange mixed_9/tower/conv/Conv2D_eightbit_requant_range
231.852 0.140 24.674 0.023% 87.405% Requantize mixed_9/tower/conv/Conv2D_eightbit_requantize
232.002 0.282 52.653 0.049% 87.454% QuantizedBiasAdd mixed_9/tower/conv/batchnorm_eightbit_quantized_bias_add
232.004 0.039 9.386 0.009% 87.463% RequantizationRange mixed_9/tower_2/conv/batchnorm_eightbit_requant_range
232.008 0.060 14.595 0.013% 87.476% RequantizationRange mixed_9/conv/Conv2D_eightbit_requant_range
232.035 0.081 19.311 0.018% 87.494% RequantizationRange mixed_9/tower_1/conv/batchnorm_eightbit_requant_range
232.046 0.128 22.616 0.021% 87.515% Requantize mixed_9/tower_2/conv/batchnorm_eightbit_requantize
232.071 0.116 51.819 0.048% 87.563% Requantize mixed_9/conv/Conv2D_eightbit_requantize
232.119 0.064 37.612 0.035% 87.597% Requantize mixed_9/tower_1/conv/batchnorm_eightbit_requantize
232.179 0.017 3.130 0.003% 87.600% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized
232.189 0.024 3.428 0.003% 87.603% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized
232.192 0.164 74.857 0.069% 87.673% QuantizedBiasAdd mixed_9/conv/batchnorm_eightbit_quantized_bias_add
232.218 5.026 1095.088 1.011% 88.684% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv
232.289 0.067 15.566 0.014% 88.698% RequantizationRange mixed_9/tower/conv/batchnorm_eightbit_requant_range
232.360 0.061 16.602 0.015% 88.713% Requantize mixed_9/tower/conv/batchnorm_eightbit_requantize
232.361 0.058 14.295 0.013% 88.727% RequantizationRange mixed_9/conv/batchnorm_eightbit_requant_range
232.431 0.061 33.127 0.031% 88.757% Requantize mixed_9/conv/batchnorm_eightbit_requantize
232.434 0.012 3.028 0.003% 88.760% QuantizedRelu mixed_9/tower/conv_eightbit_quantized
232.452 1.666 403.956 0.373% 89.133% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
232.482 1.934 413.021 0.381% 89.514% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv
232.496 0.014 3.704 0.003% 89.518% QuantizedRelu mixed_9/conv_eightbit_quantized
234.124 0.066 15.653 0.014% 89.532% RequantizationRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requant_range
234.192 0.054 19.609 0.018% 89.550% Requantize mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requantize
234.251 0.191 61.285 0.057% 89.607% QuantizedBiasAdd mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
234.421 0.073 15.497 0.014% 89.621% RequantizationRange mixed_9/tower/mixed/conv/Conv2D_eightbit_requant_range
234.448 0.066 15.544 0.014% 89.636% RequantizationRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requant_range
234.497 0.064 24.021 0.022% 89.658% Requantize mixed_9/tower/mixed/conv/Conv2D_eightbit_requantize
234.517 0.042 15.709 0.015% 89.672% Requantize mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requantize
234.562 0.013 2.816 0.003% 89.675% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized
234.572 0.160 59.192 0.055% 89.729% QuantizedBiasAdd mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
234.736 0.062 15.499 0.014% 89.744% RequantizationRange mixed_9/tower/mixed/conv/batchnorm_eightbit_requant_range
234.801 0.051 16.965 0.016% 89.759% Requantize mixed_9/tower/mixed/conv/batchnorm_eightbit_requantize
234.856 0.016 2.613 0.002% 89.762% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized
237.249 0.064 15.488 0.014% 89.776% RequantizationRange mixed_9/tower_1/conv_1/Conv2D_eightbit_requant_range
237.315 0.064 17.913 0.017% 89.793% Requantize mixed_9/tower_1/conv_1/Conv2D_eightbit_requantize
237.384 0.139 38.541 0.036% 89.828% QuantizedBiasAdd mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
237.528 0.063 15.525 0.014% 89.843% RequantizationRange mixed_9/tower_1/conv_1/batchnorm_eightbit_requant_range
237.593 0.068 15.233 0.014% 89.857% Requantize mixed_9/tower_1/conv_1/batchnorm_eightbit_requantize
237.665 0.010 2.747 0.003% 89.859% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized
237.681 1.372 343.917 0.318% 90.177% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
237.689 1.706 353.789 0.327% 90.503% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
239.058 0.065 15.721 0.015% 90.518% RequantizationRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
239.126 0.052 15.874 0.015% 90.533% Requantize mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
239.182 0.167 50.521 0.047% 90.579% QuantizedBiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
239.353 0.066 15.760 0.015% 90.594% RequantizationRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
239.400 0.070 15.988 0.015% 90.609% RequantizationRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requant_range
239.423 0.045 15.306 0.014% 90.623% Requantize mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
239.472 0.015 2.725 0.003% 90.625% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized
239.473 0.047 16.816 0.016% 90.641% Requantize mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requantize
239.525 0.154 46.611 0.043% 90.684% QuantizedBiasAdd mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
239.683 0.064 15.693 0.014% 90.698% RequantizationRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requant_range
239.749 0.052 14.594 0.013% 90.712% Requantize mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requantize
239.806 0.010 2.597 0.002% 90.714% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized
239.818 0.474 121.820 0.112% 90.827% QuantizedConcat mixed_9/join_eightbit_quantized_concat
240.307 5.636 1213.462 1.120% 91.947% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv
240.309 1.652 288.947 0.267% 92.214% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized
240.313 4.986 1086.821 1.004% 93.217% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv
240.325 3.763 1197.683 1.106% 94.323% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv
241.975 2.550 757.631 0.700% 95.023% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv
244.099 0.070 16.602 0.015% 95.038% RequantizationRange mixed_10/tower/conv/Conv2D_eightbit_requant_range
244.173 0.709 24.617 0.023% 95.061% Requantize mixed_10/tower/conv/Conv2D_eightbit_requantize
244.531 0.038 8.884 0.008% 95.069% RequantizationRange mixed_10/tower_2/conv/Conv2D_eightbit_requant_range
244.576 0.387 34.493 0.032% 95.101% Requantize mixed_10/tower_2/conv/Conv2D_eightbit_requantize
244.887 0.494 52.397 0.048% 95.149% QuantizedBiasAdd mixed_10/tower/conv/batchnorm_eightbit_quantized_bias_add
244.968 0.428 47.950 0.044% 95.194% QuantizedBiasAdd mixed_10/tower_2/conv/batchnorm_eightbit_quantized_bias_add
245.306 0.067 13.883 0.013% 95.206% RequantizationRange mixed_10/conv/Conv2D_eightbit_requant_range
245.377 0.098 45.853 0.042% 95.249% Requantize mixed_10/conv/Conv2D_eightbit_requantize
245.387 0.079 16.535 0.015% 95.264% RequantizationRange mixed_10/tower/conv/batchnorm_eightbit_requant_range
245.401 0.044 9.090 0.008% 95.272% RequantizationRange mixed_10/tower_2/conv/batchnorm_eightbit_requant_range
245.448 0.148 18.500 0.017% 95.290% Requantize mixed_10/tower_2/conv/batchnorm_eightbit_requantize
245.469 0.185 18.692 0.017% 95.307% Requantize mixed_10/tower/conv/batchnorm_eightbit_requantize
245.481 0.184 80.960 0.075% 95.382% QuantizedBiasAdd mixed_10/conv/batchnorm_eightbit_quantized_bias_add
245.599 0.017 3.739 0.003% 95.385% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized
245.660 0.020 3.008 0.003% 95.388% QuantizedRelu mixed_10/tower/conv_eightbit_quantized
245.670 0.059 13.859 0.013% 95.401% RequantizationRange mixed_10/conv/batchnorm_eightbit_requant_range
245.689 2.328 475.873 0.439% 95.840% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
245.698 2.209 466.499 0.431% 96.271% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv
245.733 0.071 30.436 0.028% 96.299% Requantize mixed_10/conv/batchnorm_eightbit_requantize
245.809 0.017 3.125 0.003% 96.302% QuantizedRelu mixed_10/conv_eightbit_quantized
245.951 0.077 19.637 0.018% 96.320% RequantizationRange mixed_10/tower_1/conv/Conv2D_eightbit_requant_range
246.031 0.093 44.698 0.041% 96.361% Requantize mixed_10/tower_1/conv/Conv2D_eightbit_requantize
246.129 0.769 87.923 0.081% 96.442% QuantizedBiasAdd mixed_10/tower_1/conv/batchnorm_eightbit_quantized_bias_add
246.907 0.101 18.584 0.017% 96.459% RequantizationRange mixed_10/tower_1/conv/batchnorm_eightbit_requant_range
247.014 0.205 28.669 0.026% 96.486% Requantize mixed_10/tower_1/conv/batchnorm_eightbit_requantize
247.223 0.015 3.157 0.003% 96.489% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized
247.241 5.876 1154.038 1.066% 97.554% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv
247.913 0.086 15.963 0.015% 97.569% RequantizationRange mixed_10/tower/mixed/conv/Conv2D_eightbit_requant_range
248.002 0.110 33.403 0.031% 97.600% Requantize mixed_10/tower/mixed/conv/Conv2D_eightbit_requantize
248.024 0.070 16.783 0.015% 97.615% RequantizationRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requant_range
248.098 0.229 37.378 0.035% 97.650% Requantize mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requantize
248.116 0.232 65.484 0.060% 97.710% QuantizedBiasAdd mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
248.332 0.269 67.540 0.062% 97.773% QuantizedBiasAdd mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
248.354 0.067 15.780 0.015% 97.787% RequantizationRange mixed_10/tower/mixed/conv/batchnorm_eightbit_requant_range
248.425 0.167 18.980 0.018% 97.805% Requantize mixed_10/tower/mixed/conv/batchnorm_eightbit_requantize
248.597 0.013 3.022 0.003% 97.808% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized
248.606 0.068 16.327 0.015% 97.823% RequantizationRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requant_range
248.678 0.055 21.993 0.020% 97.843% Requantize mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requantize
248.738 0.011 3.356 0.003% 97.846% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized
253.122 0.066 15.632 0.014% 97.861% RequantizationRange mixed_10/tower_1/conv_1/Conv2D_eightbit_requant_range
253.191 0.073 15.959 0.015% 97.875% Requantize mixed_10/tower_1/conv_1/Conv2D_eightbit_requantize
253.269 0.138 39.367 0.036% 97.912% QuantizedBiasAdd mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
253.410 0.071 15.759 0.015% 97.926% RequantizationRange mixed_10/tower_1/conv_1/batchnorm_eightbit_requant_range
253.483 0.070 15.263 0.014% 97.940% Requantize mixed_10/tower_1/conv_1/batchnorm_eightbit_requantize
253.558 0.020 3.048 0.003% 97.943% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized
253.584 1.373 342.797 0.317% 98.260% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
253.595 1.438 360.402 0.333% 98.592% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
254.962 0.066 15.628 0.014% 98.607% RequantizationRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requant_range
255.030 0.052 17.413 0.016% 98.623% Requantize mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requantize
255.038 0.066 16.342 0.015% 98.638% RequantizationRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
255.086 0.157 48.968 0.045% 98.683% QuantizedBiasAdd mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
255.108 0.109 16.546 0.015% 98.699% Requantize mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
255.223 0.172 47.648 0.044% 98.743% QuantizedBiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
255.260 0.078 15.681 0.014% 98.757% RequantizationRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requant_range
255.342 0.133 15.588 0.014% 98.771% Requantize mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requantize
255.399 0.098 15.740 0.015% 98.786% RequantizationRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
255.478 0.023 2.847 0.003% 98.789% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized
255.503 0.061 15.024 0.014% 98.802% Requantize mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
255.569 0.019 2.914 0.003% 98.805% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized
255.590 0.522 167.614 0.155% 98.960% QuantizedConcat mixed_10/join_eightbit_quantized_concat
256.125 0.281 64.241 0.059% 99.019% QuantizedAvgPool pool_3_eightbit_quantized
256.411 0.008 1.377 0.001% 99.020% QuantizedReshape pool_3/_reshape_eightbit_quantized_reshape
256.422 6.023 1024.113 0.946% 99.966% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_mat_mul
256.432 0.487 5.176 0.005% 99.971% Dequantize pool_3
262.451 0.007 1.629 0.002% 99.972% RequantizationRange softmax/logits/MatMul_eightbit_requant_range
262.460 0.010 2.372 0.002% 99.975% Requantize softmax/logits/MatMul_eightbit_requantize
262.472 0.025 6.084 0.006% 99.980% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add
262.499 0.006 1.328 0.001% 99.981% RequantizationRange softmax/logits_eightbit_requant_range
262.507 0.007 1.772 0.002% 99.983% Requantize softmax/logits_eightbit_requantize
262.515 0.014 3.046 0.003% 99.986% Dequantize softmax/logits
262.530 1.859 15.317 0.014% 100.000% Softmax softmax
1 runs, avg 1.083e+05 ms, 1282 nodes defined 1282 nodes observed
23220669.5 avg KB per run.
============ Top by duration in ms =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
80.287 14.921 3028.320 2.796% 2.796% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv
38.676 14.797 2769.798 2.557% 5.354% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv
22.142 8.677 1995.847 1.843% 7.197% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv
152.566 7.294 1608.600 1.485% 8.682% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv
58.504 6.435 1442.370 1.332% 10.014% QuantizedBiasAdd conv_2/batchnorm_eightbit_quantized_bias_add
240.307 5.636 1213.462 1.120% 11.134% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv
240.325 3.763 1197.683 1.106% 12.240% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv
247.241 5.876 1154.038 1.066% 13.306% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv
232.218 5.026 1095.088 1.011% 14.317% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv
240.313 4.986 1086.821 1.004% 15.320% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv
98.216 4.183 1028.745 0.950% 16.270% QuantizedBiasAdd conv_4/batchnorm_eightbit_quantized_bias_add
256.422 6.023 1024.113 0.946% 17.216% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_mat_mul
202.114 2.678 1013.162 0.936% 18.151% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv
174.208 2.017 995.141 0.919% 19.070% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv
187.702 2.290 945.940 0.873% 19.943% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv
70.055 3.123 938.627 0.867% 20.810% QuantizedMaxPool pool_eightbit_quantized
163.244 2.406 929.941 0.859% 21.669% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv
202.122 2.708 925.963 0.855% 22.524% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv
202.122 2.211 918.348 0.848% 23.372% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv
174.218 2.394 914.703 0.845% 24.216% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv
174.225 2.392 882.497 0.815% 25.031% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv
187.754 2.260 876.804 0.810% 25.841% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv
163.248 2.054 867.581 0.801% 26.642% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv
187.758 2.081 858.390 0.793% 27.434% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv
163.249 1.965 821.598 0.759% 28.193% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv
228.530 2.497 807.432 0.746% 28.939% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv
116.589 3.632 795.717 0.735% 29.673% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv
64.947 3.490 787.159 0.727% 30.400% RequantizationRange conv_2/batchnorm_eightbit_requant_range
143.321 4.190 786.861 0.727% 31.127% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv
53.481 3.514 781.021 0.721% 31.848% RequantizationRange conv_2/Conv2D_eightbit_requant_range
228.528 3.250 778.996 0.719% 32.567% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv
131.276 4.499 762.049 0.704% 33.271% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv
241.975 2.550 757.631 0.700% 33.970% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv
228.525 3.478 754.423 0.697% 34.667% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv
139.842 1.685 739.475 0.683% 35.350% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv
15.572 3.522 739.308 0.683% 36.032% QuantizedBiasAdd conv/batchnorm_eightbit_quantized_bias_add
139.864 5.434 738.259 0.682% 36.714% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized
126.731 2.087 717.146 0.662% 37.376% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv
33.118 2.943 708.920 0.655% 38.031% QuantizedBiasAdd conv_1/batchnorm_eightbit_quantized_bias_add
206.571 2.691 674.090 0.622% 38.653% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv
206.538 2.681 667.953 0.617% 39.270% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv
143.322 3.881 658.833 0.608% 39.878% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv
139.868 1.667 658.736 0.608% 40.487% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv
105.640 7.317 647.297 0.598% 41.084% QuantizedMaxPool pool_1_eightbit_quantized
126.714 3.258 645.360 0.596% 41.680% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized
126.716 2.462 643.403 0.594% 42.274% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv
131.345 2.661 638.637 0.590% 42.864% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv
139.976 1.192 636.093 0.587% 43.451% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv
126.740 2.214 630.411 0.582% 44.033% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv
112.974 1.235 589.627 0.544% 44.578% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv
229.216 2.236 575.523 0.531% 45.109% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv
210.420 2.708 572.631 0.529% 45.638% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv
95.217 2.381 570.475 0.527% 46.165% RequantizationRange conv_4/Conv2D_eightbit_requant_range
165.044 1.205 568.914 0.525% 46.690% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv
210.412 2.845 562.492 0.519% 47.209% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv
154.226 5.078 561.569 0.519% 47.728% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv
221.582 2.214 555.937 0.513% 48.241% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv
116.706 2.540 555.266 0.513% 48.754% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv
102.423 2.462 553.677 0.511% 49.265% RequantizationRange conv_4/batchnorm_eightbit_requant_range
7.809 4.722 531.384 0.491% 49.756% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv
202.117 2.588 530.915 0.490% 50.246% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized
204.712 1.054 530.072 0.489% 50.735% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv
221.564 1.802 529.733 0.489% 51.225% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv
187.706 2.541 528.095 0.488% 51.712% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized
176.713 1.728 516.699 0.477% 52.189% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv
112.981 1.509 490.771 0.453% 52.642% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv
136.513 1.602 487.695 0.450% 53.093% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv
174.211 2.496 483.430 0.446% 53.539% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized
190.253 1.141 482.719 0.446% 53.985% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv
149.168 1.555 477.643 0.441% 54.426% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv
245.689 2.328 475.873 0.439% 54.865% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
112.981 1.267 475.772 0.439% 55.305% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv
121.641 2.131 471.770 0.436% 55.740% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv
219.159 1.663 469.585 0.434% 56.174% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv
245.698 2.209 466.499 0.431% 56.604% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv
182.020 1.479 465.603 0.430% 57.034% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv
194.617 2.026 461.595 0.426% 57.461% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv
219.178 1.362 445.040 0.411% 57.872% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv
76.059 2.844 441.652 0.408% 58.279% QuantizedBiasAdd conv_3/batchnorm_eightbit_quantized_bias_add
112.975 1.953 416.713 0.385% 58.664% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized
177.959 1.505 416.067 0.384% 59.048% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv
180.768 1.293 415.316 0.383% 59.432% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv
178.941 1.874 414.876 0.383% 59.815% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv
194.832 2.069 413.568 0.382% 60.197% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv
191.658 2.305 413.185 0.382% 60.578% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv
232.482 1.934 413.021 0.381% 60.960% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv
153.530 0.393 407.640 0.376% 61.336% QuantizedBiasAdd mixed_3/tower/conv/batchnorm_eightbit_quantized_bias_add
145.308 1.405 405.337 0.374% 61.710% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv
12.543 1.881 404.176 0.373% 62.083% RequantizationRange conv/Conv2D_eightbit_requant_range
232.452 1.666 403.956 0.373% 62.456% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
19.102 1.649 403.433 0.373% 62.829% RequantizationRange conv/batchnorm_eightbit_requant_range
191.669 2.100 399.127 0.369% 63.197% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv
224.217 1.711 390.980 0.361% 63.558% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv
214.131 1.460 387.221 0.358% 63.916% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv
216.440 1.511 385.407 0.356% 64.272% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv
30.828 1.785 384.410 0.355% 64.627% RequantizationRange conv_1/Conv2D_eightbit_requant_range
36.068 2.129 382.449 0.353% 64.980% RequantizationRange conv_1/batchnorm_eightbit_requant_range
73.184 1.402 375.208 0.346% 65.326% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv
163.246 1.790 369.261 0.341% 65.667% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized
68.441 1.286 364.418 0.336% 66.004% Requantize conv_2/batchnorm_eightbit_requantize
253.595 1.438 360.402 0.333% 66.337% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
237.689 1.706 353.789 0.327% 66.663% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
237.681 1.372 343.917 0.318% 66.981% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
129.980 0.770 343.689 0.317% 67.298% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv
253.584 1.373 342.797 0.317% 67.615% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
169.427 1.142 342.342 0.316% 67.931% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv
57.000 1.492 340.856 0.315% 68.246% Requantize conv_2/Conv2D_eightbit_requantize
199.777 1.159 327.557 0.302% 68.548% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv
185.318 1.165 326.535 0.302% 68.849% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv
152.545 0.666 311.874 0.288% 69.137% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv
240.309 1.652 288.947 0.267% 69.404% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized
197.881 1.072 280.008 0.259% 69.663% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv
183.337 1.297 278.990 0.258% 69.920% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv
152.551 1.048 276.332 0.255% 70.176% QuantizedMaxPool mixed_3/pool_eightbit_quantized
166.980 1.111 276.078 0.255% 70.430% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv
168.804 0.625 271.656 0.251% 70.681% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv
167.155 1.171 270.328 0.250% 70.931% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv
172.020 0.990 266.337 0.246% 71.177% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv
114.935 0.713 244.219 0.225% 71.402% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv
97.602 0.607 240.411 0.222% 71.624% Requantize conv_4/Conv2D_eightbit_requantize
74.594 1.061 238.441 0.220% 71.844% RequantizationRange conv_3/Conv2D_eightbit_requant_range
78.915 1.017 236.395 0.218% 72.063% RequantizationRange conv_3/batchnorm_eightbit_requant_range
226.760 1.242 231.652 0.214% 72.277% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv
129.358 1.264 223.163 0.206% 72.483% QuantizedBiasAdd mixed_1/tower_1/conv/batchnorm_eightbit_quantized_bias_add
104.892 0.635 215.644 0.199% 72.682% Requantize conv_4/batchnorm_eightbit_requantize
153.425 0.092 209.200 0.193% 72.875% Requantize mixed_3/tower/conv/Conv2D_eightbit_requantize
142.090 0.735 207.929 0.192% 73.067% QuantizedBiasAdd mixed_2/tower_1/conv/batchnorm_eightbit_quantized_bias_add
142.075 0.687 203.776 0.188% 73.255% QuantizedBiasAdd mixed_2/conv/batchnorm_eightbit_quantized_bias_add
114.844 1.266 201.466 0.186% 73.441% QuantizedBiasAdd mixed/tower_1/conv/batchnorm_eightbit_quantized_bias_add
131.327 3.393 200.598 0.185% 73.626% QuantizedBiasAdd mixed_1/tower_2/conv/batchnorm_eightbit_quantized_bias_add
154.123 0.080 200.319 0.185% 73.811% Requantize mixed_3/tower/conv/batchnorm_eightbit_requantize
114.829 1.346 196.990 0.182% 73.993% QuantizedBiasAdd mixed/conv/batchnorm_eightbit_quantized_bias_add
160.621 0.547 194.047 0.179% 74.172% QuantizedBiasAdd mixed_3/conv/batchnorm_eightbit_quantized_bias_add
170.417 0.824 193.876 0.179% 74.351% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv
141.526 1.233 192.346 0.178% 74.529% QuantizedBiasAdd mixed_2/tower/conv/batchnorm_eightbit_quantized_bias_add
130.516 0.733 191.223 0.177% 74.706% QuantizedBiasAdd mixed_1/conv/batchnorm_eightbit_quantized_bias_add
147.149 0.583 190.385 0.176% 74.881% QuantizedBiasAdd mixed_2/tower_2/conv/batchnorm_eightbit_quantized_bias_add
129.337 0.978 188.305 0.174% 75.055% QuantizedBiasAdd mixed_1/tower/conv/batchnorm_eightbit_quantized_bias_add
134.988 0.847 178.970 0.165% 75.220% QuantizedBiasAdd mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
147.894 0.805 176.428 0.163% 75.383% QuantizedBiasAdd mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
120.029 0.883 176.324 0.163% 75.546% QuantizedBiasAdd mixed/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
120.807 0.444 174.959 0.162% 75.708% QuantizedBiasAdd mixed/tower/conv_1/batchnorm_eightbit_quantized_bias_add
114.882 1.232 171.332 0.158% 75.866% QuantizedBiasAdd mixed/tower/conv/batchnorm_eightbit_quantized_bias_add
147.867 0.792 170.181 0.157% 76.023% QuantizedBiasAdd mixed_2/tower/conv_1/batchnorm_eightbit_quantized_bias_add
32.627 0.483 169.702 0.157% 76.180% Requantize conv_1/Conv2D_eightbit_requantize
255.590 0.522 167.614 0.155% 76.335% QuantizedConcat mixed_10/join_eightbit_quantized_concat
190.361 0.931 167.525 0.155% 76.489% QuantizedBiasAdd mixed_6/conv/batchnorm_eightbit_quantized_bias_add
204.728 0.838 165.874 0.153% 76.642% QuantizedBiasAdd mixed_7/conv/batchnorm_eightbit_quantized_bias_add
159.864 1.253 164.530 0.152% 76.794% QuantizedBiasAdd mixed_3/tower/conv_1/batchnorm_eightbit_quantized_bias_add
161.716 0.612 163.938 0.151% 76.946% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv
205.569 0.587 162.229 0.150% 77.095% QuantizedBiasAdd mixed_7/tower/conv/batchnorm_eightbit_quantized_bias_add
205.667 0.517 161.215 0.149% 77.244% QuantizedBiasAdd mixed_7/tower_1/conv/batchnorm_eightbit_quantized_bias_add
136.092 0.404 155.249 0.143% 77.388% QuantizedBiasAdd mixed_1/tower/conv_1/batchnorm_eightbit_quantized_bias_add
176.503 0.573 154.975 0.143% 77.531% QuantizedBiasAdd mixed_5/tower_1/conv/batchnorm_eightbit_quantized_bias_add
177.243 0.984 153.366 0.142% 77.672% QuantizedBiasAdd mixed_5/conv/batchnorm_eightbit_quantized_bias_add
190.368 0.921 153.262 0.142% 77.814% QuantizedBiasAdd mixed_6/tower_1/conv/batchnorm_eightbit_quantized_bias_add
114.424 0.413 152.508 0.141% 77.955% Requantize mixed/tower_1/conv/Conv2D_eightbit_requantize
206.184 0.370 152.028 0.140% 78.095% QuantizedBiasAdd mixed_7/tower_2/conv/batchnorm_eightbit_quantized_bias_add
191.677 1.898 148.557 0.137% 78.232% QuantizedBiasAdd mixed_6/tower_2/conv/batchnorm_eightbit_quantized_bias_add
179.063 0.693 146.977 0.136% 78.368% QuantizedBiasAdd mixed_5/tower_2/conv/batchnorm_eightbit_quantized_bias_add
219.174 0.906 146.201 0.135% 78.503% QuantizedMaxPool mixed_8/pool_eightbit_quantized
176.994 1.264 146.102 0.135% 78.638% QuantizedBiasAdd mixed_5/tower/conv/batchnorm_eightbit_quantized_bias_add
165.882 0.750 145.357 0.134% 78.772% QuantizedBiasAdd mixed_4/conv/batchnorm_eightbit_quantized_bias_add
190.062 1.215 143.426 0.132% 78.905% QuantizedBiasAdd mixed_6/tower/conv/batchnorm_eightbit_quantized_bias_add
38.201 0.394 142.800 0.132% 79.036% Requantize conv_1/batchnorm_eightbit_requantize
138.519 0.478 141.719 0.131% 79.167% QuantizedBiasAdd mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
151.131 0.509 140.674 0.130% 79.297% QuantizedBiasAdd mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
166.592 0.412 138.269 0.128% 79.425% QuantizedBiasAdd mixed_4/tower_2/conv/batchnorm_eightbit_quantized_bias_add
152.098 0.427 138.008 0.127% 79.552% QuantizedConcat mixed_2/join_eightbit_quantized_concat
228.531 0.680 137.466 0.127% 79.679% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized
166.055 0.511 137.408 0.127% 79.806% QuantizedBiasAdd mixed_4/tower_1/conv/batchnorm_eightbit_quantized_bias_add
139.413 0.406 137.006 0.127% 79.933% QuantizedConcat mixed_1/join_eightbit_quantized_concat
124.323 0.587 136.869 0.126% 80.059% QuantizedBiasAdd mixed/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
141.744 0.340 128.314 0.118% 80.177% Requantize mixed_2/tower_1/conv/Conv2D_eightbit_requantize
213.349 0.477 128.048 0.118% 80.296% QuantizedBiasAdd mixed_7/tower/conv_2/batchnorm_eightbit_quantized_bias_add
209.563 0.545 127.950 0.118% 80.414% QuantizedBiasAdd mixed_7/tower/conv_1/batchnorm_eightbit_quantized_bias_add
165.978 0.962 127.447 0.118% 80.531% QuantizedBiasAdd mixed_4/tower/conv/batchnorm_eightbit_quantized_bias_add
116.232 0.390 126.397 0.117% 80.648% QuantizedBiasAdd mixed/tower_2/conv/batchnorm_eightbit_quantized_bias_add
209.543 0.572 126.052 0.116% 80.765% QuantizedBiasAdd mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
196.988 0.314 125.906 0.116% 80.881% QuantizedBiasAdd mixed_6/tower/conv_2/batchnorm_eightbit_quantized_bias_add
239.818 0.474 121.820 0.112% 80.993% QuantizedConcat mixed_9/join_eightbit_quantized_concat
184.259 0.348 121.070 0.112% 81.105% QuantizedBiasAdd mixed_5/tower/conv_2/batchnorm_eightbit_quantized_bias_add
114.659 0.217 120.096 0.111% 81.216% Requantize mixed/tower/conv/Conv2D_eightbit_requantize
204.950 0.713 117.308 0.108% 81.324% Requantize mixed_7/tower_1/conv/Conv2D_eightbit_requantize
116.737 0.074 116.714 0.108% 81.432% Requantize mixed/tower_2/conv/batchnorm_eightbit_requantize
130.987 0.334 116.614 0.108% 81.540% Requantize mixed_1/tower_2/conv/Conv2D_eightbit_requantize
179.980 0.549 115.213 0.106% 81.646% QuantizedBiasAdd mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
116.280 0.282 114.479 0.106% 81.752% Requantize mixed/tower/conv/batchnorm_eightbit_requantize
187.257 0.422 114.366 0.106% 81.857% QuantizedConcat mixed_5/join_eightbit_quantized_concat
129.047 0.302 113.000 0.104% 81.962% Requantize mixed_1/tower_1/conv/Conv2D_eightbit_requantize
201.681 0.395 112.958 0.104% 82.066% QuantizedConcat mixed_6/join_eightbit_quantized_concat
131.537 3.144 112.063 0.103% 82.169% Requantize mixed_1/conv/batchnorm_eightbit_requantize
116.393 0.250 111.513 0.103% 82.272% Requantize mixed/conv/batchnorm_eightbit_requantize
14.428 1.136 110.641 0.102% 82.375% Requantize conv/Conv2D_eightbit_requantize
171.043 0.358 109.888 0.101% 82.476% QuantizedBiasAdd mixed_4/tower/conv_2/batchnorm_eightbit_quantized_bias_add
147.945 0.698 109.382 0.101% 82.577% Requantize mixed_2/tower_2/conv/batchnorm_eightbit_requantize
165.761 0.290 109.001 0.101% 82.678% Requantize mixed_4/tower_1/conv/Conv2D_eightbit_requantize
143.063 0.239 108.035 0.100% 82.777% Requantize mixed_2/tower_1/conv/batchnorm_eightbit_requantize
181.002 0.716 107.924 0.100% 82.877% QuantizedBiasAdd mixed_5/tower/conv_1/batchnorm_eightbit_quantized_bias_add
173.776 0.404 107.512 0.099% 82.976% QuantizedConcat mixed_4/join_eightbit_quantized_concat
20.754 0.402 107.412 0.099% 83.076% Requantize conv/batchnorm_eightbit_requantize
190.151 0.212 107.106 0.099% 83.174% Requantize mixed_6/tower_1/conv/Conv2D_eightbit_requantize
162.887 0.340 106.511 0.098% 83.273% QuantizedConcat mixed_3/join_eightbit_quantized_concat
125.485 1.208 106.268 0.098% 83.371% QuantizedConcat mixed/join_eightbit_quantized_concat
218.825 0.318 106.118 0.098% 83.469% QuantizedConcat mixed_7/join_eightbit_quantized_concat
160.165 0.449 104.934 0.097% 83.566% Requantize mixed_3/conv/Conv2D_eightbit_requantize
114.454 0.369 104.129 0.096% 83.662% Requantize mixed/conv/Conv2D_eightbit_requantize
206.707 0.087 104.117 0.096% 83.758% Requantize mixed_7/tower_2/conv/batchnorm_eightbit_requantize
194.001 0.360 101.321 0.094% 83.852% QuantizedBiasAdd mixed_6/tower/conv_1/batchnorm_eightbit_quantized_bias_add
146.936 0.207 100.869 0.093% 83.945% Requantize mixed_2/tower_2/conv/Conv2D_eightbit_requantize
194.301 0.284 100.634 0.093% 84.038% QuantizedBiasAdd mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
220.779 0.510 100.175 0.092% 84.130% QuantizedBiasAdd mixed_8/tower/conv/batchnorm_eightbit_quantized_bias_add
168.277 0.251 99.769 0.092% 84.222% QuantizedBiasAdd mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
130.872 0.430 98.749 0.091% 84.314% Requantize mixed_1/tower_1/conv/batchnorm_eightbit_requantize
135.020 0.764 98.240 0.091% 84.404% Requantize mixed_1/tower_2/conv/batchnorm_eightbit_requantize
221.059 0.250 97.286 0.090% 84.494% QuantizedBiasAdd mixed_8/tower_1/conv/batchnorm_eightbit_quantized_bias_add
213.596 0.256 96.566 0.089% 84.583% QuantizedBiasAdd mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
142.993 0.157 96.480 0.089% 84.672% Requantize mixed_2/conv/batchnorm_eightbit_requantize
182.264 0.855 95.234 0.088% 84.760% QuantizedBiasAdd mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
116.335 0.341 94.836 0.088% 84.848% Requantize mixed/tower_1/conv/batchnorm_eightbit_requantize
136.702 1.273 94.533 0.087% 84.935% Requantize mixed_1/tower/conv_1/batchnorm_eightbit_requantize
197.275 0.318 92.367 0.085% 85.020% QuantizedBiasAdd mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
115.862 0.365 91.512 0.084% 85.105% Requantize mixed/tower_2/conv/Conv2D_eightbit_requantize
176.759 0.230 91.254 0.084% 85.189% Requantize mixed_5/tower/conv/Conv2D_eightbit_requantize
148.880 0.089 90.947 0.084% 85.273% Requantize mixed_2/tower/conv_1/batchnorm_eightbit_requantize
5.976 1.806 90.776 0.084% 85.357% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul
121.484 0.113 90.628 0.084% 85.441% Requantize mixed/tower/conv_1/batchnorm_eightbit_requantize
141.329 0.191 88.283 0.082% 85.522% Requantize mixed_2/tower/conv/Conv2D_eightbit_requantize
246.129 0.769 87.923 0.081% 85.603% QuantizedBiasAdd mixed_10/tower_1/conv/batchnorm_eightbit_quantized_bias_add
129.125 0.205 87.293 0.081% 85.684% Requantize mixed_1/tower/conv/Conv2D_eightbit_requantize
129.405 0.919 86.432 0.080% 85.764% Requantize mixed_1/conv/Conv2D_eightbit_requantize
168.591 0.252 86.182 0.080% 85.843% QuantizedBiasAdd mixed_4/tower/conv_1/batchnorm_eightbit_quantized_bias_add
204.989 0.575 85.373 0.079% 85.922% Requantize mixed_7/tower/conv/Conv2D_eightbit_requantize
176.376 0.121 85.274 0.079% 86.001% Requantize mixed_5/tower_1/conv/Conv2D_eightbit_requantize
135.994 0.095 83.148 0.077% 86.078% Requantize mixed_1/tower/conv_1/Conv2D_eightbit_requantize
165.454 0.419 82.814 0.076% 86.154% Requantize mixed_4/conv/Conv2D_eightbit_requantize
69.735 0.314 81.883 0.076% 86.230% QuantizedRelu conv_2_eightbit_quantized
223.605 0.304 81.819 0.076% 86.305% QuantizedBiasAdd mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
178.390 0.768 81.627 0.075% 86.381% Requantize mixed_5/conv/batchnorm_eightbit_requantize
165.320 0.653 81.463 0.075% 86.456% Requantize mixed_4/tower/conv/Conv2D_eightbit_requantize
191.452 0.108 81.141 0.075% 86.531% Requantize mixed_6/conv/batchnorm_eightbit_requantize
245.481 0.184 80.960 0.075% 86.606% QuantizedBiasAdd mixed_10/conv/batchnorm_eightbit_quantized_bias_add
141.741 0.329 80.511 0.074% 86.680% Requantize mixed_2/conv/Conv2D_eightbit_requantize
166.792 0.241 80.405 0.074% 86.754% Requantize mixed_4/conv/batchnorm_eightbit_requantize
169.586 0.625 80.373 0.074% 86.828% QuantizedBiasAdd mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
142.931 0.360 80.218 0.074% 86.902% Requantize mixed_2/tower/conv/batchnorm_eightbit_requantize
204.485 0.237 78.375 0.072% 86.975% Requantize mixed_7/conv/Conv2D_eightbit_requantize
176.782 0.457 77.490 0.072% 87.046% Requantize mixed_5/conv/Conv2D_eightbit_requantize
218.269 0.240 77.120 0.071% 87.118% QuantizedBiasAdd mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
191.553 0.114 76.317 0.070% 87.188% Requantize mixed_6/tower_2/conv/Conv2D_eightbit_requantize
21.173 0.962 75.294 0.070% 87.257% QuantizedRelu conv_eightbit_quantized
147.732 0.131 75.083 0.069% 87.327% Requantize mixed_2/tower/conv_1/Conv2D_eightbit_requantize
179.913 0.476 75.013 0.069% 87.396% Requantize mixed_5/tower_2/conv/batchnorm_eightbit_requantize
232.192 0.164 74.857 0.069% 87.465% QuantizedBiasAdd mixed_9/conv/batchnorm_eightbit_quantized_bias_add
215.855 0.306 74.479 0.069% 87.534% QuantizedBiasAdd mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
173.227 0.275 74.472 0.069% 87.603% QuantizedBiasAdd mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
201.163 0.247 74.117 0.068% 87.671% QuantizedBiasAdd mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
186.739 0.279 73.684 0.068% 87.739% QuantizedBiasAdd mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
159.313 0.295 73.653 0.068% 87.807% RequantizationRange mixed_3/tower/conv_1/Conv2D_eightbit_requant_range
226.161 0.302 73.518 0.068% 87.875% QuantizedBiasAdd mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
130.634 0.609 73.216 0.068% 87.943% Requantize mixed_1/tower/conv/batchnorm_eightbit_requantize
147.212 0.306 73.193 0.068% 88.010% RequantizationRange mixed_2/tower_1/conv_1/Conv2D_eightbit_requant_range
189.970 0.088 72.465 0.067% 88.077% Requantize mixed_6/tower/conv/Conv2D_eightbit_requantize
191.404 0.237 72.255 0.067% 88.144% Requantize mixed_6/tower/conv/batchnorm_eightbit_requantize
148.708 0.294 72.006 0.066% 88.210% RequantizationRange mixed_2/tower_1/conv_1/batchnorm_eightbit_requant_range
134.015 0.297 71.980 0.066% 88.277% RequantizationRange mixed_1/tower_1/conv_1/Conv2D_eightbit_requant_range
120.436 0.364 71.679 0.066% 88.343% Requantize mixed/tower/conv_1/Conv2D_eightbit_requantize
147.522 0.364 71.528 0.066% 88.409% Requantize mixed_2/tower_1/conv_1/Conv2D_eightbit_requantize
231.576 0.451 71.326 0.066% 88.475% QuantizedBiasAdd mixed_9/tower_1/conv/batchnorm_eightbit_quantized_bias_add
119.550 0.470 71.046 0.066% 88.541% Requantize mixed/tower_1/conv_1/Conv2D_eightbit_requantize
193.749 0.109 70.860 0.065% 88.606% Requantize mixed_6/tower_2/conv/batchnorm_eightbit_requantize
120.920 0.514 70.558 0.065% 88.671% RequantizationRange mixed/tower_1/conv_1/batchnorm_eightbit_requant_range
161.126 0.336 70.541 0.065% 88.736% RequantizationRange mixed_3/tower/conv_1/batchnorm_eightbit_requant_range
135.842 0.313 70.445 0.065% 88.801% RequantizationRange mixed_1/tower_1/conv_1/batchnorm_eightbit_requant_range
190.188 0.168 70.171 0.065% 88.866% Requantize mixed_6/conv/Conv2D_eightbit_requantize
191.421 0.210 69.869 0.065% 88.931% Requantize mixed_6/tower_1/conv/batchnorm_eightbit_requantize
150.729 0.286 69.700 0.064% 88.995% RequantizationRange mixed_2/tower_1/conv_2/Conv2D_eightbit_requant_range
151.645 0.284 69.684 0.064% 89.059% RequantizationRange mixed_2/tower_1/conv_2/batchnorm_eightbit_requant_range
75.659 0.393 69.554 0.064% 89.124% Requantize conv_3/Conv2D_eightbit_requantize
119.256 0.291 69.530 0.064% 89.188% RequantizationRange mixed/tower_1/conv_1/Conv2D_eightbit_requant_range
138.119 0.284 69.503 0.064% 89.252% RequantizationRange mixed_1/tower_1/conv_2/Conv2D_eightbit_requant_range
139.003 0.284 69.447 0.064% 89.316% RequantizationRange mixed_1/tower_1/conv_2/batchnorm_eightbit_requant_range
161.176 0.310 68.236 0.063% 89.379% RequantizationRange mixed_3/conv/batchnorm_eightbit_requant_range
79.935 0.277 68.040 0.063% 89.442% Requantize conv_3/batchnorm_eightbit_requantize
159.867 0.294 67.969 0.063% 89.505% RequantizationRange mixed_3/conv/Conv2D_eightbit_requant_range
166.678 0.279 67.758 0.063% 89.567% Requantize mixed_4/tower_1/conv/batchnorm_eightbit_requantize
248.332 0.269 67.540 0.062% 89.630% QuantizedBiasAdd mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
123.781 0.314 67.241 0.062% 89.692% RequantizationRange mixed/tower_1/conv_2/Conv2D_eightbit_requant_range
124.917 0.328 67.202 0.062% 89.754% RequantizationRange mixed/tower_1/conv_2/batchnorm_eightbit_requant_range
177.210 0.719 66.680 0.062% 89.815% Requantize mixed_5/tower_1/conv/batchnorm_eightbit_requantize
205.723 0.446 66.570 0.061% 89.877% Requantize mixed_7/conv/batchnorm_eightbit_requantize
161.490 0.175 66.242 0.061% 89.938% Requantize mixed_3/conv/batchnorm_eightbit_requantize
167.178 0.932 65.726 0.061% 89.999% Requantize mixed_4/tower_2/conv/batchnorm_eightbit_requantize
205.922 0.257 65.648 0.061% 90.059% Requantize mixed_7/tower_2/conv/Conv2D_eightbit_requantize
248.116 0.232 65.484 0.060% 90.120% QuantizedBiasAdd mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
184.890 0.238 64.560 0.060% 90.179% QuantizedBiasAdd mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
178.602 0.456 64.511 0.060% 90.239% Requantize mixed_5/tower_2/conv/Conv2D_eightbit_requantize
256.125 0.281 64.241 0.059% 90.298% QuantizedAvgPool pool_3_eightbit_quantized
199.243 0.304 63.953 0.059% 90.357% QuantizedBiasAdd mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
167.050 0.082 62.517 0.058% 90.415% Requantize mixed_4/tower/conv/batchnorm_eightbit_requantize
228.326 0.187 62.020 0.057% 90.472% QuantizedConcat mixed_8/join_eightbit_quantized_concat
206.353 0.187 61.874 0.057% 90.529% Requantize mixed_7/tower_1/conv/batchnorm_eightbit_requantize
234.251 0.191 61.285 0.057% 90.586% QuantizedBiasAdd mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
166.406 0.180 59.576 0.055% 90.641% Requantize mixed_4/tower_2/conv/Conv2D_eightbit_requantize
178.398 0.518 59.424 0.055% 90.696% Requantize mixed_5/tower/conv/batchnorm_eightbit_requantize
234.572 0.160 59.192 0.055% 90.750% QuantizedBiasAdd mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
193.908 0.089 57.391 0.053% 90.803% Requantize mixed_6/tower/conv_1/Conv2D_eightbit_requantize
130.629 0.239 57.388 0.053% 90.856% RequantizationRange mixed_1/tower_1/conv/batchnorm_eightbit_requant_range
142.768 0.218 57.355 0.053% 90.909% RequantizationRange mixed_2/conv/batchnorm_eightbit_requant_range
206.331 0.180 56.831 0.052% 90.962% Requantize mixed_7/tower/conv/batchnorm_eightbit_requantize
142.838 0.220 56.609 0.052% 91.014% RequantizationRange mixed_2/tower_1/conv/batchnorm_eightbit_requant_range
128.828 0.216 56.604 0.052% 91.066% RequantizationRange mixed_1/tower_1/conv/Conv2D_eightbit_requant_range
153.216 0.207 56.217 0.052% 91.118% RequantizationRange mixed_3/tower/conv/Conv2D_eightbit_requant_range
171.413 0.243 56.186 0.052% 91.170% QuantizedBiasAdd mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
213.274 0.071 55.883 0.052% 91.222% Requantize mixed_7/tower/conv_2/Conv2D_eightbit_requantize
134.316 0.663 55.593 0.051% 91.273% Requantize mixed_1/tower_1/conv_1/Conv2D_eightbit_requantize
141.535 0.206 55.181 0.051% 91.324% RequantizationRange mixed_2/tower_1/conv/Conv2D_eightbit_requant_range
114.218 0.203 54.933 0.051% 91.375% RequantizationRange mixed/tower_1/conv/Conv2D_eightbit_requant_range
131.318 0.214 53.657 0.050% 91.424% RequantizationRange mixed_1/conv/batchnorm_eightbit_requant_range
231.663 0.334 52.854 0.049% 91.473% QuantizedBiasAdd mixed_9/tower_2/conv/batchnorm_eightbit_quantized_bias_add
232.002 0.282 52.653 0.049% 91.522% QuantizedBiasAdd mixed_9/tower/conv/batchnorm_eightbit_quantized_bias_add
244.887 0.494 52.397 0.048% 91.570% QuantizedBiasAdd mixed_10/tower/conv/batchnorm_eightbit_quantized_bias_add
209.428 0.111 52.249 0.048% 91.618% Requantize mixed_7/tower_1/conv_1/Conv2D_eightbit_requantize
170.717 0.321 51.987 0.048% 91.666% Requantize mixed_4/tower/conv_2/Conv2D_eightbit_requantize
232.071 0.116 51.819 0.048% 91.714% Requantize mixed_9/conv/Conv2D_eightbit_requantize
168.435 0.148 51.428 0.047% 91.762% Requantize mixed_4/tower/conv_1/Conv2D_eightbit_requantize
183.682 0.571 51.423 0.047% 91.809% Requantize mixed_5/tower/conv_2/Conv2D_eightbit_requantize
239.182 0.167 50.521 0.047% 91.856% QuantizedBiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
116.117 0.213 50.423 0.047% 91.902% RequantizationRange mixed/tower_1/conv/batchnorm_eightbit_requant_range
159.611 0.244 50.257 0.046% 91.949% Requantize mixed_3/tower/conv_1/Conv2D_eightbit_requantize
141.542 0.196 49.834 0.046% 91.995% RequantizationRange mixed_2/conv/Conv2D_eightbit_requant_range
114.258 0.193 49.765 0.046% 92.041% RequantizationRange mixed/conv/Conv2D_eightbit_requant_range
0.000 1.063 49.708 0.046% 92.087% _SOURCE
184.756 0.089 49.495 0.046% 92.132% Requantize mixed_5/tower/conv_2/batchnorm_eightbit_requantize
147.738 0.203 49.433 0.046% 92.178% RequantizationRange mixed_2/tower_2/conv/batchnorm_eightbit_requant_range
180.935 0.061 49.168 0.045% 92.223% Requantize mixed_5/tower/conv_1/Conv2D_eightbit_requantize
147.519 0.207 49.035 0.045% 92.269% RequantizationRange mixed_2/tower/conv_1/Conv2D_eightbit_requant_range
255.086 0.157 48.968 0.045% 92.314% QuantizedBiasAdd mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
136.503 0.195 48.875 0.045% 92.359% RequantizationRange mixed_1/tower/conv_1/batchnorm_eightbit_requant_range
4.221 1.751 48.696 0.045% 92.404% Max conv/Conv2D_eightbit_max_Mul
223.930 0.213 48.657 0.045% 92.449% QuantizedBiasAdd mixed_8/tower/conv_1/batchnorm_eightbit_quantized_bias_add
129.184 0.218 48.467 0.045% 92.494% RequantizationRange mixed_1/conv/Conv2D_eightbit_requant_range
196.812 0.171 48.265 0.045% 92.538% Requantize mixed_6/tower/conv_2/Conv2D_eightbit_requantize
134.736 0.279 48.194 0.044% 92.583% RequantizationRange mixed_1/tower_2/conv/batchnorm_eightbit_requant_range
148.667 0.210 48.175 0.044% 92.627% RequantizationRange mixed_2/tower/conv_1/batchnorm_eightbit_requant_range
197.453 0.104 48.105 0.044% 92.672% Requantize mixed_6/tower/conv_2/batchnorm_eightbit_requantize
146.721 0.212 48.076 0.044% 92.716% RequantizationRange mixed_2/tower_2/conv/Conv2D_eightbit_requant_range
135.783 0.207 47.987 0.044% 92.760% RequantizationRange mixed_1/tower/conv_1/Conv2D_eightbit_requant_range
244.968 0.428 47.950 0.044% 92.805% QuantizedBiasAdd mixed_10/tower_2/conv/batchnorm_eightbit_quantized_bias_add
116.183 0.207 47.889 0.044% 92.849% RequantizationRange mixed/conv/batchnorm_eightbit_requant_range
153.929 0.192 47.762 0.044% 92.893% RequantizationRange mixed_3/tower/conv/batchnorm_eightbit_requant_range
130.766 0.218 47.666 0.044% 92.937% RequantizationRange mixed_1/tower_2/conv/Conv2D_eightbit_requant_range
255.223 0.172 47.648 0.044% 92.981% QuantizedBiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
210.281 0.120 47.131 0.044% 93.024% Requantize mixed_7/tower/conv_1/batchnorm_eightbit_requantize
209.382 0.174 47.008 0.043% 93.068% Requantize mixed_7/tower/conv_1/Conv2D_eightbit_requantize
121.257 0.223 46.928 0.043% 93.111% RequantizationRange mixed/tower/conv_1/batchnorm_eightbit_requant_range
194.502 0.087 46.692 0.043% 93.154% Requantize mixed_6/tower/conv_1/batchnorm_eightbit_requantize
239.525 0.154 46.611 0.043% 93.197% QuantizedBiasAdd mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
120.227 0.205 46.574 0.043% 93.240% RequantizationRange mixed/tower/conv_1/Conv2D_eightbit_requant_range
245.377 0.098 45.853 0.042% 93.283% Requantize mixed_10/conv/Conv2D_eightbit_requantize
210.291 0.105 45.497 0.042% 93.325% Requantize mixed_7/tower_1/conv_1/batchnorm_eightbit_requantize
194.103 0.193 45.490 0.042% 93.367% Requantize mixed_6/tower_1/conv_1/Conv2D_eightbit_requantize
162.485 0.242 44.701 0.041% 93.408% QuantizedBiasAdd mixed_3/tower/conv_2/batchnorm_eightbit_quantized_bias_add
246.031 0.093 44.698 0.041% 93.449% Requantize mixed_10/tower_1/conv/Conv2D_eightbit_requantize
121.438 0.171 44.234 0.041% 93.490% Requantize mixed/tower_1/conv_1/batchnorm_eightbit_requantize
213.412 0.175 44.017 0.041% 93.531% Requantize mixed_7/tower_1/conv_2/Conv2D_eightbit_requantize
168.630 0.151 43.569 0.040% 93.571% Requantize mixed_4/tower_1/conv_1/batchnorm_eightbit_requantize
168.201 0.072 43.366 0.040% 93.611% Requantize mixed_4/tower_1/conv_1/Conv2D_eightbit_requantize
179.608 0.363 42.953 0.040% 93.651% Requantize mixed_5/tower_1/conv_1/Conv2D_eightbit_requantize
204.799 0.147 42.875 0.040% 93.690% RequantizationRange mixed_7/tower_1/conv/Conv2D_eightbit_requant_range
114.498 0.158 41.515 0.038% 93.729% RequantizationRange mixed/tower/conv/Conv2D_eightbit_requant_range
213.996 0.090 41.164 0.038% 93.767% Requantize mixed_7/tower/conv_2/batchnorm_eightbit_requantize
190.001 0.146 40.679 0.038% 93.804% RequantizationRange mixed_6/tower_1/conv/Conv2D_eightbit_requant_range
171.561 0.070 40.501 0.037% 93.842% Requantize mixed_4/tower/conv_2/batchnorm_eightbit_requantize
197.033 0.238 40.412 0.037% 93.879% Requantize mixed_6/tower_1/conv_2/Conv2D_eightbit_requantize
168.948 0.465 39.845 0.037% 93.916% Requantize mixed_4/tower/conv_1/batchnorm_eightbit_requantize
128.963 0.158 39.673 0.037% 93.952% RequantizationRange mixed_1/tower/conv/Conv2D_eightbit_requant_range
181.856 0.131 39.616 0.037% 93.989% Requantize mixed_5/tower/conv_1/batchnorm_eightbit_requantize
4.255 1.672 39.406 0.036% 94.025% Min conv/Conv2D_eightbit_min_Mul
253.269 0.138 39.367 0.036% 94.062% QuantizedBiasAdd mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
142.766 0.162 39.160 0.036% 94.098% RequantizationRange mixed_2/tower/conv/batchnorm_eightbit_requant_range
116.122 0.154 39.143 0.036% 94.134% RequantizationRange mixed/tower/conv/batchnorm_eightbit_requant_range
176.236 0.136 38.921 0.036% 94.170% RequantizationRange mixed_5/tower_1/conv/Conv2D_eightbit_requant_range
237.384 0.139 38.541 0.036% 94.205% QuantizedBiasAdd mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
141.177 0.149 38.112 0.035% 94.241% RequantizationRange mixed_2/tower/conv/Conv2D_eightbit_requant_range
182.183 0.071 38.104 0.035% 94.276% Requantize mixed_5/tower_1/conv_2/Conv2D_eightbit_requantize
231.501 0.158 37.920 0.035% 94.311% Requantize mixed_9/tower_2/conv/Conv2D_eightbit_requantize
205.576 0.145 37.641 0.035% 94.346% RequantizationRange mixed_7/conv/batchnorm_eightbit_requant_range
232.119 0.064 37.612 0.035% 94.380% Requantize mixed_9/tower_1/conv/batchnorm_eightbit_requantize
206.199 0.151 37.463 0.035% 94.415% RequantizationRange mixed_7/tower_1/conv/batchnorm_eightbit_requant_range
248.098 0.229 37.378 0.035% 94.449% Requantize mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requantize
204.837 0.148 37.300 0.034% 94.484% RequantizationRange mixed_7/tower/conv/Conv2D_eightbit_requant_range
130.323 0.307 37.044 0.034% 94.518% RequantizationRange mixed_1/tower/conv/batchnorm_eightbit_requant_range
167.013 0.161 36.961 0.034% 94.552% RequantizationRange mixed_4/tower_2/conv/batchnorm_eightbit_requant_range
220.828 0.148 36.946 0.034% 94.586% RequantizationRange mixed_8/tower_1/conv/Conv2D_eightbit_requant_range
105.546 0.087 36.909 0.034% 94.620% QuantizedRelu conv_4_eightbit_quantized
190.022 0.163 36.716 0.034% 94.654% RequantizationRange mixed_6/conv/Conv2D_eightbit_requant_range
149.004 0.129 36.614 0.034% 94.688% Requantize mixed_2/tower_1/conv_1/batchnorm_eightbit_requantize
161.466 0.201 36.038 0.033% 94.721% Requantize mixed_3/tower/conv_1/batchnorm_eightbit_requantize
206.164 0.160 35.894 0.033% 94.754% RequantizationRange mixed_7/tower/conv/batchnorm_eightbit_requant_range
176.621 0.157 35.809 0.033% 94.788% RequantizationRange mixed_5/conv/Conv2D_eightbit_requant_range
178.234 0.153 35.735 0.033% 94.821% RequantizationRange mixed_5/conv/batchnorm_eightbit_requant_range
194.716 0.076 35.709 0.033% 94.854% Requantize mixed_6/tower_1/conv_1/batchnorm_eightbit_requantize
204.342 0.140 35.663 0.033% 94.886% RequantizationRange mixed_7/conv/Conv2D_eightbit_requant_range
220.548 0.139 35.660 0.033% 94.919% RequantizationRange mixed_8/tower/conv/Conv2D_eightbit_requant_range
166.638 0.147 35.600 0.033% 94.952% RequantizationRange mixed_4/conv/batchnorm_eightbit_requant_range
136.159 0.317 35.515 0.033% 94.985% Requantize mixed_1/tower_1/conv_1/batchnorm_eightbit_requantize
165.310 0.140 35.485 0.033% 95.018% RequantizationRange mixed_4/conv/Conv2D_eightbit_requant_range
166.255 0.148 35.467 0.033% 95.051% RequantizationRange mixed_4/tower_2/conv/Conv2D_eightbit_requant_range
184.613 0.141 35.347 0.033% 95.083% RequantizationRange mixed_5/tower/conv_2/batchnorm_eightbit_requant_range
191.299 0.150 35.251 0.033% 95.116% RequantizationRange mixed_6/conv/batchnorm_eightbit_requant_range
178.451 0.148 35.167 0.032% 95.148% RequantizationRange mixed_5/tower_2/conv/Conv2D_eightbit_requant_range
197.309 0.140 35.057 0.032% 95.181% RequantizationRange mixed_6/tower/conv_2/batchnorm_eightbit_requant_range
205.772 0.148 35.040 0.032% 95.213% RequantizationRange mixed_7/tower_2/conv/Conv2D_eightbit_requant_range
171.407 0.151 35.035 0.032% 95.245% RequantizationRange mixed_4/tower/conv_2/batchnorm_eightbit_requant_range
193.583 0.162 34.983 0.032% 95.278% RequantizationRange mixed_6/tower_2/conv/batchnorm_eightbit_requant_range
209.273 0.151 34.932 0.032% 95.310% RequantizationRange mixed_7/tower_1/conv_1/Conv2D_eightbit_requant_range
210.123 0.164 34.897 0.032% 95.342% RequantizationRange mixed_7/tower_1/conv_1/batchnorm_eightbit_requant_range
170.576 0.139 34.849 0.032% 95.374% RequantizationRange mixed_4/tower/conv_2/Conv2D_eightbit_requant_range
183.506 0.172 34.815 0.032% 95.406% RequantizationRange mixed_5/tower/conv_2/Conv2D_eightbit_requant_range
221.293 0.136 34.759 0.032% 95.438% RequantizationRange mixed_8/tower/conv/batchnorm_eightbit_requant_range
196.652 0.157 34.759 0.032% 95.471% RequantizationRange mixed_6/tower/conv_2/Conv2D_eightbit_requant_range
191.401 0.148 34.742 0.032% 95.503% RequantizationRange mixed_6/tower_2/conv/Conv2D_eightbit_requant_range
179.763 0.147 34.722 0.032% 95.535% RequantizationRange mixed_5/tower_2/conv/batchnorm_eightbit_requant_range
209.230 0.150 34.641 0.032% 95.567% RequantizationRange mixed_7/tower/conv_1/Conv2D_eightbit_requant_range
210.114 0.162 34.505 0.032% 95.599% RequantizationRange mixed_7/tower/conv_1/batchnorm_eightbit_requant_range
244.576 0.387 34.493 0.032% 95.630% Requantize mixed_10/tower_2/conv/Conv2D_eightbit_requantize
206.562 0.143 34.428 0.032% 95.662% RequantizationRange mixed_7/tower_2/conv/batchnorm_eightbit_requant_range
213.135 0.137 34.380 0.032% 95.694% RequantizationRange mixed_7/tower/conv_2/Conv2D_eightbit_requant_range
213.265 0.144 34.279 0.032% 95.726% RequantizationRange mixed_7/tower_1/conv_2/Conv2D_eightbit_requant_range
221.314 0.147 34.214 0.032% 95.757% RequantizationRange mixed_8/tower_1/conv/batchnorm_eightbit_requant_range
213.836 0.156 34.130 0.032% 95.789% RequantizationRange mixed_7/tower/conv_2/batchnorm_eightbit_requant_range
213.857 0.139 34.105 0.031% 95.820% RequantizationRange mixed_7/tower_1/conv_2/batchnorm_eightbit_requant_range
223.375 0.141 34.042 0.031% 95.852% RequantizationRange mixed_8/tower_1/conv_1/Conv2D_eightbit_requant_range
223.925 0.150 33.783 0.031% 95.883% RequantizationRange mixed_8/tower_1/conv_1/batchnorm_eightbit_requant_range
216.169 0.167 33.623 0.031% 95.914% RequantizationRange mixed_7/tower_1/conv_3/batchnorm_eightbit_requant_range
191.296 0.121 33.594 0.031% 95.945% RequantizationRange mixed_6/tower_1/conv/batchnorm_eightbit_requant_range
218.515 0.214 33.567 0.031% 95.976% RequantizationRange mixed_7/tower_1/conv_4/batchnorm_eightbit_requant_range
201.417 0.138 33.482 0.031% 96.007% RequantizationRange mixed_6/tower_1/conv_4/batchnorm_eightbit_requant_range
215.596 0.136 33.444 0.031% 96.038% RequantizationRange mixed_7/tower_1/conv_3/Conv2D_eightbit_requant_range
217.958 0.224 33.424 0.031% 96.069% RequantizationRange mixed_7/tower_1/conv_4/Conv2D_eightbit_requant_range
248.002 0.110 33.403 0.031% 96.099% Requantize mixed_10/tower/mixed/conv/Conv2D_eightbit_requantize
225.935 0.137 33.397 0.031% 96.130% RequantizationRange mixed_8/tower_1/conv_2/Conv2D_eightbit_requant_range
173.507 0.175 33.385 0.031% 96.161% RequantizationRange mixed_4/tower_1/conv_4/batchnorm_eightbit_requant_range
200.940 0.138 33.353 0.031% 96.192% RequantizationRange mixed_6/tower_1/conv_4/Conv2D_eightbit_requant_range
186.496 0.139 33.323 0.031% 96.223% RequantizationRange mixed_5/tower_1/conv_4/Conv2D_eightbit_requant_range
169.528 0.055 33.301 0.031% 96.253% Requantize mixed_4/tower_1/conv_2/Conv2D_eightbit_requantize
187.024 0.139 33.294 0.031% 96.284% RequantizationRange mixed_5/tower_1/conv_4/batchnorm_eightbit_requant_range
173.016 0.137 33.282 0.031% 96.315% RequantizationRange mixed_4/tower_1/conv_4/Conv2D_eightbit_requant_range
124.100 0.216 33.183 0.031% 96.345% Requantize mixed/tower_1/conv_2/Conv2D_eightbit_requantize
232.431 0.061 33.127 0.031% 96.376% Requantize mixed_9/conv/batchnorm_eightbit_requantize
226.468 0.167 33.005 0.030% 96.407% RequantizationRange mixed_8/tower_1/conv_2/batchnorm_eightbit_requant_range
220.979 0.074 32.420 0.030% 96.436% Requantize mixed_8/tower_1/conv/Conv2D_eightbit_requantize
180.670 0.072 32.141 0.030% 96.466% Requantize mixed_5/tower_1/conv_1/batchnorm_eightbit_requantize
177.083 0.124 31.731 0.029% 96.495% RequantizationRange mixed_5/tower_1/conv/batchnorm_eightbit_requant_range
189.849 0.118 31.348 0.029% 96.524% RequantizationRange mixed_6/tower/conv/Conv2D_eightbit_requant_range
151.017 0.108 31.253 0.029% 96.553% Requantize mixed_2/tower_1/conv_2/Conv2D_eightbit_requantize
176.626 0.128 31.242 0.029% 96.582% RequantizationRange mixed_5/tower/conv/Conv2D_eightbit_requant_range
178.266 0.124 31.027 0.029% 96.611% RequantizationRange mixed_5/tower/conv/batchnorm_eightbit_requant_range
245.733 0.071 30.436 0.028% 96.639% Requantize mixed_10/conv/batchnorm_eightbit_requantize
138.405 0.109 30.143 0.028% 96.667% Requantize mixed_1/tower_1/conv_2/Conv2D_eightbit_requantize
193.969 0.131 30.003 0.028% 96.694% RequantizationRange mixed_6/tower_1/conv_1/Conv2D_eightbit_requant_range
220.690 0.082 29.946 0.028% 96.722% Requantize mixed_8/tower/conv/Conv2D_eightbit_requantize
165.657 0.101 29.902 0.028% 96.750% RequantizationRange mixed_4/tower_1/conv/Conv2D_eightbit_requant_range
179.474 0.131 29.876 0.028% 96.777% RequantizationRange mixed_5/tower_1/conv_1/Conv2D_eightbit_requant_range
191.283 0.118 29.816 0.028% 96.805% RequantizationRange mixed_6/tower/conv/batchnorm_eightbit_requant_range
180.536 0.131 29.735 0.027% 96.832% RequantizationRange mixed_5/tower_1/conv_1/batchnorm_eightbit_requant_range
197.610 0.134 29.301 0.027% 96.859% RequantizationRange mixed_6/tower_1/conv_2/batchnorm_eightbit_requant_range
194.592 0.122 29.275 0.027% 96.886% RequantizationRange mixed_6/tower_1/conv_1/batchnorm_eightbit_requant_range
221.430 0.107 29.198 0.027% 96.913% Requantize mixed_8/tower/conv/batchnorm_eightbit_requantize
194.368 0.131 29.146 0.027% 96.940% RequantizationRange mixed_6/tower/conv_1/batchnorm_eightbit_requant_range
213.999 0.090 29.123 0.027% 96.967% Requantize mixed_7/tower_1/conv_2/batchnorm_eightbit_requantize
183.127 0.118 29.060 0.027% 96.994% RequantizationRange mixed_5/tower_1/conv_2/batchnorm_eightbit_requant_range
196.909 0.120 29.025 0.027% 97.021% RequantizationRange mixed_6/tower_1/conv_2/Conv2D_eightbit_requant_range
193.778 0.126 28.991 0.027% 97.047% RequantizationRange mixed_6/tower/conv_1/Conv2D_eightbit_requant_range
231.129 0.441 28.932 0.027% 97.074% Requantize mixed_9/tower_1/conv/Conv2D_eightbit_requantize
180.820 0.114 28.917 0.027% 97.101% RequantizationRange mixed_5/tower/conv_1/Conv2D_eightbit_requant_range
181.725 0.126 28.897 0.027% 97.128% RequantizationRange mixed_5/tower/conv_1/batchnorm_eightbit_requant_range
151.932 0.101 28.857 0.027% 97.154% Requantize mixed_2/tower_1/conv_2/batchnorm_eightbit_requantize
247.014 0.205 28.669 0.026% 97.181% Requantize mixed_10/tower_1/conv/batchnorm_eightbit_requantize
182.067 0.114 28.616 0.026% 97.207% RequantizationRange mixed_5/tower_1/conv_2/Conv2D_eightbit_requant_range
139.290 0.097 28.601 0.026% 97.234% Requantize mixed_1/tower_1/conv_2/batchnorm_eightbit_requantize
198.958 0.114 28.528 0.026% 97.260% RequantizationRange mixed_6/tower_1/conv_3/Conv2D_eightbit_requant_range
199.562 0.119 28.238 0.026% 97.286% RequantizationRange mixed_6/tower_1/conv_3/batchnorm_eightbit_requant_range
185.133 0.113 28.182 0.026% 97.312% RequantizationRange mixed_5/tower_1/conv_3/batchnorm_eightbit_requant_range
184.642 0.115 28.105 0.026% 97.338% RequantizationRange mixed_5/tower_1/conv_3/Conv2D_eightbit_requant_range
125.250 0.194 28.034 0.026% 97.364% Requantize mixed/tower_1/conv_2/batchnorm_eightbit_requantize
223.864 0.047 27.853 0.026% 97.390% Requantize mixed_8/tower/conv_1/Conv2D_eightbit_requantize
197.750 0.098 27.688 0.026% 97.415% Requantize mixed_6/tower_1/conv_2/batchnorm_eightbit_requantize
223.519 0.080 27.006 0.025% 97.440% Requantize mixed_8/tower_1/conv_1/Conv2D_eightbit_requantize
170.320 0.068 26.650 0.025% 97.465% Requantize mixed_4/tower_1/conv_2/batchnorm_eightbit_requantize
228.107 0.105 26.487 0.024% 97.489% QuantizedBiasAdd mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
183.248 0.069 26.438 0.024% 97.513% Requantize mixed_5/tower_1/conv_2/batchnorm_eightbit_requantize
166.572 0.102 26.388 0.024% 97.538% RequantizationRange mixed_4/tower_1/conv/batchnorm_eightbit_requant_range
116.628 0.106 25.941 0.024% 97.562% RequantizationRange mixed/tower_2/conv/batchnorm_eightbit_requant_range
165.223 0.094 24.983 0.023% 97.585% RequantizationRange mixed_4/tower/conv/Conv2D_eightbit_requant_range
166.946 0.101 24.855 0.023% 97.608% RequantizationRange mixed_4/tower/conv/batchnorm_eightbit_requant_range
115.654 0.201 24.831 0.023% 97.631% RequantizationRange mixed/tower_2/conv/Conv2D_eightbit_requant_range
38.604 0.068 24.734 0.023% 97.654% QuantizedRelu conv_1_eightbit_quantized
231.852 0.140 24.674 0.023% 97.676% Requantize mixed_9/tower/conv/Conv2D_eightbit_requantize
244.173 0.709 24.617 0.023% 97.699% Requantize mixed_10/tower/conv/Conv2D_eightbit_requantize
168.098 0.099 24.163 0.022% 97.721% RequantizationRange mixed_4/tower_1/conv_1/Conv2D_eightbit_requant_range
221.466 0.066 24.072 0.022% 97.744% Requantize mixed_8/tower_1/conv/batchnorm_eightbit_requantize
168.333 0.100 24.026 0.022% 97.766% RequantizationRange mixed_4/tower/conv_1/Conv2D_eightbit_requant_range
234.497 0.064 24.021 0.022% 97.788% Requantize mixed_9/tower/mixed/conv/Conv2D_eightbit_requantize
168.533 0.094 23.917 0.022% 97.810% RequantizationRange mixed_4/tower_1/conv_1/batchnorm_eightbit_requant_range
169.434 0.092 23.449 0.022% 97.832% RequantizationRange mixed_4/tower_1/conv_2/Conv2D_eightbit_requant_range
170.219 0.098 23.356 0.022% 97.853% RequantizationRange mixed_4/tower_1/conv_2/batchnorm_eightbit_requant_range
168.850 0.095 23.332 0.022% 97.875% RequantizationRange mixed_4/tower/conv_1/batchnorm_eightbit_requant_range
171.660 0.093 22.962 0.021% 97.896% RequantizationRange mixed_4/tower_1/conv_3/batchnorm_eightbit_requant_range
171.248 0.101 22.818 0.021% 97.917% RequantizationRange mixed_4/tower_1/conv_3/Conv2D_eightbit_requant_range
232.046 0.128 22.616 0.021% 97.938% Requantize mixed_9/tower_2/conv/batchnorm_eightbit_requantize
224.078 0.113 22.276 0.021% 97.959% Requantize mixed_8/tower_1/conv_1/batchnorm_eightbit_requantize
248.678 0.055 21.993 0.020% 97.979% Requantize mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requantize
184.760 0.126 21.882 0.020% 97.999% Requantize mixed_5/tower_1/conv_3/Conv2D_eightbit_requantize
215.734 0.118 21.769 0.020% 98.019% Requantize mixed_7/tower_1/conv_3/Conv2D_eightbit_requantize
199.073 0.165 21.170 0.020% 98.039% Requantize mixed_6/tower_1/conv_3/Conv2D_eightbit_requantize
186.638 0.095 21.160 0.020% 98.058% Requantize mixed_5/tower_1/conv_4/Conv2D_eightbit_requantize
226.074 0.078 20.419 0.019% 98.077% Requantize mixed_8/tower_1/conv_2/Conv2D_eightbit_requantize
201.081 0.077 20.380 0.019% 98.096% Requantize mixed_6/tower_1/conv_4/Conv2D_eightbit_requantize
218.184 0.080 20.343 0.019% 98.115% Requantize mixed_7/tower_1/conv_4/Conv2D_eightbit_requantize
173.684 0.066 20.253 0.019% 98.133% Requantize mixed_4/tower_1/conv_4/batchnorm_eightbit_requantize
201.558 0.104 20.008 0.018% 98.152% Requantize mixed_6/tower_1/conv_4/batchnorm_eightbit_requantize
173.156 0.067 20.007 0.018% 98.170% Requantize mixed_4/tower_1/conv_4/Conv2D_eightbit_requantize
187.165 0.072 19.906 0.018% 98.189% Requantize mixed_5/tower_1/conv_4/batchnorm_eightbit_requantize
216.338 0.083 19.893 0.018% 98.207% Requantize mixed_7/tower_1/conv_3/batchnorm_eightbit_requantize
218.732 0.074 19.817 0.018% 98.225% Requantize mixed_7/tower_1/conv_4/batchnorm_eightbit_requantize
171.352 0.058 19.812 0.018% 98.244% Requantize mixed_4/tower_1/conv_3/Conv2D_eightbit_requantize
226.639 0.091 19.697 0.018% 98.262% Requantize mixed_8/tower_1/conv_2/batchnorm_eightbit_requantize
245.951 0.077 19.637 0.018% 98.280% RequantizationRange mixed_10/tower_1/conv/Conv2D_eightbit_requant_range
234.192 0.054 19.609 0.018% 98.298% Requantize mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requantize
224.219 0.047 19.446 0.018% 98.316% Requantize mixed_8/tower/conv_1/batchnorm_eightbit_requantize
232.035 0.081 19.311 0.018% 98.334% RequantizationRange mixed_9/tower_1/conv/batchnorm_eightbit_requant_range
185.248 0.057 19.250 0.018% 98.352% Requantize mixed_5/tower_1/conv_3/batchnorm_eightbit_requantize
248.425 0.167 18.980 0.018% 98.369% Requantize mixed_10/tower/mixed/conv/batchnorm_eightbit_requantize
199.684 0.073 18.905 0.017% 98.387% Requantize mixed_6/tower_1/conv_3/batchnorm_eightbit_requantize
231.039 0.086 18.769 0.017% 98.404% RequantizationRange mixed_9/tower_1/conv/Conv2D_eightbit_requant_range
245.469 0.185 18.692 0.017% 98.421% Requantize mixed_10/tower/conv/batchnorm_eightbit_requantize
246.907 0.101 18.584 0.017% 98.438% RequantizationRange mixed_10/tower_1/conv/batchnorm_eightbit_requant_range
245.448 0.148 18.500 0.017% 98.455% Requantize mixed_10/tower_2/conv/batchnorm_eightbit_requantize
80.217 0.061 18.309 0.017% 98.472% QuantizedRelu conv_3_eightbit_quantized
162.414 0.066 18.042 0.017% 98.489% Requantize mixed_3/tower/conv_2/Conv2D_eightbit_requantize
171.755 0.247 18.009 0.017% 98.506% Requantize mixed_4/tower_1/conv_3/batchnorm_eightbit_requantize
237.315 0.064 17.913 0.017% 98.522% Requantize mixed_9/tower_1/conv_1/Conv2D_eightbit_requantize
162.732 0.074 17.893 0.017% 98.539% RequantizationRange mixed_3/tower/conv_2/batchnorm_eightbit_requant_range
162.335 0.076 17.652 0.016% 98.555% RequantizationRange mixed_3/tower/conv_2/Conv2D_eightbit_requant_range
255.030 0.052 17.413 0.016% 98.571% Requantize mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requantize
234.801 0.051 16.965 0.016% 98.587% Requantize mixed_9/tower/mixed/conv/batchnorm_eightbit_requantize
239.473 0.047 16.816 0.016% 98.602% Requantize mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requantize
248.024 0.070 16.783 0.015% 98.618% RequantizationRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requant_range
232.360 0.061 16.602 0.015% 98.633% Requantize mixed_9/tower/conv/batchnorm_eightbit_requantize
244.099 0.070 16.602 0.015% 98.648% RequantizationRange mixed_10/tower/conv/Conv2D_eightbit_requant_range
255.108 0.109 16.546 0.015% 98.664% Requantize mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
245.387 0.079 16.535 0.015% 98.679% RequantizationRange mixed_10/tower/conv/batchnorm_eightbit_requant_range
255.038 0.066 16.342 0.015% 98.694% RequantizationRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
248.606 0.068 16.327 0.015% 98.709% RequantizationRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requant_range
231.784 0.065 16.231 0.015% 98.724% RequantizationRange mixed_9/tower/conv/Conv2D_eightbit_requant_range
162.809 0.060 16.172 0.015% 98.739% Requantize mixed_3/tower/conv_2/batchnorm_eightbit_requantize
239.400 0.070 15.988 0.015% 98.754% RequantizationRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requant_range
247.913 0.086 15.963 0.015% 98.769% RequantizationRange mixed_10/tower/mixed/conv/Conv2D_eightbit_requant_range
253.191 0.073 15.959 0.015% 98.783% Requantize mixed_10/tower_1/conv_1/Conv2D_eightbit_requantize
239.126 0.052 15.874 0.015% 98.798% Requantize mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
248.354 0.067 15.780 0.015% 98.813% RequantizationRange mixed_10/tower/mixed/conv/batchnorm_eightbit_requant_range
239.353 0.066 15.760 0.015% 98.827% RequantizationRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
253.410 0.071 15.759 0.015% 98.842% RequantizationRange mixed_10/tower_1/conv_1/batchnorm_eightbit_requant_range
255.399 0.098 15.740 0.015% 98.856% RequantizationRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
239.058 0.065 15.721 0.015% 98.871% RequantizationRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
234.517 0.042 15.709 0.015% 98.885% Requantize mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requantize
239.683 0.064 15.693 0.014% 98.900% RequantizationRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requant_range
255.260 0.078 15.681 0.014% 98.914% RequantizationRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requant_range
234.124 0.066 15.653 0.014% 98.929% RequantizationRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requant_range
253.122 0.066 15.632 0.014% 98.943% RequantizationRange mixed_10/tower_1/conv_1/Conv2D_eightbit_requant_range
254.962 0.066 15.628 0.014% 98.958% RequantizationRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requant_range
255.342 0.133 15.588 0.014% 98.972% Requantize mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requantize
232.289 0.067 15.566 0.014% 98.986% RequantizationRange mixed_9/tower/conv/batchnorm_eightbit_requant_range
234.448 0.066 15.544 0.014% 99.001% RequantizationRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requant_range
237.528 0.063 15.525 0.014% 99.015% RequantizationRange mixed_9/tower_1/conv_1/batchnorm_eightbit_requant_range
234.736 0.062 15.499 0.014% 99.029% RequantizationRange mixed_9/tower/mixed/conv/batchnorm_eightbit_requant_range
234.421 0.073 15.497 0.014% 99.044% RequantizationRange mixed_9/tower/mixed/conv/Conv2D_eightbit_requant_range
237.249 0.064 15.488 0.014% 99.058% RequantizationRange mixed_9/tower_1/conv_1/Conv2D_eightbit_requant_range
262.530 1.859 15.317 0.014% 99.072% Softmax softmax
239.423 0.045 15.306 0.014% 99.086% Requantize mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
253.483 0.070 15.263 0.014% 99.100% Requantize mixed_10/tower_1/conv_1/batchnorm_eightbit_requantize
237.593 0.068 15.233 0.014% 99.114% Requantize mixed_9/tower_1/conv_1/batchnorm_eightbit_requantize
255.503 0.061 15.024 0.014% 99.128% Requantize mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
232.008 0.060 14.595 0.013% 99.142% RequantizationRange mixed_9/conv/Conv2D_eightbit_requant_range
239.749 0.052 14.594 0.013% 99.155% Requantize mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requantize
223.802 0.059 14.369 0.013% 99.168% RequantizationRange mixed_8/tower/conv_1/Conv2D_eightbit_requant_range
232.361 0.058 14.295 0.013% 99.182% RequantizationRange mixed_9/conv/batchnorm_eightbit_requant_range
245.306 0.067 13.883 0.013% 99.194% RequantizationRange mixed_10/conv/Conv2D_eightbit_requant_range
245.670 0.059 13.859 0.013% 99.207% RequantizationRange mixed_10/conv/batchnorm_eightbit_requant_range
228.049 0.052 13.349 0.012% 99.220% Requantize mixed_8/tower_1/conv_3/Conv2D_eightbit_requantize
224.161 0.056 13.329 0.012% 99.232% RequantizationRange mixed_8/tower/conv_1/batchnorm_eightbit_requant_range
228.256 0.046 13.107 0.012% 99.244% Requantize mixed_8/tower_1/conv_3/batchnorm_eightbit_requantize
154.207 0.016 11.846 0.011% 99.255% QuantizedRelu mixed_3/tower/conv_eightbit_quantized
232.004 0.039 9.386 0.009% 99.264% RequantizationRange mixed_9/tower_2/conv/batchnorm_eightbit_requant_range
231.458 0.040 9.313 0.009% 99.272% RequantizationRange mixed_9/tower_2/conv/Conv2D_eightbit_requant_range
245.401 0.044 9.090 0.008% 99.281% RequantizationRange mixed_10/tower_2/conv/batchnorm_eightbit_requant_range
244.531 0.038 8.884 0.008% 99.289% RequantizationRange mixed_10/tower_2/conv/Conv2D_eightbit_requant_range
228.215 0.039 8.435 0.008% 99.297% RequantizationRange mixed_8/tower_1/conv_3/batchnorm_eightbit_requant_range
228.008 0.037 8.035 0.007% 99.304% RequantizationRange mixed_8/tower_1/conv_3/Conv2D_eightbit_requant_range
143.306 0.014 7.948 0.007% 99.311% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized
262.472 0.025 6.084 0.006% 99.317% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add
161.676 0.035 5.950 0.005% 99.322% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized
116.647 0.056 5.870 0.005% 99.328% QuantizedRelu mixed/conv_eightbit_quantized
143.157 0.017 5.563 0.005% 99.333% QuantizedRelu mixed_2/conv_eightbit_quantized
210.399 0.011 5.550 0.005% 99.338% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized
135.789 0.019 5.535 0.005% 99.343% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized
206.799 0.014 5.381 0.005% 99.348% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized
131.309 0.033 5.371 0.005% 99.353% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized
116.680 0.019 5.370 0.005% 99.358% QuantizedRelu mixed/tower_1/conv_eightbit_quantized
180.395 0.020 5.301 0.005% 99.363% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized
161.672 0.064 5.289 0.005% 99.368% QuantizedRelu mixed_3/conv_eightbit_quantized
148.648 0.021 5.260 0.005% 99.373% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized
149.139 0.020 5.257 0.005% 99.378% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized
256.432 0.487 5.176 0.005% 99.382% Dequantize pool_3
134.687 0.143 5.163 0.005% 99.387% QuantizedRelu mixed_1/conv_eightbit_quantized
136.483 0.026 5.127 0.005% 99.392% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized
121.616 0.021 5.102 0.005% 99.397% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized
116.567 0.018 4.976 0.005% 99.401% QuantizedRelu mixed/tower/conv_eightbit_quantized
139.393 0.017 4.946 0.005% 99.406% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized
193.862 0.018 4.893 0.005% 99.410% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized
125.452 0.028 4.870 0.004% 99.415% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized
152.039 0.056 4.835 0.004% 99.419% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized
191.637 0.017 4.806 0.004% 99.424% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized
197.561 0.021 4.713 0.004% 99.428% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized
191.564 0.062 4.591 0.004% 99.432% QuantizedRelu mixed_6/conv_eightbit_quantized
116.815 0.016 4.567 0.004% 99.436% QuantizedRelu mixed/tower_2/conv_eightbit_quantized
206.173 0.013 4.469 0.004% 99.441% QuantizedRelu mixed_7/conv_eightbit_quantized
131.251 0.022 4.469 0.004% 99.445% QuantizedRelu mixed_1/tower/conv_eightbit_quantized
168.115 0.016 4.422 0.004% 99.449% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized
143.297 0.020 4.396 0.004% 99.453% QuantizedRelu mixed_2/tower/conv_eightbit_quantized
179.161 0.017 4.292 0.004% 99.457% QuantizedRelu mixed_5/conv_eightbit_quantized
191.647 0.019 4.283 0.004% 99.461% QuantizedRelu mixed_6/tower/conv_eightbit_quantized
121.604 0.027 4.193 0.004% 99.465% QuantizedRelu mixed/tower/conv_1_eightbit_quantized
178.922 0.016 4.179 0.004% 99.469% QuantizedRelu mixed_5/tower/conv_eightbit_quantized
137.981 0.019 4.173 0.004% 99.472% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized
167.038 0.017 4.100 0.004% 99.476% QuantizedRelu mixed_4/conv_eightbit_quantized
148.973 0.016 4.100 0.004% 99.480% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized
177.935 0.016 3.981 0.004% 99.484% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized
3.981 0.231 3.947 0.004% 99.487% Reshape conv/Conv2D_eightbit_reshape_Mul
166.963 0.014 3.917 0.004% 99.491% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized
221.544 0.035 3.912 0.004% 99.494% QuantizedRelu mixed_8/tower/conv_eightbit_quantized
206.549 0.019 3.888 0.004% 99.498% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized
167.140 0.012 3.855 0.004% 99.502% QuantizedRelu mixed_4/tower/conv_eightbit_quantized
2.353 0.002 3.821 0.004% 99.505% Const conv_2/conv2d_params_quint8_const
2.356 0.002 3.818 0.004% 99.509% Const conv_2/conv2d_params_min
2.845 0.002 3.784 0.003% 99.512% Const mixed_3/tower/conv_1/conv2d_params_min
245.599 0.017 3.739 0.003% 99.516% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized
206.515 0.019 3.720 0.003% 99.519% QuantizedRelu mixed_7/tower/conv_eightbit_quantized
232.496 0.014 3.704 0.003% 99.522% QuantizedRelu mixed_9/conv_eightbit_quantized
210.405 0.012 3.566 0.003% 99.526% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized
181.993 0.024 3.537 0.003% 99.529% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized
2.337 0.002 3.536 0.003% 99.532% Const conv_1/conv2d_params_min
214.097 0.013 3.476 0.003% 99.536% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized
168.786 0.015 3.466 0.003% 99.539% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized
184.848 0.023 3.460 0.003% 99.542% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized
171.635 0.013 3.445 0.003% 99.545% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized
232.189 0.024 3.428 0.003% 99.548% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized
2.519 0.002 3.393 0.003% 99.551% Const mixed/tower_1/conv_2/Conv2D_bn_offset_min
173.755 0.012 3.369 0.003% 99.555% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized
248.738 0.011 3.356 0.003% 99.558% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized
221.536 0.025 3.352 0.003% 99.561% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized
201.666 0.013 3.349 0.003% 99.564% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized
224.197 0.017 3.339 0.003% 99.567% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized
216.426 0.012 3.335 0.003% 99.570% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized
2.327 0.002 3.324 0.003% 99.573% Const conv/Conv2D_bn_offset_min
218.810 0.013 3.284 0.003% 99.576% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized
226.740 0.017 3.252 0.003% 99.579% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized
187.242 0.013 3.215 0.003% 99.582% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized
194.797 0.030 3.203 0.003% 99.585% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized
162.873 0.012 3.198 0.003% 99.588% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized
214.092 0.012 3.177 0.003% 99.591% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized
247.223 0.015 3.157 0.003% 99.594% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized
183.321 0.013 3.144 0.003% 99.597% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized
2.448 0.002 3.140 0.003% 99.600% Const mixed/tower/conv_1/conv2d_params_quint8_const
197.854 0.021 3.135 0.003% 99.602% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized
232.179 0.017 3.130 0.003% 99.605% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized
245.809 0.017 3.125 0.003% 99.608% QuantizedRelu mixed_10/conv_eightbit_quantized
2.419 0.002 3.059 0.003% 99.611% Const mixed/conv/Conv2D_bn_offset_quint8_const
185.307 0.009 3.057 0.003% 99.614% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized
224.269 0.007 3.055 0.003% 99.617% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized
253.558 0.020 3.048 0.003% 99.620% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized
194.594 0.020 3.047 0.003% 99.622% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized
262.515 0.014 3.046 0.003% 99.625% Dequantize softmax/logits
180.748 0.017 3.029 0.003% 99.628% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized
232.434 0.012 3.028 0.003% 99.631% QuantizedRelu mixed_9/tower/conv_eightbit_quantized
199.761 0.013 3.025 0.003% 99.634% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized
248.597 0.013 3.022 0.003% 99.636% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized
170.393 0.014 3.019 0.003% 99.639% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized
169.416 0.009 3.012 0.003% 99.642% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized
245.660 0.020 3.008 0.003% 99.645% QuantizedRelu mixed_10/tower/conv_eightbit_quantized
172.007 0.011 2.970 0.003% 99.647% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized
2.377 0.002 2.920 0.003% 99.650% Const conv_3/conv2d_params_max
255.569 0.019 2.914 0.003% 99.653% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized
2.683 0.002 2.909 0.003% 99.656% Const mixed_2/conv/Conv2D_bn_offset_quint8_const
255.478 0.023 2.847 0.003% 99.658% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized
2.908 0.001 2.840 0.003% 99.661% Const mixed_4/tower/conv/Conv2D_bn_offset_min
234.562 0.013 2.816 0.003% 99.663% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized
2.828 0.001 2.804 0.003% 99.666% Const mixed_3/tower/conv/conv2d_params_min
1.552 0.740 2.794 0.003% 99.669% Const mixed_3/join/concat_dim
3.392 0.002 2.783 0.003% 99.671% Const mixed_7/tower/conv/conv2d_params_quint8_const
2.691 0.003 2.764 0.003% 99.674% Const mixed_2/tower/conv/conv2d_params_quint8_const
2.933 0.002 2.750 0.003% 99.676% Const mixed_4/tower/conv_2/conv2d_params_max
237.665 0.010 2.747 0.003% 99.679% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized
239.472 0.015 2.725 0.003% 99.681% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized
234.856 0.016 2.613 0.002% 99.684% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized
239.806 0.010 2.597 0.002% 99.686% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized
2.797 0.001 2.561 0.002% 99.688% Const mixed_2/tower_2/conv/Conv2D_bn_offset_min
228.307 0.016 2.554 0.002% 99.691% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized
262.460 0.010 2.372 0.002% 99.693% Requantize softmax/logits/MatMul_eightbit_requantize
2.310 0.002 2.096 0.002% 99.695% Const conv/conv2d_params_min
2.983 0.002 1.957 0.002% 99.697% Const mixed_4/tower_1/conv_2/conv2d_params_max
3.540 0.002 1.931 0.002% 99.698% Const mixed_7/tower_2/conv/Conv2D_bn_offset_quint8_const
2.323 0.003 1.921 0.002% 99.700% Const conv/Conv2D_bn_offset_quint8_const
3.470 0.002 1.913 0.002% 99.702% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.918 0.002 1.904 0.002% 99.704% Const mixed_4/tower/conv_1/conv2d_params_max
3.274 0.002 1.790 0.002% 99.705% Const mixed_6/tower_1/conv/conv2d_params_min
3.357 0.002 1.785 0.002% 99.707% Const mixed_6/tower_2/conv/conv2d_params_quint8_const
262.507 0.007 1.772 0.002% 99.709% Requantize softmax/logits_eightbit_requantize
3.673 0.002 1.772 0.002% 99.710% Const mixed_9/tower/conv/conv2d_params_min
3.395 0.002 1.765 0.002% 99.712% Const mixed_7/tower/conv/conv2d_params_min
3.194 0.002 1.701 0.002% 99.714% Const mixed_5/tower_2/conv/conv2d_params_max
3.660 0.002 1.661 0.002% 99.715% Const mixed_9/conv/conv2d_params_max
262.451 0.007 1.629 0.002% 99.717% RequantizationRange softmax/logits/MatMul_eightbit_requant_range
3.732 0.001 1.579 0.001% 99.718% Const mixed_9/tower_1/conv/Conv2D_bn_offset_min
3.821 0.001 1.540 0.001% 99.719% Const mixed_10/tower/conv/conv2d_params_min
3.238 0.002 1.538 0.001% 99.721% Const mixed_6/tower/conv_1/conv2d_params_quint8_const
3.505 0.002 1.496 0.001% 99.722% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.906 0.002 1.483 0.001% 99.724% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_min
3.382 0.002 1.421 0.001% 99.725% Const mixed_7/conv/conv2d_params_max
256.411 0.008 1.377 0.001% 99.726% QuantizedReshape pool_3/_reshape_eightbit_quantized_reshape
262.499 0.006 1.328 0.001% 99.727% RequantizationRange softmax/logits_eightbit_requant_range
3.153 0.003 1.270 0.001% 99.729% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const
3.902 0.001 1.202 0.001% 99.730% Const mixed_10/tower_1/mixed/conv/conv2d_params_max
3.782 0.002 1.192 0.001% 99.731% Const mixed_9/tower_2/conv/conv2d_params_quint8_const
3.741 0.002 1.151 0.001% 99.732% Const mixed_9/tower_1/conv_1/conv2d_params_max
3.826 0.002 1.122 0.001% 99.733% Const mixed_10/tower/conv/Conv2D_bn_offset_quint8_const
3.202 0.002 1.071 0.001% 99.734% Const mixed_5/tower_2/conv/Conv2D_bn_offset_max
2.306 0.003 1.029 0.001% 99.735% Const conv/conv2d_params_quint8_const
3.398 0.001 0.941 0.001% 99.736% Const mixed_7/tower/conv/conv2d_params_max
2.977 0.002 0.933 0.001% 99.737% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const
3.473 0.002 0.908 0.001% 99.737% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_min
3.122 0.002 0.901 0.001% 99.738% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const
3.200 0.001 0.887 0.001% 99.739% Const mixed_5/tower_2/conv/Conv2D_bn_offset_min
3.270 0.002 0.874 0.001% 99.740% Const mixed_6/tower_1/conv/conv2d_params_quint8_const
2.714 0.002 0.857 0.001% 99.741% Const mixed_2/tower/conv_1/conv2d_params_min
2.608 0.003 0.836 0.001% 99.741% Const mixed_1/tower_1/conv/Conv2D_bn_offset_quint8_const
3.450 0.003 0.826 0.001% 99.742% Const mixed_7/tower_1/conv/Conv2D_bn_offset_quint8_const
2.708 0.001 0.801 0.001% 99.743% Const mixed_2/tower/conv/Conv2D_bn_offset_max
2.544 0.002 0.801 0.001% 99.744% Const mixed_1/conv/conv2d_params_quint8_const
3.097 0.001 0.791 0.001% 99.744% Const mixed_5/tower/conv_2/conv2d_params_max
2.639 0.002 0.787 0.001% 99.745% Const mixed_1/tower_1/conv_2/conv2d_params_min
2.320 0.002 0.767 0.001% 99.746% Const conv/Conv2D_eightbit_reduction_dims
3.767 0.001 0.734 0.001% 99.747% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const
2.711 0.002 0.731 0.001% 99.747% Const mixed_2/tower/conv_1/conv2d_params_quint8_const
2.824 0.003 0.730 0.001% 99.748% Const mixed_3/tower/conv/conv2d_params_quint8_const
2.316 0.002 0.724 0.001% 99.749% Const conv/Conv2D_eightbit_reshape_dims
2.701 0.002 0.719 0.001% 99.749% Const mixed_2/tower/conv/Conv2D_bn_offset_quint8_const
2.468 0.002 0.719 0.001% 99.750% Const mixed/tower_1/conv/conv2d_params_quint8_const
3.265 0.002 0.711 0.001% 99.751% Const mixed_6/tower/conv_2/Conv2D_bn_offset_min
2.729 0.003 0.711 0.001% 99.751% Const mixed_2/tower_1/conv/conv2d_params_quint8_const
2.943 0.002 0.709 0.001% 99.752% Const mixed_4/tower_1/conv/conv2d_params_quint8_const
2.748 0.003 0.709 0.001% 99.753% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const
2.371 0.002 0.707 0.001% 99.753% Const conv_3/conv2d_params_quint8_const
2.333 0.003 0.702 0.001% 99.754% Const conv_1/conv2d_params_quint8_const
2.503 0.002 0.699 0.001% 99.754% Const mixed/tower_1/conv_1/Conv2D_bn_offset_max
2.673 0.003 0.696 0.001% 99.755% Const mixed_2/conv/conv2d_params_quint8_const
3.833 0.002 0.694 0.001% 99.756% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const
2.387 0.002 0.694 0.001% 99.756% Const conv_3/Conv2D_bn_offset_max
2.295 0.003 0.692 0.001% 99.757% Const mixed_2/join/concat_dim
2.487 0.002 0.690 0.001% 99.758% Const mixed/tower_1/conv_1/conv2d_params_quint8_const
3.408 0.003 0.688 0.001% 99.758% Const mixed_7/tower/conv_1/conv2d_params_quint8_const
2.428 0.003 0.686 0.001% 99.759% Const mixed/tower/conv/conv2d_params_quint8_const
3.042 0.002 0.683 0.001% 99.760% Const mixed_5/conv/conv2d_params_quint8_const
2.300 0.002 0.682 0.001% 99.760% Const mixed_1/join/concat_dim
2.563 0.002 0.681 0.001% 99.761% Const mixed_1/tower/conv/conv2d_params_quint8_const
2.507 0.002 0.677 0.001% 99.761% Const mixed/tower_1/conv_2/conv2d_params_quint8_const
2.525 0.002 0.676 0.001% 99.762% Const mixed/tower_2/conv/conv2d_params_quint8_const
2.390 0.002 0.674 0.001% 99.763% Const conv_4/conv2d_params_quint8_const
3.374 0.003 0.672 0.001% 99.763% Const mixed_7/conv/conv2d_params_quint8_const
3.707 0.001 0.670 0.001% 99.764% Const mixed_9/tower/mixed/conv_1/conv2d_params_max
3.339 0.003 0.670 0.001% 99.765% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const
2.409 0.003 0.670 0.001% 99.765% Const mixed/conv/conv2d_params_quint8_const
2.500 0.002 0.665 0.001% 99.766% Const mixed/tower_1/conv_1/Conv2D_bn_offset_min
3.058 0.002 0.664 0.001% 99.766% Const mixed_5/tower/conv/conv2d_params_quint8_const
3.334 0.002 0.663 0.001% 99.767% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_min
2.590 0.002 0.662 0.001% 99.768% Const mixed_1/tower/conv_1/Conv2D_bn_offset_quint8_const
3.655 0.002 0.661 0.001% 99.768% Const mixed_9/conv/conv2d_params_quint8_const
3.961 0.002 0.660 0.001% 99.769% Const mixed_10/join/concat_dim
3.637 0.003 0.658 0.001% 99.769% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const
3.090 0.002 0.657 0.001% 99.770% Const mixed_5/tower/conv_2/conv2d_params_quint8_const
3.206 0.003 0.656 0.001% 99.771% Const mixed_6/conv/conv2d_params_quint8_const
2.645 0.002 0.656 0.001% 99.771% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.928 0.002 0.655 0.001% 99.772% Const mixed_4/tower/conv_2/conv2d_params_quint8_const
2.516 0.002 0.655 0.001% 99.772% Const mixed/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.619 0.003 0.653 0.001% 99.773% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const
2.962 0.002 0.653 0.001% 99.774% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const
2.897 0.002 0.652 0.001% 99.774% Const mixed_4/tower/conv/conv2d_params_quint8_const
3.306 0.002 0.650 0.001% 99.775% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const
2.635 0.003 0.649 0.001% 99.775% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const
3.247 0.002 0.648 0.001% 99.776% Const mixed_6/tower/conv_1/Conv2D_bn_offset_quint8_const
2.802 0.002 0.648 0.001% 99.777% Const mixed_3/conv/conv2d_params_quint8_const
2.599 0.003 0.648 0.001% 99.777% Const mixed_1/tower_1/conv/conv2d_params_quint8_const
2.400 0.002 0.648 0.001% 99.778% Const conv_4/Conv2D_bn_offset_quint8_const
3.817 0.003 0.644 0.001% 99.778% Const mixed_10/tower/conv/conv2d_params_quint8_const
2.842 0.002 0.643 0.001% 99.779% Const mixed_3/tower/conv_1/conv2d_params_quint8_const
2.617 0.002 0.643 0.001% 99.780% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const
2.303 0.002 0.638 0.001% 99.780% Const mixed/join/concat_dim
2.362 0.002 0.638 0.001% 99.781% Const conv_2/Conv2D_bn_offset_quint8_const
3.530 0.002 0.637 0.001% 99.781% Const mixed_7/tower_2/conv/conv2d_params_quint8_const
3.910 0.002 0.637 0.001% 99.782% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const
3.171 0.002 0.634 0.001% 99.783% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const
3.736 0.002 0.633 0.001% 99.783% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const
2.343 0.002 0.632 0.001% 99.784% Const conv_1/Conv2D_bn_offset_quint8_const
3.709 0.002 0.631 0.001% 99.784% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
2.833 0.002 0.631 0.001% 99.785% Const mixed_3/tower/conv/Conv2D_bn_offset_quint8_const
2.878 0.003 0.629 0.001% 99.786% Const mixed_4/conv/conv2d_params_quint8_const
2.859 0.002 0.629 0.001% 99.786% Const mixed_3/tower/conv_2/conv2d_params_quint8_const
2.365 0.002 0.629 0.001% 99.787% Const conv_2/Conv2D_bn_offset_min
2.936 0.001 0.628 0.001% 99.787% Const mixed_4/tower/conv_2/Conv2D_bn_offset_quint8_const
3.008 0.003 0.626 0.001% 99.788% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const
3.093 0.001 0.625 0.001% 99.788% Const mixed_5/tower/conv_2/conv2d_params_min
2.993 0.002 0.625 0.001% 99.789% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const
2.785 0.002 0.625 0.001% 99.790% Const mixed_2/tower_2/conv/conv2d_params_quint8_const
3.323 0.002 0.624 0.001% 99.790% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const
3.106 0.002 0.622 0.001% 99.791% Const mixed_5/tower_1/conv/conv2d_params_quint8_const
3.752 0.002 0.621 0.001% 99.791% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const
3.548 0.002 0.621 0.001% 99.792% Const mixed_8/tower/conv/conv2d_params_quint8_const
3.897 0.002 0.620 0.001% 99.792% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const
2.478 0.002 0.619 0.001% 99.793% Const mixed/tower_1/conv/Conv2D_bn_offset_quint8_const
3.255 0.002 0.617 0.001% 99.794% Const mixed_6/tower/conv_2/conv2d_params_quint8_const
3.721 0.003 0.616 0.001% 99.794% Const mixed_9/tower_1/conv/conv2d_params_quint8_const
3.881 0.003 0.614 0.001% 99.795% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const
2.913 0.002 0.611 0.001% 99.795% Const mixed_4/tower/conv_1/conv2d_params_quint8_const
2.766 0.002 0.611 0.001% 99.796% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const
3.565 0.002 0.610 0.001% 99.796% Const mixed_8/tower/conv_1/conv2d_params_quint8_const
3.462 0.002 0.610 0.001% 99.797% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const
2.380 0.003 0.609 0.001% 99.798% Const conv_3/Conv2D_bn_offset_quint8_const
3.290 0.002 0.608 0.001% 99.798% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const
3.865 0.003 0.608 0.001% 99.799% Const mixed_10/tower_1/conv/conv2d_params_quint8_const
2.654 0.003 0.608 0.001% 99.799% Const mixed_1/tower_2/conv/conv2d_params_quint8_const
3.671 0.001 0.607 0.001% 99.800% Const mixed_9/tower/conv/conv2d_params_quint8_const
3.848 0.004 0.607 0.001% 99.800% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const
3.743 0.002 0.606 0.001% 99.801% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.025 0.002 0.606 0.001% 99.801% Const mixed_4/tower_2/conv/conv2d_params_quint8_const
3.442 0.002 0.604 0.001% 99.802% Const mixed_7/tower_1/conv/conv2d_params_quint8_const
2.794 0.002 0.604 0.001% 99.803% Const mixed_2/tower_2/conv/Conv2D_bn_offset_quint8_const
3.690 0.002 0.601 0.001% 99.803% Const mixed_9/tower/mixed/conv/conv2d_params_min
3.478 0.002 0.601 0.001% 99.804% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const
3.434 0.002 0.601 0.001% 99.804% Const mixed_7/tower/conv_2/Conv2D_bn_offset_quint8_const
3.513 0.002 0.600 0.001% 99.805% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const
3.800 0.003 0.600 0.001% 99.805% Const mixed_10/conv/conv2d_params_quint8_const
2.581 0.002 0.600 0.001% 99.806% Const mixed_1/tower/conv_1/conv2d_params_quint8_const
3.760 0.002 0.599 0.001% 99.806% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
3.702 0.002 0.599 0.001% 99.807% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const
2.951 0.003 0.599 0.001% 99.808% Const mixed_4/tower_1/conv/Conv2D_bn_offset_quint8_const
3.367 0.001 0.598 0.001% 99.808% Const mixed_6/tower_2/conv/Conv2D_bn_offset_quint8_const
3.222 0.002 0.598 0.001% 99.809% Const mixed_6/tower/conv/conv2d_params_quint8_const
3.230 0.001 0.596 0.001% 99.809% Const mixed_6/tower/conv/Conv2D_bn_offset_quint8_const
3.074 0.002 0.596 0.001% 99.810% Const mixed_5/tower/conv_1/conv2d_params_quint8_const
2.850 0.002 0.596 0.001% 99.810% Const mixed_3/tower/conv_1/Conv2D_bn_offset_quint8_const
3.687 0.003 0.595 0.001% 99.811% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const
3.582 0.003 0.592 0.001% 99.811% Const mixed_8/tower_1/conv/conv2d_params_quint8_const
3.685 0.001 0.591 0.001% 99.812% Const mixed_9/tower/conv/Conv2D_bn_offset_max
3.353 0.001 0.591 0.001% 99.812% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_min
2.985 0.002 0.591 0.001% 99.813% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.905 0.002 0.591 0.001% 99.814% Const mixed_4/tower/conv/Conv2D_bn_offset_quint8_const
2.438 0.002 0.591 0.001% 99.814% Const mixed/tower/conv/Conv2D_bn_offset_quint8_const
3.331 0.002 0.590 0.001% 99.815% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_quint8_const
2.313 0.002 0.590 0.001% 99.815% Const conv/conv2d_params_max
3.808 0.002 0.589 0.001% 99.816% Const mixed_10/conv/Conv2D_bn_offset_quint8_const
2.626 0.002 0.589 0.001% 99.816% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.927 0.002 0.587 0.001% 99.817% Const mixed_10/tower_2/conv/conv2d_params_quint8_const
3.426 0.003 0.586 0.001% 99.817% Const mixed_7/tower/conv_2/conv2d_params_quint8_const
3.600 0.003 0.585 0.001% 99.818% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const
2.553 0.003 0.584 0.001% 99.818% Const mixed_1/conv/Conv2D_bn_offset_quint8_const
3.495 0.003 0.583 0.001% 99.819% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const
3.138 0.002 0.582 0.001% 99.820% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const
3.840 0.002 0.582 0.001% 99.820% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_quint8_const
2.572 0.002 0.582 0.001% 99.821% Const mixed_1/tower/conv/Conv2D_bn_offset_quint8_const
2.458 0.002 0.581 0.001% 99.821% Const mixed/tower/conv_1/Conv2D_bn_offset_quint8_const
3.793 0.002 0.580 0.001% 99.822% Const mixed_9/tower_2/conv/Conv2D_bn_offset_quint8_const
3.592 0.002 0.579 0.001% 99.822% Const mixed_8/tower_1/conv/Conv2D_bn_offset_quint8_const
3.384 0.002 0.579 0.001% 99.823% Const mixed_7/conv/Conv2D_bn_offset_quint8_const
3.920 0.002 0.577 0.001% 99.823% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
2.757 0.002 0.576 0.001% 99.824% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.187 0.002 0.575 0.001% 99.824% Const mixed_5/tower_2/conv/conv2d_params_quint8_const
2.496 0.002 0.575 0.001% 99.825% Const mixed/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.969 0.002 0.574 0.001% 99.825% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.663 0.001 0.570 0.001% 99.826% Const mixed_9/conv/Conv2D_bn_offset_quint8_const
3.486 0.002 0.570 0.001% 99.826% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.400 0.002 0.570 0.001% 99.827% Const mixed_7/tower/conv/Conv2D_bn_offset_quint8_const
3.034 0.002 0.570 0.001% 99.828% Const mixed_4/tower_2/conv/Conv2D_bn_offset_quint8_const
2.996 0.002 0.570 0.001% 99.828% Const mixed_4/tower_1/conv_3/conv2d_params_min
2.435 0.002 0.570 0.001% 99.829% Const mixed/tower/conv/conv2d_params_max
3.417 0.002 0.569 0.001% 99.829% Const mixed_7/tower/conv_1/Conv2D_bn_offset_quint8_const
2.815 0.002 0.569 0.001% 99.830% Const mixed_3/conv/Conv2D_bn_offset_quint8_const
3.212 0.001 0.568 0.001% 99.830% Const mixed_6/conv/conv2d_params_max
2.481 0.002 0.568 0.001% 99.831% Const mixed/tower_1/conv/Conv2D_bn_offset_min
2.330 0.002 0.565 0.001% 99.831% Const conv/Conv2D_bn_offset_max
3.630 0.001 0.564 0.001% 99.832% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_quint8_const
2.663 0.003 0.562 0.001% 99.832% Const mixed_1/tower_2/conv/Conv2D_bn_offset_quint8_const
3.762 0.002 0.561 0.001% 99.833% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_min
2.775 0.002 0.561 0.001% 99.833% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.934 0.002 0.561 0.001% 99.834% Const mixed_10/tower_2/conv/Conv2D_bn_offset_quint8_const
2.340 0.002 0.561 0.001% 99.834% Const conv_1/conv2d_params_max
3.145 0.002 0.560 0.001% 99.835% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.953 0.001 0.559 0.001% 99.835% Const softmax/biases_quint8_const
3.521 0.002 0.559 0.001% 99.836% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.001 0.002 0.559 0.001% 99.836% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.179 0.002 0.558 0.001% 99.837% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.099 0.002 0.557 0.001% 99.837% Const mixed_5/tower/conv_2/Conv2D_bn_offset_quint8_const
3.082 0.002 0.557 0.001% 99.838% Const mixed_5/tower/conv_1/Conv2D_bn_offset_quint8_const
3.489 0.001 0.556 0.001% 99.838% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_min
2.754 0.002 0.555 0.001% 99.839% Const mixed_2/tower_1/conv_1/conv2d_params_max
2.535 0.002 0.555 0.001% 99.839% Const mixed/tower_2/conv/Conv2D_bn_offset_quint8_const
3.562 0.002 0.554 0.001% 99.840% Const mixed_8/tower/conv/Conv2D_bn_offset_max
3.263 0.001 0.554 0.001% 99.840% Const mixed_6/tower/conv_2/Conv2D_bn_offset_quint8_const
3.893 0.001 0.554 0.001% 99.841% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_min
3.959 0.001 0.552 0.001% 99.842% Const softmax/biases_max
3.676 0.001 0.552 0.001% 99.842% Const mixed_9/tower/conv/conv2d_params_max
3.978 0.001 0.551 0.001% 99.843% Const mixed_4/join/concat_dim
3.680 0.002 0.550 0.001% 99.843% Const mixed_9/tower/conv/Conv2D_bn_offset_quint8_const
3.437 0.001 0.548 0.001% 99.844% Const mixed_7/tower/conv_2/Conv2D_bn_offset_min
3.349 0.002 0.548 0.001% 99.844% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_quint8_const
3.129 0.002 0.547 0.001% 99.845% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.623 0.002 0.547 0.001% 99.845% Const mixed_1/tower_1/conv_1/conv2d_params_max
2.422 0.002 0.547 0.001% 99.846% Const mixed/conv/Conv2D_bn_offset_min
3.006 0.002 0.546 0.001% 99.846% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_max
3.904 0.001 0.546 0.001% 99.847% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
3.280 0.002 0.545 0.001% 99.847% Const mixed_6/tower_1/conv/Conv2D_bn_offset_quint8_const
3.298 0.002 0.543 0.001% 99.848% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.769 0.002 0.543 0.001% 99.848% Const mixed_2/tower_1/conv_2/conv2d_params_min
2.739 0.002 0.542 0.001% 99.849% Const mixed_2/tower_1/conv/Conv2D_bn_offset_quint8_const
3.941 0.002 0.541 0.000% 99.849% Const pool_3/_reshape/shape
3.132 0.003 0.541 0.000% 99.850% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_min
3.873 0.001 0.541 0.000% 99.850% Const mixed_10/tower_1/conv/Conv2D_bn_offset_quint8_const
2.720 0.002 0.540 0.000% 99.851% Const mixed_2/tower/conv_1/Conv2D_bn_offset_quint8_const
2.839 0.002 0.539 0.000% 99.851% Const mixed_3/tower/conv/Conv2D_bn_offset_max
2.760 0.002 0.539 0.000% 99.852% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_min
2.455 0.002 0.538 0.000% 99.852% Const mixed/tower/conv_1/conv2d_params_max
2.612 0.001 0.537 0.000% 99.853% Const mixed_1/tower_1/conv/Conv2D_bn_offset_min
2.359 0.002 0.537 0.000% 99.853% Const conv_2/conv2d_params_max
3.964 0.002 0.536 0.000% 99.854% Const mixed_9/join/concat_dim
3.162 0.002 0.536 0.000% 99.854% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_quint8_const
3.016 0.002 0.536 0.000% 99.855% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_quint8_const
2.873 0.002 0.536 0.000% 99.855% Const mixed_3/tower/conv_2/Conv2D_bn_offset_min
3.214 0.002 0.535 0.000% 99.856% Const mixed_6/conv/Conv2D_bn_offset_quint8_const
3.120 0.001 0.535 0.000% 99.856% Const mixed_5/tower_1/conv/Conv2D_bn_offset_max
3.858 0.002 0.535 0.000% 99.857% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
2.830 0.002 0.533 0.000% 99.857% Const mixed_3/tower/conv/conv2d_params_max
3.944 0.002 0.532 0.000% 99.857% Const softmax/weights_quint8_const
3.190 0.002 0.532 0.000% 99.858% Const mixed_5/tower_2/conv/conv2d_params_min
3.066 0.001 0.532 0.000% 99.858% Const mixed_5/tower/conv/Conv2D_bn_offset_quint8_const
3.069 0.002 0.532 0.000% 99.859% Const mixed_5/tower/conv/Conv2D_bn_offset_min
2.889 0.001 0.531 0.000% 99.859% Const mixed_4/conv/Conv2D_bn_offset_quint8_const
2.836 0.002 0.531 0.000% 99.860% Const mixed_3/tower/conv/Conv2D_bn_offset_min
3.774 0.001 0.530 0.000% 99.860% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
3.414 0.002 0.530 0.000% 99.861% Const mixed_7/tower/conv_1/conv2d_params_max
3.258 0.001 0.530 0.000% 99.861% Const mixed_6/tower/conv_2/conv2d_params_min
3.301 0.002 0.529 0.000% 99.862% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_min
2.921 0.001 0.529 0.000% 99.862% Const mixed_4/tower/conv_1/Conv2D_bn_offset_quint8_const
2.569 0.002 0.529 0.000% 99.863% Const mixed_1/tower/conv/conv2d_params_max
2.432 0.002 0.529 0.000% 99.863% Const mixed/tower/conv/conv2d_params_min
2.403 0.002 0.529 0.000% 99.864% Const conv_4/Conv2D_bn_offset_min
2.375 0.001 0.529 0.000% 99.864% Const conv_3/conv2d_params_min
3.974 0.002 0.528 0.000% 99.865% Const mixed_5/join/concat_dim
3.695 0.002 0.527 0.000% 99.865% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_quint8_const
3.267 0.002 0.527 0.000% 99.866% Const mixed_6/tower/conv_2/Conv2D_bn_offset_max
3.647 0.002 0.526 0.000% 99.866% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_quint8_const
2.532 0.001 0.526 0.000% 99.867% Const mixed/tower_2/conv/conv2d_params_max
3.729 0.002 0.524 0.000% 99.867% Const mixed_9/tower_1/conv/Conv2D_bn_offset_quint8_const
3.697 0.002 0.523 0.000% 99.868% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_min
3.577 0.002 0.523 0.000% 99.868% Const mixed_8/tower/conv_1/Conv2D_bn_offset_min
3.293 0.002 0.523 0.000% 99.869% Const mixed_6/tower_1/conv_1/conv2d_params_min
2.938 0.002 0.522 0.000% 99.869% Const mixed_4/tower/conv_2/Conv2D_bn_offset_min
3.891 0.001 0.522 0.000% 99.870% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_quint8_const
2.642 0.002 0.522 0.000% 99.870% Const mixed_1/tower_1/conv_2/conv2d_params_max
3.610 0.002 0.521 0.000% 99.871% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_quint8_const
3.050 0.001 0.521 0.000% 99.871% Const mixed_5/conv/Conv2D_bn_offset_quint8_const
2.805 0.002 0.521 0.000% 99.872% Const mixed_3/conv/conv2d_params_min
3.113 0.002 0.520 0.000% 99.872% Const mixed_5/tower_1/conv/Conv2D_bn_offset_quint8_const
3.047 0.002 0.520 0.000% 99.873% Const mixed_5/conv/conv2d_params_max
2.560 0.002 0.519 0.000% 99.873% Const mixed_1/conv/Conv2D_bn_offset_max
2.484 0.002 0.519 0.000% 99.874% Const mixed/tower_1/conv/Conv2D_bn_offset_max
2.818 0.002 0.518 0.000% 99.874% Const mixed_3/conv/Conv2D_bn_offset_min
2.606 0.001 0.518 0.000% 99.874% Const mixed_1/tower_1/conv/conv2d_params_max
3.315 0.003 0.517 0.000% 99.875% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_quint8_const
3.021 0.001 0.517 0.000% 99.875% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_max
2.593 0.002 0.517 0.000% 99.876% Const mixed_1/tower/conv_1/Conv2D_bn_offset_min
3.913 0.002 0.516 0.000% 99.876% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min
2.368 0.002 0.516 0.000% 99.877% Const conv_2/Conv2D_bn_offset_max
3.197 0.002 0.515 0.000% 99.877% Const mixed_5/tower_2/conv/Conv2D_bn_offset_quint8_const
2.557 0.002 0.515 0.000% 99.878% Const mixed_1/conv/Conv2D_bn_offset_min
2.347 0.002 0.515 0.000% 99.878% Const conv_1/Conv2D_bn_offset_min
3.556 0.002 0.514 0.000% 99.879% Const mixed_8/tower/conv/Conv2D_bn_offset_quint8_const
2.578 0.002 0.513 0.000% 99.879% Const mixed_1/tower/conv/Conv2D_bn_offset_max
3.572 0.001 0.512 0.000% 99.880% Const mixed_8/tower/conv_1/conv2d_params_max
3.888 0.002 0.512 0.000% 99.880% Const mixed_10/tower_1/conv_1/conv2d_params_max
3.831 0.001 0.512 0.000% 99.881% Const mixed_10/tower/conv/Conv2D_bn_offset_max
3.967 0.001 0.509 0.000% 99.881% Const mixed_8/join/concat_dim
2.870 0.002 0.509 0.000% 99.882% Const mixed_3/tower/conv_2/Conv2D_bn_offset_quint8_const
2.742 0.002 0.509 0.000% 99.882% Const mixed_2/tower_1/conv/Conv2D_bn_offset_min
2.442 0.002 0.509 0.000% 99.883% Const mixed/tower/conv/Conv2D_bn_offset_min
2.471 0.002 0.508 0.000% 99.883% Const mixed/tower_1/conv/conv2d_params_min
2.393 0.002 0.507 0.000% 99.883% Const conv_4/conv2d_params_min
3.465 0.002 0.506 0.000% 99.884% Const mixed_7/tower_1/conv_1/conv2d_params_min
2.686 0.001 0.506 0.000% 99.884% Const mixed_2/conv/Conv2D_bn_offset_min
2.629 0.002 0.506 0.000% 99.885% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_min
2.603 0.002 0.506 0.000% 99.885% Const mixed_1/tower_1/conv/conv2d_params_min
3.574 0.002 0.505 0.000% 99.886% Const mixed_8/tower/conv_1/Conv2D_bn_offset_quint8_const
2.493 0.002 0.505 0.000% 99.886% Const mixed/tower_1/conv_1/conv2d_params_max
3.370 0.001 0.503 0.000% 99.887% Const mixed_6/tower_2/conv/Conv2D_bn_offset_min
2.900 0.001 0.503 0.000% 99.887% Const mixed_4/tower/conv/conv2d_params_min
2.529 0.002 0.502 0.000% 99.888% Const mixed/tower_2/conv/conv2d_params_min
3.971 0.002 0.501 0.000% 99.888% Const mixed_6/join/concat_dim
2.931 0.002 0.501 0.000% 99.889% Const mixed_4/tower/conv_2/conv2d_params_min
3.319 0.001 0.500 0.000% 99.889% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_min
2.772 0.002 0.499 0.000% 99.890% Const mixed_2/tower_1/conv_2/conv2d_params_max
3.432 0.002 0.498 0.000% 99.890% Const mixed_7/tower/conv_2/conv2d_params_max
2.452 0.002 0.498 0.000% 99.890% Const mixed/tower/conv_1/conv2d_params_min
3.507 0.003 0.497 0.000% 99.891% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_min
3.102 0.001 0.497 0.000% 99.891% Const mixed_5/tower/conv_2/Conv2D_bn_offset_min
3.071 0.002 0.497 0.000% 99.892% Const mixed_5/tower/conv/Conv2D_bn_offset_max
2.799 0.002 0.496 0.000% 99.892% Const mixed_2/tower_2/conv/Conv2D_bn_offset_max
2.677 0.002 0.495 0.000% 99.893% Const mixed_2/conv/conv2d_params_min
2.648 0.002 0.494 0.000% 99.893% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_min
2.350 0.001 0.493 0.000% 99.894% Const conv_1/Conv2D_bn_offset_max
2.566 0.002 0.492 0.000% 99.894% Const mixed_1/tower/conv/conv2d_params_min
2.575 0.002 0.492 0.000% 99.895% Const mixed_1/tower/conv/Conv2D_bn_offset_min
3.039 0.002 0.491 0.000% 99.895% Const mixed_4/tower_2/conv/Conv2D_bn_offset_max
2.867 0.002 0.491 0.000% 99.895% Const mixed_3/tower/conv_2/conv2d_params_max
2.551 0.001 0.491 0.000% 99.896% Const mixed_1/conv/conv2d_params_max
2.397 0.002 0.491 0.000% 99.896% Const conv_4/conv2d_params_max
2.946 0.002 0.490 0.000% 99.897% Const mixed_4/tower_1/conv/conv2d_params_min
2.723 0.002 0.490 0.000% 99.897% Const mixed_2/tower/conv_1/Conv2D_bn_offset_min
2.596 0.002 0.490 0.000% 99.898% Const mixed_1/tower/conv_1/Conv2D_bn_offset_max
2.510 0.002 0.490 0.000% 99.898% Const mixed/tower_1/conv_2/conv2d_params_min
3.665 0.002 0.489 0.000% 99.899% Const mixed_9/conv/Conv2D_bn_offset_min
3.652 0.001 0.489 0.000% 99.899% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_max
2.548 0.001 0.489 0.000% 99.900% Const mixed_1/conv/conv2d_params_min
2.461 0.002 0.489 0.000% 99.900% Const mixed/tower/conv_1/Conv2D_bn_offset_min
2.752 0.001 0.488 0.000% 99.900% Const mixed_2/tower_1/conv_1/conv2d_params_min
2.465 0.001 0.487 0.000% 99.901% Const mixed/tower/conv_1/Conv2D_bn_offset_max
3.969 0.002 0.486 0.000% 99.901% Const mixed_7/join/concat_dim
3.288 0.001 0.486 0.000% 99.902% Const mixed_6/tower_1/conv/Conv2D_bn_offset_max
2.972 0.002 0.486 0.000% 99.902% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_min
2.688 0.002 0.486 0.000% 99.903% Const mixed_2/conv/Conv2D_bn_offset_max
2.425 0.002 0.486 0.000% 99.903% Const mixed/conv/Conv2D_bn_offset_max
3.378 0.001 0.485 0.000% 99.904% Const mixed_7/conv/conv2d_params_min
3.225 0.001 0.485 0.000% 99.904% Const mixed_6/tower/conv/conv2d_params_min
2.651 0.002 0.485 0.000% 99.904% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_max
2.538 0.002 0.485 0.000% 99.905% Const mixed/tower_2/conv/Conv2D_bn_offset_min
2.413 0.002 0.485 0.000% 99.905% Const mixed/conv/conv2d_params_min
3.586 0.002 0.484 0.000% 99.906% Const mixed_8/tower_1/conv/conv2d_params_min
3.543 0.002 0.484 0.000% 99.906% Const mixed_7/tower_2/conv/Conv2D_bn_offset_min
3.313 0.002 0.484 0.000% 99.907% Const mixed_6/tower_1/conv_2/conv2d_params_max
2.884 0.002 0.484 0.000% 99.907% Const mixed_4/conv/conv2d_params_max
2.821 0.002 0.484 0.000% 99.908% Const mixed_3/conv/Conv2D_bn_offset_max
2.779 0.002 0.484 0.000% 99.908% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_min
2.445 0.002 0.484 0.000% 99.908% Const mixed/tower/conv/Conv2D_bn_offset_max
2.965 0.001 0.483 0.000% 99.909% Const mixed_4/tower_1/conv_1/conv2d_params_min
2.903 0.001 0.483 0.000% 99.909% Const mixed_4/tower/conv/conv2d_params_max
2.733 0.002 0.483 0.000% 99.910% Const mixed_2/tower_1/conv/conv2d_params_min
2.717 0.002 0.483 0.000% 99.910% Const mixed_2/tower/conv_1/conv2d_params_max
3.277 0.002 0.482 0.000% 99.911% Const mixed_6/tower_1/conv/conv2d_params_max
2.882 0.001 0.482 0.000% 99.911% Const mixed_4/conv/conv2d_params_min
2.658 0.001 0.482 0.000% 99.912% Const mixed_1/tower_2/conv/conv2d_params_min
2.661 0.001 0.482 0.000% 99.912% Const mixed_1/tower_2/conv/conv2d_params_max
3.755 0.002 0.481 0.000% 99.912% Const mixed_9/tower_1/mixed/conv/conv2d_params_min
3.713 0.005 0.481 0.000% 99.913% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_min
2.864 0.002 0.481 0.000% 99.913% Const mixed_3/tower/conv_2/conv2d_params_min
2.726 0.002 0.481 0.000% 99.914% Const mixed_2/tower/conv_1/Conv2D_bn_offset_max
3.232 0.002 0.480 0.000% 99.914% Const mixed_6/tower/conv/Conv2D_bn_offset_min
2.910 0.002 0.480 0.000% 99.915% Const mixed_4/tower/conv/Conv2D_bn_offset_max
3.499 0.002 0.479 0.000% 99.915% Const mixed_7/tower_1/conv_3/conv2d_params_min
2.891 0.002 0.479 0.000% 99.916% Const mixed_4/conv/Conv2D_bn_offset_min
3.884 0.002 0.479 0.000% 99.916% Const mixed_10/tower_1/conv_1/conv2d_params_min
2.384 0.001 0.479 0.000% 99.916% Const conv_3/Conv2D_bn_offset_min
3.785 0.002 0.478 0.000% 99.917% Const mixed_9/tower_2/conv/conv2d_params_min
2.876 0.001 0.478 0.000% 99.917% Const mixed_3/tower/conv_2/Conv2D_bn_offset_max
3.605 0.002 0.477 0.000% 99.918% Const mixed_8/tower_1/conv_1/conv2d_params_min
3.491 0.003 0.477 0.000% 99.918% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_max
3.085 0.002 0.477 0.000% 99.919% Const mixed_5/tower/conv_1/Conv2D_bn_offset_min
2.680 0.002 0.477 0.000% 99.919% Const mixed_2/conv/conv2d_params_max
3.854 0.001 0.477 0.000% 99.920% Const mixed_10/tower/mixed/conv_1/conv2d_params_min
2.416 0.002 0.477 0.000% 99.920% Const mixed/conv/conv2d_params_max
3.037 0.002 0.476 0.000% 99.920% Const mixed_4/tower_2/conv/Conv2D_bn_offset_min
2.522 0.002 0.476 0.000% 99.921% Const mixed/tower_1/conv_2/Conv2D_bn_offset_max
3.955 0.003 0.475 0.000% 99.921% Const softmax/biases_min
3.683 0.001 0.475 0.000% 99.922% Const mixed_9/tower/conv/Conv2D_bn_offset_min
3.484 0.001 0.475 0.000% 99.922% Const mixed_7/tower_1/conv_2/conv2d_params_max
2.621 0.001 0.475 0.000% 99.923% Const mixed_1/tower_1/conv_1/conv2d_params_min
3.467 0.002 0.474 0.000% 99.923% Const mixed_7/tower_1/conv_1/conv2d_params_max
2.916 0.001 0.474 0.000% 99.924% Const mixed_4/tower/conv_1/conv2d_params_min
2.926 0.001 0.474 0.000% 99.924% Const mixed_4/tower/conv_1/Conv2D_bn_offset_max
2.633 0.001 0.474 0.000% 99.924% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_max
2.406 0.002 0.474 0.000% 99.925% Const conv_4/Conv2D_bn_offset_max
3.329 0.001 0.472 0.000% 99.925% Const mixed_6/tower_1/conv_3/conv2d_params_max
3.156 0.002 0.472 0.000% 99.926% Const mixed_5/tower_1/conv_3/conv2d_params_min
2.705 0.001 0.472 0.000% 99.926% Const mixed_2/tower/conv/Conv2D_bn_offset_min
3.835 0.002 0.472 0.000% 99.927% Const mixed_10/tower/mixed/conv/conv2d_params_min
2.587 0.002 0.472 0.000% 99.927% Const mixed_1/tower/conv_1/conv2d_params_max
2.490 0.002 0.472 0.000% 99.927% Const mixed/tower_1/conv_1/conv2d_params_min
2.959 0.002 0.471 0.000% 99.928% Const mixed_4/tower_1/conv/Conv2D_bn_offset_max
2.923 0.002 0.471 0.000% 99.928% Const mixed_4/tower/conv_1/Conv2D_bn_offset_min
2.667 0.002 0.471 0.000% 99.929% Const mixed_1/tower_2/conv/Conv2D_bn_offset_min
2.475 0.001 0.471 0.000% 99.929% Const mixed/tower_1/conv/conv2d_params_max
3.411 0.002 0.470 0.000% 99.930% Const mixed_7/tower/conv_1/conv2d_params_min
3.326 0.002 0.470 0.000% 99.930% Const mixed_6/tower_1/conv_3/conv2d_params_min
2.788 0.002 0.470 0.000% 99.930% Const mixed_2/tower_2/conv/conv2d_params_min
3.166 0.002 0.469 0.000% 99.931% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_min
2.988 0.002 0.469 0.000% 99.931% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_min
2.894 0.002 0.469 0.000% 99.932% Const mixed_4/conv/Conv2D_bn_offset_max
2.585 0.001 0.469 0.000% 99.932% Const mixed_1/tower/conv_1/conv2d_params_min
3.725 0.001 0.468 0.000% 99.933% Const mixed_9/tower_1/conv/conv2d_params_min
3.241 0.002 0.468 0.000% 99.933% Const mixed_6/tower/conv_1/conv2d_params_min
3.077 0.002 0.468 0.000% 99.934% Const mixed_5/tower/conv_1/conv2d_params_min
2.848 0.001 0.467 0.000% 99.934% Const mixed_3/tower/conv_1/conv2d_params_max
2.853 0.002 0.467 0.000% 99.934% Const mixed_3/tower/conv_1/Conv2D_bn_offset_min
3.778 0.003 0.466 0.000% 99.935% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_max
3.796 0.001 0.465 0.000% 99.935% Const mixed_9/tower_2/conv/Conv2D_bn_offset_min
3.174 0.002 0.465 0.000% 99.936% Const mixed_5/tower_1/conv_4/conv2d_params_min
3.148 0.002 0.465 0.000% 99.936% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_min
2.614 0.002 0.465 0.000% 99.937% Const mixed_1/tower_1/conv/Conv2D_bn_offset_max
2.975 0.001 0.464 0.000% 99.937% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_max
2.812 0.002 0.464 0.000% 99.937% Const mixed_3/conv/conv2d_params_max
3.860 0.002 0.464 0.000% 99.938% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_min
3.445 0.002 0.463 0.000% 99.938% Const mixed_7/tower_1/conv/conv2d_params_min
3.052 0.002 0.463 0.000% 99.939% Const mixed_5/conv/Conv2D_bn_offset_min
3.757 0.002 0.462 0.000% 99.939% Const mixed_9/tower_1/mixed/conv/conv2d_params_max
3.404 0.001 0.462 0.000% 99.940% Const mixed_7/tower/conv/Conv2D_bn_offset_min
3.343 0.001 0.462 0.000% 99.940% Const mixed_6/tower_1/conv_4/conv2d_params_min
3.104 0.001 0.462 0.000% 99.940% Const mixed_5/tower/conv_2/Conv2D_bn_offset_max
2.941 0.001 0.462 0.000% 99.941% Const mixed_4/tower/conv_2/Conv2D_bn_offset_max
3.143 0.001 0.461 0.000% 99.941% Const mixed_5/tower_1/conv_2/conv2d_params_max
2.948 0.002 0.461 0.000% 99.942% Const mixed_4/tower_1/conv/conv2d_params_max
3.643 0.003 0.460 0.000% 99.942% Const mixed_8/tower_1/conv_3/conv2d_params_max
3.551 0.002 0.460 0.000% 99.943% Const mixed_8/tower/conv/conv2d_params_min
3.389 0.002 0.460 0.000% 99.943% Const mixed_7/conv/Conv2D_bn_offset_max
3.843 0.002 0.460 0.000% 99.943% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_min
3.640 0.002 0.459 0.000% 99.944% Const mixed_8/tower_1/conv_3/conv2d_params_min
3.182 0.001 0.459 0.000% 99.944% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_min
3.135 0.002 0.458 0.000% 99.945% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_max
3.387 0.001 0.457 0.000% 99.945% Const mixed_7/conv/Conv2D_bn_offset_min
3.063 0.002 0.457 0.000% 99.945% Const mixed_5/tower/conv/conv2d_params_max
2.955 0.002 0.457 0.000% 99.946% Const mixed_4/tower_1/conv/Conv2D_bn_offset_min
2.791 0.001 0.457 0.000% 99.946% Const mixed_2/tower_2/conv/conv2d_params_max
2.763 0.002 0.457 0.000% 99.947% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_max
2.698 0.002 0.457 0.000% 99.947% Const mixed_2/tower/conv/conv2d_params_max
3.296 0.001 0.456 0.000% 99.948% Const mixed_6/tower_1/conv_1/conv2d_params_max
3.117 0.002 0.456 0.000% 99.948% Const mixed_5/tower_1/conv/Conv2D_bn_offset_min
3.209 0.002 0.455 0.000% 99.948% Const mixed_6/conv/conv2d_params_min
3.004 0.001 0.455 0.000% 99.949% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_min
2.695 0.002 0.455 0.000% 99.949% Const mixed_2/tower/conv/conv2d_params_min
3.925 0.002 0.455 0.000% 99.950% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_max
3.900 0.001 0.455 0.000% 99.950% Const mixed_10/tower_1/mixed/conv/conv2d_params_min
3.811 0.002 0.455 0.000% 99.951% Const mixed_10/conv/Conv2D_bn_offset_min
2.541 0.002 0.455 0.000% 99.951% Const mixed/tower_2/conv/Conv2D_bn_offset_max
3.589 0.002 0.454 0.000% 99.951% Const mixed_8/tower_1/conv/conv2d_params_max
3.424 0.001 0.454 0.000% 99.952% Const mixed_7/tower/conv_1/Conv2D_bn_offset_max
3.012 0.001 0.454 0.000% 99.952% Const mixed_4/tower_1/conv_4/conv2d_params_min
3.650 0.001 0.453 0.000% 99.953% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_min
3.475 0.002 0.453 0.000% 99.953% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_max
3.151 0.002 0.453 0.000% 99.953% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_max
3.045 0.001 0.453 0.000% 99.954% Const mixed_5/conv/conv2d_params_min
3.018 0.002 0.453 0.000% 99.954% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_min
2.998 0.002 0.453 0.000% 99.955% Const mixed_4/tower_1/conv_3/conv2d_params_max
3.868 0.002 0.453 0.000% 99.955% Const mixed_10/tower_1/conv/conv2d_params_min
3.448 0.001 0.452 0.000% 99.956% Const mixed_7/tower_1/conv/conv2d_params_max
3.061 0.001 0.452 0.000% 99.956% Const mixed_5/tower/conv/conv2d_params_min
3.032 0.001 0.452 0.000% 99.956% Const mixed_4/tower_2/conv/conv2d_params_max
3.668 0.002 0.451 0.000% 99.957% Const mixed_9/conv/Conv2D_bn_offset_max
3.345 0.003 0.451 0.000% 99.957% Const mixed_6/tower_1/conv_4/conv2d_params_max
3.219 0.002 0.451 0.000% 99.958% Const mixed_6/conv/Conv2D_bn_offset_max
3.184 0.002 0.451 0.000% 99.958% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_max
3.169 0.001 0.451 0.000% 99.958% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_max
3.915 0.004 0.451 0.000% 99.959% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max
3.511 0.001 0.450 0.000% 99.959% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_max
3.769 0.002 0.449 0.000% 99.960% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min
3.310 0.002 0.449 0.000% 99.960% Const mixed_6/tower_1/conv_2/conv2d_params_min
3.947 0.001 0.448 0.000% 99.961% Const softmax/weights_min
3.430 0.001 0.448 0.000% 99.961% Const mixed_7/tower/conv_2/conv2d_params_min
2.967 0.002 0.448 0.000% 99.961% Const mixed_4/tower_1/conv_1/conv2d_params_max
3.080 0.001 0.447 0.000% 99.962% Const mixed_5/tower/conv_1/conv2d_params_max
3.109 0.001 0.446 0.000% 99.962% Const mixed_5/tower_1/conv/conv2d_params_min
2.782 0.002 0.446 0.000% 99.963% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_max
3.828 0.002 0.446 0.000% 99.963% Const mixed_10/tower/conv/Conv2D_bn_offset_min
3.622 0.002 0.445 0.000% 99.963% Const mixed_8/tower_1/conv_2/conv2d_params_min
3.554 0.001 0.445 0.000% 99.964% Const mixed_8/tower/conv/conv2d_params_max
2.670 0.002 0.445 0.000% 99.964% Const mixed_1/tower_2/conv/Conv2D_bn_offset_max
3.727 0.001 0.444 0.000% 99.965% Const mixed_9/tower_1/conv/conv2d_params_max
3.658 0.001 0.444 0.000% 99.965% Const mixed_9/conv/conv2d_params_min
3.141 0.001 0.444 0.000% 99.965% Const mixed_5/tower_1/conv_2/conv2d_params_min
3.406 0.001 0.443 0.000% 99.966% Const mixed_7/tower/conv/Conv2D_bn_offset_max
3.127 0.002 0.443 0.000% 99.966% Const mixed_5/tower_1/conv_1/conv2d_params_max
3.923 0.001 0.443 0.000% 99.967% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_min
3.804 0.001 0.443 0.000% 99.967% Const mixed_10/conv/conv2d_params_min
3.719 0.001 0.442 0.000% 99.968% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_max
3.244 0.002 0.442 0.000% 99.968% Const mixed_6/tower/conv_1/conv2d_params_max
3.236 0.001 0.442 0.000% 99.968% Const mixed_6/tower/conv/Conv2D_bn_offset_max
2.980 0.002 0.442 0.000% 99.969% Const mixed_4/tower_1/conv_2/conv2d_params_min
3.879 0.002 0.442 0.000% 99.969% Const mixed_10/tower_1/conv/Conv2D_bn_offset_max
3.614 0.001 0.441 0.000% 99.970% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_min
3.533 0.002 0.441 0.000% 99.970% Const mixed_7/tower_2/conv/conv2d_params_min
3.526 0.001 0.441 0.000% 99.970% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_max
3.285 0.002 0.441 0.000% 99.971% Const mixed_6/tower_1/conv/Conv2D_bn_offset_min
2.856 0.002 0.441 0.000% 99.971% Const mixed_3/tower/conv_1/Conv2D_bn_offset_max
3.908 0.002 0.441 0.000% 99.972% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_max
3.950 0.002 0.440 0.000% 99.972% Const softmax/weights_max
3.252 0.002 0.440 0.000% 99.972% Const mixed_6/tower/conv_1/Conv2D_bn_offset_max
3.597 0.002 0.439 0.000% 99.973% Const mixed_8/tower_1/conv/Conv2D_bn_offset_max
3.570 0.001 0.439 0.000% 99.973% Const mixed_8/tower/conv_1/conv2d_params_min
3.364 0.002 0.439 0.000% 99.974% Const mixed_6/tower_2/conv/conv2d_params_max
3.260 0.002 0.439 0.000% 99.974% Const mixed_6/tower/conv_2/conv2d_params_max
3.055 0.002 0.439 0.000% 99.974% Const mixed_5/conv/Conv2D_bn_offset_max
2.745 0.002 0.439 0.000% 99.975% Const mixed_2/tower_1/conv/Conv2D_bn_offset_max
3.747 0.002 0.438 0.000% 99.975% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_min
3.481 0.002 0.438 0.000% 99.976% Const mixed_7/tower_1/conv_2/conv2d_params_min
3.856 0.001 0.438 0.000% 99.976% Const mixed_10/tower/mixed/conv_1/conv2d_params_max
3.580 0.002 0.437 0.000% 99.976% Const mixed_8/tower/conv_1/Conv2D_bn_offset_max
3.546 0.001 0.437 0.000% 99.977% Const mixed_7/tower_2/conv/Conv2D_bn_offset_max
3.177 0.002 0.437 0.000% 99.977% Const mixed_5/tower_1/conv_4/conv2d_params_max
2.736 0.002 0.437 0.000% 99.978% Const mixed_2/tower_1/conv/conv2d_params_max
3.875 0.001 0.437 0.000% 99.978% Const mixed_10/tower_1/conv/Conv2D_bn_offset_min
3.845 0.002 0.437 0.000% 99.978% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_max
3.321 0.001 0.436 0.000% 99.979% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_max
3.937 0.002 0.436 0.000% 99.979% Const mixed_10/tower_2/conv/Conv2D_bn_offset_min
3.823 0.002 0.436 0.000% 99.980% Const mixed_10/tower/conv/conv2d_params_max
3.765 0.001 0.435 0.000% 99.980% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_max
3.536 0.001 0.435 0.000% 99.980% Const mixed_7/tower_2/conv/conv2d_params_max
2.513 0.002 0.435 0.000% 99.981% Const mixed/tower_1/conv_2/conv2d_params_max
3.776 0.002 0.434 0.000% 99.981% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_min
3.734 0.001 0.434 0.000% 99.982% Const mixed_9/tower_1/conv/Conv2D_bn_offset_max
3.459 0.002 0.434 0.000% 99.982% Const mixed_7/tower_1/conv/Conv2D_bn_offset_max
3.125 0.001 0.433 0.000% 99.982% Const mixed_5/tower_1/conv_1/conv2d_params_min
2.991 0.001 0.433 0.000% 99.983% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_max
3.750 0.001 0.432 0.000% 99.983% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_max
3.217 0.001 0.432 0.000% 99.984% Const mixed_6/conv/Conv2D_bn_offset_min
3.372 0.001 0.431 0.000% 99.984% Const mixed_6/tower_2/conv/Conv2D_bn_offset_max
3.813 0.002 0.431 0.000% 99.984% Const mixed_10/conv/Conv2D_bn_offset_max
3.360 0.002 0.430 0.000% 99.985% Const mixed_6/tower_2/conv/conv2d_params_min
3.227 0.002 0.430 0.000% 99.985% Const mixed_6/tower/conv/conv2d_params_max
3.739 0.001 0.429 0.000% 99.986% Const mixed_9/tower_1/conv_1/conv2d_params_min
3.524 0.001 0.429 0.000% 99.986% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_min
3.930 0.001 0.429 0.000% 99.986% Const mixed_10/tower_2/conv/conv2d_params_min
3.608 0.002 0.428 0.000% 99.987% Const mixed_8/tower_1/conv_1/conv2d_params_max
3.250 0.001 0.428 0.000% 99.987% Const mixed_6/tower/conv_1/Conv2D_bn_offset_min
3.798 0.002 0.427 0.000% 99.988% Const mixed_9/tower_2/conv/Conv2D_bn_offset_max
3.439 0.002 0.427 0.000% 99.988% Const mixed_7/tower/conv_2/Conv2D_bn_offset_max
3.014 0.001 0.426 0.000% 99.988% Const mixed_4/tower_1/conv_4/conv2d_params_max
3.939 0.002 0.426 0.000% 99.989% Const mixed_10/tower_2/conv/Conv2D_bn_offset_max
3.771 0.002 0.425 0.000% 99.989% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max
3.699 0.002 0.425 0.000% 99.990% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_max
3.303 0.002 0.425 0.000% 99.990% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_max
3.838 0.001 0.425 0.000% 99.990% Const mixed_10/tower/mixed/conv/conv2d_params_max
3.029 0.002 0.424 0.000% 99.991% Const mixed_4/tower_2/conv/conv2d_params_min
3.693 0.001 0.423 0.000% 99.991% Const mixed_9/tower/mixed/conv/conv2d_params_max
3.627 0.002 0.423 0.000% 99.992% Const mixed_8/tower_1/conv_2/conv2d_params_max
3.337 0.001 0.423 0.000% 99.992% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_max
3.895 0.001 0.423 0.000% 99.992% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_max
3.806 0.002 0.423 0.000% 99.993% Const mixed_10/conv/conv2d_params_max
3.616 0.002 0.422 0.000% 99.993% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_max
3.559 0.002 0.422 0.000% 99.994% Const mixed_8/tower/conv/Conv2D_bn_offset_min
3.421 0.002 0.421 0.000% 99.994% Const mixed_7/tower/conv_1/Conv2D_bn_offset_min
3.595 0.001 0.419 0.000% 99.994% Const mixed_8/tower_1/conv/Conv2D_bn_offset_min
3.111 0.001 0.419 0.000% 99.995% Const mixed_5/tower_1/conv/conv2d_params_max
3.635 0.001 0.417 0.000% 99.995% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_max
3.932 0.002 0.417 0.000% 99.995% Const mixed_10/tower_2/conv/conv2d_params_max
3.502 0.002 0.416 0.000% 99.996% Const mixed_7/tower_1/conv_3/conv2d_params_max
3.789 0.001 0.414 0.000% 99.996% Const mixed_9/tower_2/conv/conv2d_params_max
3.159 0.002 0.414 0.000% 99.997% Const mixed_5/tower_1/conv_3/conv2d_params_max
3.516 0.001 0.413 0.000% 99.997% Const mixed_7/tower_1/conv_4/conv2d_params_min
3.870 0.002 0.413 0.000% 99.997% Const mixed_10/tower_1/conv/conv2d_params_max
3.632 0.002 0.411 0.000% 99.998% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_min
3.088 0.001 0.411 0.000% 99.998% Const mixed_5/tower/conv_1/Conv2D_bn_offset_max
3.704 0.002 0.409 0.000% 99.998% Const mixed_9/tower/mixed/conv_1/conv2d_params_min
3.455 0.002 0.409 0.000% 99.999% Const mixed_7/tower_1/conv/Conv2D_bn_offset_min
3.863 0.001 0.407 0.000% 99.999% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_max
3.518 0.002 0.406 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params_max
3.355 0.001 0.403 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_max
Total Memory (bytes): curr=23220669549 count=11 runs, avg 1.083e+05 ms, 1282 nodes defined 1282 nodes observed
23220669.5 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/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_eightbit_reshape_dims
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Reshape conv/Conv2D_eightbit_reshape_Mul
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_eightbit_reduction_dims
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params_min
0.000 0.008 1.784 0.000% 0.000% Min conv/Conv2D_eightbit_min_Mul
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/Conv2D_bn_offset_min
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_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/Conv2D_bn_offset_min
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_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% _SOURCE
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const pool_3/_reshape/shape
0.000 0.000 0.000 0.000% 0.000% Const softmax/biases_min
0.000 0.000 0.000 0.000% 0.000% Const softmax/biases_max
0.000 0.000 0.000 0.000% 0.000% Const softmax/biases_quint8_const
0.000 0.000 0.000 0.000% 0.000% Const softmax/weights_min
0.000 0.000 0.000 0.000% 0.000% Const softmax/weights_max
0.000 0.000 0.000 0.000% 0.000% Const softmax/weights_quint8_const
0.008 0.008 1.784 0.000% 0.000% Max conv/Conv2D_eightbit_max_Mul
0.016 268.21159811.053 0.258% 0.258% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul
268.227 2841.736633707.128 2.729% 2.987% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv
3109.963 0.008 1.784 0.000% 2.987% RequantizationRange conv/Conv2D_eightbit_requant_range
3109.971 710.440158428.120 0.682% 3.669% Requantize conv/Conv2D_eightbit_requantize
3820.411 2841.736633707.128 2.729% 6.398% QuantizedBiasAdd conv/batchnorm_eightbit_quantized_bias_add
6662.147 0.008 1.784 0.000% 6.398% RequantizationRange conv/batchnorm_eightbit_requant_range
6662.155 710.440158428.120 0.682% 7.080% Requantize conv/batchnorm_eightbit_requantize
7372.595 710.440158428.120 0.682% 7.763% QuantizedRelu conv_eightbit_quantized
8083.035 2765.960616809.080 2.656% 10.419% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv
10848.995 0.008 1.784 0.000% 10.419% RequantizationRange conv_1/Conv2D_eightbit_requant_range
10849.003 691.496154203.608 0.664% 11.083% Requantize conv_1/Conv2D_eightbit_requantize
11540.499 2765.960616809.080 2.656% 13.739% QuantizedBiasAdd conv_1/batchnorm_eightbit_quantized_bias_add
14306.459 0.008 1.784 0.000% 13.739% RequantizationRange conv_1/batchnorm_eightbit_requant_range
14306.467 691.496154203.608 0.664% 14.403% Requantize conv_1/batchnorm_eightbit_requantize
14997.963 691.496154203.608 0.664% 15.067% QuantizedRelu conv_1_eightbit_quantized
15689.459 5531.9121233616.376 5.313% 20.380% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv
21221.371 0.008 1.784 0.000% 20.380% RequantizationRange conv_2/Conv2D_eightbit_requant_range
21221.379 1382.984308405.432 1.328% 21.708% Requantize conv_2/Conv2D_eightbit_requantize
22604.363 5531.9121233616.376 5.313% 27.021% QuantizedBiasAdd conv_2/batchnorm_eightbit_quantized_bias_add
28136.275 0.008 1.784 0.000% 27.021% RequantizationRange conv_2/batchnorm_eightbit_requant_range
28136.283 1382.984308405.432 1.328% 28.349% Requantize conv_2/batchnorm_eightbit_requantize
29519.267 1382.984308405.432 1.328% 29.677% QuantizedRelu conv_2_eightbit_quantized
30902.251 341.06476057.272 0.328% 30.005% QuantizedMaxPool pool_eightbit_quantized
31243.315 1705.288380279.224 1.638% 31.642% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv
32948.603 0.008 1.784 0.000% 31.642% RequantizationRange conv_3/Conv2D_eightbit_requant_range
32948.611 426.32895071.144 0.409% 32.052% Requantize conv_3/Conv2D_eightbit_requantize
33374.939 1705.288380279.224 1.638% 33.689% QuantizedBiasAdd conv_3/batchnorm_eightbit_quantized_bias_add
35080.227 0.008 1.784 0.000% 33.689% RequantizationRange conv_3/batchnorm_eightbit_requant_range
35080.235 426.32895071.144 0.409% 34.099% Requantize conv_3/batchnorm_eightbit_requantize
35506.563 426.32895071.144 0.409% 34.508% QuantizedRelu conv_3_eightbit_quantized
35932.891 3871.496863343.608 3.718% 38.226% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv
39804.387 0.008 1.784 0.000% 38.226% RequantizationRange conv_4/Conv2D_eightbit_requant_range
39804.395 967.880215837.240 0.930% 39.156% Requantize conv_4/Conv2D_eightbit_requantize
40772.275 3871.496863343.608 3.718% 42.874% QuantizedBiasAdd conv_4/batchnorm_eightbit_quantized_bias_add
44643.771 0.008 1.784 0.000% 42.874% RequantizationRange conv_4/batchnorm_eightbit_requant_range
44643.779 967.880215837.240 0.930% 43.803% Requantize conv_4/batchnorm_eightbit_requantize
45611.659 967.880215837.240 0.930% 44.733% QuantizedRelu conv_4_eightbit_quantized
46579.539 235.20852451.384 0.226% 44.959% QuantizedMaxPool pool_1_eightbit_quantized
46814.747 313.60869934.584 0.301% 45.260% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv
47128.355 313.60869934.584 0.301% 45.561% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv
47441.963 0.008 1.784 0.000% 45.561% RequantizationRange mixed/tower_1/conv/Conv2D_eightbit_requant_range
47441.971 0.008 1.784 0.000% 45.561% RequantizationRange mixed/conv/Conv2D_eightbit_requant_range
47441.979 235.20852451.384 0.226% 45.787% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv
47677.187 0.008 1.784 0.000% 45.787% RequantizationRange mixed/tower/conv/Conv2D_eightbit_requant_range
47677.195 78.40817484.984 0.075% 45.862% Requantize mixed/conv/Conv2D_eightbit_requantize
47755.603 78.40817484.984 0.075% 45.937% Requantize mixed/tower_1/conv/Conv2D_eightbit_requantize
47834.011 58.80813114.184 0.056% 45.994% Requantize mixed/tower/conv/Conv2D_eightbit_requantize
47892.819 235.20852451.384 0.226% 46.220% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized
48128.027 156.80834968.184 0.151% 46.370% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv
48284.835 0.008 1.784 0.000% 46.370% RequantizationRange mixed/tower_2/conv/Conv2D_eightbit_requant_range
48284.843 313.60869934.584 0.301% 46.672% QuantizedBiasAdd mixed/tower_1/conv/batchnorm_eightbit_quantized_bias_add
48598.451 235.20852451.384 0.226% 46.897% QuantizedBiasAdd mixed/tower/conv/batchnorm_eightbit_quantized_bias_add
48833.659 313.60869934.584 0.301% 47.199% QuantizedBiasAdd mixed/conv/batchnorm_eightbit_quantized_bias_add
49147.267 39.208 8743.384 0.038% 47.236% Requantize mixed/tower_2/conv/Conv2D_eightbit_requantize
49186.475 0.008 1.784 0.000% 47.236% RequantizationRange mixed/tower/conv/batchnorm_eightbit_requant_range
49186.483 0.008 1.784 0.000% 47.236% RequantizationRange mixed/tower_1/conv/batchnorm_eightbit_requant_range
49186.491 0.008 1.784 0.000% 47.236% RequantizationRange mixed/conv/batchnorm_eightbit_requant_range
49186.499 58.80813114.184 0.056% 47.293% Requantize mixed/tower/conv/batchnorm_eightbit_requantize
49245.307 58.80813114.184 0.056% 47.349% QuantizedRelu mixed/tower/conv_eightbit_quantized
49304.115 156.80834968.184 0.151% 47.500% QuantizedBiasAdd mixed/tower_2/conv/batchnorm_eightbit_quantized_bias_add
49460.923 78.40817484.984 0.075% 47.575% Requantize mixed/conv/batchnorm_eightbit_requantize
49539.331 78.40817484.984 0.075% 47.650% Requantize mixed/tower_1/conv/batchnorm_eightbit_requantize
49617.739 78.40817484.984 0.075% 47.726% QuantizedRelu mixed/tower_1/conv_eightbit_quantized
49696.147 78.40817484.984 0.075% 47.801% QuantizedRelu mixed/conv_eightbit_quantized
49774.555 0.008 1.784 0.000% 47.801% RequantizationRange mixed/tower_2/conv/batchnorm_eightbit_requant_range
49774.563 39.208 8743.384 0.038% 47.839% Requantize mixed/tower_2/conv/batchnorm_eightbit_requantize
49813.771 39.208 8743.384 0.038% 47.876% QuantizedRelu mixed/tower_2/conv_eightbit_quantized
49852.979 470.408104900.984 0.452% 48.328% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv
50323.387 0.008 1.784 0.000% 48.328% RequantizationRange mixed/tower_1/conv_1/Conv2D_eightbit_requant_range
50323.395 117.60826226.584 0.113% 48.441% Requantize mixed/tower_1/conv_1/Conv2D_eightbit_requantize
50441.003 313.60869934.584 0.301% 48.742% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv
50754.611 0.008 1.784 0.000% 48.742% RequantizationRange mixed/tower/conv_1/Conv2D_eightbit_requant_range
50754.619 78.40817484.984 0.075% 48.818% Requantize mixed/tower/conv_1/Conv2D_eightbit_requantize
50833.027 470.408104900.984 0.452% 49.269% QuantizedBiasAdd mixed/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
51303.435 313.60869934.584 0.301% 49.570% QuantizedBiasAdd mixed/tower/conv_1/batchnorm_eightbit_quantized_bias_add
51617.043 0.008 1.784 0.000% 49.571% RequantizationRange mixed/tower_1/conv_1/batchnorm_eightbit_requant_range
51617.051 0.008 1.784 0.000% 49.571% RequantizationRange mixed/tower/conv_1/batchnorm_eightbit_requant_range
51617.059 78.40817484.984 0.075% 49.646% Requantize mixed/tower/conv_1/batchnorm_eightbit_requantize
51695.467 117.60826226.584 0.113% 49.759% Requantize mixed/tower_1/conv_1/batchnorm_eightbit_requantize
51813.075 78.40817484.984 0.075% 49.834% QuantizedRelu mixed/tower/conv_1_eightbit_quantized
51891.483 117.60826226.584 0.113% 49.947% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized
52009.091 470.408104900.984 0.452% 50.399% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv
52479.499 0.008 1.784 0.000% 50.399% RequantizationRange mixed/tower_1/conv_2/Conv2D_eightbit_requant_range
52479.507 117.60826226.584 0.113% 50.512% Requantize mixed/tower_1/conv_2/Conv2D_eightbit_requantize
52597.115 470.408104900.984 0.452% 50.963% QuantizedBiasAdd mixed/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
53067.523 0.008 1.784 0.000% 50.963% RequantizationRange mixed/tower_1/conv_2/batchnorm_eightbit_requant_range
53067.531 117.60826226.584 0.113% 51.076% Requantize mixed/tower_1/conv_2/batchnorm_eightbit_requantize
53185.139 117.60826226.584 0.113% 51.189% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized
53302.747 313.60869934.584 0.301% 51.491% QuantizedConcat mixed/join_eightbit_quantized_concat
53616.355 313.60869934.584 0.301% 51.792% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv
53929.963 235.20852451.384 0.226% 52.018% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv
54165.171 0.008 1.784 0.000% 52.018% RequantizationRange mixed_1/tower_1/conv/Conv2D_eightbit_requant_range
54165.179 0.008 1.784 0.000% 52.018% RequantizationRange mixed_1/tower/conv/Conv2D_eightbit_requant_range
54165.187 313.60869934.584 0.301% 52.319% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv
54478.795 58.80813114.184 0.056% 52.375% Requantize mixed_1/tower/conv/Conv2D_eightbit_requantize
54537.603 78.40817484.984 0.075% 52.451% Requantize mixed_1/tower_1/conv/Conv2D_eightbit_requantize
54616.011 0.008 1.784 0.000% 52.451% RequantizationRange mixed_1/conv/Conv2D_eightbit_requant_range
54616.019 313.60869934.584 0.301% 52.752% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized
54929.627 235.20852451.384 0.226% 52.978% QuantizedBiasAdd mixed_1/tower/conv/batchnorm_eightbit_quantized_bias_add
55164.835 78.40817484.984 0.075% 53.053% Requantize mixed_1/conv/Conv2D_eightbit_requantize
55243.243 313.60869934.584 0.301% 53.354% QuantizedBiasAdd mixed_1/tower_1/conv/batchnorm_eightbit_quantized_bias_add
55556.851 0.008 1.784 0.000% 53.354% RequantizationRange mixed_1/tower/conv/batchnorm_eightbit_requant_range
55556.859 313.60869934.584 0.301% 53.655% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv
55870.467 0.008 1.784 0.000% 53.655% RequantizationRange mixed_1/tower_1/conv/batchnorm_eightbit_requant_range
55870.475 0.008 1.784 0.000% 53.655% RequantizationRange mixed_1/tower_2/conv/Conv2D_eightbit_requant_range
55870.483 58.80813114.184 0.056% 53.712% Requantize mixed_1/tower/conv/batchnorm_eightbit_requantize
55929.291 58.80813114.184 0.056% 53.768% QuantizedRelu mixed_1/tower/conv_eightbit_quantized
55988.099 78.40817484.984 0.075% 53.844% Requantize mixed_1/tower_1/conv/batchnorm_eightbit_requantize
56066.507 313.60869934.584 0.301% 54.145% QuantizedBiasAdd mixed_1/conv/batchnorm_eightbit_quantized_bias_add
56380.115 78.40817484.984 0.075% 54.220% Requantize mixed_1/tower_2/conv/Conv2D_eightbit_requantize
56458.523 78.40817484.984 0.075% 54.295% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized
56536.931 0.008 1.784 0.000% 54.295% RequantizationRange mixed_1/conv/batchnorm_eightbit_requant_range
56536.939 470.408104900.984 0.452% 54.747% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv
57007.347 0.008 1.784 0.000% 54.747% RequantizationRange mixed_1/tower_1/conv_1/Conv2D_eightbit_requant_range
57007.355 78.40817484.984 0.075% 54.822% Requantize mixed_1/conv/batchnorm_eightbit_requantize
57085.763 313.60869934.584 0.301% 55.124% QuantizedBiasAdd mixed_1/tower_2/conv/batchnorm_eightbit_quantized_bias_add
57399.371 78.40817484.984 0.075% 55.199% QuantizedRelu mixed_1/conv_eightbit_quantized
57477.779 117.60826226.584 0.113% 55.312% Requantize mixed_1/tower_1/conv_1/Conv2D_eightbit_requantize
57595.387 0.008 1.784 0.000% 55.312% RequantizationRange mixed_1/tower_2/conv/batchnorm_eightbit_requant_range
57595.395 313.60869934.584 0.301% 55.613% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv
57909.003 78.40817484.984 0.075% 55.688% Requantize mixed_1/tower_2/conv/batchnorm_eightbit_requantize
57987.411 78.40817484.984 0.075% 55.764% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized
58065.819 470.408104900.984 0.452% 56.215% QuantizedBiasAdd mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
58536.227 0.008 1.784 0.000% 56.215% RequantizationRange mixed_1/tower/conv_1/Conv2D_eightbit_requant_range
58536.235 78.40817484.984 0.075% 56.291% Requantize mixed_1/tower/conv_1/Conv2D_eightbit_requantize
58614.643 0.008 1.784 0.000% 56.291% RequantizationRange mixed_1/tower_1/conv_1/batchnorm_eightbit_requant_range
58614.651 117.60826226.584 0.113% 56.404% Requantize mixed_1/tower_1/conv_1/batchnorm_eightbit_requantize
58732.259 313.60869934.584 0.301% 56.705% QuantizedBiasAdd mixed_1/tower/conv_1/batchnorm_eightbit_quantized_bias_add
59045.867 117.60826226.584 0.113% 56.818% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized
59163.475 0.008 1.784 0.000% 56.818% RequantizationRange mixed_1/tower/conv_1/batchnorm_eightbit_requant_range
59163.483 78.40817484.984 0.075% 56.893% Requantize mixed_1/tower/conv_1/batchnorm_eightbit_requantize
59241.891 78.40817484.984 0.075% 56.968% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized
59320.299 470.408104900.984 0.452% 57.420% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv
59790.707 0.008 1.784 0.000% 57.420% RequantizationRange mixed_1/tower_1/conv_2/Conv2D_eightbit_requant_range
59790.715 117.60826226.584 0.113% 57.533% Requantize mixed_1/tower_1/conv_2/Conv2D_eightbit_requantize
59908.323 470.408104900.984 0.452% 57.985% QuantizedBiasAdd mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
60378.731 0.008 1.784 0.000% 57.985% RequantizationRange mixed_1/tower_1/conv_2/batchnorm_eightbit_requant_range
60378.739 117.60826226.584 0.113% 58.098% Requantize mixed_1/tower_1/conv_2/batchnorm_eightbit_requantize
60496.347 117.60826226.584 0.113% 58.211% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized
60613.955 352.80878676.184 0.339% 58.550% QuantizedConcat mixed_1/join_eightbit_quantized_concat
60966.763 235.20852451.384 0.226% 58.775% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv
61201.971 0.008 1.784 0.000% 58.775% RequantizationRange mixed_2/tower/conv/Conv2D_eightbit_requant_range
61201.979 58.80813114.184 0.056% 58.832% Requantize mixed_2/tower/conv/Conv2D_eightbit_requantize
61260.787 313.60869934.584 0.301% 59.133% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv
61574.395 313.60869934.584 0.301% 59.434% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv
61888.003 0.008 1.784 0.000% 59.434% RequantizationRange mixed_2/conv/Conv2D_eightbit_requant_range
61888.011 0.008 1.784 0.000% 59.434% RequantizationRange mixed_2/tower_1/conv/Conv2D_eightbit_requant_range
61888.019 78.40817484.984 0.075% 59.510% Requantize mixed_2/conv/Conv2D_eightbit_requantize
61966.427 78.40817484.984 0.075% 59.585% Requantize mixed_2/tower_1/conv/Conv2D_eightbit_requantize
62044.835 235.20852451.384 0.226% 59.811% QuantizedBiasAdd mixed_2/tower/conv/batchnorm_eightbit_quantized_bias_add
62280.043 313.60869934.584 0.301% 60.112% QuantizedBiasAdd mixed_2/conv/batchnorm_eightbit_quantized_bias_add
62593.651 313.60869934.584 0.301% 60.413% QuantizedBiasAdd mixed_2/tower_1/conv/batchnorm_eightbit_quantized_bias_add
62907.259 0.008 1.784 0.000% 60.413% RequantizationRange mixed_2/tower/conv/batchnorm_eightbit_requant_range
62907.267 0.008 1.784 0.000% 60.413% RequantizationRange mixed_2/conv/batchnorm_eightbit_requant_range
62907.275 0.008 1.784 0.000% 60.413% RequantizationRange mixed_2/tower_1/conv/batchnorm_eightbit_requant_range
62907.283 78.40817484.984 0.075% 60.488% Requantize mixed_2/conv/batchnorm_eightbit_requantize
62985.691 78.40817484.984 0.075% 60.564% QuantizedRelu mixed_2/conv_eightbit_quantized
63064.099 58.80813114.184 0.056% 60.620% Requantize mixed_2/tower/conv/batchnorm_eightbit_requantize
63122.907 78.40817484.984 0.075% 60.695% Requantize mixed_2/tower_1/conv/batchnorm_eightbit_requantize
63201.315 58.80813114.184 0.056% 60.752% QuantizedRelu mixed_2/tower/conv_eightbit_quantized
63260.123 78.40817484.984 0.075% 60.827% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized
63338.531 352.80878676.184 0.339% 61.166% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized
63691.339 313.60869934.584 0.301% 61.467% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv
64004.947 0.008 1.784 0.000% 61.467% RequantizationRange mixed_2/tower_2/conv/Conv2D_eightbit_requant_range
64004.955 78.40817484.984 0.075% 61.543% Requantize mixed_2/tower_2/conv/Conv2D_eightbit_requantize
64083.363 470.408104900.984 0.452% 61.994% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv
64553.771 313.60869934.584 0.301% 62.295% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv
64867.379 0.008 1.784 0.000% 62.295% RequantizationRange mixed_2/tower_1/conv_1/Conv2D_eightbit_requant_range
64867.387 0.008 1.784 0.000% 62.295% RequantizationRange mixed_2/tower/conv_1/Conv2D_eightbit_requant_range
64867.395 313.60869934.584 0.301% 62.597% QuantizedBiasAdd mixed_2/tower_2/conv/batchnorm_eightbit_quantized_bias_add
65181.003 78.40817484.984 0.075% 62.672% Requantize mixed_2/tower/conv_1/Conv2D_eightbit_requantize
65259.411 117.60826226.584 0.113% 62.785% Requantize mixed_2/tower_1/conv_1/Conv2D_eightbit_requantize
65377.019 0.008 1.784 0.000% 62.785% RequantizationRange mixed_2/tower_2/conv/batchnorm_eightbit_requant_range
65377.027 78.40817484.984 0.075% 62.860% Requantize mixed_2/tower_2/conv/batchnorm_eightbit_requantize
65455.435 313.60869934.584 0.301% 63.161% QuantizedBiasAdd mixed_2/tower/conv_1/batchnorm_eightbit_quantized_bias_add
65769.043 78.40817484.984 0.075% 63.237% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized
65847.451 470.408104900.984 0.452% 63.688% QuantizedBiasAdd mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
66317.859 0.008 1.784 0.000% 63.688% RequantizationRange mixed_2/tower/conv_1/batchnorm_eightbit_requant_range
66317.867 78.40817484.984 0.075% 63.764% Requantize mixed_2/tower/conv_1/batchnorm_eightbit_requantize
66396.275 78.40817484.984 0.075% 63.839% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized
66474.683 0.008 1.784 0.000% 63.839% RequantizationRange mixed_2/tower_1/conv_1/batchnorm_eightbit_requant_range
66474.691 117.60826226.584 0.113% 63.952% Requantize mixed_2/tower_1/conv_1/batchnorm_eightbit_requantize
66592.299 117.60826226.584 0.113% 64.065% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized
66709.907 470.408104900.984 0.452% 64.517% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv
67180.315 0.008 1.784 0.000% 64.517% RequantizationRange mixed_2/tower_1/conv_2/Conv2D_eightbit_requant_range
67180.323 117.60826226.584 0.113% 64.630% Requantize mixed_2/tower_1/conv_2/Conv2D_eightbit_requantize
67297.931 470.408104900.984 0.452% 65.081% QuantizedBiasAdd mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
67768.339 0.008 1.784 0.000% 65.081% RequantizationRange mixed_2/tower_1/conv_2/batchnorm_eightbit_requant_range
67768.347 117.60826226.584 0.113% 65.194% Requantize mixed_2/tower_1/conv_2/batchnorm_eightbit_requantize
67885.955 117.60826226.584 0.113% 65.307% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized
68003.563 352.80878676.184 0.339% 65.646% QuantizedConcat mixed_2/join_eightbit_quantized_concat
68356.371 313.60869934.584 0.301% 65.947% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv
68669.979 0.008 1.784 0.000% 65.947% RequantizationRange mixed_3/tower/conv/Conv2D_eightbit_requant_range
68669.987 78.40817484.984 0.075% 66.023% Requantize mixed_3/tower/conv/Conv2D_eightbit_requantize
68748.395 83.24018562.520 0.080% 66.103% QuantizedMaxPool mixed_3/pool_eightbit_quantized
68831.635 313.60869934.584 0.301% 66.404% QuantizedBiasAdd mixed_3/tower/conv/batchnorm_eightbit_quantized_bias_add
69145.243 0.008 1.784 0.000% 66.404% RequantizationRange mixed_3/tower/conv/batchnorm_eightbit_requant_range
69145.251 78.40817484.984 0.075% 66.479% Requantize mixed_3/tower/conv/batchnorm_eightbit_requantize
69223.659 78.40817484.984 0.075% 66.554% QuantizedRelu mixed_3/tower/conv_eightbit_quantized
69302.067 470.408104900.984 0.452% 67.006% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv
69772.475 0.008 1.784 0.000% 67.006% RequantizationRange mixed_3/tower/conv_1/Conv2D_eightbit_requant_range
69772.483 117.60826226.584 0.113% 67.119% Requantize mixed_3/tower/conv_1/Conv2D_eightbit_requantize
69890.091 443.91298992.376 0.426% 67.545% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv
70334.003 0.008 1.784 0.000% 67.545% RequantizationRange mixed_3/conv/Conv2D_eightbit_requant_range
70334.011 110.98424749.432 0.107% 67.652% Requantize mixed_3/conv/Conv2D_eightbit_requantize
70444.995 470.408104900.984 0.452% 68.104% QuantizedBiasAdd mixed_3/tower/conv_1/batchnorm_eightbit_quantized_bias_add
70915.403 443.91298992.376 0.426% 68.530% QuantizedBiasAdd mixed_3/conv/batchnorm_eightbit_quantized_bias_add
71359.315 0.008 1.784 0.000% 68.530% RequantizationRange mixed_3/tower/conv_1/batchnorm_eightbit_requant_range
71359.323 0.008 1.784 0.000% 68.530% RequantizationRange mixed_3/conv/batchnorm_eightbit_requant_range
71359.331 110.98424749.432 0.107% 68.637% Requantize mixed_3/conv/batchnorm_eightbit_requantize
71470.315 117.60826226.584 0.113% 68.750% Requantize mixed_3/tower/conv_1/batchnorm_eightbit_requantize
71587.923 117.60826226.584 0.113% 68.862% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized
71705.531 110.98424749.432 0.107% 68.969% QuantizedRelu mixed_3/conv_eightbit_quantized
71816.515 110.98424749.432 0.107% 69.076% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv
71927.499 0.008 1.784 0.000% 69.076% RequantizationRange mixed_3/tower/conv_2/Conv2D_eightbit_requant_range
71927.507 27.752 6188.696 0.027% 69.102% Requantize mixed_3/tower/conv_2/Conv2D_eightbit_requantize
71955.259 110.98424749.432 0.107% 69.209% QuantizedBiasAdd mixed_3/tower/conv_2/batchnorm_eightbit_quantized_bias_add
72066.243 0.008 1.784 0.000% 69.209% RequantizationRange mixed_3/tower/conv_2/batchnorm_eightbit_requant_range
72066.251 27.752 6188.696 0.027% 69.236% Requantize mixed_3/tower/conv_2/batchnorm_eightbit_requantize
72094.003 27.752 6188.696 0.027% 69.262% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized
72121.755 221.96049497.080 0.213% 69.475% QuantizedConcat mixed_3/join_eightbit_quantized_concat
72343.715 221.96049497.080 0.213% 69.689% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized
72565.675 147.97632998.648 0.142% 69.831% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv
72713.651 221.96049497.080 0.213% 70.044% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv
72935.611 0.008 1.784 0.000% 70.044% RequantizationRange mixed_4/tower/conv/Conv2D_eightbit_requant_range
72935.619 0.008 1.784 0.000% 70.044% RequantizationRange mixed_4/conv/Conv2D_eightbit_requant_range
72935.627 147.97632998.648 0.142% 70.186% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv
73083.603 0.008 1.784 0.000% 70.186% RequantizationRange mixed_4/tower_1/conv/Conv2D_eightbit_requant_range
73083.611 55.49612375.608 0.053% 70.239% Requantize mixed_4/conv/Conv2D_eightbit_requantize
73139.107 37.000 8251.000 0.036% 70.275% Requantize mixed_4/tower/conv/Conv2D_eightbit_requantize
73176.107 37.000 8251.000 0.036% 70.310% Requantize mixed_4/tower_1/conv/Conv2D_eightbit_requantize
73213.107 221.96049497.080 0.213% 70.523% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv
73435.067 0.008 1.784 0.000% 70.523% RequantizationRange mixed_4/tower_2/conv/Conv2D_eightbit_requant_range
73435.075 147.97632998.648 0.142% 70.666% QuantizedBiasAdd mixed_4/tower_1/conv/batchnorm_eightbit_quantized_bias_add
73583.051 55.49612375.608 0.053% 70.719% Requantize mixed_4/tower_2/conv/Conv2D_eightbit_requantize
73638.547 221.96049497.080 0.213% 70.932% QuantizedBiasAdd mixed_4/conv/batchnorm_eightbit_quantized_bias_add
73860.507 0.008 1.784 0.000% 70.932% RequantizationRange mixed_4/tower_1/conv/batchnorm_eightbit_requant_range
73860.515 0.008 1.784 0.000% 70.932% RequantizationRange mixed_4/conv/batchnorm_eightbit_requant_range
73860.523 147.97632998.648 0.142% 71.074% QuantizedBiasAdd mixed_4/tower/conv/batchnorm_eightbit_quantized_bias_add
74008.499 37.000 8251.000 0.036% 71.110% Requantize mixed_4/tower_1/conv/batchnorm_eightbit_requantize
74045.499 37.000 8251.000 0.036% 71.145% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized
74082.499 221.96049497.080 0.213% 71.358% QuantizedBiasAdd mixed_4/tower_2/conv/batchnorm_eightbit_quantized_bias_add
74304.459 55.49612375.608 0.053% 71.412% Requantize mixed_4/conv/batchnorm_eightbit_requantize
74359.955 0.008 1.784 0.000% 71.412% RequantizationRange mixed_4/tower/conv/batchnorm_eightbit_requant_range
74359.963 55.49612375.608 0.053% 71.465% QuantizedRelu mixed_4/conv_eightbit_quantized
74415.459 37.000 8251.000 0.036% 71.501% Requantize mixed_4/tower/conv/batchnorm_eightbit_requantize
74452.459 37.000 8251.000 0.036% 71.536% QuantizedRelu mixed_4/tower/conv_eightbit_quantized
74489.459 0.008 1.784 0.000% 71.536% RequantizationRange mixed_4/tower_2/conv/batchnorm_eightbit_requant_range
74489.467 147.97632998.648 0.142% 71.678% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv
74637.443 55.49612375.608 0.053% 71.731% Requantize mixed_4/tower_2/conv/batchnorm_eightbit_requantize
74692.939 55.49612375.608 0.053% 71.785% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized
74748.435 0.008 1.784 0.000% 71.785% RequantizationRange mixed_4/tower_1/conv_1/Conv2D_eightbit_requant_range
74748.443 37.000 8251.000 0.036% 71.820% Requantize mixed_4/tower_1/conv_1/Conv2D_eightbit_requantize
74785.443 147.97632998.648 0.142% 71.962% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv
74933.419 0.008 1.784 0.000% 71.962% RequantizationRange mixed_4/tower/conv_1/Conv2D_eightbit_requant_range
74933.427 147.97632998.648 0.142% 72.105% QuantizedBiasAdd mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
75081.403 37.000 8251.000 0.036% 72.140% Requantize mixed_4/tower/conv_1/Conv2D_eightbit_requantize
75118.403 0.008 1.784 0.000% 72.140% RequantizationRange mixed_4/tower_1/conv_1/batchnorm_eightbit_requant_range
75118.411 37.000 8251.000 0.036% 72.176% Requantize mixed_4/tower_1/conv_1/batchnorm_eightbit_requantize
75155.411 37.000 8251.000 0.036% 72.211% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized
75192.411 147.97632998.648 0.142% 72.353% QuantizedBiasAdd mixed_4/tower/conv_1/batchnorm_eightbit_quantized_bias_add
75340.387 0.008 1.784 0.000% 72.353% RequantizationRange mixed_4/tower/conv_1/batchnorm_eightbit_requant_range
75340.395 37.000 8251.000 0.036% 72.389% Requantize mixed_4/tower/conv_1/batchnorm_eightbit_requantize
75377.395 37.000 8251.000 0.036% 72.424% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized
75414.395 147.97632998.648 0.142% 72.566% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv
75562.371 0.008 1.784 0.000% 72.566% RequantizationRange mixed_4/tower_1/conv_2/Conv2D_eightbit_requant_range
75562.379 37.000 8251.000 0.036% 72.602% Requantize mixed_4/tower_1/conv_2/Conv2D_eightbit_requantize
75599.379 147.97632998.648 0.142% 72.744% QuantizedBiasAdd mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
75747.355 0.008 1.784 0.000% 72.744% RequantizationRange mixed_4/tower_1/conv_2/batchnorm_eightbit_requant_range
75747.363 37.000 8251.000 0.036% 72.780% Requantize mixed_4/tower_1/conv_2/batchnorm_eightbit_requantize
75784.363 37.000 8251.000 0.036% 72.815% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized
75821.363 221.96049497.080 0.213% 73.028% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv
76043.323 0.008 1.784 0.000% 73.028% RequantizationRange mixed_4/tower/conv_2/Conv2D_eightbit_requant_range
76043.331 55.49612375.608 0.053% 73.082% Requantize mixed_4/tower/conv_2/Conv2D_eightbit_requantize
76098.827 147.97632998.648 0.142% 73.224% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv
76246.803 0.008 1.784 0.000% 73.224% RequantizationRange mixed_4/tower_1/conv_3/Conv2D_eightbit_requant_range
76246.811 221.96049497.080 0.213% 73.437% QuantizedBiasAdd mixed_4/tower/conv_2/batchnorm_eightbit_quantized_bias_add
76468.771 37.000 8251.000 0.036% 73.472% Requantize mixed_4/tower_1/conv_3/Conv2D_eightbit_requantize
76505.771 0.008 1.784 0.000% 73.472% RequantizationRange mixed_4/tower/conv_2/batchnorm_eightbit_requant_range
76505.779 55.49612375.608 0.053% 73.526% Requantize mixed_4/tower/conv_2/batchnorm_eightbit_requantize
76561.275 55.49612375.608 0.053% 73.579% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized
76616.771 147.97632998.648 0.142% 73.721% QuantizedBiasAdd mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
76764.747 0.008 1.784 0.000% 73.721% RequantizationRange mixed_4/tower_1/conv_3/batchnorm_eightbit_requant_range
76764.755 37.000 8251.000 0.036% 73.757% Requantize mixed_4/tower_1/conv_3/batchnorm_eightbit_requantize
76801.755 37.000 8251.000 0.036% 73.792% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized
76838.755 221.96049497.080 0.213% 74.005% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv
77060.715 0.008 1.784 0.000% 74.005% RequantizationRange mixed_4/tower_1/conv_4/Conv2D_eightbit_requant_range
77060.723 55.49612375.608 0.053% 74.059% Requantize mixed_4/tower_1/conv_4/Conv2D_eightbit_requantize
77116.219 221.96049497.080 0.213% 74.272% QuantizedBiasAdd mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
77338.179 0.008 1.784 0.000% 74.272% RequantizationRange mixed_4/tower_1/conv_4/batchnorm_eightbit_requant_range
77338.187 55.49612375.608 0.053% 74.325% Requantize mixed_4/tower_1/conv_4/batchnorm_eightbit_requantize
77393.683 55.49612375.608 0.053% 74.378% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized
77449.179 221.96049497.080 0.213% 74.592% QuantizedConcat mixed_4/join_eightbit_quantized_concat
77671.139 184.96841247.864 0.178% 74.769% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv
77856.107 0.008 1.784 0.000% 74.769% RequantizationRange mixed_5/tower_1/conv/Conv2D_eightbit_requant_range
77856.115 46.24810313.304 0.044% 74.814% Requantize mixed_5/tower_1/conv/Conv2D_eightbit_requantize
77902.363 221.96049497.080 0.213% 75.027% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv
78124.323 184.96841247.864 0.178% 75.204% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv
78309.291 221.96049497.080 0.213% 75.418% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized
78531.251 0.008 1.784 0.000% 75.418% RequantizationRange mixed_5/tower/conv/Conv2D_eightbit_requant_range
78531.259 0.008 1.784 0.000% 75.418% RequantizationRange mixed_5/conv/Conv2D_eightbit_requant_range
78531.267 46.24810313.304 0.044% 75.462% Requantize mixed_5/tower/conv/Conv2D_eightbit_requantize
78577.515 184.96841247.864 0.178% 75.640% QuantizedBiasAdd mixed_5/tower_1/conv/batchnorm_eightbit_quantized_bias_add
78762.483 0.008 1.784 0.000% 75.640% RequantizationRange mixed_5/tower_1/conv/batchnorm_eightbit_requant_range
78762.491 55.49612375.608 0.053% 75.693% Requantize mixed_5/conv/Conv2D_eightbit_requantize
78817.987 46.24810313.304 0.044% 75.737% Requantize mixed_5/tower_1/conv/batchnorm_eightbit_requantize
78864.235 46.24810313.304 0.044% 75.782% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized
78910.483 221.96049497.080 0.213% 75.995% QuantizedBiasAdd mixed_5/conv/batchnorm_eightbit_quantized_bias_add
79132.443 184.96841247.864 0.178% 76.173% QuantizedBiasAdd mixed_5/tower/conv/batchnorm_eightbit_quantized_bias_add
79317.411 0.008 1.784 0.000% 76.173% RequantizationRange mixed_5/conv/batchnorm_eightbit_requant_range
79317.419 0.008 1.784 0.000% 76.173% RequantizationRange mixed_5/tower/conv/batchnorm_eightbit_requant_range
79317.427 221.96049497.080 0.213% 76.386% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv
79539.387 0.008 1.784 0.000% 76.386% RequantizationRange mixed_5/tower_2/conv/Conv2D_eightbit_requant_range
79539.395 46.24810313.304 0.044% 76.430% Requantize mixed_5/tower/conv/batchnorm_eightbit_requantize
79585.643 46.24810313.304 0.044% 76.475% QuantizedRelu mixed_5/tower/conv_eightbit_quantized
79631.891 55.49612375.608 0.053% 76.528% Requantize mixed_5/tower_2/conv/Conv2D_eightbit_requantize
79687.387 55.49612375.608 0.053% 76.581% Requantize mixed_5/conv/batchnorm_eightbit_requantize
79742.883 55.49612375.608 0.053% 76.634% QuantizedRelu mixed_5/conv_eightbit_quantized
79798.379 184.96841247.864 0.178% 76.812% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv
79983.347 0.008 1.784 0.000% 76.812% RequantizationRange mixed_5/tower_1/conv_1/Conv2D_eightbit_requant_range
79983.355 221.96049497.080 0.213% 77.025% QuantizedBiasAdd mixed_5/tower_2/conv/batchnorm_eightbit_quantized_bias_add
80205.315 0.008 1.784 0.000% 77.025% RequantizationRange mixed_5/tower_2/conv/batchnorm_eightbit_requant_range
80205.323 46.24810313.304 0.044% 77.070% Requantize mixed_5/tower_1/conv_1/Conv2D_eightbit_requantize
80251.571 55.49612375.608 0.053% 77.123% Requantize mixed_5/tower_2/conv/batchnorm_eightbit_requantize
80307.067 55.49612375.608 0.053% 77.176% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized
80362.563 184.96841247.864 0.178% 77.354% QuantizedBiasAdd mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
80547.531 0.008 1.784 0.000% 77.354% RequantizationRange mixed_5/tower_1/conv_1/batchnorm_eightbit_requant_range
80547.539 46.24810313.304 0.044% 77.398% Requantize mixed_5/tower_1/conv_1/batchnorm_eightbit_requantize
80593.787 46.24810313.304 0.044% 77.443% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized
80640.035 184.96841247.864 0.178% 77.620% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv
80825.003 0.008 1.784 0.000% 77.620% RequantizationRange mixed_5/tower/conv_1/Conv2D_eightbit_requant_range
80825.011 46.24810313.304 0.044% 77.665% Requantize mixed_5/tower/conv_1/Conv2D_eightbit_requantize
80871.259 184.96841247.864 0.178% 77.842% QuantizedBiasAdd mixed_5/tower/conv_1/batchnorm_eightbit_quantized_bias_add
81056.227 0.008 1.784 0.000% 77.842% RequantizationRange mixed_5/tower/conv_1/batchnorm_eightbit_requant_range
81056.235 46.24810313.304 0.044% 77.887% Requantize mixed_5/tower/conv_1/batchnorm_eightbit_requantize
81102.483 46.24810313.304 0.044% 77.931% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized
81148.731 184.96841247.864 0.178% 78.109% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv
81333.699 0.008 1.784 0.000% 78.109% RequantizationRange mixed_5/tower_1/conv_2/Conv2D_eightbit_requant_range
81333.707 46.24810313.304 0.044% 78.153% Requantize mixed_5/tower_1/conv_2/Conv2D_eightbit_requantize
81379.955 184.96841247.864 0.178% 78.331% QuantizedBiasAdd mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
81564.923 0.008 1.784 0.000% 78.331% RequantizationRange mixed_5/tower_1/conv_2/batchnorm_eightbit_requant_range
81564.931 46.24810313.304 0.044% 78.375% Requantize mixed_5/tower_1/conv_2/batchnorm_eightbit_requantize
81611.179 46.24810313.304 0.044% 78.420% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized
81657.427 221.96049497.080 0.213% 78.633% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv
81879.387 0.008 1.784 0.000% 78.633% RequantizationRange mixed_5/tower/conv_2/Conv2D_eightbit_requant_range
81879.395 55.49612375.608 0.053% 78.686% Requantize mixed_5/tower/conv_2/Conv2D_eightbit_requantize
81934.891 221.96049497.080 0.213% 78.899% QuantizedBiasAdd mixed_5/tower/conv_2/batchnorm_eightbit_quantized_bias_add
82156.851 184.96841247.864 0.178% 79.077% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv
82341.819 0.008 1.784 0.000% 79.077% RequantizationRange mixed_5/tower/conv_2/batchnorm_eightbit_requant_range
82341.827 0.008 1.784 0.000% 79.077% RequantizationRange mixed_5/tower_1/conv_3/Conv2D_eightbit_requant_range
82341.835 55.49612375.608 0.053% 79.130% Requantize mixed_5/tower/conv_2/batchnorm_eightbit_requantize
82397.331 55.49612375.608 0.053% 79.184% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized
82452.827 46.24810313.304 0.044% 79.228% Requantize mixed_5/tower_1/conv_3/Conv2D_eightbit_requantize
82499.075 184.96841247.864 0.178% 79.406% QuantizedBiasAdd mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
82684.043 0.008 1.784 0.000% 79.406% RequantizationRange mixed_5/tower_1/conv_3/batchnorm_eightbit_requant_range
82684.051 46.24810313.304 0.044% 79.450% Requantize mixed_5/tower_1/conv_3/batchnorm_eightbit_requantize
82730.299 46.24810313.304 0.044% 79.495% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized
82776.547 221.96049497.080 0.213% 79.708% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv
82998.507 0.008 1.784 0.000% 79.708% RequantizationRange mixed_5/tower_1/conv_4/Conv2D_eightbit_requant_range
82998.515 55.49612375.608 0.053% 79.761% Requantize mixed_5/tower_1/conv_4/Conv2D_eightbit_requantize
83054.011 221.96049497.080 0.213% 79.974% QuantizedBiasAdd mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
83275.971 0.008 1.784 0.000% 79.974% RequantizationRange mixed_5/tower_1/conv_4/batchnorm_eightbit_requant_range
83275.979 55.49612375.608 0.053% 80.027% Requantize mixed_5/tower_1/conv_4/batchnorm_eightbit_requantize
83331.475 55.49612375.608 0.053% 80.081% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized
83386.971 221.96049497.080 0.213% 80.294% QuantizedConcat mixed_5/join_eightbit_quantized_concat
83608.931 184.96841247.864 0.178% 80.472% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv
83793.899 0.008 1.784 0.000% 80.472% RequantizationRange mixed_6/tower/conv/Conv2D_eightbit_requant_range
83793.907 184.96841247.864 0.178% 80.649% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv
83978.875 221.96049497.080 0.213% 80.862% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv
84200.835 46.24810313.304 0.044% 80.907% Requantize mixed_6/tower/conv/Conv2D_eightbit_requantize
84247.083 0.008 1.784 0.000% 80.907% RequantizationRange mixed_6/tower_1/conv/Conv2D_eightbit_requant_range
84247.091 0.008 1.784 0.000% 80.907% RequantizationRange mixed_6/conv/Conv2D_eightbit_requant_range
84247.099 221.96049497.080 0.213% 81.120% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized
84469.059 55.49612375.608 0.053% 81.173% Requantize mixed_6/conv/Conv2D_eightbit_requantize
84524.555 46.24810313.304 0.044% 81.218% Requantize mixed_6/tower_1/conv/Conv2D_eightbit_requantize
84570.803 184.96841247.864 0.178% 81.395% QuantizedBiasAdd mixed_6/tower/conv/batchnorm_eightbit_quantized_bias_add
84755.771 184.96841247.864 0.178% 81.573% QuantizedBiasAdd mixed_6/tower_1/conv/batchnorm_eightbit_quantized_bias_add
84940.739 221.96049497.080 0.213% 81.786% QuantizedBiasAdd mixed_6/conv/batchnorm_eightbit_quantized_bias_add
85162.699 221.96049497.080 0.213% 81.999% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv
85384.659 0.008 1.784 0.000% 81.999% RequantizationRange mixed_6/tower/conv/batchnorm_eightbit_requant_range
85384.667 0.008 1.784 0.000% 81.999% RequantizationRange mixed_6/tower_1/conv/batchnorm_eightbit_requant_range
85384.675 0.008 1.784 0.000% 81.999% RequantizationRange mixed_6/conv/batchnorm_eightbit_requant_range
85384.683 0.008 1.784 0.000% 81.999% RequantizationRange mixed_6/tower_2/conv/Conv2D_eightbit_requant_range
85384.691 55.49612375.608 0.053% 82.053% Requantize mixed_6/conv/batchnorm_eightbit_requantize
85440.187 55.49612375.608 0.053% 82.106% QuantizedRelu mixed_6/conv_eightbit_quantized
85495.683 46.24810313.304 0.044% 82.150% Requantize mixed_6/tower_1/conv/batchnorm_eightbit_requantize
85541.931 46.24810313.304 0.044% 82.195% Requantize mixed_6/tower/conv/batchnorm_eightbit_requantize
85588.179 46.24810313.304 0.044% 82.239% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized
85634.427 46.24810313.304 0.044% 82.284% QuantizedRelu mixed_6/tower/conv_eightbit_quantized
85680.675 55.49612375.608 0.053% 82.337% Requantize mixed_6/tower_2/conv/Conv2D_eightbit_requantize
85736.171 221.96049497.080 0.213% 82.550% QuantizedBiasAdd mixed_6/tower_2/conv/batchnorm_eightbit_quantized_bias_add
85958.131 0.008 1.784 0.000% 82.550% RequantizationRange mixed_6/tower_2/conv/batchnorm_eightbit_requant_range
85958.139 184.96841247.864 0.178% 82.728% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv
86143.107 55.49612375.608 0.053% 82.781% Requantize mixed_6/tower_2/conv/batchnorm_eightbit_requantize
86198.603 55.49612375.608 0.053% 82.834% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized
86254.099 0.008 1.784 0.000% 82.834% RequantizationRange mixed_6/tower/conv_1/Conv2D_eightbit_requant_range
86254.107 184.96841247.864 0.178% 83.012% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv
86439.075 46.24810313.304 0.044% 83.056% Requantize mixed_6/tower/conv_1/Conv2D_eightbit_requantize
86485.323 0.008 1.784 0.000% 83.056% RequantizationRange mixed_6/tower_1/conv_1/Conv2D_eightbit_requant_range
86485.331 46.24810313.304 0.044% 83.101% Requantize mixed_6/tower_1/conv_1/Conv2D_eightbit_requantize
86531.579 184.96841247.864 0.178% 83.278% QuantizedBiasAdd mixed_6/tower/conv_1/batchnorm_eightbit_quantized_bias_add
86716.547 0.008 1.784 0.000% 83.278% RequantizationRange mixed_6/tower/conv_1/batchnorm_eightbit_requant_range
86716.555 184.96841247.864 0.178% 83.456% QuantizedBiasAdd mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
86901.523 46.24810313.304 0.044% 83.500% Requantize mixed_6/tower/conv_1/batchnorm_eightbit_requantize
86947.771 46.24810313.304 0.044% 83.545% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized
86994.019 0.008 1.784 0.000% 83.545% RequantizationRange mixed_6/tower_1/conv_1/batchnorm_eightbit_requant_range
86994.027 46.24810313.304 0.044% 83.589% Requantize mixed_6/tower_1/conv_1/batchnorm_eightbit_requantize
87040.275 46.24810313.304 0.044% 83.634% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized
87086.523 221.96049497.080 0.213% 83.847% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv
87308.483 0.008 1.784 0.000% 83.847% RequantizationRange mixed_6/tower/conv_2/Conv2D_eightbit_requant_range
87308.491 184.96841247.864 0.178% 84.024% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv
87493.459 55.49612375.608 0.053% 84.078% Requantize mixed_6/tower/conv_2/Conv2D_eightbit_requantize
87548.955 0.008 1.784 0.000% 84.078% RequantizationRange mixed_6/tower_1/conv_2/Conv2D_eightbit_requant_range
87548.963 46.24810313.304 0.044% 84.122% Requantize mixed_6/tower_1/conv_2/Conv2D_eightbit_requantize
87595.211 221.96049497.080 0.213% 84.335% QuantizedBiasAdd mixed_6/tower/conv_2/batchnorm_eightbit_quantized_bias_add
87817.171 0.008 1.784 0.000% 84.335% RequantizationRange mixed_6/tower/conv_2/batchnorm_eightbit_requant_range
87817.179 55.49612375.608 0.053% 84.389% Requantize mixed_6/tower/conv_2/batchnorm_eightbit_requantize
87872.675 55.49612375.608 0.053% 84.442% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized
87928.171 184.96841247.864 0.178% 84.620% QuantizedBiasAdd mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
88113.139 0.008 1.784 0.000% 84.620% RequantizationRange mixed_6/tower_1/conv_2/batchnorm_eightbit_requant_range
88113.147 46.24810313.304 0.044% 84.664% Requantize mixed_6/tower_1/conv_2/batchnorm_eightbit_requantize
88159.395 46.24810313.304 0.044% 84.708% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized
88205.643 184.96841247.864 0.178% 84.886% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv
88390.611 0.008 1.784 0.000% 84.886% RequantizationRange mixed_6/tower_1/conv_3/Conv2D_eightbit_requant_range
88390.619 46.24810313.304 0.044% 84.930% Requantize mixed_6/tower_1/conv_3/Conv2D_eightbit_requantize
88436.867 184.96841247.864 0.178% 85.108% QuantizedBiasAdd mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
88621.835 0.008 1.784 0.000% 85.108% RequantizationRange mixed_6/tower_1/conv_3/batchnorm_eightbit_requant_range
88621.843 46.24810313.304 0.044% 85.153% Requantize mixed_6/tower_1/conv_3/batchnorm_eightbit_requantize
88668.091 46.24810313.304 0.044% 85.197% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized
88714.339 221.96049497.080 0.213% 85.410% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv
88936.299 0.008 1.784 0.000% 85.410% RequantizationRange mixed_6/tower_1/conv_4/Conv2D_eightbit_requant_range
88936.307 55.49612375.608 0.053% 85.463% Requantize mixed_6/tower_1/conv_4/Conv2D_eightbit_requantize
88991.803 221.96049497.080 0.213% 85.677% QuantizedBiasAdd mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
89213.763 0.008 1.784 0.000% 85.677% RequantizationRange mixed_6/tower_1/conv_4/batchnorm_eightbit_requant_range
89213.771 55.49612375.608 0.053% 85.730% Requantize mixed_6/tower_1/conv_4/batchnorm_eightbit_requantize
89269.267 55.49612375.608 0.053% 85.783% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized
89324.763 221.96049497.080 0.213% 85.996% QuantizedConcat mixed_6/join_eightbit_quantized_concat
89546.723 221.96049497.080 0.213% 86.209% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv
89768.683 0.008 1.784 0.000% 86.209% RequantizationRange mixed_7/conv/Conv2D_eightbit_requant_range
89768.691 221.96049497.080 0.213% 86.423% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized
89990.651 55.49612375.608 0.053% 86.476% Requantize mixed_7/conv/Conv2D_eightbit_requantize
90046.147 221.96049497.080 0.213% 86.689% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv
90268.107 221.96049497.080 0.213% 86.902% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv
90490.067 0.008 1.784 0.000% 86.902% RequantizationRange mixed_7/tower_1/conv/Conv2D_eightbit_requant_range
90490.075 0.008 1.784 0.000% 86.902% RequantizationRange mixed_7/tower/conv/Conv2D_eightbit_requant_range
90490.083 55.49612375.608 0.053% 86.956% Requantize mixed_7/tower/conv/Conv2D_eightbit_requantize
90545.579 221.96049497.080 0.213% 87.169% QuantizedBiasAdd mixed_7/conv/batchnorm_eightbit_quantized_bias_add
90767.539 55.49612375.608 0.053% 87.222% Requantize mixed_7/tower_1/conv/Conv2D_eightbit_requantize
90823.035 0.008 1.784 0.000% 87.222% RequantizationRange mixed_7/conv/batchnorm_eightbit_requant_range
90823.043 221.96049497.080 0.213% 87.435% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv
91045.003 0.008 1.784 0.000% 87.435% RequantizationRange mixed_7/tower_2/conv/Conv2D_eightbit_requant_range
91045.011 221.96049497.080 0.213% 87.648% QuantizedBiasAdd mixed_7/tower/conv/batchnorm_eightbit_quantized_bias_add
91266.971 55.49612375.608 0.053% 87.702% Requantize mixed_7/conv/batchnorm_eightbit_requantize
91322.467 55.49612375.608 0.053% 87.755% Requantize mixed_7/tower_2/conv/Conv2D_eightbit_requantize
91377.963 55.49612375.608 0.053% 87.808% QuantizedRelu mixed_7/conv_eightbit_quantized
91433.459 221.96049497.080 0.213% 88.021% QuantizedBiasAdd mixed_7/tower_1/conv/batchnorm_eightbit_quantized_bias_add
91655.419 0.008 1.784 0.000% 88.021% RequantizationRange mixed_7/tower/conv/batchnorm_eightbit_requant_range
91655.427 0.008 1.784 0.000% 88.021% RequantizationRange mixed_7/tower_1/conv/batchnorm_eightbit_requant_range
91655.435 55.49612375.608 0.053% 88.075% Requantize mixed_7/tower/conv/batchnorm_eightbit_requantize
91710.931 55.49612375.608 0.053% 88.128% QuantizedRelu mixed_7/tower/conv_eightbit_quantized
91766.427 55.49612375.608 0.053% 88.181% Requantize mixed_7/tower_1/conv/batchnorm_eightbit_requantize
91821.923 221.96049497.080 0.213% 88.394% QuantizedBiasAdd mixed_7/tower_2/conv/batchnorm_eightbit_quantized_bias_add
92043.883 55.49612375.608 0.053% 88.448% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized
92099.379 0.008 1.784 0.000% 88.448% RequantizationRange mixed_7/tower_2/conv/batchnorm_eightbit_requant_range
92099.387 55.49612375.608 0.053% 88.501% Requantize mixed_7/tower_2/conv/batchnorm_eightbit_requantize
92154.883 55.49612375.608 0.053% 88.554% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized
92210.379 221.96049497.080 0.213% 88.768% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv
92432.339 221.96049497.080 0.213% 88.981% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv
92654.299 0.008 1.784 0.000% 88.981% RequantizationRange mixed_7/tower/conv_1/Conv2D_eightbit_requant_range
92654.307 0.008 1.784 0.000% 88.981% RequantizationRange mixed_7/tower_1/conv_1/Conv2D_eightbit_requant_range
92654.315 55.49612375.608 0.053% 89.034% Requantize mixed_7/tower_1/conv_1/Conv2D_eightbit_requantize
92709.811 55.49612375.608 0.053% 89.087% Requantize mixed_7/tower/conv_1/Conv2D_eightbit_requantize
92765.307 221.96049497.080 0.213% 89.300% QuantizedBiasAdd mixed_7/tower/conv_1/batchnorm_eightbit_quantized_bias_add
92987.267 221.96049497.080 0.213% 89.514% QuantizedBiasAdd mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
93209.227 0.008 1.784 0.000% 89.514% RequantizationRange mixed_7/tower/conv_1/batchnorm_eightbit_requant_range
93209.235 0.008 1.784 0.000% 89.514% RequantizationRange mixed_7/tower_1/conv_1/batchnorm_eightbit_requant_range
93209.243 55.49612375.608 0.053% 89.567% Requantize mixed_7/tower_1/conv_1/batchnorm_eightbit_requantize
93264.739 55.49612375.608 0.053% 89.620% Requantize mixed_7/tower/conv_1/batchnorm_eightbit_requantize
93320.235 55.49612375.608 0.053% 89.674% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized
93375.731 55.49612375.608 0.053% 89.727% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized
93431.227 221.96049497.080 0.213% 89.940% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv
93653.187 221.96049497.080 0.213% 90.153% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv
93875.147 0.008 1.784 0.000% 90.153% RequantizationRange mixed_7/tower/conv_2/Conv2D_eightbit_requant_range
93875.155 55.49612375.608 0.053% 90.206% Requantize mixed_7/tower/conv_2/Conv2D_eightbit_requantize
93930.651 0.008 1.784 0.000% 90.206% RequantizationRange mixed_7/tower_1/conv_2/Conv2D_eightbit_requant_range
93930.659 55.49612375.608 0.053% 90.260% Requantize mixed_7/tower_1/conv_2/Conv2D_eightbit_requantize
93986.155 221.96049497.080 0.213% 90.473% QuantizedBiasAdd mixed_7/tower/conv_2/batchnorm_eightbit_quantized_bias_add
94208.115 221.96049497.080 0.213% 90.686% QuantizedBiasAdd mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
94430.075 0.008 1.784 0.000% 90.686% RequantizationRange mixed_7/tower/conv_2/batchnorm_eightbit_requant_range
94430.083 0.008 1.784 0.000% 90.686% RequantizationRange mixed_7/tower_1/conv_2/batchnorm_eightbit_requant_range
94430.091 55.49612375.608 0.053% 90.739% Requantize mixed_7/tower_1/conv_2/batchnorm_eightbit_requantize
94485.587 55.49612375.608 0.053% 90.793% Requantize mixed_7/tower/conv_2/batchnorm_eightbit_requantize
94541.083 55.49612375.608 0.053% 90.846% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized
94596.579 55.49612375.608 0.053% 90.899% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized
94652.075 221.96049497.080 0.213% 91.112% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv
94874.035 0.008 1.784 0.000% 91.112% RequantizationRange mixed_7/tower_1/conv_3/Conv2D_eightbit_requant_range
94874.043 55.49612375.608 0.053% 91.166% Requantize mixed_7/tower_1/conv_3/Conv2D_eightbit_requantize
94929.539 221.96049497.080 0.213% 91.379% QuantizedBiasAdd mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
95151.499 0.008 1.784 0.000% 91.379% RequantizationRange mixed_7/tower_1/conv_3/batchnorm_eightbit_requant_range
95151.507 55.49612375.608 0.053% 91.432% Requantize mixed_7/tower_1/conv_3/batchnorm_eightbit_requantize
95207.003 55.49612375.608 0.053% 91.485% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized
95262.499 221.96049497.080 0.213% 91.699% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv
95484.459 0.008 1.784 0.000% 91.699% RequantizationRange mixed_7/tower_1/conv_4/Conv2D_eightbit_requant_range
95484.467 55.49612375.608 0.053% 91.752% Requantize mixed_7/tower_1/conv_4/Conv2D_eightbit_requantize
95539.963 221.96049497.080 0.213% 91.965% QuantizedBiasAdd mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
95761.923 0.008 1.784 0.000% 91.965% RequantizationRange mixed_7/tower_1/conv_4/batchnorm_eightbit_requant_range
95761.931 55.49612375.608 0.053% 92.018% Requantize mixed_7/tower_1/conv_4/batchnorm_eightbit_requantize
95817.427 55.49612375.608 0.053% 92.072% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized
95872.923 221.96049497.080 0.213% 92.285% QuantizedConcat mixed_7/join_eightbit_quantized_concat
96094.883 49.16010962.680 0.047% 92.332% QuantizedMaxPool mixed_8/pool_eightbit_quantized
96144.043 221.96049497.080 0.213% 92.545% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv
96366.003 0.008 1.784 0.000% 92.545% RequantizationRange mixed_8/tower/conv/Conv2D_eightbit_requant_range
96366.011 55.49612375.608 0.053% 92.599% Requantize mixed_8/tower/conv/Conv2D_eightbit_requantize
96421.507 221.96049497.080 0.213% 92.812% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv
96643.467 0.008 1.784 0.000% 92.812% RequantizationRange mixed_8/tower_1/conv/Conv2D_eightbit_requant_range
96643.475 55.49612375.608 0.053% 92.865% Requantize mixed_8/tower_1/conv/Conv2D_eightbit_requantize
96698.971 221.96049497.080 0.213% 93.078% QuantizedBiasAdd mixed_8/tower/conv/batchnorm_eightbit_quantized_bias_add
96920.931 221.96049497.080 0.213% 93.291% QuantizedBiasAdd mixed_8/tower_1/conv/batchnorm_eightbit_quantized_bias_add
97142.891 0.008 1.784 0.000% 93.291% RequantizationRange mixed_8/tower/conv/batchnorm_eightbit_requant_range
97142.899 0.008 1.784 0.000% 93.291% RequantizationRange mixed_8/tower_1/conv/batchnorm_eightbit_requant_range
97142.907 55.49612375.608 0.053% 93.345% Requantize mixed_8/tower_1/conv/batchnorm_eightbit_requantize
97198.403 55.49612375.608 0.053% 93.398% Requantize mixed_8/tower/conv/batchnorm_eightbit_requantize
97253.899 55.49612375.608 0.053% 93.451% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized
97309.395 55.49612375.608 0.053% 93.504% QuantizedRelu mixed_8/tower/conv_eightbit_quantized
97364.891 221.96049497.080 0.213% 93.718% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv
97586.851 0.008 1.784 0.000% 93.718% RequantizationRange mixed_8/tower_1/conv_1/Conv2D_eightbit_requant_range
97586.859 55.49612375.608 0.053% 93.771% Requantize mixed_8/tower_1/conv_1/Conv2D_eightbit_requantize
97642.355 81.92818269.944 0.079% 93.850% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv
97724.283 0.008 1.784 0.000% 93.850% RequantizationRange mixed_8/tower/conv_1/Conv2D_eightbit_requant_range
97724.291 20.488 4568.824 0.020% 93.869% Requantize mixed_8/tower/conv_1/Conv2D_eightbit_requantize
97744.779 221.96049497.080 0.213% 94.082% QuantizedBiasAdd mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
97966.739 0.008 1.784 0.000% 94.082% RequantizationRange mixed_8/tower_1/conv_1/batchnorm_eightbit_requant_range
97966.747 81.92818269.944 0.079% 94.161% QuantizedBiasAdd mixed_8/tower/conv_1/batchnorm_eightbit_quantized_bias_add
98048.675 55.49612375.608 0.053% 94.214% Requantize mixed_8/tower_1/conv_1/batchnorm_eightbit_requantize
98104.171 55.49612375.608 0.053% 94.268% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized
98159.667 0.008 1.784 0.000% 94.268% RequantizationRange mixed_8/tower/conv_1/batchnorm_eightbit_requant_range
98159.675 20.488 4568.824 0.020% 94.287% Requantize mixed_8/tower/conv_1/batchnorm_eightbit_requantize
98180.163 20.488 4568.824 0.020% 94.307% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized
98200.651 221.96049497.080 0.213% 94.520% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv
98422.611 0.008 1.784 0.000% 94.520% RequantizationRange mixed_8/tower_1/conv_2/Conv2D_eightbit_requant_range
98422.619 55.49612375.608 0.053% 94.574% Requantize mixed_8/tower_1/conv_2/Conv2D_eightbit_requantize
98478.115 221.96049497.080 0.213% 94.787% QuantizedBiasAdd mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
98700.075 0.008 1.784 0.000% 94.787% RequantizationRange mixed_8/tower_1/conv_2/batchnorm_eightbit_requant_range
98700.083 55.49612375.608 0.053% 94.840% Requantize mixed_8/tower_1/conv_2/batchnorm_eightbit_requantize
98755.579 55.49612375.608 0.053% 94.893% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized
98811.075 49.16010962.680 0.047% 94.941% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv
98860.235 0.008 1.784 0.000% 94.941% RequantizationRange mixed_8/tower_1/conv_3/Conv2D_eightbit_requant_range
98860.243 12.296 2742.008 0.012% 94.952% Requantize mixed_8/tower_1/conv_3/Conv2D_eightbit_requantize
98872.539 49.16010962.680 0.047% 95.000% QuantizedBiasAdd mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
98921.699 0.008 1.784 0.000% 95.000% RequantizationRange mixed_8/tower_1/conv_3/batchnorm_eightbit_requant_range
98921.707 12.296 2742.008 0.012% 95.011% Requantize mixed_8/tower_1/conv_3/batchnorm_eightbit_requantize
98934.003 12.296 2742.008 0.012% 95.023% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized
98946.299 81.92818269.944 0.079% 95.102% QuantizedConcat mixed_8/join_eightbit_quantized_concat
99028.227 81.92818269.944 0.079% 95.181% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized
99110.155 114.69625577.208 0.110% 95.291% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv
99224.851 0.008 1.784 0.000% 95.291% RequantizationRange mixed_9/tower_1/conv/Conv2D_eightbit_requant_range
99224.859 49.16010962.680 0.047% 95.338% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv
99274.019 0.008 1.784 0.000% 95.338% RequantizationRange mixed_9/tower_2/conv/Conv2D_eightbit_requant_range
99274.027 28.680 6395.640 0.028% 95.365% Requantize mixed_9/tower_1/conv/Conv2D_eightbit_requantize
99302.707 12.296 2742.008 0.012% 95.377% Requantize mixed_9/tower_2/conv/Conv2D_eightbit_requantize
99315.003 98.31221923.576 0.094% 95.472% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv
99413.315 0.008 1.784 0.000% 95.472% RequantizationRange mixed_9/tower/conv/Conv2D_eightbit_requant_range
99413.323 24.584 5482.232 0.024% 95.495% Requantize mixed_9/tower/conv/Conv2D_eightbit_requantize
99437.907 49.16010962.680 0.047% 95.543% QuantizedBiasAdd mixed_9/tower_2/conv/batchnorm_eightbit_quantized_bias_add
99487.067 81.92818269.944 0.079% 95.621% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv
99568.995 114.69625577.208 0.110% 95.731% QuantizedBiasAdd mixed_9/tower_1/conv/batchnorm_eightbit_quantized_bias_add
99683.691 0.008 1.784 0.000% 95.731% RequantizationRange mixed_9/tower_2/conv/batchnorm_eightbit_requant_range
99683.699 0.008 1.784 0.000% 95.731% RequantizationRange mixed_9/conv/Conv2D_eightbit_requant_range
99683.707 0.008 1.784 0.000% 95.731% RequantizationRange mixed_9/tower_1/conv/batchnorm_eightbit_requant_range
99683.715 12.296 2742.008 0.012% 95.743% Requantize mixed_9/tower_2/conv/batchnorm_eightbit_requantize
99696.011 28.680 6395.640 0.028% 95.771% Requantize mixed_9/tower_1/conv/batchnorm_eightbit_requantize
99724.691 20.488 4568.824 0.020% 95.790% Requantize mixed_9/conv/Conv2D_eightbit_requantize
99745.179 12.296 2742.008 0.012% 95.802% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized
99757.475 28.680 6395.640 0.028% 95.830% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized
99786.155 98.31221923.576 0.094% 95.924% QuantizedBiasAdd mixed_9/tower/conv/batchnorm_eightbit_quantized_bias_add
99884.467 0.008 1.784 0.000% 95.924% RequantizationRange mixed_9/tower/conv/batchnorm_eightbit_requant_range
99884.475 81.92818269.944 0.079% 96.003% QuantizedBiasAdd mixed_9/conv/batchnorm_eightbit_quantized_bias_add
99966.403 0.008 1.784 0.000% 96.003% RequantizationRange mixed_9/conv/batchnorm_eightbit_requant_range
99966.411 24.584 5482.232 0.024% 96.026% Requantize mixed_9/tower/conv/batchnorm_eightbit_requantize
99990.995 24.584 5482.232 0.024% 96.050% QuantizedRelu mixed_9/tower/conv_eightbit_quantized
100015.579 20.488 4568.824 0.020% 96.070% Requantize mixed_9/conv/batchnorm_eightbit_requantize
100036.067 20.488 4568.824 0.020% 96.089% QuantizedRelu mixed_9/conv_eightbit_quantized
100056.555 98.31221923.576 0.094% 96.184% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
100154.867 0.008 1.784 0.000% 96.184% RequantizationRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requant_range
100154.875 24.584 5482.232 0.024% 96.207% Requantize mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requantize
100179.459 98.31221923.576 0.094% 96.302% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv
100277.771 98.31221923.576 0.094% 96.396% QuantizedBiasAdd mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
100376.083 0.008 1.784 0.000% 96.396% RequantizationRange mixed_9/tower/mixed/conv/Conv2D_eightbit_requant_range
100376.091 0.008 1.784 0.000% 96.396% RequantizationRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requant_range
100376.099 24.584 5482.232 0.024% 96.420% Requantize mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requantize
100400.683 24.584 5482.232 0.024% 96.444% Requantize mixed_9/tower/mixed/conv/Conv2D_eightbit_requantize
100425.267 24.584 5482.232 0.024% 96.467% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized
100449.851 98.31221923.576 0.094% 96.562% QuantizedBiasAdd mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
100548.163 0.008 1.784 0.000% 96.562% RequantizationRange mixed_9/tower/mixed/conv/batchnorm_eightbit_requant_range
100548.171 24.584 5482.232 0.024% 96.585% Requantize mixed_9/tower/mixed/conv/batchnorm_eightbit_requantize
100572.755 24.584 5482.232 0.024% 96.609% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized
100597.339 98.31221923.576 0.094% 96.703% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv
100695.651 0.008 1.784 0.000% 96.703% RequantizationRange mixed_9/tower_1/conv_1/Conv2D_eightbit_requant_range
100695.659 24.584 5482.232 0.024% 96.727% Requantize mixed_9/tower_1/conv_1/Conv2D_eightbit_requantize
100720.243 98.31221923.576 0.094% 96.821% QuantizedBiasAdd mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
100818.555 0.008 1.784 0.000% 96.821% RequantizationRange mixed_9/tower_1/conv_1/batchnorm_eightbit_requant_range
100818.563 24.584 5482.232 0.024% 96.845% Requantize mixed_9/tower_1/conv_1/batchnorm_eightbit_requantize
100843.147 24.584 5482.232 0.024% 96.868% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized
100867.731 98.31221923.576 0.094% 96.963% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
100966.043 0.008 1.784 0.000% 96.963% RequantizationRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
100966.051 24.584 5482.232 0.024% 96.986% Requantize mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
100990.635 98.31221923.576 0.094% 97.081% QuantizedBiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
101088.947 98.31221923.576 0.094% 97.175% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
101187.259 0.008 1.784 0.000% 97.175% RequantizationRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
101187.267 24.584 5482.232 0.024% 97.199% Requantize mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
101211.851 0.008 1.784 0.000% 97.199% RequantizationRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requant_range
101211.859 24.584 5482.232 0.024% 97.223% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized
101236.443 24.584 5482.232 0.024% 97.246% Requantize mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requantize
101261.027 98.31221923.576 0.094% 97.341% QuantizedBiasAdd mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
101359.339 0.008 1.784 0.000% 97.341% RequantizationRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requant_range
101359.347 24.584 5482.232 0.024% 97.364% Requantize mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requantize
101383.931 24.584 5482.232 0.024% 97.388% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized
101408.515 131.08029230.840 0.126% 97.514% QuantizedConcat mixed_9/join_eightbit_quantized_concat
101539.595 131.08029230.840 0.126% 97.640% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized
101670.675 98.31221923.576 0.094% 97.734% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv
101768.987 0.008 1.784 0.000% 97.734% RequantizationRange mixed_10/tower/conv/Conv2D_eightbit_requant_range
101768.995 49.16010962.680 0.047% 97.781% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv
101818.155 0.008 1.784 0.000% 97.781% RequantizationRange mixed_10/tower_2/conv/Conv2D_eightbit_requant_range
101818.163 24.584 5482.232 0.024% 97.805% Requantize mixed_10/tower/conv/Conv2D_eightbit_requantize
101842.747 12.296 2742.008 0.012% 97.817% Requantize mixed_10/tower_2/conv/Conv2D_eightbit_requantize
101855.043 81.92818269.944 0.079% 97.895% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv
101936.971 0.008 1.784 0.000% 97.895% RequantizationRange mixed_10/conv/Conv2D_eightbit_requant_range
101936.979 98.31221923.576 0.094% 97.990% QuantizedBiasAdd mixed_10/tower/conv/batchnorm_eightbit_quantized_bias_add
102035.291 49.16010962.680 0.047% 98.037% QuantizedBiasAdd mixed_10/tower_2/conv/batchnorm_eightbit_quantized_bias_add
102084.451 0.008 1.784 0.000% 98.037% RequantizationRange mixed_10/tower_2/conv/batchnorm_eightbit_requant_range
102084.459 0.008 1.784 0.000% 98.037% RequantizationRange mixed_10/tower/conv/batchnorm_eightbit_requant_range
102084.467 20.488 4568.824 0.020% 98.057% Requantize mixed_10/conv/Conv2D_eightbit_requantize
102104.955 12.296 2742.008 0.012% 98.068% Requantize mixed_10/tower_2/conv/batchnorm_eightbit_requantize
102117.251 12.296 2742.008 0.012% 98.080% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized
102129.547 24.584 5482.232 0.024% 98.104% Requantize mixed_10/tower/conv/batchnorm_eightbit_requantize
102154.131 81.92818269.944 0.079% 98.183% QuantizedBiasAdd mixed_10/conv/batchnorm_eightbit_quantized_bias_add
102236.059 24.584 5482.232 0.024% 98.206% QuantizedRelu mixed_10/tower/conv_eightbit_quantized
102260.643 0.008 1.784 0.000% 98.206% RequantizationRange mixed_10/conv/batchnorm_eightbit_requant_range
102260.651 20.488 4568.824 0.020% 98.226% Requantize mixed_10/conv/batchnorm_eightbit_requantize
102281.139 20.488 4568.824 0.020% 98.245% QuantizedRelu mixed_10/conv_eightbit_quantized
102301.627 114.69625577.208 0.110% 98.356% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv
102416.323 0.008 1.784 0.000% 98.356% RequantizationRange mixed_10/tower_1/conv/Conv2D_eightbit_requant_range
102416.331 28.680 6395.640 0.028% 98.383% Requantize mixed_10/tower_1/conv/Conv2D_eightbit_requantize
102445.011 114.69625577.208 0.110% 98.493% QuantizedBiasAdd mixed_10/tower_1/conv/batchnorm_eightbit_quantized_bias_add
102559.707 0.008 1.784 0.000% 98.493% RequantizationRange mixed_10/tower_1/conv/batchnorm_eightbit_requant_range
102559.715 28.680 6395.640 0.028% 98.521% Requantize mixed_10/tower_1/conv/batchnorm_eightbit_requantize
102588.395 28.680 6395.640 0.028% 98.548% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized
102617.075 98.31221923.576 0.094% 98.643% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv
102715.387 0.008 1.784 0.000% 98.643% RequantizationRange mixed_10/tower/mixed/conv/Conv2D_eightbit_requant_range
102715.395 98.31221923.576 0.094% 98.737% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
102813.707 0.008 1.784 0.000% 98.737% RequantizationRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requant_range
102813.715 24.584 5482.232 0.024% 98.761% Requantize mixed_10/tower/mixed/conv/Conv2D_eightbit_requantize
102838.299 24.584 5482.232 0.024% 98.785% Requantize mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requantize
102862.883 98.31221923.576 0.094% 98.879% QuantizedBiasAdd mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
102961.195 0.008 1.784 0.000% 98.879% RequantizationRange mixed_10/tower/mixed/conv/batchnorm_eightbit_requant_range
102961.203 24.584 5482.232 0.024% 98.903% Requantize mixed_10/tower/mixed/conv/batchnorm_eightbit_requantize
102985.787 98.31221923.576 0.094% 98.997% QuantizedBiasAdd mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
103084.099 24.584 5482.232 0.024% 99.021% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized
103108.683 0.008 1.784 0.000% 99.021% RequantizationRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requant_range
103108.691 24.584 5482.232 0.024% 99.044% Requantize mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requantize
103133.275 24.584 5482.232 0.024% 99.068% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized
103157.859 98.31221923.576 0.094% 99.162% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv
103256.171 0.008 1.784 0.000% 99.162% RequantizationRange mixed_10/tower_1/conv_1/Conv2D_eightbit_requant_range
103256.179 24.584 5482.232 0.024% 99.186% Requantize mixed_10/tower_1/conv_1/Conv2D_eightbit_requantize
103280.763 98.31221923.576 0.094% 99.280% QuantizedBiasAdd mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
103379.075 0.008 1.784 0.000% 99.280% RequantizationRange mixed_10/tower_1/conv_1/batchnorm_eightbit_requant_range
103379.083 24.584 5482.232 0.024% 99.304% Requantize mixed_10/tower_1/conv_1/batchnorm_eightbit_requantize
103403.667 24.584 5482.232 0.024% 99.327% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized
103428.251 98.31221923.576 0.094% 99.422% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
103526.563 0.008 1.784 0.000% 99.422% RequantizationRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requant_range
103526.571 98.31221923.576 0.094% 99.516% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
103624.883 24.584 5482.232 0.024% 99.540% Requantize mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requantize
103649.467 0.008 1.784 0.000% 99.540% RequantizationRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
103649.475 24.584 5482.232 0.024% 99.564% Requantize mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
103674.059 98.31221923.576 0.094% 99.658% QuantizedBiasAdd mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
103772.371 0.008 1.784 0.000% 99.658% RequantizationRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requant_range
103772.379 98.31221923.576 0.094% 99.752% QuantizedBiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
103870.691 24.584 5482.232 0.024% 99.776% Requantize mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requantize
103895.275 0.008 1.784 0.000% 99.776% RequantizationRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
103895.283 24.584 5482.232 0.024% 99.800% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized
103919.867 24.584 5482.232 0.024% 99.823% Requantize mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
103944.451 24.584 5482.232 0.024% 99.847% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized
103969.035 131.08029230.840 0.126% 99.973% QuantizedConcat mixed_10/join_eightbit_quantized_concat
104100.115 2.056 458.488 0.002% 99.975% QuantizedAvgPool pool_3_eightbit_quantized
104102.171 0.008 1.784 0.000% 99.975% QuantizedReshape pool_3/_reshape_eightbit_quantized_reshape
104102.179 8.192 1826.816 0.008% 99.983% Dequantize pool_3
104110.371 4.040 900.920 0.004% 99.986% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_mat_mul
104114.411 0.008 1.784 0.000% 99.986% RequantizationRange softmax/logits/MatMul_eightbit_requant_range
104114.419 1.016 226.568 0.001% 99.987% Requantize softmax/logits/MatMul_eightbit_requantize
104115.435 4.040 900.920 0.004% 99.991% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add
104119.475 0.008 1.784 0.000% 99.991% RequantizationRange softmax/logits_eightbit_requant_range
104119.483 1.016 226.568 0.001% 99.992% Requantize softmax/logits_eightbit_requantize
104120.499 4.032 899.136 0.004% 99.996% Dequantize softmax/logits
104124.531 4.032 899.136 0.004% 100.000% Softmax softmax
1 runs, avg 1.083e+05 ms, 1282 nodes defined 1282 nodes observed
23220669.5 avg KB per run.
============ Top by memory usage in KB =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
22604.363 5531.9121233616.376 5.313% 5.313% QuantizedBiasAdd conv_2/batchnorm_eightbit_quantized_bias_add
15689.459 5531.9121233616.376 5.313% 10.625% QuantizedConv2D conv_2/Conv2D_eightbit_quantized_conv
40772.275 3871.496863343.608 3.718% 14.343% QuantizedBiasAdd conv_4/batchnorm_eightbit_quantized_bias_add
35932.891 3871.496863343.608 3.718% 18.061% QuantizedConv2D conv_4/Conv2D_eightbit_quantized_conv
268.227 2841.736633707.128 2.729% 20.790% QuantizedConv2D conv/Conv2D_eightbit_quantized_conv
3820.411 2841.736633707.128 2.729% 23.519% QuantizedBiasAdd conv/batchnorm_eightbit_quantized_bias_add
11540.499 2765.960616809.080 2.656% 26.176% QuantizedBiasAdd conv_1/batchnorm_eightbit_quantized_bias_add
8083.035 2765.960616809.080 2.656% 28.832% QuantizedConv2D conv_1/Conv2D_eightbit_quantized_conv
33374.939 1705.288380279.224 1.638% 30.470% QuantizedBiasAdd conv_3/batchnorm_eightbit_quantized_bias_add
31243.315 1705.288380279.224 1.638% 32.107% QuantizedConv2D conv_3/Conv2D_eightbit_quantized_conv
29519.267 1382.984308405.432 1.328% 33.435% QuantizedRelu conv_2_eightbit_quantized
28136.283 1382.984308405.432 1.328% 34.764% Requantize conv_2/batchnorm_eightbit_requantize
21221.379 1382.984308405.432 1.328% 36.092% Requantize conv_2/Conv2D_eightbit_requantize
44643.779 967.880215837.240 0.930% 37.021% Requantize conv_4/batchnorm_eightbit_requantize
39804.395 967.880215837.240 0.930% 37.951% Requantize conv_4/Conv2D_eightbit_requantize
45611.659 967.880215837.240 0.930% 38.880% QuantizedRelu conv_4_eightbit_quantized
7372.595 710.440158428.120 0.682% 39.562% QuantizedRelu conv_eightbit_quantized
3109.971 710.440158428.120 0.682% 40.245% Requantize conv/Conv2D_eightbit_requantize
6662.155 710.440158428.120 0.682% 40.927% Requantize conv/batchnorm_eightbit_requantize
14997.963 691.496154203.608 0.664% 41.591% QuantizedRelu conv_1_eightbit_quantized
14306.467 691.496154203.608 0.664% 42.255% Requantize conv_1/batchnorm_eightbit_requantize
10849.003 691.496154203.608 0.664% 42.919% Requantize conv_1/Conv2D_eightbit_requantize
69302.067 470.408104900.984 0.452% 43.371% QuantizedConv2D mixed_3/tower/conv_1/Conv2D_eightbit_quantized_conv
70444.995 470.408104900.984 0.452% 43.823% QuantizedBiasAdd mixed_3/tower/conv_1/batchnorm_eightbit_quantized_bias_add
67297.931 470.408104900.984 0.452% 44.275% QuantizedBiasAdd mixed_2/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
66709.907 470.408104900.984 0.452% 44.726% QuantizedConv2D mixed_2/tower_1/conv_2/Conv2D_eightbit_quantized_conv
65847.451 470.408104900.984 0.452% 45.178% QuantizedBiasAdd mixed_2/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
64083.363 470.408104900.984 0.452% 45.630% QuantizedConv2D mixed_2/tower_1/conv_1/Conv2D_eightbit_quantized_conv
59908.323 470.408104900.984 0.452% 46.082% QuantizedBiasAdd mixed_1/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
59320.299 470.408104900.984 0.452% 46.533% QuantizedConv2D mixed_1/tower_1/conv_2/Conv2D_eightbit_quantized_conv
56536.939 470.408104900.984 0.452% 46.985% QuantizedConv2D mixed_1/tower_1/conv_1/Conv2D_eightbit_quantized_conv
58065.819 470.408104900.984 0.452% 47.437% QuantizedBiasAdd mixed_1/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
52597.115 470.408104900.984 0.452% 47.889% QuantizedBiasAdd mixed/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
52009.091 470.408104900.984 0.452% 48.340% QuantizedConv2D mixed/tower_1/conv_2/Conv2D_eightbit_quantized_conv
49852.979 470.408104900.984 0.452% 48.792% QuantizedConv2D mixed/tower_1/conv_1/Conv2D_eightbit_quantized_conv
50833.027 470.408104900.984 0.452% 49.244% QuantizedBiasAdd mixed/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
69890.091 443.91298992.376 0.426% 49.670% QuantizedConv2D mixed_3/conv/Conv2D_eightbit_quantized_conv
70915.403 443.91298992.376 0.426% 50.096% QuantizedBiasAdd mixed_3/conv/batchnorm_eightbit_quantized_bias_add
35506.563 426.32895071.144 0.409% 50.506% QuantizedRelu conv_3_eightbit_quantized
35080.235 426.32895071.144 0.409% 50.915% Requantize conv_3/batchnorm_eightbit_requantize
32948.611 426.32895071.144 0.409% 51.325% Requantize conv_3/Conv2D_eightbit_requantize
63338.531 352.80878676.184 0.339% 51.664% QuantizedAvgPool mixed_2/tower_2/pool_eightbit_quantized
68003.563 352.80878676.184 0.339% 52.002% QuantizedConcat mixed_2/join_eightbit_quantized_concat
60613.955 352.80878676.184 0.339% 52.341% QuantizedConcat mixed_1/join_eightbit_quantized_concat
30902.251 341.06476057.272 0.328% 52.669% QuantizedMaxPool pool_eightbit_quantized
68831.635 313.60869934.584 0.301% 52.970% QuantizedBiasAdd mixed_3/tower/conv/batchnorm_eightbit_quantized_bias_add
68356.371 313.60869934.584 0.301% 53.271% QuantizedConv2D mixed_3/tower/conv/Conv2D_eightbit_quantized_conv
64867.395 313.60869934.584 0.301% 53.572% QuantizedBiasAdd mixed_2/tower_2/conv/batchnorm_eightbit_quantized_bias_add
63691.339 313.60869934.584 0.301% 53.873% QuantizedConv2D mixed_2/tower_2/conv/Conv2D_eightbit_quantized_conv
62593.651 313.60869934.584 0.301% 54.175% QuantizedBiasAdd mixed_2/tower_1/conv/batchnorm_eightbit_quantized_bias_add
61260.787 313.60869934.584 0.301% 54.476% QuantizedConv2D mixed_2/tower_1/conv/Conv2D_eightbit_quantized_conv
65455.435 313.60869934.584 0.301% 54.777% QuantizedBiasAdd mixed_2/tower/conv_1/batchnorm_eightbit_quantized_bias_add
64553.771 313.60869934.584 0.301% 55.078% QuantizedConv2D mixed_2/tower/conv_1/Conv2D_eightbit_quantized_conv
62280.043 313.60869934.584 0.301% 55.379% QuantizedBiasAdd mixed_2/conv/batchnorm_eightbit_quantized_bias_add
61574.395 313.60869934.584 0.301% 55.680% QuantizedConv2D mixed_2/conv/Conv2D_eightbit_quantized_conv
54616.019 313.60869934.584 0.301% 55.982% QuantizedAvgPool mixed_1/tower_2/pool_eightbit_quantized
57085.763 313.60869934.584 0.301% 56.283% QuantizedBiasAdd mixed_1/tower_2/conv/batchnorm_eightbit_quantized_bias_add
55556.859 313.60869934.584 0.301% 56.584% QuantizedConv2D mixed_1/tower_2/conv/Conv2D_eightbit_quantized_conv
58732.259 313.60869934.584 0.301% 56.885% QuantizedBiasAdd mixed_1/tower/conv_1/batchnorm_eightbit_quantized_bias_add
55243.243 313.60869934.584 0.301% 57.186% QuantizedBiasAdd mixed_1/tower_1/conv/batchnorm_eightbit_quantized_bias_add
53616.355 313.60869934.584 0.301% 57.488% QuantizedConv2D mixed_1/tower_1/conv/Conv2D_eightbit_quantized_conv
57595.395 313.60869934.584 0.301% 57.789% QuantizedConv2D mixed_1/tower/conv_1/Conv2D_eightbit_quantized_conv
54165.187 313.60869934.584 0.301% 58.090% QuantizedConv2D mixed_1/conv/Conv2D_eightbit_quantized_conv
56066.507 313.60869934.584 0.301% 58.391% QuantizedBiasAdd mixed_1/conv/batchnorm_eightbit_quantized_bias_add
51303.435 313.60869934.584 0.301% 58.692% QuantizedBiasAdd mixed/tower/conv_1/batchnorm_eightbit_quantized_bias_add
48284.843 313.60869934.584 0.301% 58.993% QuantizedBiasAdd mixed/tower_1/conv/batchnorm_eightbit_quantized_bias_add
46814.747 313.60869934.584 0.301% 59.295% QuantizedConv2D mixed/tower_1/conv/Conv2D_eightbit_quantized_conv
50441.003 313.60869934.584 0.301% 59.596% QuantizedConv2D mixed/tower/conv_1/Conv2D_eightbit_quantized_conv
47128.355 313.60869934.584 0.301% 59.897% QuantizedConv2D mixed/conv/Conv2D_eightbit_quantized_conv
53302.747 313.60869934.584 0.301% 60.198% QuantizedConcat mixed/join_eightbit_quantized_concat
48833.659 313.60869934.584 0.301% 60.499% QuantizedBiasAdd mixed/conv/batchnorm_eightbit_quantized_bias_add
0.016 268.21159811.053 0.258% 60.757% QuantizeV2 conv/Conv2D_eightbit_quantize_Mul
46579.539 235.20852451.384 0.226% 60.983% QuantizedMaxPool pool_1_eightbit_quantized
60966.763 235.20852451.384 0.226% 61.209% QuantizedConv2D mixed_2/tower/conv/Conv2D_eightbit_quantized_conv
62044.835 235.20852451.384 0.226% 61.434% QuantizedBiasAdd mixed_2/tower/conv/batchnorm_eightbit_quantized_bias_add
53929.963 235.20852451.384 0.226% 61.660% QuantizedConv2D mixed_1/tower/conv/Conv2D_eightbit_quantized_conv
54929.627 235.20852451.384 0.226% 61.886% QuantizedBiasAdd mixed_1/tower/conv/batchnorm_eightbit_quantized_bias_add
47892.819 235.20852451.384 0.226% 62.112% QuantizedAvgPool mixed/tower_2/pool_eightbit_quantized
47441.979 235.20852451.384 0.226% 62.338% QuantizedConv2D mixed/tower/conv/Conv2D_eightbit_quantized_conv
48598.451 235.20852451.384 0.226% 62.564% QuantizedBiasAdd mixed/tower/conv/batchnorm_eightbit_quantized_bias_add
98478.115 221.96049497.080 0.213% 62.777% QuantizedBiasAdd mixed_8/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
98200.651 221.96049497.080 0.213% 62.990% QuantizedConv2D mixed_8/tower_1/conv_2/Conv2D_eightbit_quantized_conv
96421.507 221.96049497.080 0.213% 63.203% QuantizedConv2D mixed_8/tower_1/conv/Conv2D_eightbit_quantized_conv
97744.779 221.96049497.080 0.213% 63.417% QuantizedBiasAdd mixed_8/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
97364.891 221.96049497.080 0.213% 63.630% QuantizedConv2D mixed_8/tower_1/conv_1/Conv2D_eightbit_quantized_conv
96920.931 221.96049497.080 0.213% 63.843% QuantizedBiasAdd mixed_8/tower_1/conv/batchnorm_eightbit_quantized_bias_add
96698.971 221.96049497.080 0.213% 64.056% QuantizedBiasAdd mixed_8/tower/conv/batchnorm_eightbit_quantized_bias_add
96144.043 221.96049497.080 0.213% 64.269% QuantizedConv2D mixed_8/tower/conv/Conv2D_eightbit_quantized_conv
89768.691 221.96049497.080 0.213% 64.482% QuantizedAvgPool mixed_7/tower_2/pool_eightbit_quantized
90823.043 221.96049497.080 0.213% 64.695% QuantizedConv2D mixed_7/tower_2/conv/Conv2D_eightbit_quantized_conv
91821.923 221.96049497.080 0.213% 64.909% QuantizedBiasAdd mixed_7/tower_2/conv/batchnorm_eightbit_quantized_bias_add
95539.963 221.96049497.080 0.213% 65.122% QuantizedBiasAdd mixed_7/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
95262.499 221.96049497.080 0.213% 65.335% QuantizedConv2D mixed_7/tower_1/conv_4/Conv2D_eightbit_quantized_conv
94929.539 221.96049497.080 0.213% 65.548% QuantizedBiasAdd mixed_7/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
94652.075 221.96049497.080 0.213% 65.761% QuantizedConv2D mixed_7/tower_1/conv_3/Conv2D_eightbit_quantized_conv
94208.115 221.96049497.080 0.213% 65.974% QuantizedBiasAdd mixed_7/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
93653.187 221.96049497.080 0.213% 66.188% QuantizedConv2D mixed_7/tower_1/conv_2/Conv2D_eightbit_quantized_conv
92432.339 221.96049497.080 0.213% 66.401% QuantizedConv2D mixed_7/tower_1/conv_1/Conv2D_eightbit_quantized_conv
92987.267 221.96049497.080 0.213% 66.614% QuantizedBiasAdd mixed_7/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
90046.147 221.96049497.080 0.213% 66.827% QuantizedConv2D mixed_7/tower_1/conv/Conv2D_eightbit_quantized_conv
91433.459 221.96049497.080 0.213% 67.040% QuantizedBiasAdd mixed_7/tower_1/conv/batchnorm_eightbit_quantized_bias_add
93986.155 221.96049497.080 0.213% 67.253% QuantizedBiasAdd mixed_7/tower/conv_2/batchnorm_eightbit_quantized_bias_add
93431.227 221.96049497.080 0.213% 67.467% QuantizedConv2D mixed_7/tower/conv_2/Conv2D_eightbit_quantized_conv
92765.307 221.96049497.080 0.213% 67.680% QuantizedBiasAdd mixed_7/tower/conv_1/batchnorm_eightbit_quantized_bias_add
92210.379 221.96049497.080 0.213% 67.893% QuantizedConv2D mixed_7/tower/conv_1/Conv2D_eightbit_quantized_conv
90268.107 221.96049497.080 0.213% 68.106% QuantizedConv2D mixed_7/tower/conv/Conv2D_eightbit_quantized_conv
95872.923 221.96049497.080 0.213% 68.319% QuantizedConcat mixed_7/join_eightbit_quantized_concat
91045.011 221.96049497.080 0.213% 68.532% QuantizedBiasAdd mixed_7/tower/conv/batchnorm_eightbit_quantized_bias_add
90545.579 221.96049497.080 0.213% 68.746% QuantizedBiasAdd mixed_7/conv/batchnorm_eightbit_quantized_bias_add
89546.723 221.96049497.080 0.213% 68.959% QuantizedConv2D mixed_7/conv/Conv2D_eightbit_quantized_conv
84247.099 221.96049497.080 0.213% 69.172% QuantizedAvgPool mixed_6/tower_2/pool_eightbit_quantized
85736.171 221.96049497.080 0.213% 69.385% QuantizedBiasAdd mixed_6/tower_2/conv/batchnorm_eightbit_quantized_bias_add
85162.699 221.96049497.080 0.213% 69.598% QuantizedConv2D mixed_6/tower_2/conv/Conv2D_eightbit_quantized_conv
88714.339 221.96049497.080 0.213% 69.811% QuantizedConv2D mixed_6/tower_1/conv_4/Conv2D_eightbit_quantized_conv
88991.803 221.96049497.080 0.213% 70.024% QuantizedBiasAdd mixed_6/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
87086.523 221.96049497.080 0.213% 70.238% QuantizedConv2D mixed_6/tower/conv_2/Conv2D_eightbit_quantized_conv
87595.211 221.96049497.080 0.213% 70.451% QuantizedBiasAdd mixed_6/tower/conv_2/batchnorm_eightbit_quantized_bias_add
83054.011 221.96049497.080 0.213% 70.664% QuantizedBiasAdd mixed_5/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
89324.763 221.96049497.080 0.213% 70.877% QuantizedConcat mixed_6/join_eightbit_quantized_concat
83978.875 221.96049497.080 0.213% 71.090% QuantizedConv2D mixed_6/conv/Conv2D_eightbit_quantized_conv
84940.739 221.96049497.080 0.213% 71.303% QuantizedBiasAdd mixed_6/conv/batchnorm_eightbit_quantized_bias_add
78309.291 221.96049497.080 0.213% 71.517% QuantizedAvgPool mixed_5/tower_2/pool_eightbit_quantized
79317.427 221.96049497.080 0.213% 71.730% QuantizedConv2D mixed_5/tower_2/conv/Conv2D_eightbit_quantized_conv
79983.355 221.96049497.080 0.213% 71.943% QuantizedBiasAdd mixed_5/tower_2/conv/batchnorm_eightbit_quantized_bias_add
82776.547 221.96049497.080 0.213% 72.156% QuantizedConv2D mixed_5/tower_1/conv_4/Conv2D_eightbit_quantized_conv
81934.891 221.96049497.080 0.213% 72.369% QuantizedBiasAdd mixed_5/tower/conv_2/batchnorm_eightbit_quantized_bias_add
81657.427 221.96049497.080 0.213% 72.582% QuantizedConv2D mixed_5/tower/conv_2/Conv2D_eightbit_quantized_conv
83386.971 221.96049497.080 0.213% 72.796% QuantizedConcat mixed_5/join_eightbit_quantized_concat
78910.483 221.96049497.080 0.213% 73.009% QuantizedBiasAdd mixed_5/conv/batchnorm_eightbit_quantized_bias_add
72343.715 221.96049497.080 0.213% 73.222% QuantizedAvgPool mixed_4/tower_2/pool_eightbit_quantized
77902.363 221.96049497.080 0.213% 73.435% QuantizedConv2D mixed_5/conv/Conv2D_eightbit_quantized_conv
74082.499 221.96049497.080 0.213% 73.648% QuantizedBiasAdd mixed_4/tower_2/conv/batchnorm_eightbit_quantized_bias_add
73213.107 221.96049497.080 0.213% 73.861% QuantizedConv2D mixed_4/tower_2/conv/Conv2D_eightbit_quantized_conv
76838.755 221.96049497.080 0.213% 74.075% QuantizedConv2D mixed_4/tower_1/conv_4/Conv2D_eightbit_quantized_conv
77116.219 221.96049497.080 0.213% 74.288% QuantizedBiasAdd mixed_4/tower_1/conv_4/batchnorm_eightbit_quantized_bias_add
75821.363 221.96049497.080 0.213% 74.501% QuantizedConv2D mixed_4/tower/conv_2/Conv2D_eightbit_quantized_conv
76246.811 221.96049497.080 0.213% 74.714% QuantizedBiasAdd mixed_4/tower/conv_2/batchnorm_eightbit_quantized_bias_add
77449.179 221.96049497.080 0.213% 74.927% QuantizedConcat mixed_4/join_eightbit_quantized_concat
73638.547 221.96049497.080 0.213% 75.140% QuantizedBiasAdd mixed_4/conv/batchnorm_eightbit_quantized_bias_add
72713.651 221.96049497.080 0.213% 75.353% QuantizedConv2D mixed_4/conv/Conv2D_eightbit_quantized_conv
72121.755 221.96049497.080 0.213% 75.567% QuantizedConcat mixed_3/join_eightbit_quantized_concat
88436.867 184.96841247.864 0.178% 75.744% QuantizedBiasAdd mixed_6/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
88205.643 184.96841247.864 0.178% 75.922% QuantizedConv2D mixed_6/tower_1/conv_3/Conv2D_eightbit_quantized_conv
87928.171 184.96841247.864 0.178% 76.100% QuantizedBiasAdd mixed_6/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
87308.491 184.96841247.864 0.178% 76.277% QuantizedConv2D mixed_6/tower_1/conv_2/Conv2D_eightbit_quantized_conv
86716.555 184.96841247.864 0.178% 76.455% QuantizedBiasAdd mixed_6/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
84755.771 184.96841247.864 0.178% 76.632% QuantizedBiasAdd mixed_6/tower_1/conv/batchnorm_eightbit_quantized_bias_add
83793.907 184.96841247.864 0.178% 76.810% QuantizedConv2D mixed_6/tower_1/conv/Conv2D_eightbit_quantized_conv
86254.107 184.96841247.864 0.178% 76.988% QuantizedConv2D mixed_6/tower_1/conv_1/Conv2D_eightbit_quantized_conv
86531.579 184.96841247.864 0.178% 77.165% QuantizedBiasAdd mixed_6/tower/conv_1/batchnorm_eightbit_quantized_bias_add
85958.139 184.96841247.864 0.178% 77.343% QuantizedConv2D mixed_6/tower/conv_1/Conv2D_eightbit_quantized_conv
84570.803 184.96841247.864 0.178% 77.521% QuantizedBiasAdd mixed_6/tower/conv/batchnorm_eightbit_quantized_bias_add
83608.931 184.96841247.864 0.178% 77.698% QuantizedConv2D mixed_6/tower/conv/Conv2D_eightbit_quantized_conv
82156.851 184.96841247.864 0.178% 77.876% QuantizedConv2D mixed_5/tower_1/conv_3/Conv2D_eightbit_quantized_conv
82499.075 184.96841247.864 0.178% 78.053% QuantizedBiasAdd mixed_5/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
81379.955 184.96841247.864 0.178% 78.231% QuantizedBiasAdd mixed_5/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
81148.731 184.96841247.864 0.178% 78.409% QuantizedConv2D mixed_5/tower_1/conv_2/Conv2D_eightbit_quantized_conv
80362.563 184.96841247.864 0.178% 78.586% QuantizedBiasAdd mixed_5/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
79798.379 184.96841247.864 0.178% 78.764% QuantizedConv2D mixed_5/tower_1/conv_1/Conv2D_eightbit_quantized_conv
78577.515 184.96841247.864 0.178% 78.942% QuantizedBiasAdd mixed_5/tower_1/conv/batchnorm_eightbit_quantized_bias_add
77671.139 184.96841247.864 0.178% 79.119% QuantizedConv2D mixed_5/tower_1/conv/Conv2D_eightbit_quantized_conv
80871.259 184.96841247.864 0.178% 79.297% QuantizedBiasAdd mixed_5/tower/conv_1/batchnorm_eightbit_quantized_bias_add
80640.035 184.96841247.864 0.178% 79.475% QuantizedConv2D mixed_5/tower/conv_1/Conv2D_eightbit_quantized_conv
79132.443 184.96841247.864 0.178% 79.652% QuantizedBiasAdd mixed_5/tower/conv/batchnorm_eightbit_quantized_bias_add
78124.323 184.96841247.864 0.178% 79.830% QuantizedConv2D mixed_5/tower/conv/Conv2D_eightbit_quantized_conv
49304.115 156.80834968.184 0.151% 79.980% QuantizedBiasAdd mixed/tower_2/conv/batchnorm_eightbit_quantized_bias_add
48128.027 156.80834968.184 0.151% 80.131% QuantizedConv2D mixed/tower_2/conv/Conv2D_eightbit_quantized_conv
76616.771 147.97632998.648 0.142% 80.273% QuantizedBiasAdd mixed_4/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
75599.379 147.97632998.648 0.142% 80.415% QuantizedBiasAdd mixed_4/tower_1/conv_2/batchnorm_eightbit_quantized_bias_add
76098.827 147.97632998.648 0.142% 80.557% QuantizedConv2D mixed_4/tower_1/conv_3/Conv2D_eightbit_quantized_conv
75414.395 147.97632998.648 0.142% 80.699% QuantizedConv2D mixed_4/tower_1/conv_2/Conv2D_eightbit_quantized_conv
74489.467 147.97632998.648 0.142% 80.842% QuantizedConv2D mixed_4/tower_1/conv_1/Conv2D_eightbit_quantized_conv
74933.427 147.97632998.648 0.142% 80.984% QuantizedBiasAdd mixed_4/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
73435.075 147.97632998.648 0.142% 81.126% QuantizedBiasAdd mixed_4/tower_1/conv/batchnorm_eightbit_quantized_bias_add
72935.627 147.97632998.648 0.142% 81.268% QuantizedConv2D mixed_4/tower_1/conv/Conv2D_eightbit_quantized_conv
73860.523 147.97632998.648 0.142% 81.410% QuantizedBiasAdd mixed_4/tower/conv/batchnorm_eightbit_quantized_bias_add
74785.443 147.97632998.648 0.142% 81.552% QuantizedConv2D mixed_4/tower/conv_1/Conv2D_eightbit_quantized_conv
75192.411 147.97632998.648 0.142% 81.694% QuantizedBiasAdd mixed_4/tower/conv_1/batchnorm_eightbit_quantized_bias_add
72565.675 147.97632998.648 0.142% 81.836% QuantizedConv2D mixed_4/tower/conv/Conv2D_eightbit_quantized_conv
101408.515 131.08029230.840 0.126% 81.962% QuantizedConcat mixed_9/join_eightbit_quantized_concat
101539.595 131.08029230.840 0.126% 82.088% QuantizedMaxPool mixed_10/tower_2/pool_eightbit_quantized
103969.035 131.08029230.840 0.126% 82.214% QuantizedConcat mixed_10/join_eightbit_quantized_concat
71587.923 117.60826226.584 0.113% 82.327% QuantizedRelu mixed_3/tower/conv_1_eightbit_quantized
69772.483 117.60826226.584 0.113% 82.440% Requantize mixed_3/tower/conv_1/Conv2D_eightbit_requantize
67768.347 117.60826226.584 0.113% 82.553% Requantize mixed_2/tower_1/conv_2/batchnorm_eightbit_requantize
67885.955 117.60826226.584 0.113% 82.666% QuantizedRelu mixed_2/tower_1/conv_2_eightbit_quantized
67180.323 117.60826226.584 0.113% 82.779% Requantize mixed_2/tower_1/conv_2/Conv2D_eightbit_requantize
71470.315 117.60826226.584 0.113% 82.892% Requantize mixed_3/tower/conv_1/batchnorm_eightbit_requantize
66592.299 117.60826226.584 0.113% 83.005% QuantizedRelu mixed_2/tower_1/conv_1_eightbit_quantized
66474.691 117.60826226.584 0.113% 83.118% Requantize mixed_2/tower_1/conv_1/batchnorm_eightbit_requantize
65259.411 117.60826226.584 0.113% 83.230% Requantize mixed_2/tower_1/conv_1/Conv2D_eightbit_requantize
60496.347 117.60826226.584 0.113% 83.343% QuantizedRelu mixed_1/tower_1/conv_2_eightbit_quantized
59045.867 117.60826226.584 0.113% 83.456% QuantizedRelu mixed_1/tower_1/conv_1_eightbit_quantized
60378.739 117.60826226.584 0.113% 83.569% Requantize mixed_1/tower_1/conv_2/batchnorm_eightbit_requantize
59790.715 117.60826226.584 0.113% 83.682% Requantize mixed_1/tower_1/conv_2/Conv2D_eightbit_requantize
57477.779 117.60826226.584 0.113% 83.795% Requantize mixed_1/tower_1/conv_1/Conv2D_eightbit_requantize
58614.651 117.60826226.584 0.113% 83.908% Requantize mixed_1/tower_1/conv_1/batchnorm_eightbit_requantize
51891.483 117.60826226.584 0.113% 84.021% QuantizedRelu mixed/tower_1/conv_1_eightbit_quantized
53185.139 117.60826226.584 0.113% 84.134% QuantizedRelu mixed/tower_1/conv_2_eightbit_quantized
53067.531 117.60826226.584 0.113% 84.247% Requantize mixed/tower_1/conv_2/batchnorm_eightbit_requantize
52479.507 117.60826226.584 0.113% 84.360% Requantize mixed/tower_1/conv_2/Conv2D_eightbit_requantize
51695.467 117.60826226.584 0.113% 84.473% Requantize mixed/tower_1/conv_1/batchnorm_eightbit_requantize
50323.395 117.60826226.584 0.113% 84.586% Requantize mixed/tower_1/conv_1/Conv2D_eightbit_requantize
99568.995 114.69625577.208 0.110% 84.696% QuantizedBiasAdd mixed_9/tower_1/conv/batchnorm_eightbit_quantized_bias_add
99110.155 114.69625577.208 0.110% 84.806% QuantizedConv2D mixed_9/tower_1/conv/Conv2D_eightbit_quantized_conv
102301.627 114.69625577.208 0.110% 84.916% QuantizedConv2D mixed_10/tower_1/conv/Conv2D_eightbit_quantized_conv
102445.011 114.69625577.208 0.110% 85.026% QuantizedBiasAdd mixed_10/tower_1/conv/batchnorm_eightbit_quantized_bias_add
71816.515 110.98424749.432 0.107% 85.133% QuantizedConv2D mixed_3/tower/conv_2/Conv2D_eightbit_quantized_conv
71955.259 110.98424749.432 0.107% 85.240% QuantizedBiasAdd mixed_3/tower/conv_2/batchnorm_eightbit_quantized_bias_add
71705.531 110.98424749.432 0.107% 85.346% QuantizedRelu mixed_3/conv_eightbit_quantized
71359.331 110.98424749.432 0.107% 85.453% Requantize mixed_3/conv/batchnorm_eightbit_requantize
70334.011 110.98424749.432 0.107% 85.559% Requantize mixed_3/conv/Conv2D_eightbit_requantize
100867.731 98.31221923.576 0.094% 85.654% QuantizedConv2D mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
100990.635 98.31221923.576 0.094% 85.748% QuantizedBiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
101261.027 98.31221923.576 0.094% 85.843% QuantizedBiasAdd mixed_9/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
101088.947 98.31221923.576 0.094% 85.937% QuantizedConv2D mixed_9/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
100720.243 98.31221923.576 0.094% 86.031% QuantizedBiasAdd mixed_9/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
100597.339 98.31221923.576 0.094% 86.126% QuantizedConv2D mixed_9/tower_1/conv_1/Conv2D_eightbit_quantized_conv
100277.771 98.31221923.576 0.094% 86.220% QuantizedBiasAdd mixed_9/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
100056.555 98.31221923.576 0.094% 86.315% QuantizedConv2D mixed_9/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
100179.459 98.31221923.576 0.094% 86.409% QuantizedConv2D mixed_9/tower/mixed/conv/Conv2D_eightbit_quantized_conv
100449.851 98.31221923.576 0.094% 86.503% QuantizedBiasAdd mixed_9/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
99315.003 98.31221923.576 0.094% 86.598% QuantizedConv2D mixed_9/tower/conv/Conv2D_eightbit_quantized_conv
99786.155 98.31221923.576 0.094% 86.692% QuantizedBiasAdd mixed_9/tower/conv/batchnorm_eightbit_quantized_bias_add
103772.379 98.31221923.576 0.094% 86.787% QuantizedBiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
103526.571 98.31221923.576 0.094% 86.881% QuantizedConv2D mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_quantized_conv
103428.251 98.31221923.576 0.094% 86.976% QuantizedConv2D mixed_10/tower_1/mixed/conv/Conv2D_eightbit_quantized_conv
103674.059 98.31221923.576 0.094% 87.070% QuantizedBiasAdd mixed_10/tower_1/mixed/conv/batchnorm_eightbit_quantized_bias_add
103157.859 98.31221923.576 0.094% 87.164% QuantizedConv2D mixed_10/tower_1/conv_1/Conv2D_eightbit_quantized_conv
103280.763 98.31221923.576 0.094% 87.259% QuantizedBiasAdd mixed_10/tower_1/conv_1/batchnorm_eightbit_quantized_bias_add
102715.395 98.31221923.576 0.094% 87.353% QuantizedConv2D mixed_10/tower/mixed/conv_1/Conv2D_eightbit_quantized_conv
102985.787 98.31221923.576 0.094% 87.448% QuantizedBiasAdd mixed_10/tower/mixed/conv_1/batchnorm_eightbit_quantized_bias_add
102862.883 98.31221923.576 0.094% 87.542% QuantizedBiasAdd mixed_10/tower/mixed/conv/batchnorm_eightbit_quantized_bias_add
101936.979 98.31221923.576 0.094% 87.636% QuantizedBiasAdd mixed_10/tower/conv/batchnorm_eightbit_quantized_bias_add
101670.675 98.31221923.576 0.094% 87.731% QuantizedConv2D mixed_10/tower/conv/Conv2D_eightbit_quantized_conv
102617.075 98.31221923.576 0.094% 87.825% QuantizedConv2D mixed_10/tower/mixed/conv/Conv2D_eightbit_quantized_conv
68748.395 83.24018562.520 0.080% 87.905% QuantizedMaxPool mixed_3/pool_eightbit_quantized
99028.227 81.92818269.944 0.079% 87.984% QuantizedAvgPool mixed_9/tower_2/pool_eightbit_quantized
99884.475 81.92818269.944 0.079% 88.063% QuantizedBiasAdd mixed_9/conv/batchnorm_eightbit_quantized_bias_add
99487.067 81.92818269.944 0.079% 88.141% QuantizedConv2D mixed_9/conv/Conv2D_eightbit_quantized_conv
97642.355 81.92818269.944 0.079% 88.220% QuantizedConv2D mixed_8/tower/conv_1/Conv2D_eightbit_quantized_conv
97966.747 81.92818269.944 0.079% 88.299% QuantizedBiasAdd mixed_8/tower/conv_1/batchnorm_eightbit_quantized_bias_add
98946.299 81.92818269.944 0.079% 88.377% QuantizedConcat mixed_8/join_eightbit_quantized_concat
101855.043 81.92818269.944 0.079% 88.456% QuantizedConv2D mixed_10/conv/Conv2D_eightbit_quantized_conv
102154.131 81.92818269.944 0.079% 88.535% QuantizedBiasAdd mixed_10/conv/batchnorm_eightbit_quantized_bias_add
69223.659 78.40817484.984 0.075% 88.610% QuantizedRelu mixed_3/tower/conv_eightbit_quantized
69145.251 78.40817484.984 0.075% 88.685% Requantize mixed_3/tower/conv/batchnorm_eightbit_requantize
68669.987 78.40817484.984 0.075% 88.761% Requantize mixed_3/tower/conv/Conv2D_eightbit_requantize
65769.043 78.40817484.984 0.075% 88.836% QuantizedRelu mixed_2/tower_2/conv_eightbit_quantized
65377.027 78.40817484.984 0.075% 88.911% Requantize mixed_2/tower_2/conv/batchnorm_eightbit_requantize
63260.123 78.40817484.984 0.075% 88.986% QuantizedRelu mixed_2/tower_1/conv_eightbit_quantized
64004.955 78.40817484.984 0.075% 89.062% Requantize mixed_2/tower_2/conv/Conv2D_eightbit_requantize
63122.907 78.40817484.984 0.075% 89.137% Requantize mixed_2/tower_1/conv/batchnorm_eightbit_requantize
66396.275 78.40817484.984 0.075% 89.212% QuantizedRelu mixed_2/tower/conv_1_eightbit_quantized
61966.427 78.40817484.984 0.075% 89.288% Requantize mixed_2/tower_1/conv/Conv2D_eightbit_requantize
66317.867 78.40817484.984 0.075% 89.363% Requantize mixed_2/tower/conv_1/batchnorm_eightbit_requantize
65181.003 78.40817484.984 0.075% 89.438% Requantize mixed_2/tower/conv_1/Conv2D_eightbit_requantize
62985.691 78.40817484.984 0.075% 89.514% QuantizedRelu mixed_2/conv_eightbit_quantized
62907.283 78.40817484.984 0.075% 89.589% Requantize mixed_2/conv/batchnorm_eightbit_requantize
61888.019 78.40817484.984 0.075% 89.664% Requantize mixed_2/conv/Conv2D_eightbit_requantize
57909.003 78.40817484.984 0.075% 89.739% Requantize mixed_1/tower_2/conv/batchnorm_eightbit_requantize
56380.115 78.40817484.984 0.075% 89.815% Requantize mixed_1/tower_2/conv/Conv2D_eightbit_requantize
56458.523 78.40817484.984 0.075% 89.890% QuantizedRelu mixed_1/tower_1/conv_eightbit_quantized
55988.099 78.40817484.984 0.075% 89.965% Requantize mixed_1/tower_1/conv/batchnorm_eightbit_requantize
54537.603 78.40817484.984 0.075% 90.041% Requantize mixed_1/tower_1/conv/Conv2D_eightbit_requantize
59163.483 78.40817484.984 0.075% 90.116% Requantize mixed_1/tower/conv_1/batchnorm_eightbit_requantize
59241.891 78.40817484.984 0.075% 90.191% QuantizedRelu mixed_1/tower/conv_1_eightbit_quantized
58536.235 78.40817484.984 0.075% 90.267% Requantize mixed_1/tower/conv_1/Conv2D_eightbit_requantize
57987.411 78.40817484.984 0.075% 90.342% QuantizedRelu mixed_1/tower_2/conv_eightbit_quantized
57007.355 78.40817484.984 0.075% 90.417% Requantize mixed_1/conv/batchnorm_eightbit_requantize
57399.371 78.40817484.984 0.075% 90.492% QuantizedRelu mixed_1/conv_eightbit_quantized
55164.835 78.40817484.984 0.075% 90.568% Requantize mixed_1/conv/Conv2D_eightbit_requantize
49617.739 78.40817484.984 0.075% 90.643% QuantizedRelu mixed/tower_1/conv_eightbit_quantized
49539.331 78.40817484.984 0.075% 90.718% Requantize mixed/tower_1/conv/batchnorm_eightbit_requantize
47755.603 78.40817484.984 0.075% 90.794% Requantize mixed/tower_1/conv/Conv2D_eightbit_requantize
51813.075 78.40817484.984 0.075% 90.869% QuantizedRelu mixed/tower/conv_1_eightbit_quantized
51617.059 78.40817484.984 0.075% 90.944% Requantize mixed/tower/conv_1/batchnorm_eightbit_requantize
50754.619 78.40817484.984 0.075% 91.020% Requantize mixed/tower/conv_1/Conv2D_eightbit_requantize
49696.147 78.40817484.984 0.075% 91.095% QuantizedRelu mixed/conv_eightbit_quantized
49460.923 78.40817484.984 0.075% 91.170% Requantize mixed/conv/batchnorm_eightbit_requantize
47677.195 78.40817484.984 0.075% 91.245% Requantize mixed/conv/Conv2D_eightbit_requantize
63201.315 58.80813114.184 0.056% 91.302% QuantizedRelu mixed_2/tower/conv_eightbit_quantized
61201.979 58.80813114.184 0.056% 91.358% Requantize mixed_2/tower/conv/Conv2D_eightbit_requantize
63064.099 58.80813114.184 0.056% 91.415% Requantize mixed_2/tower/conv/batchnorm_eightbit_requantize
55929.291 58.80813114.184 0.056% 91.471% QuantizedRelu mixed_1/tower/conv_eightbit_quantized
55870.483 58.80813114.184 0.056% 91.528% Requantize mixed_1/tower/conv/batchnorm_eightbit_requantize
54478.795 58.80813114.184 0.056% 91.584% Requantize mixed_1/tower/conv/Conv2D_eightbit_requantize
49245.307 58.80813114.184 0.056% 91.641% QuantizedRelu mixed/tower/conv_eightbit_quantized
49186.499 58.80813114.184 0.056% 91.697% Requantize mixed/tower/conv/batchnorm_eightbit_requantize
47834.011 58.80813114.184 0.056% 91.754% Requantize mixed/tower/conv/Conv2D_eightbit_requantize
97253.899 55.49612375.608 0.053% 91.807% QuantizedRelu mixed_8/tower_1/conv_eightbit_quantized
98755.579 55.49612375.608 0.053% 91.860% QuantizedRelu mixed_8/tower_1/conv_2_eightbit_quantized
98700.083 55.49612375.608 0.053% 91.914% Requantize mixed_8/tower_1/conv_2/batchnorm_eightbit_requantize
98422.619 55.49612375.608 0.053% 91.967% Requantize mixed_8/tower_1/conv_2/Conv2D_eightbit_requantize
98048.675 55.49612375.608 0.053% 92.020% Requantize mixed_8/tower_1/conv_1/batchnorm_eightbit_requantize
98104.171 55.49612375.608 0.053% 92.073% QuantizedRelu mixed_8/tower_1/conv_1_eightbit_quantized
97586.859 55.49612375.608 0.053% 92.127% Requantize mixed_8/tower_1/conv_1/Conv2D_eightbit_requantize
96643.475 55.49612375.608 0.053% 92.180% Requantize mixed_8/tower_1/conv/Conv2D_eightbit_requantize
97142.907 55.49612375.608 0.053% 92.233% Requantize mixed_8/tower_1/conv/batchnorm_eightbit_requantize
95151.507 55.49612375.608 0.053% 92.287% Requantize mixed_7/tower_1/conv_3/batchnorm_eightbit_requantize
97309.395 55.49612375.608 0.053% 92.340% QuantizedRelu mixed_8/tower/conv_eightbit_quantized
97198.403 55.49612375.608 0.053% 92.393% Requantize mixed_8/tower/conv/batchnorm_eightbit_requantize
96366.011 55.49612375.608 0.053% 92.447% Requantize mixed_8/tower/conv/Conv2D_eightbit_requantize
92154.883 55.49612375.608 0.053% 92.500% QuantizedRelu mixed_7/tower_2/conv_eightbit_quantized
92099.387 55.49612375.608 0.053% 92.553% Requantize mixed_7/tower_2/conv/batchnorm_eightbit_requantize
91322.467 55.49612375.608 0.053% 92.606% Requantize mixed_7/tower_2/conv/Conv2D_eightbit_requantize
95817.427 55.49612375.608 0.053% 92.660% QuantizedRelu mixed_7/tower_1/conv_4_eightbit_quantized
95761.931 55.49612375.608 0.053% 92.713% Requantize mixed_7/tower_1/conv_4/batchnorm_eightbit_requantize
92043.883 55.49612375.608 0.053% 92.766% QuantizedRelu mixed_7/tower_1/conv_eightbit_quantized
95207.003 55.49612375.608 0.053% 92.820% QuantizedRelu mixed_7/tower_1/conv_3_eightbit_quantized
95484.467 55.49612375.608 0.053% 92.873% Requantize mixed_7/tower_1/conv_4/Conv2D_eightbit_requantize
94874.043 55.49612375.608 0.053% 92.926% Requantize mixed_7/tower_1/conv_3/Conv2D_eightbit_requantize
94430.091 55.49612375.608 0.053% 92.980% Requantize mixed_7/tower_1/conv_2/batchnorm_eightbit_requantize
93320.235 55.49612375.608 0.053% 93.033% QuantizedRelu mixed_7/tower_1/conv_1_eightbit_quantized
94541.083 55.49612375.608 0.053% 93.086% QuantizedRelu mixed_7/tower_1/conv_2_eightbit_quantized
93209.243 55.49612375.608 0.053% 93.139% Requantize mixed_7/tower_1/conv_1/batchnorm_eightbit_requantize
92654.315 55.49612375.608 0.053% 93.193% Requantize mixed_7/tower_1/conv_1/Conv2D_eightbit_requantize
91766.427 55.49612375.608 0.053% 93.246% Requantize mixed_7/tower_1/conv/batchnorm_eightbit_requantize
93930.659 55.49612375.608 0.053% 93.299% Requantize mixed_7/tower_1/conv_2/Conv2D_eightbit_requantize
90767.539 55.49612375.608 0.053% 93.353% Requantize mixed_7/tower_1/conv/Conv2D_eightbit_requantize
94596.579 55.49612375.608 0.053% 93.406% QuantizedRelu mixed_7/tower/conv_2_eightbit_quantized
94485.587 55.49612375.608 0.053% 93.459% Requantize mixed_7/tower/conv_2/batchnorm_eightbit_requantize
91710.931 55.49612375.608 0.053% 93.512% QuantizedRelu mixed_7/tower/conv_eightbit_quantized
93375.731 55.49612375.608 0.053% 93.566% QuantizedRelu mixed_7/tower/conv_1_eightbit_quantized
93875.155 55.49612375.608 0.053% 93.619% Requantize mixed_7/tower/conv_2/Conv2D_eightbit_requantize
93264.739 55.49612375.608 0.053% 93.672% Requantize mixed_7/tower/conv_1/batchnorm_eightbit_requantize
92709.811 55.49612375.608 0.053% 93.726% Requantize mixed_7/tower/conv_1/Conv2D_eightbit_requantize
91655.435 55.49612375.608 0.053% 93.779% Requantize mixed_7/tower/conv/batchnorm_eightbit_requantize
89990.651 55.49612375.608 0.053% 93.832% Requantize mixed_7/conv/Conv2D_eightbit_requantize
90490.083 55.49612375.608 0.053% 93.886% Requantize mixed_7/tower/conv/Conv2D_eightbit_requantize
91377.963 55.49612375.608 0.053% 93.939% QuantizedRelu mixed_7/conv_eightbit_quantized
91266.971 55.49612375.608 0.053% 93.992% Requantize mixed_7/conv/batchnorm_eightbit_requantize
86198.603 55.49612375.608 0.053% 94.045% QuantizedRelu mixed_6/tower_2/conv_eightbit_quantized
85680.675 55.49612375.608 0.053% 94.099% Requantize mixed_6/tower_2/conv/Conv2D_eightbit_requantize
86143.107 55.49612375.608 0.053% 94.152% Requantize mixed_6/tower_2/conv/batchnorm_eightbit_requantize
89269.267 55.49612375.608 0.053% 94.205% QuantizedRelu mixed_6/tower_1/conv_4_eightbit_quantized
89213.771 55.49612375.608 0.053% 94.259% Requantize mixed_6/tower_1/conv_4/batchnorm_eightbit_requantize
88936.307 55.49612375.608 0.053% 94.312% Requantize mixed_6/tower_1/conv_4/Conv2D_eightbit_requantize
82998.515 55.49612375.608 0.053% 94.365% Requantize mixed_5/tower_1/conv_4/Conv2D_eightbit_requantize
87872.675 55.49612375.608 0.053% 94.418% QuantizedRelu mixed_6/tower/conv_2_eightbit_quantized
87817.179 55.49612375.608 0.053% 94.472% Requantize mixed_6/tower/conv_2/batchnorm_eightbit_requantize
87493.459 55.49612375.608 0.053% 94.525% Requantize mixed_6/tower/conv_2/Conv2D_eightbit_requantize
85440.187 55.49612375.608 0.053% 94.578% QuantizedRelu mixed_6/conv_eightbit_quantized
85384.691 55.49612375.608 0.053% 94.632% Requantize mixed_6/conv/batchnorm_eightbit_requantize
80307.067 55.49612375.608 0.053% 94.685% QuantizedRelu mixed_5/tower_2/conv_eightbit_quantized
83275.979 55.49612375.608 0.053% 94.738% Requantize mixed_5/tower_1/conv_4/batchnorm_eightbit_requantize
80251.571 55.49612375.608 0.053% 94.792% Requantize mixed_5/tower_2/conv/batchnorm_eightbit_requantize
84469.059 55.49612375.608 0.053% 94.845% Requantize mixed_6/conv/Conv2D_eightbit_requantize
79631.891 55.49612375.608 0.053% 94.898% Requantize mixed_5/tower_2/conv/Conv2D_eightbit_requantize
83331.475 55.49612375.608 0.053% 94.951% QuantizedRelu mixed_5/tower_1/conv_4_eightbit_quantized
82341.835 55.49612375.608 0.053% 95.005% Requantize mixed_5/tower/conv_2/batchnorm_eightbit_requantize
82397.331 55.49612375.608 0.053% 95.058% QuantizedRelu mixed_5/tower/conv_2_eightbit_quantized
81879.395 55.49612375.608 0.053% 95.111% Requantize mixed_5/tower/conv_2/Conv2D_eightbit_requantize
79742.883 55.49612375.608 0.053% 95.165% QuantizedRelu mixed_5/conv_eightbit_quantized
79687.387 55.49612375.608 0.053% 95.218% Requantize mixed_5/conv/batchnorm_eightbit_requantize
78762.491 55.49612375.608 0.053% 95.271% Requantize mixed_5/conv/Conv2D_eightbit_requantize
77393.683 55.49612375.608 0.053% 95.325% QuantizedRelu mixed_4/tower_1/conv_4_eightbit_quantized
74692.939 55.49612375.608 0.053% 95.378% QuantizedRelu mixed_4/tower_2/conv_eightbit_quantized
73583.051 55.49612375.608 0.053% 95.431% Requantize mixed_4/tower_2/conv/Conv2D_eightbit_requantize
74637.443 55.49612375.608 0.053% 95.484% Requantize mixed_4/tower_2/conv/batchnorm_eightbit_requantize
77338.187 55.49612375.608 0.053% 95.538% Requantize mixed_4/tower_1/conv_4/batchnorm_eightbit_requantize
77060.723 55.49612375.608 0.053% 95.591% Requantize mixed_4/tower_1/conv_4/Conv2D_eightbit_requantize
76561.275 55.49612375.608 0.053% 95.644% QuantizedRelu mixed_4/tower/conv_2_eightbit_quantized
76043.331 55.49612375.608 0.053% 95.698% Requantize mixed_4/tower/conv_2/Conv2D_eightbit_requantize
76505.779 55.49612375.608 0.053% 95.751% Requantize mixed_4/tower/conv_2/batchnorm_eightbit_requantize
74359.963 55.49612375.608 0.053% 95.804% QuantizedRelu mixed_4/conv_eightbit_quantized
73083.611 55.49612375.608 0.053% 95.857% Requantize mixed_4/conv/Conv2D_eightbit_requantize
74304.459 55.49612375.608 0.053% 95.911% Requantize mixed_4/conv/batchnorm_eightbit_requantize
99224.859 49.16010962.680 0.047% 95.958% QuantizedConv2D mixed_9/tower_2/conv/Conv2D_eightbit_quantized_conv
99437.907 49.16010962.680 0.047% 96.005% QuantizedBiasAdd mixed_9/tower_2/conv/batchnorm_eightbit_quantized_bias_add
98872.539 49.16010962.680 0.047% 96.052% QuantizedBiasAdd mixed_8/tower_1/conv_3/batchnorm_eightbit_quantized_bias_add
98811.075 49.16010962.680 0.047% 96.100% QuantizedConv2D mixed_8/tower_1/conv_3/Conv2D_eightbit_quantized_conv
96094.883 49.16010962.680 0.047% 96.147% QuantizedMaxPool mixed_8/pool_eightbit_quantized
102035.291 49.16010962.680 0.047% 96.194% QuantizedBiasAdd mixed_10/tower_2/conv/batchnorm_eightbit_quantized_bias_add
101768.995 49.16010962.680 0.047% 96.241% QuantizedConv2D mixed_10/tower_2/conv/Conv2D_eightbit_quantized_conv
85588.179 46.24810313.304 0.044% 96.286% QuantizedRelu mixed_6/tower_1/conv_eightbit_quantized
88668.091 46.24810313.304 0.044% 96.330% QuantizedRelu mixed_6/tower_1/conv_3_eightbit_quantized
88159.395 46.24810313.304 0.044% 96.374% QuantizedRelu mixed_6/tower_1/conv_2_eightbit_quantized
86994.027 46.24810313.304 0.044% 96.419% Requantize mixed_6/tower_1/conv_1/batchnorm_eightbit_requantize
88390.619 46.24810313.304 0.044% 96.463% Requantize mixed_6/tower_1/conv_3/Conv2D_eightbit_requantize
88113.147 46.24810313.304 0.044% 96.508% Requantize mixed_6/tower_1/conv_2/batchnorm_eightbit_requantize
87548.963 46.24810313.304 0.044% 96.552% Requantize mixed_6/tower_1/conv_2/Conv2D_eightbit_requantize
87040.275 46.24810313.304 0.044% 96.597% QuantizedRelu mixed_6/tower_1/conv_1_eightbit_quantized
86485.331 46.24810313.304 0.044% 96.641% Requantize mixed_6/tower_1/conv_1/Conv2D_eightbit_requantize
88621.843 46.24810313.304 0.044% 96.685% Requantize mixed_6/tower_1/conv_3/batchnorm_eightbit_requantize
85495.683 46.24810313.304 0.044% 96.730% Requantize mixed_6/tower_1/conv/batchnorm_eightbit_requantize
84524.555 46.24810313.304 0.044% 96.774% Requantize mixed_6/tower_1/conv/Conv2D_eightbit_requantize
85634.427 46.24810313.304 0.044% 96.819% QuantizedRelu mixed_6/tower/conv_eightbit_quantized
86947.771 46.24810313.304 0.044% 96.863% QuantizedRelu mixed_6/tower/conv_1_eightbit_quantized
86901.523 46.24810313.304 0.044% 96.907% Requantize mixed_6/tower/conv_1/batchnorm_eightbit_requantize
86439.075 46.24810313.304 0.044% 96.952% Requantize mixed_6/tower/conv_1/Conv2D_eightbit_requantize
85541.931 46.24810313.304 0.044% 96.996% Requantize mixed_6/tower/conv/batchnorm_eightbit_requantize
84200.835 46.24810313.304 0.044% 97.041% Requantize mixed_6/tower/conv/Conv2D_eightbit_requantize
78864.235 46.24810313.304 0.044% 97.085% QuantizedRelu mixed_5/tower_1/conv_eightbit_quantized
82684.051 46.24810313.304 0.044% 97.130% Requantize mixed_5/tower_1/conv_3/batchnorm_eightbit_requantize
82452.827 46.24810313.304 0.044% 97.174% Requantize mixed_5/tower_1/conv_3/Conv2D_eightbit_requantize
80593.787 46.24810313.304 0.044% 97.218% QuantizedRelu mixed_5/tower_1/conv_1_eightbit_quantized
81611.179 46.24810313.304 0.044% 97.263% QuantizedRelu mixed_5/tower_1/conv_2_eightbit_quantized
81564.931 46.24810313.304 0.044% 97.307% Requantize mixed_5/tower_1/conv_2/batchnorm_eightbit_requantize
81333.707 46.24810313.304 0.044% 97.352% Requantize mixed_5/tower_1/conv_2/Conv2D_eightbit_requantize
80547.539 46.24810313.304 0.044% 97.396% Requantize mixed_5/tower_1/conv_1/batchnorm_eightbit_requantize
80205.323 46.24810313.304 0.044% 97.440% Requantize mixed_5/tower_1/conv_1/Conv2D_eightbit_requantize
82730.299 46.24810313.304 0.044% 97.485% QuantizedRelu mixed_5/tower_1/conv_3_eightbit_quantized
78817.987 46.24810313.304 0.044% 97.529% Requantize mixed_5/tower_1/conv/batchnorm_eightbit_requantize
77856.115 46.24810313.304 0.044% 97.574% Requantize mixed_5/tower_1/conv/Conv2D_eightbit_requantize
79585.643 46.24810313.304 0.044% 97.618% QuantizedRelu mixed_5/tower/conv_eightbit_quantized
81102.483 46.24810313.304 0.044% 97.663% QuantizedRelu mixed_5/tower/conv_1_eightbit_quantized
80825.011 46.24810313.304 0.044% 97.707% Requantize mixed_5/tower/conv_1/Conv2D_eightbit_requantize
81056.235 46.24810313.304 0.044% 97.751% Requantize mixed_5/tower/conv_1/batchnorm_eightbit_requantize
79539.395 46.24810313.304 0.044% 97.796% Requantize mixed_5/tower/conv/batchnorm_eightbit_requantize
78531.267 46.24810313.304 0.044% 97.840% Requantize mixed_5/tower/conv/Conv2D_eightbit_requantize
49774.563 39.208 8743.384 0.038% 97.878% Requantize mixed/tower_2/conv/batchnorm_eightbit_requantize
49147.267 39.208 8743.384 0.038% 97.915% Requantize mixed/tower_2/conv/Conv2D_eightbit_requantize
49813.771 39.208 8743.384 0.038% 97.953% QuantizedRelu mixed/tower_2/conv_eightbit_quantized
74045.499 37.000 8251.000 0.036% 97.989% QuantizedRelu mixed_4/tower_1/conv_eightbit_quantized
76801.755 37.000 8251.000 0.036% 98.024% QuantizedRelu mixed_4/tower_1/conv_3_eightbit_quantized
76764.755 37.000 8251.000 0.036% 98.060% Requantize mixed_4/tower_1/conv_3/batchnorm_eightbit_requantize
76468.771 37.000 8251.000 0.036% 98.095% Requantize mixed_4/tower_1/conv_3/Conv2D_eightbit_requantize
75562.379 37.000 8251.000 0.036% 98.131% Requantize mixed_4/tower_1/conv_2/Conv2D_eightbit_requantize
75784.363 37.000 8251.000 0.036% 98.166% QuantizedRelu mixed_4/tower_1/conv_2_eightbit_quantized
75747.363 37.000 8251.000 0.036% 98.202% Requantize mixed_4/tower_1/conv_2/batchnorm_eightbit_requantize
75118.411 37.000 8251.000 0.036% 98.237% Requantize mixed_4/tower_1/conv_1/batchnorm_eightbit_requantize
74748.443 37.000 8251.000 0.036% 98.273% Requantize mixed_4/tower_1/conv_1/Conv2D_eightbit_requantize
74452.459 37.000 8251.000 0.036% 98.308% QuantizedRelu mixed_4/tower/conv_eightbit_quantized
74008.499 37.000 8251.000 0.036% 98.344% Requantize mixed_4/tower_1/conv/batchnorm_eightbit_requantize
75155.411 37.000 8251.000 0.036% 98.380% QuantizedRelu mixed_4/tower_1/conv_1_eightbit_quantized
73176.107 37.000 8251.000 0.036% 98.415% Requantize mixed_4/tower_1/conv/Conv2D_eightbit_requantize
75377.395 37.000 8251.000 0.036% 98.451% QuantizedRelu mixed_4/tower/conv_1_eightbit_quantized
75340.395 37.000 8251.000 0.036% 98.486% Requantize mixed_4/tower/conv_1/batchnorm_eightbit_requantize
75081.403 37.000 8251.000 0.036% 98.522% Requantize mixed_4/tower/conv_1/Conv2D_eightbit_requantize
74415.459 37.000 8251.000 0.036% 98.557% Requantize mixed_4/tower/conv/batchnorm_eightbit_requantize
73139.107 37.000 8251.000 0.036% 98.593% Requantize mixed_4/tower/conv/Conv2D_eightbit_requantize
99757.475 28.680 6395.640 0.028% 98.620% QuantizedRelu mixed_9/tower_1/conv_eightbit_quantized
99696.011 28.680 6395.640 0.028% 98.648% Requantize mixed_9/tower_1/conv/batchnorm_eightbit_requantize
99274.027 28.680 6395.640 0.028% 98.675% Requantize mixed_9/tower_1/conv/Conv2D_eightbit_requantize
102588.395 28.680 6395.640 0.028% 98.703% QuantizedRelu mixed_10/tower_1/conv_eightbit_quantized
102416.331 28.680 6395.640 0.028% 98.730% Requantize mixed_10/tower_1/conv/Conv2D_eightbit_requantize
102559.715 28.680 6395.640 0.028% 98.758% Requantize mixed_10/tower_1/conv/batchnorm_eightbit_requantize
71927.507 27.752 6188.696 0.027% 98.785% Requantize mixed_3/tower/conv_2/Conv2D_eightbit_requantize
72094.003 27.752 6188.696 0.027% 98.811% QuantizedRelu mixed_3/tower/conv_2_eightbit_quantized
72066.251 27.752 6188.696 0.027% 98.838% Requantize mixed_3/tower/conv_2/batchnorm_eightbit_requantize
101383.931 24.584 5482.232 0.024% 98.862% QuantizedRelu mixed_9/tower_1/mixed/conv_eightbit_quantized
101211.859 24.584 5482.232 0.024% 98.885% QuantizedRelu mixed_9/tower_1/mixed/conv_1_eightbit_quantized
101187.267 24.584 5482.232 0.024% 98.909% Requantize mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
100843.147 24.584 5482.232 0.024% 98.932% QuantizedRelu mixed_9/tower_1/conv_1_eightbit_quantized
100966.051 24.584 5482.232 0.024% 98.956% Requantize mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
101359.347 24.584 5482.232 0.024% 98.980% Requantize mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requantize
101236.443 24.584 5482.232 0.024% 99.003% Requantize mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requantize
100818.563 24.584 5482.232 0.024% 99.027% Requantize mixed_9/tower_1/conv_1/batchnorm_eightbit_requantize
100695.659 24.584 5482.232 0.024% 99.050% Requantize mixed_9/tower_1/conv_1/Conv2D_eightbit_requantize
100425.267 24.584 5482.232 0.024% 99.074% QuantizedRelu mixed_9/tower/mixed/conv_1_eightbit_quantized
100376.099 24.584 5482.232 0.024% 99.098% Requantize mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requantize
100154.875 24.584 5482.232 0.024% 99.121% Requantize mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requantize
100572.755 24.584 5482.232 0.024% 99.145% QuantizedRelu mixed_9/tower/mixed/conv_eightbit_quantized
100400.683 24.584 5482.232 0.024% 99.168% Requantize mixed_9/tower/mixed/conv/Conv2D_eightbit_requantize
99990.995 24.584 5482.232 0.024% 99.192% QuantizedRelu mixed_9/tower/conv_eightbit_quantized
99966.411 24.584 5482.232 0.024% 99.216% Requantize mixed_9/tower/conv/batchnorm_eightbit_requantize
100548.171 24.584 5482.232 0.024% 99.239% Requantize mixed_9/tower/mixed/conv/batchnorm_eightbit_requantize
99413.323 24.584 5482.232 0.024% 99.263% Requantize mixed_9/tower/conv/Conv2D_eightbit_requantize
103944.451 24.584 5482.232 0.024% 99.287% QuantizedRelu mixed_10/tower_1/mixed/conv_1_eightbit_quantized
103895.283 24.584 5482.232 0.024% 99.310% QuantizedRelu mixed_10/tower_1/mixed/conv_eightbit_quantized
103919.867 24.584 5482.232 0.024% 99.334% Requantize mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requantize
103649.475 24.584 5482.232 0.024% 99.357% Requantize mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requantize
103870.691 24.584 5482.232 0.024% 99.381% Requantize mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requantize
103624.883 24.584 5482.232 0.024% 99.405% Requantize mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requantize
103403.667 24.584 5482.232 0.024% 99.428% QuantizedRelu mixed_10/tower_1/conv_1_eightbit_quantized
103379.083 24.584 5482.232 0.024% 99.452% Requantize mixed_10/tower_1/conv_1/batchnorm_eightbit_requantize
103256.179 24.584 5482.232 0.024% 99.475% Requantize mixed_10/tower_1/conv_1/Conv2D_eightbit_requantize
103133.275 24.584 5482.232 0.024% 99.499% QuantizedRelu mixed_10/tower/mixed/conv_1_eightbit_quantized
103084.099 24.584 5482.232 0.024% 99.523% QuantizedRelu mixed_10/tower/mixed/conv_eightbit_quantized
103108.691 24.584 5482.232 0.024% 99.546% Requantize mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requantize
102961.203 24.584 5482.232 0.024% 99.570% Requantize mixed_10/tower/mixed/conv/batchnorm_eightbit_requantize
102838.299 24.584 5482.232 0.024% 99.593% Requantize mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requantize
102813.715 24.584 5482.232 0.024% 99.617% Requantize mixed_10/tower/mixed/conv/Conv2D_eightbit_requantize
102236.059 24.584 5482.232 0.024% 99.641% QuantizedRelu mixed_10/tower/conv_eightbit_quantized
101818.163 24.584 5482.232 0.024% 99.664% Requantize mixed_10/tower/conv/Conv2D_eightbit_requantize
102129.547 24.584 5482.232 0.024% 99.688% Requantize mixed_10/tower/conv/batchnorm_eightbit_requantize
100036.067 20.488 4568.824 0.020% 99.708% QuantizedRelu mixed_9/conv_eightbit_quantized
100015.579 20.488 4568.824 0.020% 99.727% Requantize mixed_9/conv/batchnorm_eightbit_requantize
99724.691 20.488 4568.824 0.020% 99.747% Requantize mixed_9/conv/Conv2D_eightbit_requantize
98180.163 20.488 4568.824 0.020% 99.767% QuantizedRelu mixed_8/tower/conv_1_eightbit_quantized
97724.291 20.488 4568.824 0.020% 99.786% Requantize mixed_8/tower/conv_1/Conv2D_eightbit_requantize
98159.675 20.488 4568.824 0.020% 99.806% Requantize mixed_8/tower/conv_1/batchnorm_eightbit_requantize
102084.467 20.488 4568.824 0.020% 99.826% Requantize mixed_10/conv/Conv2D_eightbit_requantize
102281.139 20.488 4568.824 0.020% 99.845% QuantizedRelu mixed_10/conv_eightbit_quantized
102260.651 20.488 4568.824 0.020% 99.865% Requantize mixed_10/conv/batchnorm_eightbit_requantize
99745.179 12.296 2742.008 0.012% 99.877% QuantizedRelu mixed_9/tower_2/conv_eightbit_quantized
99683.715 12.296 2742.008 0.012% 99.889% Requantize mixed_9/tower_2/conv/batchnorm_eightbit_requantize
99302.707 12.296 2742.008 0.012% 99.900% Requantize mixed_9/tower_2/conv/Conv2D_eightbit_requantize
98934.003 12.296 2742.008 0.012% 99.912% QuantizedRelu mixed_8/tower_1/conv_3_eightbit_quantized
98921.707 12.296 2742.008 0.012% 99.924% Requantize mixed_8/tower_1/conv_3/batchnorm_eightbit_requantize
98860.243 12.296 2742.008 0.012% 99.936% Requantize mixed_8/tower_1/conv_3/Conv2D_eightbit_requantize
102117.251 12.296 2742.008 0.012% 99.948% QuantizedRelu mixed_10/tower_2/conv_eightbit_quantized
102104.955 12.296 2742.008 0.012% 99.959% Requantize mixed_10/tower_2/conv/batchnorm_eightbit_requantize
101842.747 12.296 2742.008 0.012% 99.971% Requantize mixed_10/tower_2/conv/Conv2D_eightbit_requantize
104102.179 8.192 1826.816 0.008% 99.979% Dequantize pool_3
104110.371 4.040 900.920 0.004% 99.983% QuantizedMatMul softmax/logits/MatMul_eightbit_quantized_mat_mul
104115.435 4.040 900.920 0.004% 99.987% QuantizedBiasAdd softmax/logits_eightbit_quantized_bias_add
104124.531 4.032 899.136 0.004% 99.991% Softmax softmax
104120.499 4.032 899.136 0.004% 99.995% Dequantize softmax/logits
104100.115 2.056 458.488 0.002% 99.997% QuantizedAvgPool pool_3_eightbit_quantized
104119.483 1.016 226.568 0.001% 99.998% Requantize softmax/logits_eightbit_requantize
104114.419 1.016 226.568 0.001% 99.999% Requantize softmax/logits/MatMul_eightbit_requantize
104102.171 0.008 1.784 0.000% 99.999% QuantizedReshape pool_3/_reshape_eightbit_quantized_reshape
99274.019 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_2/conv/Conv2D_eightbit_requant_range
99683.691 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_2/conv/batchnorm_eightbit_requant_range
101187.259 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
100966.043 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
101359.339 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_1/mixed/conv/batchnorm_eightbit_requant_range
101211.851 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_1/mixed/conv/Conv2D_eightbit_requant_range
104114.411 0.008 1.784 0.000% 99.999% RequantizationRange softmax/logits/MatMul_eightbit_requant_range
100818.555 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_1/conv_1/batchnorm_eightbit_requant_range
100695.651 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_1/conv_1/Conv2D_eightbit_requant_range
99683.707 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_1/conv/batchnorm_eightbit_requant_range
99224.851 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower_1/conv/Conv2D_eightbit_requant_range
100376.091 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower/mixed/conv_1/batchnorm_eightbit_requant_range
100154.867 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower/mixed/conv_1/Conv2D_eightbit_requant_range
104119.475 0.008 1.784 0.000% 99.999% RequantizationRange softmax/logits_eightbit_requant_range
100548.163 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower/mixed/conv/batchnorm_eightbit_requant_range
100376.083 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower/mixed/conv/Conv2D_eightbit_requant_range
99884.467 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower/conv/batchnorm_eightbit_requant_range
95151.499 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_3/batchnorm_eightbit_requant_range
99413.315 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/tower/conv/Conv2D_eightbit_requant_range
99966.403 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/conv/batchnorm_eightbit_requant_range
99683.699 0.008 1.784 0.000% 99.999% RequantizationRange mixed_9/conv/Conv2D_eightbit_requant_range
98921.699 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_3/batchnorm_eightbit_requant_range
98860.235 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_3/Conv2D_eightbit_requant_range
98700.075 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_2/batchnorm_eightbit_requant_range
98422.611 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_2/Conv2D_eightbit_requant_range
97966.739 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_1/batchnorm_eightbit_requant_range
97586.851 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv_1/Conv2D_eightbit_requant_range
96643.467 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv/Conv2D_eightbit_requant_range
97142.899 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower_1/conv/batchnorm_eightbit_requant_range
98159.667 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower/conv_1/batchnorm_eightbit_requant_range
97724.283 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower/conv_1/Conv2D_eightbit_requant_range
97142.891 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower/conv/batchnorm_eightbit_requant_range
96366.003 0.008 1.784 0.000% 99.999% RequantizationRange mixed_8/tower/conv/Conv2D_eightbit_requant_range
92099.379 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_2/conv/batchnorm_eightbit_requant_range
91045.003 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_2/conv/Conv2D_eightbit_requant_range
95761.923 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_4/batchnorm_eightbit_requant_range
95484.459 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_4/Conv2D_eightbit_requant_range
94874.035 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_3/Conv2D_eightbit_requant_range
82998.507 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_4/Conv2D_eightbit_requant_range
94430.083 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_2/batchnorm_eightbit_requant_range
93930.651 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_2/Conv2D_eightbit_requant_range
92654.307 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_1/Conv2D_eightbit_requant_range
93209.235 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv_1/batchnorm_eightbit_requant_range
91655.427 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv/batchnorm_eightbit_requant_range
90490.067 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower_1/conv/Conv2D_eightbit_requant_range
94430.075 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower/conv_2/batchnorm_eightbit_requant_range
93875.147 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower/conv_2/Conv2D_eightbit_requant_range
93209.227 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower/conv_1/batchnorm_eightbit_requant_range
91655.419 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower/conv/batchnorm_eightbit_requant_range
90490.075 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower/conv/Conv2D_eightbit_requant_range
90823.035 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/conv/batchnorm_eightbit_requant_range
89768.683 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/conv/Conv2D_eightbit_requant_range
92654.299 0.008 1.784 0.000% 99.999% RequantizationRange mixed_7/tower/conv_1/Conv2D_eightbit_requant_range
85958.131 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_2/conv/batchnorm_eightbit_requant_range
85384.683 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_2/conv/Conv2D_eightbit_requant_range
89213.763 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_4/batchnorm_eightbit_requant_range
88936.299 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_4/Conv2D_eightbit_requant_range
88390.611 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_3/Conv2D_eightbit_requant_range
87548.955 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_2/Conv2D_eightbit_requant_range
88113.139 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_2/batchnorm_eightbit_requant_range
86994.019 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_1/batchnorm_eightbit_requant_range
86485.323 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_1/Conv2D_eightbit_requant_range
85384.667 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv/batchnorm_eightbit_requant_range
84247.083 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv/Conv2D_eightbit_requant_range
87308.483 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower/conv_2/Conv2D_eightbit_requant_range
87817.171 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower/conv_2/batchnorm_eightbit_requant_range
88621.835 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower_1/conv_3/batchnorm_eightbit_requant_range
86716.547 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower/conv_1/batchnorm_eightbit_requant_range
86254.099 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower/conv_1/Conv2D_eightbit_requant_range
83793.899 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower/conv/Conv2D_eightbit_requant_range
85384.659 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/tower/conv/batchnorm_eightbit_requant_range
83275.971 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_4/batchnorm_eightbit_requant_range
84247.091 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/conv/Conv2D_eightbit_requant_range
85384.675 0.008 1.784 0.000% 99.999% RequantizationRange mixed_6/conv/batchnorm_eightbit_requant_range
80205.315 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_2/conv/batchnorm_eightbit_requant_range
79539.387 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_2/conv/Conv2D_eightbit_requant_range
82684.043 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_3/batchnorm_eightbit_requant_range
82341.827 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_3/Conv2D_eightbit_requant_range
81564.923 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_2/batchnorm_eightbit_requant_range
81333.699 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_2/Conv2D_eightbit_requant_range
79983.347 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_1/Conv2D_eightbit_requant_range
78762.483 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv/batchnorm_eightbit_requant_range
82341.819 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower/conv_2/batchnorm_eightbit_requant_range
80547.531 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv_1/batchnorm_eightbit_requant_range
77856.107 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower_1/conv/Conv2D_eightbit_requant_range
81879.387 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower/conv_2/Conv2D_eightbit_requant_range
81056.227 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower/conv_1/batchnorm_eightbit_requant_range
80825.003 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower/conv_1/Conv2D_eightbit_requant_range
79317.419 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower/conv/batchnorm_eightbit_requant_range
78531.251 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/tower/conv/Conv2D_eightbit_requant_range
79317.411 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/conv/batchnorm_eightbit_requant_range
78531.259 0.008 1.784 0.000% 99.999% RequantizationRange mixed_5/conv/Conv2D_eightbit_requant_range
74489.459 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_2/conv/batchnorm_eightbit_requant_range
73435.067 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_2/conv/Conv2D_eightbit_requant_range
77338.179 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_4/batchnorm_eightbit_requant_range
76764.747 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_3/batchnorm_eightbit_requant_range
76246.803 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_3/Conv2D_eightbit_requant_range
75747.355 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_2/batchnorm_eightbit_requant_range
75562.371 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_2/Conv2D_eightbit_requant_range
77060.715 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_4/Conv2D_eightbit_requant_range
75118.403 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_1/batchnorm_eightbit_requant_range
74748.435 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv_1/Conv2D_eightbit_requant_range
73860.507 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv/batchnorm_eightbit_requant_range
73083.603 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower_1/conv/Conv2D_eightbit_requant_range
76043.323 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower/conv_2/Conv2D_eightbit_requant_range
76505.771 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower/conv_2/batchnorm_eightbit_requant_range
75340.387 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower/conv_1/batchnorm_eightbit_requant_range
74359.955 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower/conv/batchnorm_eightbit_requant_range
74933.419 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower/conv_1/Conv2D_eightbit_requant_range
72935.611 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/tower/conv/Conv2D_eightbit_requant_range
73860.515 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/conv/batchnorm_eightbit_requant_range
71927.499 0.008 1.784 0.000% 99.999% RequantizationRange mixed_3/tower/conv_2/Conv2D_eightbit_requant_range
72935.619 0.008 1.784 0.000% 99.999% RequantizationRange mixed_4/conv/Conv2D_eightbit_requant_range
72066.243 0.008 1.784 0.000% 99.999% RequantizationRange mixed_3/tower/conv_2/batchnorm_eightbit_requant_range
69772.475 0.008 1.784 0.000% 99.999% RequantizationRange mixed_3/tower/conv_1/Conv2D_eightbit_requant_range
68669.979 0.008 1.784 0.000% 99.999% RequantizationRange mixed_3/tower/conv/Conv2D_eightbit_requant_range
69145.243 0.008 1.784 0.000% 99.999% RequantizationRange mixed_3/tower/conv/batchnorm_eightbit_requant_range
67768.339 0.008 1.784 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv_2/batchnorm_eightbit_requant_range
71359.323 0.008 1.784 0.000% 99.999% RequantizationRange mixed_3/conv/batchnorm_eightbit_requant_range
70334.003 0.008 1.784 0.000% 99.999% RequantizationRange mixed_3/conv/Conv2D_eightbit_requant_range
65377.019 0.008 1.784 0.000% 99.999% RequantizationRange mixed_2/tower_2/conv/batchnorm_eightbit_requant_range
64004.947 0.008 1.784 0.000% 99.999% RequantizationRange mixed_2/tower_2/conv/Conv2D_eightbit_requant_range
67180.315 0.008 1.784 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv_2/Conv2D_eightbit_requant_range
66474.683 0.008 1.784 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv_1/batchnorm_eightbit_requant_range
64867.379 0.008 1.784 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv_1/Conv2D_eightbit_requant_range
62907.275 0.008 1.784 0.000% 99.999% RequantizationRange mixed_2/tower_1/conv/batchnorm_eightbit_requant_range
61888.011 0.008 1.784 0.000% 100.000% RequantizationRange mixed_2/tower_1/conv/Conv2D_eightbit_requant_range
66317.859 0.008 1.784 0.000% 100.000% RequantizationRange mixed_2/tower/conv_1/batchnorm_eightbit_requant_range
64867.387 0.008 1.784 0.000% 100.000% RequantizationRange mixed_2/tower/conv_1/Conv2D_eightbit_requant_range
61201.971 0.008 1.784 0.000% 100.000% RequantizationRange mixed_2/tower/conv/Conv2D_eightbit_requant_range
62907.259 0.008 1.784 0.000% 100.000% RequantizationRange mixed_2/tower/conv/batchnorm_eightbit_requant_range
62907.267 0.008 1.784 0.000% 100.000% RequantizationRange mixed_2/conv/batchnorm_eightbit_requant_range
102084.451 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_2/conv/batchnorm_eightbit_requant_range
101818.155 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_2/conv/Conv2D_eightbit_requant_range
61888.003 0.008 1.784 0.000% 100.000% RequantizationRange mixed_2/conv/Conv2D_eightbit_requant_range
103895.275 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_1/mixed/conv_1/batchnorm_eightbit_requant_range
103649.467 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_1/mixed/conv_1/Conv2D_eightbit_requant_range
103772.371 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_1/mixed/conv/batchnorm_eightbit_requant_range
103526.563 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_1/mixed/conv/Conv2D_eightbit_requant_range
103379.075 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_1/conv_1/batchnorm_eightbit_requant_range
103256.171 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_1/conv_1/Conv2D_eightbit_requant_range
102416.323 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_1/conv/Conv2D_eightbit_requant_range
102559.707 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower_1/conv/batchnorm_eightbit_requant_range
102961.195 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower/mixed/conv/batchnorm_eightbit_requant_range
102813.707 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower/mixed/conv_1/Conv2D_eightbit_requant_range
103108.683 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower/mixed/conv_1/batchnorm_eightbit_requant_range
102715.387 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower/mixed/conv/Conv2D_eightbit_requant_range
101936.971 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/conv/Conv2D_eightbit_requant_range
101768.987 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower/conv/Conv2D_eightbit_requant_range
102084.459 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/tower/conv/batchnorm_eightbit_requant_range
102260.643 0.008 1.784 0.000% 100.000% RequantizationRange mixed_10/conv/batchnorm_eightbit_requant_range
71359.315 0.008 1.784 0.000% 100.000% RequantizationRange mixed_3/tower/conv_1/batchnorm_eightbit_requant_range
57595.387 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower_2/conv/batchnorm_eightbit_requant_range
55870.475 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower_2/conv/Conv2D_eightbit_requant_range
60378.731 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv_2/batchnorm_eightbit_requant_range
59790.707 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv_2/Conv2D_eightbit_requant_range
57007.347 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv_1/Conv2D_eightbit_requant_range
58614.643 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv_1/batchnorm_eightbit_requant_range
59163.475 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower/conv_1/batchnorm_eightbit_requant_range
55870.467 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv/batchnorm_eightbit_requant_range
54165.171 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower_1/conv/Conv2D_eightbit_requant_range
0.008 0.008 1.784 0.000% 100.000% Max conv/Conv2D_eightbit_max_Mul
58536.227 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower/conv_1/Conv2D_eightbit_requant_range
55556.851 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower/conv/batchnorm_eightbit_requant_range
54165.179 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/tower/conv/Conv2D_eightbit_requant_range
54616.011 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/conv/Conv2D_eightbit_requant_range
56536.931 0.008 1.784 0.000% 100.000% RequantizationRange mixed_1/conv/batchnorm_eightbit_requant_range
49774.555 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower_2/conv/batchnorm_eightbit_requant_range
48284.835 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower_2/conv/Conv2D_eightbit_requant_range
53067.523 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower_1/conv_2/batchnorm_eightbit_requant_range
0.000 0.008 1.784 0.000% 100.000% Min conv/Conv2D_eightbit_min_Mul
52479.499 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower_1/conv_2/Conv2D_eightbit_requant_range
49186.483 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower_1/conv/batchnorm_eightbit_requant_range
47441.963 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower_1/conv/Conv2D_eightbit_requant_range
51617.051 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower/conv_1/batchnorm_eightbit_requant_range
50754.611 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower/conv_1/Conv2D_eightbit_requant_range
51617.043 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower_1/conv_1/batchnorm_eightbit_requant_range
47677.187 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower/conv/Conv2D_eightbit_requant_range
49186.475 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower/conv/batchnorm_eightbit_requant_range
47441.971 0.008 1.784 0.000% 100.000% RequantizationRange mixed/conv/Conv2D_eightbit_requant_range
49186.491 0.008 1.784 0.000% 100.000% RequantizationRange mixed/conv/batchnorm_eightbit_requant_range
50323.387 0.008 1.784 0.000% 100.000% RequantizationRange mixed/tower_1/conv_1/Conv2D_eightbit_requant_range
44643.771 0.008 1.784 0.000% 100.000% RequantizationRange conv_4/batchnorm_eightbit_requant_range
39804.387 0.008 1.784 0.000% 100.000% RequantizationRange conv_4/Conv2D_eightbit_requant_range
35080.227 0.008 1.784 0.000% 100.000% RequantizationRange conv_3/batchnorm_eightbit_requant_range
32948.603 0.008 1.784 0.000% 100.000% RequantizationRange conv_3/Conv2D_eightbit_requant_range
3109.963 0.008 1.784 0.000% 100.000% RequantizationRange conv/Conv2D_eightbit_requant_range
28136.275 0.008 1.784 0.000% 100.000% RequantizationRange conv_2/batchnorm_eightbit_requant_range
21221.371 0.008 1.784 0.000% 100.000% RequantizationRange conv_2/Conv2D_eightbit_requant_range
14306.459 0.008 1.784 0.000% 100.000% RequantizationRange conv_1/batchnorm_eightbit_requant_range
10848.995 0.008 1.784 0.000% 100.000% RequantizationRange conv_1/Conv2D_eightbit_requant_range
6662.147 0.008 1.784 0.000% 100.000% RequantizationRange conv/batchnorm_eightbit_requant_range
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 softmax/biases_min
0.000 0.000 0.000 0.000% 100.000% Const softmax/biases_max
0.000 0.000 0.000 0.000% 100.000% Const softmax/biases_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_quint8_const
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_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/conv2d_params_quint8_const
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_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const softmax/weights_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% _SOURCE
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const softmax/weights_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params_quint8_const
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_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params_max
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_4/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const softmax/weights_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/Conv2D_bn_offset_min
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/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/Conv2D_bn_offset_quint8_const
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_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/Conv2D_bn_offset_quint8_const
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_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/conv2d_params_min
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_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset_quint8_const
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_params_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_eightbit_reduction_dims
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Reshape conv/Conv2D_eightbit_reshape_Mul
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params_min
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_eightbit_reshape_dims
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset_min
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset_max
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params_quint8_const
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params_max
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params_min
I tensorflow/core/util/stat_summarizer.cc:354]
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