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vade/Image Label InceptionV3 Inference Optimized.txt

Created November 21, 2016 20:31
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Output of Trace Label Image for Straight Inception V3 graph Inference Optimized
Raw
Image Label InceptionV3 Inference Optimized.txt
Andromeda:tensorflow vade$ time bazel-bin/tensorflow/examples/label_image/label_image
I tensorflow/core/util/stat_summarizer.cc:33] StatSummarizer found 514 nodes
I tensorflow/core/util/stat_summarizer.cc:353] Total time (us): curr=9316873 count=11 runs, avg 9317 ms, 514 nodes defined 504 nodes observed
128366.4 avg KB per run.
============ By run order (ms) =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
0.000 0.086 0.086 0.001% 0.001% _SOURCE
0.125 0.027 0.027 0.000% 0.001% Const mixed/join/concat_dim
0.158 0.007 0.007 0.000% 0.001% Const pool_3/_reshape/shape
0.167 0.005 0.005 0.000% 0.001% Const softmax/weights
0.174 0.005 0.005 0.000% 0.001% Const softmax/biases
0.182 0.005 0.005 0.000% 0.001% Const conv/conv2d_params
0.189 0.005 0.005 0.000% 0.002% Const conv/Conv2D_bn_offset
0.196 0.006 0.006 0.000% 0.002% Const conv_1/conv2d_params
0.204 0.005 0.005 0.000% 0.002% Const conv_1/Conv2D_bn_offset
0.211 0.005 0.005 0.000% 0.002% Const conv_2/conv2d_params
0.219 0.005 0.005 0.000% 0.002% Const conv_2/Conv2D_bn_offset
0.226 0.018 0.018 0.000% 0.002% Const conv_3/conv2d_params
0.245 20.977 20.977 0.225% 0.227% Conv2D conv/Conv2D
0.246 0.005 0.005 0.000% 0.227% Const conv_3/Conv2D_bn_offset
0.253 0.006 0.006 0.000% 0.227% Const conv_4/conv2d_params
0.261 0.005 0.005 0.000% 0.227% Const conv_4/Conv2D_bn_offset
0.268 0.005 0.005 0.000% 0.227% Const mixed/conv/conv2d_params
0.276 0.004 0.004 0.000% 0.227% Const mixed/conv/Conv2D_bn_offset
0.282 0.009 0.009 0.000% 0.227% Const mixed/tower/conv/conv2d_params
0.294 0.005 0.005 0.000% 0.227% Const mixed/tower/conv/Conv2D_bn_offset
0.301 0.005 0.005 0.000% 0.228% Const mixed/tower/conv_1/conv2d_params
0.308 0.005 0.005 0.000% 0.228% Const mixed/tower/conv_1/Conv2D_bn_offset
0.315 0.007 0.007 0.000% 0.228% Const mixed/tower_1/conv/conv2d_params
0.325 0.005 0.005 0.000% 0.228% Const mixed/tower_1/conv/Conv2D_bn_offset
0.332 0.005 0.005 0.000% 0.228% Const mixed/tower_1/conv_1/conv2d_params
0.340 0.004 0.004 0.000% 0.228% Const mixed/tower_1/conv_1/Conv2D_bn_offset
0.346 0.005 0.005 0.000% 0.228% Const mixed/tower_1/conv_2/conv2d_params
0.354 0.007 0.007 0.000% 0.228% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.363 0.006 0.006 0.000% 0.228% Const mixed/tower_2/conv/conv2d_params
0.371 0.005 0.005 0.000% 0.228% Const mixed/tower_2/conv/Conv2D_bn_offset
0.378 0.005 0.005 0.000% 0.228% Const mixed_1/conv/conv2d_params
0.385 0.007 0.007 0.000% 0.228% Const mixed_1/conv/Conv2D_bn_offset
0.395 0.007 0.007 0.000% 0.228% Const mixed_1/tower/conv/conv2d_params
0.405 0.008 0.008 0.000% 0.228% Const mixed_1/tower/conv/Conv2D_bn_offset
0.417 0.008 0.008 0.000% 0.228% Const mixed_1/tower/conv_1/conv2d_params
0.429 0.012 0.012 0.000% 0.229% Const mixed_1/tower/conv_1/Conv2D_bn_offset
0.445 0.009 0.009 0.000% 0.229% Const mixed_1/tower_1/conv/conv2d_params
0.458 0.032 0.032 0.000% 0.229% Const mixed_1/tower_1/conv/Conv2D_bn_offset
0.496 0.011 0.011 0.000% 0.229% Const mixed_1/tower_1/conv_1/conv2d_params
0.511 0.008 0.008 0.000% 0.229% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
0.526 0.009 0.009 0.000% 0.229% Const mixed_1/tower_1/conv_2/conv2d_params
0.539 0.007 0.007 0.000% 0.229% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
0.550 0.008 0.008 0.000% 0.229% Const mixed_1/tower_2/conv/conv2d_params
0.579 0.009 0.009 0.000% 0.230% Const mixed_1/tower_2/conv/Conv2D_bn_offset
0.591 0.009 0.009 0.000% 0.230% Const mixed_2/conv/conv2d_params
0.602 0.006 0.006 0.000% 0.230% Const mixed_2/conv/Conv2D_bn_offset
0.612 0.008 0.008 0.000% 0.230% Const mixed_2/tower/conv/conv2d_params
0.624 0.007 0.007 0.000% 0.230% Const mixed_2/tower/conv/Conv2D_bn_offset
0.635 0.010 0.010 0.000% 0.230% Const mixed_2/tower/conv_1/conv2d_params
0.649 0.008 0.008 0.000% 0.230% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.660 0.009 0.009 0.000% 0.230% Const mixed_2/tower_1/conv/conv2d_params
0.672 0.008 0.008 0.000% 0.230% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.683 0.008 0.008 0.000% 0.230% Const mixed_2/tower_1/conv_1/conv2d_params
0.695 0.010 0.010 0.000% 0.230% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.709 0.008 0.008 0.000% 0.231% Const mixed_2/tower_1/conv_2/conv2d_params
0.721 0.007 0.007 0.000% 0.231% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.732 0.008 0.008 0.000% 0.231% Const mixed_2/tower_2/conv/conv2d_params
0.743 0.010 0.010 0.000% 0.231% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.757 0.008 0.008 0.000% 0.231% Const mixed_3/conv/conv2d_params
0.769 0.007 0.007 0.000% 0.231% Const mixed_3/conv/Conv2D_bn_offset
0.780 0.008 0.008 0.000% 0.231% Const mixed_3/tower/conv/conv2d_params
0.791 0.007 0.007 0.000% 0.231% Const mixed_3/tower/conv/Conv2D_bn_offset
0.802 0.011 0.011 0.000% 0.231% Const mixed_3/tower/conv_1/conv2d_params
0.816 0.008 0.008 0.000% 0.231% Const mixed_3/tower/conv_1/Conv2D_bn_offset
0.828 0.008 0.008 0.000% 0.231% Const mixed_3/tower/conv_2/conv2d_params
0.839 0.007 0.007 0.000% 0.232% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.851 0.011 0.011 0.000% 0.232% Const mixed_4/conv/conv2d_params
0.866 0.007 0.007 0.000% 0.232% Const mixed_4/conv/Conv2D_bn_offset
0.877 0.008 0.008 0.000% 0.232% Const mixed_4/tower/conv/conv2d_params
0.889 0.007 0.007 0.000% 0.232% Const mixed_4/tower/conv/Conv2D_bn_offset
0.900 0.008 0.008 0.000% 0.232% Const mixed_4/tower/conv_1/conv2d_params
0.911 0.011 0.011 0.000% 0.232% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.926 0.008 0.008 0.000% 0.232% Const mixed_4/tower/conv_2/conv2d_params
0.938 0.007 0.007 0.000% 0.232% Const mixed_4/tower/conv_2/Conv2D_bn_offset
0.949 0.008 0.008 0.000% 0.232% Const mixed_4/tower_1/conv/conv2d_params
0.960 0.011 0.011 0.000% 0.232% Const mixed_4/tower_1/conv/Conv2D_bn_offset
0.975 0.008 0.008 0.000% 0.233% Const mixed_4/tower_1/conv_1/conv2d_params
0.987 0.006 0.006 0.000% 0.233% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
0.997 0.008 0.008 0.000% 0.233% Const mixed_4/tower_1/conv_2/conv2d_params
1.009 0.007 0.007 0.000% 0.233% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
1.020 0.011 0.011 0.000% 0.233% Const mixed_4/tower_1/conv_3/conv2d_params
1.035 0.007 0.007 0.000% 0.233% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
1.046 0.016 0.016 0.000% 0.233% Const mixed_4/tower_1/conv_4/conv2d_params
1.066 0.007 0.007 0.000% 0.233% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
1.077 0.011 0.011 0.000% 0.233% Const mixed_4/tower_2/conv/conv2d_params
1.092 0.007 0.007 0.000% 0.233% Const mixed_4/tower_2/conv/Conv2D_bn_offset
1.103 0.008 0.008 0.000% 0.233% Const mixed_5/conv/conv2d_params
1.115 0.007 0.007 0.000% 0.234% Const mixed_5/conv/Conv2D_bn_offset
1.126 0.008 0.008 0.000% 0.234% Const mixed_5/tower/conv/conv2d_params
1.140 0.008 0.008 0.000% 0.234% Const mixed_5/tower/conv/Conv2D_bn_offset
1.152 0.008 0.008 0.000% 0.234% Const mixed_5/tower/conv_1/conv2d_params
1.163 0.007 0.007 0.000% 0.234% Const mixed_5/tower/conv_1/Conv2D_bn_offset
1.174 0.008 0.008 0.000% 0.234% Const mixed_5/tower/conv_2/conv2d_params
1.186 0.010 0.010 0.000% 0.234% Const mixed_5/tower/conv_2/Conv2D_bn_offset
1.200 0.009 0.009 0.000% 0.234% Const mixed_5/tower_1/conv/conv2d_params
1.212 0.008 0.008 0.000% 0.234% Const mixed_5/tower_1/conv/Conv2D_bn_offset
1.223 0.008 0.008 0.000% 0.234% Const mixed_5/tower_1/conv_1/conv2d_params
1.235 0.007 0.007 0.000% 0.234% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
1.249 0.008 0.008 0.000% 0.234% Const mixed_5/tower_1/conv_2/conv2d_params
1.261 0.007 0.007 0.000% 0.235% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
1.272 0.008 0.008 0.000% 0.235% Const mixed_5/tower_1/conv_3/conv2d_params
1.283 0.007 0.007 0.000% 0.235% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
1.293 0.012 0.012 0.000% 0.235% Const mixed_5/tower_1/conv_4/conv2d_params
1.308 0.008 0.008 0.000% 0.235% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
1.320 0.008 0.008 0.000% 0.235% Const mixed_5/tower_2/conv/conv2d_params
1.332 0.007 0.007 0.000% 0.235% Const mixed_5/tower_2/conv/Conv2D_bn_offset
1.343 0.011 0.011 0.000% 0.235% Const mixed_6/conv/conv2d_params
1.358 0.007 0.007 0.000% 0.235% Const mixed_6/conv/Conv2D_bn_offset
1.369 0.008 0.008 0.000% 0.235% Const mixed_6/tower/conv/conv2d_params
1.381 0.007 0.007 0.000% 0.235% Const mixed_6/tower/conv/Conv2D_bn_offset
1.392 0.008 0.008 0.000% 0.236% Const mixed_6/tower/conv_1/conv2d_params
1.403 0.011 0.011 0.000% 0.236% Const mixed_6/tower/conv_1/Conv2D_bn_offset
1.418 0.008 0.008 0.000% 0.236% Const mixed_6/tower/conv_2/conv2d_params
1.430 0.007 0.007 0.000% 0.236% Const mixed_6/tower/conv_2/Conv2D_bn_offset
1.440 0.009 0.009 0.000% 0.236% Const mixed_6/tower_1/conv/conv2d_params
1.452 0.010 0.010 0.000% 0.236% Const mixed_6/tower_1/conv/Conv2D_bn_offset
1.466 0.009 0.009 0.000% 0.236% Const mixed_6/tower_1/conv_1/conv2d_params
1.478 0.007 0.007 0.000% 0.236% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
1.489 0.008 0.008 0.000% 0.236% Const mixed_6/tower_1/conv_2/conv2d_params
1.501 0.007 0.007 0.000% 0.236% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
1.512 0.011 0.011 0.000% 0.236% Const mixed_6/tower_1/conv_3/conv2d_params
1.527 0.007 0.007 0.000% 0.237% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
1.538 0.008 0.008 0.000% 0.237% Const mixed_6/tower_1/conv_4/conv2d_params
1.549 0.007 0.007 0.000% 0.237% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
1.560 0.012 0.012 0.000% 0.237% Const mixed_6/tower_2/conv/conv2d_params
1.576 0.007 0.007 0.000% 0.237% Const mixed_6/tower_2/conv/Conv2D_bn_offset
1.587 0.008 0.008 0.000% 0.237% Const mixed_7/conv/conv2d_params
1.599 0.017 0.017 0.000% 0.237% Const mixed_7/conv/Conv2D_bn_offset
1.620 0.009 0.009 0.000% 0.237% Const mixed_7/tower/conv/conv2d_params
1.636 0.010 0.010 0.000% 0.237% Const mixed_7/tower/conv/Conv2D_bn_offset
1.651 0.008 0.008 0.000% 0.237% Const mixed_7/tower/conv_1/conv2d_params
1.663 0.007 0.007 0.000% 0.238% Const mixed_7/tower/conv_1/Conv2D_bn_offset
1.674 0.008 0.008 0.000% 0.238% Const mixed_7/tower/conv_2/conv2d_params
1.686 0.011 0.011 0.000% 0.238% Const mixed_7/tower/conv_2/Conv2D_bn_offset
1.701 0.008 0.008 0.000% 0.238% Const mixed_7/tower_1/conv/conv2d_params
1.713 0.007 0.007 0.000% 0.238% Const mixed_7/tower_1/conv/Conv2D_bn_offset
1.723 0.009 0.009 0.000% 0.238% Const mixed_7/tower_1/conv_1/conv2d_params
1.735 0.007 0.007 0.000% 0.238% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
1.746 0.011 0.011 0.000% 0.238% Const mixed_7/tower_1/conv_2/conv2d_params
1.761 0.008 0.008 0.000% 0.238% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
1.772 0.008 0.008 0.000% 0.238% Const mixed_7/tower_1/conv_3/conv2d_params
1.784 0.007 0.007 0.000% 0.238% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
1.795 0.011 0.011 0.000% 0.239% Const mixed_7/tower_1/conv_4/conv2d_params
1.810 0.008 0.008 0.000% 0.239% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
1.821 0.008 0.008 0.000% 0.239% Const mixed_7/tower_2/conv/conv2d_params
1.833 0.007 0.007 0.000% 0.239% Const mixed_7/tower_2/conv/Conv2D_bn_offset
1.844 0.008 0.008 0.000% 0.239% Const mixed_8/tower/conv/conv2d_params
1.858 0.008 0.008 0.000% 0.239% Const mixed_8/tower/conv/Conv2D_bn_offset
1.870 0.008 0.008 0.000% 0.239% Const mixed_8/tower/conv_1/conv2d_params
1.882 0.007 0.007 0.000% 0.239% Const mixed_8/tower/conv_1/Conv2D_bn_offset
1.893 0.007 0.007 0.000% 0.239% Const mixed_8/tower_1/conv/conv2d_params
1.904 0.011 0.011 0.000% 0.239% Const mixed_8/tower_1/conv/Conv2D_bn_offset
1.919 0.008 0.008 0.000% 0.239% Const mixed_8/tower_1/conv_1/conv2d_params
1.931 0.007 0.007 0.000% 0.240% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
1.942 0.008 0.008 0.000% 0.240% Const mixed_8/tower_1/conv_2/conv2d_params
1.953 0.008 0.008 0.000% 0.240% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
1.967 0.009 0.009 0.000% 0.240% Const mixed_8/tower_1/conv_3/conv2d_params
1.979 0.008 0.008 0.000% 0.240% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
1.990 0.009 0.009 0.000% 0.240% Const mixed_9/conv/conv2d_params
2.002 0.007 0.007 0.000% 0.240% Const mixed_9/conv/Conv2D_bn_offset
2.013 0.011 0.011 0.000% 0.240% Const mixed_9/tower/conv/conv2d_params
2.028 0.008 0.008 0.000% 0.240% Const mixed_9/tower/conv/Conv2D_bn_offset
2.039 0.008 0.008 0.000% 0.240% Const mixed_9/tower/mixed/conv/conv2d_params
2.051 0.007 0.007 0.000% 0.240% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
2.062 0.011 0.011 0.000% 0.241% Const mixed_9/tower/mixed/conv_1/conv2d_params
2.077 0.007 0.007 0.000% 0.241% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
2.088 0.008 0.008 0.000% 0.241% Const mixed_9/tower_1/conv/conv2d_params
2.100 0.007 0.007 0.000% 0.241% Const mixed_9/tower_1/conv/Conv2D_bn_offset
2.110 0.008 0.008 0.000% 0.241% Const mixed_9/tower_1/conv_1/conv2d_params
2.121 0.010 0.010 0.000% 0.241% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
2.135 0.009 0.009 0.000% 0.241% Const mixed_9/tower_1/mixed/conv/conv2d_params
2.147 0.008 0.008 0.000% 0.241% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
2.158 0.008 0.008 0.000% 0.241% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
2.170 0.010 0.010 0.000% 0.241% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
2.184 0.008 0.008 0.000% 0.241% Const mixed_9/tower_2/conv/conv2d_params
2.196 0.007 0.007 0.000% 0.241% Const mixed_9/tower_2/conv/Conv2D_bn_offset
2.207 0.008 0.008 0.000% 0.242% Const mixed_10/conv/conv2d_params
2.218 0.008 0.008 0.000% 0.242% Const mixed_10/conv/Conv2D_bn_offset
2.230 0.011 0.011 0.000% 0.242% Const mixed_10/tower/conv/conv2d_params
2.245 0.007 0.007 0.000% 0.242% Const mixed_10/tower/conv/Conv2D_bn_offset
2.256 0.008 0.008 0.000% 0.242% Const mixed_10/tower/mixed/conv/conv2d_params
2.267 0.007 0.007 0.000% 0.242% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
2.278 0.011 0.011 0.000% 0.242% Const mixed_10/tower/mixed/conv_1/conv2d_params
2.293 0.008 0.008 0.000% 0.242% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
2.305 0.008 0.008 0.000% 0.242% Const mixed_10/tower_1/conv/conv2d_params
2.316 0.007 0.007 0.000% 0.242% Const mixed_10/tower_1/conv/Conv2D_bn_offset
2.327 0.008 0.008 0.000% 0.242% Const mixed_10/tower_1/conv_1/conv2d_params
2.339 0.010 0.010 0.000% 0.243% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
2.353 0.008 0.008 0.000% 0.243% Const mixed_10/tower_1/mixed/conv/conv2d_params
2.365 0.007 0.007 0.000% 0.243% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
2.376 0.008 0.008 0.000% 0.243% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
2.387 0.011 0.011 0.000% 0.243% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
2.402 0.008 0.008 0.000% 0.243% Const mixed_10/tower_2/conv/conv2d_params
2.414 0.008 0.008 0.000% 0.243% Const mixed_10/tower_2/conv/Conv2D_bn_offset
21.249 3.217 3.217 0.035% 0.278% BiasAdd conv/batchnorm
24.482 1.230 1.230 0.013% 0.291% Relu conv
25.726 155.105 155.105 1.665% 1.956% Conv2D conv_1/Conv2D
180.853 3.177 3.177 0.034% 1.990% BiasAdd conv_1/batchnorm
184.048 1.160 1.160 0.012% 2.002% Relu conv_1
185.220 299.725 299.725 3.217% 5.219% Conv2D conv_2/Conv2D
484.965 5.964 5.964 0.064% 5.283% BiasAdd conv_2/batchnorm
490.949 2.531 2.531 0.027% 5.310% Relu conv_2
493.499 49.260 49.260 0.529% 5.839% MaxPool pool
542.776 22.086 22.086 0.237% 6.076% Conv2D conv_3/Conv2D
564.877 2.334 2.334 0.025% 6.101% BiasAdd conv_3/batchnorm
567.222 1.076 1.076 0.012% 6.113% Relu conv_3
568.307 522.129 522.129 5.604% 11.717% Conv2D conv_4/Conv2D
1090.475 4.142 4.142 0.044% 11.761% BiasAdd conv_4/batchnorm
1094.636 1.609 1.609 0.017% 11.779% Relu conv_4
1096.263 24.238 24.238 0.260% 12.039% MaxPool pool_1
1120.535 37.494 37.494 0.402% 12.441% Conv2D mixed/tower_1/conv/Conv2D
1120.542 48.001 48.001 0.515% 12.956% AvgPool mixed/tower_2/pool
1120.561 49.128 49.128 0.527% 13.484% Conv2D mixed/conv/Conv2D
1120.573 24.089 24.089 0.259% 13.742% Conv2D mixed/tower/conv/Conv2D
1144.691 1.840 1.840 0.020% 13.762% BiasAdd mixed/tower/conv/batchnorm
1146.542 0.781 0.781 0.008% 13.770% Relu mixed/tower/conv
1147.333 161.779 161.779 1.736% 15.507% Conv2D mixed/tower/conv_1/Conv2D
1158.046 2.345 2.345 0.025% 15.532% BiasAdd mixed/tower_1/conv/batchnorm
1160.403 0.975 0.975 0.010% 15.542% Relu mixed/tower_1/conv
1161.387 112.435 112.435 1.207% 16.749% Conv2D mixed/tower_1/conv_1/Conv2D
1168.557 39.669 39.669 0.426% 17.175% Conv2D mixed/tower_2/conv/Conv2D
1169.705 2.169 2.169 0.023% 17.198% BiasAdd mixed/conv/batchnorm
1171.884 0.974 0.974 0.010% 17.209% Relu mixed/conv
1208.253 1.120 1.120 0.012% 17.221% BiasAdd mixed/tower_2/conv/batchnorm
1209.383 0.502 0.502 0.005% 17.226% Relu mixed/tower_2/conv
1273.848 4.496 4.496 0.048% 17.274% BiasAdd mixed/tower_1/conv_1/batchnorm
1278.355 2.945 2.945 0.032% 17.306% Relu mixed/tower_1/conv_1
1281.314 85.511 85.511 0.918% 18.224% Conv2D mixed/tower_1/conv_2/Conv2D
1309.131 2.180 2.180 0.023% 18.247% BiasAdd mixed/tower/conv_1/batchnorm
1311.321 0.994 0.994 0.011% 18.258% Relu mixed/tower/conv_1
1366.844 0.533 0.533 0.006% 18.264% BiasAdd mixed/tower_1/conv_2/batchnorm
1367.395 0.286 0.286 0.003% 18.267% Relu mixed/tower_1/conv_2
1367.688 2.308 2.308 0.025% 18.291% Concat mixed/join
1370.023 48.991 48.991 0.526% 18.817% Conv2D mixed_1/tower_1/conv/Conv2D
1370.044 61.276 61.276 0.658% 19.475% AvgPool mixed_1/tower_2/pool
1370.048 43.850 43.850 0.471% 19.946% Conv2D mixed_1/conv/Conv2D
1370.049 47.856 47.856 0.514% 20.459% Conv2D mixed_1/tower/conv/Conv2D
1413.924 2.186 2.186 0.023% 20.483% BiasAdd mixed_1/conv/batchnorm
1416.120 0.978 0.978 0.010% 20.493% Relu mixed_1/conv
1417.916 1.155 1.155 0.012% 20.506% BiasAdd mixed_1/tower/conv/batchnorm
1419.026 1.696 1.696 0.018% 20.524% BiasAdd mixed_1/tower_1/conv/batchnorm
1419.078 0.413 0.413 0.004% 20.528% Relu mixed_1/tower/conv
1419.497 141.530 141.530 1.519% 22.047% Conv2D mixed_1/tower/conv_1/Conv2D
1420.733 0.949 0.949 0.010% 22.057% Relu mixed_1/tower_1/conv
1421.690 136.477 136.477 1.465% 23.522% Conv2D mixed_1/tower_1/conv_1/Conv2D
1431.333 58.308 58.308 0.626% 24.148% Conv2D mixed_1/tower_2/conv/Conv2D
1489.669 2.182 2.182 0.023% 24.172% BiasAdd mixed_1/tower_2/conv/batchnorm
1491.860 0.976 0.976 0.010% 24.182% Relu mixed_1/tower_2/conv
1558.193 1.682 1.682 0.018% 24.200% BiasAdd mixed_1/tower_1/conv_1/batchnorm
1559.887 0.399 0.399 0.004% 24.204% Relu mixed_1/tower_1/conv_1
1560.294 80.644 80.644 0.866% 25.070% Conv2D mixed_1/tower_1/conv_2/Conv2D
1561.038 1.333 1.333 0.014% 25.084% BiasAdd mixed_1/tower/conv_1/batchnorm
1562.378 0.554 0.554 0.006% 25.090% Relu mixed_1/tower/conv_1
1640.958 0.560 0.560 0.006% 25.096% BiasAdd mixed_1/tower_1/conv_2/batchnorm
1641.529 0.311 0.311 0.003% 25.100% Relu mixed_1/tower_1/conv_2
1641.857 1.030 1.030 0.011% 25.111% Concat mixed_1/join
1642.921 54.633 54.633 0.586% 25.697% Conv2D mixed_2/tower_1/conv/Conv2D
1642.945 68.493 68.493 0.735% 26.432% AvgPool mixed_2/tower_2/pool
1642.951 55.184 55.184 0.592% 27.024% Conv2D mixed_2/conv/Conv2D
1642.958 55.785 55.785 0.599% 27.623% Conv2D mixed_2/tower/conv/Conv2D
1697.598 1.771 1.771 0.019% 27.642% BiasAdd mixed_2/tower_1/conv/batchnorm
1698.150 1.646 1.646 0.018% 27.660% BiasAdd mixed_2/conv/batchnorm
1698.752 1.002 1.002 0.011% 27.671% BiasAdd mixed_2/tower/conv/batchnorm
1699.379 0.553 0.553 0.006% 27.677% Relu mixed_2/tower_1/conv
1699.761 0.413 0.413 0.004% 27.681% Relu mixed_2/tower/conv
1699.804 0.590 0.590 0.006% 27.687% Relu mixed_2/conv
1699.939 74.432 74.432 0.799% 28.486% Conv2D mixed_2/tower_1/conv_1/Conv2D
1700.180 220.056 220.056 2.362% 30.848% Conv2D mixed_2/tower/conv_1/Conv2D
1711.451 86.683 86.683 0.930% 31.779% Conv2D mixed_2/tower_2/conv/Conv2D
1774.403 4.973 4.973 0.053% 31.832% BiasAdd mixed_2/tower_1/conv_1/batchnorm
1779.388 2.009 2.009 0.022% 31.853% Relu mixed_2/tower_1/conv_1
1781.407 133.844 133.844 1.437% 33.290% Conv2D mixed_2/tower_1/conv_2/Conv2D
1798.152 2.166 2.166 0.023% 33.313% BiasAdd mixed_2/tower_2/conv/batchnorm
1800.328 0.979 0.979 0.011% 33.324% Relu mixed_2/tower_2/conv
1915.278 2.605 2.605 0.028% 33.352% BiasAdd mixed_2/tower_1/conv_2/batchnorm
1917.894 1.016 1.016 0.011% 33.363% Relu mixed_2/tower_1/conv_2
1920.247 1.262 1.262 0.014% 33.376% BiasAdd mixed_2/tower/conv_1/batchnorm
1921.516 0.519 0.519 0.006% 33.382% Relu mixed_2/tower/conv_1
1922.041 0.613 0.613 0.007% 33.388% Concat mixed_2/join
1922.678 51.659 51.659 0.554% 33.943% Conv2D mixed_3/tower/conv/Conv2D
1922.689 12.517 12.517 0.134% 34.077% MaxPool mixed_3/pool
1922.701 305.171 305.171 3.275% 37.353% Conv2D mixed_3/conv/Conv2D
1974.352 1.348 1.348 0.014% 37.367% BiasAdd mixed_3/tower/conv/batchnorm
1975.707 0.547 0.547 0.006% 37.373% Relu mixed_3/tower/conv
1976.260 101.473 101.473 1.089% 38.462% Conv2D mixed_3/tower/conv_1/Conv2D
2077.759 4.472 4.472 0.048% 38.510% BiasAdd mixed_3/tower/conv_1/batchnorm
2082.245 4.872 4.872 0.052% 38.562% Relu mixed_3/tower/conv_1
2087.128 70.570 70.570 0.757% 39.320% Conv2D mixed_3/tower/conv_2/Conv2D
2157.725 0.794 0.794 0.009% 39.328% BiasAdd mixed_3/tower/conv_2/batchnorm
2158.529 0.347 0.347 0.004% 39.332% Relu mixed_3/tower/conv_2
2227.892 0.620 0.620 0.007% 39.339% BiasAdd mixed_3/conv/batchnorm
2228.524 0.317 0.317 0.003% 39.342% Relu mixed_3/conv
2228.848 0.320 0.320 0.003% 39.346% Concat mixed_3/join
2229.200 72.048 72.048 0.773% 40.119% Conv2D mixed_4/tower/conv/Conv2D
2229.208 78.951 78.951 0.847% 40.966% Conv2D mixed_4/tower_1/conv/Conv2D
2229.211 39.707 39.707 0.426% 41.392% AvgPool mixed_4/tower_2/pool
2229.218 127.336 127.336 1.367% 42.759% Conv2D mixed_4/conv/Conv2D
2268.942 117.304 117.304 1.259% 44.018% Conv2D mixed_4/tower_2/conv/Conv2D
2301.272 1.145 1.145 0.012% 44.031% BiasAdd mixed_4/tower/conv/batchnorm
2302.428 0.477 0.477 0.005% 44.036% Relu mixed_4/tower/conv
2302.918 84.875 84.875 0.911% 44.947% Conv2D mixed_4/tower/conv_1/Conv2D
2308.171 1.112 1.112 0.012% 44.959% BiasAdd mixed_4/tower_1/conv/batchnorm
2309.293 0.471 0.471 0.005% 44.964% Relu mixed_4/tower_1/conv
2309.772 87.543 87.543 0.940% 45.903% Conv2D mixed_4/tower_1/conv_1/Conv2D
2356.572 0.965 0.965 0.010% 45.914% BiasAdd mixed_4/conv/batchnorm
2357.548 0.393 0.393 0.004% 45.918% Relu mixed_4/conv
2386.263 1.545 1.545 0.017% 45.934% BiasAdd mixed_4/tower_2/conv/batchnorm
2387.804 1.036 1.036 0.011% 45.946% BiasAdd mixed_4/tower/conv_1/batchnorm
2387.818 0.695 0.695 0.007% 45.953% Relu mixed_4/tower_2/conv
2388.850 0.472 0.472 0.005% 45.958% Relu mixed_4/tower/conv_1
2389.330 73.664 73.664 0.791% 46.749% Conv2D mixed_4/tower/conv_2/Conv2D
2397.329 1.038 1.038 0.011% 46.760% BiasAdd mixed_4/tower_1/conv_1/batchnorm
2398.376 0.472 0.472 0.005% 46.765% Relu mixed_4/tower_1/conv_1
2398.856 50.930 50.930 0.547% 47.312% Conv2D mixed_4/tower_1/conv_2/Conv2D
2449.804 1.039 1.039 0.011% 47.323% BiasAdd mixed_4/tower_1/conv_2/batchnorm
2450.861 0.473 0.473 0.005% 47.328% Relu mixed_4/tower_1/conv_2
2451.342 29.531 29.531 0.317% 47.645% Conv2D mixed_4/tower_1/conv_3/Conv2D
2463.005 1.535 1.535 0.016% 47.661% BiasAdd mixed_4/tower/conv_2/batchnorm
2464.549 0.702 0.702 0.008% 47.669% Relu mixed_4/tower/conv_2
2480.883 0.614 0.614 0.007% 47.675% BiasAdd mixed_4/tower_1/conv_3/batchnorm
2481.504 0.256 0.256 0.003% 47.678% Relu mixed_4/tower_1/conv_3
2481.766 38.106 38.106 0.409% 48.087% Conv2D mixed_4/tower_1/conv_4/Conv2D
2519.889 0.927 0.927 0.010% 48.097% BiasAdd mixed_4/tower_1/conv_4/batchnorm
2520.823 0.374 0.374 0.004% 48.101% Relu mixed_4/tower_1/conv_4
2521.203 1.087 1.087 0.012% 48.113% Concat mixed_4/join
2522.321 88.398 88.398 0.949% 49.061% Conv2D mixed_5/tower_1/conv/Conv2D
2522.346 39.585 39.585 0.425% 49.486% AvgPool mixed_5/tower_2/pool
2522.351 116.475 116.475 1.250% 50.737% Conv2D mixed_5/conv/Conv2D
2522.360 123.490 123.490 1.325% 52.062% Conv2D mixed_5/tower/conv/Conv2D
2561.955 104.067 104.067 1.117% 53.179% Conv2D mixed_5/tower_2/conv/Conv2D
2610.745 1.307 1.307 0.014% 53.193% BiasAdd mixed_5/tower_1/conv/batchnorm
2612.061 0.589 0.589 0.006% 53.199% Relu mixed_5/tower_1/conv
2612.658 100.873 100.873 1.083% 54.282% Conv2D mixed_5/tower_1/conv_1/Conv2D
2638.843 1.673 1.673 0.018% 54.300% BiasAdd mixed_5/conv/batchnorm
2640.526 0.670 0.670 0.007% 54.307% Relu mixed_5/conv
2645.864 1.295 1.295 0.014% 54.321% BiasAdd mixed_5/tower/conv/batchnorm
2647.169 0.569 0.569 0.006% 54.327% Relu mixed_5/tower/conv
2647.747 79.102 79.102 0.849% 55.176% Conv2D mixed_5/tower/conv_1/Conv2D
2666.039 1.663 1.663 0.018% 55.194% BiasAdd mixed_5/tower_2/conv/batchnorm
2667.713 0.697 0.697 0.007% 55.201% Relu mixed_5/tower_2/conv
2713.550 1.291 1.291 0.014% 55.215% BiasAdd mixed_5/tower_1/conv_1/batchnorm
2714.851 0.586 0.586 0.006% 55.222% Relu mixed_5/tower_1/conv_1
2715.445 78.814 78.814 0.846% 56.068% Conv2D mixed_5/tower_1/conv_2/Conv2D
2726.862 1.298 1.298 0.014% 56.081% BiasAdd mixed_5/tower/conv_1/batchnorm
2728.169 0.585 0.585 0.006% 56.088% Relu mixed_5/tower/conv_1
2728.762 89.281 89.281 0.958% 57.046% Conv2D mixed_5/tower/conv_2/Conv2D
2794.280 1.298 1.298 0.014% 57.060% BiasAdd mixed_5/tower_1/conv_2/batchnorm
2795.587 0.588 0.588 0.006% 57.066% Relu mixed_5/tower_1/conv_2
2796.184 51.489 51.489 0.553% 57.619% Conv2D mixed_5/tower_1/conv_3/Conv2D
2818.058 1.547 1.547 0.017% 57.636% BiasAdd mixed_5/tower/conv_2/batchnorm
2819.614 0.694 0.694 0.007% 57.643% Relu mixed_5/tower/conv_2
2847.682 0.792 0.792 0.009% 57.651% BiasAdd mixed_5/tower_1/conv_3/batchnorm
2848.480 0.323 0.323 0.003% 57.655% Relu mixed_5/tower_1/conv_3
2848.809 46.998 46.998 0.504% 58.159% Conv2D mixed_5/tower_1/conv_4/Conv2D
2895.819 0.919 0.919 0.010% 58.169% BiasAdd mixed_5/tower_1/conv_4/batchnorm
2896.745 0.372 0.372 0.004% 58.173% Relu mixed_5/tower_1/conv_4
2897.122 0.289 0.289 0.003% 58.176% Concat mixed_5/join
2897.445 107.182 107.182 1.150% 59.327% Conv2D mixed_6/tower_1/conv/Conv2D
2897.452 39.425 39.425 0.423% 59.750% AvgPool mixed_6/tower_2/pool
2897.456 110.637 110.637 1.187% 60.937% Conv2D mixed_6/conv/Conv2D
2897.464 122.211 122.211 1.312% 62.249% Conv2D mixed_6/tower/conv/Conv2D
2936.901 90.297 90.297 0.969% 63.218% Conv2D mixed_6/tower_2/conv/Conv2D
3004.653 1.305 1.305 0.014% 63.232% BiasAdd mixed_6/tower_1/conv/batchnorm
3005.968 0.588 0.588 0.006% 63.239% Relu mixed_6/tower_1/conv
3006.565 87.295 87.295 0.937% 64.176% Conv2D mixed_6/tower_1/conv_1/Conv2D
3008.109 1.550 1.550 0.017% 64.192% BiasAdd mixed_6/conv/batchnorm
3009.669 0.676 0.676 0.007% 64.199% Relu mixed_6/conv
3019.688 1.289 1.289 0.014% 64.213% BiasAdd mixed_6/tower/conv/batchnorm
3020.986 0.583 0.583 0.006% 64.220% Relu mixed_6/tower/conv
3021.578 77.162 77.162 0.828% 65.048% Conv2D mixed_6/tower/conv_1/Conv2D
3027.210 1.538 1.538 0.017% 65.064% BiasAdd mixed_6/tower_2/conv/batchnorm
3028.757 0.695 0.695 0.007% 65.072% Relu mixed_6/tower_2/conv
3093.883 1.300 1.300 0.014% 65.086% BiasAdd mixed_6/tower_1/conv_1/batchnorm
3095.193 0.598 0.598 0.006% 65.092% Relu mixed_6/tower_1/conv_1
3095.800 88.777 88.777 0.953% 66.045% Conv2D mixed_6/tower_1/conv_2/Conv2D
3098.751 1.281 1.281 0.014% 66.059% BiasAdd mixed_6/tower/conv_1/batchnorm
3100.042 0.583 0.583 0.006% 66.065% Relu mixed_6/tower/conv_1
3100.633 83.950 83.950 0.901% 66.966% Conv2D mixed_6/tower/conv_2/Conv2D
3184.599 0.818 0.818 0.009% 66.975% BiasAdd mixed_6/tower_1/conv_2/batchnorm
3184.601 0.980 0.980 0.011% 66.985% BiasAdd mixed_6/tower/conv_2/batchnorm
3185.424 0.355 0.355 0.004% 66.989% Relu mixed_6/tower_1/conv_2
3185.588 0.407 0.407 0.004% 66.993% Relu mixed_6/tower/conv_2
3185.786 39.655 39.655 0.426% 67.419% Conv2D mixed_6/tower_1/conv_3/Conv2D
3225.456 0.776 0.776 0.008% 67.427% BiasAdd mixed_6/tower_1/conv_3/batchnorm
3226.238 0.314 0.314 0.003% 67.431% Relu mixed_6/tower_1/conv_3
3226.558 46.849 46.849 0.503% 67.934% Conv2D mixed_6/tower_1/conv_4/Conv2D
3273.419 0.920 0.920 0.010% 67.944% BiasAdd mixed_6/tower_1/conv_4/batchnorm
3274.345 0.372 0.372 0.004% 67.948% Relu mixed_6/tower_1/conv_4
3274.723 0.181 0.181 0.002% 67.949% Concat mixed_6/join
3274.935 124.785 124.785 1.339% 69.289% Conv2D mixed_7/tower_1/conv/Conv2D
3274.944 39.573 39.573 0.425% 69.714% AvgPool mixed_7/tower_2/pool
3274.946 142.689 142.689 1.532% 71.245% Conv2D mixed_7/conv/Conv2D
3274.955 129.817 129.817 1.393% 72.638% Conv2D mixed_7/tower/conv/Conv2D
3314.540 94.631 94.631 1.016% 73.654% Conv2D mixed_7/tower_2/conv/Conv2D
3399.747 1.557 1.557 0.017% 73.671% BiasAdd mixed_7/tower_1/conv/batchnorm
3401.314 0.699 0.699 0.008% 73.678% Relu mixed_7/tower_1/conv
3402.022 130.831 130.831 1.404% 75.083% Conv2D mixed_7/tower_1/conv_1/Conv2D
3404.787 1.540 1.540 0.017% 75.099% BiasAdd mixed_7/tower/conv/batchnorm
3406.337 0.687 0.687 0.007% 75.106% Relu mixed_7/tower/conv
3407.033 105.873 105.873 1.136% 76.243% Conv2D mixed_7/tower/conv_1/Conv2D
3409.182 1.530 1.530 0.016% 76.259% BiasAdd mixed_7/tower_2/conv/batchnorm
3410.721 0.693 0.693 0.007% 76.267% Relu mixed_7/tower_2/conv
3417.647 1.535 1.535 0.016% 76.283% BiasAdd mixed_7/conv/batchnorm
3419.191 0.698 0.698 0.007% 76.291% Relu mixed_7/conv
3512.930 1.551 1.551 0.017% 76.307% BiasAdd mixed_7/tower/conv_1/batchnorm
3514.490 0.698 0.698 0.007% 76.315% Relu mixed_7/tower/conv_1
3515.197 117.853 117.853 1.265% 77.580% Conv2D mixed_7/tower/conv_2/Conv2D
3532.872 4.796 4.796 0.051% 77.631% BiasAdd mixed_7/tower_1/conv_1/batchnorm
3537.682 0.715 0.715 0.008% 77.639% Relu mixed_7/tower_1/conv_1
3538.406 94.887 94.887 1.018% 78.657% Conv2D mixed_7/tower_1/conv_2/Conv2D
3633.068 0.954 0.954 0.010% 78.668% BiasAdd mixed_7/tower/conv_2/batchnorm
3633.304 0.937 0.937 0.010% 78.678% BiasAdd mixed_7/tower_1/conv_2/batchnorm
3634.029 0.389 0.389 0.004% 78.682% Relu mixed_7/tower/conv_2
3634.247 0.380 0.380 0.004% 78.686% Relu mixed_7/tower_1/conv_2
3634.633 56.964 56.964 0.611% 79.297% Conv2D mixed_7/tower_1/conv_3/Conv2D
3691.612 0.919 0.919 0.010% 79.307% BiasAdd mixed_7/tower_1/conv_3/batchnorm
3692.537 0.373 0.373 0.004% 79.311% Relu mixed_7/tower_1/conv_3
3692.915 56.821 56.821 0.610% 79.921% Conv2D mixed_7/tower_1/conv_4/Conv2D
3749.748 0.914 0.914 0.010% 79.931% BiasAdd mixed_7/tower_1/conv_4/batchnorm
3750.669 0.372 0.372 0.004% 79.935% Relu mixed_7/tower_1/conv_4
3751.047 0.203 0.203 0.002% 79.937% Concat mixed_7/join
3751.281 57.974 57.974 0.622% 80.559% Conv2D mixed_8/tower_1/conv/Conv2D
3751.295 6.508 6.508 0.070% 80.629% MaxPool mixed_8/pool
3751.302 70.080 70.080 0.752% 81.381% Conv2D mixed_8/tower/conv/Conv2D
3809.276 1.551 1.551 0.017% 81.398% BiasAdd mixed_8/tower_1/conv/batchnorm
3810.837 0.684 0.684 0.007% 81.405% Relu mixed_8/tower_1/conv
3811.530 81.920 81.920 0.879% 82.285% Conv2D mixed_8/tower_1/conv_1/Conv2D
3821.396 1.534 1.534 0.016% 82.301% BiasAdd mixed_8/tower/conv/batchnorm
3822.941 0.704 0.704 0.008% 82.309% Relu mixed_8/tower/conv
3823.653 83.688 83.688 0.898% 83.207% Conv2D mixed_8/tower/conv_1/Conv2D
3893.472 1.551 1.551 0.017% 83.223% BiasAdd mixed_8/tower_1/conv_1/batchnorm
3895.032 0.693 0.693 0.007% 83.231% Relu mixed_8/tower_1/conv_1
3895.733 59.110 59.110 0.634% 83.865% Conv2D mixed_8/tower_1/conv_2/Conv2D
3907.351 0.589 0.589 0.006% 83.872% BiasAdd mixed_8/tower/conv_1/batchnorm
3907.947 0.271 0.271 0.003% 83.875% Relu mixed_8/tower/conv_1
3954.856 0.912 0.912 0.010% 83.884% BiasAdd mixed_8/tower_1/conv_2/batchnorm
3955.774 0.371 0.371 0.004% 83.888% Relu mixed_8/tower_1/conv_2
3956.151 17.634 17.634 0.189% 84.078% Conv2D mixed_8/tower_1/conv_3/Conv2D
3973.793 0.253 0.253 0.003% 84.080% BiasAdd mixed_8/tower_1/conv_3/batchnorm
3974.052 0.095 0.095 0.001% 84.081% Relu mixed_8/tower_1/conv_3
3974.152 0.124 0.124 0.001% 84.083% Concat mixed_8/join
3974.316 93.864 93.864 1.007% 85.090% Conv2D mixed_9/tower_1/conv/Conv2D
3974.325 13.712 13.712 0.147% 85.237% AvgPool mixed_9/tower_2/pool
3974.327 74.146 74.146 0.796% 86.033% Conv2D mixed_9/conv/Conv2D
3974.335 80.842 80.842 0.868% 86.901% Conv2D mixed_9/tower/conv/Conv2D
3988.053 54.153 54.153 0.581% 87.482% Conv2D mixed_9/tower_2/conv/Conv2D
4042.225 0.468 0.468 0.005% 87.487% BiasAdd mixed_9/tower_2/conv/batchnorm
4042.701 0.200 0.200 0.002% 87.489% Relu mixed_9/tower_2/conv
4048.484 0.591 0.591 0.006% 87.496% BiasAdd mixed_9/conv/batchnorm
4049.082 0.270 0.270 0.003% 87.498% Relu mixed_9/conv
4055.184 0.440 0.440 0.005% 87.503% BiasAdd mixed_9/tower/conv/batchnorm
4055.632 0.321 0.321 0.003% 87.507% Relu mixed_9/tower/conv
4055.967 66.092 66.092 0.709% 88.216% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
4055.974 62.937 62.937 0.676% 88.892% Conv2D mixed_9/tower/mixed/conv/Conv2D
4068.197 0.869 0.869 0.009% 88.901% BiasAdd mixed_9/tower_1/conv/batchnorm
4069.076 0.419 0.419 0.004% 88.905% Relu mixed_9/tower_1/conv
4069.504 112.752 112.752 1.210% 90.116% Conv2D mixed_9/tower_1/conv_1/Conv2D
4118.930 0.777 0.777 0.008% 90.124% BiasAdd mixed_9/tower/mixed/conv/batchnorm
4119.715 0.324 0.324 0.003% 90.127% Relu mixed_9/tower/mixed/conv
4122.069 0.742 0.742 0.008% 90.135% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
4122.819 0.360 0.360 0.004% 90.139% Relu mixed_9/tower/mixed/conv_1
4182.271 0.475 0.475 0.005% 90.144% BiasAdd mixed_9/tower_1/conv_1/batchnorm
4182.752 0.183 0.183 0.002% 90.146% Relu mixed_9/tower_1/conv_1
4182.948 34.793 34.793 0.373% 90.520% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
4182.977 44.051 44.051 0.473% 90.993% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
4217.754 0.501 0.501 0.005% 90.998% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
4218.260 0.187 0.187 0.002% 91.000% Relu mixed_9/tower_1/mixed/conv_1
4227.036 0.513 0.513 0.006% 91.005% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
4227.554 0.180 0.180 0.002% 91.007% Relu mixed_9/tower_1/mixed/conv
4227.739 0.156 0.156 0.002% 91.009% Concat mixed_9/join
4227.930 139.747 139.747 1.500% 92.509% Conv2D mixed_10/tower_1/conv/Conv2D
4227.937 14.015 14.015 0.150% 92.659% MaxPool mixed_10/tower_2/pool
4227.940 126.129 126.129 1.354% 94.013% Conv2D mixed_10/conv/Conv2D
4227.948 133.879 133.879 1.437% 95.450% Conv2D mixed_10/tower/conv/Conv2D
4241.970 76.149 76.149 0.817% 96.267% Conv2D mixed_10/tower_2/conv/Conv2D
4318.148 0.384 0.384 0.004% 96.272% BiasAdd mixed_10/tower_2/conv/batchnorm
4318.540 0.173 0.173 0.002% 96.273% Relu mixed_10/tower_2/conv
4354.088 0.585 0.585 0.006% 96.280% BiasAdd mixed_10/conv/batchnorm
4354.682 0.244 0.244 0.003% 96.282% Relu mixed_10/conv
4361.838 0.700 0.700 0.008% 96.290% BiasAdd mixed_10/tower/conv/batchnorm
4362.546 0.322 0.322 0.003% 96.293% Relu mixed_10/tower/conv
4362.887 68.602 68.602 0.736% 97.030% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
4362.895 47.388 47.388 0.509% 97.538% Conv2D mixed_10/tower/mixed/conv/Conv2D
4367.694 0.757 0.757 0.008% 97.546% BiasAdd mixed_10/tower_1/conv/batchnorm
4368.465 0.333 0.333 0.004% 97.550% Relu mixed_10/tower_1/conv
4368.806 116.761 116.761 1.253% 98.803% Conv2D mixed_10/tower_1/conv_1/Conv2D
4410.301 0.733 0.733 0.008% 98.811% BiasAdd mixed_10/tower/mixed/conv/batchnorm
4411.042 0.290 0.290 0.003% 98.814% Relu mixed_10/tower/mixed/conv
4431.507 0.704 0.704 0.008% 98.822% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
4432.218 0.322 0.322 0.003% 98.825% Relu mixed_10/tower/mixed/conv_1
4485.580 0.424 0.424 0.005% 98.830% BiasAdd mixed_10/tower_1/conv_1/batchnorm
4486.010 0.177 0.177 0.002% 98.832% Relu mixed_10/tower_1/conv_1
4486.198 42.304 42.304 0.454% 99.286% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
4486.227 44.200 44.200 0.474% 99.760% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
4528.519 0.709 0.709 0.008% 99.768% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
4529.236 0.322 0.322 0.003% 99.771% Relu mixed_10/tower_1/mixed/conv_1
4530.434 0.425 0.425 0.005% 99.776% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
4530.865 0.176 0.176 0.002% 99.778% Relu mixed_10/tower_1/mixed/conv
4531.045 0.168 0.168 0.002% 99.779% Concat mixed_10/join
4531.227 0.922 0.922 0.010% 99.789% AvgPool pool_3
4532.154 0.010 0.010 0.000% 99.789% Reshape pool_3/_reshape
4532.168 19.277 19.277 0.207% 99.996% MatMul softmax/logits/MatMul
4551.457 0.059 0.059 0.001% 99.997% BiasAdd softmax/logits
4551.521 0.290 0.290 0.003% 100.000% Softmax softmax
1 runs, avg 9317 ms, 514 nodes defined 504 nodes observed
128366.4 avg KB per run.
============ Top by duration in ms =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
568.307 522.129 522.129 5.604% 5.604% Conv2D conv_4/Conv2D
1922.701 305.171 305.171 3.275% 8.880% Conv2D mixed_3/conv/Conv2D
185.220 299.725 299.725 3.217% 12.097% Conv2D conv_2/Conv2D
1700.180 220.056 220.056 2.362% 14.459% Conv2D mixed_2/tower/conv_1/Conv2D
1147.333 161.779 161.779 1.736% 16.195% Conv2D mixed/tower/conv_1/Conv2D
25.726 155.105 155.105 1.665% 17.860% Conv2D conv_1/Conv2D
3274.946 142.689 142.689 1.532% 19.391% Conv2D mixed_7/conv/Conv2D
1419.497 141.530 141.530 1.519% 20.910% Conv2D mixed_1/tower/conv_1/Conv2D
4227.930 139.747 139.747 1.500% 22.410% Conv2D mixed_10/tower_1/conv/Conv2D
1421.690 136.477 136.477 1.465% 23.875% Conv2D mixed_1/tower_1/conv_1/Conv2D
4227.948 133.879 133.879 1.437% 25.312% Conv2D mixed_10/tower/conv/Conv2D
1781.407 133.844 133.844 1.437% 26.749% Conv2D mixed_2/tower_1/conv_2/Conv2D
3402.022 130.831 130.831 1.404% 28.153% Conv2D mixed_7/tower_1/conv_1/Conv2D
3274.955 129.817 129.817 1.393% 29.546% Conv2D mixed_7/tower/conv/Conv2D
2229.218 127.336 127.336 1.367% 30.913% Conv2D mixed_4/conv/Conv2D
4227.940 126.129 126.129 1.354% 32.267% Conv2D mixed_10/conv/Conv2D
3274.935 124.785 124.785 1.339% 33.606% Conv2D mixed_7/tower_1/conv/Conv2D
2522.360 123.490 123.490 1.325% 34.931% Conv2D mixed_5/tower/conv/Conv2D
2897.464 122.211 122.211 1.312% 36.243% Conv2D mixed_6/tower/conv/Conv2D
3515.197 117.853 117.853 1.265% 37.508% Conv2D mixed_7/tower/conv_2/Conv2D
2268.942 117.304 117.304 1.259% 38.767% Conv2D mixed_4/tower_2/conv/Conv2D
4368.806 116.761 116.761 1.253% 40.020% Conv2D mixed_10/tower_1/conv_1/Conv2D
2522.351 116.475 116.475 1.250% 41.271% Conv2D mixed_5/conv/Conv2D
4069.504 112.752 112.752 1.210% 42.481% Conv2D mixed_9/tower_1/conv_1/Conv2D
1161.387 112.435 112.435 1.207% 43.688% Conv2D mixed/tower_1/conv_1/Conv2D
2897.456 110.637 110.637 1.187% 44.875% Conv2D mixed_6/conv/Conv2D
2897.445 107.182 107.182 1.150% 46.025% Conv2D mixed_6/tower_1/conv/Conv2D
3407.033 105.873 105.873 1.136% 47.162% Conv2D mixed_7/tower/conv_1/Conv2D
2561.955 104.067 104.067 1.117% 48.279% Conv2D mixed_5/tower_2/conv/Conv2D
1976.260 101.473 101.473 1.089% 49.368% Conv2D mixed_3/tower/conv_1/Conv2D
2612.658 100.873 100.873 1.083% 50.451% Conv2D mixed_5/tower_1/conv_1/Conv2D
3538.406 94.887 94.887 1.018% 51.469% Conv2D mixed_7/tower_1/conv_2/Conv2D
3314.540 94.631 94.631 1.016% 52.485% Conv2D mixed_7/tower_2/conv/Conv2D
3974.316 93.864 93.864 1.007% 53.492% Conv2D mixed_9/tower_1/conv/Conv2D
2936.901 90.297 90.297 0.969% 54.461% Conv2D mixed_6/tower_2/conv/Conv2D
2728.762 89.281 89.281 0.958% 55.420% Conv2D mixed_5/tower/conv_2/Conv2D
3095.800 88.777 88.777 0.953% 56.372% Conv2D mixed_6/tower_1/conv_2/Conv2D
2522.321 88.398 88.398 0.949% 57.321% Conv2D mixed_5/tower_1/conv/Conv2D
2309.772 87.543 87.543 0.940% 58.261% Conv2D mixed_4/tower_1/conv_1/Conv2D
3006.565 87.295 87.295 0.937% 59.198% Conv2D mixed_6/tower_1/conv_1/Conv2D
1711.451 86.683 86.683 0.930% 60.128% Conv2D mixed_2/tower_2/conv/Conv2D
1281.314 85.511 85.511 0.918% 61.046% Conv2D mixed/tower_1/conv_2/Conv2D
2302.918 84.875 84.875 0.911% 61.957% Conv2D mixed_4/tower/conv_1/Conv2D
3100.633 83.950 83.950 0.901% 62.858% Conv2D mixed_6/tower/conv_2/Conv2D
3823.653 83.688 83.688 0.898% 63.756% Conv2D mixed_8/tower/conv_1/Conv2D
3811.530 81.920 81.920 0.879% 64.636% Conv2D mixed_8/tower_1/conv_1/Conv2D
3974.335 80.842 80.842 0.868% 65.503% Conv2D mixed_9/tower/conv/Conv2D
1560.294 80.644 80.644 0.866% 66.369% Conv2D mixed_1/tower_1/conv_2/Conv2D
2647.747 79.102 79.102 0.849% 67.218% Conv2D mixed_5/tower/conv_1/Conv2D
2229.208 78.951 78.951 0.847% 68.065% Conv2D mixed_4/tower_1/conv/Conv2D
2715.445 78.814 78.814 0.846% 68.911% Conv2D mixed_5/tower_1/conv_2/Conv2D
3021.578 77.162 77.162 0.828% 69.739% Conv2D mixed_6/tower/conv_1/Conv2D
4241.970 76.149 76.149 0.817% 70.557% Conv2D mixed_10/tower_2/conv/Conv2D
1699.939 74.432 74.432 0.799% 71.356% Conv2D mixed_2/tower_1/conv_1/Conv2D
3974.327 74.146 74.146 0.796% 72.151% Conv2D mixed_9/conv/Conv2D
2389.330 73.664 73.664 0.791% 72.942% Conv2D mixed_4/tower/conv_2/Conv2D
2229.200 72.048 72.048 0.773% 73.715% Conv2D mixed_4/tower/conv/Conv2D
2087.128 70.570 70.570 0.757% 74.473% Conv2D mixed_3/tower/conv_2/Conv2D
3751.302 70.080 70.080 0.752% 75.225% Conv2D mixed_8/tower/conv/Conv2D
4362.887 68.602 68.602 0.736% 75.961% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
1642.945 68.493 68.493 0.735% 76.696% AvgPool mixed_2/tower_2/pool
4055.967 66.092 66.092 0.709% 77.406% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
4055.974 62.937 62.937 0.676% 78.081% Conv2D mixed_9/tower/mixed/conv/Conv2D
1370.044 61.276 61.276 0.658% 78.739% AvgPool mixed_1/tower_2/pool
3895.733 59.110 59.110 0.634% 79.374% Conv2D mixed_8/tower_1/conv_2/Conv2D
1431.333 58.308 58.308 0.626% 79.999% Conv2D mixed_1/tower_2/conv/Conv2D
3751.281 57.974 57.974 0.622% 80.622% Conv2D mixed_8/tower_1/conv/Conv2D
3634.633 56.964 56.964 0.611% 81.233% Conv2D mixed_7/tower_1/conv_3/Conv2D
3692.915 56.821 56.821 0.610% 81.843% Conv2D mixed_7/tower_1/conv_4/Conv2D
1642.958 55.785 55.785 0.599% 82.442% Conv2D mixed_2/tower/conv/Conv2D
1642.951 55.184 55.184 0.592% 83.034% Conv2D mixed_2/conv/Conv2D
1642.921 54.633 54.633 0.586% 83.620% Conv2D mixed_2/tower_1/conv/Conv2D
3988.053 54.153 54.153 0.581% 84.202% Conv2D mixed_9/tower_2/conv/Conv2D
1922.678 51.659 51.659 0.554% 84.756% Conv2D mixed_3/tower/conv/Conv2D
2796.184 51.489 51.489 0.553% 85.309% Conv2D mixed_5/tower_1/conv_3/Conv2D
2398.856 50.930 50.930 0.547% 85.855% Conv2D mixed_4/tower_1/conv_2/Conv2D
493.499 49.260 49.260 0.529% 86.384% MaxPool pool
1120.561 49.128 49.128 0.527% 86.911% Conv2D mixed/conv/Conv2D
1370.023 48.991 48.991 0.526% 87.437% Conv2D mixed_1/tower_1/conv/Conv2D
1120.542 48.001 48.001 0.515% 87.952% AvgPool mixed/tower_2/pool
1370.049 47.856 47.856 0.514% 88.466% Conv2D mixed_1/tower/conv/Conv2D
4362.895 47.388 47.388 0.509% 88.975% Conv2D mixed_10/tower/mixed/conv/Conv2D
2848.809 46.998 46.998 0.504% 89.479% Conv2D mixed_5/tower_1/conv_4/Conv2D
3226.558 46.849 46.849 0.503% 89.982% Conv2D mixed_6/tower_1/conv_4/Conv2D
4486.227 44.200 44.200 0.474% 90.456% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
4182.977 44.051 44.051 0.473% 90.929% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
1370.048 43.850 43.850 0.471% 91.400% Conv2D mixed_1/conv/Conv2D
4486.198 42.304 42.304 0.454% 91.854% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
2229.211 39.707 39.707 0.426% 92.280% AvgPool mixed_4/tower_2/pool
1168.557 39.669 39.669 0.426% 92.706% Conv2D mixed/tower_2/conv/Conv2D
3185.786 39.655 39.655 0.426% 93.131% Conv2D mixed_6/tower_1/conv_3/Conv2D
2522.346 39.585 39.585 0.425% 93.556% AvgPool mixed_5/tower_2/pool
3274.944 39.573 39.573 0.425% 93.981% AvgPool mixed_7/tower_2/pool
2897.452 39.425 39.425 0.423% 94.404% AvgPool mixed_6/tower_2/pool
2481.766 38.106 38.106 0.409% 94.813% Conv2D mixed_4/tower_1/conv_4/Conv2D
1120.535 37.494 37.494 0.402% 95.216% Conv2D mixed/tower_1/conv/Conv2D
4182.948 34.793 34.793 0.373% 95.589% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
2451.342 29.531 29.531 0.317% 95.906% Conv2D mixed_4/tower_1/conv_3/Conv2D
1096.263 24.238 24.238 0.260% 96.166% MaxPool pool_1
1120.573 24.089 24.089 0.259% 96.425% Conv2D mixed/tower/conv/Conv2D
542.776 22.086 22.086 0.237% 96.662% Conv2D conv_3/Conv2D
0.245 20.977 20.977 0.225% 96.887% Conv2D conv/Conv2D
4532.168 19.277 19.277 0.207% 97.094% MatMul softmax/logits/MatMul
3956.151 17.634 17.634 0.189% 97.283% Conv2D mixed_8/tower_1/conv_3/Conv2D
4227.937 14.015 14.015 0.150% 97.434% MaxPool mixed_10/tower_2/pool
3974.325 13.712 13.712 0.147% 97.581% AvgPool mixed_9/tower_2/pool
1922.689 12.517 12.517 0.134% 97.715% MaxPool mixed_3/pool
3751.295 6.508 6.508 0.070% 97.785% MaxPool mixed_8/pool
484.965 5.964 5.964 0.064% 97.849% BiasAdd conv_2/batchnorm
1774.403 4.973 4.973 0.053% 97.902% BiasAdd mixed_2/tower_1/conv_1/batchnorm
2082.245 4.872 4.872 0.052% 97.955% Relu mixed_3/tower/conv_1
3532.872 4.796 4.796 0.051% 98.006% BiasAdd mixed_7/tower_1/conv_1/batchnorm
1273.848 4.496 4.496 0.048% 98.054% BiasAdd mixed/tower_1/conv_1/batchnorm
2077.759 4.472 4.472 0.048% 98.102% BiasAdd mixed_3/tower/conv_1/batchnorm
1090.475 4.142 4.142 0.044% 98.147% BiasAdd conv_4/batchnorm
21.249 3.217 3.217 0.035% 98.181% BiasAdd conv/batchnorm
180.853 3.177 3.177 0.034% 98.215% BiasAdd conv_1/batchnorm
1278.355 2.945 2.945 0.032% 98.247% Relu mixed/tower_1/conv_1
1915.278 2.605 2.605 0.028% 98.275% BiasAdd mixed_2/tower_1/conv_2/batchnorm
490.949 2.531 2.531 0.027% 98.302% Relu conv_2
1158.046 2.345 2.345 0.025% 98.327% BiasAdd mixed/tower_1/conv/batchnorm
564.877 2.334 2.334 0.025% 98.352% BiasAdd conv_3/batchnorm
1367.688 2.308 2.308 0.025% 98.377% Concat mixed/join
1413.924 2.186 2.186 0.023% 98.401% BiasAdd mixed_1/conv/batchnorm
1489.669 2.182 2.182 0.023% 98.424% BiasAdd mixed_1/tower_2/conv/batchnorm
1309.131 2.180 2.180 0.023% 98.447% BiasAdd mixed/tower/conv_1/batchnorm
1169.705 2.169 2.169 0.023% 98.471% BiasAdd mixed/conv/batchnorm
1798.152 2.166 2.166 0.023% 98.494% BiasAdd mixed_2/tower_2/conv/batchnorm
1779.388 2.009 2.009 0.022% 98.516% Relu mixed_2/tower_1/conv_1
1144.691 1.840 1.840 0.020% 98.535% BiasAdd mixed/tower/conv/batchnorm
1697.598 1.771 1.771 0.019% 98.554% BiasAdd mixed_2/tower_1/conv/batchnorm
1419.026 1.696 1.696 0.018% 98.572% BiasAdd mixed_1/tower_1/conv/batchnorm
1558.193 1.682 1.682 0.018% 98.591% BiasAdd mixed_1/tower_1/conv_1/batchnorm
2638.843 1.673 1.673 0.018% 98.608% BiasAdd mixed_5/conv/batchnorm
2666.039 1.663 1.663 0.018% 98.626% BiasAdd mixed_5/tower_2/conv/batchnorm
1698.150 1.646 1.646 0.018% 98.644% BiasAdd mixed_2/conv/batchnorm
1094.636 1.609 1.609 0.017% 98.661% Relu conv_4
3399.747 1.557 1.557 0.017% 98.678% BiasAdd mixed_7/tower_1/conv/batchnorm
3893.472 1.551 1.551 0.017% 98.695% BiasAdd mixed_8/tower_1/conv_1/batchnorm
3809.276 1.551 1.551 0.017% 98.711% BiasAdd mixed_8/tower_1/conv/batchnorm
3512.930 1.551 1.551 0.017% 98.728% BiasAdd mixed_7/tower/conv_1/batchnorm
3008.109 1.550 1.550 0.017% 98.745% BiasAdd mixed_6/conv/batchnorm
2818.058 1.547 1.547 0.017% 98.761% BiasAdd mixed_5/tower/conv_2/batchnorm
2386.263 1.545 1.545 0.017% 98.778% BiasAdd mixed_4/tower_2/conv/batchnorm
3404.787 1.540 1.540 0.017% 98.794% BiasAdd mixed_7/tower/conv/batchnorm
3027.210 1.538 1.538 0.017% 98.811% BiasAdd mixed_6/tower_2/conv/batchnorm
3417.647 1.535 1.535 0.016% 98.827% BiasAdd mixed_7/conv/batchnorm
2463.005 1.535 1.535 0.016% 98.844% BiasAdd mixed_4/tower/conv_2/batchnorm
3821.396 1.534 1.534 0.016% 98.860% BiasAdd mixed_8/tower/conv/batchnorm
3409.182 1.530 1.530 0.016% 98.877% BiasAdd mixed_7/tower_2/conv/batchnorm
1974.352 1.348 1.348 0.014% 98.891% BiasAdd mixed_3/tower/conv/batchnorm
1561.038 1.333 1.333 0.014% 98.905% BiasAdd mixed_1/tower/conv_1/batchnorm
2610.745 1.307 1.307 0.014% 98.919% BiasAdd mixed_5/tower_1/conv/batchnorm
3004.653 1.305 1.305 0.014% 98.933% BiasAdd mixed_6/tower_1/conv/batchnorm
3093.883 1.300 1.300 0.014% 98.947% BiasAdd mixed_6/tower_1/conv_1/batchnorm
2794.280 1.298 1.298 0.014% 98.961% BiasAdd mixed_5/tower_1/conv_2/batchnorm
2726.862 1.298 1.298 0.014% 98.975% BiasAdd mixed_5/tower/conv_1/batchnorm
2645.864 1.295 1.295 0.014% 98.989% BiasAdd mixed_5/tower/conv/batchnorm
2713.550 1.291 1.291 0.014% 99.003% BiasAdd mixed_5/tower_1/conv_1/batchnorm
3019.688 1.289 1.289 0.014% 99.017% BiasAdd mixed_6/tower/conv/batchnorm
3098.751 1.281 1.281 0.014% 99.031% BiasAdd mixed_6/tower/conv_1/batchnorm
1920.247 1.262 1.262 0.014% 99.044% BiasAdd mixed_2/tower/conv_1/batchnorm
24.482 1.230 1.230 0.013% 99.057% Relu conv
184.048 1.160 1.160 0.012% 99.070% Relu conv_1
1417.916 1.155 1.155 0.012% 99.082% BiasAdd mixed_1/tower/conv/batchnorm
2301.272 1.145 1.145 0.012% 99.094% BiasAdd mixed_4/tower/conv/batchnorm
1208.253 1.120 1.120 0.012% 99.106% BiasAdd mixed/tower_2/conv/batchnorm
2308.171 1.112 1.112 0.012% 99.118% BiasAdd mixed_4/tower_1/conv/batchnorm
2521.203 1.087 1.087 0.012% 99.130% Concat mixed_4/join
567.222 1.076 1.076 0.012% 99.142% Relu conv_3
2449.804 1.039 1.039 0.011% 99.153% BiasAdd mixed_4/tower_1/conv_2/batchnorm
2397.329 1.038 1.038 0.011% 99.164% BiasAdd mixed_4/tower_1/conv_1/batchnorm
2387.804 1.036 1.036 0.011% 99.175% BiasAdd mixed_4/tower/conv_1/batchnorm
1641.857 1.030 1.030 0.011% 99.186% Concat mixed_1/join
1917.894 1.016 1.016 0.011% 99.197% Relu mixed_2/tower_1/conv_2
1698.752 1.002 1.002 0.011% 99.208% BiasAdd mixed_2/tower/conv/batchnorm
1311.321 0.994 0.994 0.011% 99.218% Relu mixed/tower/conv_1
3184.601 0.980 0.980 0.011% 99.229% BiasAdd mixed_6/tower/conv_2/batchnorm
1800.328 0.979 0.979 0.011% 99.239% Relu mixed_2/tower_2/conv
1416.120 0.978 0.978 0.010% 99.250% Relu mixed_1/conv
1491.860 0.976 0.976 0.010% 99.260% Relu mixed_1/tower_2/conv
1160.403 0.975 0.975 0.010% 99.271% Relu mixed/tower_1/conv
1171.884 0.974 0.974 0.010% 99.281% Relu mixed/conv
2356.572 0.965 0.965 0.010% 99.292% BiasAdd mixed_4/conv/batchnorm
3633.068 0.954 0.954 0.010% 99.302% BiasAdd mixed_7/tower/conv_2/batchnorm
1420.733 0.949 0.949 0.010% 99.312% Relu mixed_1/tower_1/conv
3633.304 0.937 0.937 0.010% 99.322% BiasAdd mixed_7/tower_1/conv_2/batchnorm
2519.889 0.927 0.927 0.010% 99.332% BiasAdd mixed_4/tower_1/conv_4/batchnorm
4531.227 0.922 0.922 0.010% 99.342% AvgPool pool_3
3273.419 0.920 0.920 0.010% 99.352% BiasAdd mixed_6/tower_1/conv_4/batchnorm
3691.612 0.919 0.919 0.010% 99.362% BiasAdd mixed_7/tower_1/conv_3/batchnorm
2895.819 0.919 0.919 0.010% 99.372% BiasAdd mixed_5/tower_1/conv_4/batchnorm
3749.748 0.914 0.914 0.010% 99.381% BiasAdd mixed_7/tower_1/conv_4/batchnorm
3954.856 0.912 0.912 0.010% 99.391% BiasAdd mixed_8/tower_1/conv_2/batchnorm
4068.197 0.869 0.869 0.009% 99.401% BiasAdd mixed_9/tower_1/conv/batchnorm
3184.599 0.818 0.818 0.009% 99.409% BiasAdd mixed_6/tower_1/conv_2/batchnorm
2157.725 0.794 0.794 0.009% 99.418% BiasAdd mixed_3/tower/conv_2/batchnorm
2847.682 0.792 0.792 0.009% 99.426% BiasAdd mixed_5/tower_1/conv_3/batchnorm
1146.542 0.781 0.781 0.008% 99.435% Relu mixed/tower/conv
4118.930 0.777 0.777 0.008% 99.443% BiasAdd mixed_9/tower/mixed/conv/batchnorm
3225.456 0.776 0.776 0.008% 99.451% BiasAdd mixed_6/tower_1/conv_3/batchnorm
4367.694 0.757 0.757 0.008% 99.460% BiasAdd mixed_10/tower_1/conv/batchnorm
4122.069 0.742 0.742 0.008% 99.468% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
4410.301 0.733 0.733 0.008% 99.475% BiasAdd mixed_10/tower/mixed/conv/batchnorm
3537.682 0.715 0.715 0.008% 99.483% Relu mixed_7/tower_1/conv_1
4528.519 0.709 0.709 0.008% 99.491% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
3822.941 0.704 0.704 0.008% 99.498% Relu mixed_8/tower/conv
4431.507 0.704 0.704 0.008% 99.506% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
2464.549 0.702 0.702 0.008% 99.513% Relu mixed_4/tower/conv_2
4361.838 0.700 0.700 0.008% 99.521% BiasAdd mixed_10/tower/conv/batchnorm
3401.314 0.699 0.699 0.008% 99.528% Relu mixed_7/tower_1/conv
3514.490 0.698 0.698 0.007% 99.536% Relu mixed_7/tower/conv_1
3419.191 0.698 0.698 0.007% 99.543% Relu mixed_7/conv
2667.713 0.697 0.697 0.007% 99.551% Relu mixed_5/tower_2/conv
3028.757 0.695 0.695 0.007% 99.558% Relu mixed_6/tower_2/conv
2387.818 0.695 0.695 0.007% 99.566% Relu mixed_4/tower_2/conv
2819.614 0.694 0.694 0.007% 99.573% Relu mixed_5/tower/conv_2
3895.032 0.693 0.693 0.007% 99.581% Relu mixed_8/tower_1/conv_1
3410.721 0.693 0.693 0.007% 99.588% Relu mixed_7/tower_2/conv
3406.337 0.687 0.687 0.007% 99.595% Relu mixed_7/tower/conv
3810.837 0.684 0.684 0.007% 99.603% Relu mixed_8/tower_1/conv
3009.669 0.676 0.676 0.007% 99.610% Relu mixed_6/conv
2640.526 0.670 0.670 0.007% 99.617% Relu mixed_5/conv
2227.892 0.620 0.620 0.007% 99.624% BiasAdd mixed_3/conv/batchnorm
2480.883 0.614 0.614 0.007% 99.630% BiasAdd mixed_4/tower_1/conv_3/batchnorm
1922.041 0.613 0.613 0.007% 99.637% Concat mixed_2/join
3095.193 0.598 0.598 0.006% 99.643% Relu mixed_6/tower_1/conv_1
4048.484 0.591 0.591 0.006% 99.650% BiasAdd mixed_9/conv/batchnorm
1699.804 0.590 0.590 0.006% 99.656% Relu mixed_2/conv
3907.351 0.589 0.589 0.006% 99.662% BiasAdd mixed_8/tower/conv_1/batchnorm
2612.061 0.589 0.589 0.006% 99.669% Relu mixed_5/tower_1/conv
3005.968 0.588 0.588 0.006% 99.675% Relu mixed_6/tower_1/conv
2795.587 0.588 0.588 0.006% 99.681% Relu mixed_5/tower_1/conv_2
2714.851 0.586 0.586 0.006% 99.688% Relu mixed_5/tower_1/conv_1
2728.169 0.585 0.585 0.006% 99.694% Relu mixed_5/tower/conv_1
4354.088 0.585 0.585 0.006% 99.700% BiasAdd mixed_10/conv/batchnorm
3100.042 0.583 0.583 0.006% 99.706% Relu mixed_6/tower/conv_1
3020.986 0.583 0.583 0.006% 99.713% Relu mixed_6/tower/conv
2647.169 0.569 0.569 0.006% 99.719% Relu mixed_5/tower/conv
1640.958 0.560 0.560 0.006% 99.725% BiasAdd mixed_1/tower_1/conv_2/batchnorm
1562.378 0.554 0.554 0.006% 99.731% Relu mixed_1/tower/conv_1
1699.379 0.553 0.553 0.006% 99.737% Relu mixed_2/tower_1/conv
1975.707 0.547 0.547 0.006% 99.743% Relu mixed_3/tower/conv
1366.844 0.533 0.533 0.006% 99.748% BiasAdd mixed/tower_1/conv_2/batchnorm
1921.516 0.519 0.519 0.006% 99.754% Relu mixed_2/tower/conv_1
4227.036 0.513 0.513 0.006% 99.759% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
1209.383 0.502 0.502 0.005% 99.765% Relu mixed/tower_2/conv
4217.754 0.501 0.501 0.005% 99.770% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
2302.428 0.477 0.477 0.005% 99.775% Relu mixed_4/tower/conv
4182.271 0.475 0.475 0.005% 99.780% BiasAdd mixed_9/tower_1/conv_1/batchnorm
2450.861 0.473 0.473 0.005% 99.785% Relu mixed_4/tower_1/conv_2
2398.376 0.472 0.472 0.005% 99.791% Relu mixed_4/tower_1/conv_1
2388.850 0.472 0.472 0.005% 99.796% Relu mixed_4/tower/conv_1
2309.293 0.471 0.471 0.005% 99.801% Relu mixed_4/tower_1/conv
4042.225 0.468 0.468 0.005% 99.806% BiasAdd mixed_9/tower_2/conv/batchnorm
4055.184 0.440 0.440 0.005% 99.810% BiasAdd mixed_9/tower/conv/batchnorm
4530.434 0.425 0.425 0.005% 99.815% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
4485.580 0.424 0.424 0.005% 99.820% BiasAdd mixed_10/tower_1/conv_1/batchnorm
4069.076 0.419 0.419 0.004% 99.824% Relu mixed_9/tower_1/conv
1699.761 0.413 0.413 0.004% 99.828% Relu mixed_2/tower/conv
1419.078 0.413 0.413 0.004% 99.833% Relu mixed_1/tower/conv
3185.588 0.407 0.407 0.004% 99.837% Relu mixed_6/tower/conv_2
1559.887 0.399 0.399 0.004% 99.842% Relu mixed_1/tower_1/conv_1
2357.548 0.393 0.393 0.004% 99.846% Relu mixed_4/conv
3634.029 0.389 0.389 0.004% 99.850% Relu mixed_7/tower/conv_2
4318.148 0.384 0.384 0.004% 99.854% BiasAdd mixed_10/tower_2/conv/batchnorm
3634.247 0.380 0.380 0.004% 99.858% Relu mixed_7/tower_1/conv_2
2520.823 0.374 0.374 0.004% 99.862% Relu mixed_4/tower_1/conv_4
3692.537 0.373 0.373 0.004% 99.866% Relu mixed_7/tower_1/conv_3
3750.669 0.372 0.372 0.004% 99.870% Relu mixed_7/tower_1/conv_4
3274.345 0.372 0.372 0.004% 99.874% Relu mixed_6/tower_1/conv_4
2896.745 0.372 0.372 0.004% 99.878% Relu mixed_5/tower_1/conv_4
3955.774 0.371 0.371 0.004% 99.882% Relu mixed_8/tower_1/conv_2
4122.819 0.360 0.360 0.004% 99.886% Relu mixed_9/tower/mixed/conv_1
3185.424 0.355 0.355 0.004% 99.890% Relu mixed_6/tower_1/conv_2
2158.529 0.347 0.347 0.004% 99.894% Relu mixed_3/tower/conv_2
4368.465 0.333 0.333 0.004% 99.897% Relu mixed_10/tower_1/conv
4119.715 0.324 0.324 0.003% 99.901% Relu mixed_9/tower/mixed/conv
2848.480 0.323 0.323 0.003% 99.904% Relu mixed_5/tower_1/conv_3
4529.236 0.322 0.322 0.003% 99.907% Relu mixed_10/tower_1/mixed/conv_1
4432.218 0.322 0.322 0.003% 99.911% Relu mixed_10/tower/mixed/conv_1
4362.546 0.322 0.322 0.003% 99.914% Relu mixed_10/tower/conv
4055.632 0.321 0.321 0.003% 99.918% Relu mixed_9/tower/conv
2228.848 0.320 0.320 0.003% 99.921% Concat mixed_3/join
2228.524 0.317 0.317 0.003% 99.925% Relu mixed_3/conv
3226.238 0.314 0.314 0.003% 99.928% Relu mixed_6/tower_1/conv_3
1641.529 0.311 0.311 0.003% 99.931% Relu mixed_1/tower_1/conv_2
4551.521 0.290 0.290 0.003% 99.934% Softmax softmax
4411.042 0.290 0.290 0.003% 99.938% Relu mixed_10/tower/mixed/conv
2897.122 0.289 0.289 0.003% 99.941% Concat mixed_5/join
1367.395 0.286 0.286 0.003% 99.944% Relu mixed/tower_1/conv_2
3907.947 0.271 0.271 0.003% 99.947% Relu mixed_8/tower/conv_1
4049.082 0.270 0.270 0.003% 99.950% Relu mixed_9/conv
2481.504 0.256 0.256 0.003% 99.952% Relu mixed_4/tower_1/conv_3
3973.793 0.253 0.253 0.003% 99.955% BiasAdd mixed_8/tower_1/conv_3/batchnorm
4354.682 0.244 0.244 0.003% 99.958% Relu mixed_10/conv
3751.047 0.203 0.203 0.002% 99.960% Concat mixed_7/join
4042.701 0.200 0.200 0.002% 99.962% Relu mixed_9/tower_2/conv
4218.260 0.187 0.187 0.002% 99.964% Relu mixed_9/tower_1/mixed/conv_1
4182.752 0.183 0.183 0.002% 99.966% Relu mixed_9/tower_1/conv_1
3274.723 0.181 0.181 0.002% 99.968% Concat mixed_6/join
4227.554 0.180 0.180 0.002% 99.970% Relu mixed_9/tower_1/mixed/conv
4486.010 0.177 0.177 0.002% 99.972% Relu mixed_10/tower_1/conv_1
4530.865 0.176 0.176 0.002% 99.974% Relu mixed_10/tower_1/mixed/conv
4318.540 0.173 0.173 0.002% 99.975% Relu mixed_10/tower_2/conv
4531.045 0.168 0.168 0.002% 99.977% Concat mixed_10/join
4227.739 0.156 0.156 0.002% 99.979% Concat mixed_9/join
3974.152 0.124 0.124 0.001% 99.980% Concat mixed_8/join
3974.052 0.095 0.095 0.001% 99.981% Relu mixed_8/tower_1/conv_3
0.000 0.086 0.086 0.001% 99.982% _SOURCE
4551.457 0.059 0.059 0.001% 99.983% BiasAdd softmax/logits
0.458 0.032 0.032 0.000% 99.983% Const mixed_1/tower_1/conv/Conv2D_bn_offset
0.125 0.027 0.027 0.000% 99.984% Const mixed/join/concat_dim
0.226 0.018 0.018 0.000% 99.984% Const conv_3/conv2d_params
1.599 0.017 0.017 0.000% 99.984% Const mixed_7/conv/Conv2D_bn_offset
1.046 0.016 0.016 0.000% 99.984% Const mixed_4/tower_1/conv_4/conv2d_params
1.560 0.012 0.012 0.000% 99.984% Const mixed_6/tower_2/conv/conv2d_params
1.293 0.012 0.012 0.000% 99.984% Const mixed_5/tower_1/conv_4/conv2d_params
0.429 0.012 0.012 0.000% 99.984% Const mixed_1/tower/conv_1/Conv2D_bn_offset
2.062 0.011 0.011 0.000% 99.985% Const mixed_9/tower/mixed/conv_1/conv2d_params
2.013 0.011 0.011 0.000% 99.985% Const mixed_9/tower/conv/conv2d_params
1.904 0.011 0.011 0.000% 99.985% Const mixed_8/tower_1/conv/Conv2D_bn_offset
1.795 0.011 0.011 0.000% 99.985% Const mixed_7/tower_1/conv_4/conv2d_params
1.746 0.011 0.011 0.000% 99.985% Const mixed_7/tower_1/conv_2/conv2d_params
1.686 0.011 0.011 0.000% 99.985% Const mixed_7/tower/conv_2/Conv2D_bn_offset
1.512 0.011 0.011 0.000% 99.985% Const mixed_6/tower_1/conv_3/conv2d_params
1.403 0.011 0.011 0.000% 99.985% Const mixed_6/tower/conv_1/Conv2D_bn_offset
1.343 0.011 0.011 0.000% 99.985% Const mixed_6/conv/conv2d_params
1.077 0.011 0.011 0.000% 99.986% Const mixed_4/tower_2/conv/conv2d_params
1.020 0.011 0.011 0.000% 99.986% Const mixed_4/tower_1/conv_3/conv2d_params
0.960 0.011 0.011 0.000% 99.986% Const mixed_4/tower_1/conv/Conv2D_bn_offset
0.911 0.011 0.011 0.000% 99.986% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.851 0.011 0.011 0.000% 99.986% Const mixed_4/conv/conv2d_params
0.802 0.011 0.011 0.000% 99.986% Const mixed_3/tower/conv_1/conv2d_params
2.387 0.011 0.011 0.000% 99.986% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
2.278 0.011 0.011 0.000% 99.986% Const mixed_10/tower/mixed/conv_1/conv2d_params
2.230 0.011 0.011 0.000% 99.987% Const mixed_10/tower/conv/conv2d_params
0.496 0.011 0.011 0.000% 99.987% Const mixed_1/tower_1/conv_1/conv2d_params
4532.154 0.010 0.010 0.000% 99.987% Reshape pool_3/_reshape
2.170 0.010 0.010 0.000% 99.987% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
2.121 0.010 0.010 0.000% 99.987% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
1.636 0.010 0.010 0.000% 99.987% Const mixed_7/tower/conv/Conv2D_bn_offset
1.452 0.010 0.010 0.000% 99.987% Const mixed_6/tower_1/conv/Conv2D_bn_offset
1.186 0.010 0.010 0.000% 99.987% Const mixed_5/tower/conv_2/Conv2D_bn_offset
0.743 0.010 0.010 0.000% 99.987% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.695 0.010 0.010 0.000% 99.988% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.635 0.010 0.010 0.000% 99.988% Const mixed_2/tower/conv_1/conv2d_params
2.339 0.010 0.010 0.000% 99.988% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
2.135 0.009 0.009 0.000% 99.988% Const mixed_9/tower_1/mixed/conv/conv2d_params
1.990 0.009 0.009 0.000% 99.988% Const mixed_9/conv/conv2d_params
1.967 0.009 0.009 0.000% 99.988% Const mixed_8/tower_1/conv_3/conv2d_params
1.723 0.009 0.009 0.000% 99.988% Const mixed_7/tower_1/conv_1/conv2d_params
1.620 0.009 0.009 0.000% 99.988% Const mixed_7/tower/conv/conv2d_params
1.466 0.009 0.009 0.000% 99.988% Const mixed_6/tower_1/conv_1/conv2d_params
1.440 0.009 0.009 0.000% 99.988% Const mixed_6/tower_1/conv/conv2d_params
1.200 0.009 0.009 0.000% 99.989% Const mixed_5/tower_1/conv/conv2d_params
0.660 0.009 0.009 0.000% 99.989% Const mixed_2/tower_1/conv/conv2d_params
0.591 0.009 0.009 0.000% 99.989% Const mixed_2/conv/conv2d_params
0.579 0.009 0.009 0.000% 99.989% Const mixed_1/tower_2/conv/Conv2D_bn_offset
0.526 0.009 0.009 0.000% 99.989% Const mixed_1/tower_1/conv_2/conv2d_params
0.445 0.009 0.009 0.000% 99.989% Const mixed_1/tower_1/conv/conv2d_params
0.282 0.009 0.009 0.000% 99.989% Const mixed/tower/conv/conv2d_params
2.184 0.008 0.008 0.000% 99.989% Const mixed_9/tower_2/conv/conv2d_params
2.158 0.008 0.008 0.000% 99.989% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
2.147 0.008 0.008 0.000% 99.989% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
2.110 0.008 0.008 0.000% 99.989% Const mixed_9/tower_1/conv_1/conv2d_params
2.088 0.008 0.008 0.000% 99.990% Const mixed_9/tower_1/conv/conv2d_params
2.039 0.008 0.008 0.000% 99.990% Const mixed_9/tower/mixed/conv/conv2d_params
2.028 0.008 0.008 0.000% 99.990% Const mixed_9/tower/conv/Conv2D_bn_offset
1.979 0.008 0.008 0.000% 99.990% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
1.942 0.008 0.008 0.000% 99.990% Const mixed_8/tower_1/conv_2/conv2d_params
1.953 0.008 0.008 0.000% 99.990% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
1.919 0.008 0.008 0.000% 99.990% Const mixed_8/tower_1/conv_1/conv2d_params
1.870 0.008 0.008 0.000% 99.990% Const mixed_8/tower/conv_1/conv2d_params
1.844 0.008 0.008 0.000% 99.990% Const mixed_8/tower/conv/conv2d_params
1.858 0.008 0.008 0.000% 99.990% Const mixed_8/tower/conv/Conv2D_bn_offset
1.821 0.008 0.008 0.000% 99.990% Const mixed_7/tower_2/conv/conv2d_params
1.810 0.008 0.008 0.000% 99.990% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
1.772 0.008 0.008 0.000% 99.991% Const mixed_7/tower_1/conv_3/conv2d_params
1.761 0.008 0.008 0.000% 99.991% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
1.701 0.008 0.008 0.000% 99.991% Const mixed_7/tower_1/conv/conv2d_params
1.674 0.008 0.008 0.000% 99.991% Const mixed_7/tower/conv_2/conv2d_params
1.651 0.008 0.008 0.000% 99.991% Const mixed_7/tower/conv_1/conv2d_params
1.587 0.008 0.008 0.000% 99.991% Const mixed_7/conv/conv2d_params
1.538 0.008 0.008 0.000% 99.991% Const mixed_6/tower_1/conv_4/conv2d_params
1.489 0.008 0.008 0.000% 99.991% Const mixed_6/tower_1/conv_2/conv2d_params
1.418 0.008 0.008 0.000% 99.991% Const mixed_6/tower/conv_2/conv2d_params
1.392 0.008 0.008 0.000% 99.991% Const mixed_6/tower/conv_1/conv2d_params
1.369 0.008 0.008 0.000% 99.991% Const mixed_6/tower/conv/conv2d_params
1.320 0.008 0.008 0.000% 99.992% Const mixed_5/tower_2/conv/conv2d_params
1.308 0.008 0.008 0.000% 99.992% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
1.272 0.008 0.008 0.000% 99.992% Const mixed_5/tower_1/conv_3/conv2d_params
1.249 0.008 0.008 0.000% 99.992% Const mixed_5/tower_1/conv_2/conv2d_params
1.223 0.008 0.008 0.000% 99.992% Const mixed_5/tower_1/conv_1/conv2d_params
1.212 0.008 0.008 0.000% 99.992% Const mixed_5/tower_1/conv/Conv2D_bn_offset
1.174 0.008 0.008 0.000% 99.992% Const mixed_5/tower/conv_2/conv2d_params
1.152 0.008 0.008 0.000% 99.992% Const mixed_5/tower/conv_1/conv2d_params
1.126 0.008 0.008 0.000% 99.992% Const mixed_5/tower/conv/conv2d_params
1.140 0.008 0.008 0.000% 99.992% Const mixed_5/tower/conv/Conv2D_bn_offset
1.103 0.008 0.008 0.000% 99.992% Const mixed_5/conv/conv2d_params
0.997 0.008 0.008 0.000% 99.992% Const mixed_4/tower_1/conv_2/conv2d_params
0.975 0.008 0.008 0.000% 99.993% Const mixed_4/tower_1/conv_1/conv2d_params
0.949 0.008 0.008 0.000% 99.993% Const mixed_4/tower_1/conv/conv2d_params
0.926 0.008 0.008 0.000% 99.993% Const mixed_4/tower/conv_2/conv2d_params
0.900 0.008 0.008 0.000% 99.993% Const mixed_4/tower/conv_1/conv2d_params
0.877 0.008 0.008 0.000% 99.993% Const mixed_4/tower/conv/conv2d_params
0.828 0.008 0.008 0.000% 99.993% Const mixed_3/tower/conv_2/conv2d_params
0.816 0.008 0.008 0.000% 99.993% Const mixed_3/tower/conv_1/Conv2D_bn_offset
0.780 0.008 0.008 0.000% 99.993% Const mixed_3/tower/conv/conv2d_params
0.757 0.008 0.008 0.000% 99.993% Const mixed_3/conv/conv2d_params
0.732 0.008 0.008 0.000% 99.993% Const mixed_2/tower_2/conv/conv2d_params
0.709 0.008 0.008 0.000% 99.993% Const mixed_2/tower_1/conv_2/conv2d_params
0.683 0.008 0.008 0.000% 99.993% Const mixed_2/tower_1/conv_1/conv2d_params
0.672 0.008 0.008 0.000% 99.994% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.649 0.008 0.008 0.000% 99.994% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.612 0.008 0.008 0.000% 99.994% Const mixed_2/tower/conv/conv2d_params
2.402 0.008 0.008 0.000% 99.994% Const mixed_10/tower_2/conv/conv2d_params
2.414 0.008 0.008 0.000% 99.994% Const mixed_10/tower_2/conv/Conv2D_bn_offset
2.376 0.008 0.008 0.000% 99.994% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
2.353 0.008 0.008 0.000% 99.994% Const mixed_10/tower_1/mixed/conv/conv2d_params
2.327 0.008 0.008 0.000% 99.994% Const mixed_10/tower_1/conv_1/conv2d_params
2.305 0.008 0.008 0.000% 99.994% Const mixed_10/tower_1/conv/conv2d_params
2.293 0.008 0.008 0.000% 99.994% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
2.256 0.008 0.008 0.000% 99.994% Const mixed_10/tower/mixed/conv/conv2d_params
2.207 0.008 0.008 0.000% 99.995% Const mixed_10/conv/conv2d_params
2.218 0.008 0.008 0.000% 99.995% Const mixed_10/conv/Conv2D_bn_offset
0.550 0.008 0.008 0.000% 99.995% Const mixed_1/tower_2/conv/conv2d_params
0.511 0.008 0.008 0.000% 99.995% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
0.417 0.008 0.008 0.000% 99.995% Const mixed_1/tower/conv_1/conv2d_params
0.405 0.008 0.008 0.000% 99.995% Const mixed_1/tower/conv/Conv2D_bn_offset
0.158 0.007 0.007 0.000% 99.995% Const pool_3/_reshape/shape
2.196 0.007 0.007 0.000% 99.995% Const mixed_9/tower_2/conv/Conv2D_bn_offset
2.100 0.007 0.007 0.000% 99.995% Const mixed_9/tower_1/conv/Conv2D_bn_offset
2.077 0.007 0.007 0.000% 99.995% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
2.051 0.007 0.007 0.000% 99.995% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
2.002 0.007 0.007 0.000% 99.995% Const mixed_9/conv/Conv2D_bn_offset
1.931 0.007 0.007 0.000% 99.995% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
1.893 0.007 0.007 0.000% 99.996% Const mixed_8/tower_1/conv/conv2d_params
1.882 0.007 0.007 0.000% 99.996% Const mixed_8/tower/conv_1/Conv2D_bn_offset
1.833 0.007 0.007 0.000% 99.996% Const mixed_7/tower_2/conv/Conv2D_bn_offset
1.784 0.007 0.007 0.000% 99.996% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
1.735 0.007 0.007 0.000% 99.996% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
1.713 0.007 0.007 0.000% 99.996% Const mixed_7/tower_1/conv/Conv2D_bn_offset
1.663 0.007 0.007 0.000% 99.996% Const mixed_7/tower/conv_1/Conv2D_bn_offset
1.576 0.007 0.007 0.000% 99.996% Const mixed_6/tower_2/conv/Conv2D_bn_offset
1.549 0.007 0.007 0.000% 99.996% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
1.527 0.007 0.007 0.000% 99.996% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
1.501 0.007 0.007 0.000% 99.996% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
1.478 0.007 0.007 0.000% 99.996% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
1.430 0.007 0.007 0.000% 99.996% Const mixed_6/tower/conv_2/Conv2D_bn_offset
1.381 0.007 0.007 0.000% 99.997% Const mixed_6/tower/conv/Conv2D_bn_offset
1.358 0.007 0.007 0.000% 99.997% Const mixed_6/conv/Conv2D_bn_offset
1.332 0.007 0.007 0.000% 99.997% Const mixed_5/tower_2/conv/Conv2D_bn_offset
1.283 0.007 0.007 0.000% 99.997% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
1.261 0.007 0.007 0.000% 99.997% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
1.235 0.007 0.007 0.000% 99.997% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
1.163 0.007 0.007 0.000% 99.997% Const mixed_5/tower/conv_1/Conv2D_bn_offset
1.115 0.007 0.007 0.000% 99.997% Const mixed_5/conv/Conv2D_bn_offset
1.092 0.007 0.007 0.000% 99.997% Const mixed_4/tower_2/conv/Conv2D_bn_offset
1.066 0.007 0.007 0.000% 99.997% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
1.035 0.007 0.007 0.000% 99.997% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
1.009 0.007 0.007 0.000% 99.997% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
0.938 0.007 0.007 0.000% 99.997% Const mixed_4/tower/conv_2/Conv2D_bn_offset
0.889 0.007 0.007 0.000% 99.997% Const mixed_4/tower/conv/Conv2D_bn_offset
0.866 0.007 0.007 0.000% 99.998% Const mixed_4/conv/Conv2D_bn_offset
0.839 0.007 0.007 0.000% 99.998% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.791 0.007 0.007 0.000% 99.998% Const mixed_3/tower/conv/Conv2D_bn_offset
0.769 0.007 0.007 0.000% 99.998% Const mixed_3/conv/Conv2D_bn_offset
0.721 0.007 0.007 0.000% 99.998% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.624 0.007 0.007 0.000% 99.998% Const mixed_2/tower/conv/Conv2D_bn_offset
2.365 0.007 0.007 0.000% 99.998% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
2.316 0.007 0.007 0.000% 99.998% Const mixed_10/tower_1/conv/Conv2D_bn_offset
2.267 0.007 0.007 0.000% 99.998% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
2.245 0.007 0.007 0.000% 99.998% Const mixed_10/tower/conv/Conv2D_bn_offset
0.539 0.007 0.007 0.000% 99.998% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
0.395 0.007 0.007 0.000% 99.998% Const mixed_1/tower/conv/conv2d_params
0.385 0.007 0.007 0.000% 99.998% Const mixed_1/conv/Conv2D_bn_offset
0.354 0.007 0.007 0.000% 99.999% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.315 0.007 0.007 0.000% 99.999% Const mixed/tower_1/conv/conv2d_params
0.987 0.006 0.006 0.000% 99.999% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
0.602 0.006 0.006 0.000% 99.999% Const mixed_2/conv/Conv2D_bn_offset
0.363 0.006 0.006 0.000% 99.999% Const mixed/tower_2/conv/conv2d_params
0.253 0.006 0.006 0.000% 99.999% Const conv_4/conv2d_params
0.196 0.006 0.006 0.000% 99.999% Const conv_1/conv2d_params
0.167 0.005 0.005 0.000% 99.999% Const softmax/weights
0.174 0.005 0.005 0.000% 99.999% Const softmax/biases
0.378 0.005 0.005 0.000% 99.999% Const mixed_1/conv/conv2d_params
0.371 0.005 0.005 0.000% 99.999% Const mixed/tower_2/conv/Conv2D_bn_offset
0.346 0.005 0.005 0.000% 99.999% Const mixed/tower_1/conv_2/conv2d_params
0.332 0.005 0.005 0.000% 99.999% Const mixed/tower_1/conv_1/conv2d_params
0.325 0.005 0.005 0.000% 99.999% Const mixed/tower_1/conv/Conv2D_bn_offset
0.301 0.005 0.005 0.000% 99.999% Const mixed/tower/conv_1/conv2d_params
0.308 0.005 0.005 0.000% 99.999% Const mixed/tower/conv_1/Conv2D_bn_offset
0.294 0.005 0.005 0.000% 99.999% Const mixed/tower/conv/Conv2D_bn_offset
0.268 0.005 0.005 0.000% 100.000% Const mixed/conv/conv2d_params
0.261 0.005 0.005 0.000% 100.000% Const conv_4/Conv2D_bn_offset
0.246 0.005 0.005 0.000% 100.000% Const conv_3/Conv2D_bn_offset
0.211 0.005 0.005 0.000% 100.000% Const conv_2/conv2d_params
0.219 0.005 0.005 0.000% 100.000% Const conv_2/Conv2D_bn_offset
0.204 0.005 0.005 0.000% 100.000% Const conv_1/Conv2D_bn_offset
0.182 0.005 0.005 0.000% 100.000% Const conv/conv2d_params
0.189 0.005 0.005 0.000% 100.000% Const conv/Conv2D_bn_offset
0.340 0.004 0.004 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset
0.276 0.004 0.004 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset
Total Memory (bytes): curr=128366400 count=11 runs, avg 9317 ms, 514 nodes defined 504 nodes observed
128366.4 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 softmax/weights
0.000 0.000 0.000 0.000% 0.000% Const softmax/biases
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 mixed_9/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% _SOURCE
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_9/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_8/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_7/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_6/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_5/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_4/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_3/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_10/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const mixed/join/concat_dim
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_4/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_3/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_2/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv_1/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 0.000% Const conv/conv2d_params
0.000 0.000 0.000 0.000% 0.000% Const conv/Conv2D_bn_offset
0.000 2841.728 2841.728 2.214% 2.214% Conv2D conv/Conv2D
2841.728 2841.728 2841.728 2.214% 4.428% BiasAdd conv/batchnorm
5683.456 2841.728 2841.728 2.214% 6.641% Relu conv
8525.184 2765.952 2765.952 2.155% 8.796% Conv2D conv_1/Conv2D
11291.136 2765.952 2765.952 2.155% 10.951% BiasAdd conv_1/batchnorm
14057.088 2765.952 2765.952 2.155% 13.105% Relu conv_1
16823.040 5531.904 5531.904 4.309% 17.415% Conv2D conv_2/Conv2D
22354.944 5531.904 5531.904 4.309% 21.724% BiasAdd conv_2/batchnorm
27886.848 5531.904 5531.904 4.309% 26.034% Relu conv_2
33418.752 1364.224 1364.224 1.063% 27.097% MaxPool pool
34782.976 1705.280 1705.280 1.328% 28.425% Conv2D conv_3/Conv2D
36488.256 1705.280 1705.280 1.328% 29.754% BiasAdd conv_3/batchnorm
38193.536 1705.280 1705.280 1.328% 31.082% Relu conv_3
39898.816 3871.488 3871.488 3.016% 34.098% Conv2D conv_4/Conv2D
43770.304 3871.488 3871.488 3.016% 37.114% BiasAdd conv_4/batchnorm
47641.792 3871.488 3871.488 3.016% 40.130% Relu conv_4
51513.280 940.800 940.800 0.733% 40.863% MaxPool pool_1
52454.080 235.200 235.200 0.183% 41.046% Conv2D mixed/tower/conv/Conv2D
52689.280 235.200 235.200 0.183% 41.229% BiasAdd mixed/tower/conv/batchnorm
52924.480 235.200 235.200 0.183% 41.412% Relu mixed/tower/conv
53159.680 313.600 313.600 0.244% 41.657% Conv2D mixed/tower_1/conv/Conv2D
53473.280 313.600 313.600 0.244% 41.901% BiasAdd mixed/tower_1/conv/batchnorm
53786.880 313.600 313.600 0.244% 42.145% Relu mixed/tower_1/conv
54100.480 940.800 940.800 0.733% 42.878% AvgPool mixed/tower_2/pool
55041.280 313.600 313.600 0.244% 43.123% Conv2D mixed/conv/Conv2D
55354.880 313.600 313.600 0.244% 43.367% BiasAdd mixed/conv/batchnorm
55668.480 313.600 313.600 0.244% 43.611% Relu mixed/conv
55982.080 156.800 156.800 0.122% 43.733% Conv2D mixed/tower_2/conv/Conv2D
56138.880 156.800 156.800 0.122% 43.855% BiasAdd mixed/tower_2/conv/batchnorm
56295.680 156.800 156.800 0.122% 43.978% Relu mixed/tower_2/conv
56452.480 470.400 470.400 0.366% 44.344% Conv2D mixed/tower_1/conv_1/Conv2D
56922.880 470.400 470.400 0.366% 44.711% BiasAdd mixed/tower_1/conv_1/batchnorm
57393.280 470.400 470.400 0.366% 45.077% Relu mixed/tower_1/conv_1
57863.680 313.600 313.600 0.244% 45.321% Conv2D mixed/tower/conv_1/Conv2D
58177.280 313.600 313.600 0.244% 45.566% BiasAdd mixed/tower/conv_1/batchnorm
58490.880 313.600 313.600 0.244% 45.810% Relu mixed/tower/conv_1
58804.480 470.400 470.400 0.366% 46.176% Conv2D mixed/tower_1/conv_2/Conv2D
59274.880 470.400 470.400 0.366% 46.543% BiasAdd mixed/tower_1/conv_2/batchnorm
59745.280 470.400 470.400 0.366% 46.909% Relu mixed/tower_1/conv_2
60215.680 1254.400 1254.400 0.977% 47.886% Concat mixed/join
61470.080 313.600 313.600 0.244% 48.131% Conv2D mixed_1/conv/Conv2D
61783.680 313.600 313.600 0.244% 48.375% BiasAdd mixed_1/conv/batchnorm
62097.280 313.600 313.600 0.244% 48.619% Relu mixed_1/conv
62410.880 235.200 235.200 0.183% 48.803% Conv2D mixed_1/tower/conv/Conv2D
62646.080 313.600 313.600 0.244% 49.047% Conv2D mixed_1/tower_1/conv/Conv2D
62959.680 235.200 235.200 0.183% 49.230% BiasAdd mixed_1/tower/conv/batchnorm
63194.880 235.200 235.200 0.183% 49.413% Relu mixed_1/tower/conv
63430.080 313.600 313.600 0.244% 49.658% BiasAdd mixed_1/tower_1/conv/batchnorm
63743.680 313.600 313.600 0.244% 49.902% Relu mixed_1/tower_1/conv
64057.280 1254.400 1254.400 0.977% 50.879% AvgPool mixed_1/tower_2/pool
65311.680 313.600 313.600 0.244% 51.123% Conv2D mixed_1/tower_2/conv/Conv2D
65625.280 313.600 313.600 0.244% 51.368% BiasAdd mixed_1/tower_2/conv/batchnorm
65938.880 313.600 313.600 0.244% 51.612% Relu mixed_1/tower_2/conv
66252.480 470.400 470.400 0.366% 51.978% Conv2D mixed_1/tower_1/conv_1/Conv2D
66722.880 470.400 470.400 0.366% 52.345% BiasAdd mixed_1/tower_1/conv_1/batchnorm
67193.280 470.400 470.400 0.366% 52.711% Relu mixed_1/tower_1/conv_1
67663.680 313.600 313.600 0.244% 52.956% Conv2D mixed_1/tower/conv_1/Conv2D
67977.280 313.600 313.600 0.244% 53.200% BiasAdd mixed_1/tower/conv_1/batchnorm
68290.880 313.600 313.600 0.244% 53.444% Relu mixed_1/tower/conv_1
68604.480 470.400 470.400 0.366% 53.811% Conv2D mixed_1/tower_1/conv_2/Conv2D
69074.880 470.400 470.400 0.366% 54.177% BiasAdd mixed_1/tower_1/conv_2/batchnorm
69545.280 470.400 470.400 0.366% 54.544% Relu mixed_1/tower_1/conv_2
70015.680 1411.200 1411.200 1.099% 55.643% Concat mixed_1/join
71426.880 313.600 313.600 0.244% 55.887% Conv2D mixed_2/tower_1/conv/Conv2D
71740.480 313.600 313.600 0.244% 56.132% Conv2D mixed_2/conv/Conv2D
72054.080 235.200 235.200 0.183% 56.315% Conv2D mixed_2/tower/conv/Conv2D
72289.280 313.600 313.600 0.244% 56.559% BiasAdd mixed_2/tower_1/conv/batchnorm
72602.880 235.200 235.200 0.183% 56.742% BiasAdd mixed_2/tower/conv/batchnorm
72838.080 313.600 313.600 0.244% 56.987% BiasAdd mixed_2/conv/batchnorm
73151.680 313.600 313.600 0.244% 57.231% Relu mixed_2/tower_1/conv
73465.280 235.200 235.200 0.183% 57.414% Relu mixed_2/tower/conv
73700.480 313.600 313.600 0.244% 57.658% Relu mixed_2/conv
74014.080 1411.200 1411.200 1.099% 58.758% AvgPool mixed_2/tower_2/pool
75425.280 470.400 470.400 0.366% 59.124% Conv2D mixed_2/tower_1/conv_1/Conv2D
75895.680 470.400 470.400 0.366% 59.491% BiasAdd mixed_2/tower_1/conv_1/batchnorm
76366.080 470.400 470.400 0.366% 59.857% Relu mixed_2/tower_1/conv_1
76836.480 313.600 313.600 0.244% 60.101% Conv2D mixed_2/tower_2/conv/Conv2D
77150.080 313.600 313.600 0.244% 60.346% BiasAdd mixed_2/tower_2/conv/batchnorm
77463.680 313.600 313.600 0.244% 60.590% Relu mixed_2/tower_2/conv
77777.280 470.400 470.400 0.366% 60.957% Conv2D mixed_2/tower_1/conv_2/Conv2D
78247.680 470.400 470.400 0.366% 61.323% BiasAdd mixed_2/tower_1/conv_2/batchnorm
78718.080 470.400 470.400 0.366% 61.689% Relu mixed_2/tower_1/conv_2
79188.480 313.600 313.600 0.244% 61.934% Conv2D mixed_2/tower/conv_1/Conv2D
79502.080 313.600 313.600 0.244% 62.178% BiasAdd mixed_2/tower/conv_1/batchnorm
79815.680 313.600 313.600 0.244% 62.422% Relu mixed_2/tower/conv_1
80129.280 1411.200 1411.200 1.099% 63.522% Concat mixed_2/join
81540.480 332.928 332.928 0.259% 63.781% MaxPool mixed_3/pool
81873.408 313.600 313.600 0.244% 64.025% Conv2D mixed_3/tower/conv/Conv2D
82187.008 313.600 313.600 0.244% 64.270% BiasAdd mixed_3/tower/conv/batchnorm
82500.608 313.600 313.600 0.244% 64.514% Relu mixed_3/tower/conv
82814.208 470.400 470.400 0.366% 64.880% Conv2D mixed_3/tower/conv_1/Conv2D
83284.608 470.400 470.400 0.366% 65.247% BiasAdd mixed_3/tower/conv_1/batchnorm
83755.008 470.400 470.400 0.366% 65.613% Relu mixed_3/tower/conv_1
84225.408 110.976 110.976 0.086% 65.700% Conv2D mixed_3/tower/conv_2/Conv2D
84336.384 110.976 110.976 0.086% 65.786% BiasAdd mixed_3/tower/conv_2/batchnorm
84447.360 110.976 110.976 0.086% 65.873% Relu mixed_3/tower/conv_2
84558.336 443.904 443.904 0.346% 66.218% Conv2D mixed_3/conv/Conv2D
85002.240 443.904 443.904 0.346% 66.564% BiasAdd mixed_3/conv/batchnorm
85446.144 443.904 443.904 0.346% 66.910% Relu mixed_3/conv
85890.048 887.808 887.808 0.692% 67.602% Concat mixed_3/join
86777.856 887.808 887.808 0.692% 68.293% AvgPool mixed_4/tower_2/pool
87665.664 147.968 147.968 0.115% 68.409% Conv2D mixed_4/tower/conv/Conv2D
87813.632 147.968 147.968 0.115% 68.524% BiasAdd mixed_4/tower/conv/batchnorm
87961.600 147.968 147.968 0.115% 68.639% Relu mixed_4/tower/conv
88109.568 147.968 147.968 0.115% 68.754% Conv2D mixed_4/tower_1/conv/Conv2D
88257.536 147.968 147.968 0.115% 68.870% BiasAdd mixed_4/tower_1/conv/batchnorm
88405.504 147.968 147.968 0.115% 68.985% Relu mixed_4/tower_1/conv
88553.472 221.952 221.952 0.173% 69.158% Conv2D mixed_4/conv/Conv2D
88775.424 221.952 221.952 0.173% 69.331% BiasAdd mixed_4/conv/batchnorm
88997.376 221.952 221.952 0.173% 69.504% Relu mixed_4/conv
89219.328 221.952 221.952 0.173% 69.677% Conv2D mixed_4/tower_2/conv/Conv2D
89441.280 147.968 147.968 0.115% 69.792% Conv2D mixed_4/tower/conv_1/Conv2D
89589.248 221.952 221.952 0.173% 69.965% BiasAdd mixed_4/tower_2/conv/batchnorm
89811.200 221.952 221.952 0.173% 70.138% Relu mixed_4/tower_2/conv
90033.152 147.968 147.968 0.115% 70.253% BiasAdd mixed_4/tower/conv_1/batchnorm
90181.120 147.968 147.968 0.115% 70.368% Relu mixed_4/tower/conv_1
90329.088 147.968 147.968 0.115% 70.483% Conv2D mixed_4/tower_1/conv_1/Conv2D
90477.056 147.968 147.968 0.115% 70.599% BiasAdd mixed_4/tower_1/conv_1/batchnorm
90625.024 147.968 147.968 0.115% 70.714% Relu mixed_4/tower_1/conv_1
90772.992 147.968 147.968 0.115% 70.829% Conv2D mixed_4/tower_1/conv_2/Conv2D
90920.960 147.968 147.968 0.115% 70.945% BiasAdd mixed_4/tower_1/conv_2/batchnorm
91068.928 147.968 147.968 0.115% 71.060% Relu mixed_4/tower_1/conv_2
91216.896 221.952 221.952 0.173% 71.233% Conv2D mixed_4/tower/conv_2/Conv2D
91438.848 221.952 221.952 0.173% 71.406% BiasAdd mixed_4/tower/conv_2/batchnorm
91660.800 221.952 221.952 0.173% 71.579% Relu mixed_4/tower/conv_2
91882.752 147.968 147.968 0.115% 71.694% Conv2D mixed_4/tower_1/conv_3/Conv2D
92030.720 147.968 147.968 0.115% 71.809% BiasAdd mixed_4/tower_1/conv_3/batchnorm
92178.688 147.968 147.968 0.115% 71.924% Relu mixed_4/tower_1/conv_3
92326.656 221.952 221.952 0.173% 72.097% Conv2D mixed_4/tower_1/conv_4/Conv2D
92548.608 221.952 221.952 0.173% 72.270% BiasAdd mixed_4/tower_1/conv_4/batchnorm
92770.560 221.952 221.952 0.173% 72.443% Relu mixed_4/tower_1/conv_4
92992.512 887.808 887.808 0.692% 73.135% Concat mixed_4/join
93880.320 887.808 887.808 0.692% 73.826% AvgPool mixed_5/tower_2/pool
94768.128 184.960 184.960 0.144% 73.970% Conv2D mixed_5/tower_1/conv/Conv2D
94953.088 184.960 184.960 0.144% 74.114% BiasAdd mixed_5/tower_1/conv/batchnorm
95138.048 184.960 184.960 0.144% 74.259% Relu mixed_5/tower_1/conv
95323.008 221.952 221.952 0.173% 74.431% Conv2D mixed_5/conv/Conv2D
95544.960 221.952 221.952 0.173% 74.604% BiasAdd mixed_5/conv/batchnorm
95766.912 221.952 221.952 0.173% 74.777% Relu mixed_5/conv
95988.864 184.960 184.960 0.144% 74.921% Conv2D mixed_5/tower/conv/Conv2D
96173.824 184.960 184.960 0.144% 75.065% BiasAdd mixed_5/tower/conv/batchnorm
96358.784 184.960 184.960 0.144% 75.210% Relu mixed_5/tower/conv
96543.744 221.952 221.952 0.173% 75.382% Conv2D mixed_5/tower_2/conv/Conv2D
96765.696 221.952 221.952 0.173% 75.555% BiasAdd mixed_5/tower_2/conv/batchnorm
96987.648 221.952 221.952 0.173% 75.728% Relu mixed_5/tower_2/conv
97209.600 184.960 184.960 0.144% 75.872% Conv2D mixed_5/tower_1/conv_1/Conv2D
97394.560 184.960 184.960 0.144% 76.016% BiasAdd mixed_5/tower_1/conv_1/batchnorm
97579.520 184.960 184.960 0.144% 76.160% Relu mixed_5/tower_1/conv_1
97764.480 184.960 184.960 0.144% 76.305% Conv2D mixed_5/tower/conv_1/Conv2D
97949.440 184.960 184.960 0.144% 76.449% BiasAdd mixed_5/tower/conv_1/batchnorm
98134.400 184.960 184.960 0.144% 76.593% Relu mixed_5/tower/conv_1
98319.360 184.960 184.960 0.144% 76.737% Conv2D mixed_5/tower_1/conv_2/Conv2D
98504.320 184.960 184.960 0.144% 76.881% BiasAdd mixed_5/tower_1/conv_2/batchnorm
98689.280 184.960 184.960 0.144% 77.025% Relu mixed_5/tower_1/conv_2
98874.240 221.952 221.952 0.173% 77.198% Conv2D mixed_5/tower/conv_2/Conv2D
99096.192 221.952 221.952 0.173% 77.371% BiasAdd mixed_5/tower/conv_2/batchnorm
99318.144 221.952 221.952 0.173% 77.544% Relu mixed_5/tower/conv_2
99540.096 184.960 184.960 0.144% 77.688% Conv2D mixed_5/tower_1/conv_3/Conv2D
99725.056 184.960 184.960 0.144% 77.832% BiasAdd mixed_5/tower_1/conv_3/batchnorm
99910.016 184.960 184.960 0.144% 77.976% Relu mixed_5/tower_1/conv_3
100094.976 221.952 221.952 0.173% 78.149% Conv2D mixed_5/tower_1/conv_4/Conv2D
100316.928 221.952 221.952 0.173% 78.322% BiasAdd mixed_5/tower_1/conv_4/batchnorm
100538.880 221.952 221.952 0.173% 78.495% Relu mixed_5/tower_1/conv_4
100760.832 887.808 887.808 0.692% 79.186% Concat mixed_5/join
101648.640 887.808 887.808 0.692% 79.878% AvgPool mixed_6/tower_2/pool
102536.448 184.960 184.960 0.144% 80.022% Conv2D mixed_6/tower_1/conv/Conv2D
102721.408 184.960 184.960 0.144% 80.166% BiasAdd mixed_6/tower_1/conv/batchnorm
102906.368 184.960 184.960 0.144% 80.310% Relu mixed_6/tower_1/conv
103091.328 221.952 221.952 0.173% 80.483% Conv2D mixed_6/conv/Conv2D
103313.280 221.952 221.952 0.173% 80.656% BiasAdd mixed_6/conv/batchnorm
103535.232 221.952 221.952 0.173% 80.829% Relu mixed_6/conv
103757.184 184.960 184.960 0.144% 80.973% Conv2D mixed_6/tower/conv/Conv2D
103942.144 184.960 184.960 0.144% 81.117% BiasAdd mixed_6/tower/conv/batchnorm
104127.104 184.960 184.960 0.144% 81.261% Relu mixed_6/tower/conv
104312.064 221.952 221.952 0.173% 81.434% Conv2D mixed_6/tower_2/conv/Conv2D
104534.016 221.952 221.952 0.173% 81.607% BiasAdd mixed_6/tower_2/conv/batchnorm
104755.968 221.952 221.952 0.173% 81.780% Relu mixed_6/tower_2/conv
104977.920 184.960 184.960 0.144% 81.924% Conv2D mixed_6/tower_1/conv_1/Conv2D
105162.880 184.960 184.960 0.144% 82.068% BiasAdd mixed_6/tower_1/conv_1/batchnorm
105347.840 184.960 184.960 0.144% 82.212% Relu mixed_6/tower_1/conv_1
105532.800 184.960 184.960 0.144% 82.356% Conv2D mixed_6/tower/conv_1/Conv2D
105717.760 184.960 184.960 0.144% 82.500% BiasAdd mixed_6/tower/conv_1/batchnorm
105902.720 184.960 184.960 0.144% 82.644% Relu mixed_6/tower/conv_1
106087.680 184.960 184.960 0.144% 82.789% Conv2D mixed_6/tower_1/conv_2/Conv2D
106272.640 221.952 221.952 0.173% 82.961% Conv2D mixed_6/tower/conv_2/Conv2D
106494.592 184.960 184.960 0.144% 83.106% BiasAdd mixed_6/tower_1/conv_2/batchnorm
106679.552 221.952 221.952 0.173% 83.278% BiasAdd mixed_6/tower/conv_2/batchnorm
106901.504 184.960 184.960 0.144% 83.423% Relu mixed_6/tower_1/conv_2
107086.464 221.952 221.952 0.173% 83.595% Relu mixed_6/tower/conv_2
107308.416 184.960 184.960 0.144% 83.739% Conv2D mixed_6/tower_1/conv_3/Conv2D
107493.376 184.960 184.960 0.144% 83.884% BiasAdd mixed_6/tower_1/conv_3/batchnorm
107678.336 184.960 184.960 0.144% 84.028% Relu mixed_6/tower_1/conv_3
107863.296 221.952 221.952 0.173% 84.201% Conv2D mixed_6/tower_1/conv_4/Conv2D
108085.248 221.952 221.952 0.173% 84.373% BiasAdd mixed_6/tower_1/conv_4/batchnorm
108307.200 221.952 221.952 0.173% 84.546% Relu mixed_6/tower_1/conv_4
108529.152 887.808 887.808 0.692% 85.238% Concat mixed_6/join
109416.960 887.808 887.808 0.692% 85.930% AvgPool mixed_7/tower_2/pool
110304.768 221.952 221.952 0.173% 86.103% Conv2D mixed_7/tower_1/conv/Conv2D
110526.720 221.952 221.952 0.173% 86.275% BiasAdd mixed_7/tower_1/conv/batchnorm
110748.672 221.952 221.952 0.173% 86.448% Relu mixed_7/tower_1/conv
110970.624 221.952 221.952 0.173% 86.621% Conv2D mixed_7/tower/conv/Conv2D
111192.576 221.952 221.952 0.173% 86.794% BiasAdd mixed_7/tower/conv/batchnorm
111414.528 221.952 221.952 0.173% 86.967% Relu mixed_7/tower/conv
111636.480 221.952 221.952 0.173% 87.140% Conv2D mixed_7/tower_2/conv/Conv2D
111858.432 221.952 221.952 0.173% 87.313% BiasAdd mixed_7/tower_2/conv/batchnorm
112080.384 221.952 221.952 0.173% 87.486% Relu mixed_7/tower_2/conv
112302.336 221.952 221.952 0.173% 87.659% Conv2D mixed_7/conv/Conv2D
112524.288 221.952 221.952 0.173% 87.832% BiasAdd mixed_7/conv/batchnorm
112746.240 221.952 221.952 0.173% 88.004% Relu mixed_7/conv
112968.192 221.952 221.952 0.173% 88.177% Conv2D mixed_7/tower/conv_1/Conv2D
113190.144 221.952 221.952 0.173% 88.350% BiasAdd mixed_7/tower/conv_1/batchnorm
113412.096 221.952 221.952 0.173% 88.523% Relu mixed_7/tower/conv_1
113634.048 221.952 221.952 0.173% 88.696% Conv2D mixed_7/tower_1/conv_1/Conv2D
113856.000 221.952 221.952 0.173% 88.869% BiasAdd mixed_7/tower_1/conv_1/batchnorm
114077.952 221.952 221.952 0.173% 89.042% Relu mixed_7/tower_1/conv_1
114299.904 221.952 221.952 0.173% 89.215% Conv2D mixed_7/tower/conv_2/Conv2D
114521.856 221.952 221.952 0.173% 89.388% Conv2D mixed_7/tower_1/conv_2/Conv2D
114743.808 221.952 221.952 0.173% 89.561% BiasAdd mixed_7/tower/conv_2/batchnorm
114965.760 221.952 221.952 0.173% 89.734% BiasAdd mixed_7/tower_1/conv_2/batchnorm
115187.712 221.952 221.952 0.173% 89.906% Relu mixed_7/tower/conv_2
115409.664 221.952 221.952 0.173% 90.079% Relu mixed_7/tower_1/conv_2
115631.616 221.952 221.952 0.173% 90.252% Conv2D mixed_7/tower_1/conv_3/Conv2D
115853.568 221.952 221.952 0.173% 90.425% BiasAdd mixed_7/tower_1/conv_3/batchnorm
116075.520 221.952 221.952 0.173% 90.598% Relu mixed_7/tower_1/conv_3
116297.472 221.952 221.952 0.173% 90.771% Conv2D mixed_7/tower_1/conv_4/Conv2D
116519.424 221.952 221.952 0.173% 90.944% BiasAdd mixed_7/tower_1/conv_4/batchnorm
116741.376 221.952 221.952 0.173% 91.117% Relu mixed_7/tower_1/conv_4
116963.328 887.808 887.808 0.692% 91.808% Concat mixed_7/join
117851.136 196.608 196.608 0.153% 91.962% MaxPool mixed_8/pool
118047.744 221.952 221.952 0.173% 92.134% Conv2D mixed_8/tower_1/conv/Conv2D
118269.696 221.952 221.952 0.173% 92.307% BiasAdd mixed_8/tower_1/conv/batchnorm
118491.648 221.952 221.952 0.173% 92.480% Relu mixed_8/tower_1/conv
118713.600 221.952 221.952 0.173% 92.653% Conv2D mixed_8/tower/conv/Conv2D
118935.552 221.952 221.952 0.173% 92.826% BiasAdd mixed_8/tower/conv/batchnorm
119157.504 221.952 221.952 0.173% 92.999% Relu mixed_8/tower/conv
119379.456 221.952 221.952 0.173% 93.172% Conv2D mixed_8/tower_1/conv_1/Conv2D
119601.408 221.952 221.952 0.173% 93.345% BiasAdd mixed_8/tower_1/conv_1/batchnorm
119823.360 221.952 221.952 0.173% 93.518% Relu mixed_8/tower_1/conv_1
120045.312 81.920 81.920 0.064% 93.582% Conv2D mixed_8/tower/conv_1/Conv2D
120127.232 81.920 81.920 0.064% 93.645% BiasAdd mixed_8/tower/conv_1/batchnorm
120209.152 81.920 81.920 0.064% 93.709% Relu mixed_8/tower/conv_1
120291.072 221.952 221.952 0.173% 93.882% Conv2D mixed_8/tower_1/conv_2/Conv2D
120513.024 221.952 221.952 0.173% 94.055% BiasAdd mixed_8/tower_1/conv_2/batchnorm
120734.976 221.952 221.952 0.173% 94.228% Relu mixed_8/tower_1/conv_2
120956.928 49.152 49.152 0.038% 94.266% Conv2D mixed_8/tower_1/conv_3/Conv2D
121006.080 49.152 49.152 0.038% 94.304% BiasAdd mixed_8/tower_1/conv_3/batchnorm
121055.232 49.152 49.152 0.038% 94.343% Relu mixed_8/tower_1/conv_3
121104.384 327.680 327.680 0.255% 94.598% Concat mixed_8/join
121432.064 327.680 327.680 0.255% 94.853% AvgPool mixed_9/tower_2/pool
121759.744 49.152 49.152 0.038% 94.892% Conv2D mixed_9/tower_2/conv/Conv2D
121808.896 49.152 49.152 0.038% 94.930% BiasAdd mixed_9/tower_2/conv/batchnorm
121858.048 49.152 49.152 0.038% 94.968% Relu mixed_9/tower_2/conv
121907.200 81.920 81.920 0.064% 95.032% Conv2D mixed_9/conv/Conv2D
121989.120 81.920 81.920 0.064% 95.096% BiasAdd mixed_9/conv/batchnorm
122071.040 81.920 81.920 0.064% 95.160% Relu mixed_9/conv
122152.960 98.304 98.304 0.077% 95.236% Conv2D mixed_9/tower/conv/Conv2D
122251.264 98.304 98.304 0.077% 95.313% BiasAdd mixed_9/tower/conv/batchnorm
122349.568 98.304 98.304 0.077% 95.389% Relu mixed_9/tower/conv
122447.872 114.688 114.688 0.089% 95.479% Conv2D mixed_9/tower_1/conv/Conv2D
122562.560 114.688 114.688 0.089% 95.568% BiasAdd mixed_9/tower_1/conv/batchnorm
122677.248 114.688 114.688 0.089% 95.657% Relu mixed_9/tower_1/conv
122791.936 98.304 98.304 0.077% 95.734% Conv2D mixed_9/tower/mixed/conv/Conv2D
122890.240 98.304 98.304 0.077% 95.811% BiasAdd mixed_9/tower/mixed/conv/batchnorm
122988.544 98.304 98.304 0.077% 95.887% Relu mixed_9/tower/mixed/conv
123086.848 98.304 98.304 0.077% 95.964% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
123185.152 98.304 98.304 0.077% 96.040% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
123283.456 98.304 98.304 0.077% 96.117% Relu mixed_9/tower/mixed/conv_1
123381.760 98.304 98.304 0.077% 96.193% Conv2D mixed_9/tower_1/conv_1/Conv2D
123480.064 98.304 98.304 0.077% 96.270% BiasAdd mixed_9/tower_1/conv_1/batchnorm
123578.368 98.304 98.304 0.077% 96.347% Relu mixed_9/tower_1/conv_1
123676.672 98.304 98.304 0.077% 96.423% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
123774.976 98.304 98.304 0.077% 96.500% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
123873.280 98.304 98.304 0.077% 96.576% Relu mixed_9/tower_1/mixed/conv_1
123971.584 98.304 98.304 0.077% 96.653% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
124069.888 98.304 98.304 0.077% 96.730% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
124168.192 98.304 98.304 0.077% 96.806% Relu mixed_9/tower_1/mixed/conv
124266.496 524.288 524.288 0.408% 97.215% Concat mixed_9/join
124790.784 524.288 524.288 0.408% 97.623% MaxPool mixed_10/tower_2/pool
125315.072 49.152 49.152 0.038% 97.661% Conv2D mixed_10/tower_2/conv/Conv2D
125364.224 49.152 49.152 0.038% 97.700% BiasAdd mixed_10/tower_2/conv/batchnorm
125413.376 49.152 49.152 0.038% 97.738% Relu mixed_10/tower_2/conv
125462.528 81.920 81.920 0.064% 97.802% Conv2D mixed_10/conv/Conv2D
125544.448 81.920 81.920 0.064% 97.865% BiasAdd mixed_10/conv/batchnorm
125626.368 81.920 81.920 0.064% 97.929% Relu mixed_10/conv
125708.288 98.304 98.304 0.077% 98.006% Conv2D mixed_10/tower/conv/Conv2D
125806.592 98.304 98.304 0.077% 98.082% BiasAdd mixed_10/tower/conv/batchnorm
125904.896 98.304 98.304 0.077% 98.159% Relu mixed_10/tower/conv
126003.200 114.688 114.688 0.089% 98.248% Conv2D mixed_10/tower_1/conv/Conv2D
126117.888 114.688 114.688 0.089% 98.338% BiasAdd mixed_10/tower_1/conv/batchnorm
126232.576 114.688 114.688 0.089% 98.427% Relu mixed_10/tower_1/conv
126347.264 98.304 98.304 0.077% 98.504% Conv2D mixed_10/tower/mixed/conv/Conv2D
126445.568 98.304 98.304 0.077% 98.580% BiasAdd mixed_10/tower/mixed/conv/batchnorm
126543.872 98.304 98.304 0.077% 98.657% Relu mixed_10/tower/mixed/conv
126642.176 98.304 98.304 0.077% 98.733% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
126740.480 98.304 98.304 0.077% 98.810% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
126838.784 98.304 98.304 0.077% 98.887% Relu mixed_10/tower/mixed/conv_1
126937.088 98.304 98.304 0.077% 98.963% Conv2D mixed_10/tower_1/conv_1/Conv2D
127035.392 98.304 98.304 0.077% 99.040% BiasAdd mixed_10/tower_1/conv_1/batchnorm
127133.696 98.304 98.304 0.077% 99.116% Relu mixed_10/tower_1/conv_1
127232.000 98.304 98.304 0.077% 99.193% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
127330.304 98.304 98.304 0.077% 99.269% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
127428.608 98.304 98.304 0.077% 99.346% Relu mixed_10/tower_1/mixed/conv_1
127526.912 98.304 98.304 0.077% 99.423% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
127625.216 98.304 98.304 0.077% 99.499% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
127723.520 98.304 98.304 0.077% 99.576% Relu mixed_10/tower_1/mixed/conv
127821.824 524.288 524.288 0.408% 99.984% Concat mixed_10/join
128346.112 8.192 8.192 0.006% 99.991% AvgPool pool_3
128354.304 4.032 4.032 0.003% 99.994% MatMul softmax/logits/MatMul
128354.304 0.000 0.000 0.000% 99.994% Reshape pool_3/_reshape
128358.336 4.032 4.032 0.003% 99.997% BiasAdd softmax/logits
128362.368 4.032 4.032 0.003% 100.000% Softmax softmax
1 runs, avg 9317 ms, 514 nodes defined 504 nodes observed
128366.4 avg KB per run.
============ Top by memory usage in KB =================
[start] [first] [avg] [%] [cdf%] [Op] [Name]
22354.944 5531.904 5531.904 4.309% 4.309% BiasAdd conv_2/batchnorm
16823.040 5531.904 5531.904 4.309% 8.619% Conv2D conv_2/Conv2D
27886.848 5531.904 5531.904 4.309% 12.928% Relu conv_2
43770.304 3871.488 3871.488 3.016% 15.944% BiasAdd conv_4/batchnorm
39898.816 3871.488 3871.488 3.016% 18.960% Conv2D conv_4/Conv2D
47641.792 3871.488 3871.488 3.016% 21.976% Relu conv_4
2841.728 2841.728 2841.728 2.214% 24.190% BiasAdd conv/batchnorm
0.000 2841.728 2841.728 2.214% 26.404% Conv2D conv/Conv2D
5683.456 2841.728 2841.728 2.214% 28.618% Relu conv
11291.136 2765.952 2765.952 2.155% 30.772% BiasAdd conv_1/batchnorm
8525.184 2765.952 2765.952 2.155% 32.927% Conv2D conv_1/Conv2D
14057.088 2765.952 2765.952 2.155% 35.082% Relu conv_1
36488.256 1705.280 1705.280 1.328% 36.410% BiasAdd conv_3/batchnorm
34782.976 1705.280 1705.280 1.328% 37.739% Conv2D conv_3/Conv2D
38193.536 1705.280 1705.280 1.328% 39.067% Relu conv_3
74014.080 1411.200 1411.200 1.099% 40.166% AvgPool mixed_2/tower_2/pool
80129.280 1411.200 1411.200 1.099% 41.266% Concat mixed_2/join
70015.680 1411.200 1411.200 1.099% 42.365% Concat mixed_1/join
33418.752 1364.224 1364.224 1.063% 43.428% MaxPool pool
64057.280 1254.400 1254.400 0.977% 44.405% AvgPool mixed_1/tower_2/pool
60215.680 1254.400 1254.400 0.977% 45.382% Concat mixed/join
51513.280 940.800 940.800 0.733% 46.115% MaxPool pool_1
54100.480 940.800 940.800 0.733% 46.848% AvgPool mixed/tower_2/pool
109416.960 887.808 887.808 0.692% 47.540% AvgPool mixed_7/tower_2/pool
116963.328 887.808 887.808 0.692% 48.231% Concat mixed_7/join
101648.640 887.808 887.808 0.692% 48.923% AvgPool mixed_6/tower_2/pool
108529.152 887.808 887.808 0.692% 49.615% Concat mixed_6/join
93880.320 887.808 887.808 0.692% 50.306% AvgPool mixed_5/tower_2/pool
100760.832 887.808 887.808 0.692% 50.998% Concat mixed_5/join
86777.856 887.808 887.808 0.692% 51.689% AvgPool mixed_4/tower_2/pool
92992.512 887.808 887.808 0.692% 52.381% Concat mixed_4/join
85890.048 887.808 887.808 0.692% 53.073% Concat mixed_3/join
124266.496 524.288 524.288 0.408% 53.481% Concat mixed_9/join
124790.784 524.288 524.288 0.408% 53.890% MaxPool mixed_10/tower_2/pool
127821.824 524.288 524.288 0.408% 54.298% Concat mixed_10/join
83284.608 470.400 470.400 0.366% 54.664% BiasAdd mixed_3/tower/conv_1/batchnorm
82814.208 470.400 470.400 0.366% 55.031% Conv2D mixed_3/tower/conv_1/Conv2D
83755.008 470.400 470.400 0.366% 55.397% Relu mixed_3/tower/conv_1
78247.680 470.400 470.400 0.366% 55.764% BiasAdd mixed_2/tower_1/conv_2/batchnorm
77777.280 470.400 470.400 0.366% 56.130% Conv2D mixed_2/tower_1/conv_2/Conv2D
78718.080 470.400 470.400 0.366% 56.497% Relu mixed_2/tower_1/conv_2
75895.680 470.400 470.400 0.366% 56.863% BiasAdd mixed_2/tower_1/conv_1/batchnorm
75425.280 470.400 470.400 0.366% 57.230% Conv2D mixed_2/tower_1/conv_1/Conv2D
76366.080 470.400 470.400 0.366% 57.596% Relu mixed_2/tower_1/conv_1
69074.880 470.400 470.400 0.366% 57.963% BiasAdd mixed_1/tower_1/conv_2/batchnorm
68604.480 470.400 470.400 0.366% 58.329% Conv2D mixed_1/tower_1/conv_2/Conv2D
69545.280 470.400 470.400 0.366% 58.695% Relu mixed_1/tower_1/conv_2
66722.880 470.400 470.400 0.366% 59.062% BiasAdd mixed_1/tower_1/conv_1/batchnorm
66252.480 470.400 470.400 0.366% 59.428% Conv2D mixed_1/tower_1/conv_1/Conv2D
67193.280 470.400 470.400 0.366% 59.795% Relu mixed_1/tower_1/conv_1
59274.880 470.400 470.400 0.366% 60.161% BiasAdd mixed/tower_1/conv_2/batchnorm
58804.480 470.400 470.400 0.366% 60.528% Conv2D mixed/tower_1/conv_2/Conv2D
59745.280 470.400 470.400 0.366% 60.894% Relu mixed/tower_1/conv_2
56922.880 470.400 470.400 0.366% 61.261% BiasAdd mixed/tower_1/conv_1/batchnorm
56452.480 470.400 470.400 0.366% 61.627% Conv2D mixed/tower_1/conv_1/Conv2D
57393.280 470.400 470.400 0.366% 61.993% Relu mixed/tower_1/conv_1
85002.240 443.904 443.904 0.346% 62.339% BiasAdd mixed_3/conv/batchnorm
84558.336 443.904 443.904 0.346% 62.685% Conv2D mixed_3/conv/Conv2D
85446.144 443.904 443.904 0.346% 63.031% Relu mixed_3/conv
81540.480 332.928 332.928 0.259% 63.290% MaxPool mixed_3/pool
121432.064 327.680 327.680 0.255% 63.546% AvgPool mixed_9/tower_2/pool
121104.384 327.680 327.680 0.255% 63.801% Concat mixed_8/join
82187.008 313.600 313.600 0.244% 64.045% BiasAdd mixed_3/tower/conv/batchnorm
81873.408 313.600 313.600 0.244% 64.289% Conv2D mixed_3/tower/conv/Conv2D
82500.608 313.600 313.600 0.244% 64.534% Relu mixed_3/tower/conv
77150.080 313.600 313.600 0.244% 64.778% BiasAdd mixed_2/tower_2/conv/batchnorm
76836.480 313.600 313.600 0.244% 65.022% Conv2D mixed_2/tower_2/conv/Conv2D
77463.680 313.600 313.600 0.244% 65.267% Relu mixed_2/tower_2/conv
72289.280 313.600 313.600 0.244% 65.511% BiasAdd mixed_2/tower_1/conv/batchnorm
71426.880 313.600 313.600 0.244% 65.755% Conv2D mixed_2/tower_1/conv/Conv2D
73151.680 313.600 313.600 0.244% 66.000% Relu mixed_2/tower_1/conv
79502.080 313.600 313.600 0.244% 66.244% BiasAdd mixed_2/tower/conv_1/batchnorm
79188.480 313.600 313.600 0.244% 66.488% Conv2D mixed_2/tower/conv_1/Conv2D
79815.680 313.600 313.600 0.244% 66.732% Relu mixed_2/tower/conv_1
72838.080 313.600 313.600 0.244% 66.977% BiasAdd mixed_2/conv/batchnorm
71740.480 313.600 313.600 0.244% 67.221% Conv2D mixed_2/conv/Conv2D
73700.480 313.600 313.600 0.244% 67.465% Relu mixed_2/conv
65625.280 313.600 313.600 0.244% 67.710% BiasAdd mixed_1/tower_2/conv/batchnorm
65311.680 313.600 313.600 0.244% 67.954% Conv2D mixed_1/tower_2/conv/Conv2D
65938.880 313.600 313.600 0.244% 68.198% Relu mixed_1/tower_2/conv
63430.080 313.600 313.600 0.244% 68.443% BiasAdd mixed_1/tower_1/conv/batchnorm
62646.080 313.600 313.600 0.244% 68.687% Conv2D mixed_1/tower_1/conv/Conv2D
63743.680 313.600 313.600 0.244% 68.931% Relu mixed_1/tower_1/conv
67977.280 313.600 313.600 0.244% 69.175% BiasAdd mixed_1/tower/conv_1/batchnorm
67663.680 313.600 313.600 0.244% 69.420% Conv2D mixed_1/tower/conv_1/Conv2D
68290.880 313.600 313.600 0.244% 69.664% Relu mixed_1/tower/conv_1
61783.680 313.600 313.600 0.244% 69.908% BiasAdd mixed_1/conv/batchnorm
61470.080 313.600 313.600 0.244% 70.153% Conv2D mixed_1/conv/Conv2D
62097.280 313.600 313.600 0.244% 70.397% Relu mixed_1/conv
53473.280 313.600 313.600 0.244% 70.641% BiasAdd mixed/tower_1/conv/batchnorm
53159.680 313.600 313.600 0.244% 70.886% Conv2D mixed/tower_1/conv/Conv2D
53786.880 313.600 313.600 0.244% 71.130% Relu mixed/tower_1/conv
58177.280 313.600 313.600 0.244% 71.374% BiasAdd mixed/tower/conv_1/batchnorm
57863.680 313.600 313.600 0.244% 71.618% Conv2D mixed/tower/conv_1/Conv2D
58490.880 313.600 313.600 0.244% 71.863% Relu mixed/tower/conv_1
55354.880 313.600 313.600 0.244% 72.107% BiasAdd mixed/conv/batchnorm
55041.280 313.600 313.600 0.244% 72.351% Conv2D mixed/conv/Conv2D
55668.480 313.600 313.600 0.244% 72.596% Relu mixed/conv
72602.880 235.200 235.200 0.183% 72.779% BiasAdd mixed_2/tower/conv/batchnorm
72054.080 235.200 235.200 0.183% 72.962% Conv2D mixed_2/tower/conv/Conv2D
73465.280 235.200 235.200 0.183% 73.145% Relu mixed_2/tower/conv
62959.680 235.200 235.200 0.183% 73.329% BiasAdd mixed_1/tower/conv/batchnorm
62410.880 235.200 235.200 0.183% 73.512% Conv2D mixed_1/tower/conv/Conv2D
63194.880 235.200 235.200 0.183% 73.695% Relu mixed_1/tower/conv
52689.280 235.200 235.200 0.183% 73.878% BiasAdd mixed/tower/conv/batchnorm
52454.080 235.200 235.200 0.183% 74.061% Conv2D mixed/tower/conv/Conv2D
52924.480 235.200 235.200 0.183% 74.245% Relu mixed/tower/conv
120513.024 221.952 221.952 0.173% 74.418% BiasAdd mixed_8/tower_1/conv_2/batchnorm
120291.072 221.952 221.952 0.173% 74.590% Conv2D mixed_8/tower_1/conv_2/Conv2D
120734.976 221.952 221.952 0.173% 74.763% Relu mixed_8/tower_1/conv_2
119601.408 221.952 221.952 0.173% 74.936% BiasAdd mixed_8/tower_1/conv_1/batchnorm
119379.456 221.952 221.952 0.173% 75.109% Conv2D mixed_8/tower_1/conv_1/Conv2D
119823.360 221.952 221.952 0.173% 75.282% Relu mixed_8/tower_1/conv_1
118269.696 221.952 221.952 0.173% 75.455% BiasAdd mixed_8/tower_1/conv/batchnorm
118047.744 221.952 221.952 0.173% 75.628% Conv2D mixed_8/tower_1/conv/Conv2D
118491.648 221.952 221.952 0.173% 75.801% Relu mixed_8/tower_1/conv
118935.552 221.952 221.952 0.173% 75.974% BiasAdd mixed_8/tower/conv/batchnorm
118713.600 221.952 221.952 0.173% 76.147% Conv2D mixed_8/tower/conv/Conv2D
119157.504 221.952 221.952 0.173% 76.320% Relu mixed_8/tower/conv
111858.432 221.952 221.952 0.173% 76.492% BiasAdd mixed_7/tower_2/conv/batchnorm
111636.480 221.952 221.952 0.173% 76.665% Conv2D mixed_7/tower_2/conv/Conv2D
112080.384 221.952 221.952 0.173% 76.838% Relu mixed_7/tower_2/conv
116519.424 221.952 221.952 0.173% 77.011% BiasAdd mixed_7/tower_1/conv_4/batchnorm
116297.472 221.952 221.952 0.173% 77.184% Conv2D mixed_7/tower_1/conv_4/Conv2D
116741.376 221.952 221.952 0.173% 77.357% Relu mixed_7/tower_1/conv_4
115853.568 221.952 221.952 0.173% 77.530% BiasAdd mixed_7/tower_1/conv_3/batchnorm
115631.616 221.952 221.952 0.173% 77.703% Conv2D mixed_7/tower_1/conv_3/Conv2D
116075.520 221.952 221.952 0.173% 77.876% Relu mixed_7/tower_1/conv_3
114965.760 221.952 221.952 0.173% 78.049% BiasAdd mixed_7/tower_1/conv_2/batchnorm
114521.856 221.952 221.952 0.173% 78.221% Conv2D mixed_7/tower_1/conv_2/Conv2D
115409.664 221.952 221.952 0.173% 78.394% Relu mixed_7/tower_1/conv_2
113856.000 221.952 221.952 0.173% 78.567% BiasAdd mixed_7/tower_1/conv_1/batchnorm
113634.048 221.952 221.952 0.173% 78.740% Conv2D mixed_7/tower_1/conv_1/Conv2D
114077.952 221.952 221.952 0.173% 78.913% Relu mixed_7/tower_1/conv_1
110526.720 221.952 221.952 0.173% 79.086% BiasAdd mixed_7/tower_1/conv/batchnorm
110304.768 221.952 221.952 0.173% 79.259% Conv2D mixed_7/tower_1/conv/Conv2D
110748.672 221.952 221.952 0.173% 79.432% Relu mixed_7/tower_1/conv
114743.808 221.952 221.952 0.173% 79.605% BiasAdd mixed_7/tower/conv_2/batchnorm
114299.904 221.952 221.952 0.173% 79.778% Conv2D mixed_7/tower/conv_2/Conv2D
115187.712 221.952 221.952 0.173% 79.951% Relu mixed_7/tower/conv_2
113190.144 221.952 221.952 0.173% 80.123% BiasAdd mixed_7/tower/conv_1/batchnorm
112968.192 221.952 221.952 0.173% 80.296% Conv2D mixed_7/tower/conv_1/Conv2D
113412.096 221.952 221.952 0.173% 80.469% Relu mixed_7/tower/conv_1
111192.576 221.952 221.952 0.173% 80.642% BiasAdd mixed_7/tower/conv/batchnorm
110970.624 221.952 221.952 0.173% 80.815% Conv2D mixed_7/tower/conv/Conv2D
111414.528 221.952 221.952 0.173% 80.988% Relu mixed_7/tower/conv
112524.288 221.952 221.952 0.173% 81.161% BiasAdd mixed_7/conv/batchnorm
112302.336 221.952 221.952 0.173% 81.334% Conv2D mixed_7/conv/Conv2D
112746.240 221.952 221.952 0.173% 81.507% Relu mixed_7/conv
104534.016 221.952 221.952 0.173% 81.680% BiasAdd mixed_6/tower_2/conv/batchnorm
104312.064 221.952 221.952 0.173% 81.852% Conv2D mixed_6/tower_2/conv/Conv2D
104755.968 221.952 221.952 0.173% 82.025% Relu mixed_6/tower_2/conv
108085.248 221.952 221.952 0.173% 82.198% BiasAdd mixed_6/tower_1/conv_4/batchnorm
107863.296 221.952 221.952 0.173% 82.371% Conv2D mixed_6/tower_1/conv_4/Conv2D
108307.200 221.952 221.952 0.173% 82.544% Relu mixed_6/tower_1/conv_4
106679.552 221.952 221.952 0.173% 82.717% BiasAdd mixed_6/tower/conv_2/batchnorm
106272.640 221.952 221.952 0.173% 82.890% Conv2D mixed_6/tower/conv_2/Conv2D
107086.464 221.952 221.952 0.173% 83.063% Relu mixed_6/tower/conv_2
103313.280 221.952 221.952 0.173% 83.236% BiasAdd mixed_6/conv/batchnorm
103091.328 221.952 221.952 0.173% 83.409% Conv2D mixed_6/conv/Conv2D
103535.232 221.952 221.952 0.173% 83.582% Relu mixed_6/conv
96765.696 221.952 221.952 0.173% 83.754% BiasAdd mixed_5/tower_2/conv/batchnorm
96543.744 221.952 221.952 0.173% 83.927% Conv2D mixed_5/tower_2/conv/Conv2D
96987.648 221.952 221.952 0.173% 84.100% Relu mixed_5/tower_2/conv
100316.928 221.952 221.952 0.173% 84.273% BiasAdd mixed_5/tower_1/conv_4/batchnorm
100094.976 221.952 221.952 0.173% 84.446% Conv2D mixed_5/tower_1/conv_4/Conv2D
100538.880 221.952 221.952 0.173% 84.619% Relu mixed_5/tower_1/conv_4
99096.192 221.952 221.952 0.173% 84.792% BiasAdd mixed_5/tower/conv_2/batchnorm
98874.240 221.952 221.952 0.173% 84.965% Conv2D mixed_5/tower/conv_2/Conv2D
99318.144 221.952 221.952 0.173% 85.138% Relu mixed_5/tower/conv_2
95544.960 221.952 221.952 0.173% 85.311% BiasAdd mixed_5/conv/batchnorm
95323.008 221.952 221.952 0.173% 85.484% Conv2D mixed_5/conv/Conv2D
95766.912 221.952 221.952 0.173% 85.656% Relu mixed_5/conv
89589.248 221.952 221.952 0.173% 85.829% BiasAdd mixed_4/tower_2/conv/batchnorm
89219.328 221.952 221.952 0.173% 86.002% Conv2D mixed_4/tower_2/conv/Conv2D
89811.200 221.952 221.952 0.173% 86.175% Relu mixed_4/tower_2/conv
92548.608 221.952 221.952 0.173% 86.348% BiasAdd mixed_4/tower_1/conv_4/batchnorm
92326.656 221.952 221.952 0.173% 86.521% Conv2D mixed_4/tower_1/conv_4/Conv2D
92770.560 221.952 221.952 0.173% 86.694% Relu mixed_4/tower_1/conv_4
91438.848 221.952 221.952 0.173% 86.867% BiasAdd mixed_4/tower/conv_2/batchnorm
91216.896 221.952 221.952 0.173% 87.040% Conv2D mixed_4/tower/conv_2/Conv2D
91660.800 221.952 221.952 0.173% 87.213% Relu mixed_4/tower/conv_2
88775.424 221.952 221.952 0.173% 87.385% BiasAdd mixed_4/conv/batchnorm
88553.472 221.952 221.952 0.173% 87.558% Conv2D mixed_4/conv/Conv2D
88997.376 221.952 221.952 0.173% 87.731% Relu mixed_4/conv
117851.136 196.608 196.608 0.153% 87.884% MaxPool mixed_8/pool
107493.376 184.960 184.960 0.144% 88.029% BiasAdd mixed_6/tower_1/conv_3/batchnorm
107308.416 184.960 184.960 0.144% 88.173% Conv2D mixed_6/tower_1/conv_3/Conv2D
107678.336 184.960 184.960 0.144% 88.317% Relu mixed_6/tower_1/conv_3
106494.592 184.960 184.960 0.144% 88.461% BiasAdd mixed_6/tower_1/conv_2/batchnorm
106087.680 184.960 184.960 0.144% 88.605% Conv2D mixed_6/tower_1/conv_2/Conv2D
106901.504 184.960 184.960 0.144% 88.749% Relu mixed_6/tower_1/conv_2
105162.880 184.960 184.960 0.144% 88.893% BiasAdd mixed_6/tower_1/conv_1/batchnorm
104977.920 184.960 184.960 0.144% 89.037% Conv2D mixed_6/tower_1/conv_1/Conv2D
105347.840 184.960 184.960 0.144% 89.181% Relu mixed_6/tower_1/conv_1
102721.408 184.960 184.960 0.144% 89.325% BiasAdd mixed_6/tower_1/conv/batchnorm
102536.448 184.960 184.960 0.144% 89.469% Conv2D mixed_6/tower_1/conv/Conv2D
102906.368 184.960 184.960 0.144% 89.613% Relu mixed_6/tower_1/conv
105717.760 184.960 184.960 0.144% 89.758% BiasAdd mixed_6/tower/conv_1/batchnorm
105532.800 184.960 184.960 0.144% 89.902% Conv2D mixed_6/tower/conv_1/Conv2D
105902.720 184.960 184.960 0.144% 90.046% Relu mixed_6/tower/conv_1
103942.144 184.960 184.960 0.144% 90.190% BiasAdd mixed_6/tower/conv/batchnorm
103757.184 184.960 184.960 0.144% 90.334% Conv2D mixed_6/tower/conv/Conv2D
104127.104 184.960 184.960 0.144% 90.478% Relu mixed_6/tower/conv
99725.056 184.960 184.960 0.144% 90.622% BiasAdd mixed_5/tower_1/conv_3/batchnorm
99540.096 184.960 184.960 0.144% 90.766% Conv2D mixed_5/tower_1/conv_3/Conv2D
99910.016 184.960 184.960 0.144% 90.910% Relu mixed_5/tower_1/conv_3
98504.320 184.960 184.960 0.144% 91.054% BiasAdd mixed_5/tower_1/conv_2/batchnorm
98319.360 184.960 184.960 0.144% 91.198% Conv2D mixed_5/tower_1/conv_2/Conv2D
98689.280 184.960 184.960 0.144% 91.343% Relu mixed_5/tower_1/conv_2
97394.560 184.960 184.960 0.144% 91.487% BiasAdd mixed_5/tower_1/conv_1/batchnorm
97209.600 184.960 184.960 0.144% 91.631% Conv2D mixed_5/tower_1/conv_1/Conv2D
97579.520 184.960 184.960 0.144% 91.775% Relu mixed_5/tower_1/conv_1
94953.088 184.960 184.960 0.144% 91.919% BiasAdd mixed_5/tower_1/conv/batchnorm
94768.128 184.960 184.960 0.144% 92.063% Conv2D mixed_5/tower_1/conv/Conv2D
95138.048 184.960 184.960 0.144% 92.207% Relu mixed_5/tower_1/conv
97949.440 184.960 184.960 0.144% 92.351% BiasAdd mixed_5/tower/conv_1/batchnorm
97764.480 184.960 184.960 0.144% 92.495% Conv2D mixed_5/tower/conv_1/Conv2D
98134.400 184.960 184.960 0.144% 92.639% Relu mixed_5/tower/conv_1
96173.824 184.960 184.960 0.144% 92.783% BiasAdd mixed_5/tower/conv/batchnorm
95988.864 184.960 184.960 0.144% 92.927% Conv2D mixed_5/tower/conv/Conv2D
96358.784 184.960 184.960 0.144% 93.072% Relu mixed_5/tower/conv
56138.880 156.800 156.800 0.122% 93.194% BiasAdd mixed/tower_2/conv/batchnorm
55982.080 156.800 156.800 0.122% 93.316% Conv2D mixed/tower_2/conv/Conv2D
56295.680 156.800 156.800 0.122% 93.438% Relu mixed/tower_2/conv
92030.720 147.968 147.968 0.115% 93.553% BiasAdd mixed_4/tower_1/conv_3/batchnorm
91882.752 147.968 147.968 0.115% 93.669% Conv2D mixed_4/tower_1/conv_3/Conv2D
92178.688 147.968 147.968 0.115% 93.784% Relu mixed_4/tower_1/conv_3
90920.960 147.968 147.968 0.115% 93.899% BiasAdd mixed_4/tower_1/conv_2/batchnorm
90772.992 147.968 147.968 0.115% 94.014% Conv2D mixed_4/tower_1/conv_2/Conv2D
91068.928 147.968 147.968 0.115% 94.130% Relu mixed_4/tower_1/conv_2
90477.056 147.968 147.968 0.115% 94.245% BiasAdd mixed_4/tower_1/conv_1/batchnorm
90329.088 147.968 147.968 0.115% 94.360% Conv2D mixed_4/tower_1/conv_1/Conv2D
90625.024 147.968 147.968 0.115% 94.475% Relu mixed_4/tower_1/conv_1
88257.536 147.968 147.968 0.115% 94.591% BiasAdd mixed_4/tower_1/conv/batchnorm
88109.568 147.968 147.968 0.115% 94.706% Conv2D mixed_4/tower_1/conv/Conv2D
88405.504 147.968 147.968 0.115% 94.821% Relu mixed_4/tower_1/conv
90033.152 147.968 147.968 0.115% 94.937% BiasAdd mixed_4/tower/conv_1/batchnorm
89441.280 147.968 147.968 0.115% 95.052% Conv2D mixed_4/tower/conv_1/Conv2D
90181.120 147.968 147.968 0.115% 95.167% Relu mixed_4/tower/conv_1
87813.632 147.968 147.968 0.115% 95.282% BiasAdd mixed_4/tower/conv/batchnorm
87665.664 147.968 147.968 0.115% 95.398% Conv2D mixed_4/tower/conv/Conv2D
87961.600 147.968 147.968 0.115% 95.513% Relu mixed_4/tower/conv
122562.560 114.688 114.688 0.089% 95.602% BiasAdd mixed_9/tower_1/conv/batchnorm
122447.872 114.688 114.688 0.089% 95.692% Conv2D mixed_9/tower_1/conv/Conv2D
122677.248 114.688 114.688 0.089% 95.781% Relu mixed_9/tower_1/conv
126117.888 114.688 114.688 0.089% 95.870% BiasAdd mixed_10/tower_1/conv/batchnorm
126003.200 114.688 114.688 0.089% 95.960% Conv2D mixed_10/tower_1/conv/Conv2D
126232.576 114.688 114.688 0.089% 96.049% Relu mixed_10/tower_1/conv
84336.384 110.976 110.976 0.086% 96.135% BiasAdd mixed_3/tower/conv_2/batchnorm
84225.408 110.976 110.976 0.086% 96.222% Conv2D mixed_3/tower/conv_2/Conv2D
84447.360 110.976 110.976 0.086% 96.308% Relu mixed_3/tower/conv_2
123774.976 98.304 98.304 0.077% 96.385% BiasAdd mixed_9/tower_1/mixed/conv_1/batchnorm
123676.672 98.304 98.304 0.077% 96.461% Conv2D mixed_9/tower_1/mixed/conv_1/Conv2D
123873.280 98.304 98.304 0.077% 96.538% Relu mixed_9/tower_1/mixed/conv_1
124069.888 98.304 98.304 0.077% 96.615% BiasAdd mixed_9/tower_1/mixed/conv/batchnorm
123971.584 98.304 98.304 0.077% 96.691% Conv2D mixed_9/tower_1/mixed/conv/Conv2D
124168.192 98.304 98.304 0.077% 96.768% Relu mixed_9/tower_1/mixed/conv
123480.064 98.304 98.304 0.077% 96.844% BiasAdd mixed_9/tower_1/conv_1/batchnorm
123381.760 98.304 98.304 0.077% 96.921% Conv2D mixed_9/tower_1/conv_1/Conv2D
123578.368 98.304 98.304 0.077% 96.998% Relu mixed_9/tower_1/conv_1
123185.152 98.304 98.304 0.077% 97.074% BiasAdd mixed_9/tower/mixed/conv_1/batchnorm
123086.848 98.304 98.304 0.077% 97.151% Conv2D mixed_9/tower/mixed/conv_1/Conv2D
123283.456 98.304 98.304 0.077% 97.227% Relu mixed_9/tower/mixed/conv_1
122890.240 98.304 98.304 0.077% 97.304% BiasAdd mixed_9/tower/mixed/conv/batchnorm
122791.936 98.304 98.304 0.077% 97.380% Conv2D mixed_9/tower/mixed/conv/Conv2D
122988.544 98.304 98.304 0.077% 97.457% Relu mixed_9/tower/mixed/conv
122251.264 98.304 98.304 0.077% 97.534% BiasAdd mixed_9/tower/conv/batchnorm
122152.960 98.304 98.304 0.077% 97.610% Conv2D mixed_9/tower/conv/Conv2D
122349.568 98.304 98.304 0.077% 97.687% Relu mixed_9/tower/conv
127330.304 98.304 98.304 0.077% 97.763% BiasAdd mixed_10/tower_1/mixed/conv_1/batchnorm
127232.000 98.304 98.304 0.077% 97.840% Conv2D mixed_10/tower_1/mixed/conv_1/Conv2D
127428.608 98.304 98.304 0.077% 97.917% Relu mixed_10/tower_1/mixed/conv_1
127625.216 98.304 98.304 0.077% 97.993% BiasAdd mixed_10/tower_1/mixed/conv/batchnorm
127526.912 98.304 98.304 0.077% 98.070% Conv2D mixed_10/tower_1/mixed/conv/Conv2D
127723.520 98.304 98.304 0.077% 98.146% Relu mixed_10/tower_1/mixed/conv
127035.392 98.304 98.304 0.077% 98.223% BiasAdd mixed_10/tower_1/conv_1/batchnorm
126937.088 98.304 98.304 0.077% 98.299% Conv2D mixed_10/tower_1/conv_1/Conv2D
127133.696 98.304 98.304 0.077% 98.376% Relu mixed_10/tower_1/conv_1
126740.480 98.304 98.304 0.077% 98.453% BiasAdd mixed_10/tower/mixed/conv_1/batchnorm
126642.176 98.304 98.304 0.077% 98.529% Conv2D mixed_10/tower/mixed/conv_1/Conv2D
126838.784 98.304 98.304 0.077% 98.606% Relu mixed_10/tower/mixed/conv_1
126445.568 98.304 98.304 0.077% 98.682% BiasAdd mixed_10/tower/mixed/conv/batchnorm
126347.264 98.304 98.304 0.077% 98.759% Conv2D mixed_10/tower/mixed/conv/Conv2D
126543.872 98.304 98.304 0.077% 98.835% Relu mixed_10/tower/mixed/conv
125806.592 98.304 98.304 0.077% 98.912% BiasAdd mixed_10/tower/conv/batchnorm
125708.288 98.304 98.304 0.077% 98.989% Conv2D mixed_10/tower/conv/Conv2D
125904.896 98.304 98.304 0.077% 99.065% Relu mixed_10/tower/conv
121989.120 81.920 81.920 0.064% 99.129% BiasAdd mixed_9/conv/batchnorm
121907.200 81.920 81.920 0.064% 99.193% Conv2D mixed_9/conv/Conv2D
122071.040 81.920 81.920 0.064% 99.257% Relu mixed_9/conv
120127.232 81.920 81.920 0.064% 99.320% BiasAdd mixed_8/tower/conv_1/batchnorm
120045.312 81.920 81.920 0.064% 99.384% Conv2D mixed_8/tower/conv_1/Conv2D
120209.152 81.920 81.920 0.064% 99.448% Relu mixed_8/tower/conv_1
125544.448 81.920 81.920 0.064% 99.512% BiasAdd mixed_10/conv/batchnorm
125462.528 81.920 81.920 0.064% 99.576% Conv2D mixed_10/conv/Conv2D
125626.368 81.920 81.920 0.064% 99.640% Relu mixed_10/conv
121808.896 49.152 49.152 0.038% 99.678% BiasAdd mixed_9/tower_2/conv/batchnorm
121759.744 49.152 49.152 0.038% 99.716% Conv2D mixed_9/tower_2/conv/Conv2D
121858.048 49.152 49.152 0.038% 99.754% Relu mixed_9/tower_2/conv
121006.080 49.152 49.152 0.038% 99.793% BiasAdd mixed_8/tower_1/conv_3/batchnorm
120956.928 49.152 49.152 0.038% 99.831% Conv2D mixed_8/tower_1/conv_3/Conv2D
121055.232 49.152 49.152 0.038% 99.869% Relu mixed_8/tower_1/conv_3
125364.224 49.152 49.152 0.038% 99.908% BiasAdd mixed_10/tower_2/conv/batchnorm
125315.072 49.152 49.152 0.038% 99.946% Conv2D mixed_10/tower_2/conv/Conv2D
125413.376 49.152 49.152 0.038% 99.984% Relu mixed_10/tower_2/conv
128346.112 8.192 8.192 0.006% 99.991% AvgPool pool_3
128354.304 4.032 4.032 0.003% 99.994% MatMul softmax/logits/MatMul
128358.336 4.032 4.032 0.003% 99.997% BiasAdd softmax/logits
128362.368 4.032 4.032 0.003% 100.000% Softmax softmax
0.000 0.000 0.000 0.000% 100.000% Const softmax/weights
0.000 0.000 0.000 0.000% 100.000% Const softmax/biases
0.000 0.000 0.000 0.000% 100.000% Const pool_3/_reshape/shape
128354.304 0.000 0.000 0.000% 100.000% Reshape pool_3/_reshape
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_9/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_8/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_7/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_6/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_5/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_4/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_3/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% _SOURCE
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_10/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_2/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower_1/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/tower/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const mixed/join/concat_dim
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const mixed/conv/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_4/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_4/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_3/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_3/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_2/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_2/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv_1/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv_1/Conv2D_bn_offset
0.000 0.000 0.000 0.000% 100.000% Const conv/conv2d_params
0.000 0.000 0.000 0.000% 100.000% Const conv/Conv2D_bn_offset
I tensorflow/core/util/stat_summarizer.cc:354]
I tensorflow/examples/label_image/main.cc:213] military uniform (866): 0.624294
I tensorflow/examples/label_image/main.cc:213] suit (794): 0.0473979
I tensorflow/examples/label_image/main.cc:213] academic gown (896): 0.0280925
I tensorflow/examples/label_image/main.cc:213] bolo tie (940): 0.0156956
I tensorflow/examples/label_image/main.cc:213] bearskin (849): 0.0143348
real 0m5.675s
user 0m34.941s
sys 0m0.369s
Andromeda:tensorflow vade$
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