STARTING! Log parameter values verbosely: [0] Min num runs: [50] Num threads: [1] Min warmup runs: [1] Graph: [insightface_r100_quant.tflite] Enable op profiling: [1] #threads used for CPU inference: [1] Loaded model insightface_r100_quant.tflite The input model file size (MB): 66.1221 Initialized session in 12.986ms. Running benchmark for at least 1 iterations and at least 0.5 seconds but terminate if exceeding 150 seconds. count=1 curr=2646538 Running benchmark for at least 50 iterations and at least 1 seconds but terminate if exceeding 150 seconds. count=50 first=2617653 curr=2611433 min=2608836 max=2617653 avg=2.61184e+06 std=1946 Inference timings in us: Init: 12986, First inference: 2646538, Warmup (avg): 2.64654e+06, Inference (avg): 2.61184e+06 Note: as the benchmark tool itself affects memory footprint, the following is only APPROXIMATE to the actual memory footprint of the model at runtime. Take the information at your discretion. Peak memory footprint (MB): init=9.82812 overall=82.7148 Profiling Info for Benchmark Initialization: ============================== Run Order ============================== [node type] [start] [first] [avg ms] [%] [cdf%] [mem KB] [times called] [Name] AllocateTensors 0.000 5.583 5.583 100.000% 100.000% 368.000 1 AllocateTensors/0 ============================== Top by Computation Time ============================== [node type] [start] [first] [avg ms] [%] [cdf%] [mem KB] [times called] [Name] AllocateTensors 0.000 5.583 5.583 100.000% 100.000% 368.000 1 AllocateTensors/0 Number of nodes executed: 1 ============================== Summary by node type ============================== [Node type] [count] [avg ms] [avg %] [cdf %] [mem KB] [times called] AllocateTensors 1 5.583 100.000% 100.000% 368.000 1 Timings (microseconds): count=1 curr=5583 Memory (bytes): count=0 1 nodes observed Operator-wise Profiling Info for Regular Benchmark Runs: ============================== Run Order ============================== [node type] [start] [first] [avg ms] [%] [cdf%] [mem KB] [times called] [Name] QUANTIZE 0.026 0.065 0.064 0.002% 0.002% 0.000 1 [data_int8]:0 SUB 0.090 1.885 1.905 0.073% 0.075% 0.000 1 [sub]:1 MUL 1.996 0.087 0.088 0.003% 0.079% 0.000 1 [mul]:2 PAD 2.084 0.267 0.283 0.011% 0.090% 0.000 1 [Pad]:3 CONV_2D 2.367 11.549 11.545 0.442% 0.532% 0.000 1 [bn0/add_1;stage1_unit3_conv2;conv0;bn0/sub1]:4 RELU 13.914 13.628 13.636 0.522% 1.054% 0.000 1 [Maximum;Minimum_9/x]:5 QUANTIZE 27.552 0.007 0.006 0.000% 1.054% 0.000 1 [Minimum_9/x_requantized]:6 QUANTIZE 27.558 1.258 1.273 0.049% 1.103% 0.000 1 [bn0/add_1;stage1_unit3_conv2;conv0;bn0/sub1_requantized]:7 MINIMUM 28.833 0.324 0.370 0.014% 1.117% 0.000 1 [Minimum]:8 MUL 29.204 1.982 2.012 0.077% 1.194% 0.000 1 [mul_1]:9 ADD 31.218 2.705 2.742 0.105% 1.299% 0.000 1 [add]:10 MUL 33.962 2.002 1.995 0.076% 1.376% 0.000 1 [stage1_unit1_bn1/mul_1]:11 ADD 35.958 2.609 2.679 0.103% 1.478% 0.000 1 [stage1_unit1_bn1/add_1]:12 PAD 38.638 3.138 3.134 0.120% 1.598% 0.000 1 [Pad_1]:13 CONV_2D 41.774 100.477 96.589 3.699% 5.297% 0.000 1 [stage1_unit1_bn2/add_1;stage1_unit3_conv2;stage1_unit1_conv1;stage1_unit1_bn2/sub1]:14 RELU 138.364 13.645 13.657 0.523% 5.820% 0.000 1 [Maximum_1;Minimum_9/x]:15 QUANTIZE 152.023 0.007 0.006 0.000% 5.820% 0.000 1 [Minimum_9/x_requantized]:16 QUANTIZE 152.029 1.259 1.270 0.049% 5.869% 0.000 1 [stage1_unit1_bn2/add_1;stage1_unit3_conv2;stage1_unit1_conv1;stage1_unit1_bn2/sub1_requantized]:17 MINIMUM 153.300 0.315 0.389 0.015% 5.884% 0.000 1 [Minimum_1]:18 MUL 153.690 1.998 1.987 0.076% 5.960% 0.000 1 [mul_2]:19 ADD 155.678 2.749 2.772 0.106% 6.066% 0.000 1 [add_1]:20 PAD 158.451 3.137 3.133 0.120% 6.186% 0.000 1 [Pad_2]:21 CONV_2D 161.586 24.286 24.341 0.932% 7.118% 0.000 1 [stage1_unit1_bn3/add_1;stage1_unit3_conv2;stage1_unit1_conv2;stage1_unit1_bn3/sub1]:22 CONV_2D 185.929 4.019 4.003 0.153% 7.271% 0.000 1 [stage1_unit1_sc/add_1;stage1_unit3_conv2;stage1_unit1_conv1sc;stage1_unit1_sc/sub1]:23 ADD 189.934 0.679 0.680 0.026% 7.297% 0.000 1 [add_2]:24 MUL 190.615 0.493 0.502 0.019% 7.317% 0.000 1 [stage1_unit2_bn1/mul_1]:25 ADD 191.118 0.705 0.675 0.026% 7.343% 0.000 1 [stage1_unit2_bn1/add_1]:26 PAD 191.794 0.803 0.811 0.031% 7.374% 0.000 1 [Pad_3]:27 CONV_2D 192.606 24.186 24.182 0.926% 8.300% 0.000 1 [stage1_unit2_bn2/add_1;stage1_unit3_conv2;stage1_unit2_conv1;stage1_unit2_bn2/sub1]:28 RELU 216.790 3.423 3.421 0.131% 8.431% 0.000 1 [Maximum_2;Minimum_9/x]:29 QUANTIZE 220.212 0.005 0.005 0.000% 8.431% 0.000 1 [Minimum_9/x_requantized]:30 QUANTIZE 220.217 0.314 0.314 0.012% 8.443% 0.000 1 [stage1_unit2_bn2/add_1;stage1_unit3_conv2;stage1_unit2_conv1;stage1_unit2_bn2/sub1_requantized]:31 MINIMUM 220.532 0.157 0.154 0.006% 8.449% 0.000 1 [Minimum_2]:32 MUL 220.687 0.515 0.521 0.020% 8.469% 0.000 1 [mul_3]:33 ADD 221.209 0.647 0.700 0.027% 8.496% 0.000 1 [add_3]:34 PAD 221.910 0.804 0.813 0.031% 8.527% 0.000 1 [Pad_4]:35 CONV_2D 222.723 24.225 24.192 0.926% 9.453% 0.000 1 [stage1_unit2_bn3/add_1;stage1_unit3_conv2;stage1_unit2_conv2;stage1_unit2_bn3/sub1]:36 ADD 246.917 0.668 0.710 0.027% 9.480% 0.000 1 [add_4]:37 MUL 247.629 0.536 0.507 0.019% 9.500% 0.000 1 [stage1_unit3_bn1/mul_1]:38 ADD 248.136 0.672 0.671 0.026% 9.525% 0.000 1 [stage1_unit3_bn1/add_1]:39 PAD 248.808 0.798 0.818 0.031% 9.557% 0.000 1 [Pad_5]:40 CONV_2D 249.627 24.092 24.114 0.923% 10.480% 0.000 1 [stage1_unit3_bn2/add_1;stage1_unit3_conv2;stage1_unit3_conv1;stage1_unit3_bn2/sub1]:41 RELU 273.742 3.411 3.420 0.131% 10.611% 0.000 1 [Maximum_3;Minimum_9/x]:42 QUANTIZE 277.163 0.005 0.005 0.000% 10.611% 0.000 1 [Minimum_9/x_requantized]:43 QUANTIZE 277.169 0.315 0.317 0.012% 10.623% 0.000 1 [stage1_unit3_bn2/add_1;stage1_unit3_conv2;stage1_unit3_conv1;stage1_unit3_bn2/sub1_requantized]:44 MINIMUM 277.486 0.241 0.162 0.006% 10.630% 0.000 1 [Minimum_3]:45 MUL 277.648 0.508 0.516 0.020% 10.649% 0.000 1 [mul_4]:46 ADD 278.165 0.682 0.680 0.026% 10.675% 0.000 1 [add_5]:47 PAD 278.846 0.851 0.822 0.031% 10.707% 0.000 1 [Pad_6]:48 CONV_2D 279.668 24.155 24.167 0.925% 11.632% 0.000 1 [stage1_unit3_bn3/add_1;stage1_unit3_conv2;stage1_unit3_bn3/sub1]:49 ADD 303.837 0.663 0.713 0.027% 11.660% 0.000 1 [add_6]:50 MUL 304.550 0.494 0.506 0.019% 11.679% 0.000 1 [stage2_unit1_bn1/mul_1]:51 ADD 305.057 0.652 0.675 0.026% 11.705% 0.000 1 [stage2_unit1_bn1/add_1]:52 PAD 305.732 0.803 0.815 0.031% 11.736% 0.000 1 [Pad_7]:53 CONV_2D 306.548 46.220 46.185 1.769% 13.505% 0.000 1 [stage2_unit1_bn2/add_1;stage2_unit13_conv2;stage2_unit1_conv1;stage2_unit1_bn2/sub1]:54 RELU 352.735 6.805 6.825 0.261% 13.766% 0.000 1 [Maximum_4;Minimum_9/x]:55 QUANTIZE 359.561 0.005 0.006 0.000% 13.766% 0.000 1 [Minimum_9/x_requantized]:56 QUANTIZE 359.567 0.652 0.636 0.024% 13.791% 0.000 1 [stage2_unit1_bn2/add_1;stage2_unit13_conv2;stage2_unit1_conv1;stage2_unit1_bn2/sub1_requantized]:57 MINIMUM 360.204 0.191 0.222 0.008% 13.799% 0.000 1 [Minimum_4]:58 MUL 360.427 0.961 0.972 0.037% 13.836% 0.000 1 [mul_5]:59 ADD 361.400 1.398 1.381 0.053% 13.889% 0.000 1 [add_7]:60 PAD 362.782 1.628 1.610 0.062% 13.951% 0.000 1 [Pad_8]:61 CONV_2D 364.393 22.731 22.890 0.877% 14.828% 0.000 1 [stage2_unit1_bn3/add_1;stage2_unit13_conv2;stage2_unit1_conv2;stage2_unit1_bn3/sub1]:62 CONV_2D 387.286 1.907 1.887 0.072% 14.900% 0.000 1 [stage2_unit1_sc/add_1;stage2_unit13_conv2;stage2_unit1_conv1sc;stage2_unit1_sc/sub1]:63 ADD 389.173 0.327 0.350 0.013% 14.913% 0.000 1 [add_8]:64 MUL 389.524 0.237 0.241 0.009% 14.922% 0.000 1 [stage2_unit2_bn1/mul_1]:65 ADD 389.766 0.325 0.330 0.013% 14.935% 0.000 1 [stage2_unit2_bn1/add_1]:66 PAD 390.096 0.431 0.436 0.017% 14.952% 0.000 1 [Pad_9]:67 CONV_2D 390.533 22.771 22.733 0.871% 15.822% 0.000 1 [stage2_unit2_bn2/add_1;stage2_unit13_conv2;stage2_unit2_conv1;stage2_unit2_bn2/sub1]:68 RELU 413.268 1.693 1.715 0.066% 15.888% 0.000 1 [Maximum_5;Minimum_9/x]:69 QUANTIZE 414.984 0.004 0.004 0.000% 15.888% 0.000 1 [Minimum_9/x_requantized]:70 QUANTIZE 414.989 0.157 0.157 0.006% 15.894% 0.000 1 [stage2_unit2_bn2/add_1;stage2_unit13_conv2;stage2_unit2_conv1;stage2_unit2_bn2/sub1_requantized]:71 MINIMUM 415.146 0.066 0.075 0.003% 15.897% 0.000 1 [Minimum_5]:72 MUL 415.222 0.245 0.248 0.009% 15.907% 0.000 1 [mul_6]:73 ADD 415.470 0.334 0.337 0.013% 15.919% 0.000 1 [add_9]:74 PAD 415.807 0.472 0.436 0.017% 15.936% 0.000 1 [Pad_10]:75 CONV_2D 416.244 22.679 22.712 0.870% 16.806% 0.000 1 [stage2_unit2_bn3/add_1;stage2_unit13_conv2;stage2_unit2_conv2;stage2_unit2_bn3/sub1]:76 ADD 438.957 0.368 0.367 0.014% 16.820% 0.000 1 [add_10]:77 MUL 439.326 0.238 0.242 0.009% 16.829% 0.000 1 [stage2_unit3_bn1/mul_1]:78 ADD 439.569 0.371 0.329 0.013% 16.842% 0.000 1 [stage2_unit3_bn1/add_1]:79 PAD 439.898 0.431 0.435 0.017% 16.859% 0.000 1 [Pad_11]:80 CONV_2D 440.334 22.631 22.711 0.870% 17.728% 0.000 1 [stage2_unit3_bn2/add_1;stage2_unit13_conv2;stage2_unit3_conv1;stage2_unit3_bn2/sub1]:81 RELU 463.046 1.729 1.709 0.065% 17.794% 0.000 1 [Maximum_6;Minimum_9/x]:82 QUANTIZE 464.756 0.005 0.004 0.000% 17.794% 0.000 1 [Minimum_9/x_requantized]:83 QUANTIZE 464.761 0.157 0.158 0.006% 17.800% 0.000 1 [stage2_unit3_bn2/add_1;stage2_unit13_conv2;stage2_unit3_conv1;stage2_unit3_bn2/sub1_requantized]:84 MINIMUM 464.919 0.112 0.080 0.003% 17.803% 0.000 1 [Minimum_6]:85 MUL 464.999 0.250 0.255 0.010% 17.813% 0.000 1 [mul_7]:86 ADD 465.255 0.326 0.335 0.013% 17.826% 0.000 1 [add_11]:87 PAD 465.590 0.427 0.435 0.017% 17.842% 0.000 1 [Pad_12]:88 CONV_2D 466.026 22.601 22.675 0.868% 18.711% 0.000 1 [stage2_unit3_bn3/add_1;stage2_unit13_conv2;stage2_unit3_conv2;stage2_unit3_bn3/sub1]:89 ADD 488.703 0.372 0.362 0.014% 18.724% 0.000 1 [add_12]:90 MUL 489.066 0.240 0.245 0.009% 18.734% 0.000 1 [stage2_unit4_bn1/mul_1]:91 ADD 489.312 0.323 0.329 0.013% 18.746% 0.000 1 [stage2_unit4_bn1/add_1]:92 PAD 489.641 0.428 0.434 0.017% 18.763% 0.000 1 [Pad_13]:93 CONV_2D 490.076 22.699 22.701 0.869% 19.632% 0.000 1 [stage2_unit4_bn2/add_1;stage2_unit13_conv2;stage2_unit4_conv1;stage2_unit4_bn2/sub1]:94 RELU 512.778 1.701 1.720 0.066% 19.698% 0.000 1 [Maximum_7;Minimum_9/x]:95 QUANTIZE 514.499 0.004 0.004 0.000% 19.698% 0.000 1 [Minimum_9/x_requantized]:96 QUANTIZE 514.503 0.160 0.158 0.006% 19.704% 0.000 1 [stage2_unit4_bn2/add_1;stage2_unit13_conv2;stage2_unit4_conv1;stage2_unit4_bn2/sub1_requantized]:97 MINIMUM 514.662 0.087 0.075 0.003% 19.707% 0.000 1 [Minimum_7]:98 MUL 514.738 0.255 0.247 0.009% 19.717% 0.000 1 [mul_8]:99 ADD 514.986 0.354 0.334 0.013% 19.730% 0.000 1 [add_13]:100 PAD 515.321 0.451 0.434 0.017% 19.746% 0.000 1 [Pad_14]:101 CONV_2D 515.755 22.764 22.737 0.871% 20.617% 0.000 1 [stage2_unit4_bn3/add_1;stage2_unit13_conv2;stage2_unit4_conv2;stage2_unit4_bn3/sub1]:102 ADD 538.493 0.368 0.367 0.014% 20.631% 0.000 1 [add_14]:103 MUL 538.861 0.239 0.241 0.009% 20.640% 0.000 1 [stage2_unit5_bn1/mul_1]:104 ADD 539.102 0.321 0.326 0.012% 20.653% 0.000 1 [stage2_unit5_bn1/add_1]:105 PAD 539.429 0.432 0.433 0.017% 20.669% 0.000 1 [Pad_15]:106 CONV_2D 539.862 22.807 22.708 0.870% 21.539% 0.000 1 [stage2_unit5_bn2/add_1;stage2_unit13_conv2;stage2_unit5_conv1;stage2_unit5_bn2/sub1]:107 RELU 562.572 1.730 1.706 0.065% 21.604% 0.000 1 [Maximum_8;Minimum_9/x]:108 QUANTIZE 564.278 0.005 0.004 0.000% 21.604% 0.000 1 [Minimum_9/x_requantized]:109 QUANTIZE 564.283 0.158 0.161 0.006% 21.611% 0.000 1 [stage2_unit5_bn2/add_1;stage2_unit13_conv2;stage2_unit5_conv1;stage2_unit5_bn2/sub1_requantized]:110 MINIMUM 564.445 0.096 0.079 0.003% 21.614% 0.000 1 [Minimum_8]:111 MUL 564.524 0.249 0.255 0.010% 21.623% 0.000 1 [mul_9]:112 ADD 564.780 0.335 0.333 0.013% 21.636% 0.000 1 [add_15]:113 PAD 565.114 0.430 0.436 0.017% 21.653% 0.000 1 [Pad_16]:114 CONV_2D 565.551 22.715 22.690 0.869% 22.522% 0.000 1 [stage2_unit5_bn3/add_1;stage2_unit13_conv2;stage2_unit5_conv2;stage2_unit5_bn3/sub1]:115 ADD 588.242 0.353 0.367 0.014% 22.536% 0.000 1 [add_16]:116 MUL 588.610 0.246 0.247 0.009% 22.545% 0.000 1 [stage2_unit6_bn1/mul_1]:117 ADD 588.858 0.317 0.328 0.013% 22.558% 0.000 1 [stage2_unit6_bn1/add_1]:118 PAD 589.186 0.427 0.435 0.017% 22.574% 0.000 1 [Pad_17]:119 CONV_2D 589.622 22.902 22.715 0.870% 23.444% 0.000 1 [stage2_unit6_bn2/add_1;stage2_unit13_conv2;stage2_unit6_conv1;stage2_unit6_bn2/sub1]:120 RELU 612.339 1.702 1.715 0.066% 23.510% 0.000 1 [Maximum_9;Minimum_9/x]:121 QUANTIZE 614.055 0.005 0.004 0.000% 23.510% 0.000 1 [Minimum_9/x_requantized]:122 QUANTIZE 614.060 0.158 0.160 0.006% 23.516% 0.000 1 [stage2_unit6_bn2/add_1;stage2_unit13_conv2;stage2_unit6_conv1;stage2_unit6_bn2/sub1_requantized]:123 MINIMUM 614.220 0.074 0.071 0.003% 23.519% 0.000 1 [Minimum_9]:124 MUL 614.292 0.251 0.249 0.010% 23.529% 0.000 1 [mul_10]:125 ADD 614.541 0.338 0.333 0.013% 23.541% 0.000 1 [add_17]:126 PAD 614.875 0.450 0.431 0.017% 23.558% 0.000 1 [Pad_18]:127 CONV_2D 615.307 23.405 22.732 0.871% 24.428% 0.000 1 [stage2_unit6_bn3/add_1;stage2_unit13_conv2;stage2_unit6_conv2;stage2_unit6_bn3/sub1]:128 ADD 638.040 0.346 0.365 0.014% 24.442% 0.000 1 [add_18]:129 MUL 638.406 0.243 0.245 0.009% 24.452% 0.000 1 [stage2_unit7_bn1/mul_1]:130 ADD 638.651 0.372 0.326 0.012% 24.464% 0.000 1 [stage2_unit7_bn1/add_1]:131 PAD 638.978 0.438 0.431 0.017% 24.481% 0.000 1 [Pad_19]:132 CONV_2D 639.409 22.790 22.695 0.869% 25.350% 0.000 1 [stage2_unit7_bn2/add_1;stage2_unit13_conv2;stage2_unit7_conv1;stage2_unit7_bn2/sub1]:133 RELU 662.106 1.739 1.709 0.065% 25.415% 0.000 1 [Maximum_10;Minimum_9/x]:134 QUANTIZE 663.816 0.006 0.004 0.000% 25.415% 0.000 1 [Minimum_9/x_requantized]:135 QUANTIZE 663.821 0.157 0.160 0.006% 25.422% 0.000 1 [stage2_unit7_bn2/add_1;stage2_unit13_conv2;stage2_unit7_conv1;stage2_unit7_bn2/sub1_requantized]:136 MINIMUM 663.981 0.062 0.076 0.003% 25.424% 0.000 1 [Minimum_10]:137 MUL 664.057 0.251 0.254 0.010% 25.434% 0.000 1 [mul_11]:138 ADD 664.312 0.332 0.336 0.013% 25.447% 0.000 1 [add_19]:139 PAD 664.648 0.433 0.436 0.017% 25.464% 0.000 1 [Pad_20]:140 CONV_2D 665.085 22.890 22.687 0.869% 26.332% 0.000 1 [stage2_unit7_bn3/add_1;stage2_unit13_conv2;stage2_unit7_conv2;stage2_unit7_bn3/sub1]:141 ADD 687.774 0.352 0.370 0.014% 26.347% 0.000 1 [add_20]:142 MUL 688.145 0.246 0.243 0.009% 26.356% 0.000 1 [stage2_unit8_bn1/mul_1]:143 ADD 688.389 0.321 0.329 0.013% 26.369% 0.000 1 [stage2_unit8_bn1/add_1]:144 PAD 688.718 0.429 0.435 0.017% 26.385% 0.000 1 [Pad_21]:145 CONV_2D 689.154 22.972 22.716 0.870% 27.255% 0.000 1 [stage2_unit8_bn2/add_1;stage2_unit13_conv2;stage2_unit8_conv1;stage2_unit8_bn2/sub1]:146 RELU 711.871 1.706 1.714 0.066% 27.321% 0.000 1 [Maximum_11;Minimum_9/x]:147 QUANTIZE 713.586 0.004 0.004 0.000% 27.321% 0.000 1 [Minimum_9/x_requantized]:148 QUANTIZE 713.591 0.162 0.158 0.006% 27.327% 0.000 1 [stage2_unit8_bn2/add_1;stage2_unit13_conv2;stage2_unit8_conv1;stage2_unit8_bn2/sub1_requantized]:149 MINIMUM 713.749 0.052 0.071 0.003% 27.330% 0.000 1 [Minimum_11]:150 MUL 713.821 0.248 0.250 0.010% 27.339% 0.000 1 [mul_12]:151 ADD 714.071 0.381 0.332 0.013% 27.352% 0.000 1 [add_21]:152 PAD 714.404 0.444 0.434 0.017% 27.369% 0.000 1 [Pad_22]:153 CONV_2D 714.838 22.955 22.721 0.870% 28.239% 0.000 1 [stage2_unit8_bn3/add_1;stage2_unit13_conv2;stage2_unit8_conv2;stage2_unit8_bn3/sub1]:154 ADD 737.561 0.363 0.366 0.014% 28.253% 0.000 1 [add_22]:155 MUL 737.928 0.293 0.243 0.009% 28.262% 0.000 1 [stage2_unit9_bn1/mul_1]:156 ADD 738.172 0.330 0.327 0.013% 28.275% 0.000 1 [stage2_unit9_bn1/add_1]:157 PAD 738.500 0.443 0.435 0.017% 28.291% 0.000 1 [Pad_23]:158 CONV_2D 738.935 23.572 22.721 0.870% 29.161% 0.000 1 [stage2_unit9_bn2/add_1;stage2_unit13_conv2;stage2_unit9_conv1;stage2_unit9_bn2/sub1]:159 RELU 761.658 1.700 1.710 0.065% 29.227% 0.000 1 [Maximum_12;Minimum_9/x]:160 QUANTIZE 763.369 0.004 0.004 0.000% 29.227% 0.000 1 [Minimum_9/x_requantized]:161 QUANTIZE 763.374 0.158 0.162 0.006% 29.233% 0.000 1 [stage2_unit9_bn2/add_1;stage2_unit13_conv2;stage2_unit9_conv1;stage2_unit9_bn2/sub1_requantized]:162 MINIMUM 763.536 0.105 0.076 0.003% 29.236% 0.000 1 [Minimum_12]:163 MUL 763.613 0.245 0.253 0.010% 29.246% 0.000 1 [mul_13]:164 ADD 763.866 0.352 0.335 0.013% 29.259% 0.000 1 [add_23]:165 PAD 764.202 0.442 0.433 0.017% 29.275% 0.000 1 [Pad_24]:166 CONV_2D 764.635 22.652 22.692 0.869% 30.144% 0.000 1 [stage2_unit9_bn3/add_1;stage2_unit13_conv2;stage2_unit9_conv2;stage2_unit9_bn3/sub1]:167 ADD 787.329 0.362 0.361 0.014% 30.158% 0.000 1 [add_24]:168 MUL 787.690 0.240 0.245 0.009% 30.167% 0.000 1 [stage2_unit10_bn1/mul_1]:169 ADD 787.936 0.317 0.326 0.012% 30.180% 0.000 1 [stage2_unit10_bn1/add_1]:170 PAD 788.262 0.428 0.435 0.017% 30.197% 0.000 1 [Pad_25]:171 CONV_2D 788.698 22.602 22.705 0.869% 31.066% 0.000 1 [stage2_unit10_bn2/add_1;stage2_unit13_conv2;stage2_unit10_conv1;stage2_unit10_bn2/sub1]:172 RELU 811.404 1.699 1.714 0.066% 31.132% 0.000 1 [Maximum_13;Minimum_9/x]:173 QUANTIZE 813.120 0.004 0.004 0.000% 31.132% 0.000 1 [Minimum_9/x_requantized]:174 QUANTIZE 813.124 0.159 0.160 0.006% 31.138% 0.000 1 [stage2_unit10_bn2/add_1;stage2_unit13_conv2;stage2_unit10_conv1;stage2_unit10_bn2/sub1_requantized]:175 MINIMUM 813.285 0.086 0.071 0.003% 31.141% 0.000 1 [Minimum_13]:176 MUL 813.357 0.252 0.253 0.010% 31.150% 0.000 1 [mul_14]:177 ADD 813.610 0.343 0.332 0.013% 31.163% 0.000 1 [add_25]:178 PAD 813.943 0.437 0.438 0.017% 31.180% 0.000 1 [Pad_26]:179 CONV_2D 814.381 22.575 22.726 0.870% 32.050% 0.000 1 [stage2_unit10_bn3/add_1;stage2_unit13_conv2;stage2_unit10_conv2;stage2_unit10_bn3/sub1]:180 ADD 837.109 0.404 0.369 0.014% 32.064% 0.000 1 [add_26]:181 MUL 837.478 0.241 0.243 0.009% 32.074% 0.000 1 [stage2_unit11_bn1/mul_1]:182 ADD 837.722 0.330 0.325 0.012% 32.086% 0.000 1 [stage2_unit11_bn1/add_1]:183 PAD 838.048 0.429 0.437 0.017% 32.103% 0.000 1 [Pad_27]:184 CONV_2D 838.486 22.617 22.704 0.869% 32.972% 0.000 1 [stage2_unit11_bn2/add_1;stage2_unit13_conv2;stage2_unit11_conv1;stage2_unit11_bn2/sub1]:185 RELU 861.192 1.746 1.714 0.066% 33.038% 0.000 1 [Maximum_14;Minimum_9/x]:186 QUANTIZE 862.906 0.005 0.004 0.000% 33.038% 0.000 1 [Minimum_9/x_requantized]:187 QUANTIZE 862.911 0.157 0.159 0.006% 33.044% 0.000 1 [stage2_unit11_bn2/add_1;stage2_unit13_conv2;stage2_unit11_conv1;stage2_unit11_bn2/sub1_requantized]:188 MINIMUM 863.071 0.070 0.075 0.003% 33.047% 0.000 1 [Minimum_14]:189 MUL 863.146 0.245 0.248 0.010% 33.057% 0.000 1 [mul_15]:190 ADD 863.394 0.324 0.334 0.013% 33.069% 0.000 1 [add_27]:191 PAD 863.729 0.427 0.436 0.017% 33.086% 0.000 1 [Pad_28]:192 CONV_2D 864.166 22.603 22.673 0.868% 33.954% 0.000 1 [stage2_unit11_bn3/add_1;stage2_unit13_conv2;stage2_unit11_conv2;stage2_unit11_bn3/sub1]:193 ADD 886.841 0.367 0.366 0.014% 33.968% 0.000 1 [add_28]:194 MUL 887.208 0.243 0.244 0.009% 33.978% 0.000 1 [stage2_unit12_bn1/mul_1]:195 ADD 887.452 0.316 0.327 0.013% 33.990% 0.000 1 [stage2_unit12_bn1/add_1]:196 PAD 887.779 0.427 0.436 0.017% 34.007% 0.000 1 [Pad_29]:197 CONV_2D 888.216 22.631 22.712 0.870% 34.877% 0.000 1 [stage2_unit12_bn2/add_1;stage2_unit13_conv2;stage2_unit12_conv1;stage2_unit12_bn2/sub1]:198 RELU 910.930 1.699 1.713 0.066% 34.942% 0.000 1 [Maximum_15;Minimum_9/x]:199 QUANTIZE 912.643 0.003 0.004 0.000% 34.942% 0.000 1 [Minimum_9/x_requantized]:200 QUANTIZE 912.648 0.156 0.159 0.006% 34.948% 0.000 1 [stage2_unit12_bn2/add_1;stage2_unit13_conv2;stage2_unit12_conv1;stage2_unit12_bn2/sub1_requantized]:201 MINIMUM 912.807 0.114 0.072 0.003% 34.951% 0.000 1 [Minimum_15]:202 MUL 912.879 0.250 0.251 0.010% 34.961% 0.000 1 [mul_16]:203 ADD 913.131 0.332 0.335 0.013% 34.974% 0.000 1 [add_29]:204 PAD 913.466 0.496 0.436 0.017% 34.990% 0.000 1 [Pad_30]:205 CONV_2D 913.903 22.604 22.705 0.870% 35.860% 0.000 1 [stage2_unit12_bn3/add_1;stage2_unit13_conv2;stage2_unit12_conv2;stage2_unit12_bn3/sub1]:206 ADD 936.610 0.371 0.366 0.014% 35.874% 0.000 1 [add_30]:207 MUL 936.977 0.238 0.243 0.009% 35.883% 0.000 1 [stage2_unit13_bn1/mul_1]:208 ADD 937.221 0.327 0.328 0.013% 35.896% 0.000 1 [stage2_unit13_bn1/add_1]:209 PAD 937.549 0.474 0.438 0.017% 35.912% 0.000 1 [Pad_31]:210 CONV_2D 937.987 22.627 22.698 0.869% 36.782% 0.000 1 [stage2_unit13_bn2/add_1;stage2_unit13_conv2;stage2_unit13_conv1;stage2_unit13_bn2/sub1]:211 RELU 960.687 1.731 1.713 0.066% 36.847% 0.000 1 [Maximum_16;Minimum_9/x]:212 QUANTIZE 962.401 0.005 0.004 0.000% 36.847% 0.000 1 [Minimum_9/x_requantized]:213 QUANTIZE 962.406 0.157 0.159 0.006% 36.854% 0.000 1 [stage2_unit13_bn2/add_1;stage2_unit13_conv2;stage2_unit13_conv1;stage2_unit13_bn2/sub1_requantized]:214 MINIMUM 962.565 0.069 0.073 0.003% 36.856% 0.000 1 [Minimum_16]:215 MUL 962.639 0.246 0.247 0.009% 36.866% 0.000 1 [mul_17]:216 ADD 962.886 0.331 0.333 0.013% 36.879% 0.000 1 [add_31]:217 PAD 963.220 0.427 0.434 0.017% 36.895% 0.000 1 [Pad_32]:218 CONV_2D 963.655 22.635 22.687 0.869% 37.764% 0.000 1 [stage2_unit13_bn3/add_1;stage2_unit13_conv2;stage2_unit13_bn3/sub1]:219 ADD 986.344 0.362 0.364 0.014% 37.778% 0.000 1 [add_32]:220 MUL 986.709 0.240 0.243 0.009% 37.787% 0.000 1 [stage3_unit1_bn1/mul_1]:221 ADD 986.953 0.324 0.329 0.013% 37.800% 0.000 1 [stage3_unit1_bn1/add_1]:222 PAD 987.282 0.428 0.435 0.017% 37.817% 0.000 1 [Pad_33]:223 CONV_2D 987.718 44.389 44.570 1.707% 39.523% 0.000 1 [stage3_unit1_bn2/add_1;stage3_unit30_conv2;stage3_unit1_conv1;stage3_unit1_bn2/sub1]:224 RELU 1032.289 3.417 3.415 0.131% 39.654% 0.000 1 [Maximum_17;Minimum_9/x]:225 QUANTIZE 1035.705 0.005 0.005 0.000% 39.654% 0.000 1 [Minimum_9/x_requantized]:226 QUANTIZE 1035.710 0.312 0.315 0.012% 39.666% 0.000 1 [stage3_unit1_bn2/add_1;stage3_unit30_conv2;stage3_unit1_conv1;stage3_unit1_bn2/sub1_requantized]:227 MINIMUM 1036.026 0.132 0.145 0.006% 39.672% 0.000 1 [Minimum_17]:228 MUL 1036.172 0.477 0.488 0.019% 39.691% 0.000 1 [mul_18]:229 ADD 1036.660 0.678 0.682 0.026% 39.717% 0.000 1 [add_33]:230 PAD 1037.343 0.906 0.873 0.033% 39.750% 0.000 1 [Pad_34]:231 CONV_2D 1038.217 22.340 22.433 0.859% 40.609% 0.000 1 [stage3_unit1_bn3/add_1;stage3_unit30_conv2;stage3_unit1_conv2;stage3_unit1_bn3/sub1]:232 CONV_2D 1060.652 1.579 1.552 0.059% 40.669% 0.000 1 [stage3_unit1_sc/add_1;stage3_unit30_conv2;stage3_unit1_conv1sc;stage3_unit1_sc/sub1]:233 ADD 1062.205 0.174 0.174 0.007% 40.675% 0.000 1 [add_34]:234 MUL 1062.380 0.121 0.124 0.005% 40.680% 0.000 1 [stage3_unit2_bn1/mul_1]:235 ADD 1062.505 0.158 0.160 0.006% 40.686% 0.000 1 [stage3_unit2_bn1/add_1]:236 PAD 1062.665 0.255 0.259 0.010% 40.696% 0.000 1 [Pad_35]:237 CONV_2D 1062.925 22.251 22.316 0.855% 41.551% 0.000 1 [stage3_unit2_bn2/add_1;stage3_unit30_conv2;stage3_unit2_conv1;stage3_unit2_bn2/sub1]:238 RELU 1085.243 0.880 0.861 0.033% 41.584% 0.000 1 [Maximum_18;Minimum_9/x]:239 QUANTIZE 1086.104 0.003 0.004 0.000% 41.584% 0.000 1 [Minimum_9/x_requantized]:240 QUANTIZE 1086.108 0.084 0.081 0.003% 41.587% 0.000 1 [stage3_unit2_bn2/add_1;stage3_unit30_conv2;stage3_unit2_conv1;stage3_unit2_bn2/sub1_requantized]:241 MINIMUM 1086.189 0.031 0.034 0.001% 41.588% 0.000 1 [Minimum_18]:242 MUL 1086.223 0.125 0.126 0.005% 41.593% 0.000 1 [mul_19]:243 ADD 1086.350 0.166 0.167 0.006% 41.599% 0.000 1 [add_35]:244 PAD 1086.517 0.253 0.255 0.010% 41.609% 0.000 1 [Pad_36]:245 CONV_2D 1086.773 22.127 22.302 0.854% 42.463% 0.000 1 [stage3_unit2_bn3/add_1;stage3_unit30_conv2;stage3_unit2_conv2;stage3_unit2_bn3/sub1]:246 ADD 1109.077 0.185 0.188 0.007% 42.470% 0.000 1 [add_36]:247 MUL 1109.266 0.122 0.124 0.005% 42.475% 0.000 1 [stage3_unit3_bn1/mul_1]:248 ADD 1109.391 0.159 0.163 0.006% 42.481% 0.000 1 [stage3_unit3_bn1/add_1]:249 PAD 1109.554 0.253 0.256 0.010% 42.491% 0.000 1 [Pad_37]:250 CONV_2D 1109.811 22.314 22.337 0.855% 43.347% 0.000 1 [stage3_unit3_bn2/add_1;stage3_unit30_conv2;stage3_unit3_conv1;stage3_unit3_bn2/sub1]:251 RELU 1132.150 0.850 0.860 0.033% 43.380% 0.000 1 [Maximum_19;Minimum_9/x]:252 QUANTIZE 1133.010 0.004 0.004 0.000% 43.380% 0.000 1 [Minimum_9/x_requantized]:253 QUANTIZE 1133.014 0.079 0.081 0.003% 43.383% 0.000 1 [stage3_unit3_bn2/add_1;stage3_unit30_conv2;stage3_unit3_conv1;stage3_unit3_bn2/sub1_requantized]:254 MINIMUM 1133.096 0.030 0.035 0.001% 43.384% 0.000 1 [Minimum_19]:255 MUL 1133.131 0.125 0.128 0.005% 43.389% 0.000 1 [mul_20]:256 ADD 1133.260 0.163 0.167 0.006% 43.395% 0.000 1 [add_37]:257 PAD 1133.427 0.253 0.255 0.010% 43.405% 0.000 1 [Pad_38]:258 CONV_2D 1133.683 22.267 22.340 0.856% 44.261% 0.000 1 [stage3_unit3_bn3/add_1;stage3_unit30_conv2;stage3_unit3_conv2;stage3_unit3_bn3/sub1]:259 ADD 1156.024 0.187 0.189 0.007% 44.268% 0.000 1 [add_38]:260 MUL 1156.214 0.123 0.123 0.005% 44.273% 0.000 1 [stage3_unit4_bn1/mul_1]:261 ADD 1156.337 0.159 0.161 0.006% 44.279% 0.000 1 [stage3_unit4_bn1/add_1]:262 PAD 1156.499 0.254 0.260 0.010% 44.289% 0.000 1 [Pad_39]:263 CONV_2D 1156.759 22.259 22.317 0.855% 45.143% 0.000 1 [stage3_unit4_bn2/add_1;stage3_unit30_conv2;stage3_unit4_conv1;stage3_unit4_bn2/sub1]:264 RELU 1179.077 0.851 0.858 0.033% 45.176% 0.000 1 [Maximum_20;Minimum_9/x]:265 QUANTIZE 1179.936 0.003 0.004 0.000% 45.176% 0.000 1 [Minimum_9/x_requantized]:266 QUANTIZE 1179.940 0.080 0.080 0.003% 45.179% 0.000 1 [stage3_unit4_bn2/add_1;stage3_unit30_conv2;stage3_unit4_conv1;stage3_unit4_bn2/sub1_requantized]:267 MINIMUM 1180.020 0.033 0.035 0.001% 45.181% 0.000 1 [Minimum_20]:268 MUL 1180.056 0.124 0.126 0.005% 45.186% 0.000 1 [mul_21]:269 ADD 1180.182 0.167 0.167 0.006% 45.192% 0.000 1 [add_39]:270 PAD 1180.350 0.255 0.256 0.010% 45.202% 0.000 1 [Pad_40]:271 CONV_2D 1180.606 22.237 22.326 0.855% 46.057% 0.000 1 [stage3_unit4_bn3/add_1;stage3_unit30_conv2;stage3_unit4_conv2;stage3_unit4_bn3/sub1]:272 ADD 1202.934 0.184 0.186 0.007% 46.064% 0.000 1 [add_40]:273 MUL 1203.121 0.122 0.123 0.005% 46.069% 0.000 1 [stage3_unit5_bn1/mul_1]:274 ADD 1203.245 0.160 0.161 0.006% 46.075% 0.000 1 [stage3_unit5_bn1/add_1]:275 PAD 1203.406 0.254 0.258 0.010% 46.085% 0.000 1 [Pad_41]:276 CONV_2D 1203.665 22.149 22.321 0.855% 46.940% 0.000 1 [stage3_unit5_bn2/add_1;stage3_unit30_conv2;stage3_unit5_conv1;stage3_unit5_bn2/sub1]:277 RELU 1225.988 0.912 0.855 0.033% 46.972% 0.000 1 [Maximum_21;Minimum_9/x]:278 QUANTIZE 1226.844 0.004 0.004 0.000% 46.972% 0.000 1 [Minimum_9/x_requantized]:279 QUANTIZE 1226.848 0.079 0.080 0.003% 46.975% 0.000 1 [stage3_unit5_bn2/add_1;stage3_unit30_conv2;stage3_unit5_conv1;stage3_unit5_bn2/sub1_requantized]:280 MINIMUM 1226.928 0.030 0.038 0.001% 46.977% 0.000 1 [Minimum_21]:281 MUL 1226.966 0.125 0.127 0.005% 46.982% 0.000 1 [mul_22]:282 ADD 1227.093 0.164 0.164 0.006% 46.988% 0.000 1 [add_41]:283 PAD 1227.258 0.254 0.256 0.010% 46.998% 0.000 1 [Pad_42]:284 CONV_2D 1227.514 22.160 22.316 0.855% 47.852% 0.000 1 [stage3_unit5_bn3/add_1;stage3_unit30_conv2;stage3_unit5_conv2;stage3_unit5_bn3/sub1]:285 ADD 1249.832 0.185 0.188 0.007% 47.860% 0.000 1 [add_42]:286 MUL 1250.021 0.122 0.123 0.005% 47.864% 0.000 1 [stage3_unit6_bn1/mul_1]:287 ADD 1250.144 0.162 0.161 0.006% 47.871% 0.000 1 [stage3_unit6_bn1/add_1]:288 PAD 1250.305 0.253 0.257 0.010% 47.880% 0.000 1 [Pad_43]:289 CONV_2D 1250.562 22.294 22.320 0.855% 48.735% 0.000 1 [stage3_unit6_bn2/add_1;stage3_unit30_conv2;stage3_unit6_conv1;stage3_unit6_bn2/sub1]:290 RELU 1272.884 0.848 0.860 0.033% 48.768% 0.000 1 [Maximum_22;Minimum_9/x]:291 QUANTIZE 1273.745 0.004 0.004 0.000% 48.768% 0.000 1 [Minimum_9/x_requantized]:292 QUANTIZE 1273.749 0.079 0.080 0.003% 48.771% 0.000 1 [stage3_unit6_bn2/add_1;stage3_unit30_conv2;stage3_unit6_conv1;stage3_unit6_bn2/sub1_requantized]:293 MINIMUM 1273.829 0.031 0.035 0.001% 48.773% 0.000 1 [Minimum_22]:294 MUL 1273.865 0.122 0.124 0.005% 48.777% 0.000 1 [mul_23]:295 ADD 1273.990 0.167 0.167 0.006% 48.784% 0.000 1 [add_43]:296 PAD 1274.157 0.253 0.256 0.010% 48.794% 0.000 1 [Pad_44]:297 CONV_2D 1274.413 22.237 22.314 0.855% 49.648% 0.000 1 [stage3_unit6_bn3/add_1;stage3_unit30_conv2;stage3_unit6_conv2;stage3_unit6_bn3/sub1]:298 ADD 1296.729 0.186 0.188 0.007% 49.655% 0.000 1 [add_44]:299 MUL 1296.917 0.125 0.125 0.005% 49.660% 0.000 1 [stage3_unit7_bn1/mul_1]:300 ADD 1297.043 0.161 0.162 0.006% 49.666% 0.000 1 [stage3_unit7_bn1/add_1]:301 PAD 1297.206 0.252 0.258 0.010% 49.676% 0.000 1 [Pad_45]:302 CONV_2D 1297.464 22.313 22.311 0.854% 50.531% 0.000 1 [stage3_unit7_bn2/add_1;stage3_unit30_conv2;stage3_unit7_conv1;stage3_unit7_bn2/sub1]:303 RELU 1319.777 0.848 0.861 0.033% 50.563% 0.000 1 [Maximum_23;Minimum_9/x]:304 QUANTIZE 1320.638 0.004 0.004 0.000% 50.564% 0.000 1 [Minimum_9/x_requantized]:305 QUANTIZE 1320.642 0.079 0.080 0.003% 50.567% 0.000 1 [stage3_unit7_bn2/add_1;stage3_unit30_conv2;stage3_unit7_conv1;stage3_unit7_bn2/sub1_requantized]:306 MINIMUM 1320.722 0.032 0.038 0.001% 50.568% 0.000 1 [Minimum_23]:307 MUL 1320.761 0.126 0.128 0.005% 50.573% 0.000 1 [mul_24]:308 ADD 1320.889 0.163 0.166 0.006% 50.579% 0.000 1 [add_45]:309 PAD 1321.056 0.253 0.257 0.010% 50.589% 0.000 1 [Pad_46]:310 CONV_2D 1321.313 22.266 22.305 0.854% 51.443% 0.000 1 [stage3_unit7_bn3/add_1;stage3_unit30_conv2;stage3_unit7_conv2;stage3_unit7_bn3/sub1]:311 ADD 1343.620 0.187 0.188 0.007% 51.451% 0.000 1 [add_46]:312 MUL 1343.809 0.122 0.123 0.005% 51.455% 0.000 1 [stage3_unit8_bn1/mul_1]:313 ADD 1343.932 0.160 0.163 0.006% 51.462% 0.000 1 [stage3_unit8_bn1/add_1]:314 PAD 1344.096 0.254 0.257 0.010% 51.471% 0.000 1 [Pad_47]:315 CONV_2D 1344.354 22.218 22.324 0.855% 52.326% 0.000 1 [stage3_unit8_bn2/add_1;stage3_unit30_conv2;stage3_unit8_conv1;stage3_unit8_bn2/sub1]:316 RELU 1366.679 0.885 0.857 0.033% 52.359% 0.000 1 [Maximum_24;Minimum_9/x]:317 QUANTIZE 1367.537 0.004 0.004 0.000% 52.359% 0.000 1 [Minimum_9/x_requantized]:318 QUANTIZE 1367.541 0.079 0.080 0.003% 52.362% 0.000 1 [stage3_unit8_bn2/add_1;stage3_unit30_conv2;stage3_unit8_conv1;stage3_unit8_bn2/sub1_requantized]:319 MINIMUM 1367.622 0.055 0.035 0.001% 52.364% 0.000 1 [Minimum_24]:320 MUL 1367.657 0.124 0.125 0.005% 52.368% 0.000 1 [mul_25]:321 ADD 1367.782 0.165 0.167 0.006% 52.375% 0.000 1 [add_47]:322 PAD 1367.950 0.253 0.255 0.010% 52.385% 0.000 1 [Pad_48]:323 CONV_2D 1368.206 22.229 22.336 0.855% 53.240% 0.000 1 [stage3_unit8_bn3/add_1;stage3_unit30_conv2;stage3_unit8_conv2;stage3_unit8_bn3/sub1]:324 ADD 1390.543 0.189 0.189 0.007% 53.247% 0.000 1 [add_48]:325 MUL 1390.732 0.125 0.123 0.005% 53.252% 0.000 1 [stage3_unit9_bn1/mul_1]:326 ADD 1390.855 0.161 0.161 0.006% 53.258% 0.000 1 [stage3_unit9_bn1/add_1]:327 PAD 1391.017 0.297 0.258 0.010% 53.268% 0.000 1 [Pad_49]:328 CONV_2D 1391.275 22.250 22.361 0.856% 54.124% 0.000 1 [stage3_unit9_bn2/add_1;stage3_unit30_conv2;stage3_unit9_conv1;stage3_unit9_bn2/sub1]:329 RELU 1413.637 0.848 0.861 0.033% 54.157% 0.000 1 [Maximum_25;Minimum_9/x]:330 QUANTIZE 1414.499 0.004 0.004 0.000% 54.157% 0.000 1 [Minimum_9/x_requantized]:331 QUANTIZE 1414.504 0.079 0.080 0.003% 54.160% 0.000 1 [stage3_unit9_bn2/add_1;stage3_unit30_conv2;stage3_unit9_conv1;stage3_unit9_bn2/sub1_requantized]:332 MINIMUM 1414.584 0.030 0.036 0.001% 54.162% 0.000 1 [Minimum_25]:333 MUL 1414.620 0.125 0.128 0.005% 54.167% 0.000 1 [mul_26]:334 ADD 1414.749 0.162 0.164 0.006% 54.173% 0.000 1 [add_49]:335 PAD 1414.913 0.253 0.257 0.010% 54.183% 0.000 1 [Pad_50]:336 CONV_2D 1415.171 22.260 22.342 0.856% 55.038% 0.000 1 [stage3_unit9_bn3/add_1;stage3_unit30_conv2;stage3_unit9_conv2;stage3_unit9_bn3/sub1]:337 ADD 1437.514 0.186 0.192 0.007% 55.046% 0.000 1 [add_50]:338 MUL 1437.707 0.123 0.125 0.005% 55.051% 0.000 1 [stage3_unit10_bn1/mul_1]:339 ADD 1437.832 0.161 0.162 0.006% 55.057% 0.000 1 [stage3_unit10_bn1/add_1]:340 PAD 1437.994 0.254 0.257 0.010% 55.067% 0.000 1 [Pad_51]:341 CONV_2D 1438.252 22.250 22.341 0.856% 55.922% 0.000 1 [stage3_unit10_bn2/add_1;stage3_unit30_conv2;stage3_unit10_conv1;stage3_unit10_bn2/sub1]:342 RELU 1460.594 0.851 0.861 0.033% 55.955% 0.000 1 [Maximum_26;Minimum_9/x]:343 QUANTIZE 1461.456 0.003 0.004 0.000% 55.955% 0.000 1 [Minimum_9/x_requantized]:344 QUANTIZE 1461.459 0.079 0.080 0.003% 55.958% 0.000 1 [stage3_unit10_bn2/add_1;stage3_unit30_conv2;stage3_unit10_conv1;stage3_unit10_bn2/sub1_requantized]:345 MINIMUM 1461.540 0.033 0.034 0.001% 55.960% 0.000 1 [Minimum_26]:346 MUL 1461.574 0.124 0.125 0.005% 55.964% 0.000 1 [mul_27]:347 ADD 1461.700 0.162 0.172 0.007% 55.971% 0.000 1 [add_51]:348 PAD 1461.872 0.253 0.255 0.010% 55.981% 0.000 1 [Pad_52]:349 CONV_2D 1462.128 22.257 22.303 0.854% 56.835% 0.000 1 [stage3_unit10_bn3/add_1;stage3_unit30_conv2;stage3_unit10_conv2;stage3_unit10_bn3/sub1]:350 ADD 1484.433 0.184 0.187 0.007% 56.842% 0.000 1 [add_52]:351 MUL 1484.620 0.123 0.126 0.005% 56.847% 0.000 1 [stage3_unit11_bn1/mul_1]:352 ADD 1484.747 0.159 0.162 0.006% 56.853% 0.000 1 [stage3_unit11_bn1/add_1]:353 PAD 1484.909 0.253 0.258 0.010% 56.863% 0.000 1 [Pad_53]:354 CONV_2D 1485.167 22.199 22.306 0.854% 57.717% 0.000 1 [stage3_unit11_bn2/add_1;stage3_unit30_conv2;stage3_unit11_conv1;stage3_unit11_bn2/sub1]:355 RELU 1507.475 0.876 0.855 0.033% 57.750% 0.000 1 [Maximum_27;Minimum_9/x]:356 QUANTIZE 1508.331 0.004 0.004 0.000% 57.750% 0.000 1 [Minimum_9/x_requantized]:357 QUANTIZE 1508.335 0.079 0.080 0.003% 57.753% 0.000 1 [stage3_unit11_bn2/add_1;stage3_unit30_conv2;stage3_unit11_conv1;stage3_unit11_bn2/sub1_requantized]:358 MINIMUM 1508.416 0.031 0.037 0.001% 57.754% 0.000 1 [Minimum_27]:359 MUL 1508.453 0.131 0.126 0.005% 57.759% 0.000 1 [mul_28]:360 ADD 1508.580 0.163 0.168 0.006% 57.766% 0.000 1 [add_53]:361 PAD 1508.748 0.254 0.255 0.010% 57.776% 0.000 1 [Pad_54]:362 CONV_2D 1509.004 22.519 22.350 0.856% 58.631% 0.000 1 [stage3_unit11_bn3/add_1;stage3_unit30_conv2;stage3_unit11_conv2;stage3_unit11_bn3/sub1]:363 ADD 1531.356 0.220 0.188 0.007% 58.639% 0.000 1 [add_54]:364 MUL 1531.545 0.126 0.123 0.005% 58.643% 0.000 1 [stage3_unit12_bn1/mul_1]:365 ADD 1531.668 0.159 0.161 0.006% 58.649% 0.000 1 [stage3_unit12_bn1/add_1]:366 PAD 1531.829 0.255 0.255 0.010% 58.659% 0.000 1 [Pad_55]:367 CONV_2D 1532.085 22.380 22.291 0.854% 59.513% 0.000 1 [stage3_unit12_bn2/add_1;stage3_unit30_conv2;stage3_unit12_conv1;stage3_unit12_bn2/sub1]:368 RELU 1554.378 0.853 0.858 0.033% 59.546% 0.000 1 [Maximum_28;Minimum_9/x]:369 QUANTIZE 1555.237 0.004 0.004 0.000% 59.546% 0.000 1 [Minimum_9/x_requantized]:370 QUANTIZE 1555.241 0.079 0.080 0.003% 59.549% 0.000 1 [stage3_unit12_bn2/add_1;stage3_unit30_conv2;stage3_unit12_conv1;stage3_unit12_bn2/sub1_requantized]:371 MINIMUM 1555.321 0.032 0.033 0.001% 59.550% 0.000 1 [Minimum_28]:372 MUL 1555.355 0.160 0.126 0.005% 59.555% 0.000 1 [mul_29]:373 ADD 1555.482 0.168 0.166 0.006% 59.561% 0.000 1 [add_55]:374 PAD 1555.649 0.263 0.255 0.010% 59.571% 0.000 1 [Pad_56]:375 CONV_2D 1555.904 22.468 22.356 0.856% 60.427% 0.000 1 [stage3_unit12_bn3/add_1;stage3_unit30_conv2;stage3_unit12_conv2;stage3_unit12_bn3/sub1]:376 ADD 1578.262 0.188 0.189 0.007% 60.435% 0.000 1 [add_56]:377 MUL 1578.452 0.123 0.123 0.005% 60.439% 0.000 1 [stage3_unit13_bn1/mul_1]:378 ADD 1578.575 0.158 0.161 0.006% 60.445% 0.000 1 [stage3_unit13_bn1/add_1]:379 PAD 1578.737 0.253 0.257 0.010% 60.455% 0.000 1 [Pad_57]:380 CONV_2D 1578.994 22.362 22.307 0.854% 61.310% 0.000 1 [stage3_unit13_bn2/add_1;stage3_unit30_conv2;stage3_unit13_conv1;stage3_unit13_bn2/sub1]:381 RELU 1601.303 0.859 0.862 0.033% 61.343% 0.000 1 [Maximum_29;Minimum_9/x]:382 QUANTIZE 1602.166 0.003 0.004 0.000% 61.343% 0.000 1 [Minimum_9/x_requantized]:383 QUANTIZE 1602.170 0.079 0.081 0.003% 61.346% 0.000 1 [stage3_unit13_bn2/add_1;stage3_unit30_conv2;stage3_unit13_conv1;stage3_unit13_bn2/sub1_requantized]:384 MINIMUM 1602.251 0.051 0.037 0.001% 61.347% 0.000 1 [Minimum_29]:385 MUL 1602.289 0.126 0.127 0.005% 61.352% 0.000 1 [mul_30]:386 ADD 1602.417 0.166 0.165 0.006% 61.358% 0.000 1 [add_57]:387 PAD 1602.582 0.254 0.257 0.010% 61.368% 0.000 1 [Pad_58]:388 CONV_2D 1602.840 23.243 22.290 0.854% 62.222% 0.000 1 [stage3_unit13_bn3/add_1;stage3_unit30_conv2;stage3_unit13_conv2;stage3_unit13_bn3/sub1]:389 ADD 1625.132 0.190 0.191 0.007% 62.229% 0.000 1 [add_58]:390 MUL 1625.323 0.123 0.123 0.005% 62.234% 0.000 1 [stage3_unit14_bn1/mul_1]:391 ADD 1625.446 0.161 0.162 0.006% 62.240% 0.000 1 [stage3_unit14_bn1/add_1]:392 PAD 1625.609 0.255 0.259 0.010% 62.250% 0.000 1 [Pad_59]:393 CONV_2D 1625.868 22.457 22.311 0.854% 63.104% 0.000 1 [stage3_unit14_bn2/add_1;stage3_unit30_conv2;stage3_unit14_conv1;stage3_unit14_bn2/sub1]:394 RELU 1648.181 0.851 0.859 0.033% 63.137% 0.000 1 [Maximum_30;Minimum_9/x]:395 QUANTIZE 1649.042 0.004 0.004 0.000% 63.137% 0.000 1 [Minimum_9/x_requantized]:396 QUANTIZE 1649.046 0.080 0.081 0.003% 63.141% 0.000 1 [stage3_unit14_bn2/add_1;stage3_unit30_conv2;stage3_unit14_conv1;stage3_unit14_bn2/sub1_requantized]:397 MINIMUM 1649.127 0.030 0.034 0.001% 63.142% 0.000 1 [Minimum_30]:398 MUL 1649.162 0.125 0.126 0.005% 63.147% 0.000 1 [mul_31]:399 ADD 1649.288 0.169 0.168 0.006% 63.153% 0.000 1 [add_59]:400 PAD 1649.456 0.255 0.256 0.010% 63.163% 0.000 1 [Pad_60]:401 CONV_2D 1649.712 22.394 22.305 0.854% 64.017% 0.000 1 [stage3_unit14_bn3/add_1;stage3_unit30_conv2;stage3_unit14_conv2;stage3_unit14_bn3/sub1]:402 ADD 1672.019 0.181 0.188 0.007% 64.024% 0.000 1 [add_60]:403 MUL 1672.208 0.123 0.123 0.005% 64.029% 0.000 1 [stage3_unit15_bn1/mul_1]:404 ADD 1672.331 0.162 0.161 0.006% 64.035% 0.000 1 [stage3_unit15_bn1/add_1]:405 PAD 1672.492 0.256 0.256 0.010% 64.045% 0.000 1 [Pad_61]:406 CONV_2D 1672.749 22.470 22.306 0.854% 64.899% 0.000 1 [stage3_unit15_bn2/add_1;stage3_unit30_conv2;stage3_unit15_conv1;stage3_unit15_bn2/sub1]:407 RELU 1695.057 0.849 0.858 0.033% 64.932% 0.000 1 [Maximum_31;Minimum_9/x]:408 QUANTIZE 1695.916 0.004 0.004 0.000% 64.932% 0.000 1 [Minimum_9/x_requantized]:409 QUANTIZE 1695.920 0.079 0.082 0.003% 64.935% 0.000 1 [stage3_unit15_bn2/add_1;stage3_unit30_conv2;stage3_unit15_conv1;stage3_unit15_bn2/sub1_requantized]:410 MINIMUM 1696.002 0.034 0.038 0.001% 64.937% 0.000 1 [Minimum_31]:411 MUL 1696.040 0.127 0.127 0.005% 64.942% 0.000 1 [mul_32]:412 ADD 1696.167 0.171 0.165 0.006% 64.948% 0.000 1 [add_61]:413 PAD 1696.333 0.254 0.256 0.010% 64.958% 0.000 1 [Pad_62]:414 CONV_2D 1696.590 22.692 22.314 0.855% 65.812% 0.000 1 [stage3_unit15_bn3/add_1;stage3_unit30_conv2;stage3_unit15_conv2;stage3_unit15_bn3/sub1]:415 ADD 1718.905 0.192 0.189 0.007% 65.819% 0.000 1 [add_62]:416 MUL 1719.094 0.125 0.124 0.005% 65.824% 0.000 1 [stage3_unit16_bn1/mul_1]:417 ADD 1719.218 0.161 0.161 0.006% 65.830% 0.000 1 [stage3_unit16_bn1/add_1]:418 PAD 1719.380 0.257 0.256 0.010% 65.840% 0.000 1 [Pad_63]:419 CONV_2D 1719.637 22.711 22.321 0.855% 66.695% 0.000 1 [stage3_unit16_bn2/add_1;stage3_unit30_conv2;stage3_unit16_conv1;stage3_unit16_bn2/sub1]:420 RELU 1741.959 0.852 0.858 0.033% 66.728% 0.000 1 [Maximum_32;Minimum_9/x]:421 QUANTIZE 1742.818 0.004 0.004 0.000% 66.728% 0.000 1 [Minimum_9/x_requantized]:422 QUANTIZE 1742.822 0.080 0.081 0.003% 66.731% 0.000 1 [stage3_unit16_bn2/add_1;stage3_unit30_conv2;stage3_unit16_conv1;stage3_unit16_bn2/sub1_requantized]:423 MINIMUM 1742.903 0.032 0.036 0.001% 66.732% 0.000 1 [Minimum_32]:424 MUL 1742.939 0.124 0.126 0.005% 66.737% 0.000 1 [mul_33]:425 ADD 1743.066 0.164 0.167 0.006% 66.744% 0.000 1 [add_63]:426 PAD 1743.233 0.254 0.257 0.010% 66.753% 0.000 1 [Pad_64]:427 CONV_2D 1743.491 23.336 22.322 0.855% 67.608% 0.000 1 [stage3_unit16_bn3/add_1;stage3_unit30_conv2;stage3_unit16_conv2;stage3_unit16_bn3/sub1]:428 ADD 1765.815 0.191 0.189 0.007% 67.616% 0.000 1 [add_64]:429 MUL 1766.004 0.125 0.124 0.005% 67.620% 0.000 1 [stage3_unit17_bn1/mul_1]:430 ADD 1766.129 0.161 0.162 0.006% 67.626% 0.000 1 [stage3_unit17_bn1/add_1]:431 PAD 1766.291 0.255 0.256 0.010% 67.636% 0.000 1 [Pad_65]:432 CONV_2D 1766.548 22.442 22.313 0.854% 68.491% 0.000 1 [stage3_unit17_bn2/add_1;stage3_unit30_conv2;stage3_unit17_conv1;stage3_unit17_bn2/sub1]:433 RELU 1788.863 0.849 0.856 0.033% 68.524% 0.000 1 [Maximum_33;Minimum_9/x]:434 QUANTIZE 1789.719 0.004 0.004 0.000% 68.524% 0.000 1 [Minimum_9/x_requantized]:435 QUANTIZE 1789.723 0.079 0.081 0.003% 68.527% 0.000 1 [stage3_unit17_bn2/add_1;stage3_unit30_conv2;stage3_unit17_conv1;stage3_unit17_bn2/sub1_requantized]:436 MINIMUM 1789.805 0.028 0.036 0.001% 68.528% 0.000 1 [Minimum_33]:437 MUL 1789.841 0.126 0.126 0.005% 68.533% 0.000 1 [mul_34]:438 ADD 1789.967 0.163 0.165 0.006% 68.539% 0.000 1 [add_65]:439 PAD 1790.133 0.254 0.257 0.010% 68.549% 0.000 1 [Pad_66]:440 CONV_2D 1790.391 22.188 22.293 0.854% 69.403% 0.000 1 [stage3_unit17_bn3/add_1;stage3_unit30_conv2;stage3_unit17_conv2;stage3_unit17_bn3/sub1]:441 ADD 1812.685 0.187 0.188 0.007% 69.410% 0.000 1 [add_66]:442 MUL 1812.874 0.121 0.122 0.005% 69.415% 0.000 1 [stage3_unit18_bn1/mul_1]:443 ADD 1812.997 0.158 0.162 0.006% 69.421% 0.000 1 [stage3_unit18_bn1/add_1]:444 PAD 1813.159 0.254 0.257 0.010% 69.431% 0.000 1 [Pad_67]:445 CONV_2D 1813.417 22.277 22.294 0.854% 70.285% 0.000 1 [stage3_unit18_bn2/add_1;stage3_unit30_conv2;stage3_unit18_conv1;stage3_unit18_bn2/sub1]:446 RELU 1835.713 0.889 0.861 0.033% 70.318% 0.000 1 [Maximum_34;Minimum_9/x]:447 QUANTIZE 1836.575 0.005 0.004 0.000% 70.318% 0.000 1 [Minimum_9/x_requantized]:448 QUANTIZE 1836.579 0.080 0.081 0.003% 70.321% 0.000 1 [stage3_unit18_bn2/add_1;stage3_unit30_conv2;stage3_unit18_conv1;stage3_unit18_bn2/sub1_requantized]:449 MINIMUM 1836.660 0.030 0.032 0.001% 70.322% 0.000 1 [Minimum_34]:450 MUL 1836.692 0.126 0.125 0.005% 70.327% 0.000 1 [mul_35]:451 ADD 1836.818 0.166 0.167 0.006% 70.333% 0.000 1 [add_67]:452 PAD 1836.985 0.254 0.258 0.010% 70.343% 0.000 1 [Pad_68]:453 CONV_2D 1837.244 22.285 22.287 0.853% 71.197% 0.000 1 [stage3_unit18_bn3/add_1;stage3_unit30_conv2;stage3_unit18_conv2;stage3_unit18_bn3/sub1]:454 ADD 1859.533 0.186 0.187 0.007% 71.204% 0.000 1 [add_68]:455 MUL 1859.721 0.123 0.124 0.005% 71.208% 0.000 1 [stage3_unit19_bn1/mul_1]:456 ADD 1859.846 0.159 0.163 0.006% 71.215% 0.000 1 [stage3_unit19_bn1/add_1]:457 PAD 1860.009 0.287 0.258 0.010% 71.225% 0.000 1 [Pad_69]:458 CONV_2D 1860.267 22.230 22.283 0.853% 72.078% 0.000 1 [stage3_unit19_bn2/add_1;stage3_unit30_conv2;stage3_unit19_conv1;stage3_unit19_bn2/sub1]:459 RELU 1882.552 0.854 0.858 0.033% 72.111% 0.000 1 [Maximum_35;Minimum_9/x]:460 QUANTIZE 1883.410 0.004 0.004 0.000% 72.111% 0.000 1 [Minimum_9/x_requantized]:461 QUANTIZE 1883.415 0.087 0.081 0.003% 72.114% 0.000 1 [stage3_unit19_bn2/add_1;stage3_unit30_conv2;stage3_unit19_conv1;stage3_unit19_bn2/sub1_requantized]:462 MINIMUM 1883.496 0.031 0.037 0.001% 72.115% 0.000 1 [Minimum_35]:463 MUL 1883.534 0.128 0.128 0.005% 72.120% 0.000 1 [mul_36]:464 ADD 1883.662 0.169 0.166 0.006% 72.127% 0.000 1 [add_69]:465 PAD 1883.828 0.256 0.256 0.010% 72.136% 0.000 1 [Pad_70]:466 CONV_2D 1884.085 22.275 22.283 0.853% 72.990% 0.000 1 [stage3_unit19_bn3/add_1;stage3_unit30_conv2;stage3_unit19_conv2;stage3_unit19_bn3/sub1]:467 ADD 1906.370 0.186 0.188 0.007% 72.997% 0.000 1 [add_70]:468 MUL 1906.559 0.122 0.122 0.005% 73.002% 0.000 1 [stage3_unit20_bn1/mul_1]:469 ADD 1906.682 0.160 0.162 0.006% 73.008% 0.000 1 [stage3_unit20_bn1/add_1]:470 PAD 1906.845 0.254 0.256 0.010% 73.018% 0.000 1 [Pad_71]:471 CONV_2D 1907.101 22.236 22.286 0.853% 73.871% 0.000 1 [stage3_unit20_bn2/add_1;stage3_unit30_conv2;stage3_unit20_conv1;stage3_unit20_bn2/sub1]:472 RELU 1929.390 0.852 0.859 0.033% 73.904% 0.000 1 [Maximum_36;Minimum_9/x]:473 QUANTIZE 1930.249 0.004 0.004 0.000% 73.904% 0.000 1 [Minimum_9/x_requantized]:474 QUANTIZE 1930.253 0.079 0.079 0.003% 73.907% 0.000 1 [stage3_unit20_bn2/add_1;stage3_unit30_conv2;stage3_unit20_conv1;stage3_unit20_bn2/sub1_requantized]:475 MINIMUM 1930.333 0.031 0.035 0.001% 73.909% 0.000 1 [Minimum_36]:476 MUL 1930.368 0.126 0.127 0.005% 73.913% 0.000 1 [mul_37]:477 ADD 1930.496 0.166 0.166 0.006% 73.920% 0.000 1 [add_71]:478 PAD 1930.662 0.253 0.258 0.010% 73.930% 0.000 1 [Pad_72]:479 CONV_2D 1930.921 22.215 22.280 0.853% 74.783% 0.000 1 [stage3_unit20_bn3/add_1;stage3_unit30_conv2;stage3_unit20_conv2;stage3_unit20_bn3/sub1]:480 ADD 1953.203 0.188 0.186 0.007% 74.790% 0.000 1 [add_72]:481 MUL 1953.390 0.124 0.123 0.005% 74.795% 0.000 1 [stage3_unit21_bn1/mul_1]:482 ADD 1953.514 0.159 0.163 0.006% 74.801% 0.000 1 [stage3_unit21_bn1/add_1]:483 PAD 1953.678 0.255 0.257 0.010% 74.811% 0.000 1 [Pad_73]:484 CONV_2D 1953.935 22.177 22.290 0.854% 75.664% 0.000 1 [stage3_unit21_bn2/add_1;stage3_unit30_conv2;stage3_unit21_conv1;stage3_unit21_bn2/sub1]:485 RELU 1976.227 0.885 0.861 0.033% 75.697% 0.000 1 [Maximum_37;Minimum_9/x]:486 QUANTIZE 1977.088 0.003 0.004 0.000% 75.698% 0.000 1 [Minimum_9/x_requantized]:487 QUANTIZE 1977.092 0.079 0.080 0.003% 75.701% 0.000 1 [stage3_unit21_bn2/add_1;stage3_unit30_conv2;stage3_unit21_conv1;stage3_unit21_bn2/sub1_requantized]:488 MINIMUM 1977.173 0.031 0.037 0.001% 75.702% 0.000 1 [Minimum_37]:489 MUL 1977.210 0.123 0.126 0.005% 75.707% 0.000 1 [mul_38]:490 ADD 1977.337 0.162 0.164 0.006% 75.713% 0.000 1 [add_73]:491 PAD 1977.501 0.253 0.255 0.010% 75.723% 0.000 1 [Pad_74]:492 CONV_2D 1977.757 22.188 22.260 0.852% 76.575% 0.000 1 [stage3_unit21_bn3/add_1;stage3_unit30_conv2;stage3_unit21_conv2;stage3_unit21_bn3/sub1]:493 ADD 2000.018 0.188 0.189 0.007% 76.583% 0.000 1 [add_74]:494 MUL 2000.208 0.121 0.123 0.005% 76.587% 0.000 1 [stage3_unit22_bn1/mul_1]:495 ADD 2000.331 0.203 0.163 0.006% 76.594% 0.000 1 [stage3_unit22_bn1/add_1]:496 PAD 2000.494 0.255 0.259 0.010% 76.603% 0.000 1 [Pad_75]:497 CONV_2D 2000.754 22.186 22.298 0.854% 77.457% 0.000 1 [stage3_unit22_bn2/add_1;stage3_unit30_conv2;stage3_unit22_conv1;stage3_unit22_bn2/sub1]:498 RELU 2023.053 0.851 0.859 0.033% 77.490% 0.000 1 [Maximum_38;Minimum_9/x]:499 QUANTIZE 2023.912 0.003 0.004 0.000% 77.490% 0.000 1 [Minimum_9/x_requantized]:500 QUANTIZE 2023.917 0.079 0.080 0.003% 77.493% 0.000 1 [stage3_unit22_bn2/add_1;stage3_unit30_conv2;stage3_unit22_conv1;stage3_unit22_bn2/sub1_requantized]:501 MINIMUM 2023.998 0.032 0.036 0.001% 77.495% 0.000 1 [Minimum_38]:502 MUL 2024.035 0.125 0.127 0.005% 77.500% 0.000 1 [mul_39]:503 ADD 2024.162 0.167 0.168 0.006% 77.506% 0.000 1 [add_75]:504 PAD 2024.331 0.288 0.256 0.010% 77.516% 0.000 1 [Pad_76]:505 CONV_2D 2024.588 22.149 22.289 0.854% 78.370% 0.000 1 [stage3_unit22_bn3/add_1;stage3_unit30_conv2;stage3_unit22_conv2;stage3_unit22_bn3/sub1]:506 ADD 2046.879 0.187 0.189 0.007% 78.377% 0.000 1 [add_76]:507 MUL 2047.068 0.125 0.124 0.005% 78.382% 0.000 1 [stage3_unit23_bn1/mul_1]:508 ADD 2047.192 0.159 0.163 0.006% 78.388% 0.000 1 [stage3_unit23_bn1/add_1]:509 PAD 2047.356 0.253 0.256 0.010% 78.398% 0.000 1 [Pad_77]:510 CONV_2D 2047.612 22.205 22.266 0.853% 79.250% 0.000 1 [stage3_unit23_bn2/add_1;stage3_unit30_conv2;stage3_unit23_conv1;stage3_unit23_bn2/sub1]:511 RELU 2069.880 0.849 0.857 0.033% 79.283% 0.000 1 [Maximum_39;Minimum_9/x]:512 QUANTIZE 2070.738 0.004 0.004 0.000% 79.283% 0.000 1 [Minimum_9/x_requantized]:513 QUANTIZE 2070.742 0.079 0.081 0.003% 79.286% 0.000 1 [stage3_unit23_bn2/add_1;stage3_unit30_conv2;stage3_unit23_conv1;stage3_unit23_bn2/sub1_requantized]:514 MINIMUM 2070.824 0.032 0.037 0.001% 79.288% 0.000 1 [Minimum_39]:515 MUL 2070.861 0.124 0.125 0.005% 79.293% 0.000 1 [mul_40]:516 ADD 2070.987 0.165 0.166 0.006% 79.299% 0.000 1 [add_77]:517 PAD 2071.154 0.253 0.256 0.010% 79.309% 0.000 1 [Pad_78]:518 CONV_2D 2071.410 22.244 22.273 0.853% 80.162% 0.000 1 [stage3_unit23_bn3/add_1;stage3_unit30_conv2;stage3_unit23_conv2;stage3_unit23_bn3/sub1]:519 ADD 2093.685 0.186 0.187 0.007% 80.169% 0.000 1 [add_78]:520 MUL 2093.873 0.121 0.124 0.005% 80.174% 0.000 1 [stage3_unit24_bn1/mul_1]:521 ADD 2093.998 0.160 0.161 0.006% 80.180% 0.000 1 [stage3_unit24_bn1/add_1]:522 PAD 2094.160 0.254 0.256 0.010% 80.190% 0.000 1 [Pad_79]:523 CONV_2D 2094.417 22.195 22.288 0.854% 81.043% 0.000 1 [stage3_unit24_bn2/add_1;stage3_unit30_conv2;stage3_unit24_conv1;stage3_unit24_bn2/sub1]:524 RELU 2116.706 0.886 0.863 0.033% 81.076% 0.000 1 [Maximum_40;Minimum_9/x]:525 QUANTIZE 2117.570 0.004 0.004 0.000% 81.076% 0.000 1 [Minimum_9/x_requantized]:526 QUANTIZE 2117.574 0.079 0.080 0.003% 81.079% 0.000 1 [stage3_unit24_bn2/add_1;stage3_unit30_conv2;stage3_unit24_conv1;stage3_unit24_bn2/sub1_requantized]:527 MINIMUM 2117.654 0.033 0.034 0.001% 81.081% 0.000 1 [Minimum_40]:528 MUL 2117.689 0.125 0.127 0.005% 81.086% 0.000 1 [mul_41]:529 ADD 2117.816 0.164 0.167 0.006% 81.092% 0.000 1 [add_79]:530 PAD 2117.983 0.253 0.255 0.010% 81.102% 0.000 1 [Pad_80]:531 CONV_2D 2118.239 22.114 22.274 0.853% 81.955% 0.000 1 [stage3_unit24_bn3/add_1;stage3_unit30_conv2;stage3_unit24_conv2;stage3_unit24_bn3/sub1]:532 ADD 2140.515 0.174 0.188 0.007% 81.962% 0.000 1 [add_80]:533 MUL 2140.704 0.123 0.124 0.005% 81.967% 0.000 1 [stage3_unit25_bn1/mul_1]:534 ADD 2140.828 0.160 0.163 0.006% 81.973% 0.000 1 [stage3_unit25_bn1/add_1]:535 PAD 2140.992 0.288 0.260 0.010% 81.983% 0.000 1 [Pad_81]:536 CONV_2D 2141.253 22.138 22.283 0.853% 82.836% 0.000 1 [stage3_unit25_bn2/add_1;stage3_unit30_conv2;stage3_unit25_conv1;stage3_unit25_bn2/sub1]:537 RELU 2163.538 0.852 0.858 0.033% 82.869% 0.000 1 [Maximum_41;Minimum_9/x]:538 QUANTIZE 2164.396 0.003 0.004 0.000% 82.869% 0.000 1 [Minimum_9/x_requantized]:539 QUANTIZE 2164.400 0.079 0.079 0.003% 82.872% 0.000 1 [stage3_unit25_bn2/add_1;stage3_unit30_conv2;stage3_unit25_conv1;stage3_unit25_bn2/sub1_requantized]:540 MINIMUM 2164.480 0.030 0.036 0.001% 82.874% 0.000 1 [Minimum_41]:541 MUL 2164.517 0.123 0.126 0.005% 82.878% 0.000 1 [mul_42]:542 ADD 2164.643 0.164 0.167 0.006% 82.885% 0.000 1 [add_81]:543 PAD 2164.810 0.254 0.258 0.010% 82.895% 0.000 1 [Pad_82]:544 CONV_2D 2165.069 22.153 22.280 0.853% 83.748% 0.000 1 [stage3_unit25_bn3/add_1;stage3_unit30_conv2;stage3_unit25_conv2;stage3_unit25_bn3/sub1]:545 ADD 2187.351 0.186 0.188 0.007% 83.755% 0.000 1 [add_82]:546 MUL 2187.539 0.122 0.122 0.005% 83.760% 0.000 1 [stage3_unit26_bn1/mul_1]:547 ADD 2187.662 0.160 0.161 0.006% 83.766% 0.000 1 [stage3_unit26_bn1/add_1]:548 PAD 2187.823 0.254 0.257 0.010% 83.776% 0.000 1 [Pad_83]:549 CONV_2D 2188.081 22.274 22.297 0.854% 84.630% 0.000 1 [stage3_unit26_bn2/add_1;stage3_unit30_conv2;stage3_unit26_conv1;stage3_unit26_bn2/sub1]:550 RELU 2210.379 0.854 0.856 0.033% 84.662% 0.000 1 [Maximum_42;Minimum_9/x]:551 QUANTIZE 2211.236 0.003 0.004 0.000% 84.663% 0.000 1 [Minimum_9/x_requantized]:552 QUANTIZE 2211.240 0.079 0.080 0.003% 84.666% 0.000 1 [stage3_unit26_bn2/add_1;stage3_unit30_conv2;stage3_unit26_conv1;stage3_unit26_bn2/sub1_requantized]:553 MINIMUM 2211.321 0.033 0.032 0.001% 84.667% 0.000 1 [Minimum_42]:554 MUL 2211.354 0.125 0.126 0.005% 84.672% 0.000 1 [mul_43]:555 ADD 2211.480 0.164 0.166 0.006% 84.678% 0.000 1 [add_83]:556 PAD 2211.647 0.253 0.255 0.010% 84.688% 0.000 1 [Pad_84]:557 CONV_2D 2211.903 22.233 22.302 0.854% 85.542% 0.000 1 [stage3_unit26_bn3/add_1;stage3_unit30_conv2;stage3_unit26_conv2;stage3_unit26_bn3/sub1]:558 ADD 2234.206 0.188 0.186 0.007% 85.549% 0.000 1 [add_84]:559 MUL 2234.394 0.122 0.124 0.005% 85.554% 0.000 1 [stage3_unit27_bn1/mul_1]:560 ADD 2234.518 0.160 0.161 0.006% 85.560% 0.000 1 [stage3_unit27_bn1/add_1]:561 PAD 2234.679 0.254 0.256 0.010% 85.570% 0.000 1 [Pad_85]:562 CONV_2D 2234.936 22.131 22.283 0.853% 86.423% 0.000 1 [stage3_unit27_bn2/add_1;stage3_unit30_conv2;stage3_unit27_conv1;stage3_unit27_bn2/sub1]:563 RELU 2257.221 0.876 0.859 0.033% 86.456% 0.000 1 [Maximum_43;Minimum_9/x]:564 QUANTIZE 2258.080 0.003 0.005 0.000% 86.456% 0.000 1 [Minimum_9/x_requantized]:565 QUANTIZE 2258.085 0.079 0.080 0.003% 86.459% 0.000 1 [stage3_unit27_bn2/add_1;stage3_unit30_conv2;stage3_unit27_conv1;stage3_unit27_bn2/sub1_requantized]:566 MINIMUM 2258.165 0.030 0.037 0.001% 86.461% 0.000 1 [Minimum_43]:567 MUL 2258.202 0.125 0.125 0.005% 86.465% 0.000 1 [mul_44]:568 ADD 2258.328 0.164 0.165 0.006% 86.472% 0.000 1 [add_85]:569 PAD 2258.494 0.252 0.255 0.010% 86.482% 0.000 1 [Pad_86]:570 CONV_2D 2258.749 22.223 22.268 0.853% 87.334% 0.000 1 [stage3_unit27_bn3/add_1;stage3_unit30_conv2;stage3_unit27_conv2;stage3_unit27_bn3/sub1]:571 ADD 2281.019 0.187 0.189 0.007% 87.342% 0.000 1 [add_86]:572 MUL 2281.209 0.123 0.123 0.005% 87.346% 0.000 1 [stage3_unit28_bn1/mul_1]:573 ADD 2281.332 0.159 0.163 0.006% 87.352% 0.000 1 [stage3_unit28_bn1/add_1]:574 PAD 2281.495 0.297 0.257 0.010% 87.362% 0.000 1 [Pad_87]:575 CONV_2D 2281.753 22.228 22.274 0.853% 88.215% 0.000 1 [stage3_unit28_bn2/add_1;stage3_unit30_conv2;stage3_unit28_conv1;stage3_unit28_bn2/sub1]:576 RELU 2304.029 0.849 0.861 0.033% 88.248% 0.000 1 [Maximum_44;Minimum_9/x]:577 QUANTIZE 2304.891 0.003 0.004 0.000% 88.248% 0.000 1 [Minimum_9/x_requantized]:578 QUANTIZE 2304.895 0.079 0.080 0.003% 88.252% 0.000 1 [stage3_unit28_bn2/add_1;stage3_unit30_conv2;stage3_unit28_conv1;stage3_unit28_bn2/sub1_requantized]:579 MINIMUM 2304.975 0.057 0.035 0.001% 88.253% 0.000 1 [Minimum_44]:580 MUL 2305.012 0.128 0.126 0.005% 88.258% 0.000 1 [mul_45]:581 ADD 2305.139 0.164 0.168 0.006% 88.264% 0.000 1 [add_87]:582 PAD 2305.307 0.253 0.256 0.010% 88.274% 0.000 1 [Pad_88]:583 CONV_2D 2305.563 22.232 22.295 0.854% 89.128% 0.000 1 [stage3_unit28_bn3/add_1;stage3_unit30_conv2;stage3_unit28_conv2;stage3_unit28_bn3/sub1]:584 ADD 2327.859 0.187 0.191 0.007% 89.135% 0.000 1 [add_88]:585 MUL 2328.051 0.121 0.126 0.005% 89.140% 0.000 1 [stage3_unit29_bn1/mul_1]:586 ADD 2328.177 0.163 0.162 0.006% 89.146% 0.000 1 [stage3_unit29_bn1/add_1]:587 PAD 2328.340 0.254 0.257 0.010% 89.156% 0.000 1 [Pad_89]:588 CONV_2D 2328.597 22.230 22.277 0.853% 90.009% 0.000 1 [stage3_unit29_bn2/add_1;stage3_unit30_conv2;stage3_unit29_conv1;stage3_unit29_bn2/sub1]:589 RELU 2350.876 0.852 0.860 0.033% 90.042% 0.000 1 [Maximum_45;Minimum_9/x]:590 QUANTIZE 2351.737 0.004 0.004 0.000% 90.042% 0.000 1 [Minimum_9/x_requantized]:591 QUANTIZE 2351.741 0.079 0.080 0.003% 90.045% 0.000 1 [stage3_unit29_bn2/add_1;stage3_unit30_conv2;stage3_unit29_conv1;stage3_unit29_bn2/sub1_requantized]:592 MINIMUM 2351.822 0.054 0.039 0.001% 90.047% 0.000 1 [Minimum_45]:593 MUL 2351.861 0.124 0.125 0.005% 90.051% 0.000 1 [mul_46]:594 ADD 2351.987 0.163 0.167 0.006% 90.058% 0.000 1 [add_89]:595 PAD 2352.154 0.256 0.255 0.010% 90.068% 0.000 1 [Pad_90]:596 CONV_2D 2352.410 22.185 22.253 0.852% 90.920% 0.000 1 [stage3_unit29_bn3/add_1;stage3_unit30_conv2;stage3_unit29_conv2;stage3_unit29_bn3/sub1]:597 ADD 2374.664 0.189 0.189 0.007% 90.927% 0.000 1 [add_90]:598 MUL 2374.854 0.121 0.124 0.005% 90.932% 0.000 1 [stage3_unit30_bn1/mul_1]:599 ADD 2374.978 0.161 0.162 0.006% 90.938% 0.000 1 [stage3_unit30_bn1/add_1]:600 PAD 2375.140 0.254 0.257 0.010% 90.948% 0.000 1 [Pad_91]:601 CONV_2D 2375.398 22.187 22.269 0.853% 91.801% 0.000 1 [stage3_unit30_bn2/add_1;stage3_unit30_conv2;stage3_unit30_conv1;stage3_unit30_bn2/sub1]:602 RELU 2397.669 0.887 0.862 0.033% 91.834% 0.000 1 [Maximum_46;Minimum_9/x]:603 QUANTIZE 2398.531 0.004 0.004 0.000% 91.834% 0.000 1 [Minimum_9/x_requantized]:604 QUANTIZE 2398.535 0.079 0.080 0.003% 91.837% 0.000 1 [stage3_unit30_bn2/add_1;stage3_unit30_conv2;stage3_unit30_conv1;stage3_unit30_bn2/sub1_requantized]:605 MINIMUM 2398.616 0.031 0.034 0.001% 91.838% 0.000 1 [Minimum_46]:606 MUL 2398.650 0.123 0.126 0.005% 91.843% 0.000 1 [mul_47]:607 ADD 2398.777 0.163 0.167 0.006% 91.849% 0.000 1 [add_91]:608 PAD 2398.944 0.253 0.257 0.010% 91.859% 0.000 1 [Pad_92]:609 CONV_2D 2399.202 22.146 22.265 0.853% 92.712% 0.000 1 [stage3_unit30_bn3/add_1;stage3_unit30_conv2;stage3_unit30_bn3/sub1]:610 ADD 2421.469 0.187 0.189 0.007% 92.719% 0.000 1 [add_92]:611 MUL 2421.658 0.124 0.124 0.005% 92.724% 0.000 1 [stage4_unit1_bn1/mul_1]:612 ADD 2421.782 0.161 0.163 0.006% 92.730% 0.000 1 [stage4_unit1_bn1/add_1]:613 PAD 2421.945 0.295 0.258 0.010% 92.740% 0.000 1 [Pad_93]:614 CONV_2D 2422.203 43.909 44.097 1.689% 94.429% 0.000 1 [stage4_unit1_bn2/add_1;stage4_unit3_conv2;stage4_unit1_conv1;stage4_unit1_bn2/sub1]:615 RELU 2466.302 1.699 1.711 0.066% 94.494% 0.000 1 [Maximum_47;Minimum_9/x]:616 QUANTIZE 2468.014 0.003 0.004 0.000% 94.494% 0.000 1 [Minimum_9/x_requantized]:617 QUANTIZE 2468.018 0.156 0.158 0.006% 94.500% 0.000 1 [stage4_unit1_bn2/add_1;stage4_unit3_conv2;stage4_unit1_conv1;stage4_unit1_bn2/sub1_requantized]:618 MINIMUM 2468.176 0.052 0.062 0.002% 94.503% 0.000 1 [Minimum_47]:619 MUL 2468.239 0.239 0.242 0.009% 94.512% 0.000 1 [mul_48]:620 ADD 2468.481 0.330 0.332 0.013% 94.525% 0.000 1 [add_93]:621 PAD 2468.814 0.501 0.511 0.020% 94.544% 0.000 1 [Pad_94]:622 CONV_2D 2469.326 25.467 25.532 0.978% 95.522% 0.000 1 [stage4_unit1_bn3/add_1;stage4_unit3_conv2;stage4_unit1_conv2;stage4_unit1_bn3/sub1]:623 CONV_2D 2494.859 1.543 1.550 0.059% 95.581% 0.000 1 [stage4_unit1_sc/add_1;stage4_unit3_conv2;stage4_unit1_conv1sc;stage4_unit1_sc/sub1]:624 ADD 2496.410 0.093 0.094 0.004% 95.585% 0.000 1 [add_94]:625 MUL 2496.504 0.062 0.063 0.002% 95.587% 0.000 1 [stage4_unit2_bn1/mul_1]:626 ADD 2496.567 0.080 0.082 0.003% 95.590% 0.000 1 [stage4_unit2_bn1/add_1]:627 PAD 2496.649 0.173 0.174 0.007% 95.597% 0.000 1 [Pad_95]:628 CONV_2D 2496.824 25.563 25.365 0.971% 96.568% 0.000 1 [stage4_unit2_bn2/add_1;stage4_unit3_conv2;stage4_unit2_conv1;stage4_unit2_bn2/sub1]:629 RELU 2522.191 0.429 0.432 0.017% 96.585% 0.000 1 [Maximum_48;Minimum_9/x]:630 QUANTIZE 2522.623 0.003 0.003 0.000% 96.585% 0.000 1 [Minimum_9/x_requantized]:631 QUANTIZE 2522.627 0.043 0.040 0.002% 96.587% 0.000 1 [stage4_unit2_bn2/add_1;stage4_unit3_conv2;stage4_unit2_conv1;stage4_unit2_bn2/sub1_requantized]:632 MINIMUM 2522.668 0.017 0.020 0.001% 96.587% 0.000 1 [Minimum_48]:633 MUL 2522.688 0.063 0.065 0.002% 96.590% 0.000 1 [mul_49]:634 ADD 2522.754 0.083 0.084 0.003% 96.593% 0.000 1 [add_95]:635 PAD 2522.838 0.172 0.174 0.007% 96.600% 0.000 1 [Pad_96]:636 CONV_2D 2523.013 25.407 25.341 0.970% 97.570% 0.000 1 [stage4_unit2_bn3/add_1;stage4_unit3_conv2;stage4_unit2_conv2;stage4_unit2_bn3/sub1]:637 ADD 2548.356 0.100 0.099 0.004% 97.574% 0.000 1 [add_96]:638 MUL 2548.456 0.066 0.063 0.002% 97.576% 0.000 1 [stage4_unit3_bn1/mul_1]:639 ADD 2548.520 0.079 0.082 0.003% 97.580% 0.000 1 [stage4_unit3_bn1/add_1]:640 PAD 2548.602 0.172 0.173 0.007% 97.586% 0.000 1 [Pad_97]:641 CONV_2D 2548.776 25.624 25.322 0.970% 98.556% 0.000 1 [stage4_unit3_bn2/add_1;stage4_unit3_conv2;stage4_unit3_conv1;stage4_unit3_bn2/sub1]:642 RELU 2574.100 0.431 0.435 0.017% 98.573% 0.000 1 [Maximum_49;Minimum_9/x]:643 QUANTIZE 2574.535 0.003 0.003 0.000% 98.573% 0.000 1 [Minimum_9/x_requantized]:644 QUANTIZE 2574.539 0.041 0.041 0.002% 98.574% 0.000 1 [stage4_unit3_bn2/add_1;stage4_unit3_conv2;stage4_unit3_conv1;stage4_unit3_bn2/sub1_requantized]:645 MINIMUM 2574.580 0.014 0.022 0.001% 98.575% 0.000 1 [Minimum_49]:646 MUL 2574.602 0.064 0.064 0.002% 98.578% 0.000 1 [mul_50]:647 ADD 2574.666 0.082 0.082 0.003% 98.581% 0.000 1 [add_97]:648 PAD 2574.748 0.173 0.173 0.007% 98.587% 0.000 1 [Pad_98]:649 CONV_2D 2574.921 25.653 25.371 0.972% 99.559% 0.000 1 [stage4_unit3_bn3/add_1;stage4_unit3_conv2;stage4_unit3_bn3/sub1]:650 ADD 2600.294 0.102 0.098 0.004% 99.563% 0.000 1 [add_98]:651 MUL 2600.393 0.067 0.065 0.002% 99.565% 0.000 1 [bn1/mul_1]:652 ADD 2600.458 0.082 0.080 0.003% 99.568% 0.000 1 [bn1/add_1]:653 RESHAPE 2600.538 0.006 0.005 0.000% 99.568% 0.000 1 [Flatten/flatten/Reshape]:654 FULLY_CONNECTED 2600.544 11.399 11.266 0.431% 100.000% 0.000 1 [output_int8]:655 DEQUANTIZE 2611.811 0.005 0.005 0.000% 100.000% 0.000 1 [output]:656 ============================== Top by Computation Time ============================== [node type] [start] [first] [avg ms] [%] [cdf%] [mem KB] [times called] [Name] CONV_2D 41.774 100.477 96.589 3.699% 3.699% 0.000 1 [stage1_unit1_bn2/add_1;stage1_unit3_conv2;stage1_unit1_conv1;stage1_unit1_bn2/sub1]:14 CONV_2D 306.548 46.220 46.185 1.769% 5.468% 0.000 1 [stage2_unit1_bn2/add_1;stage2_unit13_conv2;stage2_unit1_conv1;stage2_unit1_bn2/sub1]:54 CONV_2D 987.718 44.389 44.570 1.707% 7.174% 0.000 1 [stage3_unit1_bn2/add_1;stage3_unit30_conv2;stage3_unit1_conv1;stage3_unit1_bn2/sub1]:224 CONV_2D 2422.203 43.909 44.097 1.689% 8.863% 0.000 1 [stage4_unit1_bn2/add_1;stage4_unit3_conv2;stage4_unit1_conv1;stage4_unit1_bn2/sub1]:615 CONV_2D 2469.326 25.467 25.532 0.978% 9.841% 0.000 1 [stage4_unit1_bn3/add_1;stage4_unit3_conv2;stage4_unit1_conv2;stage4_unit1_bn3/sub1]:623 CONV_2D 2574.921 25.653 25.371 0.972% 10.812% 0.000 1 [stage4_unit3_bn3/add_1;stage4_unit3_conv2;stage4_unit3_bn3/sub1]:650 CONV_2D 2496.824 25.563 25.365 0.971% 11.784% 0.000 1 [stage4_unit2_bn2/add_1;stage4_unit3_conv2;stage4_unit2_conv1;stage4_unit2_bn2/sub1]:629 CONV_2D 2523.013 25.407 25.341 0.970% 12.754% 0.000 1 [stage4_unit2_bn3/add_1;stage4_unit3_conv2;stage4_unit2_conv2;stage4_unit2_bn3/sub1]:637 CONV_2D 2548.776 25.624 25.322 0.970% 13.724% 0.000 1 [stage4_unit3_bn2/add_1;stage4_unit3_conv2;stage4_unit3_conv1;stage4_unit3_bn2/sub1]:642 CONV_2D 161.586 24.286 24.341 0.932% 14.656% 0.000 1 [stage1_unit1_bn3/add_1;stage1_unit3_conv2;stage1_unit1_conv2;stage1_unit1_bn3/sub1]:22 Number of nodes executed: 657 ============================== Summary by node type ============================== [Node type] [count] [avg ms] [avg %] [cdf %] [mem KB] [times called] CONV_2D 103 2383.643 91.293% 91.293% 0.000 103 RELU 50 92.391 3.539% 94.832% 0.000 50 ADD 149 45.054 1.726% 96.557% 0.000 149 PAD 99 40.294 1.543% 98.100% 0.000 99 MUL 101 24.151 0.925% 99.025% 0.000 101 FULLY_CONNECTED 1 11.265 0.431% 99.457% 0.000 1 QUANTIZE 101 8.822 0.338% 99.795% 0.000 101 MINIMUM 50 3.444 0.132% 99.927% 0.000 50 SUB 1 1.904 0.073% 100.000% 0.000 1 RESHAPE 1 0.005 0.000% 100.000% 0.000 1 DEQUANTIZE 1 0.005 0.000% 100.000% 0.000 1 Timings (microseconds): count=50 first=2617099 curr=2610910 min=2608306 max=2617099 avg=2.6113e+06 std=1944 Memory (bytes): count=0 657 nodes observed