Parsing GraphDef... Parsing OpLog... Preparing Views... =========================Options============================= -max_depth 10000 -min_bytes 0 -min_micros 0 -min_params 0 -min_float_ops 0 -device_regexes .* -order_by name -account_type_regexes _trainable_variables -start_name_regexes .* -trim_name_regexes -show_name_regexes .* -hide_name_regexes -account_displayed_op_only true -select params -output stdout: ==================Model Analysis Report====================== _TFProfRoot (--/269.03k params) init/init_conv/DW (3x3x3x16, 432/432 params) logit/DW (64x10, 640/640 params) logit/biases (10, 10/10 params) unit_1_0/shared_activation/init_bn/beta (16, 16/16 params) unit_1_0/sub1/conv1/DW (3x3x16x16, 2.30k/2.30k params) unit_1_0/sub2/bn2/beta (16, 16/16 params) unit_1_0/sub2/conv2/DW (3x3x16x16, 2.30k/2.30k params) unit_1_1/residual_only_activation/init_bn/beta (16, 16/16 params) unit_1_1/sub1/conv1/DW (3x3x16x16, 2.30k/2.30k params) unit_1_1/sub2/bn2/beta (16, 16/16 params) unit_1_1/sub2/conv2/DW (3x3x16x16, 2.30k/2.30k params) unit_1_2/residual_only_activation/init_bn/beta (16, 16/16 params) unit_1_2/sub1/conv1/DW (3x3x16x16, 2.30k/2.30k params) unit_1_2/sub2/bn2/beta (16, 16/16 params) unit_1_2/sub2/conv2/DW (3x3x16x16, 2.30k/2.30k params) unit_2_0/residual_only_activation/init_bn/beta (16, 16/16 params) unit_2_0/sub1/conv1/DW (3x3x16x32, 4.61k/4.61k params) unit_2_0/sub2/bn2/beta (32, 32/32 params) unit_2_0/sub2/conv2/DW (3x3x32x32, 9.22k/9.22k params) unit_2_1/residual_only_activation/init_bn/beta (32, 32/32 params) unit_2_1/sub1/conv1/DW (3x3x32x32, 9.22k/9.22k params) unit_2_1/sub2/bn2/beta (32, 32/32 params) unit_2_1/sub2/conv2/DW (3x3x32x32, 9.22k/9.22k params) unit_2_2/residual_only_activation/init_bn/beta (32, 32/32 params) unit_2_2/sub1/conv1/DW (3x3x32x32, 9.22k/9.22k params) unit_2_2/sub2/bn2/beta (32, 32/32 params) unit_2_2/sub2/conv2/DW (3x3x32x32, 9.22k/9.22k params) unit_3_0/residual_only_activation/init_bn/beta (32, 32/32 params) unit_3_0/sub1/conv1/DW (3x3x32x64, 18.43k/18.43k params) unit_3_0/sub2/bn2/beta (64, 64/64 params) unit_3_0/sub2/conv2/DW (3x3x64x64, 36.86k/36.86k params) unit_3_1/residual_only_activation/init_bn/beta (64, 64/64 params) unit_3_1/sub1/conv1/DW (3x3x64x64, 36.86k/36.86k params) unit_3_1/sub2/bn2/beta (64, 64/64 params) unit_3_1/sub2/conv2/DW (3x3x64x64, 36.86k/36.86k params) unit_3_2/residual_only_activation/init_bn/beta (64, 64/64 params) unit_3_2/sub1/conv1/DW (3x3x64x64, 36.86k/36.86k params) unit_3_2/sub2/bn2/beta (64, 64/64 params) unit_3_2/sub2/conv2/DW (3x3x64x64, 36.86k/36.86k params) unit_last/final_bn/beta (64, 64/64 params) ======================End of Report========================== Parsing GraphDef... Parsing OpLog... Preparing Views... =========================Options============================= -max_depth 10000 -min_bytes 0 -min_micros 0 -min_params 0 -min_float_ops 1 -device_regexes .* -order_by float_ops -account_type_regexes .* -start_name_regexes .* -trim_name_regexes -show_name_regexes .* -hide_name_regexes -account_displayed_op_only true -select float_ops -output stdout: ==================Model Analysis Report====================== _TFProfRoot (0/10.38b flops) unit_2_0/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_3_2/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_3_2/sub1/conv1/Conv2D (603.98m/603.98m flops) unit_3_1/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_3_1/sub1/conv1/Conv2D (603.98m/603.98m flops) unit_3_0/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_2_2/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_2_2/sub1/conv1/Conv2D (603.98m/603.98m flops) unit_2_1/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_2_1/sub1/conv1/Conv2D (603.98m/603.98m flops) unit_1_2/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_1_2/sub1/conv1/Conv2D (603.98m/603.98m flops) unit_1_1/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_1_1/sub1/conv1/Conv2D (603.98m/603.98m flops) unit_1_0/sub2/conv2/Conv2D (603.98m/603.98m flops) unit_1_0/sub1/conv1/Conv2D (603.98m/603.98m flops) unit_2_0/sub1/conv1/Conv2D (301.99m/301.99m flops) unit_3_0/sub1/conv1/Conv2D (301.99m/301.99m flops) init/init_conv/Conv2D (113.25m/113.25m flops) logit/xw_plus_b (1.28k/165.12k flops) logit/xw_plus_b/MatMul (163.84k/163.84k flops) gradients/logit/xw_plus_b/MatMul_grad/MatMul (163.84k/163.84k flops) gradients/logit/xw_plus_b/MatMul_grad/MatMul_1 (163.84k/163.84k flops) ======================End of Report========================== 2017-07-30 07:24:35.819460: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:893] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero 2017-07-30 07:24:35.819959: I tensorflow/core/common_runtime/gpu/gpu_device.cc:940] Found device 0 with properties: name: Tesla K80 major: 3 minor: 7 memoryClockRate (GHz) 0.8235 pciBusID 0000:00:1e.0 Total memory: 11.17GiB Free memory: 11.11GiB 2017-07-30 07:24:35.819978: I tensorflow/core/common_runtime/gpu/gpu_device.cc:961] DMA: 0 2017-07-30 07:24:35.819984: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0: Y 2017-07-30 07:24:35.819999: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1030] Creating TensorFlow device (/gpu:0) -> (device: 0, name: Tesla K80, pci bus id: 0000:00:1e.0) 2017-07-30 07:24:36.740963: I tensorflow/compiler/xla/service/platform_util.cc:58] platform CUDA present with 1 visible devices 2017-07-30 07:24:36.741009: I tensorflow/compiler/xla/service/platform_util.cc:58] platform Host present with 4 visible devices 2017-07-30 07:24:36.742296: I tensorflow/compiler/xla/service/service.cc:198] XLA service 0x50d36a0 executing computations on platform Host. Devices: 2017-07-30 07:24:36.742312: I tensorflow/compiler/xla/service/service.cc:206] StreamExecutor device (0): , 2017-07-30 07:24:36.742976: I tensorflow/compiler/xla/service/platform_util.cc:58] platform CUDA present with 1 visible devices 2017-07-30 07:24:36.742995: I tensorflow/compiler/xla/service/platform_util.cc:58] platform Host present with 4 visible devices 2017-07-30 07:24:36.744278: I tensorflow/compiler/xla/service/service.cc:198] XLA service 0x4ffcfb0 executing computations on platform CUDA. Devices: 2017-07-30 07:24:36.744292: I tensorflow/compiler/xla/service/service.cc:206] StreamExecutor device (0): Tesla K80, Compute Capability 3.7 INFO:tensorflow:step = 1, loss = 2.70508, precision = 0.078125 INFO:tensorflow:global_step/sec: 5.88805 INFO:tensorflow:step = 101, loss = 2.04826, precision = 0.390625 (16.984 sec) INFO:tensorflow:global_step/sec: 6.36517 INFO:tensorflow:step = 201, loss = 1.8057, precision = 0.4375 (15.710 sec) INFO:tensorflow:global_step/sec: 6.67586 INFO:tensorflow:step = 301, loss = 1.691, precision = 0.539062 (14.979 sec) total_params: 269034 Saved checkpoint after 1 epoch(s) to data/resnet20/checkpoints/00001... INFO:tensorflow:global_step/sec: 7.42299 INFO:tensorflow:step = 401, loss = 2.11039, precision = 0.289062 (13.472 sec) INFO:tensorflow:global_step/sec: 11.7645 INFO:tensorflow:step = 501, loss = 1.58717, precision = 0.53125 (8.500 sec) INFO:tensorflow:global_step/sec: 11.7423 INFO:tensorflow:step = 601, loss = 1.40883, precision = 0.578125 (8.516 sec) INFO:tensorflow:global_step/sec: 11.7318 INFO:tensorflow:step = 701, loss = 1.46244, precision = 0.585938 (8.524 sec) Saved checkpoint after 2 epoch(s) to data/resnet20/checkpoints/00002... INFO:tensorflow:global_step/sec: 11.2939 INFO:tensorflow:step = 801, loss = 1.37342, precision = 0.648438 (8.854 sec) INFO:tensorflow:global_step/sec: 11.7117 INFO:tensorflow:step = 901, loss = 1.24473, precision = 0.648438 (8.538 sec) INFO:tensorflow:global_step/sec: 11.694 INFO:tensorflow:step = 1001, loss = 1.33989, precision = 0.640625 (8.551 sec) INFO:tensorflow:global_step/sec: 11.7048 INFO:tensorflow:step = 1101, loss = 1.11862, precision = 0.679688 (8.544 sec) Saved checkpoint after 3 epoch(s) to data/resnet20/checkpoints/00003... INFO:tensorflow:global_step/sec: 11.3335 INFO:tensorflow:step = 1201, loss = 1.10733, precision = 0.6875 (8.824 sec) INFO:tensorflow:global_step/sec: 11.7146 INFO:tensorflow:step = 1301, loss = 1.02881, precision = 0.726562 (8.536 sec) INFO:tensorflow:global_step/sec: 11.7247 INFO:tensorflow:step = 1401, loss = 1.03657, precision = 0.710938 (8.529 sec) INFO:tensorflow:global_step/sec: 11.6708 INFO:tensorflow:step = 1501, loss = 1.1092, precision = 0.703125 (8.568 sec) Saved checkpoint after 4 epoch(s) to data/resnet20/checkpoints/00004... INFO:tensorflow:global_step/sec: 11.3245 INFO:tensorflow:step = 1601, loss = 0.908842, precision = 0.726562 (8.831 sec) INFO:tensorflow:global_step/sec: 11.7263 INFO:tensorflow:step = 1701, loss = 0.899166, precision = 0.734375 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7192 INFO:tensorflow:step = 1801, loss = 0.92482, precision = 0.757812 (8.533 sec) INFO:tensorflow:global_step/sec: 11.7138 INFO:tensorflow:step = 1901, loss = 0.909458, precision = 0.78125 (8.537 sec) Saved checkpoint after 5 epoch(s) to data/resnet20/checkpoints/00005... INFO:tensorflow:global_step/sec: 11.3324 INFO:tensorflow:step = 2001, loss = 0.912629, precision = 0.765625 (8.824 sec) INFO:tensorflow:global_step/sec: 11.7394 INFO:tensorflow:step = 2101, loss = 0.972707, precision = 0.757812 (8.518 sec) INFO:tensorflow:global_step/sec: 11.6742 INFO:tensorflow:step = 2201, loss = 0.760366, precision = 0.828125 (8.566 sec) INFO:tensorflow:global_step/sec: 11.7019 INFO:tensorflow:step = 2301, loss = 0.892651, precision = 0.757812 (8.546 sec) Saved checkpoint after 6 epoch(s) to data/resnet20/checkpoints/00006... INFO:tensorflow:global_step/sec: 11.3425 INFO:tensorflow:step = 2401, loss = 0.826753, precision = 0.804688 (8.816 sec) INFO:tensorflow:global_step/sec: 11.7316 INFO:tensorflow:step = 2501, loss = 0.806918, precision = 0.804688 (8.524 sec) INFO:tensorflow:global_step/sec: 11.6899 INFO:tensorflow:step = 2601, loss = 0.879, precision = 0.78125 (8.554 sec) INFO:tensorflow:global_step/sec: 11.7039 INFO:tensorflow:step = 2701, loss = 0.784762, precision = 0.789062 (8.544 sec) Saved checkpoint after 7 epoch(s) to data/resnet20/checkpoints/00007... INFO:tensorflow:global_step/sec: 11.3541 INFO:tensorflow:step = 2801, loss = 0.807531, precision = 0.8125 (8.807 sec) INFO:tensorflow:global_step/sec: 11.6978 INFO:tensorflow:step = 2901, loss = 0.823573, precision = 0.78125 (8.548 sec) INFO:tensorflow:global_step/sec: 11.7017 INFO:tensorflow:step = 3001, loss = 0.786019, precision = 0.765625 (8.546 sec) INFO:tensorflow:global_step/sec: 11.6904 INFO:tensorflow:step = 3101, loss = 0.756386, precision = 0.8125 (8.554 sec) Saved checkpoint after 8 epoch(s) to data/resnet20/checkpoints/00008... INFO:tensorflow:global_step/sec: 11.3358 INFO:tensorflow:step = 3201, loss = 0.702099, precision = 0.8125 (8.822 sec) INFO:tensorflow:global_step/sec: 11.7081 INFO:tensorflow:step = 3301, loss = 0.755381, precision = 0.820312 (8.541 sec) INFO:tensorflow:global_step/sec: 11.7122 INFO:tensorflow:step = 3401, loss = 0.732768, precision = 0.804688 (8.538 sec) INFO:tensorflow:global_step/sec: 11.6989 INFO:tensorflow:step = 3501, loss = 0.784596, precision = 0.789062 (8.548 sec) Saved checkpoint after 9 epoch(s) to data/resnet20/checkpoints/00009... INFO:tensorflow:global_step/sec: 11.3552 INFO:tensorflow:step = 3601, loss = 0.638817, precision = 0.875 (8.807 sec) INFO:tensorflow:global_step/sec: 11.711 INFO:tensorflow:step = 3701, loss = 0.871964, precision = 0.757812 (8.539 sec) INFO:tensorflow:global_step/sec: 11.7179 INFO:tensorflow:step = 3801, loss = 0.681936, precision = 0.835938 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7011 INFO:tensorflow:step = 3901, loss = 0.631837, precision = 0.882812 (8.546 sec) Saved checkpoint after 10 epoch(s) to data/resnet20/checkpoints/00010... INFO:tensorflow:global_step/sec: 11.3277 INFO:tensorflow:step = 4001, loss = 0.748999, precision = 0.804688 (8.828 sec) INFO:tensorflow:global_step/sec: 11.7121 INFO:tensorflow:step = 4101, loss = 0.703764, precision = 0.828125 (8.538 sec) INFO:tensorflow:global_step/sec: 11.7255 INFO:tensorflow:step = 4201, loss = 0.772281, precision = 0.828125 (8.528 sec) Saved checkpoint after 11 epoch(s) to data/resnet20/checkpoints/00011... INFO:tensorflow:global_step/sec: 11.3771 INFO:tensorflow:step = 4301, loss = 0.723411, precision = 0.804688 (8.790 sec) INFO:tensorflow:global_step/sec: 11.7105 INFO:tensorflow:step = 4401, loss = 0.759331, precision = 0.820312 (8.539 sec) INFO:tensorflow:global_step/sec: 11.7275 INFO:tensorflow:step = 4501, loss = 0.823486, precision = 0.789062 (8.527 sec) INFO:tensorflow:global_step/sec: 11.6885 INFO:tensorflow:step = 4601, loss = 0.691031, precision = 0.835938 (8.555 sec) Saved checkpoint after 12 epoch(s) to data/resnet20/checkpoints/00012... INFO:tensorflow:global_step/sec: 11.3299 INFO:tensorflow:step = 4701, loss = 0.743962, precision = 0.84375 (8.826 sec) INFO:tensorflow:global_step/sec: 11.717 INFO:tensorflow:step = 4801, loss = 0.802274, precision = 0.804688 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7315 INFO:tensorflow:step = 4901, loss = 0.752785, precision = 0.828125 (8.524 sec) INFO:tensorflow:global_step/sec: 11.7127 INFO:tensorflow:step = 5001, loss = 0.744115, precision = 0.828125 (8.538 sec) Saved checkpoint after 13 epoch(s) to data/resnet20/checkpoints/00013... INFO:tensorflow:global_step/sec: 11.3509 INFO:tensorflow:step = 5101, loss = 0.669418, precision = 0.859375 (8.810 sec) INFO:tensorflow:global_step/sec: 11.7381 INFO:tensorflow:step = 5201, loss = 0.785193, precision = 0.835938 (8.519 sec) INFO:tensorflow:global_step/sec: 11.7378 INFO:tensorflow:step = 5301, loss = 0.672324, precision = 0.859375 (8.519 sec) INFO:tensorflow:global_step/sec: 11.7548 INFO:tensorflow:step = 5401, loss = 0.634646, precision = 0.882812 (8.507 sec) Saved checkpoint after 14 epoch(s) to data/resnet20/checkpoints/00014... INFO:tensorflow:global_step/sec: 11.3209 INFO:tensorflow:step = 5501, loss = 0.619361, precision = 0.875 (8.833 sec) INFO:tensorflow:global_step/sec: 11.7388 INFO:tensorflow:step = 5601, loss = 0.7144, precision = 0.851562 (8.519 sec) INFO:tensorflow:global_step/sec: 11.7006 INFO:tensorflow:step = 5701, loss = 0.722199, precision = 0.804688 (8.547 sec) INFO:tensorflow:global_step/sec: 11.7052 INFO:tensorflow:step = 5801, loss = 0.643883, precision = 0.882812 (8.543 sec) Saved checkpoint after 15 epoch(s) to data/resnet20/checkpoints/00015... INFO:tensorflow:global_step/sec: 11.3481 INFO:tensorflow:step = 5901, loss = 0.742739, precision = 0.8125 (8.812 sec) INFO:tensorflow:global_step/sec: 11.7427 INFO:tensorflow:step = 6001, loss = 0.681583, precision = 0.8125 (8.516 sec) INFO:tensorflow:global_step/sec: 11.7176 INFO:tensorflow:step = 6101, loss = 0.82453, precision = 0.804688 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7332 INFO:tensorflow:step = 6201, loss = 0.766456, precision = 0.8125 (8.523 sec) Saved checkpoint after 16 epoch(s) to data/resnet20/checkpoints/00016... INFO:tensorflow:global_step/sec: 11.3848 INFO:tensorflow:step = 6301, loss = 0.827716, precision = 0.820312 (8.784 sec) INFO:tensorflow:global_step/sec: 11.7019 INFO:tensorflow:step = 6401, loss = 0.797942, precision = 0.828125 (8.546 sec) INFO:tensorflow:global_step/sec: 11.6983 INFO:tensorflow:step = 6501, loss = 0.750959, precision = 0.8125 (8.548 sec) INFO:tensorflow:global_step/sec: 11.7144 INFO:tensorflow:step = 6601, loss = 0.729449, precision = 0.804688 (8.536 sec) Saved checkpoint after 17 epoch(s) to data/resnet20/checkpoints/00017... INFO:tensorflow:global_step/sec: 11.3573 INFO:tensorflow:step = 6701, loss = 0.683554, precision = 0.859375 (8.805 sec) INFO:tensorflow:global_step/sec: 11.7183 INFO:tensorflow:step = 6801, loss = 0.760272, precision = 0.835938 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7178 INFO:tensorflow:step = 6901, loss = 0.656102, precision = 0.859375 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7312 INFO:tensorflow:step = 7001, loss = 0.70816, precision = 0.859375 (8.524 sec) Saved checkpoint after 18 epoch(s) to data/resnet20/checkpoints/00018... INFO:tensorflow:global_step/sec: 11.3185 INFO:tensorflow:step = 7101, loss = 0.590043, precision = 0.875 (8.835 sec) INFO:tensorflow:global_step/sec: 11.7446 INFO:tensorflow:step = 7201, loss = 0.691524, precision = 0.804688 (8.514 sec) INFO:tensorflow:global_step/sec: 11.7294 INFO:tensorflow:step = 7301, loss = 0.692819, precision = 0.859375 (8.526 sec) INFO:tensorflow:global_step/sec: 11.7223 INFO:tensorflow:step = 7401, loss = 0.631987, precision = 0.898438 (8.531 sec) Saved checkpoint after 19 epoch(s) to data/resnet20/checkpoints/00019... INFO:tensorflow:global_step/sec: 11.376 INFO:tensorflow:step = 7501, loss = 0.790159, precision = 0.835938 (8.791 sec) INFO:tensorflow:global_step/sec: 11.7262 INFO:tensorflow:step = 7601, loss = 0.623453, precision = 0.835938 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7331 INFO:tensorflow:step = 7701, loss = 0.767728, precision = 0.828125 (8.523 sec) INFO:tensorflow:global_step/sec: 11.7195 INFO:tensorflow:step = 7801, loss = 0.681587, precision = 0.851562 (8.533 sec) Saved checkpoint after 20 epoch(s) to data/resnet20/checkpoints/00020... INFO:tensorflow:global_step/sec: 11.2662 INFO:tensorflow:step = 7901, loss = 0.614336, precision = 0.875 (8.876 sec) INFO:tensorflow:global_step/sec: 11.7127 INFO:tensorflow:step = 8001, loss = 0.637372, precision = 0.859375 (8.538 sec) INFO:tensorflow:global_step/sec: 11.7139 INFO:tensorflow:step = 8101, loss = 0.665357, precision = 0.859375 (8.537 sec) INFO:tensorflow:global_step/sec: 11.7209 INFO:tensorflow:step = 8201, loss = 0.716565, precision = 0.804688 (8.532 sec) Saved checkpoint after 21 epoch(s) to data/resnet20/checkpoints/00021... INFO:tensorflow:global_step/sec: 11.3012 INFO:tensorflow:step = 8301, loss = 0.783658, precision = 0.859375 (8.849 sec) INFO:tensorflow:global_step/sec: 11.7278 INFO:tensorflow:step = 8401, loss = 0.726745, precision = 0.796875 (8.527 sec) INFO:tensorflow:global_step/sec: 11.7345 INFO:tensorflow:step = 8501, loss = 0.708003, precision = 0.84375 (8.522 sec) INFO:tensorflow:global_step/sec: 11.7405 INFO:tensorflow:step = 8601, loss = 0.63671, precision = 0.882812 (8.518 sec) Saved checkpoint after 22 epoch(s) to data/resnet20/checkpoints/00022... INFO:tensorflow:global_step/sec: 11.3339 INFO:tensorflow:step = 8701, loss = 0.668923, precision = 0.867188 (8.823 sec) INFO:tensorflow:global_step/sec: 11.7294 INFO:tensorflow:step = 8801, loss = 0.745158, precision = 0.84375 (8.526 sec) INFO:tensorflow:global_step/sec: 11.7374 INFO:tensorflow:step = 8901, loss = 0.695335, precision = 0.84375 (8.520 sec) Saved checkpoint after 23 epoch(s) to data/resnet20/checkpoints/00023... INFO:tensorflow:global_step/sec: 11.3456 INFO:tensorflow:step = 9001, loss = 0.756385, precision = 0.8125 (8.814 sec) INFO:tensorflow:global_step/sec: 11.7258 INFO:tensorflow:step = 9101, loss = 0.595737, precision = 0.875 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7617 INFO:tensorflow:step = 9201, loss = 0.757607, precision = 0.820312 (8.502 sec) INFO:tensorflow:global_step/sec: 11.7352 INFO:tensorflow:step = 9301, loss = 0.716109, precision = 0.820312 (8.521 sec) Saved checkpoint after 24 epoch(s) to data/resnet20/checkpoints/00024... INFO:tensorflow:global_step/sec: 11.3429 INFO:tensorflow:step = 9401, loss = 0.695088, precision = 0.84375 (8.816 sec) INFO:tensorflow:global_step/sec: 11.7294 INFO:tensorflow:step = 9501, loss = 0.612953, precision = 0.867188 (8.525 sec) INFO:tensorflow:global_step/sec: 11.7172 INFO:tensorflow:step = 9601, loss = 0.662777, precision = 0.859375 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7067 INFO:tensorflow:step = 9701, loss = 0.708215, precision = 0.8125 (8.542 sec) Saved checkpoint after 25 epoch(s) to data/resnet20/checkpoints/00025... INFO:tensorflow:global_step/sec: 11.3387 INFO:tensorflow:step = 9801, loss = 0.631295, precision = 0.890625 (8.819 sec) INFO:tensorflow:global_step/sec: 11.7504 INFO:tensorflow:step = 9901, loss = 0.697828, precision = 0.851562 (8.510 sec) INFO:tensorflow:global_step/sec: 11.7196 INFO:tensorflow:step = 10001, loss = 0.703215, precision = 0.875 (8.533 sec) INFO:tensorflow:global_step/sec: 11.7285 INFO:tensorflow:step = 10101, loss = 0.625616, precision = 0.898438 (8.526 sec) Saved checkpoint after 26 epoch(s) to data/resnet20/checkpoints/00026... INFO:tensorflow:global_step/sec: 11.3426 INFO:tensorflow:step = 10201, loss = 0.708378, precision = 0.84375 (8.817 sec) INFO:tensorflow:global_step/sec: 11.7498 INFO:tensorflow:step = 10301, loss = 0.6045, precision = 0.898438 (8.511 sec) INFO:tensorflow:global_step/sec: 11.7582 INFO:tensorflow:step = 10401, loss = 0.601678, precision = 0.90625 (8.505 sec) INFO:tensorflow:global_step/sec: 11.7256 INFO:tensorflow:step = 10501, loss = 0.636338, precision = 0.84375 (8.528 sec) Saved checkpoint after 27 epoch(s) to data/resnet20/checkpoints/00027... INFO:tensorflow:global_step/sec: 11.3385 INFO:tensorflow:step = 10601, loss = 0.64685, precision = 0.867188 (8.820 sec) INFO:tensorflow:global_step/sec: 11.764 INFO:tensorflow:step = 10701, loss = 0.614454, precision = 0.882812 (8.500 sec) INFO:tensorflow:global_step/sec: 11.7442 INFO:tensorflow:step = 10801, loss = 0.67378, precision = 0.84375 (8.515 sec) INFO:tensorflow:global_step/sec: 11.7415 INFO:tensorflow:step = 10901, loss = 0.646939, precision = 0.882812 (8.517 sec) Saved checkpoint after 28 epoch(s) to data/resnet20/checkpoints/00028... INFO:tensorflow:global_step/sec: 11.3667 INFO:tensorflow:step = 11001, loss = 0.852764, precision = 0.765625 (8.798 sec) INFO:tensorflow:global_step/sec: 11.7354 INFO:tensorflow:step = 11101, loss = 0.74999, precision = 0.851562 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7479 INFO:tensorflow:step = 11201, loss = 0.612951, precision = 0.882812 (8.512 sec) INFO:tensorflow:global_step/sec: 11.7335 INFO:tensorflow:step = 11301, loss = 0.669274, precision = 0.851562 (8.523 sec) Saved checkpoint after 29 epoch(s) to data/resnet20/checkpoints/00029... INFO:tensorflow:global_step/sec: 11.3741 INFO:tensorflow:step = 11401, loss = 0.594972, precision = 0.875 (8.792 sec) INFO:tensorflow:global_step/sec: 11.7519 INFO:tensorflow:step = 11501, loss = 0.737729, precision = 0.851562 (8.509 sec) INFO:tensorflow:global_step/sec: 11.7334 INFO:tensorflow:step = 11601, loss = 0.728466, precision = 0.828125 (8.523 sec) INFO:tensorflow:global_step/sec: 11.7588 INFO:tensorflow:step = 11701, loss = 0.790069, precision = 0.835938 (8.504 sec) Saved checkpoint after 30 epoch(s) to data/resnet20/checkpoints/00030... INFO:tensorflow:global_step/sec: 11.3815 INFO:tensorflow:step = 11801, loss = 0.868352, precision = 0.8125 (8.786 sec) INFO:tensorflow:global_step/sec: 11.7539 INFO:tensorflow:step = 11901, loss = 0.722305, precision = 0.851562 (8.508 sec) INFO:tensorflow:global_step/sec: 11.722 INFO:tensorflow:step = 12001, loss = 0.678611, precision = 0.835938 (8.531 sec) INFO:tensorflow:global_step/sec: 11.7316 INFO:tensorflow:step = 12101, loss = 0.644927, precision = 0.859375 (8.524 sec) Saved checkpoint after 31 epoch(s) to data/resnet20/checkpoints/00031... INFO:tensorflow:global_step/sec: 11.3735 INFO:tensorflow:step = 12201, loss = 0.631129, precision = 0.875 (8.792 sec) INFO:tensorflow:global_step/sec: 11.7347 INFO:tensorflow:step = 12301, loss = 0.666451, precision = 0.875 (8.522 sec) INFO:tensorflow:global_step/sec: 11.7066 INFO:tensorflow:step = 12401, loss = 0.782566, precision = 0.835938 (8.542 sec) INFO:tensorflow:global_step/sec: 11.7437 INFO:tensorflow:step = 12501, loss = 0.820418, precision = 0.8125 (8.515 sec) Saved checkpoint after 32 epoch(s) to data/resnet20/checkpoints/00032... INFO:tensorflow:global_step/sec: 11.37 INFO:tensorflow:step = 12601, loss = 0.750212, precision = 0.828125 (8.795 sec) INFO:tensorflow:global_step/sec: 11.7568 INFO:tensorflow:step = 12701, loss = 0.613324, precision = 0.867188 (8.506 sec) INFO:tensorflow:global_step/sec: 11.753 INFO:tensorflow:step = 12801, loss = 0.72308, precision = 0.851562 (8.509 sec) INFO:tensorflow:global_step/sec: 11.7256 INFO:tensorflow:step = 12901, loss = 0.936138, precision = 0.78125 (8.528 sec) Saved checkpoint after 33 epoch(s) to data/resnet20/checkpoints/00033... INFO:tensorflow:global_step/sec: 11.3818 INFO:tensorflow:step = 13001, loss = 0.601315, precision = 0.898438 (8.786 sec) INFO:tensorflow:global_step/sec: 11.7421 INFO:tensorflow:step = 13101, loss = 0.730527, precision = 0.859375 (8.516 sec) INFO:tensorflow:global_step/sec: 11.7642 INFO:tensorflow:step = 13201, loss = 0.841537, precision = 0.828125 (8.500 sec) Saved checkpoint after 34 epoch(s) to data/resnet20/checkpoints/00034... INFO:tensorflow:global_step/sec: 11.3865 INFO:tensorflow:step = 13301, loss = 0.659189, precision = 0.859375 (8.782 sec) INFO:tensorflow:global_step/sec: 11.7635 INFO:tensorflow:step = 13401, loss = 0.609686, precision = 0.875 (8.501 sec) INFO:tensorflow:global_step/sec: 11.7199 INFO:tensorflow:step = 13501, loss = 0.695796, precision = 0.835938 (8.532 sec) INFO:tensorflow:global_step/sec: 11.7198 INFO:tensorflow:step = 13601, loss = 0.592402, precision = 0.898438 (8.533 sec) Saved checkpoint after 35 epoch(s) to data/resnet20/checkpoints/00035... INFO:tensorflow:global_step/sec: 11.3406 INFO:tensorflow:step = 13701, loss = 0.650642, precision = 0.898438 (8.818 sec) INFO:tensorflow:global_step/sec: 11.7354 INFO:tensorflow:step = 13801, loss = 0.776742, precision = 0.820312 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7503 INFO:tensorflow:step = 13901, loss = 0.766548, precision = 0.8125 (8.510 sec) INFO:tensorflow:global_step/sec: 11.7037 INFO:tensorflow:step = 14001, loss = 0.61887, precision = 0.84375 (8.544 sec) Saved checkpoint after 36 epoch(s) to data/resnet20/checkpoints/00036... INFO:tensorflow:global_step/sec: 11.3692 INFO:tensorflow:step = 14101, loss = 0.742694, precision = 0.859375 (8.796 sec) INFO:tensorflow:global_step/sec: 11.7174 INFO:tensorflow:step = 14201, loss = 0.583732, precision = 0.851562 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7233 INFO:tensorflow:step = 14301, loss = 0.666401, precision = 0.867188 (8.530 sec) INFO:tensorflow:global_step/sec: 11.7408 INFO:tensorflow:step = 14401, loss = 0.599256, precision = 0.882812 (8.517 sec) Saved checkpoint after 37 epoch(s) to data/resnet20/checkpoints/00037... INFO:tensorflow:global_step/sec: 11.3387 INFO:tensorflow:step = 14501, loss = 0.649326, precision = 0.875 (8.819 sec) INFO:tensorflow:global_step/sec: 11.7081 INFO:tensorflow:step = 14601, loss = 0.846672, precision = 0.789062 (8.541 sec) INFO:tensorflow:global_step/sec: 11.722 INFO:tensorflow:step = 14701, loss = 0.74026, precision = 0.84375 (8.531 sec) INFO:tensorflow:global_step/sec: 11.7494 INFO:tensorflow:step = 14801, loss = 0.557708, precision = 0.898438 (8.511 sec) Saved checkpoint after 38 epoch(s) to data/resnet20/checkpoints/00038... INFO:tensorflow:global_step/sec: 11.3501 INFO:tensorflow:step = 14901, loss = 0.658411, precision = 0.875 (8.811 sec) INFO:tensorflow:global_step/sec: 11.7095 INFO:tensorflow:step = 15001, loss = 0.740123, precision = 0.820312 (8.540 sec) INFO:tensorflow:global_step/sec: 11.7447 INFO:tensorflow:step = 15101, loss = 0.806236, precision = 0.828125 (8.514 sec) INFO:tensorflow:global_step/sec: 11.7539 INFO:tensorflow:step = 15201, loss = 0.722408, precision = 0.875 (8.508 sec) Saved checkpoint after 39 epoch(s) to data/resnet20/checkpoints/00039... INFO:tensorflow:global_step/sec: 11.4306 INFO:tensorflow:step = 15301, loss = 0.752467, precision = 0.851562 (8.749 sec) INFO:tensorflow:global_step/sec: 11.7679 INFO:tensorflow:step = 15401, loss = 0.748417, precision = 0.828125 (8.498 sec) INFO:tensorflow:global_step/sec: 11.81 INFO:tensorflow:step = 15501, loss = 0.783364, precision = 0.835938 (8.467 sec) INFO:tensorflow:global_step/sec: 11.773 INFO:tensorflow:step = 15601, loss = 0.59894, precision = 0.898438 (8.494 sec) Saved checkpoint after 40 epoch(s) to data/resnet20/checkpoints/00040... INFO:tensorflow:global_step/sec: 11.3921 INFO:tensorflow:step = 15701, loss = 0.603407, precision = 0.859375 (8.778 sec) INFO:tensorflow:global_step/sec: 11.781 INFO:tensorflow:step = 15801, loss = 0.697215, precision = 0.828125 (8.488 sec) INFO:tensorflow:global_step/sec: 11.8009 INFO:tensorflow:step = 15901, loss = 0.719477, precision = 0.859375 (8.474 sec) INFO:tensorflow:global_step/sec: 11.7825 INFO:tensorflow:step = 16001, loss = 0.749194, precision = 0.84375 (8.487 sec) Saved checkpoint after 41 epoch(s) to data/resnet20/checkpoints/00041... INFO:tensorflow:global_step/sec: 11.4178 INFO:tensorflow:step = 16101, loss = 0.799902, precision = 0.84375 (8.758 sec) INFO:tensorflow:global_step/sec: 11.7797 INFO:tensorflow:step = 16201, loss = 0.669, precision = 0.84375 (8.489 sec) INFO:tensorflow:global_step/sec: 11.7983 INFO:tensorflow:step = 16301, loss = 0.764165, precision = 0.828125 (8.476 sec) INFO:tensorflow:global_step/sec: 11.7716 INFO:tensorflow:step = 16401, loss = 0.694825, precision = 0.820312 (8.495 sec) Saved checkpoint after 42 epoch(s) to data/resnet20/checkpoints/00042... INFO:tensorflow:global_step/sec: 11.4321 INFO:tensorflow:step = 16501, loss = 0.713898, precision = 0.867188 (8.747 sec) INFO:tensorflow:global_step/sec: 11.8047 INFO:tensorflow:step = 16601, loss = 0.679987, precision = 0.828125 (8.471 sec) INFO:tensorflow:global_step/sec: 11.7569 INFO:tensorflow:step = 16701, loss = 0.658346, precision = 0.851562 (8.506 sec) INFO:tensorflow:global_step/sec: 11.763 INFO:tensorflow:step = 16801, loss = 0.654045, precision = 0.898438 (8.501 sec) Saved checkpoint after 43 epoch(s) to data/resnet20/checkpoints/00043... INFO:tensorflow:global_step/sec: 11.4371 INFO:tensorflow:step = 16901, loss = 0.734812, precision = 0.8125 (8.744 sec) INFO:tensorflow:global_step/sec: 11.8034 INFO:tensorflow:step = 17001, loss = 0.594816, precision = 0.914062 (8.472 sec) INFO:tensorflow:global_step/sec: 11.7896 INFO:tensorflow:step = 17101, loss = 0.736645, precision = 0.859375 (8.482 sec) INFO:tensorflow:global_step/sec: 11.7535 INFO:tensorflow:step = 17201, loss = 0.498745, precision = 0.9375 (8.508 sec) Saved checkpoint after 44 epoch(s) to data/resnet20/checkpoints/00044... INFO:tensorflow:global_step/sec: 11.363 INFO:tensorflow:step = 17301, loss = 0.761695, precision = 0.84375 (8.801 sec) INFO:tensorflow:global_step/sec: 11.8111 INFO:tensorflow:step = 17401, loss = 0.72327, precision = 0.851562 (8.466 sec) INFO:tensorflow:global_step/sec: 11.7855 INFO:tensorflow:step = 17501, loss = 0.733098, precision = 0.835938 (8.485 sec) Saved checkpoint after 45 epoch(s) to data/resnet20/checkpoints/00045... INFO:tensorflow:global_step/sec: 11.4325 INFO:tensorflow:step = 17601, loss = 0.615371, precision = 0.882812 (8.747 sec) INFO:tensorflow:global_step/sec: 11.797 INFO:tensorflow:step = 17701, loss = 0.510974, precision = 0.90625 (8.477 sec) INFO:tensorflow:global_step/sec: 11.8017 INFO:tensorflow:step = 17801, loss = 0.8302, precision = 0.835938 (8.473 sec) INFO:tensorflow:global_step/sec: 11.7932 INFO:tensorflow:step = 17901, loss = 0.818529, precision = 0.8125 (8.479 sec) Saved checkpoint after 46 epoch(s) to data/resnet20/checkpoints/00046... INFO:tensorflow:global_step/sec: 11.3714 INFO:tensorflow:step = 18001, loss = 0.646355, precision = 0.882812 (8.794 sec) INFO:tensorflow:global_step/sec: 11.741 INFO:tensorflow:step = 18101, loss = 0.663365, precision = 0.867188 (8.517 sec) INFO:tensorflow:global_step/sec: 11.7822 INFO:tensorflow:step = 18201, loss = 0.779272, precision = 0.828125 (8.487 sec) INFO:tensorflow:global_step/sec: 11.7503 INFO:tensorflow:step = 18301, loss = 0.806716, precision = 0.765625 (8.510 sec) Saved checkpoint after 47 epoch(s) to data/resnet20/checkpoints/00047... INFO:tensorflow:global_step/sec: 11.3876 INFO:tensorflow:step = 18401, loss = 0.682621, precision = 0.859375 (8.782 sec) INFO:tensorflow:global_step/sec: 11.7417 INFO:tensorflow:step = 18501, loss = 0.70905, precision = 0.867188 (8.517 sec) INFO:tensorflow:global_step/sec: 11.7362 INFO:tensorflow:step = 18601, loss = 0.56185, precision = 0.890625 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7696 INFO:tensorflow:step = 18701, loss = 0.686936, precision = 0.851562 (8.496 sec) Saved checkpoint after 48 epoch(s) to data/resnet20/checkpoints/00048... INFO:tensorflow:global_step/sec: 11.3529 INFO:tensorflow:step = 18801, loss = 0.622421, precision = 0.882812 (8.809 sec) INFO:tensorflow:global_step/sec: 11.7496 INFO:tensorflow:step = 18901, loss = 0.721585, precision = 0.84375 (8.511 sec) INFO:tensorflow:global_step/sec: 11.759 INFO:tensorflow:step = 19001, loss = 0.911403, precision = 0.796875 (8.504 sec) INFO:tensorflow:global_step/sec: 11.7474 INFO:tensorflow:step = 19101, loss = 0.54249, precision = 0.882812 (8.513 sec) Saved checkpoint after 49 epoch(s) to data/resnet20/checkpoints/00049... INFO:tensorflow:global_step/sec: 11.3667 INFO:tensorflow:step = 19201, loss = 0.656957, precision = 0.859375 (8.798 sec) INFO:tensorflow:global_step/sec: 11.7324 INFO:tensorflow:step = 19301, loss = 0.663862, precision = 0.851562 (8.523 sec) INFO:tensorflow:global_step/sec: 11.7627 INFO:tensorflow:step = 19401, loss = 0.630376, precision = 0.898438 (8.501 sec) INFO:tensorflow:global_step/sec: 11.7358 INFO:tensorflow:step = 19501, loss = 0.817732, precision = 0.789062 (8.521 sec) Saved checkpoint after 50 epoch(s) to data/resnet20/checkpoints/00050... INFO:tensorflow:global_step/sec: 11.3841 INFO:tensorflow:step = 19601, loss = 0.643818, precision = 0.875 (8.784 sec) INFO:tensorflow:global_step/sec: 11.7085 INFO:tensorflow:step = 19701, loss = 0.651223, precision = 0.875 (8.541 sec) INFO:tensorflow:global_step/sec: 11.7492 INFO:tensorflow:step = 19801, loss = 0.813597, precision = 0.835938 (8.511 sec) INFO:tensorflow:global_step/sec: 11.7797 INFO:tensorflow:step = 19901, loss = 0.954683, precision = 0.75 (8.489 sec) Saved checkpoint after 51 epoch(s) to data/resnet20/checkpoints/00051... INFO:tensorflow:global_step/sec: 11.3709 INFO:tensorflow:step = 20001, loss = 0.672424, precision = 0.875 (8.794 sec) INFO:tensorflow:global_step/sec: 11.7473 INFO:tensorflow:step = 20101, loss = 0.705952, precision = 0.859375 (8.513 sec) INFO:tensorflow:global_step/sec: 11.7763 INFO:tensorflow:step = 20201, loss = 0.693874, precision = 0.867188 (8.492 sec) INFO:tensorflow:global_step/sec: 11.7388 INFO:tensorflow:step = 20301, loss = 0.61187, precision = 0.882812 (8.519 sec) Saved checkpoint after 52 epoch(s) to data/resnet20/checkpoints/00052... INFO:tensorflow:global_step/sec: 11.3751 INFO:tensorflow:step = 20401, loss = 0.708973, precision = 0.851562 (8.791 sec) INFO:tensorflow:global_step/sec: 11.7766 INFO:tensorflow:step = 20501, loss = 0.809586, precision = 0.8125 (8.491 sec) INFO:tensorflow:global_step/sec: 11.735 INFO:tensorflow:step = 20601, loss = 0.592288, precision = 0.90625 (8.522 sec) INFO:tensorflow:global_step/sec: 11.7344 INFO:tensorflow:step = 20701, loss = 0.636789, precision = 0.875 (8.522 sec) Saved checkpoint after 53 epoch(s) to data/resnet20/checkpoints/00053... INFO:tensorflow:global_step/sec: 11.3811 INFO:tensorflow:step = 20801, loss = 0.624729, precision = 0.851562 (8.787 sec) INFO:tensorflow:global_step/sec: 11.7518 INFO:tensorflow:step = 20901, loss = 0.745583, precision = 0.820312 (8.509 sec) INFO:tensorflow:global_step/sec: 11.747 INFO:tensorflow:step = 21001, loss = 0.630527, precision = 0.875 (8.513 sec) INFO:tensorflow:global_step/sec: 11.7444 INFO:tensorflow:step = 21101, loss = 0.613153, precision = 0.882812 (8.515 sec) Saved checkpoint after 54 epoch(s) to data/resnet20/checkpoints/00054... INFO:tensorflow:global_step/sec: 11.3826 INFO:tensorflow:step = 21201, loss = 0.736509, precision = 0.8125 (8.785 sec) INFO:tensorflow:global_step/sec: 11.7543 INFO:tensorflow:step = 21301, loss = 0.641803, precision = 0.859375 (8.507 sec) INFO:tensorflow:global_step/sec: 11.773 INFO:tensorflow:step = 21401, loss = 0.690811, precision = 0.828125 (8.494 sec) INFO:tensorflow:global_step/sec: 11.7471 INFO:tensorflow:step = 21501, loss = 0.60983, precision = 0.867188 (8.513 sec) Saved checkpoint after 55 epoch(s) to data/resnet20/checkpoints/00055... INFO:tensorflow:global_step/sec: 11.3921 INFO:tensorflow:step = 21601, loss = 0.650531, precision = 0.882812 (8.778 sec) INFO:tensorflow:global_step/sec: 11.7491 INFO:tensorflow:step = 21701, loss = 0.652628, precision = 0.851562 (8.511 sec) INFO:tensorflow:global_step/sec: 11.7663 INFO:tensorflow:step = 21801, loss = 0.651307, precision = 0.851562 (8.499 sec) Saved checkpoint after 56 epoch(s) to data/resnet20/checkpoints/00056... INFO:tensorflow:global_step/sec: 11.3687 INFO:tensorflow:step = 21901, loss = 0.718917, precision = 0.84375 (8.796 sec) INFO:tensorflow:global_step/sec: 11.7567 INFO:tensorflow:step = 22001, loss = 0.644002, precision = 0.84375 (8.506 sec) INFO:tensorflow:global_step/sec: 11.741 INFO:tensorflow:step = 22101, loss = 0.842601, precision = 0.8125 (8.517 sec) INFO:tensorflow:global_step/sec: 11.7691 INFO:tensorflow:step = 22201, loss = 0.692468, precision = 0.851562 (8.497 sec) Saved checkpoint after 57 epoch(s) to data/resnet20/checkpoints/00057... INFO:tensorflow:global_step/sec: 11.3917 INFO:tensorflow:step = 22301, loss = 0.64956, precision = 0.84375 (8.778 sec) INFO:tensorflow:global_step/sec: 11.7677 INFO:tensorflow:step = 22401, loss = 0.653789, precision = 0.890625 (8.498 sec) INFO:tensorflow:global_step/sec: 11.7246 INFO:tensorflow:step = 22501, loss = 0.664125, precision = 0.820312 (8.529 sec) INFO:tensorflow:global_step/sec: 11.721 INFO:tensorflow:step = 22601, loss = 0.7519, precision = 0.8125 (8.532 sec) Saved checkpoint after 58 epoch(s) to data/resnet20/checkpoints/00058... INFO:tensorflow:global_step/sec: 11.2907 INFO:tensorflow:step = 22701, loss = 0.534679, precision = 0.914062 (8.857 sec) INFO:tensorflow:global_step/sec: 11.7474 INFO:tensorflow:step = 22801, loss = 0.675578, precision = 0.84375 (8.512 sec) INFO:tensorflow:global_step/sec: 11.7418 INFO:tensorflow:step = 22901, loss = 0.613244, precision = 0.867188 (8.517 sec) INFO:tensorflow:global_step/sec: 11.7212 INFO:tensorflow:step = 23001, loss = 0.672935, precision = 0.859375 (8.532 sec) Saved checkpoint after 59 epoch(s) to data/resnet20/checkpoints/00059... INFO:tensorflow:global_step/sec: 11.3655 INFO:tensorflow:step = 23101, loss = 0.72545, precision = 0.84375 (8.799 sec) INFO:tensorflow:global_step/sec: 11.7339 INFO:tensorflow:step = 23201, loss = 0.838076, precision = 0.804688 (8.522 sec) INFO:tensorflow:global_step/sec: 11.718 INFO:tensorflow:step = 23301, loss = 0.653233, precision = 0.90625 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7065 INFO:tensorflow:step = 23401, loss = 0.642315, precision = 0.875 (8.542 sec) Saved checkpoint after 60 epoch(s) to data/resnet20/checkpoints/00060... INFO:tensorflow:global_step/sec: 11.3817 INFO:tensorflow:step = 23501, loss = 0.669002, precision = 0.875 (8.786 sec) INFO:tensorflow:global_step/sec: 11.724 INFO:tensorflow:step = 23601, loss = 0.889696, precision = 0.804688 (8.529 sec) INFO:tensorflow:global_step/sec: 11.7504 INFO:tensorflow:step = 23701, loss = 0.711124, precision = 0.84375 (8.510 sec) INFO:tensorflow:global_step/sec: 11.7194 INFO:tensorflow:step = 23801, loss = 0.642775, precision = 0.875 (8.533 sec) Saved checkpoint after 61 epoch(s) to data/resnet20/checkpoints/00061... INFO:tensorflow:global_step/sec: 11.3617 INFO:tensorflow:step = 23901, loss = 0.631487, precision = 0.875 (8.802 sec) INFO:tensorflow:global_step/sec: 11.7703 INFO:tensorflow:step = 24001, loss = 0.580223, precision = 0.867188 (8.496 sec) INFO:tensorflow:global_step/sec: 11.768 INFO:tensorflow:step = 24101, loss = 0.693966, precision = 0.859375 (8.498 sec) INFO:tensorflow:global_step/sec: 11.7671 INFO:tensorflow:step = 24201, loss = 0.623286, precision = 0.882812 (8.498 sec) Saved checkpoint after 62 epoch(s) to data/resnet20/checkpoints/00062... INFO:tensorflow:global_step/sec: 11.3949 INFO:tensorflow:step = 24301, loss = 0.625237, precision = 0.890625 (8.776 sec) INFO:tensorflow:global_step/sec: 11.7648 INFO:tensorflow:step = 24401, loss = 0.50348, precision = 0.898438 (8.500 sec) INFO:tensorflow:global_step/sec: 11.7557 INFO:tensorflow:step = 24501, loss = 0.542066, precision = 0.890625 (8.507 sec) INFO:tensorflow:global_step/sec: 11.7564 INFO:tensorflow:step = 24601, loss = 0.751176, precision = 0.820312 (8.506 sec) Saved checkpoint after 63 epoch(s) to data/resnet20/checkpoints/00063... INFO:tensorflow:global_step/sec: 11.3698 INFO:tensorflow:step = 24701, loss = 0.674776, precision = 0.867188 (8.795 sec) INFO:tensorflow:global_step/sec: 11.7494 INFO:tensorflow:step = 24801, loss = 0.587697, precision = 0.875 (8.511 sec) INFO:tensorflow:global_step/sec: 11.7579 INFO:tensorflow:step = 24901, loss = 0.497716, precision = 0.929688 (8.505 sec) INFO:tensorflow:global_step/sec: 11.7407 INFO:tensorflow:step = 25001, loss = 0.806323, precision = 0.820312 (8.517 sec) Saved checkpoint after 64 epoch(s) to data/resnet20/checkpoints/00064... INFO:tensorflow:global_step/sec: 11.3617 INFO:tensorflow:step = 25101, loss = 0.581504, precision = 0.898438 (8.802 sec) INFO:tensorflow:global_step/sec: 11.7358 INFO:tensorflow:step = 25201, loss = 0.615544, precision = 0.898438 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7299 INFO:tensorflow:step = 25301, loss = 0.541206, precision = 0.890625 (8.525 sec) INFO:tensorflow:global_step/sec: 11.7487 INFO:tensorflow:step = 25401, loss = 0.663572, precision = 0.859375 (8.512 sec) Saved checkpoint after 65 epoch(s) to data/resnet20/checkpoints/00065... INFO:tensorflow:global_step/sec: 11.4102 INFO:tensorflow:step = 25501, loss = 0.692837, precision = 0.828125 (8.764 sec) INFO:tensorflow:global_step/sec: 11.7411 INFO:tensorflow:step = 25601, loss = 0.634725, precision = 0.90625 (8.517 sec) INFO:tensorflow:global_step/sec: 11.7416 INFO:tensorflow:step = 25701, loss = 0.650736, precision = 0.859375 (8.517 sec) INFO:tensorflow:global_step/sec: 11.7565 INFO:tensorflow:step = 25801, loss = 0.718005, precision = 0.859375 (8.506 sec) Saved checkpoint after 66 epoch(s) to data/resnet20/checkpoints/00066... INFO:tensorflow:global_step/sec: 11.363 INFO:tensorflow:step = 25901, loss = 0.684085, precision = 0.875 (8.801 sec) INFO:tensorflow:global_step/sec: 11.7011 INFO:tensorflow:step = 26001, loss = 0.652581, precision = 0.890625 (8.546 sec) INFO:tensorflow:global_step/sec: 11.7182 INFO:tensorflow:step = 26101, loss = 0.632729, precision = 0.875 (8.534 sec) Saved checkpoint after 67 epoch(s) to data/resnet20/checkpoints/00067... INFO:tensorflow:global_step/sec: 11.3755 INFO:tensorflow:step = 26201, loss = 0.671332, precision = 0.867188 (8.791 sec) INFO:tensorflow:global_step/sec: 11.725 INFO:tensorflow:step = 26301, loss = 0.678349, precision = 0.859375 (8.529 sec) INFO:tensorflow:global_step/sec: 11.7294 INFO:tensorflow:step = 26401, loss = 0.593178, precision = 0.898438 (8.526 sec) INFO:tensorflow:global_step/sec: 11.7461 INFO:tensorflow:step = 26501, loss = 0.714126, precision = 0.851562 (8.513 sec) Saved checkpoint after 68 epoch(s) to data/resnet20/checkpoints/00068... INFO:tensorflow:global_step/sec: 11.3588 INFO:tensorflow:step = 26601, loss = 0.593408, precision = 0.890625 (8.804 sec) INFO:tensorflow:global_step/sec: 11.7226 INFO:tensorflow:step = 26701, loss = 0.616006, precision = 0.875 (8.530 sec) INFO:tensorflow:global_step/sec: 11.7597 INFO:tensorflow:step = 26801, loss = 0.665084, precision = 0.859375 (8.504 sec) INFO:tensorflow:global_step/sec: 11.7562 INFO:tensorflow:step = 26901, loss = 0.747736, precision = 0.820312 (8.506 sec) Saved checkpoint after 69 epoch(s) to data/resnet20/checkpoints/00069... INFO:tensorflow:global_step/sec: 11.3886 INFO:tensorflow:step = 27001, loss = 0.655399, precision = 0.875 (8.781 sec) INFO:tensorflow:global_step/sec: 11.7417 INFO:tensorflow:step = 27101, loss = 0.720524, precision = 0.796875 (8.517 sec) INFO:tensorflow:global_step/sec: 11.7256 INFO:tensorflow:step = 27201, loss = 0.585069, precision = 0.875 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7576 INFO:tensorflow:step = 27301, loss = 0.708719, precision = 0.835938 (8.505 sec) Saved checkpoint after 70 epoch(s) to data/resnet20/checkpoints/00070... INFO:tensorflow:global_step/sec: 11.3712 INFO:tensorflow:step = 27401, loss = 0.673218, precision = 0.859375 (8.794 sec) INFO:tensorflow:global_step/sec: 11.733 INFO:tensorflow:step = 27501, loss = 0.617135, precision = 0.890625 (8.523 sec) INFO:tensorflow:global_step/sec: 11.7165 INFO:tensorflow:step = 27601, loss = 0.640994, precision = 0.867188 (8.535 sec) INFO:tensorflow:global_step/sec: 11.7218 INFO:tensorflow:step = 27701, loss = 0.745403, precision = 0.835938 (8.531 sec) Saved checkpoint after 71 epoch(s) to data/resnet20/checkpoints/00071... INFO:tensorflow:global_step/sec: 11.4148 INFO:tensorflow:step = 27801, loss = 0.718813, precision = 0.859375 (8.761 sec) INFO:tensorflow:global_step/sec: 11.7056 INFO:tensorflow:step = 27901, loss = 0.732367, precision = 0.851562 (8.543 sec) INFO:tensorflow:global_step/sec: 11.6965 INFO:tensorflow:step = 28001, loss = 0.626121, precision = 0.898438 (8.550 sec) INFO:tensorflow:global_step/sec: 11.7191 INFO:tensorflow:step = 28101, loss = 0.564342, precision = 0.882812 (8.533 sec) Saved checkpoint after 72 epoch(s) to data/resnet20/checkpoints/00072... INFO:tensorflow:global_step/sec: 11.3871 INFO:tensorflow:step = 28201, loss = 0.644737, precision = 0.914062 (8.782 sec) INFO:tensorflow:global_step/sec: 11.73 INFO:tensorflow:step = 28301, loss = 0.629661, precision = 0.898438 (8.525 sec) INFO:tensorflow:global_step/sec: 11.7419 INFO:tensorflow:step = 28401, loss = 0.573489, precision = 0.882812 (8.517 sec) INFO:tensorflow:global_step/sec: 11.7198 INFO:tensorflow:step = 28501, loss = 0.681408, precision = 0.859375 (8.533 sec) Saved checkpoint after 73 epoch(s) to data/resnet20/checkpoints/00073... INFO:tensorflow:global_step/sec: 11.3813 INFO:tensorflow:step = 28601, loss = 0.723006, precision = 0.820312 (8.786 sec) INFO:tensorflow:global_step/sec: 11.7266 INFO:tensorflow:step = 28701, loss = 0.572249, precision = 0.882812 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7123 INFO:tensorflow:step = 28801, loss = 0.700794, precision = 0.875 (8.538 sec) INFO:tensorflow:global_step/sec: 11.7502 INFO:tensorflow:step = 28901, loss = 0.573588, precision = 0.890625 (8.511 sec) Saved checkpoint after 74 epoch(s) to data/resnet20/checkpoints/00074... INFO:tensorflow:global_step/sec: 11.3844 INFO:tensorflow:step = 29001, loss = 0.678141, precision = 0.851562 (8.784 sec) INFO:tensorflow:global_step/sec: 11.7085 INFO:tensorflow:step = 29101, loss = 0.61079, precision = 0.890625 (8.541 sec) INFO:tensorflow:global_step/sec: 11.7263 INFO:tensorflow:step = 29201, loss = 0.656154, precision = 0.84375 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7112 INFO:tensorflow:step = 29301, loss = 0.541608, precision = 0.914062 (8.539 sec) Saved checkpoint after 75 epoch(s) to data/resnet20/checkpoints/00075... INFO:tensorflow:global_step/sec: 11.3517 INFO:tensorflow:step = 29401, loss = 0.703256, precision = 0.851562 (8.809 sec) INFO:tensorflow:global_step/sec: 11.695 INFO:tensorflow:step = 29501, loss = 0.667922, precision = 0.890625 (8.551 sec) INFO:tensorflow:global_step/sec: 11.7306 INFO:tensorflow:step = 29601, loss = 0.620663, precision = 0.867188 (8.525 sec) INFO:tensorflow:global_step/sec: 11.7368 INFO:tensorflow:step = 29701, loss = 0.633371, precision = 0.875 (8.520 sec) Saved checkpoint after 76 epoch(s) to data/resnet20/checkpoints/00076... INFO:tensorflow:global_step/sec: 11.3611 INFO:tensorflow:step = 29801, loss = 0.711831, precision = 0.84375 (8.802 sec) INFO:tensorflow:global_step/sec: 11.7239 INFO:tensorflow:step = 29901, loss = 0.664434, precision = 0.867188 (8.530 sec) INFO:tensorflow:global_step/sec: 11.7075 INFO:tensorflow:step = 30001, loss = 0.644476, precision = 0.859375 (8.542 sec) INFO:tensorflow:global_step/sec: 11.7144 INFO:tensorflow:step = 30101, loss = 0.657201, precision = 0.859375 (8.537 sec) Saved checkpoint after 77 epoch(s) to data/resnet20/checkpoints/00077... INFO:tensorflow:global_step/sec: 11.3143 INFO:tensorflow:step = 30201, loss = 0.636536, precision = 0.875 (8.838 sec) INFO:tensorflow:global_step/sec: 11.7454 INFO:tensorflow:step = 30301, loss = 0.646299, precision = 0.875 (8.514 sec) INFO:tensorflow:global_step/sec: 11.7249 INFO:tensorflow:step = 30401, loss = 0.617016, precision = 0.867188 (8.529 sec) Saved checkpoint after 78 epoch(s) to data/resnet20/checkpoints/00078... INFO:tensorflow:global_step/sec: 11.3667 INFO:tensorflow:step = 30501, loss = 0.604687, precision = 0.859375 (8.798 sec) INFO:tensorflow:global_step/sec: 11.7191 INFO:tensorflow:step = 30601, loss = 0.702591, precision = 0.859375 (8.533 sec) INFO:tensorflow:global_step/sec: 11.7613 INFO:tensorflow:step = 30701, loss = 0.684973, precision = 0.835938 (8.502 sec) INFO:tensorflow:global_step/sec: 11.7721 INFO:tensorflow:step = 30801, loss = 0.537486, precision = 0.921875 (8.495 sec) Saved checkpoint after 79 epoch(s) to data/resnet20/checkpoints/00079... INFO:tensorflow:global_step/sec: 11.4309 INFO:tensorflow:step = 30901, loss = 0.665746, precision = 0.851562 (8.748 sec) INFO:tensorflow:global_step/sec: 11.8262 INFO:tensorflow:step = 31001, loss = 0.644188, precision = 0.859375 (8.456 sec) INFO:tensorflow:global_step/sec: 11.8148 INFO:tensorflow:step = 31101, loss = 0.621896, precision = 0.882812 (8.464 sec) INFO:tensorflow:global_step/sec: 11.7905 INFO:tensorflow:step = 31201, loss = 0.710463, precision = 0.820312 (8.481 sec) Saved checkpoint after 80 epoch(s) to data/resnet20/checkpoints/00080... INFO:tensorflow:global_step/sec: 11.415 INFO:tensorflow:step = 31301, loss = 0.61317, precision = 0.890625 (8.761 sec) INFO:tensorflow:global_step/sec: 11.8093 INFO:tensorflow:step = 31401, loss = 0.584789, precision = 0.882812 (8.468 sec) INFO:tensorflow:global_step/sec: 11.7945 INFO:tensorflow:step = 31501, loss = 0.612058, precision = 0.90625 (8.479 sec) INFO:tensorflow:global_step/sec: 11.7769 INFO:tensorflow:step = 31601, loss = 0.690184, precision = 0.867188 (8.491 sec) Saved checkpoint after 81 epoch(s) to data/resnet20/checkpoints/00081... INFO:tensorflow:global_step/sec: 11.4181 INFO:tensorflow:step = 31701, loss = 0.566949, precision = 0.890625 (8.758 sec) INFO:tensorflow:global_step/sec: 11.7652 INFO:tensorflow:step = 31801, loss = 0.652673, precision = 0.867188 (8.500 sec) INFO:tensorflow:global_step/sec: 11.7897 INFO:tensorflow:step = 31901, loss = 0.658082, precision = 0.859375 (8.482 sec) INFO:tensorflow:global_step/sec: 11.8076 INFO:tensorflow:step = 32001, loss = 0.623206, precision = 0.921875 (8.469 sec) Saved checkpoint after 82 epoch(s) to data/resnet20/checkpoints/00082... INFO:tensorflow:global_step/sec: 11.4206 INFO:tensorflow:step = 32101, loss = 0.718051, precision = 0.859375 (8.756 sec) INFO:tensorflow:global_step/sec: 11.7627 INFO:tensorflow:step = 32201, loss = 0.679342, precision = 0.859375 (8.501 sec) INFO:tensorflow:global_step/sec: 11.771 INFO:tensorflow:step = 32301, loss = 0.664909, precision = 0.890625 (8.495 sec) INFO:tensorflow:global_step/sec: 11.7498 INFO:tensorflow:step = 32401, loss = 0.500235, precision = 0.9375 (8.511 sec) Saved checkpoint after 83 epoch(s) to data/resnet20/checkpoints/00083... INFO:tensorflow:global_step/sec: 11.4003 INFO:tensorflow:step = 32501, loss = 0.628109, precision = 0.859375 (8.772 sec) INFO:tensorflow:global_step/sec: 11.7641 INFO:tensorflow:step = 32601, loss = 0.641592, precision = 0.898438 (8.500 sec) INFO:tensorflow:global_step/sec: 11.7771 INFO:tensorflow:step = 32701, loss = 0.645573, precision = 0.890625 (8.491 sec) INFO:tensorflow:global_step/sec: 11.7913 INFO:tensorflow:step = 32801, loss = 0.752238, precision = 0.828125 (8.481 sec) Saved checkpoint after 84 epoch(s) to data/resnet20/checkpoints/00084... INFO:tensorflow:global_step/sec: 11.3902 INFO:tensorflow:step = 32901, loss = 0.598605, precision = 0.851562 (8.780 sec) INFO:tensorflow:global_step/sec: 11.7715 INFO:tensorflow:step = 33001, loss = 0.600392, precision = 0.882812 (8.495 sec) INFO:tensorflow:global_step/sec: 11.7961 INFO:tensorflow:step = 33101, loss = 0.532559, precision = 0.914062 (8.477 sec) INFO:tensorflow:global_step/sec: 11.7613 INFO:tensorflow:step = 33201, loss = 0.514052, precision = 0.921875 (8.502 sec) Saved checkpoint after 85 epoch(s) to data/resnet20/checkpoints/00085... INFO:tensorflow:global_step/sec: 11.4473 INFO:tensorflow:step = 33301, loss = 0.757357, precision = 0.890625 (8.736 sec) INFO:tensorflow:global_step/sec: 11.7832 INFO:tensorflow:step = 33401, loss = 0.611102, precision = 0.90625 (8.487 sec) INFO:tensorflow:global_step/sec: 11.7611 INFO:tensorflow:step = 33501, loss = 0.584605, precision = 0.90625 (8.503 sec) INFO:tensorflow:global_step/sec: 11.7681 INFO:tensorflow:step = 33601, loss = 0.713821, precision = 0.835938 (8.498 sec) Saved checkpoint after 86 epoch(s) to data/resnet20/checkpoints/00086... INFO:tensorflow:global_step/sec: 11.4225 INFO:tensorflow:step = 33701, loss = 0.632823, precision = 0.890625 (8.755 sec) INFO:tensorflow:global_step/sec: 11.7783 INFO:tensorflow:step = 33801, loss = 0.614499, precision = 0.90625 (8.490 sec) INFO:tensorflow:global_step/sec: 11.8147 INFO:tensorflow:step = 33901, loss = 0.784932, precision = 0.820312 (8.464 sec) INFO:tensorflow:global_step/sec: 11.747 INFO:tensorflow:step = 34001, loss = 0.707596, precision = 0.859375 (8.513 sec) Saved checkpoint after 87 epoch(s) to data/resnet20/checkpoints/00087... INFO:tensorflow:global_step/sec: 11.4236 INFO:tensorflow:step = 34101, loss = 0.70584, precision = 0.828125 (8.754 sec) INFO:tensorflow:global_step/sec: 11.7718 INFO:tensorflow:step = 34201, loss = 0.803372, precision = 0.828125 (8.495 sec) INFO:tensorflow:global_step/sec: 11.7684 INFO:tensorflow:step = 34301, loss = 0.710663, precision = 0.875 (8.497 sec) INFO:tensorflow:global_step/sec: 11.7777 INFO:tensorflow:step = 34401, loss = 0.781232, precision = 0.84375 (8.491 sec) Saved checkpoint after 88 epoch(s) to data/resnet20/checkpoints/00088... INFO:tensorflow:global_step/sec: 11.4163 INFO:tensorflow:step = 34501, loss = 0.663166, precision = 0.867188 (8.760 sec) INFO:tensorflow:global_step/sec: 11.768 INFO:tensorflow:step = 34601, loss = 0.621432, precision = 0.867188 (8.497 sec) INFO:tensorflow:global_step/sec: 11.7717 INFO:tensorflow:step = 34701, loss = 0.618137, precision = 0.882812 (8.495 sec) Saved checkpoint after 89 epoch(s) to data/resnet20/checkpoints/00089... INFO:tensorflow:global_step/sec: 11.4183 INFO:tensorflow:step = 34801, loss = 0.501134, precision = 0.945312 (8.758 sec) INFO:tensorflow:global_step/sec: 11.7828 INFO:tensorflow:step = 34901, loss = 0.835004, precision = 0.828125 (8.487 sec) INFO:tensorflow:global_step/sec: 11.7676 INFO:tensorflow:step = 35001, loss = 0.573131, precision = 0.898438 (8.498 sec) INFO:tensorflow:global_step/sec: 11.7966 INFO:tensorflow:step = 35101, loss = 0.733829, precision = 0.828125 (8.477 sec) Saved checkpoint after 90 epoch(s) to data/resnet20/checkpoints/00090... INFO:tensorflow:global_step/sec: 11.3998 INFO:tensorflow:step = 35201, loss = 0.587008, precision = 0.875 (8.772 sec) INFO:tensorflow:global_step/sec: 11.7813 INFO:tensorflow:step = 35301, loss = 0.714862, precision = 0.859375 (8.488 sec) INFO:tensorflow:global_step/sec: 11.7754 INFO:tensorflow:step = 35401, loss = 0.686365, precision = 0.835938 (8.492 sec) INFO:tensorflow:global_step/sec: 11.7369 INFO:tensorflow:step = 35501, loss = 0.728621, precision = 0.859375 (8.520 sec) Saved checkpoint after 91 epoch(s) to data/resnet20/checkpoints/00091... INFO:tensorflow:global_step/sec: 11.3465 INFO:tensorflow:step = 35601, loss = 0.6946, precision = 0.867188 (8.813 sec) INFO:tensorflow:global_step/sec: 11.7303 INFO:tensorflow:step = 35701, loss = 0.583826, precision = 0.867188 (8.525 sec) INFO:tensorflow:global_step/sec: 11.739 INFO:tensorflow:step = 35801, loss = 0.565612, precision = 0.921875 (8.519 sec) INFO:tensorflow:global_step/sec: 11.7479 INFO:tensorflow:step = 35901, loss = 0.467111, precision = 0.9375 (8.512 sec) Saved checkpoint after 92 epoch(s) to data/resnet20/checkpoints/00092... INFO:tensorflow:global_step/sec: 11.3478 INFO:tensorflow:step = 36001, loss = 0.559272, precision = 0.90625 (8.813 sec) INFO:tensorflow:global_step/sec: 11.7232 INFO:tensorflow:step = 36101, loss = 0.410905, precision = 0.960938 (8.530 sec) INFO:tensorflow:global_step/sec: 11.7259 INFO:tensorflow:step = 36201, loss = 0.483528, precision = 0.929688 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7317 INFO:tensorflow:step = 36301, loss = 0.516215, precision = 0.921875 (8.524 sec) Saved checkpoint after 93 epoch(s) to data/resnet20/checkpoints/00093... INFO:tensorflow:global_step/sec: 11.3508 INFO:tensorflow:step = 36401, loss = 0.42175, precision = 0.960938 (8.810 sec) INFO:tensorflow:global_step/sec: 11.7035 INFO:tensorflow:step = 36501, loss = 0.449019, precision = 0.929688 (8.544 sec) INFO:tensorflow:global_step/sec: 11.7353 INFO:tensorflow:step = 36601, loss = 0.485014, precision = 0.929688 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7125 INFO:tensorflow:step = 36701, loss = 0.490125, precision = 0.914062 (8.538 sec) Saved checkpoint after 94 epoch(s) to data/resnet20/checkpoints/00094... INFO:tensorflow:global_step/sec: 11.3508 INFO:tensorflow:step = 36801, loss = 0.41527, precision = 0.9375 (8.810 sec) INFO:tensorflow:global_step/sec: 11.7232 INFO:tensorflow:step = 36901, loss = 0.487922, precision = 0.929688 (8.530 sec) INFO:tensorflow:global_step/sec: 11.7244 INFO:tensorflow:step = 37001, loss = 0.369052, precision = 0.953125 (8.529 sec) INFO:tensorflow:global_step/sec: 11.7205 INFO:tensorflow:step = 37101, loss = 0.431151, precision = 0.9375 (8.532 sec) Saved checkpoint after 95 epoch(s) to data/resnet20/checkpoints/00095... INFO:tensorflow:global_step/sec: 11.3596 INFO:tensorflow:step = 37201, loss = 0.446431, precision = 0.929688 (8.803 sec) INFO:tensorflow:global_step/sec: 11.7353 INFO:tensorflow:step = 37301, loss = 0.38334, precision = 0.960938 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7259 INFO:tensorflow:step = 37401, loss = 0.392837, precision = 0.953125 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7125 INFO:tensorflow:step = 37501, loss = 0.369679, precision = 0.953125 (8.538 sec) Saved checkpoint after 96 epoch(s) to data/resnet20/checkpoints/00096... INFO:tensorflow:global_step/sec: 11.3027 INFO:tensorflow:step = 37601, loss = 0.389414, precision = 0.945312 (8.847 sec) INFO:tensorflow:global_step/sec: 11.6996 INFO:tensorflow:step = 37701, loss = 0.359307, precision = 0.960938 (8.547 sec) INFO:tensorflow:global_step/sec: 11.7192 INFO:tensorflow:step = 37801, loss = 0.366819, precision = 0.953125 (8.533 sec) INFO:tensorflow:global_step/sec: 11.7227 INFO:tensorflow:step = 37901, loss = 0.336138, precision = 0.96875 (8.530 sec) Saved checkpoint after 97 epoch(s) to data/resnet20/checkpoints/00097... INFO:tensorflow:global_step/sec: 11.376 INFO:tensorflow:step = 38001, loss = 0.407235, precision = 0.953125 (8.791 sec) INFO:tensorflow:global_step/sec: 11.7422 INFO:tensorflow:step = 38101, loss = 0.429224, precision = 0.921875 (8.516 sec) INFO:tensorflow:global_step/sec: 11.7226 INFO:tensorflow:step = 38201, loss = 0.368784, precision = 0.953125 (8.531 sec) INFO:tensorflow:global_step/sec: 11.729 INFO:tensorflow:step = 38301, loss = 0.291788, precision = 0.976562 (8.526 sec) Saved checkpoint after 98 epoch(s) to data/resnet20/checkpoints/00098... INFO:tensorflow:global_step/sec: 11.3575 INFO:tensorflow:step = 38401, loss = 0.347599, precision = 0.953125 (8.805 sec) INFO:tensorflow:global_step/sec: 11.696 INFO:tensorflow:step = 38501, loss = 0.341276, precision = 0.953125 (8.550 sec) INFO:tensorflow:global_step/sec: 11.6926 INFO:tensorflow:step = 38601, loss = 0.394527, precision = 0.945312 (8.552 sec) INFO:tensorflow:global_step/sec: 11.725 INFO:tensorflow:step = 38701, loss = 0.334309, precision = 0.945312 (8.529 sec) Saved checkpoint after 99 epoch(s) to data/resnet20/checkpoints/00099... INFO:tensorflow:global_step/sec: 11.3443 INFO:tensorflow:step = 38801, loss = 0.397664, precision = 0.9375 (8.815 sec) INFO:tensorflow:global_step/sec: 11.7285 INFO:tensorflow:step = 38901, loss = 0.3538, precision = 0.929688 (8.526 sec) INFO:tensorflow:global_step/sec: 11.7464 INFO:tensorflow:step = 39001, loss = 0.472091, precision = 0.914062 (8.513 sec) Saved checkpoint after 100 epoch(s) to data/resnet20/checkpoints/00100... INFO:tensorflow:global_step/sec: 11.3532 INFO:tensorflow:step = 39101, loss = 0.359779, precision = 0.96875 (8.808 sec) INFO:tensorflow:global_step/sec: 11.6953 INFO:tensorflow:step = 39201, loss = 0.328236, precision = 0.96875 (8.550 sec) INFO:tensorflow:global_step/sec: 11.6827 INFO:tensorflow:step = 39301, loss = 0.387104, precision = 0.921875 (8.560 sec) INFO:tensorflow:global_step/sec: 11.7208 INFO:tensorflow:step = 39401, loss = 0.349211, precision = 0.945312 (8.532 sec) Saved checkpoint after 101 epoch(s) to data/resnet20/checkpoints/00101... INFO:tensorflow:global_step/sec: 11.353 INFO:tensorflow:step = 39501, loss = 0.290806, precision = 0.976562 (8.808 sec) INFO:tensorflow:global_step/sec: 11.7188 INFO:tensorflow:step = 39601, loss = 0.375319, precision = 0.929688 (8.533 sec) INFO:tensorflow:global_step/sec: 11.6957 INFO:tensorflow:step = 39701, loss = 0.436322, precision = 0.914062 (8.550 sec) INFO:tensorflow:global_step/sec: 11.7254 INFO:tensorflow:step = 39801, loss = 0.324318, precision = 0.976562 (8.529 sec) Saved checkpoint after 102 epoch(s) to data/resnet20/checkpoints/00102... INFO:tensorflow:global_step/sec: 11.316 INFO:tensorflow:step = 39901, loss = 0.311889, precision = 0.960938 (8.837 sec) INFO:tensorflow:global_step/sec: 11.7317 INFO:tensorflow:step = 40001, loss = 0.312399, precision = 0.960938 (8.524 sec) INFO:tensorflow:global_step/sec: 11.6891 INFO:tensorflow:step = 40101, loss = 0.374433, precision = 0.929688 (8.555 sec) INFO:tensorflow:global_step/sec: 11.7016 INFO:tensorflow:step = 40201, loss = 0.354826, precision = 0.96875 (8.546 sec) Saved checkpoint after 103 epoch(s) to data/resnet20/checkpoints/00103... INFO:tensorflow:global_step/sec: 11.3561 INFO:tensorflow:step = 40301, loss = 0.348335, precision = 0.929688 (8.806 sec) INFO:tensorflow:global_step/sec: 11.711 INFO:tensorflow:step = 40401, loss = 0.310208, precision = 0.960938 (8.539 sec) INFO:tensorflow:global_step/sec: 11.7233 INFO:tensorflow:step = 40501, loss = 0.384397, precision = 0.945312 (8.530 sec) INFO:tensorflow:global_step/sec: 11.706 INFO:tensorflow:step = 40601, loss = 0.301855, precision = 0.953125 (8.543 sec) Saved checkpoint after 104 epoch(s) to data/resnet20/checkpoints/00104... INFO:tensorflow:global_step/sec: 11.3734 INFO:tensorflow:step = 40701, loss = 0.316286, precision = 0.945312 (8.793 sec) INFO:tensorflow:global_step/sec: 11.6913 INFO:tensorflow:step = 40801, loss = 0.424704, precision = 0.90625 (8.553 sec) INFO:tensorflow:global_step/sec: 11.7212 INFO:tensorflow:step = 40901, loss = 0.280967, precision = 0.96875 (8.532 sec) INFO:tensorflow:global_step/sec: 11.7284 INFO:tensorflow:step = 41001, loss = 0.412834, precision = 0.90625 (8.526 sec) Saved checkpoint after 105 epoch(s) to data/resnet20/checkpoints/00105... INFO:tensorflow:global_step/sec: 11.3398 INFO:tensorflow:step = 41101, loss = 0.258783, precision = 0.984375 (8.819 sec) INFO:tensorflow:global_step/sec: 11.6999 INFO:tensorflow:step = 41201, loss = 0.296273, precision = 0.96875 (8.547 sec) INFO:tensorflow:global_step/sec: 11.6868 INFO:tensorflow:step = 41301, loss = 0.320602, precision = 0.960938 (8.557 sec) INFO:tensorflow:global_step/sec: 11.7209 INFO:tensorflow:step = 41401, loss = 0.311651, precision = 0.960938 (8.532 sec) Saved checkpoint after 106 epoch(s) to data/resnet20/checkpoints/00106... INFO:tensorflow:global_step/sec: 11.3928 INFO:tensorflow:step = 41501, loss = 0.338739, precision = 0.945312 (8.778 sec) INFO:tensorflow:global_step/sec: 11.7355 INFO:tensorflow:step = 41601, loss = 0.270487, precision = 0.976562 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7516 INFO:tensorflow:step = 41701, loss = 0.260884, precision = 0.976562 (8.509 sec) INFO:tensorflow:global_step/sec: 11.7165 INFO:tensorflow:step = 41801, loss = 0.32726, precision = 0.945312 (8.535 sec) Saved checkpoint after 107 epoch(s) to data/resnet20/checkpoints/00107... INFO:tensorflow:global_step/sec: 11.3752 INFO:tensorflow:step = 41901, loss = 0.276497, precision = 0.953125 (8.791 sec) INFO:tensorflow:global_step/sec: 11.6975 INFO:tensorflow:step = 42001, loss = 0.307742, precision = 0.960938 (8.549 sec) INFO:tensorflow:global_step/sec: 11.7134 INFO:tensorflow:step = 42101, loss = 0.316932, precision = 0.953125 (8.537 sec) INFO:tensorflow:global_step/sec: 11.731 INFO:tensorflow:step = 42201, loss = 0.264994, precision = 0.96875 (8.524 sec) Saved checkpoint after 108 epoch(s) to data/resnet20/checkpoints/00108... INFO:tensorflow:global_step/sec: 11.363 INFO:tensorflow:step = 42301, loss = 0.260125, precision = 0.984375 (8.801 sec) INFO:tensorflow:global_step/sec: 11.7305 INFO:tensorflow:step = 42401, loss = 0.302111, precision = 0.960938 (8.525 sec) INFO:tensorflow:global_step/sec: 11.7354 INFO:tensorflow:step = 42501, loss = 0.252859, precision = 0.96875 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7179 INFO:tensorflow:step = 42601, loss = 0.330509, precision = 0.929688 (8.534 sec) Saved checkpoint after 109 epoch(s) to data/resnet20/checkpoints/00109... INFO:tensorflow:global_step/sec: 11.3451 INFO:tensorflow:step = 42701, loss = 0.316143, precision = 0.960938 (8.814 sec) INFO:tensorflow:global_step/sec: 11.6801 INFO:tensorflow:step = 42801, loss = 0.26409, precision = 0.976562 (8.561 sec) INFO:tensorflow:global_step/sec: 11.7314 INFO:tensorflow:step = 42901, loss = 0.27969, precision = 0.96875 (8.524 sec) INFO:tensorflow:global_step/sec: 11.7305 INFO:tensorflow:step = 43001, loss = 0.311006, precision = 0.960938 (8.525 sec) Saved checkpoint after 110 epoch(s) to data/resnet20/checkpoints/00110... INFO:tensorflow:global_step/sec: 11.3534 INFO:tensorflow:step = 43101, loss = 0.28034, precision = 0.96875 (8.808 sec) INFO:tensorflow:global_step/sec: 11.7303 INFO:tensorflow:step = 43201, loss = 0.321418, precision = 0.929688 (8.525 sec) INFO:tensorflow:global_step/sec: 11.7317 INFO:tensorflow:step = 43301, loss = 0.263075, precision = 0.976562 (8.524 sec) Saved checkpoint after 111 epoch(s) to data/resnet20/checkpoints/00111... INFO:tensorflow:global_step/sec: 11.3341 INFO:tensorflow:step = 43401, loss = 0.367721, precision = 0.945312 (8.823 sec) INFO:tensorflow:global_step/sec: 11.762 INFO:tensorflow:step = 43501, loss = 0.263577, precision = 0.96875 (8.502 sec) INFO:tensorflow:global_step/sec: 11.7347 INFO:tensorflow:step = 43601, loss = 0.312059, precision = 0.945312 (8.522 sec) INFO:tensorflow:global_step/sec: 11.7167 INFO:tensorflow:step = 43701, loss = 0.341055, precision = 0.9375 (8.535 sec) Saved checkpoint after 112 epoch(s) to data/resnet20/checkpoints/00112... INFO:tensorflow:global_step/sec: 11.3767 INFO:tensorflow:step = 43801, loss = 0.266373, precision = 0.953125 (8.790 sec) INFO:tensorflow:global_step/sec: 11.7055 INFO:tensorflow:step = 43901, loss = 0.225136, precision = 0.984375 (8.543 sec) INFO:tensorflow:global_step/sec: 11.7102 INFO:tensorflow:step = 44001, loss = 0.28005, precision = 0.96875 (8.540 sec) INFO:tensorflow:global_step/sec: 11.7387 INFO:tensorflow:step = 44101, loss = 0.281532, precision = 0.953125 (8.519 sec) Saved checkpoint after 113 epoch(s) to data/resnet20/checkpoints/00113... INFO:tensorflow:global_step/sec: 11.376 INFO:tensorflow:step = 44201, loss = 0.253728, precision = 0.96875 (8.791 sec) INFO:tensorflow:global_step/sec: 11.7448 INFO:tensorflow:step = 44301, loss = 0.372716, precision = 0.90625 (8.514 sec) INFO:tensorflow:global_step/sec: 11.7592 INFO:tensorflow:step = 44401, loss = 0.28431, precision = 0.945312 (8.504 sec) INFO:tensorflow:global_step/sec: 11.7225 INFO:tensorflow:step = 44501, loss = 0.274036, precision = 0.953125 (8.530 sec) Saved checkpoint after 114 epoch(s) to data/resnet20/checkpoints/00114... INFO:tensorflow:global_step/sec: 11.3198 INFO:tensorflow:step = 44601, loss = 0.262256, precision = 0.96875 (8.834 sec) INFO:tensorflow:global_step/sec: 11.697 INFO:tensorflow:step = 44701, loss = 0.27341, precision = 0.960938 (8.549 sec) INFO:tensorflow:global_step/sec: 11.7222 INFO:tensorflow:step = 44801, loss = 0.324852, precision = 0.945312 (8.531 sec) INFO:tensorflow:global_step/sec: 11.7294 INFO:tensorflow:step = 44901, loss = 0.227386, precision = 0.984375 (8.526 sec) Saved checkpoint after 115 epoch(s) to data/resnet20/checkpoints/00115... INFO:tensorflow:global_step/sec: 11.3596 INFO:tensorflow:step = 45001, loss = 0.268061, precision = 0.960938 (8.803 sec) INFO:tensorflow:global_step/sec: 11.7257 INFO:tensorflow:step = 45101, loss = 0.260544, precision = 0.953125 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7173 INFO:tensorflow:step = 45201, loss = 0.308793, precision = 0.953125 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7092 INFO:tensorflow:step = 45301, loss = 0.241105, precision = 0.953125 (8.540 sec) Saved checkpoint after 116 epoch(s) to data/resnet20/checkpoints/00116... INFO:tensorflow:global_step/sec: 11.3559 INFO:tensorflow:step = 45401, loss = 0.336211, precision = 0.9375 (8.806 sec) INFO:tensorflow:global_step/sec: 11.7068 INFO:tensorflow:step = 45501, loss = 0.29008, precision = 0.953125 (8.542 sec) INFO:tensorflow:global_step/sec: 11.7337 INFO:tensorflow:step = 45601, loss = 0.314208, precision = 0.9375 (8.522 sec) INFO:tensorflow:global_step/sec: 11.7259 INFO:tensorflow:step = 45701, loss = 0.263565, precision = 0.976562 (8.528 sec) Saved checkpoint after 117 epoch(s) to data/resnet20/checkpoints/00117... INFO:tensorflow:global_step/sec: 11.3294 INFO:tensorflow:step = 45801, loss = 0.277256, precision = 0.96875 (8.827 sec) INFO:tensorflow:global_step/sec: 11.7104 INFO:tensorflow:step = 45901, loss = 0.279065, precision = 0.953125 (8.539 sec) INFO:tensorflow:global_step/sec: 11.706 INFO:tensorflow:step = 46001, loss = 0.323067, precision = 0.953125 (8.543 sec) INFO:tensorflow:global_step/sec: 11.7192 INFO:tensorflow:step = 46101, loss = 0.228363, precision = 0.976562 (8.533 sec) Saved checkpoint after 118 epoch(s) to data/resnet20/checkpoints/00118... INFO:tensorflow:global_step/sec: 11.3247 INFO:tensorflow:step = 46201, loss = 0.259237, precision = 0.96875 (8.830 sec) INFO:tensorflow:global_step/sec: 11.6976 INFO:tensorflow:step = 46301, loss = 0.221416, precision = 0.96875 (8.549 sec) INFO:tensorflow:global_step/sec: 11.7146 INFO:tensorflow:step = 46401, loss = 0.197768, precision = 0.984375 (8.536 sec) INFO:tensorflow:global_step/sec: 11.753 INFO:tensorflow:step = 46501, loss = 0.254456, precision = 0.976562 (8.508 sec) Saved checkpoint after 119 epoch(s) to data/resnet20/checkpoints/00119... INFO:tensorflow:global_step/sec: 11.347 INFO:tensorflow:step = 46601, loss = 0.185528, precision = 1.0 (8.813 sec) INFO:tensorflow:global_step/sec: 11.7255 INFO:tensorflow:step = 46701, loss = 0.215334, precision = 0.992188 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7194 INFO:tensorflow:step = 46801, loss = 0.34868, precision = 0.929688 (8.533 sec) INFO:tensorflow:global_step/sec: 11.719 INFO:tensorflow:step = 46901, loss = 0.22661, precision = 0.984375 (8.533 sec) Saved checkpoint after 120 epoch(s) to data/resnet20/checkpoints/00120... INFO:tensorflow:global_step/sec: 11.3507 INFO:tensorflow:step = 47001, loss = 0.203606, precision = 0.976562 (8.810 sec) INFO:tensorflow:global_step/sec: 11.7339 INFO:tensorflow:step = 47101, loss = 0.223079, precision = 0.976562 (8.522 sec) INFO:tensorflow:global_step/sec: 11.7019 INFO:tensorflow:step = 47201, loss = 0.348375, precision = 0.921875 (8.546 sec) INFO:tensorflow:global_step/sec: 11.7092 INFO:tensorflow:step = 47301, loss = 0.250247, precision = 0.960938 (8.540 sec) Saved checkpoint after 121 epoch(s) to data/resnet20/checkpoints/00121... INFO:tensorflow:global_step/sec: 11.3834 INFO:tensorflow:step = 47401, loss = 0.282641, precision = 0.960938 (8.785 sec) INFO:tensorflow:global_step/sec: 11.7104 INFO:tensorflow:step = 47501, loss = 0.260449, precision = 0.960938 (8.539 sec) INFO:tensorflow:global_step/sec: 11.734 INFO:tensorflow:step = 47601, loss = 0.238708, precision = 0.96875 (8.522 sec) INFO:tensorflow:global_step/sec: 11.771 INFO:tensorflow:step = 47701, loss = 0.231121, precision = 0.96875 (8.495 sec) Saved checkpoint after 122 epoch(s) to data/resnet20/checkpoints/00122... INFO:tensorflow:global_step/sec: 11.4077 INFO:tensorflow:step = 47801, loss = 0.207762, precision = 0.992188 (8.766 sec) INFO:tensorflow:global_step/sec: 11.7439 INFO:tensorflow:step = 47901, loss = 0.263494, precision = 0.960938 (8.515 sec) INFO:tensorflow:global_step/sec: 11.7643 INFO:tensorflow:step = 48001, loss = 0.293659, precision = 0.9375 (8.500 sec) Saved checkpoint after 123 epoch(s) to data/resnet20/checkpoints/00123... INFO:tensorflow:global_step/sec: 11.4199 INFO:tensorflow:step = 48101, loss = 0.295899, precision = 0.945312 (8.757 sec) INFO:tensorflow:global_step/sec: 11.7912 INFO:tensorflow:step = 48201, loss = 0.254308, precision = 0.953125 (8.481 sec) INFO:tensorflow:global_step/sec: 11.7525 INFO:tensorflow:step = 48301, loss = 0.240668, precision = 0.976562 (8.509 sec) INFO:tensorflow:global_step/sec: 11.772 INFO:tensorflow:step = 48401, loss = 0.261077, precision = 0.960938 (8.495 sec) Saved checkpoint after 124 epoch(s) to data/resnet20/checkpoints/00124... INFO:tensorflow:global_step/sec: 11.4095 INFO:tensorflow:step = 48501, loss = 0.235336, precision = 0.96875 (8.765 sec) INFO:tensorflow:global_step/sec: 11.7843 INFO:tensorflow:step = 48601, loss = 0.249457, precision = 0.9375 (8.486 sec) INFO:tensorflow:global_step/sec: 11.7695 INFO:tensorflow:step = 48701, loss = 0.296576, precision = 0.945312 (8.496 sec) INFO:tensorflow:global_step/sec: 11.7704 INFO:tensorflow:step = 48801, loss = 0.291966, precision = 0.921875 (8.496 sec) Saved checkpoint after 125 epoch(s) to data/resnet20/checkpoints/00125... INFO:tensorflow:global_step/sec: 11.4024 INFO:tensorflow:step = 48901, loss = 0.273443, precision = 0.953125 (8.770 sec) INFO:tensorflow:global_step/sec: 11.7682 INFO:tensorflow:step = 49001, loss = 0.253701, precision = 0.945312 (8.497 sec) INFO:tensorflow:global_step/sec: 11.7563 INFO:tensorflow:step = 49101, loss = 0.244842, precision = 0.960938 (8.506 sec) INFO:tensorflow:global_step/sec: 11.7806 INFO:tensorflow:step = 49201, loss = 0.262684, precision = 0.945312 (8.489 sec) Saved checkpoint after 126 epoch(s) to data/resnet20/checkpoints/00126... INFO:tensorflow:global_step/sec: 11.4121 INFO:tensorflow:step = 49301, loss = 0.201517, precision = 0.96875 (8.763 sec) INFO:tensorflow:global_step/sec: 11.7671 INFO:tensorflow:step = 49401, loss = 0.20452, precision = 0.96875 (8.498 sec) INFO:tensorflow:global_step/sec: 11.7937 INFO:tensorflow:step = 49501, loss = 0.246459, precision = 0.953125 (8.479 sec) INFO:tensorflow:global_step/sec: 11.7619 INFO:tensorflow:step = 49601, loss = 0.281348, precision = 0.953125 (8.502 sec) Saved checkpoint after 127 epoch(s) to data/resnet20/checkpoints/00127... INFO:tensorflow:global_step/sec: 11.42 INFO:tensorflow:step = 49701, loss = 0.222034, precision = 0.96875 (8.757 sec) INFO:tensorflow:global_step/sec: 11.7784 INFO:tensorflow:step = 49801, loss = 0.295962, precision = 0.953125 (8.490 sec) INFO:tensorflow:global_step/sec: 11.7848 INFO:tensorflow:step = 49901, loss = 0.223525, precision = 0.953125 (8.485 sec) INFO:tensorflow:global_step/sec: 11.7854 INFO:tensorflow:step = 50001, loss = 0.205811, precision = 0.976562 (8.485 sec) Saved checkpoint after 128 epoch(s) to data/resnet20/checkpoints/00128... INFO:tensorflow:global_step/sec: 11.4268 INFO:tensorflow:step = 50101, loss = 0.287217, precision = 0.921875 (8.752 sec) INFO:tensorflow:global_step/sec: 11.7714 INFO:tensorflow:step = 50201, loss = 0.262448, precision = 0.9375 (8.495 sec) INFO:tensorflow:global_step/sec: 11.7911 INFO:tensorflow:step = 50301, loss = 0.219577, precision = 0.976562 (8.481 sec) INFO:tensorflow:global_step/sec: 11.7566 INFO:tensorflow:step = 50401, loss = 0.18016, precision = 0.984375 (8.506 sec) Saved checkpoint after 129 epoch(s) to data/resnet20/checkpoints/00129... INFO:tensorflow:global_step/sec: 11.4242 INFO:tensorflow:step = 50501, loss = 0.231703, precision = 0.976562 (8.753 sec) INFO:tensorflow:global_step/sec: 11.7974 INFO:tensorflow:step = 50601, loss = 0.248554, precision = 0.960938 (8.476 sec) INFO:tensorflow:global_step/sec: 11.8098 INFO:tensorflow:step = 50701, loss = 0.254936, precision = 0.953125 (8.468 sec) INFO:tensorflow:global_step/sec: 11.7674 INFO:tensorflow:step = 50801, loss = 0.209441, precision = 0.976562 (8.498 sec) Saved checkpoint after 130 epoch(s) to data/resnet20/checkpoints/00130... INFO:tensorflow:global_step/sec: 11.432 INFO:tensorflow:step = 50901, loss = 0.236172, precision = 0.945312 (8.747 sec) INFO:tensorflow:global_step/sec: 11.7972 INFO:tensorflow:step = 51001, loss = 0.23897, precision = 0.984375 (8.477 sec) INFO:tensorflow:global_step/sec: 11.7835 INFO:tensorflow:step = 51101, loss = 0.277957, precision = 0.945312 (8.486 sec) INFO:tensorflow:global_step/sec: 11.7209 INFO:tensorflow:step = 51201, loss = 0.15981, precision = 1.0 (8.532 sec) Saved checkpoint after 131 epoch(s) to data/resnet20/checkpoints/00131... INFO:tensorflow:global_step/sec: 11.375 INFO:tensorflow:step = 51301, loss = 0.214944, precision = 0.984375 (8.791 sec) INFO:tensorflow:global_step/sec: 11.7015 INFO:tensorflow:step = 51401, loss = 0.258056, precision = 0.96875 (8.546 sec) INFO:tensorflow:global_step/sec: 11.7187 INFO:tensorflow:step = 51501, loss = 0.25668, precision = 0.960938 (8.533 sec) INFO:tensorflow:global_step/sec: 11.7344 INFO:tensorflow:step = 51601, loss = 0.27316, precision = 0.953125 (8.522 sec) Saved checkpoint after 132 epoch(s) to data/resnet20/checkpoints/00132... INFO:tensorflow:global_step/sec: 11.378 INFO:tensorflow:step = 51701, loss = 0.256908, precision = 0.96875 (8.789 sec) INFO:tensorflow:global_step/sec: 11.7376 INFO:tensorflow:step = 51801, loss = 0.209732, precision = 0.96875 (8.520 sec) INFO:tensorflow:global_step/sec: 11.7382 INFO:tensorflow:step = 51901, loss = 0.284373, precision = 0.945312 (8.519 sec) INFO:tensorflow:global_step/sec: 11.7418 INFO:tensorflow:step = 52001, loss = 0.237605, precision = 0.960938 (8.517 sec) Saved checkpoint after 133 epoch(s) to data/resnet20/checkpoints/00133... INFO:tensorflow:global_step/sec: 11.3801 INFO:tensorflow:step = 52101, loss = 0.192831, precision = 0.984375 (8.787 sec) INFO:tensorflow:global_step/sec: 11.7476 INFO:tensorflow:step = 52201, loss = 0.316533, precision = 0.921875 (8.512 sec) INFO:tensorflow:global_step/sec: 11.7534 INFO:tensorflow:step = 52301, loss = 0.240637, precision = 0.953125 (8.508 sec) Saved checkpoint after 134 epoch(s) to data/resnet20/checkpoints/00134... INFO:tensorflow:global_step/sec: 11.2936 INFO:tensorflow:step = 52401, loss = 0.249036, precision = 0.953125 (8.855 sec) INFO:tensorflow:global_step/sec: 11.7048 INFO:tensorflow:step = 52501, loss = 0.234178, precision = 0.953125 (8.544 sec) INFO:tensorflow:global_step/sec: 11.7649 INFO:tensorflow:step = 52601, loss = 0.348396, precision = 0.9375 (8.500 sec) INFO:tensorflow:global_step/sec: 11.6999 INFO:tensorflow:step = 52701, loss = 0.218946, precision = 0.992188 (8.547 sec) Saved checkpoint after 135 epoch(s) to data/resnet20/checkpoints/00135... INFO:tensorflow:global_step/sec: 11.396 INFO:tensorflow:step = 52801, loss = 0.225902, precision = 0.953125 (8.775 sec) INFO:tensorflow:global_step/sec: 11.7355 INFO:tensorflow:step = 52901, loss = 0.195264, precision = 0.976562 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7154 INFO:tensorflow:step = 53001, loss = 0.320138, precision = 0.929688 (8.536 sec) INFO:tensorflow:global_step/sec: 11.703 INFO:tensorflow:step = 53101, loss = 0.282111, precision = 0.9375 (8.545 sec) Saved checkpoint after 136 epoch(s) to data/resnet20/checkpoints/00136... INFO:tensorflow:global_step/sec: 11.3801 INFO:tensorflow:step = 53201, loss = 0.228458, precision = 0.960938 (8.787 sec) INFO:tensorflow:global_step/sec: 11.7344 INFO:tensorflow:step = 53301, loss = 0.205084, precision = 0.976562 (8.522 sec) INFO:tensorflow:global_step/sec: 11.7434 INFO:tensorflow:step = 53401, loss = 0.181292, precision = 0.992188 (8.515 sec) INFO:tensorflow:global_step/sec: 11.7603 INFO:tensorflow:step = 53501, loss = 0.177953, precision = 0.984375 (8.503 sec) Saved checkpoint after 137 epoch(s) to data/resnet20/checkpoints/00137... INFO:tensorflow:global_step/sec: 11.349 INFO:tensorflow:step = 53601, loss = 0.182064, precision = 0.992188 (8.811 sec) INFO:tensorflow:global_step/sec: 11.7275 INFO:tensorflow:step = 53701, loss = 0.174345, precision = 1.0 (8.527 sec) INFO:tensorflow:global_step/sec: 11.7389 INFO:tensorflow:step = 53801, loss = 0.235924, precision = 0.976562 (8.519 sec) INFO:tensorflow:global_step/sec: 11.7523 INFO:tensorflow:step = 53901, loss = 0.187082, precision = 0.992188 (8.509 sec) Saved checkpoint after 138 epoch(s) to data/resnet20/checkpoints/00138... INFO:tensorflow:global_step/sec: 11.3472 INFO:tensorflow:step = 54001, loss = 0.190877, precision = 0.984375 (8.813 sec) INFO:tensorflow:global_step/sec: 11.77 INFO:tensorflow:step = 54101, loss = 0.238874, precision = 0.945312 (8.496 sec) INFO:tensorflow:global_step/sec: 11.7645 INFO:tensorflow:step = 54201, loss = 0.181074, precision = 0.992188 (8.500 sec) INFO:tensorflow:global_step/sec: 11.7488 INFO:tensorflow:step = 54301, loss = 0.196151, precision = 0.976562 (8.512 sec) Saved checkpoint after 139 epoch(s) to data/resnet20/checkpoints/00139... INFO:tensorflow:global_step/sec: 11.3843 INFO:tensorflow:step = 54401, loss = 0.166859, precision = 0.992188 (8.784 sec) INFO:tensorflow:global_step/sec: 11.7443 INFO:tensorflow:step = 54501, loss = 0.194751, precision = 0.984375 (8.515 sec) INFO:tensorflow:global_step/sec: 11.7612 INFO:tensorflow:step = 54601, loss = 0.195982, precision = 0.984375 (8.503 sec) INFO:tensorflow:global_step/sec: 11.7171 INFO:tensorflow:step = 54701, loss = 0.19015, precision = 0.984375 (8.534 sec) Saved checkpoint after 140 epoch(s) to data/resnet20/checkpoints/00140... INFO:tensorflow:global_step/sec: 11.3805 INFO:tensorflow:step = 54801, loss = 0.199294, precision = 0.976562 (8.787 sec) INFO:tensorflow:global_step/sec: 11.7396 INFO:tensorflow:step = 54901, loss = 0.160679, precision = 0.992188 (8.518 sec) INFO:tensorflow:global_step/sec: 11.7476 INFO:tensorflow:step = 55001, loss = 0.182093, precision = 0.984375 (8.512 sec) INFO:tensorflow:global_step/sec: 11.762 INFO:tensorflow:step = 55101, loss = 0.18581, precision = 0.984375 (8.502 sec) Saved checkpoint after 141 epoch(s) to data/resnet20/checkpoints/00141... INFO:tensorflow:global_step/sec: 11.3759 INFO:tensorflow:step = 55201, loss = 0.167101, precision = 0.984375 (8.791 sec) INFO:tensorflow:global_step/sec: 11.7261 INFO:tensorflow:step = 55301, loss = 0.143966, precision = 1.0 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7258 INFO:tensorflow:step = 55401, loss = 0.168159, precision = 0.984375 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7322 INFO:tensorflow:step = 55501, loss = 0.172443, precision = 1.0 (8.524 sec) Saved checkpoint after 142 epoch(s) to data/resnet20/checkpoints/00142... INFO:tensorflow:global_step/sec: 11.3552 INFO:tensorflow:step = 55601, loss = 0.189267, precision = 0.976562 (8.807 sec) INFO:tensorflow:global_step/sec: 11.7175 INFO:tensorflow:step = 55701, loss = 0.153787, precision = 1.0 (8.534 sec) INFO:tensorflow:global_step/sec: 11.7215 INFO:tensorflow:step = 55801, loss = 0.208708, precision = 0.960938 (8.531 sec) INFO:tensorflow:global_step/sec: 11.7284 INFO:tensorflow:step = 55901, loss = 0.16253, precision = 1.0 (8.526 sec) Saved checkpoint after 143 epoch(s) to data/resnet20/checkpoints/00143... INFO:tensorflow:global_step/sec: 11.3754 INFO:tensorflow:step = 56001, loss = 0.172091, precision = 0.992188 (8.791 sec) INFO:tensorflow:global_step/sec: 11.7219 INFO:tensorflow:step = 56101, loss = 0.15343, precision = 1.0 (8.531 sec) INFO:tensorflow:global_step/sec: 11.7322 INFO:tensorflow:step = 56201, loss = 0.18424, precision = 0.976562 (8.524 sec) INFO:tensorflow:global_step/sec: 11.728 INFO:tensorflow:step = 56301, loss = 0.17396, precision = 0.984375 (8.527 sec) Saved checkpoint after 144 epoch(s) to data/resnet20/checkpoints/00144... INFO:tensorflow:global_step/sec: 11.3963 INFO:tensorflow:step = 56401, loss = 0.182061, precision = 0.976562 (8.775 sec) INFO:tensorflow:global_step/sec: 11.7294 INFO:tensorflow:step = 56501, loss = 0.153887, precision = 1.0 (8.525 sec) INFO:tensorflow:global_step/sec: 11.7518 INFO:tensorflow:step = 56601, loss = 0.215572, precision = 0.976562 (8.509 sec) Saved checkpoint after 145 epoch(s) to data/resnet20/checkpoints/00145... INFO:tensorflow:global_step/sec: 11.3398 INFO:tensorflow:step = 56701, loss = 0.177923, precision = 0.984375 (8.819 sec) INFO:tensorflow:global_step/sec: 11.7575 INFO:tensorflow:step = 56801, loss = 0.157397, precision = 0.992188 (8.505 sec) INFO:tensorflow:global_step/sec: 11.7261 INFO:tensorflow:step = 56901, loss = 0.172902, precision = 0.984375 (8.528 sec) INFO:tensorflow:global_step/sec: 11.7427 INFO:tensorflow:step = 57001, loss = 0.154847, precision = 1.0 (8.516 sec) Saved checkpoint after 146 epoch(s) to data/resnet20/checkpoints/00146... INFO:tensorflow:global_step/sec: 11.3382 INFO:tensorflow:step = 57101, loss = 0.195557, precision = 0.976562 (8.820 sec) INFO:tensorflow:global_step/sec: 11.7019 INFO:tensorflow:step = 57201, loss = 0.194951, precision = 0.984375 (8.546 sec) INFO:tensorflow:global_step/sec: 11.7581 INFO:tensorflow:step = 57301, loss = 0.160796, precision = 0.992188 (8.505 sec) INFO:tensorflow:global_step/sec: 11.7548 INFO:tensorflow:step = 57401, loss = 0.162322, precision = 0.992188 (8.507 sec) Saved checkpoint after 147 epoch(s) to data/resnet20/checkpoints/00147... INFO:tensorflow:global_step/sec: 11.3398 INFO:tensorflow:step = 57501, loss = 0.154496, precision = 0.992188 (8.819 sec) INFO:tensorflow:global_step/sec: 11.7725 INFO:tensorflow:step = 57601, loss = 0.160154, precision = 1.0 (8.494 sec) INFO:tensorflow:global_step/sec: 11.7476 INFO:tensorflow:step = 57701, loss = 0.179448, precision = 0.976562 (8.512 sec) INFO:tensorflow:global_step/sec: 11.7561 INFO:tensorflow:step = 57801, loss = 0.17915, precision = 0.984375 (8.506 sec) Saved checkpoint after 148 epoch(s) to data/resnet20/checkpoints/00148... INFO:tensorflow:global_step/sec: 11.3481 INFO:tensorflow:step = 57901, loss = 0.18201, precision = 0.984375 (8.812 sec) INFO:tensorflow:global_step/sec: 11.7126 INFO:tensorflow:step = 58001, loss = 0.17547, precision = 0.992188 (8.538 sec) INFO:tensorflow:global_step/sec: 11.7453 INFO:tensorflow:step = 58101, loss = 0.173973, precision = 0.984375 (8.514 sec) INFO:tensorflow:global_step/sec: 11.7268 INFO:tensorflow:step = 58201, loss = 0.142316, precision = 0.992188 (8.528 sec) Saved checkpoint after 149 epoch(s) to data/resnet20/checkpoints/00149... INFO:tensorflow:global_step/sec: 11.4055 INFO:tensorflow:step = 58301, loss = 0.167178, precision = 0.992188 (8.768 sec) INFO:tensorflow:global_step/sec: 11.7207 INFO:tensorflow:step = 58401, loss = 0.177025, precision = 0.992188 (8.532 sec) INFO:tensorflow:global_step/sec: 11.7243 INFO:tensorflow:step = 58501, loss = 0.228331, precision = 0.96875 (8.529 sec) INFO:tensorflow:global_step/sec: 11.7398 INFO:tensorflow:step = 58601, loss = 0.162634, precision = 0.984375 (8.518 sec) Saved checkpoint after 150 epoch(s) to data/resnet20/checkpoints/00150... INFO:tensorflow:global_step/sec: 11.3558 INFO:tensorflow:step = 58701, loss = 0.185215, precision = 0.984375 (8.806 sec) INFO:tensorflow:global_step/sec: 11.7357 INFO:tensorflow:step = 58801, loss = 0.204545, precision = 0.984375 (8.521 sec) INFO:tensorflow:global_step/sec: 11.7552 INFO:tensorflow:step = 58901, loss = 0.169194, precision = 0.976562 (8.507 sec) INFO:tensorflow:global_step/sec: 11.6848 INFO:tensorflow:step = 59001, loss = 0.158384, precision = 0.992188 (8.558 sec) Saved checkpoint after 151 epoch(s) to data/resnet20/checkpoints/00151... INFO:tensorflow:global_step/sec: 11.3303 INFO:tensorflow:step = 59101, loss = 0.164977, precision = 0.992188 (8.826 sec) INFO:tensorflow:global_step/sec: 11.7641 INFO:tensorflow:step = 59201, loss = 0.163896, precision = 0.992188 (8.500 sec) INFO:tensorflow:global_step/sec: 11.7544 INFO:tensorflow:step = 59301, loss = 0.178378, precision = 0.984375 (8.507 sec) INFO:tensorflow:global_step/sec: 11.7306 INFO:tensorflow:step = 59401, loss = 0.156797, precision = 0.992188 (8.525 sec) Saved checkpoint after 152 epoch(s) to data/resnet20/checkpoints/00152... INFO:tensorflow:global_step/sec: 11.3675 INFO:tensorflow:step = 59501, loss = 0.191142, precision = 0.984375 (8.797 sec) INFO:tensorflow:global_step/sec: 11.7315 INFO:tensorflow:step = 59601, loss = 0.176069, precision = 0.992188 (8.524 sec) INFO:tensorflow:global_step/sec: 11.7491 INFO:tensorflow:step = 59701, loss = 0.144689, precision = 1.0 (8.511 sec) INFO:tensorflow:global_step/sec: 11.7636 INFO:tensorflow:step = 59801, loss = 0.157503, precision = 0.992188 (8.501 sec) Saved checkpoint after 153 epoch(s) to data/resnet20/checkpoints/00153... INFO:tensorflow:global_step/sec: 11.3654 INFO:tensorflow:step = 59901, loss = 0.146779, precision = 1.0 (8.799 sec) INFO:tensorflow:global_step/sec: 11.7531 INFO:tensorflow:step = 60001, loss = 0.142394, precision = 1.0 (8.508 sec) INFO:tensorflow:global_step/sec: 11.7454 INFO:tensorflow:step = 60101, loss = 0.173243, precision = 0.984375 (8.514 sec) INFO:tensorflow:global_step/sec: 11.7816 INFO:tensorflow:step = 60201, loss = 0.165184, precision = 0.992188 (8.488 sec) Saved checkpoint after 154 epoch(s) to data/resnet20/checkpoints/00154... INFO:tensorflow:global_step/sec: 11.417 INFO:tensorflow:step = 60301, loss = 0.143409, precision = 1.0 (8.759 sec) INFO:tensorflow:global_step/sec: 11.7448 INFO:tensorflow:step = 60401, loss = 0.158065, precision = 1.0 (8.514 sec) INFO:tensorflow:global_step/sec: 11.7724 INFO:tensorflow:step = 60501, loss = 0.149408, precision = 1.0 (8.494 sec) INFO:tensorflow:global_step/sec: 11.7602 INFO:tensorflow:step = 60601, loss = 0.174324, precision = 0.984375 (8.503 sec) Saved checkpoint after 155 epoch(s) to data/resnet20/checkpoints/00155... INFO:tensorflow:global_step/sec: 11.3685 INFO:tensorflow:step = 60701, loss = 0.174432, precision = 0.984375 (8.796 sec) INFO:tensorflow:global_step/sec: 11.8026 INFO:tensorflow:step = 60801, loss = 0.153166, precision = 0.992188 (8.473 sec) INFO:tensorflow:global_step/sec: 11.7675 INFO:tensorflow:step = 60901, loss = 0.214362, precision = 0.976562 (8.498 sec) Saved checkpoint after 156 epoch(s) to data/resnet20/checkpoints/00156... INFO:tensorflow:global_step/sec: 11.4091 INFO:tensorflow:step = 61001, loss = 0.159395, precision = 0.984375 (8.765 sec) INFO:tensorflow:global_step/sec: 11.7953 INFO:tensorflow:step = 61101, loss = 0.142897, precision = 1.0 (8.478 sec) INFO:tensorflow:global_step/sec: 11.7755 INFO:tensorflow:step = 61201, loss = 0.17391, precision = 0.984375 (8.492 sec) INFO:tensorflow:global_step/sec: 11.7723 INFO:tensorflow:step = 61301, loss = 0.163715, precision = 0.992188 (8.495 sec) Saved checkpoint after 157 epoch(s) to data/resnet20/checkpoints/00157... INFO:tensorflow:global_step/sec: 11.4076 INFO:tensorflow:step = 61401, loss = 0.201083, precision = 0.960938 (8.766 sec) INFO:tensorflow:global_step/sec: 11.7742 INFO:tensorflow:step = 61501, loss = 0.141672, precision = 1.0 (8.493 sec) INFO:tensorflow:global_step/sec: 11.7477 INFO:tensorflow:step = 61601, loss = 0.168665, precision = 0.992188 (8.512 sec) INFO:tensorflow:global_step/sec: 11.7757 INFO:tensorflow:step = 61701, loss = 0.164015, precision = 0.984375 (8.492 sec) Saved checkpoint after 158 epoch(s) to data/resnet20/checkpoints/00158... INFO:tensorflow:global_step/sec: 11.3686 INFO:tensorflow:step = 61801, loss = 0.143982, precision = 0.992188 (8.796 sec) INFO:tensorflow:global_step/sec: 11.7728 INFO:tensorflow:step = 61901, loss = 0.142362, precision = 1.0 (8.494 sec) INFO:tensorflow:global_step/sec: 11.7857 INFO:tensorflow:step = 62001, loss = 0.14413, precision = 1.0 (8.485 sec) INFO:tensorflow:global_step/sec: 11.7723 INFO:tensorflow:step = 62101, loss = 0.152303, precision = 0.992188 (8.495 sec) Saved checkpoint after 159 epoch(s) to data/resnet20/checkpoints/00159... INFO:tensorflow:global_step/sec: 11.3705 INFO:tensorflow:step = 62201, loss = 0.139535, precision = 1.0 (8.795 sec) INFO:tensorflow:global_step/sec: 11.7639 INFO:tensorflow:step = 62301, loss = 0.173239, precision = 0.984375 (8.501 sec) INFO:tensorflow:global_step/sec: 11.7807 INFO:tensorflow:step = 62401, loss = 0.145492, precision = 0.992188 (8.488 sec) INFO:tensorflow:global_step/sec: 11.7864 INFO:tensorflow:step = 62501, loss = 0.138233, precision = 1.0 (8.484 sec) Saved checkpoint after 160 epoch(s) to data/resnet20/checkpoints/00160... INFO:tensorflow:global_step/sec: 11.4036 INFO:tensorflow:step = 62601, loss = 0.150536, precision = 1.0 (8.769 sec) INFO:tensorflow:global_step/sec: 11.7561 INFO:tensorflow:step = 62701, loss = 0.140962, precision = 1.0 (8.506 sec) INFO:tensorflow:global_step/sec: 11.8051 INFO:tensorflow:step = 62801, loss = 0.161211, precision = 0.992188 (8.471 sec) INFO:tensorflow:global_step/sec: 11.7775 INFO:tensorflow:step = 62901, loss = 0.147847, precision = 1.0 (8.491 sec) Saved checkpoint after 161 epoch(s) to data/resnet20/checkpoints/00161... INFO:tensorflow:global_step/sec: 11.3991 INFO:tensorflow:step = 63001, loss = 0.13165, precision = 1.0 (8.773 sec) INFO:tensorflow:global_step/sec: 11.7703 INFO:tensorflow:step = 63101, loss = 0.143196, precision = 1.0 (8.496 sec) INFO:tensorflow:global_step/sec: 11.7311 INFO:tensorflow:step = 63201, loss = 0.179342, precision = 0.976562 (8.524 sec) INFO:tensorflow:global_step/sec: 11.7581 INFO:tensorflow:step = 63301, loss = 0.143759, precision = 0.992188 (8.505 sec) Saved checkpoint after 162 epoch(s) to data/resnet20/checkpoints/00162... INFO:tensorflow:global_step/sec: 11.4346 INFO:tensorflow:step = 63401, loss = 0.158606, precision = 0.984375 (8.745 sec) INFO:tensorflow:global_step/sec: 11.7821 INFO:tensorflow:step = 63501, loss = 0.149791, precision = 1.0 (8.487 sec) INFO:tensorflow:global_step/sec: 11.7537 INFO:tensorflow:step = 63601, loss = 0.140088, precision = 0.992188 (8.508 sec) INFO:tensorflow:global_step/sec: 11.757 INFO:tensorflow:step = 63701, loss = 0.160562, precision = 0.984375 (8.506 sec) Saved checkpoint after 163 epoch(s) to data/resnet20/checkpoints/00163... INFO:tensorflow:global_step/sec: 11.4108 INFO:tensorflow:step = 63801, loss = 0.14661, precision = 1.0 (8.764 sec) INFO:tensorflow:global_step/sec: 11.7954 INFO:tensorflow:step = 63901, loss = 0.148125, precision = 1.0 (8.478 sec) INFO:tensorflow:global_step/sec: 11.8111 INFO:tensorflow:step = 64001, loss = 0.156999, precision = 0.992188 (8.467 sec) INFO:tensorflow:global_step/sec: 11.7734 INFO:tensorflow:step = 64101, loss = 0.13902, precision = 1.0 (8.494 sec) Saved checkpoint after 164 epoch(s) to data/resnet20/checkpoints/00164... INFO:tensorflow:global_step/sec: 11.398 INFO:tensorflow:step = 64201, loss = 0.134961, precision = 1.0 (8.774 sec) INFO:tensorflow:global_step/sec: 11.7778 INFO:tensorflow:step = 64301, loss = 0.157034, precision = 0.992188 (8.491 sec) INFO:tensorflow:global_step/sec: 11.7857 INFO:tensorflow:step = 64401, loss = 0.15347, precision = 0.984375 (8.485 sec) INFO:tensorflow:global_step/sec: 11.776 INFO:tensorflow:step = 64501, loss = 0.164666, precision = 0.992188 (8.492 sec) Saved checkpoint after 165 epoch(s) to data/resnet20/checkpoints/00165... INFO:tensorflow:global_step/sec: 11.427 INFO:tensorflow:step = 64601, loss = 0.149636, precision = 0.992188 (8.751 sec) INFO:tensorflow:global_step/sec: 11.7805 INFO:tensorflow:step = 64701, loss = 0.160546, precision = 0.992188 (8.489 sec) INFO:tensorflow:global_step/sec: 11.7751 INFO:tensorflow:step = 64801, loss = 0.158733, precision = 0.992188 (8.492 sec) INFO:tensorflow:global_step/sec: 11.7869 INFO:tensorflow:step = 64901, loss = 0.142774, precision = 0.992188 (8.484 sec) Saved checkpoint after 166 epoch(s) to data/resnet20/checkpoints/00166... INFO:tensorflow:global_step/sec: 11.4174 INFO:tensorflow:step = 65001, loss = 0.157286, precision = 0.984375 (8.759 sec) INFO:tensorflow:global_step/sec: 11.7779 INFO:tensorflow:step = 65101, loss = 0.181134, precision = 0.992188 (8.490 sec) INFO:tensorflow:global_step/sec: 11.7717 INFO:tensorflow:step = 65201, loss = 0.142549, precision = 0.992188 (8.495 sec) Saved checkpoint after 167 epoch(s) to data/resnet20/checkpoints/00167... INFO:tensorflow:global_step/sec: 11.4072 INFO:tensorflow:step = 65301, loss = 0.137823, precision = 1.0 (8.766 sec) INFO:tensorflow:global_step/sec: 11.793 INFO:tensorflow:step = 65401, loss = 0.140586, precision = 1.0 (8.479 sec) INFO:tensorflow:global_step/sec: 11.7826 INFO:tensorflow:step = 65501, loss = 0.136549, precision = 0.992188 (8.487 sec) INFO:tensorflow:global_step/sec: 11.749 INFO:tensorflow:step = 65601, loss = 0.1571, precision = 0.992188 (8.511 sec) Saved checkpoint after 168 epoch(s) to data/resnet20/checkpoints/00168... INFO:tensorflow:global_step/sec: 11.4174 INFO:tensorflow:step = 65701, loss = 0.151404, precision = 1.0 (8.759 sec) INFO:tensorflow:global_step/sec: 11.7829 INFO:tensorflow:step = 65801, loss = 0.137183, precision = 1.0 (8.487 sec) INFO:tensorflow:global_step/sec: 11.7649 INFO:tensorflow:step = 65901, loss = 0.147244, precision = 0.992188 (8.500 sec) INFO:tensorflow:global_step/sec: 11.7877 INFO:tensorflow:step = 66001, loss = 0.143572, precision = 0.992188 (8.485 sec) Saved checkpoint after 169 epoch(s) to data/resnet20/checkpoints/00169... INFO:tensorflow:global_step/sec: 11.4234 INFO:tensorflow:step = 66101, loss = 0.133476, precision = 1.0 (8.753 sec) INFO:tensorflow:global_step/sec: 11.7926 INFO:tensorflow:step = 66201, loss = 0.17417, precision = 0.984375 (8.480 sec) INFO:tensorflow:global_step/sec: 11.7604 INFO:tensorflow:step = 66301, loss = 0.163416, precision = 0.976562 (8.503 sec) INFO:tensorflow:global_step/sec: 11.796 INFO:tensorflow:step = 66401, loss = 0.153192, precision = 0.992188 (8.477 sec) Saved checkpoint after 170 epoch(s) to data/resnet20/checkpoints/00170... INFO:tensorflow:global_step/sec: 11.4123 INFO:tensorflow:step = 66501, loss = 0.136582, precision = 1.0 (8.763 sec) INFO:tensorflow:global_step/sec: 11.7865 INFO:tensorflow:step = 66601, loss = 0.145612, precision = 0.992188 (8.484 sec) INFO:tensorflow:global_step/sec: 11.7689 INFO:tensorflow:step = 66701, loss = 0.130615, precision = 1.0 (8.497 sec) INFO:tensorflow:global_step/sec: 11.7868 INFO:tensorflow:step = 66801, loss = 0.156203, precision = 0.984375 (8.484 sec) Saved checkpoint after 171 epoch(s) to data/resnet20/checkpoints/00171... INFO:tensorflow:global_step/sec: 11.3557 INFO:tensorflow:step = 66901, loss = 0.137771, precision = 0.992188 (8.806 sec) INFO:tensorflow:global_step/sec: 11.8152 INFO:tensorflow:step = 67001, loss = 0.143168, precision = 0.992188 (8.464 sec) INFO:tensorflow:global_step/sec: 11.7888 INFO:tensorflow:step = 67101, loss = 0.15764, precision = 1.0 (8.483 sec) INFO:tensorflow:global_step/sec: 11.7922 INFO:tensorflow:step = 67201, loss = 0.155264, precision = 0.984375 (8.480 sec) Saved checkpoint after 172 epoch(s) to data/resnet20/checkpoints/00172... INFO:tensorflow:global_step/sec: 11.4118 INFO:tensorflow:step = 67301, loss = 0.139652, precision = 1.0 (8.763 sec) INFO:tensorflow:global_step/sec: 11.7957 INFO:tensorflow:step = 67401, loss = 0.132751, precision = 1.0 (8.478 sec) INFO:tensorflow:global_step/sec: 11.7697 INFO:tensorflow:step = 67501, loss = 0.130827, precision = 1.0 (8.496 sec) INFO:tensorflow:global_step/sec: 11.7734 INFO:tensorflow:step = 67601, loss = 0.132972, precision = 1.0 (8.494 sec) Saved checkpoint after 173 epoch(s) to data/resnet20/checkpoints/00173... INFO:tensorflow:global_step/sec: 11.4011 INFO:tensorflow:step = 67701, loss = 0.145731, precision = 0.992188 (8.771 sec) INFO:tensorflow:global_step/sec: 11.8118 INFO:tensorflow:step = 67801, loss = 0.151751, precision = 1.0 (8.466 sec) INFO:tensorflow:global_step/sec: 11.7935 INFO:tensorflow:step = 67901, loss = 0.16692, precision = 0.984375 (8.479 sec) INFO:tensorflow:global_step/sec: 11.788 INFO:tensorflow:step = 68001, loss = 0.140024, precision = 1.0 (8.483 sec) Saved checkpoint after 174 epoch(s) to data/resnet20/checkpoints/00174... INFO:tensorflow:global_step/sec: 11.428 INFO:tensorflow:step = 68101, loss = 0.134724, precision = 1.0 (8.750 sec) INFO:tensorflow:global_step/sec: 11.7892 INFO:tensorflow:step = 68201, loss = 0.140175, precision = 0.992188 (8.482 sec) INFO:tensorflow:global_step/sec: 11.798 INFO:tensorflow:step = 68301, loss = 0.152174, precision = 0.992188 (8.476 sec) INFO:tensorflow:global_step/sec: 11.7944 INFO:tensorflow:step = 68401, loss = 0.132268, precision = 0.992188 (8.479 sec) Saved checkpoint after 175 epoch(s) to data/resnet20/checkpoints/00175... INFO:tensorflow:global_step/sec: 11.4336 INFO:tensorflow:step = 68501, loss = 0.141294, precision = 0.992188 (8.746 sec) INFO:tensorflow:global_step/sec: 11.779 INFO:tensorflow:step = 68601, loss = 0.19421, precision = 0.976562 (8.490 sec) INFO:tensorflow:global_step/sec: 11.7542 INFO:tensorflow:step = 68701, loss = 0.156549, precision = 0.992188 (8.508 sec) INFO:tensorflow:global_step/sec: 11.7845 INFO:tensorflow:step = 68801, loss = 0.148589, precision = 0.992188 (8.486 sec) Saved checkpoint after 176 epoch(s) to data/resnet20/checkpoints/00176... INFO:tensorflow:global_step/sec: 11.3967 INFO:tensorflow:step = 68901, loss = 0.135187, precision = 1.0 (8.774 sec) INFO:tensorflow:global_step/sec: 11.7704 INFO:tensorflow:step = 69001, loss = 0.157692, precision = 0.992188 (8.496 sec) INFO:tensorflow:global_step/sec: 11.7818 INFO:tensorflow:step = 69101, loss = 0.140618, precision = 0.992188 (8.488 sec) INFO:tensorflow:global_step/sec: 11.7613 INFO:tensorflow:step = 69201, loss = 0.156204, precision = 0.992188 (8.502 sec) Saved checkpoint after 177 epoch(s) to data/resnet20/checkpoints/00177... INFO:tensorflow:global_step/sec: 11.3834 INFO:tensorflow:step = 69301, loss = 0.140532, precision = 1.0 (8.785 sec) INFO:tensorflow:global_step/sec: 11.798 INFO:tensorflow:step = 69401, loss = 0.137465, precision = 0.992188 (8.476 sec) INFO:tensorflow:global_step/sec: 11.7968 INFO:tensorflow:step = 69501, loss = 0.142194, precision = 1.0 (8.477 sec) Saved checkpoint after 178 epoch(s) to data/resnet20/checkpoints/00178... INFO:tensorflow:global_step/sec: 11.4004 INFO:tensorflow:step = 69601, loss = 0.132042, precision = 1.0 (8.772 sec) INFO:tensorflow:global_step/sec: 11.8085 INFO:tensorflow:step = 69701, loss = 0.148674, precision = 1.0 (8.468 sec) INFO:tensorflow:global_step/sec: 11.8098 INFO:tensorflow:step = 69801, loss = 0.136395, precision = 1.0 (8.468 sec) INFO:tensorflow:global_step/sec: 11.7787 INFO:tensorflow:step = 69901, loss = 0.121135, precision = 1.0 (8.490 sec) Saved checkpoint after 179 epoch(s) to data/resnet20/checkpoints/00179... INFO:tensorflow:global_step/sec: 11.3554 INFO:tensorflow:step = 70001, loss = 0.148856, precision = 0.992188 (8.806 sec) INFO:tensorflow:global_step/sec: 11.7595 INFO:tensorflow:step = 70101, loss = 0.134836, precision = 1.0 (8.504 sec) INFO:tensorflow:global_step/sec: 11.7711 INFO:tensorflow:step = 70201, loss = 0.152757, precision = 0.992188 (8.496 sec) INFO:tensorflow:global_step/sec: 11.7784 INFO:tensorflow:step = 70301, loss = 0.136302, precision = 1.0 (8.490 sec) Saved checkpoint after 180 epoch(s) to data/resnet20/checkpoints/00180... INFO:tensorflow:global_step/sec: 11.3826 INFO:tensorflow:step = 70401, loss = 0.165441, precision = 0.976562 (8.785 sec) INFO:tensorflow:global_step/sec: 11.7805 INFO:tensorflow:step = 70501, loss = 0.143318, precision = 1.0 (8.489 sec) INFO:tensorflow:global_step/sec: 11.7695 INFO:tensorflow:step = 70601, loss = 0.141137, precision = 0.992188 (8.497 sec) INFO:tensorflow:global_step/sec: 11.7951 INFO:tensorflow:step = 70701, loss = 0.144377, precision = 1.0 (8.478 sec) Saved checkpoint after 181 epoch(s) to data/resnet20/checkpoints/00181...