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========================== 2017-08-03 00:02:32.693331: I tensorflow/core/common_runtime/gpu/gpu_device.cc:940] Found device 0 with properties: name: Tesla P100-PCIE-16GB major: 6 minor: 0 memoryClockRate (GHz) 1.3285 pciBusID 0000:05:00.0 Total memory: 15.89GiB Free memory: 15.61GiB 2017-08-03 00:02:32.693378: I tensorflow/core/common_runtime/gpu/gpu_device.cc:961] DMA: 0 2017-08-03 00:02:32.693385: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0: Y 2017-08-03 00:02:32.693394: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1030] Creating TensorFlow device (/gpu:0) -> (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:05:00.0) 2017-08-03 00:02:33.216116: I tensorflow/compiler/xla/service/platform_util.cc:58] platform CUDA present with 1 visible devices 2017-08-03 00:02:33.216204: I tensorflow/compiler/xla/service/platform_util.cc:58] platform Host present with 56 visible devices 2017-08-03 00:02:33.240129: I tensorflow/compiler/xla/service/service.cc:198] XLA service 0x40192c0 executing computations on platform Host. Devices: 2017-08-03 00:02:33.240215: I tensorflow/compiler/xla/service/service.cc:206] StreamExecutor device (0): , 2017-08-03 00:02:33.240746: I tensorflow/compiler/xla/service/platform_util.cc:58] platform CUDA present with 1 visible devices 2017-08-03 00:02:33.240769: I tensorflow/compiler/xla/service/platform_util.cc:58] platform Host present with 56 visible devices 2017-08-03 00:02:33.260758: I tensorflow/compiler/xla/service/service.cc:198] XLA service 0x3fc7940 executing computations on platform CUDA. Devices: 2017-08-03 00:02:33.260801: I tensorflow/compiler/xla/service/service.cc:206] StreamExecutor device (0): Tesla P100-PCIE-16GB, Compute Capability 6.0 INFO:tensorflow:step = 1, loss = 2.68061, precision = 0.09375 INFO:tensorflow:global_step/sec: 33.9868 INFO:tensorflow:step = 101, loss = 2.00101, precision = 0.367188 (2.943 sec) INFO:tensorflow:global_step/sec: 37.1699 INFO:tensorflow:step = 201, loss = 1.99259, precision = 0.429688 (2.691 sec) INFO:tensorflow:global_step/sec: 37.2534 INFO:tensorflow:step = 301, loss = 1.91987, precision = 0.351562 (2.685 sec) total_params: 269034 Saved checkpoint after 1 epoch(s) to data/resnet20/checkpoints/00001... INFO:tensorflow:global_step/sec: 31.2056 INFO:tensorflow:step = 401, loss = 1.95698, precision = 0.367188 (3.204 sec) INFO:tensorflow:global_step/sec: 36.7379 INFO:tensorflow:step = 501, loss = 1.88766, precision = 0.40625 (2.722 sec) INFO:tensorflow:global_step/sec: 36.6457 INFO:tensorflow:step = 601, loss = 1.52655, precision = 0.53125 (2.729 sec) INFO:tensorflow:global_step/sec: 36.5714 INFO:tensorflow:step = 701, loss = 1.61445, precision = 0.492188 (2.734 sec) Saved checkpoint after 2 epoch(s) to data/resnet20/checkpoints/00002... INFO:tensorflow:global_step/sec: 31.3376 INFO:tensorflow:step = 801, loss = 1.31947, precision = 0.609375 (3.191 sec) INFO:tensorflow:global_step/sec: 36.2171 INFO:tensorflow:step = 901, loss = 1.23731, precision = 0.664062 (2.761 sec) INFO:tensorflow:global_step/sec: 36.507 INFO:tensorflow:step = 1001, loss = 1.03648, precision = 0.742188 (2.739 sec) INFO:tensorflow:global_step/sec: 36.5595 INFO:tensorflow:step = 1101, loss = 1.13547, precision = 0.6875 (2.735 sec) Saved checkpoint after 3 epoch(s) to data/resnet20/checkpoints/00003... INFO:tensorflow:global_step/sec: 30.9625 INFO:tensorflow:step = 1201, loss = 1.04044, precision = 0.71875 (3.230 sec) INFO:tensorflow:global_step/sec: 36.1378 INFO:tensorflow:step = 1301, loss = 0.988597, precision = 0.734375 (2.768 sec) INFO:tensorflow:global_step/sec: 36.2954 INFO:tensorflow:step = 1401, loss = 1.0626, precision = 0.757812 (2.755 sec) INFO:tensorflow:global_step/sec: 36.3509 INFO:tensorflow:step = 1501, loss = 1.05861, precision = 0.71875 (2.751 sec) Saved checkpoint after 4 epoch(s) to data/resnet20/checkpoints/00004... INFO:tensorflow:global_step/sec: 30.4896 INFO:tensorflow:step = 1601, loss = 0.909604, precision = 0.773438 (3.280 sec) INFO:tensorflow:global_step/sec: 36.3416 INFO:tensorflow:step = 1701, loss = 0.796503, precision = 0.796875 (2.752 sec) INFO:tensorflow:global_step/sec: 36.3363 INFO:tensorflow:step = 1801, loss = 0.842827, precision = 0.78125 (2.752 sec) INFO:tensorflow:global_step/sec: 36.5074 INFO:tensorflow:step = 1901, loss = 0.917468, precision = 0.75 (2.739 sec) Saved checkpoint after 5 epoch(s) to data/resnet20/checkpoints/00005... INFO:tensorflow:global_step/sec: 30.923 INFO:tensorflow:step = 2001, loss = 0.888184, precision = 0.757812 (3.234 sec) INFO:tensorflow:global_step/sec: 36.4091 INFO:tensorflow:step = 2101, loss = 0.790183, precision = 0.804688 (2.746 sec) INFO:tensorflow:global_step/sec: 36.5253 INFO:tensorflow:step = 2201, loss = 0.869925, precision = 0.757812 (2.738 sec) INFO:tensorflow:global_step/sec: 36.6024 INFO:tensorflow:step = 2301, loss = 0.962855, precision = 0.75 (2.732 sec) Saved checkpoint after 6 epoch(s) to data/resnet20/checkpoints/00006... INFO:tensorflow:global_step/sec: 31.2621 INFO:tensorflow:step = 2401, loss = 0.796132, precision = 0.789062 (3.199 sec) INFO:tensorflow:global_step/sec: 36.7405 INFO:tensorflow:step = 2501, loss = 0.786942, precision = 0.8125 (2.722 sec) INFO:tensorflow:global_step/sec: 36.3167 INFO:tensorflow:step = 2601, loss = 0.912961, precision = 0.742188 (2.753 sec) INFO:tensorflow:global_step/sec: 36.5684 INFO:tensorflow:step = 2701, loss = 0.719123, precision = 0.835938 (2.735 sec) Saved checkpoint after 7 epoch(s) to data/resnet20/checkpoints/00007... INFO:tensorflow:global_step/sec: 31.3954 INFO:tensorflow:step = 2801, loss = 0.869238, precision = 0.75 (3.186 sec) INFO:tensorflow:global_step/sec: 36.7444 INFO:tensorflow:step = 2901, loss = 1.01009, precision = 0.703125 (2.721 sec) INFO:tensorflow:global_step/sec: 36.4738 INFO:tensorflow:step = 3001, loss = 0.845218, precision = 0.789062 (2.742 sec) INFO:tensorflow:global_step/sec: 36.2063 INFO:tensorflow:step = 3101, loss = 0.797981, precision = 0.796875 (2.762 sec) Saved checkpoint after 8 epoch(s) to data/resnet20/checkpoints/00008... INFO:tensorflow:global_step/sec: 30.7306 INFO:tensorflow:step = 3201, loss = 0.730514, precision = 0.835938 (3.254 sec) INFO:tensorflow:global_step/sec: 36.6362 INFO:tensorflow:step = 3301, loss = 0.849458, precision = 0.757812 (2.730 sec) INFO:tensorflow:global_step/sec: 36.5824 INFO:tensorflow:step = 3401, loss = 0.798813, precision = 0.796875 (2.733 sec) INFO:tensorflow:global_step/sec: 36.7809 INFO:tensorflow:step = 3501, loss = 0.791147, precision = 0.796875 (2.719 sec) Saved checkpoint after 9 epoch(s) to data/resnet20/checkpoints/00009... INFO:tensorflow:global_step/sec: 31.548 INFO:tensorflow:step = 3601, loss = 0.698246, precision = 0.875 (3.170 sec) INFO:tensorflow:global_step/sec: 36.8433 INFO:tensorflow:step = 3701, loss = 0.743351, precision = 0.820312 (2.714 sec) INFO:tensorflow:global_step/sec: 36.7011 INFO:tensorflow:step = 3801, loss = 0.847044, precision = 0.804688 (2.725 sec) INFO:tensorflow:global_step/sec: 36.5004 INFO:tensorflow:step = 3901, loss = 0.733214, precision = 0.8125 (2.740 sec) Saved checkpoint after 10 epoch(s) to data/resnet20/checkpoints/00010... INFO:tensorflow:global_step/sec: 31.2314 INFO:tensorflow:step = 4001, loss = 0.747592, precision = 0.804688 (3.202 sec) INFO:tensorflow:global_step/sec: 36.714 INFO:tensorflow:step = 4101, loss = 0.725167, precision = 0.859375 (2.723 sec) INFO:tensorflow:global_step/sec: 36.594 INFO:tensorflow:step = 4201, loss = 0.734989, precision = 0.835938 (2.733 sec) Saved checkpoint after 11 epoch(s) to data/resnet20/checkpoints/00011... INFO:tensorflow:global_step/sec: 31.8402 INFO:tensorflow:step = 4301, loss = 0.626409, precision = 0.859375 (3.140 sec) INFO:tensorflow:global_step/sec: 36.3565 INFO:tensorflow:step = 4401, loss = 0.647716, precision = 0.84375 (2.751 sec) INFO:tensorflow:global_step/sec: 36.6307 INFO:tensorflow:step = 4501, loss = 0.720233, precision = 0.859375 (2.730 sec) INFO:tensorflow:global_step/sec: 36.7153 INFO:tensorflow:step = 4601, loss = 0.862528, precision = 0.765625 (2.724 sec) Saved checkpoint after 12 epoch(s) to data/resnet20/checkpoints/00012... INFO:tensorflow:global_step/sec: 31.3233 INFO:tensorflow:step = 4701, loss = 0.816589, precision = 0.773438 (3.193 sec) INFO:tensorflow:global_step/sec: 36.7496 INFO:tensorflow:step = 4801, loss = 0.71257, precision = 0.867188 (2.721 sec) INFO:tensorflow:global_step/sec: 36.8338 INFO:tensorflow:step = 4901, loss = 0.722708, precision = 0.828125 (2.715 sec) INFO:tensorflow:global_step/sec: 36.7084 INFO:tensorflow:step = 5001, loss = 0.75995, precision = 0.8125 (2.724 sec) Saved checkpoint after 13 epoch(s) to data/resnet20/checkpoints/00013... INFO:tensorflow:global_step/sec: 31.1766 INFO:tensorflow:step = 5101, loss = 0.810508, precision = 0.804688 (3.207 sec) INFO:tensorflow:global_step/sec: 36.6017 INFO:tensorflow:step = 5201, loss = 0.7905, precision = 0.835938 (2.732 sec) INFO:tensorflow:global_step/sec: 36.4243 INFO:tensorflow:step = 5301, loss = 0.667147, precision = 0.828125 (2.745 sec) INFO:tensorflow:global_step/sec: 36.7766 INFO:tensorflow:step = 5401, loss = 0.720591, precision = 0.820312 (2.719 sec) Saved checkpoint after 14 epoch(s) to data/resnet20/checkpoints/00014... INFO:tensorflow:global_step/sec: 31.2719 INFO:tensorflow:step = 5501, loss = 0.6348, precision = 0.875 (3.198 sec) INFO:tensorflow:global_step/sec: 36.5938 INFO:tensorflow:step = 5601, loss = 0.697133, precision = 0.851562 (2.733 sec) INFO:tensorflow:global_step/sec: 36.6123 INFO:tensorflow:step = 5701, loss = 0.726616, precision = 0.8125 (2.731 sec) INFO:tensorflow:global_step/sec: 36.6884 INFO:tensorflow:step = 5801, loss = 0.667568, precision = 0.828125 (2.726 sec) Saved checkpoint after 15 epoch(s) to data/resnet20/checkpoints/00015... INFO:tensorflow:global_step/sec: 31.4989 INFO:tensorflow:step = 5901, loss = 0.634159, precision = 0.859375 (3.175 sec) INFO:tensorflow:global_step/sec: 36.6315 INFO:tensorflow:step = 6001, loss = 0.677902, precision = 0.8125 (2.730 sec) INFO:tensorflow:global_step/sec: 36.5564 INFO:tensorflow:step = 6101, loss = 0.549132, precision = 0.890625 (2.735 sec) INFO:tensorflow:global_step/sec: 36.4447 INFO:tensorflow:step = 6201, loss = 0.682414, precision = 0.84375 (2.744 sec) Saved checkpoint after 16 epoch(s) to data/resnet20/checkpoints/00016... INFO:tensorflow:global_step/sec: 31.2156 INFO:tensorflow:step = 6301, loss = 0.789985, precision = 0.8125 (3.204 sec) INFO:tensorflow:global_step/sec: 36.6698 INFO:tensorflow:step = 6401, loss = 0.721547, precision = 0.84375 (2.727 sec) INFO:tensorflow:global_step/sec: 36.9489 INFO:tensorflow:step = 6501, loss = 0.667445, precision = 0.859375 (2.707 sec) INFO:tensorflow:global_step/sec: 36.4158 INFO:tensorflow:step = 6601, loss = 0.773853, precision = 0.8125 (2.746 sec) Saved checkpoint after 17 epoch(s) to data/resnet20/checkpoints/00017... INFO:tensorflow:global_step/sec: 30.7667 INFO:tensorflow:step = 6701, loss = 0.740369, precision = 0.8125 (3.250 sec) INFO:tensorflow:global_step/sec: 36.3825 INFO:tensorflow:step = 6801, loss = 0.76212, precision = 0.8125 (2.748 sec) INFO:tensorflow:global_step/sec: 36.7444 INFO:tensorflow:step = 6901, loss = 0.839481, precision = 0.796875 (2.721 sec) INFO:tensorflow:global_step/sec: 36.8777 INFO:tensorflow:step = 7001, loss = 0.698426, precision = 0.804688 (2.712 sec) Saved checkpoint after 18 epoch(s) to data/resnet20/checkpoints/00018... INFO:tensorflow:global_step/sec: 30.7202 INFO:tensorflow:step = 7101, loss = 0.825533, precision = 0.796875 (3.255 sec) INFO:tensorflow:global_step/sec: 36.3624 INFO:tensorflow:step = 7201, loss = 0.676471, precision = 0.820312 (2.750 sec) INFO:tensorflow:global_step/sec: 36.9389 INFO:tensorflow:step = 7301, loss = 0.649459, precision = 0.882812 (2.707 sec) INFO:tensorflow:global_step/sec: 36.4279 INFO:tensorflow:step = 7401, loss = 0.734944, precision = 0.835938 (2.745 sec) Saved checkpoint after 19 epoch(s) to data/resnet20/checkpoints/00019... INFO:tensorflow:global_step/sec: 30.8197 INFO:tensorflow:step = 7501, loss = 0.662699, precision = 0.875 (3.245 sec) INFO:tensorflow:global_step/sec: 36.5571 INFO:tensorflow:step = 7601, loss = 0.700586, precision = 0.820312 (2.735 sec) INFO:tensorflow:global_step/sec: 36.8056 INFO:tensorflow:step = 7701, loss = 0.706559, precision = 0.84375 (2.717 sec) INFO:tensorflow:global_step/sec: 36.5638 INFO:tensorflow:step = 7801, loss = 0.576616, precision = 0.914062 (2.735 sec) Saved checkpoint after 20 epoch(s) to data/resnet20/checkpoints/00020... INFO:tensorflow:global_step/sec: 30.4308 INFO:tensorflow:step = 7901, loss = 0.872471, precision = 0.820312 (3.286 sec) INFO:tensorflow:global_step/sec: 36.5192 INFO:tensorflow:step = 8001, loss = 0.597721, precision = 0.875 (2.738 sec) INFO:tensorflow:global_step/sec: 36.6844 INFO:tensorflow:step = 8101, loss = 0.661379, precision = 0.867188 (2.726 sec) INFO:tensorflow:global_step/sec: 36.7378 INFO:tensorflow:step = 8201, loss = 0.803072, precision = 0.804688 (2.722 sec) Saved checkpoint after 21 epoch(s) to data/resnet20/checkpoints/00021... INFO:tensorflow:global_step/sec: 31.6265 INFO:tensorflow:step = 8301, loss = 0.730877, precision = 0.828125 (3.162 sec) INFO:tensorflow:global_step/sec: 36.5383 INFO:tensorflow:step = 8401, loss = 1.00679, precision = 0.75 (2.737 sec) INFO:tensorflow:global_step/sec: 36.7523 INFO:tensorflow:step = 8501, loss = 0.704638, precision = 0.804688 (2.721 sec) INFO:tensorflow:global_step/sec: 36.7394 INFO:tensorflow:step = 8601, loss = 0.589934, precision = 0.84375 (2.722 sec) Saved checkpoint after 22 epoch(s) to data/resnet20/checkpoints/00022... INFO:tensorflow:global_step/sec: 30.9159 INFO:tensorflow:step = 8701, loss = 0.570267, precision = 0.90625 (3.235 sec) INFO:tensorflow:global_step/sec: 36.8638 INFO:tensorflow:step = 8801, loss = 0.791721, precision = 0.84375 (2.713 sec) INFO:tensorflow:global_step/sec: 36.495 INFO:tensorflow:step = 8901, loss = 0.694525, precision = 0.835938 (2.740 sec) Saved checkpoint after 23 epoch(s) to data/resnet20/checkpoints/00023... INFO:tensorflow:global_step/sec: 31.4015 INFO:tensorflow:step = 9001, loss = 0.637058, precision = 0.851562 (3.185 sec) INFO:tensorflow:global_step/sec: 36.5714 INFO:tensorflow:step = 9101, loss = 0.673616, precision = 0.84375 (2.734 sec) INFO:tensorflow:global_step/sec: 36.925 INFO:tensorflow:step = 9201, loss = 0.733546, precision = 0.804688 (2.708 sec) INFO:tensorflow:global_step/sec: 36.5401 INFO:tensorflow:step = 9301, loss = 0.682018, precision = 0.835938 (2.737 sec) Saved checkpoint after 24 epoch(s) to data/resnet20/checkpoints/00024... INFO:tensorflow:global_step/sec: 30.9373 INFO:tensorflow:step = 9401, loss = 0.734275, precision = 0.859375 (3.232 sec) INFO:tensorflow:global_step/sec: 36.3707 INFO:tensorflow:step = 9501, loss = 0.613025, precision = 0.859375 (2.750 sec) INFO:tensorflow:global_step/sec: 36.7105 INFO:tensorflow:step = 9601, loss = 0.599912, precision = 0.859375 (2.724 sec) INFO:tensorflow:global_step/sec: 36.5887 INFO:tensorflow:step = 9701, loss = 0.707193, precision = 0.820312 (2.733 sec) Saved checkpoint after 25 epoch(s) to data/resnet20/checkpoints/00025... INFO:tensorflow:global_step/sec: 31.8239 INFO:tensorflow:step = 9801, loss = 0.645722, precision = 0.875 (3.142 sec) INFO:tensorflow:global_step/sec: 36.854 INFO:tensorflow:step = 9901, loss = 0.601023, precision = 0.90625 (2.714 sec) INFO:tensorflow:global_step/sec: 36.6422 INFO:tensorflow:step = 10001, loss = 0.821797, precision = 0.820312 (2.729 sec) INFO:tensorflow:global_step/sec: 36.6226 INFO:tensorflow:step = 10101, loss = 0.662084, precision = 0.898438 (2.730 sec) Saved checkpoint after 26 epoch(s) to data/resnet20/checkpoints/00026... INFO:tensorflow:global_step/sec: 31.08 INFO:tensorflow:step = 10201, loss = 0.616583, precision = 0.882812 (3.218 sec) INFO:tensorflow:global_step/sec: 36.5885 INFO:tensorflow:step = 10301, loss = 0.624081, precision = 0.90625 (2.733 sec) INFO:tensorflow:global_step/sec: 36.6699 INFO:tensorflow:step = 10401, loss = 0.652148, precision = 0.875 (2.727 sec) INFO:tensorflow:global_step/sec: 36.632 INFO:tensorflow:step = 10501, loss = 0.626866, precision = 0.859375 (2.730 sec) Saved checkpoint after 27 epoch(s) to data/resnet20/checkpoints/00027... INFO:tensorflow:global_step/sec: 31.1474 INFO:tensorflow:step = 10601, loss = 0.700255, precision = 0.84375 (3.211 sec) INFO:tensorflow:global_step/sec: 36.5403 INFO:tensorflow:step = 10701, loss = 0.639249, precision = 0.835938 (2.737 sec) INFO:tensorflow:global_step/sec: 36.6111 INFO:tensorflow:step = 10801, loss = 0.746165, precision = 0.8125 (2.731 sec) INFO:tensorflow:global_step/sec: 36.9092 INFO:tensorflow:step = 10901, loss = 0.614565, precision = 0.890625 (2.709 sec) Saved checkpoint after 28 epoch(s) to data/resnet20/checkpoints/00028... INFO:tensorflow:global_step/sec: 31.013 INFO:tensorflow:step = 11001, loss = 0.579167, precision = 0.882812 (3.225 sec) INFO:tensorflow:global_step/sec: 36.8457 INFO:tensorflow:step = 11101, loss = 0.682114, precision = 0.828125 (2.714 sec) INFO:tensorflow:global_step/sec: 36.7836 INFO:tensorflow:step = 11201, loss = 0.663038, precision = 0.875 (2.719 sec) INFO:tensorflow:global_step/sec: 36.8809 INFO:tensorflow:step = 11301, loss = 0.665302, precision = 0.828125 (2.711 sec) Saved checkpoint after 29 epoch(s) to data/resnet20/checkpoints/00029... INFO:tensorflow:global_step/sec: 31.102 INFO:tensorflow:step = 11401, loss = 0.60645, precision = 0.898438 (3.215 sec) INFO:tensorflow:global_step/sec: 36.4086 INFO:tensorflow:step = 11501, loss = 0.694972, precision = 0.828125 (2.747 sec) INFO:tensorflow:global_step/sec: 36.6199 INFO:tensorflow:step = 11601, loss = 0.608904, precision = 0.875 (2.731 sec) INFO:tensorflow:global_step/sec: 36.5583 INFO:tensorflow:step = 11701, loss = 0.681695, precision = 0.828125 (2.735 sec) Saved checkpoint after 30 epoch(s) to data/resnet20/checkpoints/00030... INFO:tensorflow:global_step/sec: 31.3405 INFO:tensorflow:step = 11801, loss = 0.651063, precision = 0.859375 (3.191 sec) INFO:tensorflow:global_step/sec: 36.6295 INFO:tensorflow:step = 11901, loss = 0.631688, precision = 0.890625 (2.730 sec) INFO:tensorflow:global_step/sec: 36.7037 INFO:tensorflow:step = 12001, loss = 0.600401, precision = 0.890625 (2.724 sec) INFO:tensorflow:global_step/sec: 36.81 INFO:tensorflow:step = 12101, loss = 0.635845, precision = 0.890625 (2.717 sec) Saved checkpoint after 31 epoch(s) to data/resnet20/checkpoints/00031... INFO:tensorflow:global_step/sec: 31.137 INFO:tensorflow:step = 12201, loss = 0.659406, precision = 0.882812 (3.212 sec) INFO:tensorflow:global_step/sec: 37.1682 INFO:tensorflow:step = 12301, loss = 0.764168, precision = 0.851562 (2.691 sec) INFO:tensorflow:global_step/sec: 36.6911 INFO:tensorflow:step = 12401, loss = 0.648244, precision = 0.867188 (2.725 sec) INFO:tensorflow:global_step/sec: 37.0434 INFO:tensorflow:step = 12501, loss = 0.736476, precision = 0.835938 (2.700 sec) Saved checkpoint after 32 epoch(s) to data/resnet20/checkpoints/00032... INFO:tensorflow:global_step/sec: 31.404 INFO:tensorflow:step = 12601, loss = 0.714813, precision = 0.851562 (3.184 sec) INFO:tensorflow:global_step/sec: 37.3697 INFO:tensorflow:step = 12701, loss = 0.657914, precision = 0.859375 (2.676 sec) INFO:tensorflow:global_step/sec: 37.664 INFO:tensorflow:step = 12801, loss = 0.657276, precision = 0.882812 (2.655 sec) INFO:tensorflow:global_step/sec: 37.3367 INFO:tensorflow:step = 12901, loss = 0.601974, precision = 0.882812 (2.678 sec) Saved checkpoint after 33 epoch(s) to data/resnet20/checkpoints/00033... INFO:tensorflow:global_step/sec: 32.1034 INFO:tensorflow:step = 13001, loss = 0.624358, precision = 0.851562 (3.115 sec) INFO:tensorflow:global_step/sec: 36.9624 INFO:tensorflow:step = 13101, loss = 0.735229, precision = 0.804688 (2.705 sec) INFO:tensorflow:global_step/sec: 36.5375 INFO:tensorflow:step = 13201, loss = 0.689314, precision = 0.859375 (2.737 sec) Saved checkpoint after 34 epoch(s) to data/resnet20/checkpoints/00034... INFO:tensorflow:global_step/sec: 31.0807 INFO:tensorflow:step = 13301, loss = 0.658033, precision = 0.851562 (3.218 sec) INFO:tensorflow:global_step/sec: 36.5216 INFO:tensorflow:step = 13401, loss = 0.632308, precision = 0.890625 (2.738 sec) INFO:tensorflow:global_step/sec: 36.5414 INFO:tensorflow:step = 13501, loss = 0.594866, precision = 0.882812 (2.737 sec) INFO:tensorflow:global_step/sec: 36.4299 INFO:tensorflow:step = 13601, loss = 0.862075, precision = 0.757812 (2.745 sec) Saved checkpoint after 35 epoch(s) to data/resnet20/checkpoints/00035... INFO:tensorflow:global_step/sec: 30.895 INFO:tensorflow:step = 13701, loss = 0.885717, precision = 0.789062 (3.237 sec) INFO:tensorflow:global_step/sec: 36.5304 INFO:tensorflow:step = 13801, loss = 0.512465, precision = 0.921875 (2.737 sec) INFO:tensorflow:global_step/sec: 36.7729 INFO:tensorflow:step = 13901, loss = 0.717732, precision = 0.851562 (2.719 sec) INFO:tensorflow:global_step/sec: 36.7351 INFO:tensorflow:step = 14001, loss = 0.736639, precision = 0.828125 (2.722 sec) Saved checkpoint after 36 epoch(s) to data/resnet20/checkpoints/00036... INFO:tensorflow:global_step/sec: 31.5312 INFO:tensorflow:step = 14101, loss = 0.608539, precision = 0.882812 (3.172 sec) INFO:tensorflow:global_step/sec: 36.9264 INFO:tensorflow:step = 14201, loss = 0.602021, precision = 0.875 (2.708 sec) INFO:tensorflow:global_step/sec: 36.8261 INFO:tensorflow:step = 14301, loss = 0.903494, precision = 0.78125 (2.716 sec) INFO:tensorflow:global_step/sec: 36.8611 INFO:tensorflow:step = 14401, loss = 0.789973, precision = 0.820312 (2.713 sec) Saved checkpoint after 37 epoch(s) to data/resnet20/checkpoints/00037... INFO:tensorflow:global_step/sec: 31.1343 INFO:tensorflow:step = 14501, loss = 0.73986, precision = 0.828125 (3.212 sec) INFO:tensorflow:global_step/sec: 37.1752 INFO:tensorflow:step = 14601, loss = 0.624382, precision = 0.867188 (2.690 sec) INFO:tensorflow:global_step/sec: 36.9439 INFO:tensorflow:step = 14701, loss = 0.649032, precision = 0.882812 (2.707 sec) INFO:tensorflow:global_step/sec: 36.5813 INFO:tensorflow:step = 14801, loss = 0.680569, precision = 0.875 (2.734 sec) Saved checkpoint after 38 epoch(s) to data/resnet20/checkpoints/00038... INFO:tensorflow:global_step/sec: 30.8168 INFO:tensorflow:step = 14901, loss = 0.663856, precision = 0.851562 (3.245 sec) INFO:tensorflow:global_step/sec: 37.15 INFO:tensorflow:step = 15001, loss = 0.639683, precision = 0.851562 (2.692 sec) INFO:tensorflow:global_step/sec: 37.1623 INFO:tensorflow:step = 15101, loss = 0.620906, precision = 0.835938 (2.691 sec) INFO:tensorflow:global_step/sec: 36.8249 INFO:tensorflow:step = 15201, loss = 0.651277, precision = 0.867188 (2.716 sec) Saved checkpoint after 39 epoch(s) to data/resnet20/checkpoints/00039... INFO:tensorflow:global_step/sec: 31.1933 INFO:tensorflow:step = 15301, loss = 0.657676, precision = 0.828125 (3.206 sec) INFO:tensorflow:global_step/sec: 36.8145 INFO:tensorflow:step = 15401, loss = 0.568478, precision = 0.90625 (2.716 sec) INFO:tensorflow:global_step/sec: 36.815 INFO:tensorflow:step = 15501, loss = 0.565685, precision = 0.90625 (2.717 sec) INFO:tensorflow:global_step/sec: 37.1239 INFO:tensorflow:step = 15601, loss = 0.640833, precision = 0.90625 (2.694 sec) Saved checkpoint after 40 epoch(s) to data/resnet20/checkpoints/00040... INFO:tensorflow:global_step/sec: 30.6065 INFO:tensorflow:step = 15701, loss = 0.611595, precision = 0.851562 (3.267 sec) INFO:tensorflow:global_step/sec: 37.0707 INFO:tensorflow:step = 15801, loss = 0.724388, precision = 0.851562 (2.698 sec) INFO:tensorflow:global_step/sec: 36.8464 INFO:tensorflow:step = 15901, loss = 0.590611, precision = 0.90625 (2.714 sec) INFO:tensorflow:global_step/sec: 36.5696 INFO:tensorflow:step = 16001, loss = 0.761906, precision = 0.851562 (2.735 sec) Saved checkpoint after 41 epoch(s) to data/resnet20/checkpoints/00041... INFO:tensorflow:global_step/sec: 31.515 INFO:tensorflow:step = 16101, loss = 0.584455, precision = 0.875 (3.173 sec) INFO:tensorflow:global_step/sec: 36.83 INFO:tensorflow:step = 16201, loss = 0.708605, precision = 0.867188 (2.715 sec) INFO:tensorflow:global_step/sec: 37.0939 INFO:tensorflow:step = 16301, loss = 0.715807, precision = 0.851562 (2.696 sec) INFO:tensorflow:global_step/sec: 37.0506 INFO:tensorflow:step = 16401, loss = 0.493945, precision = 0.921875 (2.699 sec) Saved checkpoint after 42 epoch(s) to data/resnet20/checkpoints/00042... INFO:tensorflow:global_step/sec: 31.5431 INFO:tensorflow:step = 16501, loss = 0.717815, precision = 0.851562 (3.170 sec) INFO:tensorflow:global_step/sec: 37.0497 INFO:tensorflow:step = 16601, loss = 0.595899, precision = 0.875 (2.699 sec) INFO:tensorflow:global_step/sec: 36.5936 INFO:tensorflow:step = 16701, loss = 0.680476, precision = 0.875 (2.733 sec) INFO:tensorflow:global_step/sec: 37.0139 INFO:tensorflow:step = 16801, loss = 0.907738, precision = 0.78125 (2.702 sec) Saved checkpoint after 43 epoch(s) to data/resnet20/checkpoints/00043... INFO:tensorflow:global_step/sec: 31.3871 INFO:tensorflow:step = 16901, loss = 0.620794, precision = 0.882812 (3.186 sec) INFO:tensorflow:global_step/sec: 37.3531 INFO:tensorflow:step = 17001, loss = 0.7248, precision = 0.851562 (2.677 sec) INFO:tensorflow:global_step/sec: 37.2006 INFO:tensorflow:step = 17101, loss = 0.667465, precision = 0.859375 (2.688 sec) INFO:tensorflow:global_step/sec: 36.9815 INFO:tensorflow:step = 17201, loss = 0.709587, precision = 0.867188 (2.705 sec) Saved checkpoint after 44 epoch(s) to data/resnet20/checkpoints/00044... INFO:tensorflow:global_step/sec: 31.2474 INFO:tensorflow:step = 17301, loss = 0.721344, precision = 0.820312 (3.200 sec) INFO:tensorflow:global_step/sec: 36.9529 INFO:tensorflow:step = 17401, loss = 0.580729, precision = 0.890625 (2.707 sec) INFO:tensorflow:global_step/sec: 36.9075 INFO:tensorflow:step = 17501, loss = 0.72536, precision = 0.835938 (2.709 sec) Saved checkpoint after 45 epoch(s) to data/resnet20/checkpoints/00045... INFO:tensorflow:global_step/sec: 31.4619 INFO:tensorflow:step = 17601, loss = 0.709579, precision = 0.851562 (3.179 sec) INFO:tensorflow:global_step/sec: 36.8216 INFO:tensorflow:step = 17701, loss = 0.755051, precision = 0.851562 (2.716 sec) INFO:tensorflow:global_step/sec: 36.7754 INFO:tensorflow:step = 17801, loss = 0.685333, precision = 0.898438 (2.719 sec) INFO:tensorflow:global_step/sec: 36.732 INFO:tensorflow:step = 17901, loss = 0.664626, precision = 0.867188 (2.723 sec) Saved checkpoint after 46 epoch(s) to data/resnet20/checkpoints/00046... INFO:tensorflow:global_step/sec: 31.092 INFO:tensorflow:step = 18001, loss = 0.540409, precision = 0.921875 (3.216 sec) INFO:tensorflow:global_step/sec: 36.9357 INFO:tensorflow:step = 18101, loss = 0.600214, precision = 0.898438 (2.707 sec) INFO:tensorflow:global_step/sec: 37.0418 INFO:tensorflow:step = 18201, loss = 0.765904, precision = 0.804688 (2.700 sec) INFO:tensorflow:global_step/sec: 36.924 INFO:tensorflow:step = 18301, loss = 0.72374, precision = 0.859375 (2.708 sec) Saved checkpoint after 47 epoch(s) to data/resnet20/checkpoints/00047... INFO:tensorflow:global_step/sec: 31.3776 INFO:tensorflow:step = 18401, loss = 0.680403, precision = 0.851562 (3.187 sec) INFO:tensorflow:global_step/sec: 36.5568 INFO:tensorflow:step = 18501, loss = 0.621526, precision = 0.875 (2.735 sec) INFO:tensorflow:global_step/sec: 36.7206 INFO:tensorflow:step = 18601, loss = 0.636099, precision = 0.890625 (2.724 sec) INFO:tensorflow:global_step/sec: 36.9259 INFO:tensorflow:step = 18701, loss = 0.71095, precision = 0.859375 (2.708 sec) Saved checkpoint after 48 epoch(s) to data/resnet20/checkpoints/00048... INFO:tensorflow:global_step/sec: 31.2373 INFO:tensorflow:step = 18801, loss = 0.612405, precision = 0.9375 (3.201 sec) INFO:tensorflow:global_step/sec: 36.7245 INFO:tensorflow:step = 18901, loss = 0.71039, precision = 0.835938 (2.723 sec) INFO:tensorflow:global_step/sec: 36.6958 INFO:tensorflow:step = 19001, loss = 0.617696, precision = 0.882812 (2.725 sec) INFO:tensorflow:global_step/sec: 37.068 INFO:tensorflow:step = 19101, loss = 0.662404, precision = 0.84375 (2.698 sec) Saved checkpoint after 49 epoch(s) to data/resnet20/checkpoints/00049... INFO:tensorflow:global_step/sec: 31.1417 INFO:tensorflow:step = 19201, loss = 0.567496, precision = 0.898438 (3.211 sec) INFO:tensorflow:global_step/sec: 36.6711 INFO:tensorflow:step = 19301, loss = 0.699809, precision = 0.867188 (2.727 sec) INFO:tensorflow:global_step/sec: 36.8198 INFO:tensorflow:step = 19401, loss = 0.599155, precision = 0.90625 (2.716 sec) INFO:tensorflow:global_step/sec: 37.0502 INFO:tensorflow:step = 19501, loss = 0.600716, precision = 0.890625 (2.699 sec) Saved checkpoint after 50 epoch(s) to data/resnet20/checkpoints/00050... INFO:tensorflow:global_step/sec: 31.899 INFO:tensorflow:step = 19601, loss = 0.736475, precision = 0.867188 (3.135 sec) INFO:tensorflow:global_step/sec: 37.0328 INFO:tensorflow:step = 19701, loss = 0.563628, precision = 0.90625 (2.700 sec) INFO:tensorflow:global_step/sec: 36.953 INFO:tensorflow:step = 19801, loss = 0.688484, precision = 0.867188 (2.706 sec) INFO:tensorflow:global_step/sec: 36.7701 INFO:tensorflow:step = 19901, loss = 0.647948, precision = 0.859375 (2.719 sec) Saved checkpoint after 51 epoch(s) to data/resnet20/checkpoints/00051... INFO:tensorflow:global_step/sec: 31.3915 INFO:tensorflow:step = 20001, loss = 0.660744, precision = 0.867188 (3.186 sec) INFO:tensorflow:global_step/sec: 36.6768 INFO:tensorflow:step = 20101, loss = 0.682581, precision = 0.820312 (2.726 sec) INFO:tensorflow:global_step/sec: 37.0056 INFO:tensorflow:step = 20201, loss = 0.803198, precision = 0.835938 (2.702 sec) INFO:tensorflow:global_step/sec: 37.199 INFO:tensorflow:step = 20301, loss = 0.711824, precision = 0.875 (2.688 sec) Saved checkpoint after 52 epoch(s) to data/resnet20/checkpoints/00052... INFO:tensorflow:global_step/sec: 31.4941 INFO:tensorflow:step = 20401, loss = 0.684902, precision = 0.828125 (3.176 sec) INFO:tensorflow:global_step/sec: 36.8447 INFO:tensorflow:step = 20501, loss = 0.597211, precision = 0.914062 (2.714 sec) INFO:tensorflow:global_step/sec: 36.9467 INFO:tensorflow:step = 20601, loss = 0.740443, precision = 0.851562 (2.707 sec) INFO:tensorflow:global_step/sec: 36.7889 INFO:tensorflow:step = 20701, loss = 0.595744, precision = 0.898438 (2.718 sec) Saved checkpoint after 53 epoch(s) to data/resnet20/checkpoints/00053... INFO:tensorflow:global_step/sec: 31.3861 INFO:tensorflow:step = 20801, loss = 0.758135, precision = 0.8125 (3.186 sec) INFO:tensorflow:global_step/sec: 36.5855 INFO:tensorflow:step = 20901, loss = 0.736187, precision = 0.882812 (2.733 sec) INFO:tensorflow:global_step/sec: 36.7868 INFO:tensorflow:step = 21001, loss = 0.603109, precision = 0.882812 (2.719 sec) INFO:tensorflow:global_step/sec: 36.7078 INFO:tensorflow:step = 21101, loss = 0.620879, precision = 0.890625 (2.724 sec) Saved checkpoint after 54 epoch(s) to data/resnet20/checkpoints/00054... INFO:tensorflow:global_step/sec: 31.3125 INFO:tensorflow:step = 21201, loss = 0.76653, precision = 0.820312 (3.194 sec) INFO:tensorflow:global_step/sec: 36.7979 INFO:tensorflow:step = 21301, loss = 0.703813, precision = 0.882812 (2.717 sec) INFO:tensorflow:global_step/sec: 37.0652 INFO:tensorflow:step = 21401, loss = 0.581393, precision = 0.882812 (2.698 sec) INFO:tensorflow:global_step/sec: 36.7573 INFO:tensorflow:step = 21501, loss = 0.702136, precision = 0.875 (2.721 sec) Saved checkpoint after 55 epoch(s) to data/resnet20/checkpoints/00055... INFO:tensorflow:global_step/sec: 31.4805 INFO:tensorflow:step = 21601, loss = 0.597173, precision = 0.890625 (3.177 sec) INFO:tensorflow:global_step/sec: 36.7826 INFO:tensorflow:step = 21701, loss = 0.713952, precision = 0.875 (2.718 sec) INFO:tensorflow:global_step/sec: 36.9114 INFO:tensorflow:step = 21801, loss = 0.701855, precision = 0.859375 (2.709 sec) Saved checkpoint after 56 epoch(s) to data/resnet20/checkpoints/00056... INFO:tensorflow:global_step/sec: 31.9847 INFO:tensorflow:step = 21901, loss = 0.62086, precision = 0.882812 (3.127 sec) INFO:tensorflow:global_step/sec: 36.892 INFO:tensorflow:step = 22001, loss = 0.467132, precision = 0.921875 (2.710 sec) INFO:tensorflow:global_step/sec: 36.4816 INFO:tensorflow:step = 22101, loss = 0.602439, precision = 0.898438 (2.741 sec) INFO:tensorflow:global_step/sec: 36.7123 INFO:tensorflow:step = 22201, loss = 0.554188, precision = 0.90625 (2.724 sec) Saved checkpoint after 57 epoch(s) to data/resnet20/checkpoints/00057... INFO:tensorflow:global_step/sec: 31.4272 INFO:tensorflow:step = 22301, loss = 0.646833, precision = 0.867188 (3.182 sec) INFO:tensorflow:global_step/sec: 36.7437 INFO:tensorflow:step = 22401, loss = 0.685159, precision = 0.84375 (2.722 sec) INFO:tensorflow:global_step/sec: 36.8093 INFO:tensorflow:step = 22501, loss = 0.632148, precision = 0.859375 (2.717 sec) INFO:tensorflow:global_step/sec: 37.1797 INFO:tensorflow:step = 22601, loss = 0.672925, precision = 0.875 (2.690 sec) Saved checkpoint after 58 epoch(s) to data/resnet20/checkpoints/00058... INFO:tensorflow:global_step/sec: 31.0494 INFO:tensorflow:step = 22701, loss = 0.601497, precision = 0.898438 (3.220 sec) INFO:tensorflow:global_step/sec: 36.8675 INFO:tensorflow:step = 22801, loss = 0.809993, precision = 0.828125 (2.712 sec) INFO:tensorflow:global_step/sec: 36.8782 INFO:tensorflow:step = 22901, loss = 0.6207, precision = 0.882812 (2.712 sec) INFO:tensorflow:global_step/sec: 36.8635 INFO:tensorflow:step = 23001, loss = 0.674742, precision = 0.875 (2.713 sec) Saved checkpoint after 59 epoch(s) to data/resnet20/checkpoints/00059... INFO:tensorflow:global_step/sec: 31.29 INFO:tensorflow:step = 23101, loss = 0.571147, precision = 0.921875 (3.196 sec) INFO:tensorflow:global_step/sec: 36.8652 INFO:tensorflow:step = 23201, loss = 0.63097, precision = 0.859375 (2.713 sec) INFO:tensorflow:global_step/sec: 36.8778 INFO:tensorflow:step = 23301, loss = 0.656497, precision = 0.867188 (2.712 sec) INFO:tensorflow:global_step/sec: 36.9192 INFO:tensorflow:step = 23401, loss = 0.658761, precision = 0.890625 (2.708 sec) Saved checkpoint after 60 epoch(s) to data/resnet20/checkpoints/00060... INFO:tensorflow:global_step/sec: 31.1178 INFO:tensorflow:step = 23501, loss = 0.570772, precision = 0.882812 (3.214 sec) INFO:tensorflow:global_step/sec: 36.5392 INFO:tensorflow:step = 23601, loss = 0.646856, precision = 0.851562 (2.737 sec) INFO:tensorflow:global_step/sec: 36.8489 INFO:tensorflow:step = 23701, loss = 0.602991, precision = 0.875 (2.714 sec) INFO:tensorflow:global_step/sec: 36.5147 INFO:tensorflow:step = 23801, loss = 0.63796, precision = 0.882812 (2.739 sec) Saved checkpoint after 61 epoch(s) to data/resnet20/checkpoints/00061... INFO:tensorflow:global_step/sec: 31.0598 INFO:tensorflow:step = 23901, loss = 0.622749, precision = 0.859375 (3.220 sec) INFO:tensorflow:global_step/sec: 36.7219 INFO:tensorflow:step = 24001, loss = 0.832498, precision = 0.804688 (2.723 sec) INFO:tensorflow:global_step/sec: 36.4837 INFO:tensorflow:step = 24101, loss = 0.587171, precision = 0.875 (2.741 sec) INFO:tensorflow:global_step/sec: 36.3925 INFO:tensorflow:step = 24201, loss = 0.728096, precision = 0.882812 (2.748 sec) Saved checkpoint after 62 epoch(s) to data/resnet20/checkpoints/00062... INFO:tensorflow:global_step/sec: 31.3469 INFO:tensorflow:step = 24301, loss = 0.648914, precision = 0.828125 (3.190 sec) INFO:tensorflow:global_step/sec: 36.7404 INFO:tensorflow:step = 24401, loss = 0.597155, precision = 0.875 (2.722 sec) INFO:tensorflow:global_step/sec: 36.8479 INFO:tensorflow:step = 24501, loss = 0.683201, precision = 0.820312 (2.714 sec) INFO:tensorflow:global_step/sec: 36.8239 INFO:tensorflow:step = 24601, loss = 0.674858, precision = 0.851562 (2.716 sec) Saved checkpoint after 63 epoch(s) to data/resnet20/checkpoints/00063... INFO:tensorflow:global_step/sec: 31.0665 INFO:tensorflow:step = 24701, loss = 0.62014, precision = 0.859375 (3.219 sec) INFO:tensorflow:global_step/sec: 37.0432 INFO:tensorflow:step = 24801, loss = 0.777603, precision = 0.84375 (2.699 sec) INFO:tensorflow:global_step/sec: 36.7406 INFO:tensorflow:step = 24901, loss = 0.620829, precision = 0.875 (2.722 sec) INFO:tensorflow:global_step/sec: 36.9052 INFO:tensorflow:step = 25001, loss = 0.666708, precision = 0.875 (2.709 sec) Saved checkpoint after 64 epoch(s) to data/resnet20/checkpoints/00064... INFO:tensorflow:global_step/sec: 31.3029 INFO:tensorflow:step = 25101, loss = 0.522227, precision = 0.929688 (3.195 sec) INFO:tensorflow:global_step/sec: 36.8324 INFO:tensorflow:step = 25201, loss = 0.612325, precision = 0.859375 (2.714 sec) INFO:tensorflow:global_step/sec: 36.7662 INFO:tensorflow:step = 25301, loss = 0.593641, precision = 0.84375 (2.720 sec) INFO:tensorflow:global_step/sec: 36.5938 INFO:tensorflow:step = 25401, loss = 0.72501, precision = 0.828125 (2.733 sec) Saved checkpoint after 65 epoch(s) to data/resnet20/checkpoints/00065... INFO:tensorflow:global_step/sec: 31.085 INFO:tensorflow:step = 25501, loss = 0.555607, precision = 0.921875 (3.217 sec) INFO:tensorflow:global_step/sec: 36.9606 INFO:tensorflow:step = 25601, loss = 0.805237, precision = 0.8125 (2.705 sec) INFO:tensorflow:global_step/sec: 36.8717 INFO:tensorflow:step = 25701, loss = 0.573198, precision = 0.890625 (2.712 sec) INFO:tensorflow:global_step/sec: 36.9087 INFO:tensorflow:step = 25801, loss = 0.651045, precision = 0.84375 (2.710 sec) Saved checkpoint after 66 epoch(s) to data/resnet20/checkpoints/00066... INFO:tensorflow:global_step/sec: 31.3963 INFO:tensorflow:step = 25901, loss = 0.517518, precision = 0.914062 (3.185 sec) INFO:tensorflow:global_step/sec: 36.9915 INFO:tensorflow:step = 26001, loss = 0.544592, precision = 0.90625 (2.703 sec) INFO:tensorflow:global_step/sec: 36.8538 INFO:tensorflow:step = 26101, loss = 0.59364, precision = 0.882812 (2.713 sec) Saved checkpoint after 67 epoch(s) to data/resnet20/checkpoints/00067... INFO:tensorflow:global_step/sec: 31.6763 INFO:tensorflow:step = 26201, loss = 0.695491, precision = 0.851562 (3.157 sec) INFO:tensorflow:global_step/sec: 36.7882 INFO:tensorflow:step = 26301, loss = 0.729084, precision = 0.890625 (2.718 sec) INFO:tensorflow:global_step/sec: 36.6398 INFO:tensorflow:step = 26401, loss = 0.69452, precision = 0.859375 (2.729 sec) INFO:tensorflow:global_step/sec: 36.6089 INFO:tensorflow:step = 26501, loss = 0.735517, precision = 0.835938 (2.732 sec) Saved checkpoint after 68 epoch(s) to data/resnet20/checkpoints/00068... INFO:tensorflow:global_step/sec: 31.7243 INFO:tensorflow:step = 26601, loss = 0.798288, precision = 0.789062 (3.152 sec) INFO:tensorflow:global_step/sec: 36.679 INFO:tensorflow:step = 26701, loss = 0.701408, precision = 0.84375 (2.728 sec) INFO:tensorflow:global_step/sec: 36.5967 INFO:tensorflow:step = 26801, loss = 0.676335, precision = 0.859375 (2.731 sec) INFO:tensorflow:global_step/sec: 36.6353 INFO:tensorflow:step = 26901, loss = 0.595611, precision = 0.859375 (2.730 sec) Saved checkpoint after 69 epoch(s) to data/resnet20/checkpoints/00069... INFO:tensorflow:global_step/sec: 31.649 INFO:tensorflow:step = 27001, loss = 0.682547, precision = 0.84375 (3.159 sec) INFO:tensorflow:global_step/sec: 36.9166 INFO:tensorflow:step = 27101, loss = 0.683892, precision = 0.898438 (2.709 sec) INFO:tensorflow:global_step/sec: 36.7964 INFO:tensorflow:step = 27201, loss = 0.62492, precision = 0.867188 (2.718 sec) INFO:tensorflow:global_step/sec: 36.7488 INFO:tensorflow:step = 27301, loss = 0.669969, precision = 0.882812 (2.721 sec) Saved checkpoint after 70 epoch(s) to data/resnet20/checkpoints/00070... INFO:tensorflow:global_step/sec: 31.284 INFO:tensorflow:step = 27401, loss = 0.680698, precision = 0.8125 (3.196 sec) INFO:tensorflow:global_step/sec: 36.8011 INFO:tensorflow:step = 27501, loss = 0.610269, precision = 0.914062 (2.717 sec) INFO:tensorflow:global_step/sec: 36.6732 INFO:tensorflow:step = 27601, loss = 0.670278, precision = 0.882812 (2.727 sec) INFO:tensorflow:global_step/sec: 36.9653 INFO:tensorflow:step = 27701, loss = 0.607711, precision = 0.875 (2.705 sec) Saved checkpoint after 71 epoch(s) to data/resnet20/checkpoints/00071... INFO:tensorflow:global_step/sec: 31.1922 INFO:tensorflow:step = 27801, loss = 0.705552, precision = 0.859375 (3.206 sec) INFO:tensorflow:global_step/sec: 37.0854 INFO:tensorflow:step = 27901, loss = 0.716737, precision = 0.859375 (2.696 sec) INFO:tensorflow:global_step/sec: 37.0395 INFO:tensorflow:step = 28001, loss = 0.701087, precision = 0.835938 (2.700 sec) INFO:tensorflow:global_step/sec: 37.1684 INFO:tensorflow:step = 28101, loss = 0.592297, precision = 0.914062 (2.690 sec) Saved checkpoint after 72 epoch(s) to data/resnet20/checkpoints/00072... INFO:tensorflow:global_step/sec: 31.3795 INFO:tensorflow:step = 28201, loss = 0.800866, precision = 0.804688 (3.187 sec) INFO:tensorflow:global_step/sec: 37.0911 INFO:tensorflow:step = 28301, loss = 0.68073, precision = 0.867188 (2.696 sec) INFO:tensorflow:global_step/sec: 37.1527 INFO:tensorflow:step = 28401, loss = 0.802916, precision = 0.820312 (2.691 sec) INFO:tensorflow:global_step/sec: 37.1296 INFO:tensorflow:step = 28501, loss = 0.60761, precision = 0.90625 (2.694 sec) Saved checkpoint after 73 epoch(s) to data/resnet20/checkpoints/00073... INFO:tensorflow:global_step/sec: 31.1691 INFO:tensorflow:step = 28601, loss = 0.69894, precision = 0.84375 (3.208 sec) INFO:tensorflow:global_step/sec: 36.5085 INFO:tensorflow:step = 28701, loss = 0.626737, precision = 0.867188 (2.739 sec) INFO:tensorflow:global_step/sec: 36.9363 INFO:tensorflow:step = 28801, loss = 0.676653, precision = 0.84375 (2.707 sec) INFO:tensorflow:global_step/sec: 37.2319 INFO:tensorflow:step = 28901, loss = 0.77938, precision = 0.890625 (2.686 sec) Saved checkpoint after 74 epoch(s) to data/resnet20/checkpoints/00074... INFO:tensorflow:global_step/sec: 31.6306 INFO:tensorflow:step = 29001, loss = 0.838053, precision = 0.828125 (3.162 sec) INFO:tensorflow:global_step/sec: 36.7678 INFO:tensorflow:step = 29101, loss = 0.668686, precision = 0.875 (2.719 sec) INFO:tensorflow:global_step/sec: 36.9459 INFO:tensorflow:step = 29201, loss = 0.71341, precision = 0.859375 (2.707 sec) INFO:tensorflow:global_step/sec: 36.8762 INFO:tensorflow:step = 29301, loss = 0.64552, precision = 0.875 (2.711 sec) Saved checkpoint after 75 epoch(s) to data/resnet20/checkpoints/00075... INFO:tensorflow:global_step/sec: 31.4876 INFO:tensorflow:step = 29401, loss = 0.640728, precision = 0.898438 (3.176 sec) INFO:tensorflow:global_step/sec: 36.8167 INFO:tensorflow:step = 29501, loss = 0.727708, precision = 0.851562 (2.716 sec) INFO:tensorflow:global_step/sec: 37.0671 INFO:tensorflow:step = 29601, loss = 0.613064, precision = 0.875 (2.698 sec) INFO:tensorflow:global_step/sec: 36.9756 INFO:tensorflow:step = 29701, loss = 0.628492, precision = 0.882812 (2.704 sec) Saved checkpoint after 76 epoch(s) to data/resnet20/checkpoints/00076... INFO:tensorflow:global_step/sec: 31.2696 INFO:tensorflow:step = 29801, loss = 0.695478, precision = 0.859375 (3.198 sec) INFO:tensorflow:global_step/sec: 36.6435 INFO:tensorflow:step = 29901, loss = 0.613503, precision = 0.882812 (2.729 sec) INFO:tensorflow:global_step/sec: 36.9439 INFO:tensorflow:step = 30001, loss = 0.758841, precision = 0.820312 (2.706 sec) INFO:tensorflow:global_step/sec: 36.7161 INFO:tensorflow:step = 30101, loss = 0.597345, precision = 0.890625 (2.724 sec) Saved checkpoint after 77 epoch(s) to data/resnet20/checkpoints/00077... INFO:tensorflow:global_step/sec: 31.1072 INFO:tensorflow:step = 30201, loss = 0.733651, precision = 0.867188 (3.215 sec) INFO:tensorflow:global_step/sec: 37.0289 INFO:tensorflow:step = 30301, loss = 0.657394, precision = 0.890625 (2.700 sec) INFO:tensorflow:global_step/sec: 36.8444 INFO:tensorflow:step = 30401, loss = 0.61299, precision = 0.898438 (2.715 sec) Saved checkpoint after 78 epoch(s) to data/resnet20/checkpoints/00078... INFO:tensorflow:global_step/sec: 31.0346 INFO:tensorflow:step = 30501, loss = 0.736815, precision = 0.84375 (3.222 sec) INFO:tensorflow:global_step/sec: 36.6546 INFO:tensorflow:step = 30601, loss = 0.674018, precision = 0.867188 (2.728 sec) INFO:tensorflow:global_step/sec: 36.9384 INFO:tensorflow:step = 30701, loss = 0.528972, precision = 0.90625 (2.708 sec) INFO:tensorflow:global_step/sec: 36.6324 INFO:tensorflow:step = 30801, loss = 0.574519, precision = 0.914062 (2.730 sec) Saved checkpoint after 79 epoch(s) to data/resnet20/checkpoints/00079... INFO:tensorflow:global_step/sec: 29.5932 INFO:tensorflow:step = 30901, loss = 0.713179, precision = 0.882812 (3.378 sec) INFO:tensorflow:global_step/sec: 36.3749 INFO:tensorflow:step = 31001, loss = 0.626368, precision = 0.882812 (2.749 sec) INFO:tensorflow:global_step/sec: 36.7343 INFO:tensorflow:step = 31101, loss = 0.65159, precision = 0.851562 (2.722 sec) INFO:tensorflow:global_step/sec: 36.7426 INFO:tensorflow:step = 31201, loss = 0.632867, precision = 0.875 (2.721 sec) Saved checkpoint after 80 epoch(s) to data/resnet20/checkpoints/00080... INFO:tensorflow:global_step/sec: 30.9747 INFO:tensorflow:step = 31301, loss = 0.628437, precision = 0.898438 (3.229 sec) INFO:tensorflow:global_step/sec: 36.4842 INFO:tensorflow:step = 31401, loss = 0.709023, precision = 0.828125 (2.741 sec) INFO:tensorflow:global_step/sec: 36.9645 INFO:tensorflow:step = 31501, loss = 0.59266, precision = 0.890625 (2.705 sec) INFO:tensorflow:global_step/sec: 36.7641 INFO:tensorflow:step = 31601, loss = 0.727019, precision = 0.875 (2.720 sec) Saved checkpoint after 81 epoch(s) to data/resnet20/checkpoints/00081... INFO:tensorflow:global_step/sec: 31.0254 INFO:tensorflow:step = 31701, loss = 0.60836, precision = 0.882812 (3.223 sec) INFO:tensorflow:global_step/sec: 36.9531 INFO:tensorflow:step = 31801, loss = 0.520888, precision = 0.90625 (2.706 sec) INFO:tensorflow:global_step/sec: 37.0407 INFO:tensorflow:step = 31901, loss = 0.541345, precision = 0.90625 (2.700 sec) INFO:tensorflow:global_step/sec: 36.6729 INFO:tensorflow:step = 32001, loss = 0.676791, precision = 0.851562 (2.726 sec) Saved checkpoint after 82 epoch(s) to data/resnet20/checkpoints/00082... INFO:tensorflow:global_step/sec: 31.1833 INFO:tensorflow:step = 32101, loss = 0.700257, precision = 0.84375 (3.207 sec) INFO:tensorflow:global_step/sec: 36.7619 INFO:tensorflow:step = 32201, loss = 0.617776, precision = 0.875 (2.720 sec) INFO:tensorflow:global_step/sec: 36.8374 INFO:tensorflow:step = 32301, loss = 0.783643, precision = 0.835938 (2.715 sec) INFO:tensorflow:global_step/sec: 36.5786 INFO:tensorflow:step = 32401, loss = 0.687524, precision = 0.867188 (2.734 sec) Saved checkpoint after 83 epoch(s) to data/resnet20/checkpoints/00083... INFO:tensorflow:global_step/sec: 30.8083 INFO:tensorflow:step = 32501, loss = 0.577449, precision = 0.890625 (3.246 sec) INFO:tensorflow:global_step/sec: 36.861 INFO:tensorflow:step = 32601, loss = 0.811041, precision = 0.828125 (2.713 sec) INFO:tensorflow:global_step/sec: 36.8291 INFO:tensorflow:step = 32701, loss = 0.593049, precision = 0.890625 (2.716 sec) INFO:tensorflow:global_step/sec: 36.3508 INFO:tensorflow:step = 32801, loss = 0.682498, precision = 0.867188 (2.751 sec) Saved checkpoint after 84 epoch(s) to data/resnet20/checkpoints/00084... INFO:tensorflow:global_step/sec: 30.9613 INFO:tensorflow:step = 32901, loss = 0.645048, precision = 0.898438 (3.229 sec) INFO:tensorflow:global_step/sec: 37.1704 INFO:tensorflow:step = 33001, loss = 0.725157, precision = 0.8125 (2.690 sec) INFO:tensorflow:global_step/sec: 37.2232 INFO:tensorflow:step = 33101, loss = 0.688686, precision = 0.8125 (2.686 sec) INFO:tensorflow:global_step/sec: 36.9631 INFO:tensorflow:step = 33201, loss = 0.558968, precision = 0.898438 (2.706 sec) Saved checkpoint after 85 epoch(s) to data/resnet20/checkpoints/00085... INFO:tensorflow:global_step/sec: 30.9318 INFO:tensorflow:step = 33301, loss = 0.693714, precision = 0.859375 (3.233 sec) INFO:tensorflow:global_step/sec: 36.9506 INFO:tensorflow:step = 33401, loss = 0.44752, precision = 0.96875 (2.706 sec) INFO:tensorflow:global_step/sec: 36.9394 INFO:tensorflow:step = 33501, loss = 0.613104, precision = 0.867188 (2.707 sec) INFO:tensorflow:global_step/sec: 36.7976 INFO:tensorflow:step = 33601, loss = 0.555017, precision = 0.890625 (2.717 sec) Saved checkpoint after 86 epoch(s) to data/resnet20/checkpoints/00086... INFO:tensorflow:global_step/sec: 31.3327 INFO:tensorflow:step = 33701, loss = 0.66595, precision = 0.859375 (3.192 sec) INFO:tensorflow:global_step/sec: 36.9902 INFO:tensorflow:step = 33801, loss = 0.606915, precision = 0.914062 (2.703 sec) INFO:tensorflow:global_step/sec: 37.0883 INFO:tensorflow:step = 33901, loss = 0.679267, precision = 0.851562 (2.696 sec) INFO:tensorflow:global_step/sec: 36.5577 INFO:tensorflow:step = 34001, loss = 0.807418, precision = 0.8125 (2.736 sec) Saved checkpoint after 87 epoch(s) to data/resnet20/checkpoints/00087... INFO:tensorflow:global_step/sec: 31.558 INFO:tensorflow:step = 34101, loss = 0.675401, precision = 0.859375 (3.169 sec) INFO:tensorflow:global_step/sec: 36.9239 INFO:tensorflow:step = 34201, loss = 0.616933, precision = 0.875 (2.709 sec) INFO:tensorflow:global_step/sec: 36.7822 INFO:tensorflow:step = 34301, loss = 0.561826, precision = 0.90625 (2.718 sec) INFO:tensorflow:global_step/sec: 36.8301 INFO:tensorflow:step = 34401, loss = 0.731936, precision = 0.859375 (2.715 sec) Saved checkpoint after 88 epoch(s) to data/resnet20/checkpoints/00088... INFO:tensorflow:global_step/sec: 30.9146 INFO:tensorflow:step = 34501, loss = 0.726222, precision = 0.835938 (3.235 sec) INFO:tensorflow:global_step/sec: 37.1503 INFO:tensorflow:step = 34601, loss = 0.750386, precision = 0.820312 (2.692 sec) INFO:tensorflow:global_step/sec: 37.0838 INFO:tensorflow:step = 34701, loss = 0.672868, precision = 0.851562 (2.697 sec) Saved checkpoint after 89 epoch(s) to data/resnet20/checkpoints/00089... INFO:tensorflow:global_step/sec: 31.6232 INFO:tensorflow:step = 34801, loss = 0.566628, precision = 0.867188 (3.162 sec) INFO:tensorflow:global_step/sec: 36.6973 INFO:tensorflow:step = 34901, loss = 0.697829, precision = 0.828125 (2.725 sec) INFO:tensorflow:global_step/sec: 37.034 INFO:tensorflow:step = 35001, loss = 0.584156, precision = 0.890625 (2.700 sec) INFO:tensorflow:global_step/sec: 36.6049 INFO:tensorflow:step = 35101, loss = 0.69058, precision = 0.867188 (2.732 sec) Saved checkpoint after 90 epoch(s) to data/resnet20/checkpoints/00090... INFO:tensorflow:global_step/sec: 31.2261 INFO:tensorflow:step = 35201, loss = 0.561034, precision = 0.898438 (3.202 sec) INFO:tensorflow:global_step/sec: 36.9333 INFO:tensorflow:step = 35301, loss = 0.770816, precision = 0.804688 (2.708 sec) INFO:tensorflow:global_step/sec: 36.7845 INFO:tensorflow:step = 35401, loss = 0.598582, precision = 0.890625 (2.718 sec) INFO:tensorflow:global_step/sec: 36.9476 INFO:tensorflow:step = 35501, loss = 0.635792, precision = 0.859375 (2.707 sec) Saved checkpoint after 91 epoch(s) to data/resnet20/checkpoints/00091... INFO:tensorflow:global_step/sec: 31.2059 INFO:tensorflow:step = 35601, loss = 0.59827, precision = 0.90625 (3.204 sec) INFO:tensorflow:global_step/sec: 37.131 INFO:tensorflow:step = 35701, loss = 0.54265, precision = 0.914062 (2.694 sec) INFO:tensorflow:global_step/sec: 36.4726 INFO:tensorflow:step = 35801, loss = 0.511978, precision = 0.9375 (2.742 sec) INFO:tensorflow:global_step/sec: 37.1032 INFO:tensorflow:step = 35901, loss = 0.606709, precision = 0.882812 (2.695 sec) Saved checkpoint after 92 epoch(s) to data/resnet20/checkpoints/00092... INFO:tensorflow:global_step/sec: 31.4309 INFO:tensorflow:step = 36001, loss = 0.513661, precision = 0.9375 (3.182 sec) INFO:tensorflow:global_step/sec: 37.0025 INFO:tensorflow:step = 36101, loss = 0.414992, precision = 0.960938 (2.703 sec) INFO:tensorflow:global_step/sec: 36.9145 INFO:tensorflow:step = 36201, loss = 0.562372, precision = 0.890625 (2.709 sec) INFO:tensorflow:global_step/sec: 36.8489 INFO:tensorflow:step = 36301, loss = 0.517166, precision = 0.882812 (2.714 sec) Saved checkpoint after 93 epoch(s) to data/resnet20/checkpoints/00093... INFO:tensorflow:global_step/sec: 31.5473 INFO:tensorflow:step = 36401, loss = 0.49792, precision = 0.90625 (3.170 sec) INFO:tensorflow:global_step/sec: 36.6929 INFO:tensorflow:step = 36501, loss = 0.442701, precision = 0.921875 (2.726 sec) INFO:tensorflow:global_step/sec: 36.8346 INFO:tensorflow:step = 36601, loss = 0.436786, precision = 0.9375 (2.715 sec) INFO:tensorflow:global_step/sec: 36.9712 INFO:tensorflow:step = 36701, loss = 0.386868, precision = 0.96875 (2.705 sec) Saved checkpoint after 94 epoch(s) to data/resnet20/checkpoints/00094... INFO:tensorflow:global_step/sec: 31.2223 INFO:tensorflow:step = 36801, loss = 0.413793, precision = 0.9375 (3.203 sec) INFO:tensorflow:global_step/sec: 37.1596 INFO:tensorflow:step = 36901, loss = 0.439765, precision = 0.9375 (2.691 sec) INFO:tensorflow:global_step/sec: 37.0156 INFO:tensorflow:step = 37001, loss = 0.403567, precision = 0.96875 (2.701 sec) INFO:tensorflow:global_step/sec: 37.1834 INFO:tensorflow:step = 37101, loss = 0.343192, precision = 0.976562 (2.690 sec) Saved checkpoint after 95 epoch(s) to data/resnet20/checkpoints/00095... INFO:tensorflow:global_step/sec: 31.2355 INFO:tensorflow:step = 37201, loss = 0.35095, precision = 0.953125 (3.201 sec) INFO:tensorflow:global_step/sec: 36.7034 INFO:tensorflow:step = 37301, loss = 0.345201, precision = 0.960938 (2.725 sec) INFO:tensorflow:global_step/sec: 36.6846 INFO:tensorflow:step = 37401, loss = 0.422802, precision = 0.945312 (2.726 sec) INFO:tensorflow:global_step/sec: 36.8257 INFO:tensorflow:step = 37501, loss = 0.366715, precision = 0.9375 (2.716 sec) Saved checkpoint after 96 epoch(s) to data/resnet20/checkpoints/00096... INFO:tensorflow:global_step/sec: 31.5683 INFO:tensorflow:step = 37601, loss = 0.462881, precision = 0.929688 (3.168 sec) INFO:tensorflow:global_step/sec: 36.8183 INFO:tensorflow:step = 37701, loss = 0.458898, precision = 0.929688 (2.716 sec) INFO:tensorflow:global_step/sec: 36.9283 INFO:tensorflow:step = 37801, loss = 0.384685, precision = 0.953125 (2.708 sec) INFO:tensorflow:global_step/sec: 36.7844 INFO:tensorflow:step = 37901, loss = 0.376337, precision = 0.960938 (2.718 sec) Saved checkpoint after 97 epoch(s) to data/resnet20/checkpoints/00097... INFO:tensorflow:global_step/sec: 31.0382 INFO:tensorflow:step = 38001, loss = 0.416526, precision = 0.945312 (3.222 sec) INFO:tensorflow:global_step/sec: 36.9726 INFO:tensorflow:step = 38101, loss = 0.337416, precision = 0.960938 (2.705 sec) INFO:tensorflow:global_step/sec: 36.8533 INFO:tensorflow:step = 38201, loss = 0.379174, precision = 0.953125 (2.713 sec) INFO:tensorflow:global_step/sec: 37.0322 INFO:tensorflow:step = 38301, loss = 0.316853, precision = 0.96875 (2.700 sec) Saved checkpoint after 98 epoch(s) to data/resnet20/checkpoints/00098... INFO:tensorflow:global_step/sec: 31.4081 INFO:tensorflow:step = 38401, loss = 0.420928, precision = 0.921875 (3.184 sec) INFO:tensorflow:global_step/sec: 36.8792 INFO:tensorflow:step = 38501, loss = 0.404361, precision = 0.929688 (2.711 sec) INFO:tensorflow:global_step/sec: 37.1335 INFO:tensorflow:step = 38601, loss = 0.342872, precision = 0.945312 (2.693 sec) INFO:tensorflow:global_step/sec: 36.5063 INFO:tensorflow:step = 38701, loss = 0.304442, precision = 0.976562 (2.739 sec) Saved checkpoint after 99 epoch(s) to data/resnet20/checkpoints/00099... INFO:tensorflow:global_step/sec: 30.6273 INFO:tensorflow:step = 38801, loss = 0.327438, precision = 0.945312 (3.265 sec) INFO:tensorflow:global_step/sec: 36.9717 INFO:tensorflow:step = 38901, loss = 0.347762, precision = 0.953125 (2.704 sec) INFO:tensorflow:global_step/sec: 36.9118 INFO:tensorflow:step = 39001, loss = 0.357917, precision = 0.953125 (2.710 sec) Saved checkpoint after 100 epoch(s) to data/resnet20/checkpoints/00100... INFO:tensorflow:global_step/sec: 31.3977 INFO:tensorflow:step = 39101, loss = 0.419093, precision = 0.929688 (3.185 sec) INFO:tensorflow:global_step/sec: 36.7287 INFO:tensorflow:step = 39201, loss = 0.271341, precision = 0.984375 (2.723 sec) INFO:tensorflow:global_step/sec: 37.0142 INFO:tensorflow:step = 39301, loss = 0.301802, precision = 0.976562 (2.702 sec) INFO:tensorflow:global_step/sec: 36.9857 INFO:tensorflow:step = 39401, loss = 0.322542, precision = 0.953125 (2.703 sec) Saved checkpoint after 101 epoch(s) to data/resnet20/checkpoints/00101... INFO:tensorflow:global_step/sec: 31.2699 INFO:tensorflow:step = 39501, loss = 0.345319, precision = 0.953125 (3.198 sec) INFO:tensorflow:global_step/sec: 36.9965 INFO:tensorflow:step = 39601, loss = 0.328086, precision = 0.953125 (2.703 sec) INFO:tensorflow:global_step/sec: 36.9814 INFO:tensorflow:step = 39701, loss = 0.406049, precision = 0.929688 (2.704 sec) INFO:tensorflow:global_step/sec: 37.1213 INFO:tensorflow:step = 39801, loss = 0.324695, precision = 0.96875 (2.694 sec) Saved checkpoint after 102 epoch(s) to data/resnet20/checkpoints/00102... INFO:tensorflow:global_step/sec: 31.3828 INFO:tensorflow:step = 39901, loss = 0.305224, precision = 0.976562 (3.186 sec) INFO:tensorflow:global_step/sec: 36.7605 INFO:tensorflow:step = 40001, loss = 0.262923, precision = 0.976562 (2.721 sec) INFO:tensorflow:global_step/sec: 36.9703 INFO:tensorflow:step = 40101, loss = 0.275686, precision = 0.960938 (2.705 sec) INFO:tensorflow:global_step/sec: 36.8725 INFO:tensorflow:step = 40201, loss = 0.271022, precision = 0.976562 (2.712 sec) Saved checkpoint after 103 epoch(s) to data/resnet20/checkpoints/00103... INFO:tensorflow:global_step/sec: 31.2823 INFO:tensorflow:step = 40301, loss = 0.267126, precision = 0.976562 (3.196 sec) INFO:tensorflow:global_step/sec: 37.0214 INFO:tensorflow:step = 40401, loss = 0.280038, precision = 0.96875 (2.701 sec) INFO:tensorflow:global_step/sec: 36.7799 INFO:tensorflow:step = 40501, loss = 0.335676, precision = 0.945312 (2.719 sec) INFO:tensorflow:global_step/sec: 37.0614 INFO:tensorflow:step = 40601, loss = 0.347046, precision = 0.960938 (2.698 sec) Saved checkpoint after 104 epoch(s) to data/resnet20/checkpoints/00104... INFO:tensorflow:global_step/sec: 31.2441 INFO:tensorflow:step = 40701, loss = 0.294548, precision = 0.976562 (3.201 sec) INFO:tensorflow:global_step/sec: 37.2249 INFO:tensorflow:step = 40801, loss = 0.333558, precision = 0.96875 (2.686 sec) INFO:tensorflow:global_step/sec: 36.9643 INFO:tensorflow:step = 40901, loss = 0.312363, precision = 0.96875 (2.706 sec) INFO:tensorflow:global_step/sec: 36.6529 INFO:tensorflow:step = 41001, loss = 0.334994, precision = 0.945312 (2.728 sec) Saved checkpoint after 105 epoch(s) to data/resnet20/checkpoints/00105... INFO:tensorflow:global_step/sec: 31.3044 INFO:tensorflow:step = 41101, loss = 0.384776, precision = 0.921875 (3.195 sec) INFO:tensorflow:global_step/sec: 36.6972 INFO:tensorflow:step = 41201, loss = 0.326737, precision = 0.96875 (2.724 sec) INFO:tensorflow:global_step/sec: 36.8988 INFO:tensorflow:step = 41301, loss = 0.300618, precision = 0.96875 (2.710 sec) INFO:tensorflow:global_step/sec: 36.8789 INFO:tensorflow:step = 41401, loss = 0.265084, precision = 0.976562 (2.712 sec) Saved checkpoint after 106 epoch(s) to data/resnet20/checkpoints/00106... INFO:tensorflow:global_step/sec: 31.0524 INFO:tensorflow:step = 41501, loss = 0.289211, precision = 0.96875 (3.220 sec) INFO:tensorflow:global_step/sec: 36.9153 INFO:tensorflow:step = 41601, loss = 0.326824, precision = 0.953125 (2.708 sec) INFO:tensorflow:global_step/sec: 36.8394 INFO:tensorflow:step = 41701, loss = 0.239347, precision = 0.984375 (2.715 sec) INFO:tensorflow:global_step/sec: 36.8682 INFO:tensorflow:step = 41801, loss = 0.291423, precision = 0.96875 (2.712 sec) Saved checkpoint after 107 epoch(s) to data/resnet20/checkpoints/00107... INFO:tensorflow:global_step/sec: 31.3859 INFO:tensorflow:step = 41901, loss = 0.275046, precision = 0.984375 (3.186 sec) INFO:tensorflow:global_step/sec: 36.7811 INFO:tensorflow:step = 42001, loss = 0.269973, precision = 0.96875 (2.719 sec) INFO:tensorflow:global_step/sec: 36.7764 INFO:tensorflow:step = 42101, loss = 0.283336, precision = 0.945312 (2.719 sec) INFO:tensorflow:global_step/sec: 36.7815 INFO:tensorflow:step = 42201, loss = 0.27514, precision = 0.945312 (2.719 sec) Saved checkpoint after 108 epoch(s) to data/resnet20/checkpoints/00108... INFO:tensorflow:global_step/sec: 31.362 INFO:tensorflow:step = 42301, loss = 0.364667, precision = 0.929688 (3.189 sec) INFO:tensorflow:global_step/sec: 36.945 INFO:tensorflow:step = 42401, loss = 0.271091, precision = 0.96875 (2.706 sec) INFO:tensorflow:global_step/sec: 36.9074 INFO:tensorflow:step = 42501, loss = 0.290038, precision = 0.953125 (2.710 sec) INFO:tensorflow:global_step/sec: 36.8266 INFO:tensorflow:step = 42601, loss = 0.240734, precision = 0.96875 (2.716 sec) Saved checkpoint after 109 epoch(s) to data/resnet20/checkpoints/00109... INFO:tensorflow:global_step/sec: 31.3518 INFO:tensorflow:step = 42701, loss = 0.263061, precision = 0.984375 (3.189 sec) INFO:tensorflow:global_step/sec: 37.1253 INFO:tensorflow:step = 42801, loss = 0.288583, precision = 0.960938 (2.694 sec) INFO:tensorflow:global_step/sec: 36.8694 INFO:tensorflow:step = 42901, loss = 0.257009, precision = 0.953125 (2.712 sec) INFO:tensorflow:global_step/sec: 36.8091 INFO:tensorflow:step = 43001, loss = 0.209638, precision = 0.992188 (2.717 sec) Saved checkpoint after 110 epoch(s) to data/resnet20/checkpoints/00110... INFO:tensorflow:global_step/sec: 31.3033 INFO:tensorflow:step = 43101, loss = 0.224229, precision = 0.984375 (3.195 sec) INFO:tensorflow:global_step/sec: 36.8696 INFO:tensorflow:step = 43201, loss = 0.330391, precision = 0.929688 (2.712 sec) INFO:tensorflow:global_step/sec: 36.6798 INFO:tensorflow:step = 43301, loss = 0.298487, precision = 0.96875 (2.726 sec) Saved checkpoint after 111 epoch(s) to data/resnet20/checkpoints/00111... INFO:tensorflow:global_step/sec: 31.5271 INFO:tensorflow:step = 43401, loss = 0.284991, precision = 0.960938 (3.172 sec) INFO:tensorflow:global_step/sec: 36.5845 INFO:tensorflow:step = 43501, loss = 0.219251, precision = 0.984375 (2.733 sec) INFO:tensorflow:global_step/sec: 36.8727 INFO:tensorflow:step = 43601, loss = 0.271116, precision = 0.96875 (2.712 sec) INFO:tensorflow:global_step/sec: 36.9733 INFO:tensorflow:step = 43701, loss = 0.292971, precision = 0.960938 (2.705 sec) Saved checkpoint after 112 epoch(s) to data/resnet20/checkpoints/00112... INFO:tensorflow:global_step/sec: 31.5521 INFO:tensorflow:step = 43801, loss = 0.286619, precision = 0.953125 (3.170 sec) INFO:tensorflow:global_step/sec: 37.0313 INFO:tensorflow:step = 43901, loss = 0.253975, precision = 0.953125 (2.700 sec) INFO:tensorflow:global_step/sec: 37.0302 INFO:tensorflow:step = 44001, loss = 0.329034, precision = 0.9375 (2.701 sec) INFO:tensorflow:global_step/sec: 36.8875 INFO:tensorflow:step = 44101, loss = 0.243183, precision = 0.96875 (2.711 sec) Saved checkpoint after 113 epoch(s) to data/resnet20/checkpoints/00113... INFO:tensorflow:global_step/sec: 31.4577 INFO:tensorflow:step = 44201, loss = 0.243855, precision = 0.96875 (3.179 sec) INFO:tensorflow:global_step/sec: 36.9249 INFO:tensorflow:step = 44301, loss = 0.245649, precision = 0.976562 (2.708 sec) INFO:tensorflow:global_step/sec: 36.9983 INFO:tensorflow:step = 44401, loss = 0.285695, precision = 0.96875 (2.703 sec) INFO:tensorflow:global_step/sec: 37.0467 INFO:tensorflow:step = 44501, loss = 0.292585, precision = 0.960938 (2.699 sec) Saved checkpoint after 114 epoch(s) to data/resnet20/checkpoints/00114... INFO:tensorflow:global_step/sec: 31.4473 INFO:tensorflow:step = 44601, loss = 0.270987, precision = 0.960938 (3.180 sec) INFO:tensorflow:global_step/sec: 36.9052 INFO:tensorflow:step = 44701, loss = 0.3067, precision = 0.9375 (2.710 sec) INFO:tensorflow:global_step/sec: 36.9157 INFO:tensorflow:step = 44801, loss = 0.268978, precision = 0.953125 (2.709 sec) INFO:tensorflow:global_step/sec: 36.6316 INFO:tensorflow:step = 44901, loss = 0.24786, precision = 0.953125 (2.730 sec) Saved checkpoint after 115 epoch(s) to data/resnet20/checkpoints/00115... INFO:tensorflow:global_step/sec: 32.035 INFO:tensorflow:step = 45001, loss = 0.199062, precision = 0.992188 (3.122 sec) INFO:tensorflow:global_step/sec: 36.9838 INFO:tensorflow:step = 45101, loss = 0.211359, precision = 0.984375 (2.704 sec) INFO:tensorflow:global_step/sec: 36.9727 INFO:tensorflow:step = 45201, loss = 0.243219, precision = 0.96875 (2.705 sec) INFO:tensorflow:global_step/sec: 37.0347 INFO:tensorflow:step = 45301, loss = 0.218188, precision = 0.976562 (2.700 sec) Saved checkpoint after 116 epoch(s) to data/resnet20/checkpoints/00116... INFO:tensorflow:global_step/sec: 31.1801 INFO:tensorflow:step = 45401, loss = 0.224084, precision = 0.976562 (3.208 sec) INFO:tensorflow:global_step/sec: 36.8273 INFO:tensorflow:step = 45501, loss = 0.207619, precision = 0.992188 (2.715 sec) INFO:tensorflow:global_step/sec: 37.0329 INFO:tensorflow:step = 45601, loss = 0.252193, precision = 0.96875 (2.700 sec) INFO:tensorflow:global_step/sec: 37.0005 INFO:tensorflow:step = 45701, loss = 0.25098, precision = 0.953125 (2.703 sec) Saved checkpoint after 117 epoch(s) to data/resnet20/checkpoints/00117... INFO:tensorflow:global_step/sec: 31.7821 INFO:tensorflow:step = 45801, loss = 0.222372, precision = 0.96875 (3.147 sec) INFO:tensorflow:global_step/sec: 36.8781 INFO:tensorflow:step = 45901, loss = 0.195242, precision = 0.984375 (2.711 sec) INFO:tensorflow:global_step/sec: 36.9566 INFO:tensorflow:step = 46001, loss = 0.244559, precision = 0.960938 (2.706 sec) INFO:tensorflow:global_step/sec: 37.1073 INFO:tensorflow:step = 46101, loss = 0.232293, precision = 0.96875 (2.695 sec) Saved checkpoint after 118 epoch(s) to data/resnet20/checkpoints/00118... INFO:tensorflow:global_step/sec: 31.5879 INFO:tensorflow:step = 46201, loss = 0.245145, precision = 0.96875 (3.166 sec) INFO:tensorflow:global_step/sec: 36.7579 INFO:tensorflow:step = 46301, loss = 0.291109, precision = 0.953125 (2.721 sec) INFO:tensorflow:global_step/sec: 36.5946 INFO:tensorflow:step = 46401, loss = 0.278449, precision = 0.945312 (2.733 sec) INFO:tensorflow:global_step/sec: 36.9789 INFO:tensorflow:step = 46501, loss = 0.284411, precision = 0.945312 (2.704 sec) Saved checkpoint after 119 epoch(s) to data/resnet20/checkpoints/00119... INFO:tensorflow:global_step/sec: 30.9015 INFO:tensorflow:step = 46601, loss = 0.233784, precision = 0.984375 (3.237 sec) INFO:tensorflow:global_step/sec: 37.0746 INFO:tensorflow:step = 46701, loss = 0.306007, precision = 0.914062 (2.697 sec) INFO:tensorflow:global_step/sec: 36.9272 INFO:tensorflow:step = 46801, loss = 0.27014, precision = 0.945312 (2.708 sec) INFO:tensorflow:global_step/sec: 36.8803 INFO:tensorflow:step = 46901, loss = 0.242079, precision = 0.960938 (2.712 sec) Saved checkpoint after 120 epoch(s) to data/resnet20/checkpoints/00120... INFO:tensorflow:global_step/sec: 31.0018 INFO:tensorflow:step = 47001, loss = 0.204658, precision = 0.984375 (3.226 sec) INFO:tensorflow:global_step/sec: 36.7403 INFO:tensorflow:step = 47101, loss = 0.284226, precision = 0.960938 (2.721 sec) INFO:tensorflow:global_step/sec: 37.0526 INFO:tensorflow:step = 47201, loss = 0.241929, precision = 0.96875 (2.699 sec) INFO:tensorflow:global_step/sec: 36.8529 INFO:tensorflow:step = 47301, loss = 0.336192, precision = 0.9375 (2.713 sec) Saved checkpoint after 121 epoch(s) to data/resnet20/checkpoints/00121... INFO:tensorflow:global_step/sec: 31.7091 INFO:tensorflow:step = 47401, loss = 0.248927, precision = 0.976562 (3.153 sec) INFO:tensorflow:global_step/sec: 36.6762 INFO:tensorflow:step = 47501, loss = 0.208962, precision = 0.984375 (2.727 sec) INFO:tensorflow:global_step/sec: 36.9749 INFO:tensorflow:step = 47601, loss = 0.280658, precision = 0.953125 (2.704 sec) INFO:tensorflow:global_step/sec: 36.8177 INFO:tensorflow:step = 47701, loss = 0.178619, precision = 0.992188 (2.716 sec) Saved checkpoint after 122 epoch(s) to data/resnet20/checkpoints/00122... INFO:tensorflow:global_step/sec: 31.4014 INFO:tensorflow:step = 47801, loss = 0.238432, precision = 0.976562 (3.185 sec) INFO:tensorflow:global_step/sec: 37.0089 INFO:tensorflow:step = 47901, loss = 0.272315, precision = 0.960938 (2.702 sec) INFO:tensorflow:global_step/sec: 37.0369 INFO:tensorflow:step = 48001, loss = 0.290416, precision = 0.960938 (2.700 sec) Saved checkpoint after 123 epoch(s) to data/resnet20/checkpoints/00123... INFO:tensorflow:global_step/sec: 31.134 INFO:tensorflow:step = 48101, loss = 0.219676, precision = 0.96875 (3.212 sec) INFO:tensorflow:global_step/sec: 36.7794 INFO:tensorflow:step = 48201, loss = 0.201908, precision = 0.984375 (2.718 sec) INFO:tensorflow:global_step/sec: 36.9889 INFO:tensorflow:step = 48301, loss = 0.243259, precision = 0.96875 (2.704 sec) INFO:tensorflow:global_step/sec: 36.813 INFO:tensorflow:step = 48401, loss = 0.278864, precision = 0.960938 (2.716 sec) Saved checkpoint after 124 epoch(s) to data/resnet20/checkpoints/00124... INFO:tensorflow:global_step/sec: 31.2577 INFO:tensorflow:step = 48501, loss = 0.205734, precision = 0.992188 (3.199 sec) INFO:tensorflow:global_step/sec: 36.7794 INFO:tensorflow:step = 48601, loss = 0.242061, precision = 0.976562 (2.719 sec) INFO:tensorflow:global_step/sec: 36.9583 INFO:tensorflow:step = 48701, loss = 0.212079, precision = 0.976562 (2.705 sec) INFO:tensorflow:global_step/sec: 37.0908 INFO:tensorflow:step = 48801, loss = 0.214931, precision = 0.96875 (2.696 sec) Saved checkpoint after 125 epoch(s) to data/resnet20/checkpoints/00125... INFO:tensorflow:global_step/sec: 31.2824 INFO:tensorflow:step = 48901, loss = 0.225347, precision = 0.96875 (3.196 sec) INFO:tensorflow:global_step/sec: 36.9462 INFO:tensorflow:step = 49001, loss = 0.208851, precision = 0.976562 (2.707 sec) INFO:tensorflow:global_step/sec: 36.8442 INFO:tensorflow:step = 49101, loss = 0.279505, precision = 0.953125 (2.714 sec) INFO:tensorflow:global_step/sec: 36.6758 INFO:tensorflow:step = 49201, loss = 0.213665, precision = 0.96875 (2.726 sec) Saved checkpoint after 126 epoch(s) to data/resnet20/checkpoints/00126... INFO:tensorflow:global_step/sec: 31.7597 INFO:tensorflow:step = 49301, loss = 0.229086, precision = 0.960938 (3.149 sec) INFO:tensorflow:global_step/sec: 36.9528 INFO:tensorflow:step = 49401, loss = 0.272321, precision = 0.945312 (2.706 sec) INFO:tensorflow:global_step/sec: 37.0025 INFO:tensorflow:step = 49501, loss = 0.290302, precision = 0.945312 (2.703 sec) INFO:tensorflow:global_step/sec: 36.9874 INFO:tensorflow:step = 49601, loss = 0.236693, precision = 0.953125 (2.704 sec) Saved checkpoint after 127 epoch(s) to data/resnet20/checkpoints/00127... INFO:tensorflow:global_step/sec: 31.2795 INFO:tensorflow:step = 49701, loss = 0.249367, precision = 0.976562 (3.197 sec) INFO:tensorflow:global_step/sec: 36.8433 INFO:tensorflow:step = 49801, loss = 0.25743, precision = 0.960938 (2.713 sec) INFO:tensorflow:global_step/sec: 36.9768 INFO:tensorflow:step = 49901, loss = 0.281806, precision = 0.953125 (2.705 sec) INFO:tensorflow:global_step/sec: 36.9627 INFO:tensorflow:step = 50001, loss = 0.277999, precision = 0.953125 (2.705 sec) Saved checkpoint after 128 epoch(s) to data/resnet20/checkpoints/00128... INFO:tensorflow:global_step/sec: 31.4105 INFO:tensorflow:step = 50101, loss = 0.213722, precision = 0.976562 (3.184 sec) INFO:tensorflow:global_step/sec: 36.897 INFO:tensorflow:step = 50201, loss = 0.246598, precision = 0.953125 (2.710 sec) INFO:tensorflow:global_step/sec: 36.816 INFO:tensorflow:step = 50301, loss = 0.291204, precision = 0.953125 (2.716 sec) INFO:tensorflow:global_step/sec: 36.9463 INFO:tensorflow:step = 50401, loss = 0.216856, precision = 0.984375 (2.706 sec) Saved checkpoint after 129 epoch(s) to data/resnet20/checkpoints/00129... INFO:tensorflow:global_step/sec: 31.347 INFO:tensorflow:step = 50501, loss = 0.244497, precision = 0.953125 (3.190 sec) INFO:tensorflow:global_step/sec: 37.1466 INFO:tensorflow:step = 50601, loss = 0.215796, precision = 0.976562 (2.693 sec) INFO:tensorflow:global_step/sec: 37.014 INFO:tensorflow:step = 50701, loss = 0.254267, precision = 0.945312 (2.701 sec) INFO:tensorflow:global_step/sec: 37.0189 INFO:tensorflow:step = 50801, loss = 0.336952, precision = 0.914062 (2.701 sec) Saved checkpoint after 130 epoch(s) to data/resnet20/checkpoints/00130... INFO:tensorflow:global_step/sec: 31.2133 INFO:tensorflow:step = 50901, loss = 0.220866, precision = 0.96875 (3.204 sec) INFO:tensorflow:global_step/sec: 36.8227 INFO:tensorflow:step = 51001, loss = 0.25844, precision = 0.953125 (2.715 sec) INFO:tensorflow:global_step/sec: 36.8217 INFO:tensorflow:step = 51101, loss = 0.240979, precision = 0.960938 (2.716 sec) INFO:tensorflow:global_step/sec: 36.8672 INFO:tensorflow:step = 51201, loss = 0.213336, precision = 0.96875 (2.712 sec) Saved checkpoint after 131 epoch(s) to data/resnet20/checkpoints/00131... INFO:tensorflow:global_step/sec: 31.4172 INFO:tensorflow:step = 51301, loss = 0.222119, precision = 0.96875 (3.183 sec) INFO:tensorflow:global_step/sec: 36.9911 INFO:tensorflow:step = 51401, loss = 0.197003, precision = 0.984375 (2.703 sec) INFO:tensorflow:global_step/sec: 36.9403 INFO:tensorflow:step = 51501, loss = 0.24554, precision = 0.960938 (2.707 sec) INFO:tensorflow:global_step/sec: 36.8426 INFO:tensorflow:step = 51601, loss = 0.257634, precision = 0.945312 (2.714 sec) Saved checkpoint after 132 epoch(s) to data/resnet20/checkpoints/00132... INFO:tensorflow:global_step/sec: 31.4857 INFO:tensorflow:step = 51701, loss = 0.328382, precision = 0.929688 (3.176 sec) INFO:tensorflow:global_step/sec: 36.5386 INFO:tensorflow:step = 51801, loss = 0.202523, precision = 0.992188 (2.737 sec) INFO:tensorflow:global_step/sec: 36.8102 INFO:tensorflow:step = 51901, loss = 0.256058, precision = 0.953125 (2.716 sec) INFO:tensorflow:global_step/sec: 36.8603 INFO:tensorflow:step = 52001, loss = 0.212155, precision = 0.984375 (2.713 sec) Saved checkpoint after 133 epoch(s) to data/resnet20/checkpoints/00133... INFO:tensorflow:global_step/sec: 30.7405 INFO:tensorflow:step = 52101, loss = 0.191367, precision = 0.992188 (3.253 sec) INFO:tensorflow:global_step/sec: 36.9331 INFO:tensorflow:step = 52201, loss = 0.257525, precision = 0.953125 (2.708 sec) INFO:tensorflow:global_step/sec: 37.1067 INFO:tensorflow:step = 52301, loss = 0.359191, precision = 0.914062 (2.694 sec) Saved checkpoint after 134 epoch(s) to data/resnet20/checkpoints/00134... INFO:tensorflow:global_step/sec: 30.9817 INFO:tensorflow:step = 52401, loss = 0.33814, precision = 0.9375 (3.229 sec) INFO:tensorflow:global_step/sec: 36.7565 INFO:tensorflow:step = 52501, loss = 0.205714, precision = 0.984375 (2.719 sec) INFO:tensorflow:global_step/sec: 36.9589 INFO:tensorflow:step = 52601, loss = 0.222252, precision = 0.976562 (2.706 sec) INFO:tensorflow:global_step/sec: 36.8724 INFO:tensorflow:step = 52701, loss = 0.20525, precision = 0.96875 (2.712 sec) Saved checkpoint after 135 epoch(s) to data/resnet20/checkpoints/00135... INFO:tensorflow:global_step/sec: 30.981 INFO:tensorflow:step = 52801, loss = 0.263434, precision = 0.953125 (3.228 sec) INFO:tensorflow:global_step/sec: 36.9847 INFO:tensorflow:step = 52901, loss = 0.278864, precision = 0.9375 (2.704 sec) INFO:tensorflow:global_step/sec: 36.9385 INFO:tensorflow:step = 53001, loss = 0.255519, precision = 0.976562 (2.707 sec) INFO:tensorflow:global_step/sec: 36.9375 INFO:tensorflow:step = 53101, loss = 0.195565, precision = 0.976562 (2.708 sec) Saved checkpoint after 136 epoch(s) to data/resnet20/checkpoints/00136... INFO:tensorflow:global_step/sec: 31.2796 INFO:tensorflow:step = 53201, loss = 0.214501, precision = 0.96875 (3.197 sec) INFO:tensorflow:global_step/sec: 36.9939 INFO:tensorflow:step = 53301, loss = 0.248778, precision = 0.960938 (2.703 sec) INFO:tensorflow:global_step/sec: 36.8966 INFO:tensorflow:step = 53401, loss = 0.211632, precision = 0.976562 (2.710 sec) INFO:tensorflow:global_step/sec: 36.9045 INFO:tensorflow:step = 53501, loss = 0.183102, precision = 0.984375 (2.710 sec) Saved checkpoint after 137 epoch(s) to data/resnet20/checkpoints/00137... INFO:tensorflow:global_step/sec: 31.275 INFO:tensorflow:step = 53601, loss = 0.188328, precision = 0.984375 (3.197 sec) INFO:tensorflow:global_step/sec: 36.862 INFO:tensorflow:step = 53701, loss = 0.184193, precision = 0.984375 (2.713 sec) INFO:tensorflow:global_step/sec: 36.7944 INFO:tensorflow:step = 53801, loss = 0.229776, precision = 0.953125 (2.718 sec) INFO:tensorflow:global_step/sec: 36.7788 INFO:tensorflow:step = 53901, loss = 0.181482, precision = 0.992188 (2.718 sec) Saved checkpoint after 138 epoch(s) to data/resnet20/checkpoints/00138... INFO:tensorflow:global_step/sec: 30.2333 INFO:tensorflow:step = 54001, loss = 0.231449, precision = 0.96875 (3.308 sec) INFO:tensorflow:global_step/sec: 36.773 INFO:tensorflow:step = 54101, loss = 0.217466, precision = 0.960938 (2.720 sec) INFO:tensorflow:global_step/sec: 36.7581 INFO:tensorflow:step = 54201, loss = 0.174513, precision = 0.984375 (2.720 sec) INFO:tensorflow:global_step/sec: 36.7263 INFO:tensorflow:step = 54301, loss = 0.181335, precision = 0.992188 (2.723 sec) Saved checkpoint after 139 epoch(s) to data/resnet20/checkpoints/00139... INFO:tensorflow:global_step/sec: 31.1983 INFO:tensorflow:step = 54401, loss = 0.242516, precision = 0.96875 (3.205 sec) INFO:tensorflow:global_step/sec: 36.6974 INFO:tensorflow:step = 54501, loss = 0.178643, precision = 0.992188 (2.725 sec) INFO:tensorflow:global_step/sec: 36.9489 INFO:tensorflow:step = 54601, loss = 0.19085, precision = 0.984375 (2.706 sec) INFO:tensorflow:global_step/sec: 37.049 INFO:tensorflow:step = 54701, loss = 0.158843, precision = 1.0 (2.699 sec) Saved checkpoint after 140 epoch(s) to data/resnet20/checkpoints/00140... INFO:tensorflow:global_step/sec: 30.8603 INFO:tensorflow:step = 54801, loss = 0.213294, precision = 0.96875 (3.240 sec) INFO:tensorflow:global_step/sec: 36.578 INFO:tensorflow:step = 54901, loss = 0.190153, precision = 0.984375 (2.734 sec) INFO:tensorflow:global_step/sec: 36.9225 INFO:tensorflow:step = 55001, loss = 0.188678, precision = 0.984375 (2.708 sec) INFO:tensorflow:global_step/sec: 36.9322 INFO:tensorflow:step = 55101, loss = 0.169594, precision = 0.992188 (2.707 sec) Saved checkpoint after 141 epoch(s) to data/resnet20/checkpoints/00141... INFO:tensorflow:global_step/sec: 31.1221 INFO:tensorflow:step = 55201, loss = 0.192435, precision = 0.984375 (3.213 sec) INFO:tensorflow:global_step/sec: 36.753 INFO:tensorflow:step = 55301, loss = 0.157594, precision = 1.0 (2.721 sec) INFO:tensorflow:global_step/sec: 36.821 INFO:tensorflow:step = 55401, loss = 0.174782, precision = 0.992188 (2.716 sec) INFO:tensorflow:global_step/sec: 36.5088 INFO:tensorflow:step = 55501, loss = 0.193744, precision = 0.976562 (2.739 sec) Saved checkpoint after 142 epoch(s) to data/resnet20/checkpoints/00142... INFO:tensorflow:global_step/sec: 30.8529 INFO:tensorflow:step = 55601, loss = 0.189681, precision = 0.976562 (3.241 sec) INFO:tensorflow:global_step/sec: 36.8559 INFO:tensorflow:step = 55701, loss = 0.198446, precision = 0.976562 (2.713 sec) INFO:tensorflow:global_step/sec: 36.5762 INFO:tensorflow:step = 55801, loss = 0.179215, precision = 0.992188 (2.734 sec) INFO:tensorflow:global_step/sec: 36.9721 INFO:tensorflow:step = 55901, loss = 0.172929, precision = 0.984375 (2.705 sec) Saved checkpoint after 143 epoch(s) to data/resnet20/checkpoints/00143... INFO:tensorflow:global_step/sec: 31.8138 INFO:tensorflow:step = 56001, loss = 0.154535, precision = 0.992188 (3.143 sec) INFO:tensorflow:global_step/sec: 36.6292 INFO:tensorflow:step = 56101, loss = 0.167652, precision = 0.992188 (2.730 sec) INFO:tensorflow:global_step/sec: 36.7471 INFO:tensorflow:step = 56201, loss = 0.168188, precision = 0.992188 (2.721 sec) INFO:tensorflow:global_step/sec: 36.8886 INFO:tensorflow:step = 56301, loss = 0.173102, precision = 1.0 (2.711 sec) Saved checkpoint after 144 epoch(s) to data/resnet20/checkpoints/00144... INFO:tensorflow:global_step/sec: 31.0474 INFO:tensorflow:step = 56401, loss = 0.174679, precision = 0.976562 (3.221 sec) INFO:tensorflow:global_step/sec: 36.649 INFO:tensorflow:step = 56501, loss = 0.167132, precision = 0.992188 (2.729 sec) INFO:tensorflow:global_step/sec: 36.7389 INFO:tensorflow:step = 56601, loss = 0.165803, precision = 0.992188 (2.722 sec) Saved checkpoint after 145 epoch(s) to data/resnet20/checkpoints/00145... INFO:tensorflow:global_step/sec: 30.8262 INFO:tensorflow:step = 56701, loss = 0.155081, precision = 1.0 (3.244 sec) INFO:tensorflow:global_step/sec: 36.7817 INFO:tensorflow:step = 56801, loss = 0.176344, precision = 0.992188 (2.719 sec) INFO:tensorflow:global_step/sec: 36.8228 INFO:tensorflow:step = 56901, loss = 0.158264, precision = 1.0 (2.716 sec) INFO:tensorflow:global_step/sec: 37.0252 INFO:tensorflow:step = 57001, loss = 0.169096, precision = 0.992188 (2.700 sec) Saved checkpoint after 146 epoch(s) to data/resnet20/checkpoints/00146... INFO:tensorflow:global_step/sec: 31.317 INFO:tensorflow:step = 57101, loss = 0.15416, precision = 0.992188 (3.194 sec) INFO:tensorflow:global_step/sec: 36.6095 INFO:tensorflow:step = 57201, loss = 0.171888, precision = 0.976562 (2.731 sec) INFO:tensorflow:global_step/sec: 36.9081 INFO:tensorflow:step = 57301, loss = 0.223513, precision = 0.976562 (2.709 sec) INFO:tensorflow:global_step/sec: 37.2465 INFO:tensorflow:step = 57401, loss = 0.173455, precision = 0.984375 (2.685 sec) Saved checkpoint after 147 epoch(s) to data/resnet20/checkpoints/00147... INFO:tensorflow:global_step/sec: 31.9174 INFO:tensorflow:step = 57501, loss = 0.186576, precision = 0.976562 (3.133 sec) INFO:tensorflow:global_step/sec: 36.8636 INFO:tensorflow:step = 57601, loss = 0.167696, precision = 0.984375 (2.712 sec) INFO:tensorflow:global_step/sec: 36.991 INFO:tensorflow:step = 57701, loss = 0.154017, precision = 0.992188 (2.703 sec) INFO:tensorflow:global_step/sec: 36.7938 INFO:tensorflow:step = 57801, loss = 0.172213, precision = 0.984375 (2.718 sec) Saved checkpoint after 148 epoch(s) to data/resnet20/checkpoints/00148... INFO:tensorflow:global_step/sec: 31.3033 INFO:tensorflow:step = 57901, loss = 0.179394, precision = 0.984375 (3.195 sec) INFO:tensorflow:global_step/sec: 36.3428 INFO:tensorflow:step = 58001, loss = 0.158747, precision = 0.992188 (2.751 sec) INFO:tensorflow:global_step/sec: 37.0096 INFO:tensorflow:step = 58101, loss = 0.158177, precision = 1.0 (2.702 sec) INFO:tensorflow:global_step/sec: 36.9222 INFO:tensorflow:step = 58201, loss = 0.193593, precision = 0.976562 (2.708 sec) Saved checkpoint after 149 epoch(s) to data/resnet20/checkpoints/00149... INFO:tensorflow:global_step/sec: 31.0227 INFO:tensorflow:step = 58301, loss = 0.166657, precision = 0.984375 (3.224 sec) INFO:tensorflow:global_step/sec: 37.184 INFO:tensorflow:step = 58401, loss = 0.143539, precision = 0.992188 (2.689 sec) INFO:tensorflow:global_step/sec: 36.9354 INFO:tensorflow:step = 58501, loss = 0.172238, precision = 0.976562 (2.707 sec) INFO:tensorflow:global_step/sec: 37.0145 INFO:tensorflow:step = 58601, loss = 0.143683, precision = 1.0 (2.702 sec) Saved checkpoint after 150 epoch(s) to data/resnet20/checkpoints/00150... INFO:tensorflow:global_step/sec: 31.6345 INFO:tensorflow:step = 58701, loss = 0.178152, precision = 0.984375 (3.161 sec) INFO:tensorflow:global_step/sec: 36.941 INFO:tensorflow:step = 58801, loss = 0.151961, precision = 1.0 (2.707 sec) INFO:tensorflow:global_step/sec: 36.8261 INFO:tensorflow:step = 58901, loss = 0.153354, precision = 0.992188 (2.716 sec) INFO:tensorflow:global_step/sec: 36.9061 INFO:tensorflow:step = 59001, loss = 0.183845, precision = 0.984375 (2.710 sec) Saved checkpoint after 151 epoch(s) to data/resnet20/checkpoints/00151... INFO:tensorflow:global_step/sec: 31.2819 INFO:tensorflow:step = 59101, loss = 0.173406, precision = 0.992188 (3.197 sec) INFO:tensorflow:global_step/sec: 36.9844 INFO:tensorflow:step = 59201, loss = 0.165577, precision = 0.992188 (2.704 sec) INFO:tensorflow:global_step/sec: 37.1254 INFO:tensorflow:step = 59301, loss = 0.199242, precision = 0.984375 (2.693 sec) INFO:tensorflow:global_step/sec: 36.9452 INFO:tensorflow:step = 59401, loss = 0.167567, precision = 0.992188 (2.707 sec) Saved checkpoint after 152 epoch(s) to data/resnet20/checkpoints/00152... INFO:tensorflow:global_step/sec: 31.1313 INFO:tensorflow:step = 59501, loss = 0.160926, precision = 0.984375 (3.212 sec) INFO:tensorflow:global_step/sec: 36.6439 INFO:tensorflow:step = 59601, loss = 0.17254, precision = 0.984375 (2.729 sec) INFO:tensorflow:global_step/sec: 36.9319 INFO:tensorflow:step = 59701, loss = 0.166392, precision = 0.976562 (2.707 sec) INFO:tensorflow:global_step/sec: 36.8698 INFO:tensorflow:step = 59801, loss = 0.140044, precision = 1.0 (2.712 sec) Saved checkpoint after 153 epoch(s) to data/resnet20/checkpoints/00153... INFO:tensorflow:global_step/sec: 31.1059 INFO:tensorflow:step = 59901, loss = 0.159772, precision = 0.992188 (3.215 sec) INFO:tensorflow:global_step/sec: 36.9475 INFO:tensorflow:step = 60001, loss = 0.153492, precision = 0.992188 (2.706 sec) INFO:tensorflow:global_step/sec: 37.0002 INFO:tensorflow:step = 60101, loss = 0.192872, precision = 0.96875 (2.703 sec) INFO:tensorflow:global_step/sec: 36.7269 INFO:tensorflow:step = 60201, loss = 0.139455, precision = 1.0 (2.723 sec) Saved checkpoint after 154 epoch(s) to data/resnet20/checkpoints/00154... INFO:tensorflow:global_step/sec: 31.5265 INFO:tensorflow:step = 60301, loss = 0.157112, precision = 0.984375 (3.172 sec) INFO:tensorflow:global_step/sec: 36.8183 INFO:tensorflow:step = 60401, loss = 0.17821, precision = 0.976562 (2.716 sec) INFO:tensorflow:global_step/sec: 36.7986 INFO:tensorflow:step = 60501, loss = 0.175759, precision = 0.976562 (2.718 sec) INFO:tensorflow:global_step/sec: 36.8388 INFO:tensorflow:step = 60601, loss = 0.153689, precision = 0.992188 (2.715 sec) Saved checkpoint after 155 epoch(s) to data/resnet20/checkpoints/00155... INFO:tensorflow:global_step/sec: 31.3816 INFO:tensorflow:step = 60701, loss = 0.162065, precision = 0.992188 (3.187 sec) INFO:tensorflow:global_step/sec: 36.9318 INFO:tensorflow:step = 60801, loss = 0.1697, precision = 0.992188 (2.707 sec) INFO:tensorflow:global_step/sec: 36.572 INFO:tensorflow:step = 60901, loss = 0.192017, precision = 0.976562 (2.735 sec) Saved checkpoint after 156 epoch(s) to data/resnet20/checkpoints/00156... INFO:tensorflow:global_step/sec: 31.3735 INFO:tensorflow:step = 61001, loss = 0.142642, precision = 1.0 (3.187 sec) INFO:tensorflow:global_step/sec: 36.7801 INFO:tensorflow:step = 61101, loss = 0.209056, precision = 0.976562 (2.719 sec) INFO:tensorflow:global_step/sec: 36.9989 INFO:tensorflow:step = 61201, loss = 0.186398, precision = 0.976562 (2.702 sec) INFO:tensorflow:global_step/sec: 36.9355 INFO:tensorflow:step = 61301, loss = 0.193452, precision = 0.992188 (2.708 sec) Saved checkpoint after 157 epoch(s) to data/resnet20/checkpoints/00157... INFO:tensorflow:global_step/sec: 31.143 INFO:tensorflow:step = 61401, loss = 0.166453, precision = 0.984375 (3.211 sec) INFO:tensorflow:global_step/sec: 36.525 INFO:tensorflow:step = 61501, loss = 0.151864, precision = 0.992188 (2.737 sec) INFO:tensorflow:global_step/sec: 37.2228 INFO:tensorflow:step = 61601, loss = 0.153019, precision = 0.992188 (2.687 sec) INFO:tensorflow:global_step/sec: 36.7995 INFO:tensorflow:step = 61701, loss = 0.170912, precision = 0.984375 (2.717 sec) Saved checkpoint after 158 epoch(s) to data/resnet20/checkpoints/00158... INFO:tensorflow:global_step/sec: 30.9121 INFO:tensorflow:step = 61801, loss = 0.149323, precision = 1.0 (3.236 sec) INFO:tensorflow:global_step/sec: 36.4048 INFO:tensorflow:step = 61901, loss = 0.154913, precision = 1.0 (2.747 sec) INFO:tensorflow:global_step/sec: 37.0715 INFO:tensorflow:step = 62001, loss = 0.159872, precision = 1.0 (2.697 sec) INFO:tensorflow:global_step/sec: 36.9813 INFO:tensorflow:step = 62101, loss = 0.160106, precision = 0.992188 (2.705 sec) Saved checkpoint after 159 epoch(s) to data/resnet20/checkpoints/00159... INFO:tensorflow:global_step/sec: 31.614 INFO:tensorflow:step = 62201, loss = 0.161367, precision = 0.992188 (3.163 sec) INFO:tensorflow:global_step/sec: 37.0079 INFO:tensorflow:step = 62301, loss = 0.150774, precision = 1.0 (2.701 sec) INFO:tensorflow:global_step/sec: 36.8571 INFO:tensorflow:step = 62401, loss = 0.158603, precision = 0.984375 (2.713 sec) INFO:tensorflow:global_step/sec: 36.9513 INFO:tensorflow:step = 62501, loss = 0.170235, precision = 0.984375 (2.707 sec) Saved checkpoint after 160 epoch(s) to data/resnet20/checkpoints/00160... INFO:tensorflow:global_step/sec: 31.3185 INFO:tensorflow:step = 62601, loss = 0.158299, precision = 0.992188 (3.193 sec) INFO:tensorflow:global_step/sec: 36.7389 INFO:tensorflow:step = 62701, loss = 0.147869, precision = 0.984375 (2.722 sec) INFO:tensorflow:global_step/sec: 36.8318 INFO:tensorflow:step = 62801, loss = 0.19054, precision = 0.96875 (2.715 sec) INFO:tensorflow:global_step/sec: 37.1001 INFO:tensorflow:step = 62901, loss = 0.145628, precision = 1.0 (2.695 sec) Saved checkpoint after 161 epoch(s) to data/resnet20/checkpoints/00161... INFO:tensorflow:global_step/sec: 31.7565 INFO:tensorflow:step = 63001, loss = 0.186825, precision = 0.976562 (3.149 sec) INFO:tensorflow:global_step/sec: 36.8884 INFO:tensorflow:step = 63101, loss = 0.158597, precision = 0.992188 (2.711 sec) INFO:tensorflow:global_step/sec: 36.9072 INFO:tensorflow:step = 63201, loss = 0.142202, precision = 1.0 (2.710 sec) INFO:tensorflow:global_step/sec: 36.7642 INFO:tensorflow:step = 63301, loss = 0.150852, precision = 1.0 (2.719 sec) Saved checkpoint after 162 epoch(s) to data/resnet20/checkpoints/00162... INFO:tensorflow:global_step/sec: 31.573 INFO:tensorflow:step = 63401, loss = 0.145316, precision = 1.0 (3.168 sec) INFO:tensorflow:global_step/sec: 37.0302 INFO:tensorflow:step = 63501, loss = 0.141173, precision = 1.0 (2.701 sec) INFO:tensorflow:global_step/sec: 36.5001 INFO:tensorflow:step = 63601, loss = 0.128776, precision = 1.0 (2.739 sec) INFO:tensorflow:global_step/sec: 36.6878 INFO:tensorflow:step = 63701, loss = 0.13839, precision = 1.0 (2.726 sec) Saved checkpoint after 163 epoch(s) to data/resnet20/checkpoints/00163... INFO:tensorflow:global_step/sec: 31.2892 INFO:tensorflow:step = 63801, loss = 0.149395, precision = 0.992188 (3.197 sec) INFO:tensorflow:global_step/sec: 36.5395 INFO:tensorflow:step = 63901, loss = 0.144278, precision = 1.0 (2.736 sec) INFO:tensorflow:global_step/sec: 36.9086 INFO:tensorflow:step = 64001, loss = 0.168153, precision = 0.984375 (2.710 sec) INFO:tensorflow:global_step/sec: 36.7696 INFO:tensorflow:step = 64101, loss = 0.155173, precision = 0.992188 (2.720 sec) Saved checkpoint after 164 epoch(s) to data/resnet20/checkpoints/00164... INFO:tensorflow:global_step/sec: 31.0815 INFO:tensorflow:step = 64201, loss = 0.149871, precision = 0.992188 (3.217 sec) INFO:tensorflow:global_step/sec: 36.9111 INFO:tensorflow:step = 64301, loss = 0.143736, precision = 1.0 (2.709 sec) INFO:tensorflow:global_step/sec: 36.9 INFO:tensorflow:step = 64401, loss = 0.13626, precision = 1.0 (2.710 sec) INFO:tensorflow:global_step/sec: 36.6204 INFO:tensorflow:step = 64501, loss = 0.162311, precision = 0.992188 (2.730 sec) Saved checkpoint after 165 epoch(s) to data/resnet20/checkpoints/00165... INFO:tensorflow:global_step/sec: 31.6357 INFO:tensorflow:step = 64601, loss = 0.169024, precision = 0.976562 (3.161 sec) INFO:tensorflow:global_step/sec: 36.9702 INFO:tensorflow:step = 64701, loss = 0.140007, precision = 0.992188 (2.704 sec) INFO:tensorflow:global_step/sec: 37.1726 INFO:tensorflow:step = 64801, loss = 0.162648, precision = 0.984375 (2.690 sec) INFO:tensorflow:global_step/sec: 37.0903 INFO:tensorflow:step = 64901, loss = 0.14493, precision = 1.0 (2.696 sec) Saved checkpoint after 166 epoch(s) to data/resnet20/checkpoints/00166... INFO:tensorflow:global_step/sec: 31.5275 INFO:tensorflow:step = 65001, loss = 0.163912, precision = 0.992188 (3.172 sec) INFO:tensorflow:global_step/sec: 36.8526 INFO:tensorflow:step = 65101, loss = 0.155741, precision = 0.992188 (2.713 sec) INFO:tensorflow:global_step/sec: 37.2503 INFO:tensorflow:step = 65201, loss = 0.155643, precision = 0.992188 (2.685 sec) Saved checkpoint after 167 epoch(s) to data/resnet20/checkpoints/00167... INFO:tensorflow:global_step/sec: 31.4411 INFO:tensorflow:step = 65301, loss = 0.143038, precision = 1.0 (3.181 sec) INFO:tensorflow:global_step/sec: 36.8848 INFO:tensorflow:step = 65401, loss = 0.140459, precision = 0.992188 (2.711 sec) INFO:tensorflow:global_step/sec: 36.9205 INFO:tensorflow:step = 65501, loss = 0.149279, precision = 0.992188 (2.708 sec) INFO:tensorflow:global_step/sec: 36.9726 INFO:tensorflow:step = 65601, loss = 0.149787, precision = 0.992188 (2.705 sec) Saved checkpoint after 168 epoch(s) to data/resnet20/checkpoints/00168... INFO:tensorflow:global_step/sec: 30.9995 INFO:tensorflow:step = 65701, loss = 0.147315, precision = 0.992188 (3.226 sec) INFO:tensorflow:global_step/sec: 36.7111 INFO:tensorflow:step = 65801, loss = 0.138787, precision = 1.0 (2.724 sec) INFO:tensorflow:global_step/sec: 36.7078 INFO:tensorflow:step = 65901, loss = 0.132299, precision = 1.0 (2.724 sec) INFO:tensorflow:global_step/sec: 36.9295 INFO:tensorflow:step = 66001, loss = 0.157056, precision = 0.992188 (2.708 sec) Saved checkpoint after 169 epoch(s) to data/resnet20/checkpoints/00169... INFO:tensorflow:global_step/sec: 31.0517 INFO:tensorflow:step = 66101, loss = 0.156413, precision = 0.984375 (3.220 sec) INFO:tensorflow:global_step/sec: 36.88 INFO:tensorflow:step = 66201, loss = 0.158351, precision = 0.992188 (2.712 sec) INFO:tensorflow:global_step/sec: 36.9081 INFO:tensorflow:step = 66301, loss = 0.166458, precision = 0.984375 (2.709 sec) INFO:tensorflow:global_step/sec: 36.981 INFO:tensorflow:step = 66401, loss = 0.15604, precision = 0.992188 (2.705 sec) Saved checkpoint after 170 epoch(s) to data/resnet20/checkpoints/00170... INFO:tensorflow:global_step/sec: 30.6276 INFO:tensorflow:step = 66501, loss = 0.174248, precision = 0.976562 (3.265 sec) INFO:tensorflow:global_step/sec: 36.8858 INFO:tensorflow:step = 66601, loss = 0.142339, precision = 0.992188 (2.710 sec) INFO:tensorflow:global_step/sec: 36.7903 INFO:tensorflow:step = 66701, loss = 0.151185, precision = 0.992188 (2.718 sec) INFO:tensorflow:global_step/sec: 36.5078 INFO:tensorflow:step = 66801, loss = 0.149078, precision = 0.992188 (2.739 sec) Saved checkpoint after 171 epoch(s) to data/resnet20/checkpoints/00171... INFO:tensorflow:global_step/sec: 31.213 INFO:tensorflow:step = 66901, loss = 0.166579, precision = 0.992188 (3.204 sec) INFO:tensorflow:global_step/sec: 36.7907 INFO:tensorflow:step = 67001, loss = 0.167252, precision = 0.976562 (2.718 sec) INFO:tensorflow:global_step/sec: 36.7875 INFO:tensorflow:step = 67101, loss = 0.167524, precision = 0.984375 (2.718 sec) INFO:tensorflow:global_step/sec: 36.7903 INFO:tensorflow:step = 67201, loss = 0.126259, precision = 1.0 (2.718 sec) Saved checkpoint after 172 epoch(s) to data/resnet20/checkpoints/00172... INFO:tensorflow:global_step/sec: 30.8482 INFO:tensorflow:step = 67301, loss = 0.144421, precision = 0.992188 (3.242 sec) INFO:tensorflow:global_step/sec: 36.8448 INFO:tensorflow:step = 67401, loss = 0.162633, precision = 0.992188 (2.714 sec) INFO:tensorflow:global_step/sec: 36.8026 INFO:tensorflow:step = 67501, loss = 0.127064, precision = 1.0 (2.717 sec) INFO:tensorflow:global_step/sec: 36.4812 INFO:tensorflow:step = 67601, loss = 0.145251, precision = 1.0 (2.741 sec) Saved checkpoint after 173 epoch(s) to data/resnet20/checkpoints/00173... INFO:tensorflow:global_step/sec: 31.2214 INFO:tensorflow:step = 67701, loss = 0.146114, precision = 1.0 (3.203 sec) INFO:tensorflow:global_step/sec: 36.9656 INFO:tensorflow:step = 67801, loss = 0.147929, precision = 0.984375 (2.705 sec) INFO:tensorflow:global_step/sec: 36.8946 INFO:tensorflow:step = 67901, loss = 0.133098, precision = 1.0 (2.711 sec) INFO:tensorflow:global_step/sec: 36.7724 INFO:tensorflow:step = 68001, loss = 0.147861, precision = 1.0 (2.719 sec) Saved checkpoint after 174 epoch(s) to data/resnet20/checkpoints/00174... INFO:tensorflow:global_step/sec: 31.2306 INFO:tensorflow:step = 68101, loss = 0.136662, precision = 1.0 (3.202 sec) INFO:tensorflow:global_step/sec: 36.9335 INFO:tensorflow:step = 68201, loss = 0.179864, precision = 0.984375 (2.707 sec) INFO:tensorflow:global_step/sec: 36.7134 INFO:tensorflow:step = 68301, loss = 0.15277, precision = 0.984375 (2.724 sec) INFO:tensorflow:global_step/sec: 36.8337 INFO:tensorflow:step = 68401, loss = 0.145477, precision = 0.992188 (2.715 sec) Saved checkpoint after 175 epoch(s) to data/resnet20/checkpoints/00175... INFO:tensorflow:global_step/sec: 31.0402 INFO:tensorflow:step = 68501, loss = 0.156269, precision = 0.984375 (3.222 sec) INFO:tensorflow:global_step/sec: 36.6312 INFO:tensorflow:step = 68601, loss = 0.136135, precision = 0.992188 (2.730 sec) INFO:tensorflow:global_step/sec: 36.7241 INFO:tensorflow:step = 68701, loss = 0.159448, precision = 0.984375 (2.723 sec) INFO:tensorflow:global_step/sec: 36.867 INFO:tensorflow:step = 68801, loss = 0.134074, precision = 0.992188 (2.712 sec) Saved checkpoint after 176 epoch(s) to data/resnet20/checkpoints/00176... INFO:tensorflow:global_step/sec: 31.1081 INFO:tensorflow:step = 68901, loss = 0.123306, precision = 1.0 (3.214 sec) INFO:tensorflow:global_step/sec: 36.8066 INFO:tensorflow:step = 69001, loss = 0.129245, precision = 1.0 (2.717 sec) INFO:tensorflow:global_step/sec: 36.8313 INFO:tensorflow:step = 69101, loss = 0.153069, precision = 0.992188 (2.715 sec) INFO:tensorflow:global_step/sec: 37.0659 INFO:tensorflow:step = 69201, loss = 0.157617, precision = 0.992188 (2.697 sec) Saved checkpoint after 177 epoch(s) to data/resnet20/checkpoints/00177... INFO:tensorflow:global_step/sec: 31.2679 INFO:tensorflow:step = 69301, loss = 0.137965, precision = 1.0 (3.199 sec) INFO:tensorflow:global_step/sec: 37.0708 INFO:tensorflow:step = 69401, loss = 0.127319, precision = 1.0 (2.697 sec) INFO:tensorflow:global_step/sec: 36.7984 INFO:tensorflow:step = 69501, loss = 0.127831, precision = 1.0 (2.718 sec) Saved checkpoint after 178 epoch(s) to data/resnet20/checkpoints/00178... INFO:tensorflow:global_step/sec: 30.8766 INFO:tensorflow:step = 69601, loss = 0.13363, precision = 1.0 (3.239 sec) INFO:tensorflow:global_step/sec: 36.8395 INFO:tensorflow:step = 69701, loss = 0.133293, precision = 1.0 (2.715 sec) INFO:tensorflow:global_step/sec: 36.7147 INFO:tensorflow:step = 69801, loss = 0.163918, precision = 0.976562 (2.724 sec) INFO:tensorflow:global_step/sec: 36.7929 INFO:tensorflow:step = 69901, loss = 0.138131, precision = 1.0 (2.718 sec) Saved checkpoint after 179 epoch(s) to data/resnet20/checkpoints/00179... INFO:tensorflow:global_step/sec: 31.2248 INFO:tensorflow:step = 70001, loss = 0.139061, precision = 1.0 (3.203 sec) INFO:tensorflow:global_step/sec: 37.1066 INFO:tensorflow:step = 70101, loss = 0.138351, precision = 1.0 (2.695 sec) INFO:tensorflow:global_step/sec: 37.0827 INFO:tensorflow:step = 70201, loss = 0.134516, precision = 1.0 (2.696 sec) INFO:tensorflow:global_step/sec: 36.7449 INFO:tensorflow:step = 70301, loss = 0.133771, precision = 0.992188 (2.722 sec) Saved checkpoint after 180 epoch(s) to data/resnet20/checkpoints/00180... INFO:tensorflow:global_step/sec: 31.5135 INFO:tensorflow:step = 70401, loss = 0.135167, precision = 1.0 (3.173 sec) INFO:tensorflow:global_step/sec: 37.004 INFO:tensorflow:step = 70501, loss = 0.145283, precision = 0.992188 (2.702 sec) INFO:tensorflow:global_step/sec: 36.9547 INFO:tensorflow:step = 70601, loss = 0.129595, precision = 1.0 (2.706 sec) INFO:tensorflow:global_step/sec: 37.1301 INFO:tensorflow:step = 70701, loss = 0.123746, precision = 1.0 (2.694 sec) Saved checkpoint after 181 epoch(s) to data/resnet20/checkpoints/00181...