1727 lines
102 KiB
Text
1727 lines
102 KiB
Text
Parsing GraphDef...
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=========================Options=============================
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-max_depth 10000
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==================Model Analysis Report======================
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_TFProfRoot (--/269.03k params)
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init/init_conv/DW (3x3x3x16, 432/432 params)
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logit/DW (64x10, 640/640 params)
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logit/biases (10, 10/10 params)
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unit_1_0/shared_activation/init_bn/beta (16, 16/16 params)
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unit_1_0/sub1/conv1/DW (3x3x16x16, 2.30k/2.30k params)
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unit_1_0/sub2/bn2/beta (16, 16/16 params)
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unit_1_0/sub2/conv2/DW (3x3x16x16, 2.30k/2.30k params)
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unit_1_1/residual_only_activation/init_bn/beta (16, 16/16 params)
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unit_1_1/sub1/conv1/DW (3x3x16x16, 2.30k/2.30k params)
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unit_1_1/sub2/bn2/beta (16, 16/16 params)
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unit_1_1/sub2/conv2/DW (3x3x16x16, 2.30k/2.30k params)
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unit_1_2/residual_only_activation/init_bn/beta (16, 16/16 params)
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unit_1_2/sub1/conv1/DW (3x3x16x16, 2.30k/2.30k params)
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unit_1_2/sub2/bn2/beta (16, 16/16 params)
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unit_1_2/sub2/conv2/DW (3x3x16x16, 2.30k/2.30k params)
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unit_2_0/residual_only_activation/init_bn/beta (16, 16/16 params)
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unit_2_0/sub1/conv1/DW (3x3x16x32, 4.61k/4.61k params)
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unit_2_0/sub2/bn2/beta (32, 32/32 params)
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unit_2_0/sub2/conv2/DW (3x3x32x32, 9.22k/9.22k params)
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unit_2_1/residual_only_activation/init_bn/beta (32, 32/32 params)
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unit_2_1/sub1/conv1/DW (3x3x32x32, 9.22k/9.22k params)
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unit_2_1/sub2/bn2/beta (32, 32/32 params)
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unit_2_1/sub2/conv2/DW (3x3x32x32, 9.22k/9.22k params)
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unit_2_2/residual_only_activation/init_bn/beta (32, 32/32 params)
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unit_2_2/sub1/conv1/DW (3x3x32x32, 9.22k/9.22k params)
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unit_2_2/sub2/bn2/beta (32, 32/32 params)
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unit_2_2/sub2/conv2/DW (3x3x32x32, 9.22k/9.22k params)
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unit_3_0/residual_only_activation/init_bn/beta (32, 32/32 params)
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unit_3_0/sub1/conv1/DW (3x3x32x64, 18.43k/18.43k params)
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unit_3_0/sub2/bn2/beta (64, 64/64 params)
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unit_3_0/sub2/conv2/DW (3x3x64x64, 36.86k/36.86k params)
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unit_3_1/residual_only_activation/init_bn/beta (64, 64/64 params)
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unit_3_1/sub1/conv1/DW (3x3x64x64, 36.86k/36.86k params)
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unit_3_1/sub2/bn2/beta (64, 64/64 params)
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unit_3_1/sub2/conv2/DW (3x3x64x64, 36.86k/36.86k params)
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unit_3_2/residual_only_activation/init_bn/beta (64, 64/64 params)
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unit_3_2/sub1/conv1/DW (3x3x64x64, 36.86k/36.86k params)
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unit_3_2/sub2/bn2/beta (64, 64/64 params)
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unit_3_2/sub2/conv2/DW (3x3x64x64, 36.86k/36.86k params)
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unit_last/final_bn/beta (64, 64/64 params)
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======================End of Report==========================
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Parsing GraphDef...
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Parsing OpLog...
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Preparing Views...
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=========================Options=============================
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==================Model Analysis Report======================
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_TFProfRoot (0/10.38b flops)
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unit_2_0/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_3_2/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_3_2/sub1/conv1/Conv2D (603.98m/603.98m flops)
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unit_3_1/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_3_1/sub1/conv1/Conv2D (603.98m/603.98m flops)
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unit_3_0/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_2_2/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_2_2/sub1/conv1/Conv2D (603.98m/603.98m flops)
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unit_2_1/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_2_1/sub1/conv1/Conv2D (603.98m/603.98m flops)
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unit_1_2/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_1_2/sub1/conv1/Conv2D (603.98m/603.98m flops)
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unit_1_1/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_1_1/sub1/conv1/Conv2D (603.98m/603.98m flops)
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unit_1_0/sub2/conv2/Conv2D (603.98m/603.98m flops)
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unit_1_0/sub1/conv1/Conv2D (603.98m/603.98m flops)
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unit_2_0/sub1/conv1/Conv2D (301.99m/301.99m flops)
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unit_3_0/sub1/conv1/Conv2D (301.99m/301.99m flops)
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init/init_conv/Conv2D (113.25m/113.25m flops)
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logit/xw_plus_b (1.28k/165.12k flops)
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logit/xw_plus_b/MatMul (163.84k/163.84k flops)
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gradients/logit/xw_plus_b/MatMul_grad/MatMul (163.84k/163.84k flops)
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gradients/logit/xw_plus_b/MatMul_grad/MatMul_1 (163.84k/163.84k flops)
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======================End of Report==========================
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2017-08-03 00:02:32.693331: I tensorflow/core/common_runtime/gpu/gpu_device.cc:940] Found device 0 with properties:
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name: Tesla P100-PCIE-16GB
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major: 6 minor: 0 memoryClockRate (GHz) 1.3285
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pciBusID 0000:05:00.0
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Total memory: 15.89GiB
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Free memory: 15.61GiB
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2017-08-03 00:02:32.693378: I tensorflow/core/common_runtime/gpu/gpu_device.cc:961] DMA: 0
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2017-08-03 00:02:32.693385: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0: Y
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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)
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2017-08-03 00:02:33.216116: I tensorflow/compiler/xla/service/platform_util.cc:58] platform CUDA present with 1 visible devices
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2017-08-03 00:02:33.216204: I tensorflow/compiler/xla/service/platform_util.cc:58] platform Host present with 56 visible devices
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2017-08-03 00:02:33.240129: I tensorflow/compiler/xla/service/service.cc:198] XLA service 0x40192c0 executing computations on platform Host. Devices:
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2017-08-03 00:02:33.240215: I tensorflow/compiler/xla/service/service.cc:206] StreamExecutor device (0): <undefined>, <undefined>
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2017-08-03 00:02:33.240746: I tensorflow/compiler/xla/service/platform_util.cc:58] platform CUDA present with 1 visible devices
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2017-08-03 00:02:33.240769: I tensorflow/compiler/xla/service/platform_util.cc:58] platform Host present with 56 visible devices
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2017-08-03 00:02:33.260758: I tensorflow/compiler/xla/service/service.cc:198] XLA service 0x3fc7940 executing computations on platform CUDA. Devices:
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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
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INFO:tensorflow:step = 1, loss = 2.68061, precision = 0.09375
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INFO:tensorflow:global_step/sec: 33.9868
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INFO:tensorflow:step = 101, loss = 2.00101, precision = 0.367188 (2.943 sec)
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INFO:tensorflow:global_step/sec: 37.1699
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INFO:tensorflow:step = 201, loss = 1.99259, precision = 0.429688 (2.691 sec)
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INFO:tensorflow:global_step/sec: 37.2534
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INFO:tensorflow:step = 301, loss = 1.91987, precision = 0.351562 (2.685 sec)
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total_params: 269034
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Saved checkpoint after 1 epoch(s) to data/resnet20/checkpoints/00001...
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INFO:tensorflow:global_step/sec: 31.2056
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INFO:tensorflow:step = 401, loss = 1.95698, precision = 0.367188 (3.204 sec)
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INFO:tensorflow:global_step/sec: 36.7379
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INFO:tensorflow:step = 501, loss = 1.88766, precision = 0.40625 (2.722 sec)
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INFO:tensorflow:global_step/sec: 36.6457
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INFO:tensorflow:step = 601, loss = 1.52655, precision = 0.53125 (2.729 sec)
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INFO:tensorflow:global_step/sec: 36.5714
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INFO:tensorflow:step = 701, loss = 1.61445, precision = 0.492188 (2.734 sec)
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Saved checkpoint after 2 epoch(s) to data/resnet20/checkpoints/00002...
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INFO:tensorflow:global_step/sec: 31.3376
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INFO:tensorflow:step = 801, loss = 1.31947, precision = 0.609375 (3.191 sec)
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INFO:tensorflow:global_step/sec: 36.2171
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INFO:tensorflow:step = 901, loss = 1.23731, precision = 0.664062 (2.761 sec)
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INFO:tensorflow:global_step/sec: 36.507
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INFO:tensorflow:step = 1001, loss = 1.03648, precision = 0.742188 (2.739 sec)
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INFO:tensorflow:global_step/sec: 36.5595
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INFO:tensorflow:step = 1101, loss = 1.13547, precision = 0.6875 (2.735 sec)
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Saved checkpoint after 3 epoch(s) to data/resnet20/checkpoints/00003...
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INFO:tensorflow:global_step/sec: 30.9625
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INFO:tensorflow:step = 1201, loss = 1.04044, precision = 0.71875 (3.230 sec)
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INFO:tensorflow:global_step/sec: 36.1378
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INFO:tensorflow:step = 1301, loss = 0.988597, precision = 0.734375 (2.768 sec)
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INFO:tensorflow:global_step/sec: 36.2954
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INFO:tensorflow:step = 1401, loss = 1.0626, precision = 0.757812 (2.755 sec)
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INFO:tensorflow:global_step/sec: 36.3509
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INFO:tensorflow:step = 1501, loss = 1.05861, precision = 0.71875 (2.751 sec)
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Saved checkpoint after 4 epoch(s) to data/resnet20/checkpoints/00004...
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INFO:tensorflow:global_step/sec: 30.4896
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INFO:tensorflow:step = 1601, loss = 0.909604, precision = 0.773438 (3.280 sec)
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INFO:tensorflow:global_step/sec: 36.3416
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INFO:tensorflow:step = 1701, loss = 0.796503, precision = 0.796875 (2.752 sec)
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INFO:tensorflow:global_step/sec: 36.3363
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INFO:tensorflow:step = 1801, loss = 0.842827, precision = 0.78125 (2.752 sec)
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INFO:tensorflow:global_step/sec: 36.5074
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INFO:tensorflow:step = 1901, loss = 0.917468, precision = 0.75 (2.739 sec)
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Saved checkpoint after 5 epoch(s) to data/resnet20/checkpoints/00005...
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INFO:tensorflow:global_step/sec: 30.923
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INFO:tensorflow:step = 2001, loss = 0.888184, precision = 0.757812 (3.234 sec)
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INFO:tensorflow:global_step/sec: 36.4091
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INFO:tensorflow:step = 2101, loss = 0.790183, precision = 0.804688 (2.746 sec)
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INFO:tensorflow:global_step/sec: 36.5253
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INFO:tensorflow:step = 2201, loss = 0.869925, precision = 0.757812 (2.738 sec)
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INFO:tensorflow:global_step/sec: 36.6024
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INFO:tensorflow:step = 2301, loss = 0.962855, precision = 0.75 (2.732 sec)
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Saved checkpoint after 6 epoch(s) to data/resnet20/checkpoints/00006...
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INFO:tensorflow:global_step/sec: 31.2621
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INFO:tensorflow:step = 2401, loss = 0.796132, precision = 0.789062 (3.199 sec)
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INFO:tensorflow:global_step/sec: 36.7405
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INFO:tensorflow:step = 2501, loss = 0.786942, precision = 0.8125 (2.722 sec)
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INFO:tensorflow:global_step/sec: 36.3167
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INFO:tensorflow:step = 2601, loss = 0.912961, precision = 0.742188 (2.753 sec)
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INFO:tensorflow:global_step/sec: 36.5684
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INFO:tensorflow:step = 2701, loss = 0.719123, precision = 0.835938 (2.735 sec)
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Saved checkpoint after 7 epoch(s) to data/resnet20/checkpoints/00007...
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INFO:tensorflow:global_step/sec: 31.3954
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INFO:tensorflow:step = 2801, loss = 0.869238, precision = 0.75 (3.186 sec)
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INFO:tensorflow:global_step/sec: 36.7444
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INFO:tensorflow:step = 2901, loss = 1.01009, precision = 0.703125 (2.721 sec)
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INFO:tensorflow:global_step/sec: 36.4738
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INFO:tensorflow:step = 3001, loss = 0.845218, precision = 0.789062 (2.742 sec)
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INFO:tensorflow:global_step/sec: 36.2063
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INFO:tensorflow:step = 3101, loss = 0.797981, precision = 0.796875 (2.762 sec)
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Saved checkpoint after 8 epoch(s) to data/resnet20/checkpoints/00008...
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INFO:tensorflow:global_step/sec: 30.7306
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INFO:tensorflow:step = 3201, loss = 0.730514, precision = 0.835938 (3.254 sec)
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INFO:tensorflow:global_step/sec: 36.6362
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INFO:tensorflow:step = 3301, loss = 0.849458, precision = 0.757812 (2.730 sec)
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INFO:tensorflow:global_step/sec: 36.5824
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INFO:tensorflow:step = 3401, loss = 0.798813, precision = 0.796875 (2.733 sec)
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INFO:tensorflow:global_step/sec: 36.7809
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INFO:tensorflow:step = 3501, loss = 0.791147, precision = 0.796875 (2.719 sec)
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Saved checkpoint after 9 epoch(s) to data/resnet20/checkpoints/00009...
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INFO:tensorflow:global_step/sec: 31.548
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INFO:tensorflow:step = 3601, loss = 0.698246, precision = 0.875 (3.170 sec)
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INFO:tensorflow:global_step/sec: 36.8433
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INFO:tensorflow:step = 3701, loss = 0.743351, precision = 0.820312 (2.714 sec)
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INFO:tensorflow:global_step/sec: 36.7011
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INFO:tensorflow:step = 3801, loss = 0.847044, precision = 0.804688 (2.725 sec)
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INFO:tensorflow:global_step/sec: 36.5004
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INFO:tensorflow:step = 3901, loss = 0.733214, precision = 0.8125 (2.740 sec)
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Saved checkpoint after 10 epoch(s) to data/resnet20/checkpoints/00010...
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INFO:tensorflow:global_step/sec: 31.2314
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INFO:tensorflow:step = 4001, loss = 0.747592, precision = 0.804688 (3.202 sec)
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INFO:tensorflow:global_step/sec: 36.714
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INFO:tensorflow:step = 4101, loss = 0.725167, precision = 0.859375 (2.723 sec)
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INFO:tensorflow:global_step/sec: 36.594
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INFO:tensorflow:step = 4201, loss = 0.734989, precision = 0.835938 (2.733 sec)
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Saved checkpoint after 11 epoch(s) to data/resnet20/checkpoints/00011...
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INFO:tensorflow:global_step/sec: 31.8402
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INFO:tensorflow:step = 4301, loss = 0.626409, precision = 0.859375 (3.140 sec)
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INFO:tensorflow:global_step/sec: 36.3565
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INFO:tensorflow:step = 4401, loss = 0.647716, precision = 0.84375 (2.751 sec)
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INFO:tensorflow:global_step/sec: 36.6307
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INFO:tensorflow:step = 4501, loss = 0.720233, precision = 0.859375 (2.730 sec)
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INFO:tensorflow:global_step/sec: 36.7153
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INFO:tensorflow:step = 4601, loss = 0.862528, precision = 0.765625 (2.724 sec)
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Saved checkpoint after 12 epoch(s) to data/resnet20/checkpoints/00012...
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INFO:tensorflow:global_step/sec: 31.3233
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INFO:tensorflow:step = 4701, loss = 0.816589, precision = 0.773438 (3.193 sec)
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INFO:tensorflow:global_step/sec: 36.7496
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INFO:tensorflow:step = 4801, loss = 0.71257, precision = 0.867188 (2.721 sec)
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INFO:tensorflow:global_step/sec: 36.8338
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INFO:tensorflow:step = 4901, loss = 0.722708, precision = 0.828125 (2.715 sec)
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INFO:tensorflow:global_step/sec: 36.7084
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INFO:tensorflow:step = 5001, loss = 0.75995, precision = 0.8125 (2.724 sec)
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Saved checkpoint after 13 epoch(s) to data/resnet20/checkpoints/00013...
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INFO:tensorflow:global_step/sec: 31.1766
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INFO:tensorflow:step = 5101, loss = 0.810508, precision = 0.804688 (3.207 sec)
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INFO:tensorflow:global_step/sec: 36.6017
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INFO:tensorflow:step = 5201, loss = 0.7905, precision = 0.835938 (2.732 sec)
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INFO:tensorflow:global_step/sec: 36.4243
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INFO:tensorflow:step = 5301, loss = 0.667147, precision = 0.828125 (2.745 sec)
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INFO:tensorflow:global_step/sec: 36.7766
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INFO:tensorflow:step = 5401, loss = 0.720591, precision = 0.820312 (2.719 sec)
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Saved checkpoint after 14 epoch(s) to data/resnet20/checkpoints/00014...
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INFO:tensorflow:global_step/sec: 31.2719
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INFO:tensorflow:step = 5501, loss = 0.6348, precision = 0.875 (3.198 sec)
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INFO:tensorflow:global_step/sec: 36.5938
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INFO:tensorflow:step = 5601, loss = 0.697133, precision = 0.851562 (2.733 sec)
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INFO:tensorflow:global_step/sec: 36.6123
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INFO:tensorflow:step = 5701, loss = 0.726616, precision = 0.8125 (2.731 sec)
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INFO:tensorflow:global_step/sec: 36.6884
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INFO:tensorflow:step = 5801, loss = 0.667568, precision = 0.828125 (2.726 sec)
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Saved checkpoint after 15 epoch(s) to data/resnet20/checkpoints/00015...
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INFO:tensorflow:global_step/sec: 31.4989
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INFO:tensorflow:step = 5901, loss = 0.634159, precision = 0.859375 (3.175 sec)
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INFO:tensorflow:global_step/sec: 36.6315
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INFO:tensorflow:step = 6001, loss = 0.677902, precision = 0.8125 (2.730 sec)
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INFO:tensorflow:global_step/sec: 36.5564
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INFO:tensorflow:step = 6101, loss = 0.549132, precision = 0.890625 (2.735 sec)
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INFO:tensorflow:global_step/sec: 36.4447
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INFO:tensorflow:step = 6201, loss = 0.682414, precision = 0.84375 (2.744 sec)
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Saved checkpoint after 16 epoch(s) to data/resnet20/checkpoints/00016...
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INFO:tensorflow:global_step/sec: 31.2156
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INFO:tensorflow:step = 6301, loss = 0.789985, precision = 0.8125 (3.204 sec)
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INFO:tensorflow:global_step/sec: 36.6698
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INFO:tensorflow:step = 6401, loss = 0.721547, precision = 0.84375 (2.727 sec)
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INFO:tensorflow:global_step/sec: 36.9489
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INFO:tensorflow:step = 6501, loss = 0.667445, precision = 0.859375 (2.707 sec)
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INFO:tensorflow:global_step/sec: 36.4158
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INFO:tensorflow:step = 6601, loss = 0.773853, precision = 0.8125 (2.746 sec)
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Saved checkpoint after 17 epoch(s) to data/resnet20/checkpoints/00017...
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INFO:tensorflow:global_step/sec: 30.7667
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INFO:tensorflow:step = 6701, loss = 0.740369, precision = 0.8125 (3.250 sec)
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INFO:tensorflow:step = 6901, loss = 0.839481, precision = 0.796875 (2.721 sec)
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INFO:tensorflow:step = 7001, loss = 0.698426, precision = 0.804688 (2.712 sec)
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Saved checkpoint after 18 epoch(s) to data/resnet20/checkpoints/00018...
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INFO:tensorflow:global_step/sec: 30.7202
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INFO:tensorflow:step = 7101, loss = 0.825533, precision = 0.796875 (3.255 sec)
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INFO:tensorflow:step = 7201, loss = 0.676471, precision = 0.820312 (2.750 sec)
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INFO:tensorflow:step = 7301, loss = 0.649459, precision = 0.882812 (2.707 sec)
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INFO:tensorflow:step = 7401, loss = 0.734944, precision = 0.835938 (2.745 sec)
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Saved checkpoint after 19 epoch(s) to data/resnet20/checkpoints/00019...
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INFO:tensorflow:global_step/sec: 30.8197
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INFO:tensorflow:step = 7501, loss = 0.662699, precision = 0.875 (3.245 sec)
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INFO:tensorflow:step = 7601, loss = 0.700586, precision = 0.820312 (2.735 sec)
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INFO:tensorflow:step = 7701, loss = 0.706559, precision = 0.84375 (2.717 sec)
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INFO:tensorflow:step = 7801, loss = 0.576616, precision = 0.914062 (2.735 sec)
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Saved checkpoint after 20 epoch(s) to data/resnet20/checkpoints/00020...
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INFO:tensorflow:global_step/sec: 30.4308
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INFO:tensorflow:step = 7901, loss = 0.872471, precision = 0.820312 (3.286 sec)
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INFO:tensorflow:step = 8001, loss = 0.597721, precision = 0.875 (2.738 sec)
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INFO:tensorflow:step = 8101, loss = 0.661379, precision = 0.867188 (2.726 sec)
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INFO:tensorflow:step = 8201, loss = 0.803072, precision = 0.804688 (2.722 sec)
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Saved checkpoint after 21 epoch(s) to data/resnet20/checkpoints/00021...
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INFO:tensorflow:global_step/sec: 31.6265
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INFO:tensorflow:step = 8301, loss = 0.730877, precision = 0.828125 (3.162 sec)
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INFO:tensorflow:step = 8401, loss = 1.00679, precision = 0.75 (2.737 sec)
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INFO:tensorflow:step = 8501, loss = 0.704638, precision = 0.804688 (2.721 sec)
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INFO:tensorflow:step = 8601, loss = 0.589934, precision = 0.84375 (2.722 sec)
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Saved checkpoint after 22 epoch(s) to data/resnet20/checkpoints/00022...
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INFO:tensorflow:global_step/sec: 30.9159
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INFO:tensorflow:step = 8701, loss = 0.570267, precision = 0.90625 (3.235 sec)
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INFO:tensorflow:step = 8801, loss = 0.791721, precision = 0.84375 (2.713 sec)
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INFO:tensorflow:step = 8901, loss = 0.694525, precision = 0.835938 (2.740 sec)
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Saved checkpoint after 23 epoch(s) to data/resnet20/checkpoints/00023...
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INFO:tensorflow:global_step/sec: 31.4015
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INFO:tensorflow:step = 9001, loss = 0.637058, precision = 0.851562 (3.185 sec)
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INFO:tensorflow:step = 9101, loss = 0.673616, precision = 0.84375 (2.734 sec)
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INFO:tensorflow:step = 9201, loss = 0.733546, precision = 0.804688 (2.708 sec)
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INFO:tensorflow:step = 9301, loss = 0.682018, precision = 0.835938 (2.737 sec)
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Saved checkpoint after 24 epoch(s) to data/resnet20/checkpoints/00024...
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INFO:tensorflow:global_step/sec: 30.9373
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INFO:tensorflow:step = 9401, loss = 0.734275, precision = 0.859375 (3.232 sec)
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INFO:tensorflow:step = 9501, loss = 0.613025, precision = 0.859375 (2.750 sec)
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INFO:tensorflow:step = 9601, loss = 0.599912, precision = 0.859375 (2.724 sec)
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INFO:tensorflow:step = 9701, loss = 0.707193, precision = 0.820312 (2.733 sec)
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Saved checkpoint after 25 epoch(s) to data/resnet20/checkpoints/00025...
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INFO:tensorflow:global_step/sec: 31.8239
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INFO:tensorflow:step = 9801, loss = 0.645722, precision = 0.875 (3.142 sec)
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INFO:tensorflow:step = 9901, loss = 0.601023, precision = 0.90625 (2.714 sec)
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INFO:tensorflow:step = 10001, loss = 0.821797, precision = 0.820312 (2.729 sec)
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INFO:tensorflow:step = 10101, loss = 0.662084, precision = 0.898438 (2.730 sec)
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Saved checkpoint after 26 epoch(s) to data/resnet20/checkpoints/00026...
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INFO:tensorflow:global_step/sec: 31.08
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INFO:tensorflow:step = 10201, loss = 0.616583, precision = 0.882812 (3.218 sec)
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INFO:tensorflow:step = 10301, loss = 0.624081, precision = 0.90625 (2.733 sec)
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INFO:tensorflow:step = 10401, loss = 0.652148, precision = 0.875 (2.727 sec)
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INFO:tensorflow:step = 10501, loss = 0.626866, precision = 0.859375 (2.730 sec)
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Saved checkpoint after 27 epoch(s) to data/resnet20/checkpoints/00027...
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INFO:tensorflow:global_step/sec: 31.1474
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INFO:tensorflow:step = 10601, loss = 0.700255, precision = 0.84375 (3.211 sec)
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INFO:tensorflow:step = 10701, loss = 0.639249, precision = 0.835938 (2.737 sec)
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INFO:tensorflow:step = 10801, loss = 0.746165, precision = 0.8125 (2.731 sec)
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INFO:tensorflow:step = 10901, loss = 0.614565, precision = 0.890625 (2.709 sec)
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Saved checkpoint after 28 epoch(s) to data/resnet20/checkpoints/00028...
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INFO:tensorflow:global_step/sec: 31.013
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INFO:tensorflow:step = 11001, loss = 0.579167, precision = 0.882812 (3.225 sec)
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INFO:tensorflow:step = 11101, loss = 0.682114, precision = 0.828125 (2.714 sec)
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INFO:tensorflow:step = 11201, loss = 0.663038, precision = 0.875 (2.719 sec)
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INFO:tensorflow:step = 11301, loss = 0.665302, precision = 0.828125 (2.711 sec)
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Saved checkpoint after 29 epoch(s) to data/resnet20/checkpoints/00029...
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INFO:tensorflow:global_step/sec: 31.102
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INFO:tensorflow:step = 11401, loss = 0.60645, precision = 0.898438 (3.215 sec)
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INFO:tensorflow:step = 11501, loss = 0.694972, precision = 0.828125 (2.747 sec)
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INFO:tensorflow:step = 11601, loss = 0.608904, precision = 0.875 (2.731 sec)
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INFO:tensorflow:step = 11701, loss = 0.681695, precision = 0.828125 (2.735 sec)
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Saved checkpoint after 30 epoch(s) to data/resnet20/checkpoints/00030...
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INFO:tensorflow:global_step/sec: 31.3405
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INFO:tensorflow:step = 11801, loss = 0.651063, precision = 0.859375 (3.191 sec)
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INFO:tensorflow:step = 11901, loss = 0.631688, precision = 0.890625 (2.730 sec)
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INFO:tensorflow:step = 12001, loss = 0.600401, precision = 0.890625 (2.724 sec)
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INFO:tensorflow:global_step/sec: 36.81
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INFO:tensorflow:step = 12101, loss = 0.635845, precision = 0.890625 (2.717 sec)
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Saved checkpoint after 31 epoch(s) to data/resnet20/checkpoints/00031...
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INFO:tensorflow:global_step/sec: 31.137
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INFO:tensorflow:step = 12201, loss = 0.659406, precision = 0.882812 (3.212 sec)
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INFO:tensorflow:global_step/sec: 37.1682
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INFO:tensorflow:step = 12301, loss = 0.764168, precision = 0.851562 (2.691 sec)
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INFO:tensorflow:step = 12401, loss = 0.648244, precision = 0.867188 (2.725 sec)
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INFO:tensorflow:step = 12501, loss = 0.736476, precision = 0.835938 (2.700 sec)
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Saved checkpoint after 32 epoch(s) to data/resnet20/checkpoints/00032...
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INFO:tensorflow:global_step/sec: 31.404
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INFO:tensorflow:step = 12601, loss = 0.714813, precision = 0.851562 (3.184 sec)
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INFO:tensorflow:step = 12701, loss = 0.657914, precision = 0.859375 (2.676 sec)
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INFO:tensorflow:step = 12801, loss = 0.657276, precision = 0.882812 (2.655 sec)
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INFO:tensorflow:step = 12901, loss = 0.601974, precision = 0.882812 (2.678 sec)
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Saved checkpoint after 33 epoch(s) to data/resnet20/checkpoints/00033...
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INFO:tensorflow:global_step/sec: 32.1034
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INFO:tensorflow:step = 13001, loss = 0.624358, precision = 0.851562 (3.115 sec)
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INFO:tensorflow:step = 13101, loss = 0.735229, precision = 0.804688 (2.705 sec)
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INFO:tensorflow:global_step/sec: 36.5375
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INFO:tensorflow:step = 13201, loss = 0.689314, precision = 0.859375 (2.737 sec)
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Saved checkpoint after 34 epoch(s) to data/resnet20/checkpoints/00034...
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INFO:tensorflow:global_step/sec: 31.0807
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INFO:tensorflow:step = 13301, loss = 0.658033, precision = 0.851562 (3.218 sec)
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INFO:tensorflow:step = 13401, loss = 0.632308, precision = 0.890625 (2.738 sec)
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INFO:tensorflow:step = 13501, loss = 0.594866, precision = 0.882812 (2.737 sec)
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INFO:tensorflow:step = 13601, loss = 0.862075, precision = 0.757812 (2.745 sec)
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Saved checkpoint after 35 epoch(s) to data/resnet20/checkpoints/00035...
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INFO:tensorflow:global_step/sec: 30.895
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INFO:tensorflow:step = 13701, loss = 0.885717, precision = 0.789062 (3.237 sec)
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INFO:tensorflow:step = 13801, loss = 0.512465, precision = 0.921875 (2.737 sec)
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INFO:tensorflow:step = 13901, loss = 0.717732, precision = 0.851562 (2.719 sec)
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INFO:tensorflow:step = 14001, loss = 0.736639, precision = 0.828125 (2.722 sec)
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Saved checkpoint after 36 epoch(s) to data/resnet20/checkpoints/00036...
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INFO:tensorflow:global_step/sec: 31.5312
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INFO:tensorflow:step = 14101, loss = 0.608539, precision = 0.882812 (3.172 sec)
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INFO:tensorflow:step = 14201, loss = 0.602021, precision = 0.875 (2.708 sec)
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INFO:tensorflow:step = 14301, loss = 0.903494, precision = 0.78125 (2.716 sec)
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INFO:tensorflow:step = 14401, loss = 0.789973, precision = 0.820312 (2.713 sec)
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Saved checkpoint after 37 epoch(s) to data/resnet20/checkpoints/00037...
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INFO:tensorflow:global_step/sec: 31.1343
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INFO:tensorflow:step = 14501, loss = 0.73986, precision = 0.828125 (3.212 sec)
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INFO:tensorflow:step = 14601, loss = 0.624382, precision = 0.867188 (2.690 sec)
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INFO:tensorflow:step = 14701, loss = 0.649032, precision = 0.882812 (2.707 sec)
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INFO:tensorflow:step = 14801, loss = 0.680569, precision = 0.875 (2.734 sec)
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Saved checkpoint after 38 epoch(s) to data/resnet20/checkpoints/00038...
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INFO:tensorflow:global_step/sec: 30.8168
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INFO:tensorflow:step = 14901, loss = 0.663856, precision = 0.851562 (3.245 sec)
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INFO:tensorflow:step = 15001, loss = 0.639683, precision = 0.851562 (2.692 sec)
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INFO:tensorflow:step = 15101, loss = 0.620906, precision = 0.835938 (2.691 sec)
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INFO:tensorflow:step = 15201, loss = 0.651277, precision = 0.867188 (2.716 sec)
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Saved checkpoint after 39 epoch(s) to data/resnet20/checkpoints/00039...
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INFO:tensorflow:global_step/sec: 31.1933
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INFO:tensorflow:step = 15301, loss = 0.657676, precision = 0.828125 (3.206 sec)
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INFO:tensorflow:step = 15401, loss = 0.568478, precision = 0.90625 (2.716 sec)
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INFO:tensorflow:step = 15501, loss = 0.565685, precision = 0.90625 (2.717 sec)
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INFO:tensorflow:step = 15601, loss = 0.640833, precision = 0.90625 (2.694 sec)
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Saved checkpoint after 40 epoch(s) to data/resnet20/checkpoints/00040...
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INFO:tensorflow:global_step/sec: 30.6065
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INFO:tensorflow:step = 15701, loss = 0.611595, precision = 0.851562 (3.267 sec)
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INFO:tensorflow:step = 15801, loss = 0.724388, precision = 0.851562 (2.698 sec)
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INFO:tensorflow:step = 15901, loss = 0.590611, precision = 0.90625 (2.714 sec)
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INFO:tensorflow:step = 16001, loss = 0.761906, precision = 0.851562 (2.735 sec)
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Saved checkpoint after 41 epoch(s) to data/resnet20/checkpoints/00041...
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INFO:tensorflow:global_step/sec: 31.515
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INFO:tensorflow:step = 16101, loss = 0.584455, precision = 0.875 (3.173 sec)
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INFO:tensorflow:step = 16201, loss = 0.708605, precision = 0.867188 (2.715 sec)
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INFO:tensorflow:step = 16301, loss = 0.715807, precision = 0.851562 (2.696 sec)
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INFO:tensorflow:step = 16401, loss = 0.493945, precision = 0.921875 (2.699 sec)
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Saved checkpoint after 42 epoch(s) to data/resnet20/checkpoints/00042...
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INFO:tensorflow:global_step/sec: 31.5431
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INFO:tensorflow:step = 16501, loss = 0.717815, precision = 0.851562 (3.170 sec)
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INFO:tensorflow:step = 16601, loss = 0.595899, precision = 0.875 (2.699 sec)
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INFO:tensorflow:step = 16701, loss = 0.680476, precision = 0.875 (2.733 sec)
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INFO:tensorflow:step = 16801, loss = 0.907738, precision = 0.78125 (2.702 sec)
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Saved checkpoint after 43 epoch(s) to data/resnet20/checkpoints/00043...
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INFO:tensorflow:global_step/sec: 31.3871
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INFO:tensorflow:step = 16901, loss = 0.620794, precision = 0.882812 (3.186 sec)
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INFO:tensorflow:step = 17001, loss = 0.7248, precision = 0.851562 (2.677 sec)
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INFO:tensorflow:step = 17101, loss = 0.667465, precision = 0.859375 (2.688 sec)
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INFO:tensorflow:step = 17201, loss = 0.709587, precision = 0.867188 (2.705 sec)
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Saved checkpoint after 44 epoch(s) to data/resnet20/checkpoints/00044...
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INFO:tensorflow:global_step/sec: 31.2474
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INFO:tensorflow:step = 17301, loss = 0.721344, precision = 0.820312 (3.200 sec)
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INFO:tensorflow:step = 17401, loss = 0.580729, precision = 0.890625 (2.707 sec)
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INFO:tensorflow:step = 17501, loss = 0.72536, precision = 0.835938 (2.709 sec)
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Saved checkpoint after 45 epoch(s) to data/resnet20/checkpoints/00045...
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INFO:tensorflow:global_step/sec: 31.4619
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INFO:tensorflow:step = 17601, loss = 0.709579, precision = 0.851562 (3.179 sec)
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INFO:tensorflow:step = 17701, loss = 0.755051, precision = 0.851562 (2.716 sec)
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INFO:tensorflow:step = 17801, loss = 0.685333, precision = 0.898438 (2.719 sec)
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INFO:tensorflow:step = 17901, loss = 0.664626, precision = 0.867188 (2.723 sec)
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Saved checkpoint after 46 epoch(s) to data/resnet20/checkpoints/00046...
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INFO:tensorflow:global_step/sec: 31.092
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INFO:tensorflow:step = 18001, loss = 0.540409, precision = 0.921875 (3.216 sec)
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INFO:tensorflow:step = 18101, loss = 0.600214, precision = 0.898438 (2.707 sec)
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INFO:tensorflow:step = 18201, loss = 0.765904, precision = 0.804688 (2.700 sec)
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INFO:tensorflow:step = 18301, loss = 0.72374, precision = 0.859375 (2.708 sec)
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Saved checkpoint after 47 epoch(s) to data/resnet20/checkpoints/00047...
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INFO:tensorflow:global_step/sec: 31.3776
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INFO:tensorflow:step = 18401, loss = 0.680403, precision = 0.851562 (3.187 sec)
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INFO:tensorflow:step = 18701, loss = 0.71095, precision = 0.859375 (2.708 sec)
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Saved checkpoint after 48 epoch(s) to data/resnet20/checkpoints/00048...
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INFO:tensorflow:global_step/sec: 31.2373
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INFO:tensorflow:step = 18801, loss = 0.612405, precision = 0.9375 (3.201 sec)
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INFO:tensorflow:step = 19101, loss = 0.662404, precision = 0.84375 (2.698 sec)
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Saved checkpoint after 49 epoch(s) to data/resnet20/checkpoints/00049...
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INFO:tensorflow:global_step/sec: 31.1417
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INFO:tensorflow:step = 19201, loss = 0.567496, precision = 0.898438 (3.211 sec)
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INFO:tensorflow:step = 19501, loss = 0.600716, precision = 0.890625 (2.699 sec)
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Saved checkpoint after 50 epoch(s) to data/resnet20/checkpoints/00050...
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INFO:tensorflow:global_step/sec: 31.899
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INFO:tensorflow:step = 19601, loss = 0.736475, precision = 0.867188 (3.135 sec)
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INFO:tensorflow:step = 19901, loss = 0.647948, precision = 0.859375 (2.719 sec)
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Saved checkpoint after 51 epoch(s) to data/resnet20/checkpoints/00051...
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INFO:tensorflow:global_step/sec: 31.3915
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INFO:tensorflow:step = 20001, loss = 0.660744, precision = 0.867188 (3.186 sec)
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INFO:tensorflow:step = 20301, loss = 0.711824, precision = 0.875 (2.688 sec)
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Saved checkpoint after 52 epoch(s) to data/resnet20/checkpoints/00052...
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INFO:tensorflow:global_step/sec: 31.4941
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INFO:tensorflow:step = 20401, loss = 0.684902, precision = 0.828125 (3.176 sec)
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INFO:tensorflow:step = 20701, loss = 0.595744, precision = 0.898438 (2.718 sec)
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Saved checkpoint after 53 epoch(s) to data/resnet20/checkpoints/00053...
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INFO:tensorflow:global_step/sec: 31.3861
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INFO:tensorflow:step = 20801, loss = 0.758135, precision = 0.8125 (3.186 sec)
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INFO:tensorflow:step = 20901, loss = 0.736187, precision = 0.882812 (2.733 sec)
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INFO:tensorflow:step = 21001, loss = 0.603109, precision = 0.882812 (2.719 sec)
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INFO:tensorflow:step = 21101, loss = 0.620879, precision = 0.890625 (2.724 sec)
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Saved checkpoint after 54 epoch(s) to data/resnet20/checkpoints/00054...
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INFO:tensorflow:global_step/sec: 31.3125
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INFO:tensorflow:step = 21201, loss = 0.76653, precision = 0.820312 (3.194 sec)
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INFO:tensorflow:step = 21501, loss = 0.702136, precision = 0.875 (2.721 sec)
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Saved checkpoint after 55 epoch(s) to data/resnet20/checkpoints/00055...
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INFO:tensorflow:global_step/sec: 31.4805
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INFO:tensorflow:step = 21601, loss = 0.597173, precision = 0.890625 (3.177 sec)
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INFO:tensorflow:step = 21701, loss = 0.713952, precision = 0.875 (2.718 sec)
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INFO:tensorflow:step = 21801, loss = 0.701855, precision = 0.859375 (2.709 sec)
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Saved checkpoint after 56 epoch(s) to data/resnet20/checkpoints/00056...
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INFO:tensorflow:global_step/sec: 31.9847
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INFO:tensorflow:step = 21901, loss = 0.62086, precision = 0.882812 (3.127 sec)
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INFO:tensorflow:step = 22001, loss = 0.467132, precision = 0.921875 (2.710 sec)
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INFO:tensorflow:step = 22101, loss = 0.602439, precision = 0.898438 (2.741 sec)
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INFO:tensorflow:step = 22201, loss = 0.554188, precision = 0.90625 (2.724 sec)
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Saved checkpoint after 57 epoch(s) to data/resnet20/checkpoints/00057...
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INFO:tensorflow:global_step/sec: 31.4272
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INFO:tensorflow:step = 22301, loss = 0.646833, precision = 0.867188 (3.182 sec)
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INFO:tensorflow:step = 22601, loss = 0.672925, precision = 0.875 (2.690 sec)
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Saved checkpoint after 58 epoch(s) to data/resnet20/checkpoints/00058...
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INFO:tensorflow:global_step/sec: 31.0494
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INFO:tensorflow:step = 22701, loss = 0.601497, precision = 0.898438 (3.220 sec)
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INFO:tensorflow:step = 23001, loss = 0.674742, precision = 0.875 (2.713 sec)
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Saved checkpoint after 59 epoch(s) to data/resnet20/checkpoints/00059...
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INFO:tensorflow:global_step/sec: 31.29
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INFO:tensorflow:step = 23101, loss = 0.571147, precision = 0.921875 (3.196 sec)
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INFO:tensorflow:step = 23401, loss = 0.658761, precision = 0.890625 (2.708 sec)
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Saved checkpoint after 60 epoch(s) to data/resnet20/checkpoints/00060...
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INFO:tensorflow:global_step/sec: 31.1178
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INFO:tensorflow:step = 23501, loss = 0.570772, precision = 0.882812 (3.214 sec)
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INFO:tensorflow:step = 23701, loss = 0.602991, precision = 0.875 (2.714 sec)
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INFO:tensorflow:step = 23801, loss = 0.63796, precision = 0.882812 (2.739 sec)
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Saved checkpoint after 61 epoch(s) to data/resnet20/checkpoints/00061...
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INFO:tensorflow:global_step/sec: 31.0598
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INFO:tensorflow:step = 23901, loss = 0.622749, precision = 0.859375 (3.220 sec)
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INFO:tensorflow:step = 24201, loss = 0.728096, precision = 0.882812 (2.748 sec)
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Saved checkpoint after 62 epoch(s) to data/resnet20/checkpoints/00062...
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INFO:tensorflow:global_step/sec: 31.3469
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INFO:tensorflow:step = 24301, loss = 0.648914, precision = 0.828125 (3.190 sec)
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INFO:tensorflow:step = 24601, loss = 0.674858, precision = 0.851562 (2.716 sec)
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Saved checkpoint after 63 epoch(s) to data/resnet20/checkpoints/00063...
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INFO:tensorflow:global_step/sec: 31.0665
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INFO:tensorflow:step = 24701, loss = 0.62014, precision = 0.859375 (3.219 sec)
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INFO:tensorflow:step = 24901, loss = 0.620829, precision = 0.875 (2.722 sec)
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INFO:tensorflow:step = 25001, loss = 0.666708, precision = 0.875 (2.709 sec)
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Saved checkpoint after 64 epoch(s) to data/resnet20/checkpoints/00064...
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INFO:tensorflow:global_step/sec: 31.3029
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INFO:tensorflow:step = 25101, loss = 0.522227, precision = 0.929688 (3.195 sec)
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INFO:tensorflow:step = 25401, loss = 0.72501, precision = 0.828125 (2.733 sec)
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Saved checkpoint after 65 epoch(s) to data/resnet20/checkpoints/00065...
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INFO:tensorflow:global_step/sec: 31.085
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INFO:tensorflow:step = 25501, loss = 0.555607, precision = 0.921875 (3.217 sec)
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INFO:tensorflow:step = 25601, loss = 0.805237, precision = 0.8125 (2.705 sec)
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INFO:tensorflow:step = 25701, loss = 0.573198, precision = 0.890625 (2.712 sec)
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INFO:tensorflow:step = 25801, loss = 0.651045, precision = 0.84375 (2.710 sec)
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Saved checkpoint after 66 epoch(s) to data/resnet20/checkpoints/00066...
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INFO:tensorflow:global_step/sec: 31.3963
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INFO:tensorflow:step = 25901, loss = 0.517518, precision = 0.914062 (3.185 sec)
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INFO:tensorflow:step = 26101, loss = 0.59364, precision = 0.882812 (2.713 sec)
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Saved checkpoint after 67 epoch(s) to data/resnet20/checkpoints/00067...
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INFO:tensorflow:global_step/sec: 31.6763
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INFO:tensorflow:step = 26201, loss = 0.695491, precision = 0.851562 (3.157 sec)
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INFO:tensorflow:step = 26501, loss = 0.735517, precision = 0.835938 (2.732 sec)
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Saved checkpoint after 68 epoch(s) to data/resnet20/checkpoints/00068...
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INFO:tensorflow:global_step/sec: 31.7243
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INFO:tensorflow:step = 26601, loss = 0.798288, precision = 0.789062 (3.152 sec)
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INFO:tensorflow:step = 26901, loss = 0.595611, precision = 0.859375 (2.730 sec)
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Saved checkpoint after 69 epoch(s) to data/resnet20/checkpoints/00069...
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INFO:tensorflow:global_step/sec: 31.649
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INFO:tensorflow:step = 27001, loss = 0.682547, precision = 0.84375 (3.159 sec)
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INFO:tensorflow:step = 27301, loss = 0.669969, precision = 0.882812 (2.721 sec)
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Saved checkpoint after 70 epoch(s) to data/resnet20/checkpoints/00070...
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INFO:tensorflow:global_step/sec: 31.284
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INFO:tensorflow:step = 27401, loss = 0.680698, precision = 0.8125 (3.196 sec)
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INFO:tensorflow:step = 27501, loss = 0.610269, precision = 0.914062 (2.717 sec)
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INFO:tensorflow:step = 27701, loss = 0.607711, precision = 0.875 (2.705 sec)
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Saved checkpoint after 71 epoch(s) to data/resnet20/checkpoints/00071...
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INFO:tensorflow:global_step/sec: 31.1922
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INFO:tensorflow:step = 27801, loss = 0.705552, precision = 0.859375 (3.206 sec)
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INFO:tensorflow:step = 28001, loss = 0.701087, precision = 0.835938 (2.700 sec)
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INFO:tensorflow:step = 28101, loss = 0.592297, precision = 0.914062 (2.690 sec)
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Saved checkpoint after 72 epoch(s) to data/resnet20/checkpoints/00072...
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INFO:tensorflow:global_step/sec: 31.3795
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INFO:tensorflow:step = 28201, loss = 0.800866, precision = 0.804688 (3.187 sec)
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INFO:tensorflow:step = 28501, loss = 0.60761, precision = 0.90625 (2.694 sec)
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Saved checkpoint after 73 epoch(s) to data/resnet20/checkpoints/00073...
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INFO:tensorflow:global_step/sec: 31.1691
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INFO:tensorflow:step = 28601, loss = 0.69894, precision = 0.84375 (3.208 sec)
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INFO:tensorflow:step = 28901, loss = 0.77938, precision = 0.890625 (2.686 sec)
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Saved checkpoint after 74 epoch(s) to data/resnet20/checkpoints/00074...
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INFO:tensorflow:global_step/sec: 31.6306
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INFO:tensorflow:step = 29001, loss = 0.838053, precision = 0.828125 (3.162 sec)
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INFO:tensorflow:step = 29301, loss = 0.64552, precision = 0.875 (2.711 sec)
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Saved checkpoint after 75 epoch(s) to data/resnet20/checkpoints/00075...
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INFO:tensorflow:global_step/sec: 31.4876
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INFO:tensorflow:step = 29401, loss = 0.640728, precision = 0.898438 (3.176 sec)
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INFO:tensorflow:step = 29701, loss = 0.628492, precision = 0.882812 (2.704 sec)
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Saved checkpoint after 76 epoch(s) to data/resnet20/checkpoints/00076...
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INFO:tensorflow:global_step/sec: 31.2696
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INFO:tensorflow:step = 29801, loss = 0.695478, precision = 0.859375 (3.198 sec)
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INFO:tensorflow:step = 29901, loss = 0.613503, precision = 0.882812 (2.729 sec)
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INFO:tensorflow:step = 30001, loss = 0.758841, precision = 0.820312 (2.706 sec)
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INFO:tensorflow:step = 30101, loss = 0.597345, precision = 0.890625 (2.724 sec)
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Saved checkpoint after 77 epoch(s) to data/resnet20/checkpoints/00077...
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INFO:tensorflow:global_step/sec: 31.1072
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INFO:tensorflow:step = 30201, loss = 0.733651, precision = 0.867188 (3.215 sec)
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INFO:tensorflow:step = 30301, loss = 0.657394, precision = 0.890625 (2.700 sec)
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INFO:tensorflow:step = 30401, loss = 0.61299, precision = 0.898438 (2.715 sec)
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Saved checkpoint after 78 epoch(s) to data/resnet20/checkpoints/00078...
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INFO:tensorflow:global_step/sec: 31.0346
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INFO:tensorflow:step = 30501, loss = 0.736815, precision = 0.84375 (3.222 sec)
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INFO:tensorflow:step = 30801, loss = 0.574519, precision = 0.914062 (2.730 sec)
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Saved checkpoint after 79 epoch(s) to data/resnet20/checkpoints/00079...
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INFO:tensorflow:global_step/sec: 29.5932
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INFO:tensorflow:step = 30901, loss = 0.713179, precision = 0.882812 (3.378 sec)
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INFO:tensorflow:step = 31201, loss = 0.632867, precision = 0.875 (2.721 sec)
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Saved checkpoint after 80 epoch(s) to data/resnet20/checkpoints/00080...
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INFO:tensorflow:global_step/sec: 30.9747
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INFO:tensorflow:step = 31301, loss = 0.628437, precision = 0.898438 (3.229 sec)
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INFO:tensorflow:step = 31601, loss = 0.727019, precision = 0.875 (2.720 sec)
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Saved checkpoint after 81 epoch(s) to data/resnet20/checkpoints/00081...
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INFO:tensorflow:global_step/sec: 31.0254
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INFO:tensorflow:step = 31701, loss = 0.60836, precision = 0.882812 (3.223 sec)
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INFO:tensorflow:step = 32001, loss = 0.676791, precision = 0.851562 (2.726 sec)
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Saved checkpoint after 82 epoch(s) to data/resnet20/checkpoints/00082...
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INFO:tensorflow:global_step/sec: 31.1833
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INFO:tensorflow:step = 32101, loss = 0.700257, precision = 0.84375 (3.207 sec)
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INFO:tensorflow:step = 32201, loss = 0.617776, precision = 0.875 (2.720 sec)
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INFO:tensorflow:step = 32401, loss = 0.687524, precision = 0.867188 (2.734 sec)
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Saved checkpoint after 83 epoch(s) to data/resnet20/checkpoints/00083...
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INFO:tensorflow:global_step/sec: 30.8083
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INFO:tensorflow:step = 32501, loss = 0.577449, precision = 0.890625 (3.246 sec)
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INFO:tensorflow:step = 32701, loss = 0.593049, precision = 0.890625 (2.716 sec)
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INFO:tensorflow:step = 32801, loss = 0.682498, precision = 0.867188 (2.751 sec)
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Saved checkpoint after 84 epoch(s) to data/resnet20/checkpoints/00084...
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INFO:tensorflow:global_step/sec: 30.9613
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INFO:tensorflow:step = 32901, loss = 0.645048, precision = 0.898438 (3.229 sec)
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INFO:tensorflow:step = 33001, loss = 0.725157, precision = 0.8125 (2.690 sec)
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INFO:tensorflow:step = 33101, loss = 0.688686, precision = 0.8125 (2.686 sec)
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INFO:tensorflow:step = 33201, loss = 0.558968, precision = 0.898438 (2.706 sec)
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Saved checkpoint after 85 epoch(s) to data/resnet20/checkpoints/00085...
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INFO:tensorflow:global_step/sec: 30.9318
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INFO:tensorflow:step = 33301, loss = 0.693714, precision = 0.859375 (3.233 sec)
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INFO:tensorflow:step = 33601, loss = 0.555017, precision = 0.890625 (2.717 sec)
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Saved checkpoint after 86 epoch(s) to data/resnet20/checkpoints/00086...
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INFO:tensorflow:global_step/sec: 31.3327
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INFO:tensorflow:step = 33701, loss = 0.66595, precision = 0.859375 (3.192 sec)
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INFO:tensorflow:step = 33801, loss = 0.606915, precision = 0.914062 (2.703 sec)
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INFO:tensorflow:step = 34001, loss = 0.807418, precision = 0.8125 (2.736 sec)
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Saved checkpoint after 87 epoch(s) to data/resnet20/checkpoints/00087...
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INFO:tensorflow:global_step/sec: 31.558
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INFO:tensorflow:step = 34101, loss = 0.675401, precision = 0.859375 (3.169 sec)
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INFO:tensorflow:step = 34201, loss = 0.616933, precision = 0.875 (2.709 sec)
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INFO:tensorflow:step = 34301, loss = 0.561826, precision = 0.90625 (2.718 sec)
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INFO:tensorflow:step = 34401, loss = 0.731936, precision = 0.859375 (2.715 sec)
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Saved checkpoint after 88 epoch(s) to data/resnet20/checkpoints/00088...
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INFO:tensorflow:global_step/sec: 30.9146
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INFO:tensorflow:step = 34501, loss = 0.726222, precision = 0.835938 (3.235 sec)
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INFO:tensorflow:step = 34701, loss = 0.672868, precision = 0.851562 (2.697 sec)
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Saved checkpoint after 89 epoch(s) to data/resnet20/checkpoints/00089...
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INFO:tensorflow:global_step/sec: 31.6232
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INFO:tensorflow:step = 34801, loss = 0.566628, precision = 0.867188 (3.162 sec)
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INFO:tensorflow:step = 34901, loss = 0.697829, precision = 0.828125 (2.725 sec)
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INFO:tensorflow:step = 35001, loss = 0.584156, precision = 0.890625 (2.700 sec)
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INFO:tensorflow:step = 35101, loss = 0.69058, precision = 0.867188 (2.732 sec)
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Saved checkpoint after 90 epoch(s) to data/resnet20/checkpoints/00090...
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INFO:tensorflow:global_step/sec: 31.2261
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INFO:tensorflow:step = 35201, loss = 0.561034, precision = 0.898438 (3.202 sec)
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INFO:tensorflow:step = 35501, loss = 0.635792, precision = 0.859375 (2.707 sec)
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Saved checkpoint after 91 epoch(s) to data/resnet20/checkpoints/00091...
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INFO:tensorflow:global_step/sec: 31.2059
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INFO:tensorflow:step = 35601, loss = 0.59827, precision = 0.90625 (3.204 sec)
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INFO:tensorflow:step = 35701, loss = 0.54265, precision = 0.914062 (2.694 sec)
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INFO:tensorflow:step = 35901, loss = 0.606709, precision = 0.882812 (2.695 sec)
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Saved checkpoint after 92 epoch(s) to data/resnet20/checkpoints/00092...
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INFO:tensorflow:global_step/sec: 31.4309
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INFO:tensorflow:step = 36001, loss = 0.513661, precision = 0.9375 (3.182 sec)
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INFO:tensorflow:step = 36101, loss = 0.414992, precision = 0.960938 (2.703 sec)
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INFO:tensorflow:step = 36201, loss = 0.562372, precision = 0.890625 (2.709 sec)
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INFO:tensorflow:step = 36301, loss = 0.517166, precision = 0.882812 (2.714 sec)
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Saved checkpoint after 93 epoch(s) to data/resnet20/checkpoints/00093...
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INFO:tensorflow:global_step/sec: 31.5473
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INFO:tensorflow:step = 36401, loss = 0.49792, precision = 0.90625 (3.170 sec)
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INFO:tensorflow:step = 36501, loss = 0.442701, precision = 0.921875 (2.726 sec)
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INFO:tensorflow:step = 36701, loss = 0.386868, precision = 0.96875 (2.705 sec)
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Saved checkpoint after 94 epoch(s) to data/resnet20/checkpoints/00094...
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INFO:tensorflow:global_step/sec: 31.2223
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INFO:tensorflow:step = 36801, loss = 0.413793, precision = 0.9375 (3.203 sec)
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INFO:tensorflow:step = 36901, loss = 0.439765, precision = 0.9375 (2.691 sec)
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INFO:tensorflow:step = 37001, loss = 0.403567, precision = 0.96875 (2.701 sec)
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INFO:tensorflow:step = 37101, loss = 0.343192, precision = 0.976562 (2.690 sec)
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Saved checkpoint after 95 epoch(s) to data/resnet20/checkpoints/00095...
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INFO:tensorflow:global_step/sec: 31.2355
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INFO:tensorflow:step = 37201, loss = 0.35095, precision = 0.953125 (3.201 sec)
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INFO:tensorflow:step = 37301, loss = 0.345201, precision = 0.960938 (2.725 sec)
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INFO:tensorflow:step = 37501, loss = 0.366715, precision = 0.9375 (2.716 sec)
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Saved checkpoint after 96 epoch(s) to data/resnet20/checkpoints/00096...
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INFO:tensorflow:global_step/sec: 31.5683
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INFO:tensorflow:step = 37601, loss = 0.462881, precision = 0.929688 (3.168 sec)
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INFO:tensorflow:step = 37901, loss = 0.376337, precision = 0.960938 (2.718 sec)
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Saved checkpoint after 97 epoch(s) to data/resnet20/checkpoints/00097...
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INFO:tensorflow:global_step/sec: 31.0382
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INFO:tensorflow:step = 38001, loss = 0.416526, precision = 0.945312 (3.222 sec)
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INFO:tensorflow:step = 38101, loss = 0.337416, precision = 0.960938 (2.705 sec)
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INFO:tensorflow:step = 38301, loss = 0.316853, precision = 0.96875 (2.700 sec)
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Saved checkpoint after 98 epoch(s) to data/resnet20/checkpoints/00098...
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INFO:tensorflow:global_step/sec: 31.4081
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INFO:tensorflow:step = 38401, loss = 0.420928, precision = 0.921875 (3.184 sec)
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INFO:tensorflow:step = 38601, loss = 0.342872, precision = 0.945312 (2.693 sec)
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INFO:tensorflow:step = 38701, loss = 0.304442, precision = 0.976562 (2.739 sec)
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Saved checkpoint after 99 epoch(s) to data/resnet20/checkpoints/00099...
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INFO:tensorflow:global_step/sec: 30.6273
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INFO:tensorflow:step = 38801, loss = 0.327438, precision = 0.945312 (3.265 sec)
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INFO:tensorflow:step = 39001, loss = 0.357917, precision = 0.953125 (2.710 sec)
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Saved checkpoint after 100 epoch(s) to data/resnet20/checkpoints/00100...
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INFO:tensorflow:global_step/sec: 31.3977
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INFO:tensorflow:step = 39101, loss = 0.419093, precision = 0.929688 (3.185 sec)
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INFO:tensorflow:step = 39201, loss = 0.271341, precision = 0.984375 (2.723 sec)
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INFO:tensorflow:step = 39401, loss = 0.322542, precision = 0.953125 (2.703 sec)
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Saved checkpoint after 101 epoch(s) to data/resnet20/checkpoints/00101...
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INFO:tensorflow:global_step/sec: 31.2699
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INFO:tensorflow:step = 39501, loss = 0.345319, precision = 0.953125 (3.198 sec)
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INFO:tensorflow:step = 39801, loss = 0.324695, precision = 0.96875 (2.694 sec)
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Saved checkpoint after 102 epoch(s) to data/resnet20/checkpoints/00102...
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INFO:tensorflow:global_step/sec: 31.3828
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INFO:tensorflow:step = 39901, loss = 0.305224, precision = 0.976562 (3.186 sec)
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INFO:tensorflow:step = 40001, loss = 0.262923, precision = 0.976562 (2.721 sec)
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INFO:tensorflow:step = 40201, loss = 0.271022, precision = 0.976562 (2.712 sec)
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Saved checkpoint after 103 epoch(s) to data/resnet20/checkpoints/00103...
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INFO:tensorflow:global_step/sec: 31.2823
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INFO:tensorflow:step = 40301, loss = 0.267126, precision = 0.976562 (3.196 sec)
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INFO:tensorflow:step = 40601, loss = 0.347046, precision = 0.960938 (2.698 sec)
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Saved checkpoint after 104 epoch(s) to data/resnet20/checkpoints/00104...
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INFO:tensorflow:global_step/sec: 31.2441
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INFO:tensorflow:step = 40701, loss = 0.294548, precision = 0.976562 (3.201 sec)
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INFO:tensorflow:step = 41001, loss = 0.334994, precision = 0.945312 (2.728 sec)
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Saved checkpoint after 105 epoch(s) to data/resnet20/checkpoints/00105...
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INFO:tensorflow:global_step/sec: 31.3044
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INFO:tensorflow:step = 41101, loss = 0.384776, precision = 0.921875 (3.195 sec)
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INFO:tensorflow:step = 41401, loss = 0.265084, precision = 0.976562 (2.712 sec)
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Saved checkpoint after 106 epoch(s) to data/resnet20/checkpoints/00106...
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INFO:tensorflow:global_step/sec: 31.0524
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INFO:tensorflow:step = 41501, loss = 0.289211, precision = 0.96875 (3.220 sec)
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INFO:tensorflow:step = 41801, loss = 0.291423, precision = 0.96875 (2.712 sec)
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Saved checkpoint after 107 epoch(s) to data/resnet20/checkpoints/00107...
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INFO:tensorflow:global_step/sec: 31.3859
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INFO:tensorflow:step = 41901, loss = 0.275046, precision = 0.984375 (3.186 sec)
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INFO:tensorflow:step = 42001, loss = 0.269973, precision = 0.96875 (2.719 sec)
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INFO:tensorflow:step = 42201, loss = 0.27514, precision = 0.945312 (2.719 sec)
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Saved checkpoint after 108 epoch(s) to data/resnet20/checkpoints/00108...
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INFO:tensorflow:global_step/sec: 31.362
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INFO:tensorflow:step = 42301, loss = 0.364667, precision = 0.929688 (3.189 sec)
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INFO:tensorflow:step = 42601, loss = 0.240734, precision = 0.96875 (2.716 sec)
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Saved checkpoint after 109 epoch(s) to data/resnet20/checkpoints/00109...
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INFO:tensorflow:step = 43001, loss = 0.209638, precision = 0.992188 (2.717 sec)
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Saved checkpoint after 110 epoch(s) to data/resnet20/checkpoints/00110...
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INFO:tensorflow:step = 43301, loss = 0.298487, precision = 0.96875 (2.726 sec)
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Saved checkpoint after 111 epoch(s) to data/resnet20/checkpoints/00111...
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INFO:tensorflow:global_step/sec: 31.5271
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INFO:tensorflow:step = 43401, loss = 0.284991, precision = 0.960938 (3.172 sec)
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INFO:tensorflow:step = 43701, loss = 0.292971, precision = 0.960938 (2.705 sec)
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Saved checkpoint after 112 epoch(s) to data/resnet20/checkpoints/00112...
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INFO:tensorflow:global_step/sec: 31.5521
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INFO:tensorflow:step = 43801, loss = 0.286619, precision = 0.953125 (3.170 sec)
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INFO:tensorflow:step = 44101, loss = 0.243183, precision = 0.96875 (2.711 sec)
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Saved checkpoint after 113 epoch(s) to data/resnet20/checkpoints/00113...
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INFO:tensorflow:global_step/sec: 31.4577
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INFO:tensorflow:step = 44201, loss = 0.243855, precision = 0.96875 (3.179 sec)
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INFO:tensorflow:step = 44501, loss = 0.292585, precision = 0.960938 (2.699 sec)
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Saved checkpoint after 114 epoch(s) to data/resnet20/checkpoints/00114...
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INFO:tensorflow:global_step/sec: 31.4473
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INFO:tensorflow:step = 44601, loss = 0.270987, precision = 0.960938 (3.180 sec)
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INFO:tensorflow:step = 44901, loss = 0.24786, precision = 0.953125 (2.730 sec)
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Saved checkpoint after 115 epoch(s) to data/resnet20/checkpoints/00115...
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INFO:tensorflow:global_step/sec: 32.035
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INFO:tensorflow:step = 45001, loss = 0.199062, precision = 0.992188 (3.122 sec)
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INFO:tensorflow:step = 45301, loss = 0.218188, precision = 0.976562 (2.700 sec)
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Saved checkpoint after 116 epoch(s) to data/resnet20/checkpoints/00116...
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INFO:tensorflow:global_step/sec: 31.1801
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INFO:tensorflow:step = 45401, loss = 0.224084, precision = 0.976562 (3.208 sec)
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INFO:tensorflow:step = 45701, loss = 0.25098, precision = 0.953125 (2.703 sec)
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Saved checkpoint after 117 epoch(s) to data/resnet20/checkpoints/00117...
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INFO:tensorflow:global_step/sec: 31.7821
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INFO:tensorflow:step = 45801, loss = 0.222372, precision = 0.96875 (3.147 sec)
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INFO:tensorflow:step = 46001, loss = 0.244559, precision = 0.960938 (2.706 sec)
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INFO:tensorflow:step = 46101, loss = 0.232293, precision = 0.96875 (2.695 sec)
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Saved checkpoint after 118 epoch(s) to data/resnet20/checkpoints/00118...
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INFO:tensorflow:global_step/sec: 31.5879
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INFO:tensorflow:step = 46201, loss = 0.245145, precision = 0.96875 (3.166 sec)
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INFO:tensorflow:step = 46501, loss = 0.284411, precision = 0.945312 (2.704 sec)
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Saved checkpoint after 119 epoch(s) to data/resnet20/checkpoints/00119...
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INFO:tensorflow:global_step/sec: 30.9015
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INFO:tensorflow:step = 46601, loss = 0.233784, precision = 0.984375 (3.237 sec)
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INFO:tensorflow:step = 46901, loss = 0.242079, precision = 0.960938 (2.712 sec)
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Saved checkpoint after 120 epoch(s) to data/resnet20/checkpoints/00120...
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INFO:tensorflow:global_step/sec: 31.0018
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INFO:tensorflow:step = 47001, loss = 0.204658, precision = 0.984375 (3.226 sec)
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INFO:tensorflow:step = 47301, loss = 0.336192, precision = 0.9375 (2.713 sec)
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Saved checkpoint after 121 epoch(s) to data/resnet20/checkpoints/00121...
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INFO:tensorflow:global_step/sec: 31.7091
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INFO:tensorflow:step = 47401, loss = 0.248927, precision = 0.976562 (3.153 sec)
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INFO:tensorflow:step = 47701, loss = 0.178619, precision = 0.992188 (2.716 sec)
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Saved checkpoint after 122 epoch(s) to data/resnet20/checkpoints/00122...
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INFO:tensorflow:global_step/sec: 31.4014
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INFO:tensorflow:step = 47801, loss = 0.238432, precision = 0.976562 (3.185 sec)
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INFO:tensorflow:step = 48001, loss = 0.290416, precision = 0.960938 (2.700 sec)
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Saved checkpoint after 123 epoch(s) to data/resnet20/checkpoints/00123...
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INFO:tensorflow:global_step/sec: 31.134
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INFO:tensorflow:step = 48101, loss = 0.219676, precision = 0.96875 (3.212 sec)
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INFO:tensorflow:step = 48401, loss = 0.278864, precision = 0.960938 (2.716 sec)
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Saved checkpoint after 124 epoch(s) to data/resnet20/checkpoints/00124...
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INFO:tensorflow:global_step/sec: 31.2577
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INFO:tensorflow:step = 48501, loss = 0.205734, precision = 0.992188 (3.199 sec)
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INFO:tensorflow:step = 48801, loss = 0.214931, precision = 0.96875 (2.696 sec)
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Saved checkpoint after 125 epoch(s) to data/resnet20/checkpoints/00125...
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INFO:tensorflow:global_step/sec: 31.2824
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INFO:tensorflow:step = 48901, loss = 0.225347, precision = 0.96875 (3.196 sec)
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INFO:tensorflow:step = 49201, loss = 0.213665, precision = 0.96875 (2.726 sec)
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Saved checkpoint after 126 epoch(s) to data/resnet20/checkpoints/00126...
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INFO:tensorflow:global_step/sec: 31.7597
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INFO:tensorflow:step = 49301, loss = 0.229086, precision = 0.960938 (3.149 sec)
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Saved checkpoint after 127 epoch(s) to data/resnet20/checkpoints/00127...
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INFO:tensorflow:global_step/sec: 31.2795
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INFO:tensorflow:step = 49701, loss = 0.249367, precision = 0.976562 (3.197 sec)
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INFO:tensorflow:step = 50001, loss = 0.277999, precision = 0.953125 (2.705 sec)
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Saved checkpoint after 128 epoch(s) to data/resnet20/checkpoints/00128...
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INFO:tensorflow:global_step/sec: 31.4105
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INFO:tensorflow:step = 50101, loss = 0.213722, precision = 0.976562 (3.184 sec)
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INFO:tensorflow:step = 50401, loss = 0.216856, precision = 0.984375 (2.706 sec)
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Saved checkpoint after 129 epoch(s) to data/resnet20/checkpoints/00129...
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INFO:tensorflow:global_step/sec: 31.347
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INFO:tensorflow:step = 50801, loss = 0.336952, precision = 0.914062 (2.701 sec)
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Saved checkpoint after 130 epoch(s) to data/resnet20/checkpoints/00130...
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INFO:tensorflow:global_step/sec: 31.2133
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INFO:tensorflow:step = 50901, loss = 0.220866, precision = 0.96875 (3.204 sec)
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INFO:tensorflow:step = 51201, loss = 0.213336, precision = 0.96875 (2.712 sec)
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Saved checkpoint after 131 epoch(s) to data/resnet20/checkpoints/00131...
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INFO:tensorflow:global_step/sec: 31.4172
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INFO:tensorflow:step = 51301, loss = 0.222119, precision = 0.96875 (3.183 sec)
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INFO:tensorflow:step = 51601, loss = 0.257634, precision = 0.945312 (2.714 sec)
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Saved checkpoint after 132 epoch(s) to data/resnet20/checkpoints/00132...
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INFO:tensorflow:global_step/sec: 31.4857
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INFO:tensorflow:step = 51701, loss = 0.328382, precision = 0.929688 (3.176 sec)
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INFO:tensorflow:step = 52001, loss = 0.212155, precision = 0.984375 (2.713 sec)
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Saved checkpoint after 133 epoch(s) to data/resnet20/checkpoints/00133...
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INFO:tensorflow:global_step/sec: 30.7405
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INFO:tensorflow:step = 52101, loss = 0.191367, precision = 0.992188 (3.253 sec)
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INFO:tensorflow:step = 52301, loss = 0.359191, precision = 0.914062 (2.694 sec)
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Saved checkpoint after 134 epoch(s) to data/resnet20/checkpoints/00134...
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INFO:tensorflow:global_step/sec: 30.9817
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INFO:tensorflow:step = 52401, loss = 0.33814, precision = 0.9375 (3.229 sec)
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INFO:tensorflow:step = 52701, loss = 0.20525, precision = 0.96875 (2.712 sec)
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Saved checkpoint after 135 epoch(s) to data/resnet20/checkpoints/00135...
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INFO:tensorflow:global_step/sec: 30.981
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INFO:tensorflow:step = 52801, loss = 0.263434, precision = 0.953125 (3.228 sec)
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INFO:tensorflow:step = 53101, loss = 0.195565, precision = 0.976562 (2.708 sec)
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Saved checkpoint after 136 epoch(s) to data/resnet20/checkpoints/00136...
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INFO:tensorflow:global_step/sec: 31.2796
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INFO:tensorflow:step = 53201, loss = 0.214501, precision = 0.96875 (3.197 sec)
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Saved checkpoint after 137 epoch(s) to data/resnet20/checkpoints/00137...
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INFO:tensorflow:global_step/sec: 31.275
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INFO:tensorflow:step = 53601, loss = 0.188328, precision = 0.984375 (3.197 sec)
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INFO:tensorflow:step = 53901, loss = 0.181482, precision = 0.992188 (2.718 sec)
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Saved checkpoint after 138 epoch(s) to data/resnet20/checkpoints/00138...
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INFO:tensorflow:global_step/sec: 30.2333
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INFO:tensorflow:step = 54001, loss = 0.231449, precision = 0.96875 (3.308 sec)
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INFO:tensorflow:step = 54301, loss = 0.181335, precision = 0.992188 (2.723 sec)
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Saved checkpoint after 139 epoch(s) to data/resnet20/checkpoints/00139...
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INFO:tensorflow:step = 54401, loss = 0.242516, precision = 0.96875 (3.205 sec)
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INFO:tensorflow:step = 54701, loss = 0.158843, precision = 1.0 (2.699 sec)
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Saved checkpoint after 140 epoch(s) to data/resnet20/checkpoints/00140...
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INFO:tensorflow:global_step/sec: 30.8603
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INFO:tensorflow:step = 54801, loss = 0.213294, precision = 0.96875 (3.240 sec)
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INFO:tensorflow:step = 55101, loss = 0.169594, precision = 0.992188 (2.707 sec)
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Saved checkpoint after 141 epoch(s) to data/resnet20/checkpoints/00141...
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INFO:tensorflow:step = 55201, loss = 0.192435, precision = 0.984375 (3.213 sec)
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INFO:tensorflow:step = 55501, loss = 0.193744, precision = 0.976562 (2.739 sec)
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Saved checkpoint after 142 epoch(s) to data/resnet20/checkpoints/00142...
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INFO:tensorflow:global_step/sec: 30.8529
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INFO:tensorflow:step = 55601, loss = 0.189681, precision = 0.976562 (3.241 sec)
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INFO:tensorflow:step = 55901, loss = 0.172929, precision = 0.984375 (2.705 sec)
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Saved checkpoint after 143 epoch(s) to data/resnet20/checkpoints/00143...
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INFO:tensorflow:global_step/sec: 31.8138
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INFO:tensorflow:step = 56001, loss = 0.154535, precision = 0.992188 (3.143 sec)
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INFO:tensorflow:step = 56301, loss = 0.173102, precision = 1.0 (2.711 sec)
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Saved checkpoint after 144 epoch(s) to data/resnet20/checkpoints/00144...
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INFO:tensorflow:global_step/sec: 31.0474
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INFO:tensorflow:step = 56401, loss = 0.174679, precision = 0.976562 (3.221 sec)
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INFO:tensorflow:step = 56601, loss = 0.165803, precision = 0.992188 (2.722 sec)
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Saved checkpoint after 145 epoch(s) to data/resnet20/checkpoints/00145...
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INFO:tensorflow:global_step/sec: 30.8262
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INFO:tensorflow:step = 56701, loss = 0.155081, precision = 1.0 (3.244 sec)
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INFO:tensorflow:step = 56901, loss = 0.158264, precision = 1.0 (2.716 sec)
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INFO:tensorflow:step = 57001, loss = 0.169096, precision = 0.992188 (2.700 sec)
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Saved checkpoint after 146 epoch(s) to data/resnet20/checkpoints/00146...
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INFO:tensorflow:global_step/sec: 31.317
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INFO:tensorflow:step = 57101, loss = 0.15416, precision = 0.992188 (3.194 sec)
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INFO:tensorflow:step = 57401, loss = 0.173455, precision = 0.984375 (2.685 sec)
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Saved checkpoint after 147 epoch(s) to data/resnet20/checkpoints/00147...
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INFO:tensorflow:global_step/sec: 31.9174
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INFO:tensorflow:step = 57501, loss = 0.186576, precision = 0.976562 (3.133 sec)
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INFO:tensorflow:step = 57801, loss = 0.172213, precision = 0.984375 (2.718 sec)
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Saved checkpoint after 148 epoch(s) to data/resnet20/checkpoints/00148...
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INFO:tensorflow:global_step/sec: 31.3033
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INFO:tensorflow:step = 57901, loss = 0.179394, precision = 0.984375 (3.195 sec)
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INFO:tensorflow:step = 58201, loss = 0.193593, precision = 0.976562 (2.708 sec)
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Saved checkpoint after 149 epoch(s) to data/resnet20/checkpoints/00149...
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INFO:tensorflow:global_step/sec: 31.0227
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INFO:tensorflow:step = 58301, loss = 0.166657, precision = 0.984375 (3.224 sec)
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INFO:tensorflow:step = 58601, loss = 0.143683, precision = 1.0 (2.702 sec)
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Saved checkpoint after 150 epoch(s) to data/resnet20/checkpoints/00150...
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INFO:tensorflow:global_step/sec: 31.6345
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INFO:tensorflow:step = 58701, loss = 0.178152, precision = 0.984375 (3.161 sec)
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INFO:tensorflow:step = 59001, loss = 0.183845, precision = 0.984375 (2.710 sec)
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Saved checkpoint after 151 epoch(s) to data/resnet20/checkpoints/00151...
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INFO:tensorflow:global_step/sec: 31.2819
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INFO:tensorflow:step = 59101, loss = 0.173406, precision = 0.992188 (3.197 sec)
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INFO:tensorflow:step = 59401, loss = 0.167567, precision = 0.992188 (2.707 sec)
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Saved checkpoint after 152 epoch(s) to data/resnet20/checkpoints/00152...
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INFO:tensorflow:global_step/sec: 31.1313
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INFO:tensorflow:step = 59501, loss = 0.160926, precision = 0.984375 (3.212 sec)
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INFO:tensorflow:step = 59801, loss = 0.140044, precision = 1.0 (2.712 sec)
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Saved checkpoint after 153 epoch(s) to data/resnet20/checkpoints/00153...
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INFO:tensorflow:global_step/sec: 31.1059
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INFO:tensorflow:step = 59901, loss = 0.159772, precision = 0.992188 (3.215 sec)
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INFO:tensorflow:step = 60201, loss = 0.139455, precision = 1.0 (2.723 sec)
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Saved checkpoint after 154 epoch(s) to data/resnet20/checkpoints/00154...
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INFO:tensorflow:global_step/sec: 31.5265
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INFO:tensorflow:step = 60301, loss = 0.157112, precision = 0.984375 (3.172 sec)
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Saved checkpoint after 155 epoch(s) to data/resnet20/checkpoints/00155...
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INFO:tensorflow:global_step/sec: 31.3816
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INFO:tensorflow:step = 60701, loss = 0.162065, precision = 0.992188 (3.187 sec)
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INFO:tensorflow:step = 60901, loss = 0.192017, precision = 0.976562 (2.735 sec)
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Saved checkpoint after 156 epoch(s) to data/resnet20/checkpoints/00156...
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INFO:tensorflow:global_step/sec: 31.3735
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INFO:tensorflow:step = 61001, loss = 0.142642, precision = 1.0 (3.187 sec)
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INFO:tensorflow:step = 61301, loss = 0.193452, precision = 0.992188 (2.708 sec)
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Saved checkpoint after 157 epoch(s) to data/resnet20/checkpoints/00157...
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INFO:tensorflow:global_step/sec: 31.143
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INFO:tensorflow:step = 61401, loss = 0.166453, precision = 0.984375 (3.211 sec)
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INFO:tensorflow:step = 61701, loss = 0.170912, precision = 0.984375 (2.717 sec)
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Saved checkpoint after 158 epoch(s) to data/resnet20/checkpoints/00158...
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INFO:tensorflow:global_step/sec: 30.9121
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INFO:tensorflow:step = 61801, loss = 0.149323, precision = 1.0 (3.236 sec)
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INFO:tensorflow:step = 62101, loss = 0.160106, precision = 0.992188 (2.705 sec)
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Saved checkpoint after 159 epoch(s) to data/resnet20/checkpoints/00159...
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INFO:tensorflow:global_step/sec: 31.614
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INFO:tensorflow:step = 62501, loss = 0.170235, precision = 0.984375 (2.707 sec)
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Saved checkpoint after 160 epoch(s) to data/resnet20/checkpoints/00160...
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INFO:tensorflow:global_step/sec: 31.3185
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INFO:tensorflow:step = 62601, loss = 0.158299, precision = 0.992188 (3.193 sec)
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INFO:tensorflow:step = 62901, loss = 0.145628, precision = 1.0 (2.695 sec)
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Saved checkpoint after 161 epoch(s) to data/resnet20/checkpoints/00161...
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INFO:tensorflow:global_step/sec: 31.7565
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INFO:tensorflow:step = 63001, loss = 0.186825, precision = 0.976562 (3.149 sec)
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INFO:tensorflow:step = 63301, loss = 0.150852, precision = 1.0 (2.719 sec)
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Saved checkpoint after 162 epoch(s) to data/resnet20/checkpoints/00162...
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INFO:tensorflow:global_step/sec: 31.573
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INFO:tensorflow:step = 63701, loss = 0.13839, precision = 1.0 (2.726 sec)
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Saved checkpoint after 163 epoch(s) to data/resnet20/checkpoints/00163...
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INFO:tensorflow:global_step/sec: 31.2892
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INFO:tensorflow:step = 63801, loss = 0.149395, precision = 0.992188 (3.197 sec)
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Saved checkpoint after 164 epoch(s) to data/resnet20/checkpoints/00164...
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INFO:tensorflow:global_step/sec: 31.0815
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Saved checkpoint after 165 epoch(s) to data/resnet20/checkpoints/00165...
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INFO:tensorflow:global_step/sec: 31.6357
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INFO:tensorflow:step = 64601, loss = 0.169024, precision = 0.976562 (3.161 sec)
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Saved checkpoint after 166 epoch(s) to data/resnet20/checkpoints/00166...
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INFO:tensorflow:global_step/sec: 31.5275
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INFO:tensorflow:step = 65001, loss = 0.163912, precision = 0.992188 (3.172 sec)
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INFO:tensorflow:step = 65201, loss = 0.155643, precision = 0.992188 (2.685 sec)
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Saved checkpoint after 167 epoch(s) to data/resnet20/checkpoints/00167...
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INFO:tensorflow:global_step/sec: 31.4411
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INFO:tensorflow:step = 65301, loss = 0.143038, precision = 1.0 (3.181 sec)
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INFO:tensorflow:step = 65601, loss = 0.149787, precision = 0.992188 (2.705 sec)
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Saved checkpoint after 168 epoch(s) to data/resnet20/checkpoints/00168...
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INFO:tensorflow:global_step/sec: 30.9995
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INFO:tensorflow:step = 65701, loss = 0.147315, precision = 0.992188 (3.226 sec)
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INFO:tensorflow:step = 65901, loss = 0.132299, precision = 1.0 (2.724 sec)
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INFO:tensorflow:global_step/sec: 36.9295
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INFO:tensorflow:step = 66001, loss = 0.157056, precision = 0.992188 (2.708 sec)
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Saved checkpoint after 169 epoch(s) to data/resnet20/checkpoints/00169...
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INFO:tensorflow:global_step/sec: 31.0517
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INFO:tensorflow:step = 66101, loss = 0.156413, precision = 0.984375 (3.220 sec)
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INFO:tensorflow:global_step/sec: 36.88
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INFO:tensorflow:step = 66201, loss = 0.158351, precision = 0.992188 (2.712 sec)
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INFO:tensorflow:global_step/sec: 36.9081
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INFO:tensorflow:step = 66301, loss = 0.166458, precision = 0.984375 (2.709 sec)
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INFO:tensorflow:global_step/sec: 36.981
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INFO:tensorflow:step = 66401, loss = 0.15604, precision = 0.992188 (2.705 sec)
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Saved checkpoint after 170 epoch(s) to data/resnet20/checkpoints/00170...
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INFO:tensorflow:global_step/sec: 30.6276
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INFO:tensorflow:step = 66501, loss = 0.174248, precision = 0.976562 (3.265 sec)
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INFO:tensorflow:global_step/sec: 36.8858
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INFO:tensorflow:step = 66601, loss = 0.142339, precision = 0.992188 (2.710 sec)
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INFO:tensorflow:global_step/sec: 36.7903
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INFO:tensorflow:step = 66701, loss = 0.151185, precision = 0.992188 (2.718 sec)
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INFO:tensorflow:global_step/sec: 36.5078
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INFO:tensorflow:step = 66801, loss = 0.149078, precision = 0.992188 (2.739 sec)
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Saved checkpoint after 171 epoch(s) to data/resnet20/checkpoints/00171...
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INFO:tensorflow:global_step/sec: 31.213
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INFO:tensorflow:step = 66901, loss = 0.166579, precision = 0.992188 (3.204 sec)
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INFO:tensorflow:global_step/sec: 36.7907
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INFO:tensorflow:step = 67001, loss = 0.167252, precision = 0.976562 (2.718 sec)
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INFO:tensorflow:global_step/sec: 36.7875
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INFO:tensorflow:step = 67101, loss = 0.167524, precision = 0.984375 (2.718 sec)
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INFO:tensorflow:global_step/sec: 36.7903
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INFO:tensorflow:step = 67201, loss = 0.126259, precision = 1.0 (2.718 sec)
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Saved checkpoint after 172 epoch(s) to data/resnet20/checkpoints/00172...
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INFO:tensorflow:global_step/sec: 30.8482
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INFO:tensorflow:step = 67301, loss = 0.144421, precision = 0.992188 (3.242 sec)
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INFO:tensorflow:global_step/sec: 36.8448
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INFO:tensorflow:step = 67401, loss = 0.162633, precision = 0.992188 (2.714 sec)
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INFO:tensorflow:global_step/sec: 36.8026
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INFO:tensorflow:step = 67501, loss = 0.127064, precision = 1.0 (2.717 sec)
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INFO:tensorflow:global_step/sec: 36.4812
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INFO:tensorflow:step = 67601, loss = 0.145251, precision = 1.0 (2.741 sec)
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Saved checkpoint after 173 epoch(s) to data/resnet20/checkpoints/00173...
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INFO:tensorflow:global_step/sec: 31.2214
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INFO:tensorflow:step = 67701, loss = 0.146114, precision = 1.0 (3.203 sec)
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INFO:tensorflow:global_step/sec: 36.9656
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INFO:tensorflow:step = 67801, loss = 0.147929, precision = 0.984375 (2.705 sec)
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INFO:tensorflow:global_step/sec: 36.8946
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INFO:tensorflow:step = 67901, loss = 0.133098, precision = 1.0 (2.711 sec)
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INFO:tensorflow:global_step/sec: 36.7724
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INFO:tensorflow:step = 68001, loss = 0.147861, precision = 1.0 (2.719 sec)
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Saved checkpoint after 174 epoch(s) to data/resnet20/checkpoints/00174...
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INFO:tensorflow:global_step/sec: 31.2306
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INFO:tensorflow:step = 68101, loss = 0.136662, precision = 1.0 (3.202 sec)
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INFO:tensorflow:global_step/sec: 36.9335
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INFO:tensorflow:step = 68201, loss = 0.179864, precision = 0.984375 (2.707 sec)
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INFO:tensorflow:global_step/sec: 36.7134
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INFO:tensorflow:step = 68301, loss = 0.15277, precision = 0.984375 (2.724 sec)
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INFO:tensorflow:global_step/sec: 36.8337
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INFO:tensorflow:step = 68401, loss = 0.145477, precision = 0.992188 (2.715 sec)
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Saved checkpoint after 175 epoch(s) to data/resnet20/checkpoints/00175...
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INFO:tensorflow:global_step/sec: 31.0402
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INFO:tensorflow:step = 68501, loss = 0.156269, precision = 0.984375 (3.222 sec)
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INFO:tensorflow:global_step/sec: 36.6312
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INFO:tensorflow:step = 68601, loss = 0.136135, precision = 0.992188 (2.730 sec)
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INFO:tensorflow:global_step/sec: 36.7241
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INFO:tensorflow:step = 68701, loss = 0.159448, precision = 0.984375 (2.723 sec)
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INFO:tensorflow:global_step/sec: 36.867
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INFO:tensorflow:step = 68801, loss = 0.134074, precision = 0.992188 (2.712 sec)
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Saved checkpoint after 176 epoch(s) to data/resnet20/checkpoints/00176...
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INFO:tensorflow:global_step/sec: 31.1081
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INFO:tensorflow:step = 68901, loss = 0.123306, precision = 1.0 (3.214 sec)
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INFO:tensorflow:global_step/sec: 36.8066
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INFO:tensorflow:step = 69001, loss = 0.129245, precision = 1.0 (2.717 sec)
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INFO:tensorflow:global_step/sec: 36.8313
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INFO:tensorflow:step = 69101, loss = 0.153069, precision = 0.992188 (2.715 sec)
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INFO:tensorflow:global_step/sec: 37.0659
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INFO:tensorflow:step = 69201, loss = 0.157617, precision = 0.992188 (2.697 sec)
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Saved checkpoint after 177 epoch(s) to data/resnet20/checkpoints/00177...
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INFO:tensorflow:global_step/sec: 31.2679
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INFO:tensorflow:step = 69301, loss = 0.137965, precision = 1.0 (3.199 sec)
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INFO:tensorflow:global_step/sec: 37.0708
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INFO:tensorflow:step = 69401, loss = 0.127319, precision = 1.0 (2.697 sec)
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INFO:tensorflow:global_step/sec: 36.7984
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INFO:tensorflow:step = 69501, loss = 0.127831, precision = 1.0 (2.718 sec)
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Saved checkpoint after 178 epoch(s) to data/resnet20/checkpoints/00178...
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INFO:tensorflow:global_step/sec: 30.8766
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INFO:tensorflow:step = 69601, loss = 0.13363, precision = 1.0 (3.239 sec)
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INFO:tensorflow:global_step/sec: 36.8395
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INFO:tensorflow:step = 69701, loss = 0.133293, precision = 1.0 (2.715 sec)
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INFO:tensorflow:global_step/sec: 36.7147
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INFO:tensorflow:step = 69801, loss = 0.163918, precision = 0.976562 (2.724 sec)
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INFO:tensorflow:global_step/sec: 36.7929
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INFO:tensorflow:step = 69901, loss = 0.138131, precision = 1.0 (2.718 sec)
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Saved checkpoint after 179 epoch(s) to data/resnet20/checkpoints/00179...
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INFO:tensorflow:global_step/sec: 31.2248
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INFO:tensorflow:step = 70001, loss = 0.139061, precision = 1.0 (3.203 sec)
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INFO:tensorflow:global_step/sec: 37.1066
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INFO:tensorflow:step = 70101, loss = 0.138351, precision = 1.0 (2.695 sec)
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INFO:tensorflow:global_step/sec: 37.0827
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INFO:tensorflow:step = 70201, loss = 0.134516, precision = 1.0 (2.696 sec)
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INFO:tensorflow:global_step/sec: 36.7449
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INFO:tensorflow:step = 70301, loss = 0.133771, precision = 0.992188 (2.722 sec)
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Saved checkpoint after 180 epoch(s) to data/resnet20/checkpoints/00180...
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INFO:tensorflow:global_step/sec: 31.5135
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INFO:tensorflow:step = 70401, loss = 0.135167, precision = 1.0 (3.173 sec)
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INFO:tensorflow:global_step/sec: 37.004
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INFO:tensorflow:step = 70501, loss = 0.145283, precision = 0.992188 (2.702 sec)
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INFO:tensorflow:global_step/sec: 36.9547
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INFO:tensorflow:step = 70601, loss = 0.129595, precision = 1.0 (2.706 sec)
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INFO:tensorflow:global_step/sec: 37.1301
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INFO:tensorflow:step = 70701, loss = 0.123746, precision = 1.0 (2.694 sec)
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Saved checkpoint after 181 epoch(s) to data/resnet20/checkpoints/00181...
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