2020-04-07 17:22:10,822 Using 1 threads for decoding...
2020-04-07 17:22:10,823 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-07 17:22:10,823 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
2020-04-07 17:22:21,348 Using 1 threads for decoding...
2020-04-07 17:22:21,348 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-07 17:22:21,348 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
[17:22:35] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable)
2020-04-07 17:23:20,532 Epoch[0] Batch [0-50]	Speed: 159.56 samples/sec	accuracy=0.000000
2020-04-07 17:23:59,997 Epoch[0] Batch [50-100]	Speed: 162.17 samples/sec	accuracy=0.000000
2020-04-07 17:24:39,683 Epoch[0] Batch [100-150]	Speed: 161.27 samples/sec	accuracy=0.000000
2020-04-07 17:25:18,830 Epoch[0] Batch [150-200]	Speed: 163.49 samples/sec	accuracy=0.000000
2020-04-07 17:25:58,397 Epoch[0] Batch [200-250]	Speed: 161.75 samples/sec	accuracy=0.000000
2020-04-07 17:26:28,175 Using 1 threads for decoding...
2020-04-07 17:26:28,176 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-07 17:26:28,176 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
2020-04-07 17:26:38,903 Using 1 threads for decoding...
2020-04-07 17:26:38,903 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-07 17:26:38,903 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
[17:26:52] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable)
2020-04-07 17:27:36,207 Epoch[0] Batch [0-50]	Speed: 168.17 samples/sec	accuracy=0.000000
2020-04-07 17:28:14,533 Epoch[0] Batch [50-100]	Speed: 166.99 samples/sec	accuracy=0.000000
2020-04-07 17:28:52,472 Epoch[0] Batch [100-150]	Speed: 168.69 samples/sec	accuracy=0.000000
2020-04-07 17:29:30,234 Epoch[0] Batch [150-200]	Speed: 169.48 samples/sec	accuracy=0.000000
2020-04-07 17:30:02,792 Using 1 threads for decoding...
2020-04-07 17:30:02,793 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-07 17:30:02,793 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
2020-04-07 17:30:13,430 Using 1 threads for decoding...
2020-04-07 17:30:13,430 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-07 17:30:13,431 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
[17:30:26] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable)
2020-04-07 17:31:19,072 Epoch[0] Batch [0-50]	Speed: 136.53 samples/sec	accuracy=0.000000
2020-04-07 17:32:05,521 Epoch[0] Batch [50-100]	Speed: 137.79 samples/sec	accuracy=0.000000
2020-04-07 17:32:51,677 Epoch[0] Batch [100-150]	Speed: 138.66 samples/sec	accuracy=0.000000
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2020-04-07 17:34:24,505 Epoch[0] Batch [200-250]	Speed: 138.12 samples/sec	accuracy=0.000000
2020-04-07 17:35:10,647 Epoch[0] Batch [250-300]	Speed: 138.70 samples/sec	accuracy=0.000000
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2020-04-07 18:00:37,039 Epoch[0] Batch [1900-1950]	Speed: 138.30 samples/sec	accuracy=0.501875
2020-04-07 18:01:23,358 Epoch[0] Batch [1950-2000]	Speed: 138.17 samples/sec	accuracy=0.517656
2020-04-07 18:02:09,272 Epoch[0] Batch [2000-2050]	Speed: 139.39 samples/sec	accuracy=0.522969
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2020-04-07 18:03:42,140 Epoch[0] Batch [2100-2150]	Speed: 137.02 samples/sec	accuracy=0.539219
2020-04-07 18:04:28,634 Epoch[0] Batch [2150-2200]	Speed: 137.65 samples/sec	accuracy=0.551406
2020-04-07 18:05:14,753 Epoch[0] Batch [2200-2250]	Speed: 138.77 samples/sec	accuracy=0.558594
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2020-04-07 18:12:09,558 Epoch[0] Batch [2650-2700]	Speed: 138.10 samples/sec	accuracy=0.631563
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2020-04-07 18:16:00,220 Epoch[0] Batch [2900-2950]	Speed: 137.85 samples/sec	accuracy=0.650937
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2020-04-07 18:17:32,442 Epoch[0] Batch [3000-3050]	Speed: 137.67 samples/sec	accuracy=0.668281
2020-04-07 18:18:19,039 Epoch[0] Batch [3050-3100]	Speed: 137.35 samples/sec	accuracy=0.671406
2020-04-07 18:19:05,808 Epoch[0] Batch [3100-3150]	Speed: 136.84 samples/sec	accuracy=0.659375
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2020-04-07 18:20:38,659 Epoch[0] Batch [3200-3250]	Speed: 137.40 samples/sec	accuracy=0.673906
2020-04-07 18:21:24,552 Epoch[0] Batch [3250-3300]	Speed: 139.45 samples/sec	accuracy=0.684844
2020-04-07 18:22:11,123 Epoch[0] Batch [3300-3350]	Speed: 137.43 samples/sec	accuracy=0.692344
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2020-04-07 18:23:43,513 Epoch[0] Batch [3400-3450]	Speed: 139.03 samples/sec	accuracy=0.688281
2020-04-07 18:24:29,499 Epoch[0] Batch [3450-3500]	Speed: 139.17 samples/sec	accuracy=0.700469
2020-04-07 18:25:15,703 Epoch[0] Batch [3500-3550]	Speed: 138.52 samples/sec	accuracy=0.684688
2020-04-07 18:26:02,062 Epoch[0] Batch [3550-3600]	Speed: 138.05 samples/sec	accuracy=0.701875
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2020-04-07 18:27:34,119 Epoch[0] Batch [3650-3700]	Speed: 139.41 samples/sec	accuracy=0.704063
2020-04-07 18:28:20,312 Epoch[0] Batch [3700-3750]	Speed: 138.55 samples/sec	accuracy=0.710938
2020-04-07 18:29:06,705 Epoch[0] Batch [3750-3800]	Speed: 137.95 samples/sec	accuracy=0.708438
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2020-04-07 18:30:39,240 Epoch[0] Batch [3850-3900]	Speed: 138.73 samples/sec	accuracy=0.718594
2020-04-07 18:31:25,548 Epoch[0] Batch [3900-3950]	Speed: 138.20 samples/sec	accuracy=0.712812
2020-04-07 18:32:12,233 Epoch[0] Batch [3950-4000]	Speed: 137.09 samples/sec	accuracy=0.727969
2020-04-07 18:32:58,698 Epoch[0] Batch [4000-4050]	Speed: 137.74 samples/sec	accuracy=0.732500
2020-04-07 18:33:45,118 Epoch[0] Batch [4050-4100]	Speed: 137.87 samples/sec	accuracy=0.722656
2020-04-07 18:34:31,275 Epoch[0] Batch [4100-4150]	Speed: 138.66 samples/sec	accuracy=0.723437
2020-04-07 18:35:17,147 Epoch[0] Batch [4150-4200]	Speed: 139.52 samples/sec	accuracy=0.733594
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2020-04-07 18:40:39,411 Epoch[0] Batch [4500-4550]	Speed: 137.76 samples/sec	accuracy=0.748750
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2020-04-08 00:22:55,036 Epoch[0] Batch [27850-27900]	Speed: 138.71 samples/sec	accuracy=0.901719
2020-04-08 00:23:41,484 Epoch[0] Batch [27900-27950]	Speed: 137.79 samples/sec	accuracy=0.893750
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2020-04-08 00:26:00,121 Epoch[0] Batch [28050-28100]	Speed: 138.48 samples/sec	accuracy=0.898438
2020-04-08 00:26:45,980 Epoch[0] Batch [28100-28150]	Speed: 139.56 samples/sec	accuracy=0.898906
2020-04-08 00:27:31,678 Epoch[0] Batch [28150-28200]	Speed: 140.05 samples/sec	accuracy=0.903281
2020-04-08 00:28:07,499 Epoch[0] Train-accuracy=0.795249
2020-04-08 00:28:07,499 Epoch[0] Time cost=25060.893
2020-04-08 00:28:08,006 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0001.params"
2020-04-08 01:05:51,609 Epoch[0] Validation-accuracy=0.947177
2020-04-08 01:06:45,959 Epoch[1] Batch [0-50]	Speed: 138.56 samples/sec	accuracy=0.908548
2020-04-08 01:07:32,605 Epoch[1] Batch [50-100]	Speed: 137.20 samples/sec	accuracy=0.906406
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2020-04-08 01:12:11,186 Epoch[1] Batch [350-400]	Speed: 138.14 samples/sec	accuracy=0.910625
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2020-04-08 01:13:43,652 Epoch[1] Batch [450-500]	Speed: 137.71 samples/sec	accuracy=0.900156
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2020-04-08 01:19:07,629 Epoch[1] Batch [800-850]	Speed: 138.69 samples/sec	accuracy=0.911094
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2020-04-08 01:20:40,438 Epoch[1] Batch [900-950]	Speed: 137.91 samples/sec	accuracy=0.909687
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2020-04-08 01:22:14,179 Epoch[1] Batch [1000-1050]	Speed: 136.90 samples/sec	accuracy=0.903750
2020-04-08 01:23:00,731 Epoch[1] Batch [1050-1100]	Speed: 137.48 samples/sec	accuracy=0.900781
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2020-04-08 01:29:10,139 Epoch[1] Batch [1450-1500]	Speed: 139.61 samples/sec	accuracy=0.906250
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2020-04-08 01:57:24,699 Epoch[1] Batch [3300-3350]	Speed: 179.95 samples/sec	accuracy=0.909375
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2020-04-08 02:52:40,500 Epoch[1] Batch [7500-7550]	Speed: 137.47 samples/sec	accuracy=0.914219
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2020-04-08 03:14:14,154 Epoch[1] Batch [8900-8950]	Speed: 139.02 samples/sec	accuracy=0.913281
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2020-04-08 03:24:13,828 Epoch[1] Batch [9550-9600]	Speed: 136.61 samples/sec	accuracy=0.913125
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2020-04-08 03:31:09,113 Epoch[1] Batch [10000-10050]	Speed: 139.17 samples/sec	accuracy=0.920156
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2020-04-08 03:40:26,031 Epoch[1] Batch [10650-10700]	Speed: 176.11 samples/sec	accuracy=0.917969
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2020-04-08 05:34:38,212 Epoch[1] Batch [18550-18600]	Speed: 137.81 samples/sec	accuracy=0.924844
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2020-04-08 06:51:40,776 Epoch[1] Batch [23550-23600]	Speed: 137.86 samples/sec	accuracy=0.923750
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2020-04-08 07:21:46,758 Epoch[1] Batch [25500-25550]	Speed: 138.07 samples/sec	accuracy=0.922969
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2020-04-08 07:24:05,423 Epoch[1] Batch [25650-25700]	Speed: 138.34 samples/sec	accuracy=0.923750
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2020-04-08 07:26:23,550 Epoch[1] Batch [25800-25850]	Speed: 139.28 samples/sec	accuracy=0.925000
2020-04-08 07:27:04,489 Epoch[1] Batch [25850-25900]	Speed: 156.33 samples/sec	accuracy=0.923594
2020-04-08 07:27:40,315 Epoch[1] Batch [25900-25950]	Speed: 178.64 samples/sec	accuracy=0.927500
2020-04-08 07:28:15,889 Epoch[1] Batch [25950-26000]	Speed: 179.91 samples/sec	accuracy=0.930000
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2020-04-08 07:29:27,147 Epoch[1] Batch [26050-26100]	Speed: 180.37 samples/sec	accuracy=0.917344
2020-04-08 07:30:02,540 Epoch[1] Batch [26100-26150]	Speed: 180.83 samples/sec	accuracy=0.924844
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2020-04-08 07:31:13,250 Epoch[1] Batch [26200-26250]	Speed: 179.40 samples/sec	accuracy=0.923750
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2020-04-08 07:32:23,805 Epoch[1] Batch [26300-26350]	Speed: 180.45 samples/sec	accuracy=0.928438
2020-04-08 07:32:58,995 Epoch[1] Batch [26350-26400]	Speed: 181.87 samples/sec	accuracy=0.922188
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2020-04-08 07:36:31,445 Epoch[1] Batch [26650-26700]	Speed: 179.98 samples/sec	accuracy=0.921094
2020-04-08 07:37:06,901 Epoch[1] Batch [26700-26750]	Speed: 180.51 samples/sec	accuracy=0.918906
2020-04-08 07:37:43,089 Epoch[1] Batch [26750-26800]	Speed: 176.86 samples/sec	accuracy=0.926562
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2020-04-08 07:38:54,032 Epoch[1] Batch [26850-26900]	Speed: 179.81 samples/sec	accuracy=0.926406
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2020-04-08 07:40:04,523 Epoch[1] Batch [26950-27000]	Speed: 181.85 samples/sec	accuracy=0.925937
2020-04-08 07:40:40,104 Epoch[1] Batch [27000-27050]	Speed: 179.87 samples/sec	accuracy=0.928906
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2020-04-08 07:42:27,046 Epoch[1] Batch [27150-27200]	Speed: 177.84 samples/sec	accuracy=0.929531
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2020-04-08 07:43:38,088 Epoch[1] Batch [27250-27300]	Speed: 180.24 samples/sec	accuracy=0.924844
2020-04-08 07:44:13,707 Epoch[1] Batch [27300-27350]	Speed: 179.69 samples/sec	accuracy=0.929844
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2020-04-08 07:45:25,143 Epoch[1] Batch [27400-27450]	Speed: 179.23 samples/sec	accuracy=0.926250
2020-04-08 07:46:01,151 Epoch[1] Batch [27450-27500]	Speed: 177.74 samples/sec	accuracy=0.924063
2020-04-08 07:46:36,860 Epoch[1] Batch [27500-27550]	Speed: 179.23 samples/sec	accuracy=0.935469
2020-04-08 07:47:12,056 Epoch[1] Batch [27550-27600]	Speed: 181.84 samples/sec	accuracy=0.929219
2020-04-08 07:47:47,282 Epoch[1] Batch [27600-27650]	Speed: 181.69 samples/sec	accuracy=0.927500
2020-04-08 07:48:22,965 Epoch[1] Batch [27650-27700]	Speed: 179.36 samples/sec	accuracy=0.927031
2020-04-08 07:48:58,577 Epoch[1] Batch [27700-27750]	Speed: 179.72 samples/sec	accuracy=0.928594
2020-04-08 07:49:34,353 Epoch[1] Batch [27750-27800]	Speed: 178.89 samples/sec	accuracy=0.922188
2020-04-08 07:50:10,185 Epoch[1] Batch [27800-27850]	Speed: 178.61 samples/sec	accuracy=0.922969
2020-04-08 07:50:45,554 Epoch[1] Batch [27850-27900]	Speed: 180.95 samples/sec	accuracy=0.927500
2020-04-08 07:51:21,375 Epoch[1] Batch [27900-27950]	Speed: 178.67 samples/sec	accuracy=0.924375
2020-04-08 07:51:56,629 Epoch[1] Batch [27950-28000]	Speed: 181.54 samples/sec	accuracy=0.929375
2020-04-08 07:52:32,412 Epoch[1] Batch [28000-28050]	Speed: 178.86 samples/sec	accuracy=0.929531
2020-04-08 07:53:07,353 Epoch[1] Batch [28050-28100]	Speed: 183.16 samples/sec	accuracy=0.927031
2020-04-08 07:53:43,056 Epoch[1] Batch [28100-28150]	Speed: 179.26 samples/sec	accuracy=0.926406
2020-04-08 07:54:18,388 Epoch[1] Batch [28150-28200]	Speed: 181.14 samples/sec	accuracy=0.928438
2020-04-08 07:54:46,155 Epoch[1] Train-accuracy=0.917067
2020-04-08 07:54:46,156 Epoch[1] Time cost=24527.538
2020-04-08 07:54:46,452 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0002.params"
2020-04-08 08:32:19,378 Epoch[1] Validation-accuracy=0.960531
2020-04-08 08:33:14,276 Epoch[2] Batch [0-50]	Speed: 137.63 samples/sec	accuracy=0.925092
2020-04-08 08:34:01,003 Epoch[2] Batch [50-100]	Speed: 136.97 samples/sec	accuracy=0.927656
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2020-04-08 08:35:34,297 Epoch[2] Batch [150-200]	Speed: 136.54 samples/sec	accuracy=0.926719
2020-04-08 08:36:20,486 Epoch[2] Batch [200-250]	Speed: 138.56 samples/sec	accuracy=0.927500
2020-04-08 08:37:06,627 Epoch[2] Batch [250-300]	Speed: 138.71 samples/sec	accuracy=0.929844
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2020-04-08 08:38:39,302 Epoch[2] Batch [350-400]	Speed: 138.56 samples/sec	accuracy=0.925156
2020-04-08 08:39:25,340 Epoch[2] Batch [400-450]	Speed: 139.02 samples/sec	accuracy=0.926875
2020-04-08 08:40:11,316 Epoch[2] Batch [450-500]	Speed: 139.20 samples/sec	accuracy=0.925312
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2020-04-08 10:08:19,041 Epoch[2] Batch [6700-6750]	Speed: 140.22 samples/sec	accuracy=0.931406
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2020-04-08 10:26:02,828 Epoch[2] Batch [7850-7900]	Speed: 138.62 samples/sec	accuracy=0.930781
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2020-04-08 10:38:22,769 Epoch[2] Batch [8650-8700]	Speed: 138.36 samples/sec	accuracy=0.934688
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2020-04-08 12:15:18,824 Epoch[2] Batch [14950-15000]	Speed: 138.49 samples/sec	accuracy=0.931094
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2020-04-08 12:29:09,240 Epoch[2] Batch [15850-15900]	Speed: 138.77 samples/sec	accuracy=0.930156
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2020-04-08 12:35:18,065 Epoch[2] Batch [16250-16300]	Speed: 139.38 samples/sec	accuracy=0.936562
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2020-04-08 15:00:04,835 Epoch[2] Batch [26750-26800]	Speed: 175.99 samples/sec	accuracy=0.932813
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2020-04-08 15:15:39,174 Epoch[2] Batch [27800-27850]	Speed: 137.21 samples/sec	accuracy=0.930937
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2020-04-08 15:17:57,443 Epoch[2] Batch [27950-28000]	Speed: 138.49 samples/sec	accuracy=0.942344
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2020-04-08 15:19:29,272 Epoch[2] Batch [28050-28100]	Speed: 139.61 samples/sec	accuracy=0.942656
2020-04-08 15:20:15,630 Epoch[2] Batch [28100-28150]	Speed: 138.06 samples/sec	accuracy=0.941094
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2020-04-08 15:21:37,504 Epoch[2] Train-accuracy=0.932597
2020-04-08 15:21:37,504 Epoch[2] Time cost=24550.913
2020-04-08 15:21:37,945 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0003.params"
2020-04-08 15:59:31,654 Epoch[2] Validation-accuracy=0.967892
2020-04-08 16:00:26,276 Epoch[3] Batch [0-50]	Speed: 138.61 samples/sec	accuracy=0.938725
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2020-04-08 16:33:36,422 Epoch[3] Batch [2150-2200]	Speed: 138.68 samples/sec	accuracy=0.935937
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2020-04-08 16:37:26,860 Epoch[3] Batch [2400-2450]	Speed: 138.11 samples/sec	accuracy=0.938281
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2020-04-08 16:39:45,495 Epoch[3] Batch [2550-2600]	Speed: 137.44 samples/sec	accuracy=0.935469
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2020-04-08 16:42:03,910 Epoch[3] Batch [2700-2750]	Speed: 137.26 samples/sec	accuracy=0.941094
2020-04-08 16:42:50,552 Epoch[3] Batch [2750-2800]	Speed: 137.21 samples/sec	accuracy=0.932344
2020-04-08 16:43:36,985 Epoch[3] Batch [2800-2850]	Speed: 137.83 samples/sec	accuracy=0.936250
2020-04-08 16:44:23,306 Epoch[3] Batch [2850-2900]	Speed: 138.17 samples/sec	accuracy=0.938438
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2020-04-08 16:45:55,266 Epoch[3] Batch [2950-3000]	Speed: 139.38 samples/sec	accuracy=0.942344
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2020-04-08 16:48:13,722 Epoch[3] Batch [3100-3150]	Speed: 139.37 samples/sec	accuracy=0.938438
2020-04-08 16:48:59,549 Epoch[3] Batch [3150-3200]	Speed: 139.66 samples/sec	accuracy=0.940781
2020-04-08 16:49:46,095 Epoch[3] Batch [3200-3250]	Speed: 137.50 samples/sec	accuracy=0.935937
2020-04-08 16:50:32,496 Epoch[3] Batch [3250-3300]	Speed: 137.93 samples/sec	accuracy=0.935625
2020-04-08 16:51:18,404 Epoch[3] Batch [3300-3350]	Speed: 139.41 samples/sec	accuracy=0.938438
2020-04-08 16:52:04,949 Epoch[3] Batch [3350-3400]	Speed: 137.50 samples/sec	accuracy=0.941719
2020-04-08 16:52:50,361 Epoch[3] Batch [3400-3450]	Speed: 140.93 samples/sec	accuracy=0.937813
2020-04-08 16:53:36,491 Epoch[3] Batch [3450-3500]	Speed: 138.74 samples/sec	accuracy=0.936406
2020-04-08 16:54:22,702 Epoch[3] Batch [3500-3550]	Speed: 138.49 samples/sec	accuracy=0.943750
2020-04-08 16:55:08,752 Epoch[3] Batch [3550-3600]	Speed: 138.98 samples/sec	accuracy=0.942187
2020-04-08 16:55:54,502 Epoch[3] Batch [3600-3650]	Speed: 139.89 samples/sec	accuracy=0.943594
2020-04-08 16:56:40,511 Epoch[3] Batch [3650-3700]	Speed: 139.10 samples/sec	accuracy=0.937969
2020-04-08 16:57:26,843 Epoch[3] Batch [3700-3750]	Speed: 138.13 samples/sec	accuracy=0.941406
2020-04-08 16:58:12,830 Epoch[3] Batch [3750-3800]	Speed: 139.17 samples/sec	accuracy=0.938594
2020-04-08 16:58:58,966 Epoch[3] Batch [3800-3850]	Speed: 138.72 samples/sec	accuracy=0.941250
2020-04-08 16:59:45,350 Epoch[3] Batch [3850-3900]	Speed: 137.98 samples/sec	accuracy=0.940781
2020-04-08 17:00:30,736 Epoch[3] Batch [3900-3950]	Speed: 141.01 samples/sec	accuracy=0.941562
2020-04-08 17:01:17,127 Epoch[3] Batch [3950-4000]	Speed: 137.96 samples/sec	accuracy=0.941094
2020-04-08 17:02:03,393 Epoch[3] Batch [4000-4050]	Speed: 138.33 samples/sec	accuracy=0.938438
2020-04-08 17:02:49,524 Epoch[3] Batch [4050-4100]	Speed: 138.74 samples/sec	accuracy=0.938281
2020-04-08 17:03:35,328 Epoch[3] Batch [4100-4150]	Speed: 139.73 samples/sec	accuracy=0.940312
2020-04-08 17:04:21,823 Epoch[3] Batch [4150-4200]	Speed: 137.65 samples/sec	accuracy=0.945469
2020-04-08 17:05:07,944 Epoch[3] Batch [4200-4250]	Speed: 138.77 samples/sec	accuracy=0.941406
2020-04-08 17:05:53,881 Epoch[3] Batch [4250-4300]	Speed: 139.32 samples/sec	accuracy=0.940312
2020-04-08 17:06:39,663 Epoch[3] Batch [4300-4350]	Speed: 139.79 samples/sec	accuracy=0.940312
2020-04-08 17:07:25,981 Epoch[3] Batch [4350-4400]	Speed: 138.18 samples/sec	accuracy=0.943125
2020-04-08 17:08:11,934 Epoch[3] Batch [4400-4450]	Speed: 139.27 samples/sec	accuracy=0.936719
2020-04-08 17:08:58,226 Epoch[3] Batch [4450-4500]	Speed: 138.25 samples/sec	accuracy=0.938594
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2020-04-08 17:10:30,487 Epoch[3] Batch [4550-4600]	Speed: 138.15 samples/sec	accuracy=0.941406
2020-04-08 17:11:16,522 Epoch[3] Batch [4600-4650]	Speed: 139.03 samples/sec	accuracy=0.939063
2020-04-08 17:12:02,836 Epoch[3] Batch [4650-4700]	Speed: 138.19 samples/sec	accuracy=0.941719
2020-04-08 17:12:48,900 Epoch[3] Batch [4700-4750]	Speed: 138.94 samples/sec	accuracy=0.939375
2020-04-08 17:13:35,385 Epoch[3] Batch [4750-4800]	Speed: 137.68 samples/sec	accuracy=0.931094
2020-04-08 17:14:22,118 Epoch[3] Batch [4800-4850]	Speed: 136.95 samples/sec	accuracy=0.939531
2020-04-08 17:15:08,065 Epoch[3] Batch [4850-4900]	Speed: 139.29 samples/sec	accuracy=0.938125
2020-04-08 17:15:53,914 Epoch[3] Batch [4900-4950]	Speed: 139.59 samples/sec	accuracy=0.932187
2020-04-08 17:16:39,968 Epoch[3] Batch [4950-5000]	Speed: 138.97 samples/sec	accuracy=0.935156
2020-04-08 17:17:26,453 Epoch[3] Batch [5000-5050]	Speed: 137.68 samples/sec	accuracy=0.940312
2020-04-08 17:18:11,968 Epoch[3] Batch [5050-5100]	Speed: 140.61 samples/sec	accuracy=0.943125
2020-04-08 17:18:58,444 Epoch[3] Batch [5100-5150]	Speed: 137.71 samples/sec	accuracy=0.941719
2020-04-08 17:19:44,500 Epoch[3] Batch [5150-5200]	Speed: 138.96 samples/sec	accuracy=0.941250
2020-04-08 17:20:30,815 Epoch[3] Batch [5200-5250]	Speed: 138.18 samples/sec	accuracy=0.938594
2020-04-08 17:21:17,035 Epoch[3] Batch [5250-5300]	Speed: 138.47 samples/sec	accuracy=0.939531
2020-04-08 17:22:02,946 Epoch[3] Batch [5300-5350]	Speed: 139.40 samples/sec	accuracy=0.934219
2020-04-08 17:22:49,054 Epoch[3] Batch [5350-5400]	Speed: 138.81 samples/sec	accuracy=0.941406
2020-04-08 17:23:34,678 Epoch[3] Batch [5400-5450]	Speed: 140.28 samples/sec	accuracy=0.935937
2020-04-08 17:24:21,396 Epoch[3] Batch [5450-5500]	Speed: 136.99 samples/sec	accuracy=0.937656
2020-04-08 17:25:06,817 Epoch[3] Batch [5500-5550]	Speed: 140.91 samples/sec	accuracy=0.941250
2020-04-08 17:25:52,885 Epoch[3] Batch [5550-5600]	Speed: 138.93 samples/sec	accuracy=0.942500
2020-04-08 17:26:38,926 Epoch[3] Batch [5600-5650]	Speed: 139.01 samples/sec	accuracy=0.937813
2020-04-08 17:27:24,905 Epoch[3] Batch [5650-5700]	Speed: 139.19 samples/sec	accuracy=0.939219
2020-04-08 17:28:11,292 Epoch[3] Batch [5700-5750]	Speed: 137.97 samples/sec	accuracy=0.940000
2020-04-08 17:28:57,538 Epoch[3] Batch [5750-5800]	Speed: 138.39 samples/sec	accuracy=0.940781
2020-04-08 17:29:44,357 Epoch[3] Batch [5800-5850]	Speed: 136.69 samples/sec	accuracy=0.937969
2020-04-08 17:30:30,496 Epoch[3] Batch [5850-5900]	Speed: 138.71 samples/sec	accuracy=0.934063
2020-04-08 17:31:17,078 Epoch[3] Batch [5900-5950]	Speed: 137.39 samples/sec	accuracy=0.938125
2020-04-08 17:32:02,989 Epoch[3] Batch [5950-6000]	Speed: 139.40 samples/sec	accuracy=0.942969
2020-04-08 17:32:48,873 Epoch[3] Batch [6000-6050]	Speed: 139.49 samples/sec	accuracy=0.944219
2020-04-08 17:33:35,211 Epoch[3] Batch [6050-6100]	Speed: 138.11 samples/sec	accuracy=0.942500
2020-04-08 17:34:21,371 Epoch[3] Batch [6100-6150]	Speed: 138.65 samples/sec	accuracy=0.935937
2020-04-08 17:35:07,240 Epoch[3] Batch [6150-6200]	Speed: 139.53 samples/sec	accuracy=0.935000
2020-04-08 17:35:53,512 Epoch[3] Batch [6200-6250]	Speed: 138.31 samples/sec	accuracy=0.940625
2020-04-08 17:36:39,484 Epoch[3] Batch [6250-6300]	Speed: 139.21 samples/sec	accuracy=0.942813
2020-04-08 17:37:25,627 Epoch[3] Batch [6300-6350]	Speed: 138.70 samples/sec	accuracy=0.944219
2020-04-08 17:38:11,939 Epoch[3] Batch [6350-6400]	Speed: 138.19 samples/sec	accuracy=0.935625
2020-04-08 17:38:57,861 Epoch[3] Batch [6400-6450]	Speed: 139.37 samples/sec	accuracy=0.939219
2020-04-08 17:39:43,474 Epoch[3] Batch [6450-6500]	Speed: 140.31 samples/sec	accuracy=0.939531
2020-04-08 17:40:29,663 Epoch[3] Batch [6500-6550]	Speed: 138.56 samples/sec	accuracy=0.943906
2020-04-08 17:41:15,241 Epoch[3] Batch [6550-6600]	Speed: 140.42 samples/sec	accuracy=0.943438
2020-04-08 17:42:01,675 Epoch[3] Batch [6600-6650]	Speed: 137.83 samples/sec	accuracy=0.935781
2020-04-08 17:42:47,691 Epoch[3] Batch [6650-6700]	Speed: 139.08 samples/sec	accuracy=0.935156
2020-04-08 17:43:33,799 Epoch[3] Batch [6700-6750]	Speed: 138.81 samples/sec	accuracy=0.945469
2020-04-08 17:44:19,867 Epoch[3] Batch [6750-6800]	Speed: 138.93 samples/sec	accuracy=0.945312
2020-04-08 17:45:06,556 Epoch[3] Batch [6800-6850]	Speed: 137.08 samples/sec	accuracy=0.936875
2020-04-08 17:45:52,907 Epoch[3] Batch [6850-6900]	Speed: 138.08 samples/sec	accuracy=0.932969
2020-04-08 17:46:38,984 Epoch[3] Batch [6900-6950]	Speed: 138.90 samples/sec	accuracy=0.941562
2020-04-08 17:47:24,984 Epoch[3] Batch [6950-7000]	Speed: 139.13 samples/sec	accuracy=0.932500
2020-04-08 17:48:10,762 Epoch[3] Batch [7000-7050]	Speed: 139.81 samples/sec	accuracy=0.938750
2020-04-08 17:48:57,037 Epoch[3] Batch [7050-7100]	Speed: 138.30 samples/sec	accuracy=0.934063
2020-04-08 17:49:43,171 Epoch[3] Batch [7100-7150]	Speed: 138.72 samples/sec	accuracy=0.939063
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2020-04-08 17:51:15,672 Epoch[3] Batch [7200-7250]	Speed: 138.60 samples/sec	accuracy=0.940312
2020-04-08 17:52:02,032 Epoch[3] Batch [7250-7300]	Speed: 138.05 samples/sec	accuracy=0.936094
2020-04-08 17:52:47,888 Epoch[3] Batch [7300-7350]	Speed: 139.57 samples/sec	accuracy=0.938281
2020-04-08 17:53:33,711 Epoch[3] Batch [7350-7400]	Speed: 139.67 samples/sec	accuracy=0.937187
2020-04-08 17:54:19,763 Epoch[3] Batch [7400-7450]	Speed: 138.97 samples/sec	accuracy=0.936250
2020-04-08 17:55:05,874 Epoch[3] Batch [7450-7500]	Speed: 138.80 samples/sec	accuracy=0.937344
2020-04-08 17:55:52,090 Epoch[3] Batch [7500-7550]	Speed: 138.48 samples/sec	accuracy=0.938125
2020-04-08 17:56:37,675 Epoch[3] Batch [7550-7600]	Speed: 140.40 samples/sec	accuracy=0.938906
2020-04-08 17:57:23,908 Epoch[3] Batch [7600-7650]	Speed: 138.43 samples/sec	accuracy=0.941406
2020-04-08 17:58:10,554 Epoch[3] Batch [7650-7700]	Speed: 137.20 samples/sec	accuracy=0.938906
2020-04-08 17:58:56,583 Epoch[3] Batch [7700-7750]	Speed: 139.04 samples/sec	accuracy=0.942656
2020-04-08 17:59:43,161 Epoch[3] Batch [7750-7800]	Speed: 137.40 samples/sec	accuracy=0.943125
2020-04-08 18:00:29,185 Epoch[3] Batch [7800-7850]	Speed: 139.06 samples/sec	accuracy=0.945781
2020-04-08 18:01:16,191 Epoch[3] Batch [7850-7900]	Speed: 136.15 samples/sec	accuracy=0.942031
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2020-04-08 18:03:35,554 Epoch[3] Batch [8000-8050]	Speed: 136.74 samples/sec	accuracy=0.940469
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2020-04-08 18:06:40,676 Epoch[3] Batch [8200-8250]	Speed: 137.59 samples/sec	accuracy=0.937344
2020-04-08 18:07:27,165 Epoch[3] Batch [8250-8300]	Speed: 137.67 samples/sec	accuracy=0.940625
2020-04-08 18:08:13,778 Epoch[3] Batch [8300-8350]	Speed: 137.30 samples/sec	accuracy=0.937187
2020-04-08 18:08:59,948 Epoch[3] Batch [8350-8400]	Speed: 138.62 samples/sec	accuracy=0.935156
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2020-04-08 18:11:19,083 Epoch[3] Batch [8500-8550]	Speed: 138.36 samples/sec	accuracy=0.937969
2020-04-08 18:12:05,310 Epoch[3] Batch [8550-8600]	Speed: 138.45 samples/sec	accuracy=0.939844
2020-04-08 18:12:51,695 Epoch[3] Batch [8600-8650]	Speed: 137.98 samples/sec	accuracy=0.939219
2020-04-08 18:13:37,707 Epoch[3] Batch [8650-8700]	Speed: 139.09 samples/sec	accuracy=0.936719
2020-04-08 18:14:23,967 Epoch[3] Batch [8700-8750]	Speed: 138.35 samples/sec	accuracy=0.945937
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2020-04-08 18:15:56,542 Epoch[3] Batch [8800-8850]	Speed: 138.14 samples/sec	accuracy=0.939375
2020-04-08 18:16:43,027 Epoch[3] Batch [8850-8900]	Speed: 137.68 samples/sec	accuracy=0.938906
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2020-04-08 18:18:16,174 Epoch[3] Batch [8950-9000]	Speed: 138.02 samples/sec	accuracy=0.940625
2020-04-08 18:19:02,136 Epoch[3] Batch [9000-9050]	Speed: 139.24 samples/sec	accuracy=0.938125
2020-04-08 18:19:47,998 Epoch[3] Batch [9050-9100]	Speed: 139.55 samples/sec	accuracy=0.940781
2020-04-08 18:20:34,844 Epoch[3] Batch [9100-9150]	Speed: 136.62 samples/sec	accuracy=0.933906
2020-04-08 18:21:11,302 Epoch[3] Batch [9150-9200]	Speed: 175.55 samples/sec	accuracy=0.937031
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2020-04-08 18:24:09,345 Epoch[3] Batch [9400-9450]	Speed: 181.21 samples/sec	accuracy=0.940312
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2020-04-08 18:25:21,111 Epoch[3] Batch [9500-9550]	Speed: 177.75 samples/sec	accuracy=0.936094
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2020-04-08 18:26:32,512 Epoch[3] Batch [9600-9650]	Speed: 179.65 samples/sec	accuracy=0.936719
2020-04-08 18:27:07,758 Epoch[3] Batch [9650-9700]	Speed: 181.58 samples/sec	accuracy=0.944844
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2020-04-08 18:28:18,535 Epoch[3] Batch [9750-9800]	Speed: 181.53 samples/sec	accuracy=0.945781
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2020-04-08 18:30:40,871 Epoch[3] Batch [9950-10000]	Speed: 180.10 samples/sec	accuracy=0.947187
2020-04-08 18:31:16,839 Epoch[3] Batch [10000-10050]	Speed: 177.94 samples/sec	accuracy=0.933750
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2020-04-08 19:00:22,118 Epoch[3] Batch [12500-12550]	Speed: 194.21 samples/sec	accuracy=0.941875
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2020-04-08 19:04:14,844 Epoch[3] Batch [12850-12900]	Speed: 192.61 samples/sec	accuracy=0.944375
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2020-04-08 19:33:03,495 Epoch[3] Batch [15450-15500]	Speed: 191.14 samples/sec	accuracy=0.940000
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2020-04-08 19:34:10,100 Epoch[3] Batch [15550-15600]	Speed: 192.95 samples/sec	accuracy=0.937500
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2020-04-08 21:53:16,886 Epoch[3] Train-accuracy=0.940740
2020-04-08 21:53:16,886 Epoch[3] Time cost=21218.049
2020-04-08 21:53:17,090 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0004.params"
2020-04-08 22:26:53,048 Epoch[3] Validation-accuracy=0.970937
2020-04-08 22:27:34,533 Epoch[4] Batch [0-50]	Speed: 192.07 samples/sec	accuracy=0.944393
2020-04-08 22:28:07,889 Epoch[4] Batch [50-100]	Speed: 191.87 samples/sec	accuracy=0.945469
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2020-04-09 04:37:40,389 Epoch[4] Batch [26400-26450]	Speed: 177.56 samples/sec	accuracy=0.947344
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2020-04-09 04:39:27,253 Epoch[4] Batch [26550-26600]	Speed: 178.94 samples/sec	accuracy=0.942031
2020-04-09 04:40:02,619 Epoch[4] Batch [26600-26650]	Speed: 180.97 samples/sec	accuracy=0.944531
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2020-04-09 04:41:13,562 Epoch[4] Batch [26700-26750]	Speed: 180.01 samples/sec	accuracy=0.947187
2020-04-09 04:41:49,092 Epoch[4] Batch [26750-26800]	Speed: 180.13 samples/sec	accuracy=0.949844
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2020-04-09 04:43:00,439 Epoch[4] Batch [26850-26900]	Speed: 180.70 samples/sec	accuracy=0.948281
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2020-04-09 04:51:17,639 Epoch[4] Batch [27550-27600]	Speed: 180.38 samples/sec	accuracy=0.945781
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2020-04-09 04:52:29,315 Epoch[4] Batch [27650-27700]	Speed: 178.36 samples/sec	accuracy=0.943750
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2020-04-09 04:54:52,413 Epoch[4] Batch [27850-27900]	Speed: 179.15 samples/sec	accuracy=0.939844
2020-04-09 04:55:27,893 Epoch[4] Batch [27900-27950]	Speed: 180.38 samples/sec	accuracy=0.948438
2020-04-09 04:56:10,470 Epoch[4] Batch [27950-28000]	Speed: 150.32 samples/sec	accuracy=0.949375
2020-04-09 04:56:55,941 Epoch[4] Batch [28000-28050]	Speed: 140.75 samples/sec	accuracy=0.946094
2020-04-09 04:57:41,978 Epoch[4] Batch [28050-28100]	Speed: 139.02 samples/sec	accuracy=0.945937
2020-04-09 04:58:28,175 Epoch[4] Batch [28100-28150]	Speed: 138.54 samples/sec	accuracy=0.949063
2020-04-09 04:59:14,328 Epoch[4] Batch [28150-28200]	Speed: 138.67 samples/sec	accuracy=0.945000
2020-04-09 04:59:49,875 Epoch[4] Train-accuracy=0.945871
2020-04-09 04:59:49,875 Epoch[4] Time cost=23569.754
2020-04-09 04:59:50,311 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0005.params"
2020-04-09 05:37:39,758 Epoch[4] Validation-accuracy=0.972700
2020-04-09 05:38:34,113 Epoch[5] Batch [0-50]	Speed: 139.24 samples/sec	accuracy=0.952359
2020-04-09 05:39:20,224 Epoch[5] Batch [50-100]	Speed: 138.80 samples/sec	accuracy=0.952500
2020-04-09 05:40:06,701 Epoch[5] Batch [100-150]	Speed: 137.70 samples/sec	accuracy=0.952187
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2020-04-09 05:41:38,048 Epoch[5] Batch [200-250]	Speed: 139.44 samples/sec	accuracy=0.943125
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2020-04-09 05:43:55,163 Epoch[5] Batch [350-400]	Speed: 139.71 samples/sec	accuracy=0.949375
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2020-04-09 05:52:19,194 Epoch[5] Batch [900-950]	Speed: 141.69 samples/sec	accuracy=0.952187
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2020-04-09 06:17:30,919 Epoch[5] Batch [2550-2600]	Speed: 140.02 samples/sec	accuracy=0.945469
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2020-04-09 06:19:48,133 Epoch[5] Batch [2700-2750]	Speed: 139.54 samples/sec	accuracy=0.947344
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2020-04-09 06:22:05,217 Epoch[5] Batch [2850-2900]	Speed: 141.33 samples/sec	accuracy=0.948438
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2020-04-09 06:23:37,502 Epoch[5] Batch [2950-3000]	Speed: 139.09 samples/sec	accuracy=0.947344
2020-04-09 06:24:23,564 Epoch[5] Batch [3000-3050]	Speed: 138.94 samples/sec	accuracy=0.946562
2020-04-09 06:25:09,235 Epoch[5] Batch [3050-3100]	Speed: 140.13 samples/sec	accuracy=0.943594
2020-04-09 06:25:54,663 Epoch[5] Batch [3100-3150]	Speed: 140.88 samples/sec	accuracy=0.948438
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2020-04-09 06:28:12,393 Epoch[5] Batch [3250-3300]	Speed: 138.68 samples/sec	accuracy=0.950625
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2020-04-09 06:29:29,781 Epoch[5] Batch [3350-3400]	Speed: 175.07 samples/sec	accuracy=0.952812
2020-04-09 06:30:06,085 Epoch[5] Batch [3400-3450]	Speed: 176.29 samples/sec	accuracy=0.955000
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2020-04-09 06:36:46,103 Epoch[5] Batch [3950-4000]	Speed: 176.16 samples/sec	accuracy=0.952187
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2020-04-09 07:16:51,274 Epoch[5] Batch [6950-7000]	Speed: 137.84 samples/sec	accuracy=0.951562
2020-04-09 07:17:37,099 Epoch[5] Batch [7000-7050]	Speed: 139.66 samples/sec	accuracy=0.948438
2020-04-09 07:18:23,206 Epoch[5] Batch [7050-7100]	Speed: 138.81 samples/sec	accuracy=0.947187
2020-04-09 07:19:09,399 Epoch[5] Batch [7100-7150]	Speed: 138.55 samples/sec	accuracy=0.948125
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2020-04-09 07:20:40,740 Epoch[5] Batch [7200-7250]	Speed: 140.90 samples/sec	accuracy=0.953906
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2020-04-09 07:22:12,616 Epoch[5] Batch [7300-7350]	Speed: 139.69 samples/sec	accuracy=0.949375
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2020-04-09 07:24:30,886 Epoch[5] Batch [7450-7500]	Speed: 138.31 samples/sec	accuracy=0.951875
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2020-04-09 07:26:02,092 Epoch[5] Batch [7550-7600]	Speed: 141.63 samples/sec	accuracy=0.948281
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2020-04-09 07:27:34,361 Epoch[5] Batch [7650-7700]	Speed: 138.14 samples/sec	accuracy=0.952656
2020-04-09 07:28:19,977 Epoch[5] Batch [7700-7750]	Speed: 140.30 samples/sec	accuracy=0.949063
2020-04-09 07:29:05,927 Epoch[5] Batch [7750-7800]	Speed: 139.28 samples/sec	accuracy=0.941250
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2020-04-09 07:31:23,473 Epoch[5] Batch [7900-7950]	Speed: 139.77 samples/sec	accuracy=0.943125
2020-04-09 07:32:08,976 Epoch[5] Batch [7950-8000]	Speed: 140.65 samples/sec	accuracy=0.949219
2020-04-09 07:32:55,305 Epoch[5] Batch [8000-8050]	Speed: 138.14 samples/sec	accuracy=0.953594
2020-04-09 07:33:41,037 Epoch[5] Batch [8050-8100]	Speed: 139.95 samples/sec	accuracy=0.950781
2020-04-09 07:34:26,528 Epoch[5] Batch [8100-8150]	Speed: 140.69 samples/sec	accuracy=0.952187
2020-04-09 07:35:12,743 Epoch[5] Batch [8150-8200]	Speed: 138.48 samples/sec	accuracy=0.947969
2020-04-09 07:35:58,817 Epoch[5] Batch [8200-8250]	Speed: 138.91 samples/sec	accuracy=0.947656
2020-04-09 07:36:45,417 Epoch[5] Batch [8250-8300]	Speed: 137.34 samples/sec	accuracy=0.950625
2020-04-09 07:37:30,905 Epoch[5] Batch [8300-8350]	Speed: 140.70 samples/sec	accuracy=0.946875
2020-04-09 07:38:16,937 Epoch[5] Batch [8350-8400]	Speed: 139.03 samples/sec	accuracy=0.953750
2020-04-09 07:39:02,077 Epoch[5] Batch [8400-8450]	Speed: 141.78 samples/sec	accuracy=0.945469
2020-04-09 07:39:47,650 Epoch[5] Batch [8450-8500]	Speed: 140.44 samples/sec	accuracy=0.945937
2020-04-09 07:40:33,165 Epoch[5] Batch [8500-8550]	Speed: 140.61 samples/sec	accuracy=0.951406
2020-04-09 07:41:18,933 Epoch[5] Batch [8550-8600]	Speed: 139.84 samples/sec	accuracy=0.950313
2020-04-09 07:42:05,024 Epoch[5] Batch [8600-8650]	Speed: 138.85 samples/sec	accuracy=0.945937
2020-04-09 07:42:50,345 Epoch[5] Batch [8650-8700]	Speed: 141.22 samples/sec	accuracy=0.951875
2020-04-09 07:43:36,611 Epoch[5] Batch [8700-8750]	Speed: 138.33 samples/sec	accuracy=0.953125
2020-04-09 07:44:22,708 Epoch[5] Batch [8750-8800]	Speed: 138.84 samples/sec	accuracy=0.952344
2020-04-09 07:45:08,662 Epoch[5] Batch [8800-8850]	Speed: 139.27 samples/sec	accuracy=0.944688
2020-04-09 07:45:54,442 Epoch[5] Batch [8850-8900]	Speed: 139.80 samples/sec	accuracy=0.944688
2020-04-09 07:46:40,162 Epoch[5] Batch [8900-8950]	Speed: 139.98 samples/sec	accuracy=0.946250
2020-04-09 07:47:26,432 Epoch[5] Batch [8950-9000]	Speed: 138.32 samples/sec	accuracy=0.946875
2020-04-09 07:48:11,902 Epoch[5] Batch [9000-9050]	Speed: 140.75 samples/sec	accuracy=0.952344
2020-04-09 07:48:58,032 Epoch[5] Batch [9050-9100]	Speed: 138.74 samples/sec	accuracy=0.945000
2020-04-09 07:49:44,009 Epoch[5] Batch [9100-9150]	Speed: 139.20 samples/sec	accuracy=0.950313
2020-04-09 07:50:29,582 Epoch[5] Batch [9150-9200]	Speed: 140.43 samples/sec	accuracy=0.951094
2020-04-09 07:51:15,235 Epoch[5] Batch [9200-9250]	Speed: 140.19 samples/sec	accuracy=0.950937
2020-04-09 07:52:00,825 Epoch[5] Batch [9250-9300]	Speed: 140.38 samples/sec	accuracy=0.950156
2020-04-09 07:52:46,423 Epoch[5] Batch [9300-9350]	Speed: 140.36 samples/sec	accuracy=0.942813
2020-04-09 07:53:32,115 Epoch[5] Batch [9350-9400]	Speed: 140.07 samples/sec	accuracy=0.948906
2020-04-09 07:54:17,727 Epoch[5] Batch [9400-9450]	Speed: 140.32 samples/sec	accuracy=0.951094
2020-04-09 07:55:03,676 Epoch[5] Batch [9450-9500]	Speed: 139.29 samples/sec	accuracy=0.946719
2020-04-09 07:55:49,571 Epoch[5] Batch [9500-9550]	Speed: 139.45 samples/sec	accuracy=0.951250
2020-04-09 07:56:35,446 Epoch[5] Batch [9550-9600]	Speed: 139.51 samples/sec	accuracy=0.946406
2020-04-09 07:57:20,990 Epoch[5] Batch [9600-9650]	Speed: 140.52 samples/sec	accuracy=0.946250
2020-04-09 07:58:06,078 Epoch[5] Batch [9650-9700]	Speed: 141.95 samples/sec	accuracy=0.946562
2020-04-09 07:58:51,699 Epoch[5] Batch [9700-9750]	Speed: 140.29 samples/sec	accuracy=0.948594
2020-04-09 07:59:37,010 Epoch[5] Batch [9750-9800]	Speed: 141.25 samples/sec	accuracy=0.947969
2020-04-09 08:00:22,917 Epoch[5] Batch [9800-9850]	Speed: 139.41 samples/sec	accuracy=0.946406
2020-04-09 08:01:08,864 Epoch[5] Batch [9850-9900]	Speed: 139.29 samples/sec	accuracy=0.947656
2020-04-09 08:01:54,506 Epoch[5] Batch [9900-9950]	Speed: 140.22 samples/sec	accuracy=0.949531
2020-04-09 08:02:40,240 Epoch[5] Batch [9950-10000]	Speed: 139.94 samples/sec	accuracy=0.952187
2020-04-09 08:03:26,269 Epoch[5] Batch [10000-10050]	Speed: 139.04 samples/sec	accuracy=0.951094
2020-04-09 08:04:11,753 Epoch[5] Batch [10050-10100]	Speed: 140.71 samples/sec	accuracy=0.947969
2020-04-09 08:04:57,271 Epoch[5] Batch [10100-10150]	Speed: 140.60 samples/sec	accuracy=0.945000
2020-04-09 08:05:43,376 Epoch[5] Batch [10150-10200]	Speed: 138.82 samples/sec	accuracy=0.947031
2020-04-09 08:06:28,056 Epoch[5] Batch [10200-10250]	Speed: 143.24 samples/sec	accuracy=0.952812
2020-04-09 08:07:14,047 Epoch[5] Batch [10250-10300]	Speed: 139.16 samples/sec	accuracy=0.952812
2020-04-09 08:07:59,780 Epoch[5] Batch [10300-10350]	Speed: 139.94 samples/sec	accuracy=0.948906
2020-04-09 08:08:45,839 Epoch[5] Batch [10350-10400]	Speed: 138.95 samples/sec	accuracy=0.950625
2020-04-09 08:09:31,712 Epoch[5] Batch [10400-10450]	Speed: 139.52 samples/sec	accuracy=0.957187
2020-04-09 08:10:17,820 Epoch[5] Batch [10450-10500]	Speed: 138.81 samples/sec	accuracy=0.947812
2020-04-09 08:11:03,548 Epoch[5] Batch [10500-10550]	Speed: 139.96 samples/sec	accuracy=0.946719
2020-04-09 08:11:49,635 Epoch[5] Batch [10550-10600]	Speed: 138.87 samples/sec	accuracy=0.942969
2020-04-09 08:12:35,469 Epoch[5] Batch [10600-10650]	Speed: 139.64 samples/sec	accuracy=0.956250
2020-04-09 08:13:21,422 Epoch[5] Batch [10650-10700]	Speed: 139.27 samples/sec	accuracy=0.949063
2020-04-09 08:14:06,566 Epoch[5] Batch [10700-10750]	Speed: 141.77 samples/sec	accuracy=0.949063
2020-04-09 08:14:52,022 Epoch[5] Batch [10750-10800]	Speed: 140.80 samples/sec	accuracy=0.952656
2020-04-09 08:15:37,570 Epoch[5] Batch [10800-10850]	Speed: 140.51 samples/sec	accuracy=0.949844
2020-04-09 08:16:23,668 Epoch[5] Batch [10850-10900]	Speed: 138.84 samples/sec	accuracy=0.949531
2020-04-09 08:17:09,608 Epoch[5] Batch [10900-10950]	Speed: 139.31 samples/sec	accuracy=0.949219
2020-04-09 08:17:55,646 Epoch[5] Batch [10950-11000]	Speed: 139.02 samples/sec	accuracy=0.950781
2020-04-09 08:18:41,638 Epoch[5] Batch [11000-11050]	Speed: 139.16 samples/sec	accuracy=0.942656
2020-04-09 08:19:28,102 Epoch[5] Batch [11050-11100]	Speed: 137.74 samples/sec	accuracy=0.947656
2020-04-09 08:20:14,014 Epoch[5] Batch [11100-11150]	Speed: 139.40 samples/sec	accuracy=0.944531
2020-04-09 08:21:00,021 Epoch[5] Batch [11150-11200]	Speed: 139.11 samples/sec	accuracy=0.946562
2020-04-09 08:21:45,822 Epoch[5] Batch [11200-11250]	Speed: 139.74 samples/sec	accuracy=0.947187
2020-04-09 08:22:31,156 Epoch[5] Batch [11250-11300]	Speed: 141.17 samples/sec	accuracy=0.948906
2020-04-09 08:23:17,417 Epoch[5] Batch [11300-11350]	Speed: 138.35 samples/sec	accuracy=0.953438
2020-04-09 08:24:02,879 Epoch[5] Batch [11350-11400]	Speed: 140.78 samples/sec	accuracy=0.948125
2020-04-09 08:24:48,762 Epoch[5] Batch [11400-11450]	Speed: 139.49 samples/sec	accuracy=0.950781
2020-04-09 08:25:34,057 Epoch[5] Batch [11450-11500]	Speed: 141.29 samples/sec	accuracy=0.954063
2020-04-09 08:26:20,010 Epoch[5] Batch [11500-11550]	Speed: 139.27 samples/sec	accuracy=0.952500
2020-04-09 08:27:05,524 Epoch[5] Batch [11550-11600]	Speed: 140.62 samples/sec	accuracy=0.947656
2020-04-09 08:27:51,630 Epoch[5] Batch [11600-11650]	Speed: 138.81 samples/sec	accuracy=0.952500
2020-04-09 08:28:37,595 Epoch[5] Batch [11650-11700]	Speed: 139.24 samples/sec	accuracy=0.948594
2020-04-09 08:29:23,677 Epoch[5] Batch [11700-11750]	Speed: 138.88 samples/sec	accuracy=0.954375
2020-04-09 08:30:08,748 Epoch[5] Batch [11750-11800]	Speed: 142.00 samples/sec	accuracy=0.945781
2020-04-09 08:30:55,163 Epoch[5] Batch [11800-11850]	Speed: 137.89 samples/sec	accuracy=0.947187
2020-04-09 08:31:41,364 Epoch[5] Batch [11850-11900]	Speed: 138.53 samples/sec	accuracy=0.949531
2020-04-09 08:32:27,200 Epoch[5] Batch [11900-11950]	Speed: 139.63 samples/sec	accuracy=0.945781
2020-04-09 08:33:13,209 Epoch[5] Batch [11950-12000]	Speed: 139.10 samples/sec	accuracy=0.947500
2020-04-09 08:33:59,166 Epoch[5] Batch [12000-12050]	Speed: 139.26 samples/sec	accuracy=0.948125
2020-04-09 08:34:44,697 Epoch[5] Batch [12050-12100]	Speed: 140.56 samples/sec	accuracy=0.949531
2020-04-09 08:35:30,419 Epoch[5] Batch [12100-12150]	Speed: 139.98 samples/sec	accuracy=0.954531
2020-04-09 08:36:16,197 Epoch[5] Batch [12150-12200]	Speed: 139.81 samples/sec	accuracy=0.954375
2020-04-09 08:37:01,924 Epoch[5] Batch [12200-12250]	Speed: 139.96 samples/sec	accuracy=0.947031
2020-04-09 08:37:48,167 Epoch[5] Batch [12250-12300]	Speed: 138.40 samples/sec	accuracy=0.946250
2020-04-09 08:38:33,849 Epoch[5] Batch [12300-12350]	Speed: 140.10 samples/sec	accuracy=0.945781
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2020-04-09 08:40:05,836 Epoch[5] Batch [12400-12450]	Speed: 139.97 samples/sec	accuracy=0.951719
2020-04-09 08:40:50,696 Epoch[5] Batch [12450-12500]	Speed: 142.67 samples/sec	accuracy=0.948125
2020-04-09 08:41:36,346 Epoch[5] Batch [12500-12550]	Speed: 140.20 samples/sec	accuracy=0.951094
2020-04-09 08:42:21,934 Epoch[5] Batch [12550-12600]	Speed: 140.39 samples/sec	accuracy=0.948906
2020-04-09 08:43:07,722 Epoch[5] Batch [12600-12650]	Speed: 139.78 samples/sec	accuracy=0.947969
2020-04-09 08:43:53,633 Epoch[5] Batch [12650-12700]	Speed: 139.40 samples/sec	accuracy=0.953594
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2020-04-09 08:45:25,247 Epoch[5] Batch [12750-12800]	Speed: 139.46 samples/sec	accuracy=0.947344
2020-04-09 08:46:10,921 Epoch[5] Batch [12800-12850]	Speed: 140.12 samples/sec	accuracy=0.951094
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2020-04-09 08:48:28,693 Epoch[5] Batch [12950-13000]	Speed: 138.67 samples/sec	accuracy=0.944531
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2020-04-09 08:53:49,908 Epoch[5] Batch [13300-13350]	Speed: 138.36 samples/sec	accuracy=0.949219
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2020-04-09 08:56:06,656 Epoch[5] Batch [13450-13500]	Speed: 140.48 samples/sec	accuracy=0.951250
2020-04-09 08:56:52,572 Epoch[5] Batch [13500-13550]	Speed: 139.38 samples/sec	accuracy=0.945312
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2020-04-09 08:59:56,082 Epoch[5] Batch [13700-13750]	Speed: 140.45 samples/sec	accuracy=0.944844
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2020-04-09 09:02:13,920 Epoch[5] Batch [13850-13900]	Speed: 139.33 samples/sec	accuracy=0.948750
2020-04-09 09:02:59,623 Epoch[5] Batch [13900-13950]	Speed: 140.04 samples/sec	accuracy=0.947500
2020-04-09 09:03:45,006 Epoch[5] Batch [13950-14000]	Speed: 141.02 samples/sec	accuracy=0.946250
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2020-04-09 09:05:17,389 Epoch[5] Batch [14050-14100]	Speed: 138.48 samples/sec	accuracy=0.950469
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2020-04-09 09:06:48,952 Epoch[5] Batch [14150-14200]	Speed: 138.73 samples/sec	accuracy=0.946406
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2020-04-09 09:08:20,606 Epoch[5] Batch [14250-14300]	Speed: 138.63 samples/sec	accuracy=0.953125
2020-04-09 09:09:05,915 Epoch[5] Batch [14300-14350]	Speed: 141.25 samples/sec	accuracy=0.949375
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2020-04-09 09:12:55,249 Epoch[5] Batch [14550-14600]	Speed: 140.55 samples/sec	accuracy=0.949219
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2020-04-09 09:14:27,519 Epoch[5] Batch [14650-14700]	Speed: 137.55 samples/sec	accuracy=0.953750
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2020-04-09 09:19:02,531 Epoch[5] Batch [14950-15000]	Speed: 140.64 samples/sec	accuracy=0.951094
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2020-04-09 09:20:34,288 Epoch[5] Batch [15050-15100]	Speed: 140.14 samples/sec	accuracy=0.952812
2020-04-09 09:21:20,170 Epoch[5] Batch [15100-15150]	Speed: 139.49 samples/sec	accuracy=0.949844
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2020-04-09 12:00:15,153 Epoch[5] Batch [26150-26200]	Speed: 175.47 samples/sec	accuracy=0.947031
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2020-04-09 12:17:14,674 Epoch[5] Batch [27550-27600]	Speed: 173.36 samples/sec	accuracy=0.948594
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2020-04-09 12:18:27,743 Epoch[5] Batch [27650-27700]	Speed: 174.92 samples/sec	accuracy=0.947344
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2020-04-09 12:20:17,178 Epoch[5] Batch [27800-27850]	Speed: 175.26 samples/sec	accuracy=0.953438
2020-04-09 12:20:53,498 Epoch[5] Batch [27850-27900]	Speed: 176.21 samples/sec	accuracy=0.951875
2020-04-09 12:21:29,965 Epoch[5] Batch [27900-27950]	Speed: 175.50 samples/sec	accuracy=0.949219
2020-04-09 12:22:06,236 Epoch[5] Batch [27950-28000]	Speed: 176.45 samples/sec	accuracy=0.946719
2020-04-09 12:22:42,581 Epoch[5] Batch [28000-28050]	Speed: 176.09 samples/sec	accuracy=0.950625
2020-04-09 12:23:19,008 Epoch[5] Batch [28050-28100]	Speed: 175.69 samples/sec	accuracy=0.948750
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2020-04-09 12:24:31,635 Epoch[5] Batch [28150-28200]	Speed: 175.76 samples/sec	accuracy=0.951250
2020-04-09 12:24:59,765 Epoch[5] Train-accuracy=0.949673
2020-04-09 12:24:59,765 Epoch[5] Time cost=24432.736
2020-04-09 12:25:00,069 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0006.params"
2020-04-09 12:58:56,395 Epoch[5] Validation-accuracy=0.974866
2020-04-09 12:59:41,157 Epoch[6] Batch [0-50]	Speed: 174.72 samples/sec	accuracy=0.957567
2020-04-09 13:00:27,212 Epoch[6] Batch [50-100]	Speed: 138.96 samples/sec	accuracy=0.953438
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2020-04-09 14:27:09,518 Epoch[6] Batch [5750-5800]	Speed: 140.87 samples/sec	accuracy=0.955469
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2020-04-09 14:30:59,417 Epoch[6] Batch [6000-6050]	Speed: 138.23 samples/sec	accuracy=0.951250
2020-04-09 14:31:45,088 Epoch[6] Batch [6050-6100]	Speed: 140.13 samples/sec	accuracy=0.952656
2020-04-09 14:32:30,980 Epoch[6] Batch [6100-6150]	Speed: 139.46 samples/sec	accuracy=0.950469
2020-04-09 14:33:16,322 Epoch[6] Batch [6150-6200]	Speed: 141.15 samples/sec	accuracy=0.950625
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2020-04-09 14:34:47,816 Epoch[6] Batch [6250-6300]	Speed: 138.43 samples/sec	accuracy=0.953906
2020-04-09 14:35:33,295 Epoch[6] Batch [6300-6350]	Speed: 140.73 samples/sec	accuracy=0.952812
2020-04-09 14:36:19,249 Epoch[6] Batch [6350-6400]	Speed: 139.27 samples/sec	accuracy=0.952969
2020-04-09 14:37:05,127 Epoch[6] Batch [6400-6450]	Speed: 139.50 samples/sec	accuracy=0.949531
2020-04-09 14:37:50,661 Epoch[6] Batch [6450-6500]	Speed: 140.55 samples/sec	accuracy=0.950000
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2020-04-09 14:39:21,832 Epoch[6] Batch [6550-6600]	Speed: 139.34 samples/sec	accuracy=0.952969
2020-04-09 14:40:07,139 Epoch[6] Batch [6600-6650]	Speed: 141.26 samples/sec	accuracy=0.947031
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2020-04-09 14:42:23,375 Epoch[6] Batch [6750-6800]	Speed: 141.09 samples/sec	accuracy=0.954531
2020-04-09 14:43:09,162 Epoch[6] Batch [6800-6850]	Speed: 139.78 samples/sec	accuracy=0.952031
2020-04-09 14:43:55,172 Epoch[6] Batch [6850-6900]	Speed: 139.10 samples/sec	accuracy=0.952812
2020-04-09 14:44:40,279 Epoch[6] Batch [6900-6950]	Speed: 141.89 samples/sec	accuracy=0.954219
2020-04-09 14:45:25,993 Epoch[6] Batch [6950-7000]	Speed: 140.00 samples/sec	accuracy=0.953125
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2020-04-09 14:46:58,222 Epoch[6] Batch [7050-7100]	Speed: 138.81 samples/sec	accuracy=0.959375
2020-04-09 14:47:43,924 Epoch[6] Batch [7100-7150]	Speed: 140.04 samples/sec	accuracy=0.950937
2020-04-09 14:48:29,434 Epoch[6] Batch [7150-7200]	Speed: 140.63 samples/sec	accuracy=0.947344
2020-04-09 14:49:15,100 Epoch[6] Batch [7200-7250]	Speed: 140.15 samples/sec	accuracy=0.951406
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2020-04-09 14:50:45,904 Epoch[6] Batch [7300-7350]	Speed: 140.67 samples/sec	accuracy=0.955781
2020-04-09 14:51:31,479 Epoch[6] Batch [7350-7400]	Speed: 140.43 samples/sec	accuracy=0.954375
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2020-04-09 14:53:02,787 Epoch[6] Batch [7450-7500]	Speed: 139.95 samples/sec	accuracy=0.951250
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2020-04-09 14:56:50,667 Epoch[6] Batch [7700-7750]	Speed: 141.14 samples/sec	accuracy=0.950469
2020-04-09 14:57:36,693 Epoch[6] Batch [7750-7800]	Speed: 139.05 samples/sec	accuracy=0.953125
2020-04-09 14:58:22,281 Epoch[6] Batch [7800-7850]	Speed: 140.39 samples/sec	accuracy=0.950469
2020-04-09 14:59:08,063 Epoch[6] Batch [7850-7900]	Speed: 139.79 samples/sec	accuracy=0.950625
2020-04-09 14:59:53,561 Epoch[6] Batch [7900-7950]	Speed: 140.67 samples/sec	accuracy=0.950156
2020-04-09 15:00:39,210 Epoch[6] Batch [7950-8000]	Speed: 140.20 samples/sec	accuracy=0.953906
2020-04-09 15:01:25,018 Epoch[6] Batch [8000-8050]	Speed: 139.71 samples/sec	accuracy=0.951406
2020-04-09 15:02:10,925 Epoch[6] Batch [8050-8100]	Speed: 139.41 samples/sec	accuracy=0.948281
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2020-04-09 15:03:42,413 Epoch[6] Batch [8150-8200]	Speed: 139.32 samples/sec	accuracy=0.954688
2020-04-09 15:04:27,938 Epoch[6] Batch [8200-8250]	Speed: 140.58 samples/sec	accuracy=0.951250
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2020-04-09 15:05:59,462 Epoch[6] Batch [8300-8350]	Speed: 140.38 samples/sec	accuracy=0.950625
2020-04-09 15:06:45,314 Epoch[6] Batch [8350-8400]	Speed: 139.58 samples/sec	accuracy=0.957500
2020-04-09 15:07:31,288 Epoch[6] Batch [8400-8450]	Speed: 139.21 samples/sec	accuracy=0.954063
2020-04-09 15:08:17,142 Epoch[6] Batch [8450-8500]	Speed: 139.57 samples/sec	accuracy=0.952344
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2020-04-09 15:09:48,944 Epoch[6] Batch [8550-8600]	Speed: 139.04 samples/sec	accuracy=0.950000
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2020-04-09 15:11:20,216 Epoch[6] Batch [8650-8700]	Speed: 140.17 samples/sec	accuracy=0.953906
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2020-04-09 15:13:36,685 Epoch[6] Batch [8800-8850]	Speed: 141.24 samples/sec	accuracy=0.957969
2020-04-09 15:14:22,668 Epoch[6] Batch [8850-8900]	Speed: 139.18 samples/sec	accuracy=0.952969
2020-04-09 15:15:08,341 Epoch[6] Batch [8900-8950]	Speed: 140.13 samples/sec	accuracy=0.954219
2020-04-09 15:15:53,768 Epoch[6] Batch [8950-9000]	Speed: 140.89 samples/sec	accuracy=0.951875
2020-04-09 15:16:38,891 Epoch[6] Batch [9000-9050]	Speed: 141.84 samples/sec	accuracy=0.952187
2020-04-09 15:17:24,603 Epoch[6] Batch [9050-9100]	Speed: 140.01 samples/sec	accuracy=0.955313
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2020-04-09 15:21:58,412 Epoch[6] Batch [9350-9400]	Speed: 139.45 samples/sec	accuracy=0.948438
2020-04-09 15:22:43,668 Epoch[6] Batch [9400-9450]	Speed: 141.42 samples/sec	accuracy=0.953125
2020-04-09 15:23:28,841 Epoch[6] Batch [9450-9500]	Speed: 141.68 samples/sec	accuracy=0.952812
2020-04-09 15:24:14,460 Epoch[6] Batch [9500-9550]	Speed: 140.29 samples/sec	accuracy=0.950469
2020-04-09 15:24:59,816 Epoch[6] Batch [9550-9600]	Speed: 141.11 samples/sec	accuracy=0.952812
2020-04-09 15:25:45,118 Epoch[6] Batch [9600-9650]	Speed: 141.28 samples/sec	accuracy=0.950625
2020-04-09 15:26:31,309 Epoch[6] Batch [9650-9700]	Speed: 138.56 samples/sec	accuracy=0.954375
2020-04-09 15:27:17,096 Epoch[6] Batch [9700-9750]	Speed: 139.78 samples/sec	accuracy=0.950313
2020-04-09 15:28:03,209 Epoch[6] Batch [9750-9800]	Speed: 138.79 samples/sec	accuracy=0.950000
2020-04-09 15:28:49,031 Epoch[6] Batch [9800-9850]	Speed: 139.67 samples/sec	accuracy=0.952187
2020-04-09 15:29:34,483 Epoch[6] Batch [9850-9900]	Speed: 140.81 samples/sec	accuracy=0.950937
2020-04-09 15:30:19,951 Epoch[6] Batch [9900-9950]	Speed: 140.76 samples/sec	accuracy=0.951250
2020-04-09 15:31:05,590 Epoch[6] Batch [9950-10000]	Speed: 140.23 samples/sec	accuracy=0.950781
2020-04-09 15:31:50,677 Epoch[6] Batch [10000-10050]	Speed: 141.95 samples/sec	accuracy=0.952344
2020-04-09 15:32:36,111 Epoch[6] Batch [10050-10100]	Speed: 140.87 samples/sec	accuracy=0.953750
2020-04-09 15:33:21,242 Epoch[6] Batch [10100-10150]	Speed: 141.81 samples/sec	accuracy=0.954063
2020-04-09 15:34:06,631 Epoch[6] Batch [10150-10200]	Speed: 141.00 samples/sec	accuracy=0.954844
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2020-04-09 15:36:23,485 Epoch[6] Batch [10300-10350]	Speed: 140.24 samples/sec	accuracy=0.949531
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2020-04-09 15:38:40,078 Epoch[6] Batch [10450-10500]	Speed: 140.66 samples/sec	accuracy=0.951719
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2020-04-09 15:44:45,923 Epoch[6] Batch [10850-10900]	Speed: 140.12 samples/sec	accuracy=0.951406
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2020-04-09 15:55:25,561 Epoch[6] Batch [11550-11600]	Speed: 140.96 samples/sec	accuracy=0.951719
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2020-04-09 15:56:56,895 Epoch[6] Batch [11650-11700]	Speed: 140.21 samples/sec	accuracy=0.950156
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2020-04-09 15:58:27,747 Epoch[6] Batch [11750-11800]	Speed: 140.52 samples/sec	accuracy=0.955781
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2020-04-09 16:05:19,950 Epoch[6] Batch [12200-12250]	Speed: 138.73 samples/sec	accuracy=0.950937
2020-04-09 16:06:04,690 Epoch[6] Batch [12250-12300]	Speed: 143.05 samples/sec	accuracy=0.947187
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2020-04-09 16:07:35,960 Epoch[6] Batch [12350-12400]	Speed: 139.28 samples/sec	accuracy=0.950781
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2020-04-09 17:19:50,564 Epoch[6] Batch [17100-17150]	Speed: 140.80 samples/sec	accuracy=0.952969
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2020-04-09 17:22:08,075 Epoch[6] Batch [17250-17300]	Speed: 138.33 samples/sec	accuracy=0.952344
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2020-04-09 17:29:30,721 Epoch[6] Batch [17850-17900]	Speed: 174.23 samples/sec	accuracy=0.955625
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2020-04-09 17:33:44,922 Epoch[6] Batch [18200-18250]	Speed: 174.80 samples/sec	accuracy=0.952187
2020-04-09 17:34:21,381 Epoch[6] Batch [18250-18300]	Speed: 175.54 samples/sec	accuracy=0.951406
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2020-04-09 17:37:23,751 Epoch[6] Batch [18500-18550]	Speed: 176.42 samples/sec	accuracy=0.950000
2020-04-09 17:37:59,733 Epoch[6] Batch [18550-18600]	Speed: 177.87 samples/sec	accuracy=0.953594
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2020-04-09 17:40:24,832 Epoch[6] Batch [18750-18800]	Speed: 176.67 samples/sec	accuracy=0.953125
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2020-04-09 19:39:43,463 Epoch[6] Batch [27400-27450]	Speed: 139.24 samples/sec	accuracy=0.950781
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2020-04-09 19:41:59,711 Epoch[6] Batch [27550-27600]	Speed: 140.64 samples/sec	accuracy=0.948438
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2020-04-09 19:45:48,281 Epoch[6] Batch [27800-27850]	Speed: 140.14 samples/sec	accuracy=0.952812
2020-04-09 19:46:33,548 Epoch[6] Batch [27850-27900]	Speed: 141.38 samples/sec	accuracy=0.955156
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2020-04-09 19:48:04,723 Epoch[6] Batch [27950-28000]	Speed: 139.87 samples/sec	accuracy=0.954844
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2020-04-09 19:51:07,298 Epoch[6] Batch [28150-28200]	Speed: 139.15 samples/sec	accuracy=0.953594
2020-04-09 19:51:42,784 Epoch[6] Train-accuracy=0.952573
2020-04-09 19:51:42,784 Epoch[6] Time cost=24759.321
2020-04-09 19:51:43,244 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0007.params"
2020-04-09 20:29:36,627 Epoch[6] Validation-accuracy=0.976652
2020-04-09 20:30:30,588 Epoch[7] Batch [0-50]	Speed: 140.40 samples/sec	accuracy=0.954044
2020-04-09 20:31:16,067 Epoch[7] Batch [50-100]	Speed: 140.72 samples/sec	accuracy=0.958594
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2020-04-09 20:33:33,020 Epoch[7] Batch [200-250]	Speed: 139.74 samples/sec	accuracy=0.956406
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2020-04-10 03:12:07,813 Epoch[7] Batch [27800-27850]	Speed: 140.12 samples/sec	accuracy=0.953906
2020-04-10 03:12:53,424 Epoch[7] Batch [27850-27900]	Speed: 140.32 samples/sec	accuracy=0.955781
2020-04-10 03:13:38,655 Epoch[7] Batch [27900-27950]	Speed: 141.50 samples/sec	accuracy=0.955313
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2020-04-10 03:16:41,789 Epoch[7] Batch [28100-28150]	Speed: 140.17 samples/sec	accuracy=0.955937
2020-04-10 03:17:27,503 Epoch[7] Batch [28150-28200]	Speed: 140.00 samples/sec	accuracy=0.957031
2020-04-10 03:18:02,912 Epoch[7] Train-accuracy=0.955094
2020-04-10 03:18:02,912 Epoch[7] Time cost=24499.146
2020-04-10 03:18:03,313 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0008.params"
2020-04-10 03:55:50,126 Epoch[7] Validation-accuracy=0.977058
2020-04-10 03:56:44,299 Epoch[8] Batch [0-50]	Speed: 140.29 samples/sec	accuracy=0.955882
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2020-04-10 04:34:44,286 Epoch[8] Batch [2500-2550]	Speed: 139.02 samples/sec	accuracy=0.958125
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2020-04-10 04:39:04,748 Epoch[8] Batch [2800-2850]	Speed: 176.77 samples/sec	accuracy=0.955469
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2020-04-10 04:41:30,282 Epoch[8] Batch [3000-3050]	Speed: 176.44 samples/sec	accuracy=0.955156
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2020-04-10 04:43:19,252 Epoch[8] Batch [3150-3200]	Speed: 177.96 samples/sec	accuracy=0.958281
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2020-04-10 04:47:34,216 Epoch[8] Batch [3500-3550]	Speed: 175.52 samples/sec	accuracy=0.959219
2020-04-10 04:48:10,605 Epoch[8] Batch [3550-3600]	Speed: 175.88 samples/sec	accuracy=0.959688
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2020-04-10 04:57:06,250 Epoch[8] Batch [4350-4400]	Speed: 200.73 samples/sec	accuracy=0.957031
2020-04-10 04:57:38,154 Epoch[8] Batch [4400-4450]	Speed: 200.60 samples/sec	accuracy=0.959844
2020-04-10 04:58:10,014 Epoch[8] Batch [4450-4500]	Speed: 200.88 samples/sec	accuracy=0.957500
2020-04-10 04:58:41,917 Epoch[8] Batch [4500-4550]	Speed: 200.61 samples/sec	accuracy=0.955000
2020-04-10 04:59:13,835 Epoch[8] Batch [4550-4600]	Speed: 200.51 samples/sec	accuracy=0.957969
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2020-04-10 05:01:20,971 Epoch[8] Batch [4750-4800]	Speed: 202.61 samples/sec	accuracy=0.958594
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2020-04-10 05:04:00,183 Epoch[8] Batch [5000-5050]	Speed: 200.84 samples/sec	accuracy=0.955313
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2020-04-10 05:07:11,139 Epoch[8] Batch [5300-5350]	Speed: 201.13 samples/sec	accuracy=0.961719
2020-04-10 05:07:42,865 Epoch[8] Batch [5350-5400]	Speed: 201.73 samples/sec	accuracy=0.959219
2020-04-10 05:08:14,617 Epoch[8] Batch [5400-5450]	Speed: 201.56 samples/sec	accuracy=0.958125
2020-04-10 05:08:47,538 Epoch[8] Batch [5450-5500]	Speed: 194.41 samples/sec	accuracy=0.958750
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2020-04-10 05:09:56,164 Epoch[8] Batch [5550-5600]	Speed: 178.99 samples/sec	accuracy=0.962344
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2020-04-10 05:11:06,749 Epoch[8] Batch [5650-5700]	Speed: 180.73 samples/sec	accuracy=0.957500
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2020-04-10 05:12:18,468 Epoch[8] Batch [5750-5800]	Speed: 177.65 samples/sec	accuracy=0.956719
2020-04-10 05:12:54,009 Epoch[8] Batch [5800-5850]	Speed: 180.08 samples/sec	accuracy=0.957812
2020-04-10 05:13:29,388 Epoch[8] Batch [5850-5900]	Speed: 180.90 samples/sec	accuracy=0.960781
2020-04-10 05:14:04,155 Epoch[8] Batch [5900-5950]	Speed: 184.08 samples/sec	accuracy=0.952031
2020-04-10 05:14:39,466 Epoch[8] Batch [5950-6000]	Speed: 181.25 samples/sec	accuracy=0.957656
2020-04-10 05:15:15,006 Epoch[8] Batch [6000-6050]	Speed: 180.08 samples/sec	accuracy=0.952031
2020-04-10 05:15:50,196 Epoch[8] Batch [6050-6100]	Speed: 181.87 samples/sec	accuracy=0.957969
2020-04-10 05:16:24,877 Epoch[8] Batch [6100-6150]	Speed: 184.54 samples/sec	accuracy=0.958906
2020-04-10 05:17:00,157 Epoch[8] Batch [6150-6200]	Speed: 181.41 samples/sec	accuracy=0.957187
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2020-04-10 05:18:10,008 Epoch[8] Batch [6250-6300]	Speed: 185.44 samples/sec	accuracy=0.952969
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2020-04-10 05:19:20,432 Epoch[8] Batch [6350-6400]	Speed: 183.37 samples/sec	accuracy=0.955313
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2020-04-10 05:26:12,744 Epoch[8] Batch [6950-7000]	Speed: 195.63 samples/sec	accuracy=0.956719
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2020-04-10 09:15:45,967 Epoch[8] Batch [27700-27750]	Speed: 192.84 samples/sec	accuracy=0.963594
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2020-04-10 09:16:52,030 Epoch[8] Batch [27800-27850]	Speed: 194.58 samples/sec	accuracy=0.956562
2020-04-10 09:17:25,299 Epoch[8] Batch [27850-27900]	Speed: 192.37 samples/sec	accuracy=0.956406
2020-04-10 09:17:58,517 Epoch[8] Batch [27900-27950]	Speed: 192.67 samples/sec	accuracy=0.955937
2020-04-10 09:18:31,519 Epoch[8] Batch [27950-28000]	Speed: 193.93 samples/sec	accuracy=0.958750
2020-04-10 09:19:05,184 Epoch[8] Batch [28000-28050]	Speed: 190.11 samples/sec	accuracy=0.958281
2020-04-10 09:19:38,437 Epoch[8] Batch [28050-28100]	Speed: 192.46 samples/sec	accuracy=0.960156
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2020-04-10 09:21:10,144 Epoch[8] Train-accuracy=0.957111
2020-04-10 09:21:10,144 Epoch[8] Time cost=19512.592
2020-04-10 09:21:10,393 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0009.params"
2020-04-10 09:54:15,613 Epoch[8] Validation-accuracy=0.978398
2020-04-10 09:54:55,892 Epoch[9] Batch [0-50]	Speed: 200.25 samples/sec	accuracy=0.963235
2020-04-10 09:55:27,841 Epoch[9] Batch [50-100]	Speed: 200.32 samples/sec	accuracy=0.960938
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2020-04-10 10:10:34,091 Epoch[9] Batch [1350-1400]	Speed: 176.28 samples/sec	accuracy=0.960313
2020-04-10 10:11:10,378 Epoch[9] Batch [1400-1450]	Speed: 176.37 samples/sec	accuracy=0.958906
2020-04-10 10:11:46,753 Epoch[9] Batch [1450-1500]	Speed: 175.95 samples/sec	accuracy=0.958438
2020-04-10 10:12:22,885 Epoch[9] Batch [1500-1550]	Speed: 177.13 samples/sec	accuracy=0.957656
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2020-04-10 10:19:35,499 Epoch[9] Batch [2050-2100]	Speed: 139.79 samples/sec	accuracy=0.957656
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2020-04-10 10:21:52,299 Epoch[9] Batch [2200-2250]	Speed: 139.36 samples/sec	accuracy=0.957344
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2020-04-10 10:27:55,244 Epoch[9] Batch [2600-2650]	Speed: 141.51 samples/sec	accuracy=0.960000
2020-04-10 10:28:40,716 Epoch[9] Batch [2650-2700]	Speed: 140.75 samples/sec	accuracy=0.965781
2020-04-10 10:29:26,349 Epoch[9] Batch [2700-2750]	Speed: 140.25 samples/sec	accuracy=0.956250
2020-04-10 10:30:12,079 Epoch[9] Batch [2750-2800]	Speed: 139.95 samples/sec	accuracy=0.959531
2020-04-10 10:30:57,547 Epoch[9] Batch [2800-2850]	Speed: 140.76 samples/sec	accuracy=0.962656
2020-04-10 10:31:43,160 Epoch[9] Batch [2850-2900]	Speed: 140.31 samples/sec	accuracy=0.959219
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2020-04-10 10:33:14,422 Epoch[9] Batch [2950-3000]	Speed: 141.04 samples/sec	accuracy=0.957812
2020-04-10 10:33:59,857 Epoch[9] Batch [3000-3050]	Speed: 140.86 samples/sec	accuracy=0.957969
2020-04-10 10:34:45,375 Epoch[9] Batch [3050-3100]	Speed: 140.61 samples/sec	accuracy=0.959219
2020-04-10 10:35:31,318 Epoch[9] Batch [3100-3150]	Speed: 139.30 samples/sec	accuracy=0.961094
2020-04-10 10:36:16,849 Epoch[9] Batch [3150-3200]	Speed: 140.56 samples/sec	accuracy=0.962344
2020-04-10 10:37:02,535 Epoch[9] Batch [3200-3250]	Speed: 140.09 samples/sec	accuracy=0.958125
2020-04-10 10:37:48,639 Epoch[9] Batch [3250-3300]	Speed: 138.82 samples/sec	accuracy=0.959688
2020-04-10 10:38:34,218 Epoch[9] Batch [3300-3350]	Speed: 140.42 samples/sec	accuracy=0.962656
2020-04-10 10:39:19,637 Epoch[9] Batch [3350-3400]	Speed: 140.91 samples/sec	accuracy=0.959531
2020-04-10 10:40:05,140 Epoch[9] Batch [3400-3450]	Speed: 140.65 samples/sec	accuracy=0.957812
2020-04-10 10:40:50,280 Epoch[9] Batch [3450-3500]	Speed: 141.78 samples/sec	accuracy=0.961406
2020-04-10 10:41:36,251 Epoch[9] Batch [3500-3550]	Speed: 139.22 samples/sec	accuracy=0.960000
2020-04-10 10:42:22,000 Epoch[9] Batch [3550-3600]	Speed: 139.89 samples/sec	accuracy=0.955313
2020-04-10 10:43:07,731 Epoch[9] Batch [3600-3650]	Speed: 139.95 samples/sec	accuracy=0.957187
2020-04-10 10:44:54,199 Using 1 threads for decoding...
2020-04-10 10:44:54,200 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-10 10:44:54,200 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
2020-04-10 10:45:04,934 Using 1 threads for decoding...
2020-04-10 10:45:04,935 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-10 10:45:04,935 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
2020-04-10 10:45:05,772 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 3e-05, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'fc', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5}
2020-04-10 10:45:05,793 Loaded model /root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0009.params
[10:45:18] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable)
2020-04-10 10:46:04,715 Epoch[9] Batch [0-50]	Speed: 156.42 samples/sec	accuracy=0.962929
2020-04-10 10:46:44,886 Epoch[9] Batch [50-100]	Speed: 159.32 samples/sec	accuracy=0.960938
2020-04-10 10:47:24,704 Epoch[9] Batch [100-150]	Speed: 160.73 samples/sec	accuracy=0.959219
2020-04-10 10:48:04,689 Epoch[9] Batch [150-200]	Speed: 160.06 samples/sec	accuracy=0.967500
2020-04-10 10:48:44,622 Epoch[9] Batch [200-250]	Speed: 160.27 samples/sec	accuracy=0.963125
2020-04-10 10:49:24,678 Epoch[9] Batch [250-300]	Speed: 159.78 samples/sec	accuracy=0.963281
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2020-04-10 10:50:44,309 Epoch[9] Batch [350-400]	Speed: 160.67 samples/sec	accuracy=0.965625
2020-04-10 10:51:24,010 Epoch[9] Batch [400-450]	Speed: 161.21 samples/sec	accuracy=0.964688
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2020-04-10 10:57:22,784 Epoch[9] Batch [850-900]	Speed: 159.92 samples/sec	accuracy=0.970313
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2020-04-10 10:59:21,950 Epoch[9] Batch [1000-1050]	Speed: 161.45 samples/sec	accuracy=0.966406
2020-04-10 11:00:01,356 Epoch[9] Batch [1050-1100]	Speed: 162.41 samples/sec	accuracy=0.967344
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2020-04-10 11:55:01,520 Epoch[9] Batch [5200-5250]	Speed: 160.17 samples/sec	accuracy=0.975781
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2020-04-10 11:56:20,918 Epoch[9] Batch [5300-5350]	Speed: 161.60 samples/sec	accuracy=0.971875
2020-04-10 11:57:00,535 Epoch[9] Batch [5350-5400]	Speed: 161.55 samples/sec	accuracy=0.973594
2020-04-10 11:57:39,995 Epoch[9] Batch [5400-5450]	Speed: 162.19 samples/sec	accuracy=0.971406
2020-04-10 11:58:19,865 Epoch[9] Batch [5450-5500]	Speed: 160.53 samples/sec	accuracy=0.969219
2020-04-10 11:58:59,445 Epoch[9] Batch [5500-5550]	Speed: 161.70 samples/sec	accuracy=0.973281
2020-04-10 11:59:39,496 Epoch[9] Batch [5550-5600]	Speed: 159.80 samples/sec	accuracy=0.971719
2020-04-10 12:00:19,619 Epoch[9] Batch [5600-5650]	Speed: 159.51 samples/sec	accuracy=0.971562
2020-04-10 12:00:59,787 Epoch[9] Batch [5650-5700]	Speed: 159.33 samples/sec	accuracy=0.970156
2020-04-10 12:01:39,423 Epoch[9] Batch [5700-5750]	Speed: 161.47 samples/sec	accuracy=0.968750
2020-04-10 12:02:19,248 Epoch[9] Batch [5750-5800]	Speed: 160.71 samples/sec	accuracy=0.968125
2020-04-10 12:02:59,219 Epoch[9] Batch [5800-5850]	Speed: 160.11 samples/sec	accuracy=0.971719
2020-04-10 12:03:39,127 Epoch[9] Batch [5850-5900]	Speed: 160.37 samples/sec	accuracy=0.970469
2020-04-10 12:04:18,897 Epoch[9] Batch [5900-5950]	Speed: 160.93 samples/sec	accuracy=0.972812
2020-04-10 12:04:59,256 Epoch[9] Batch [5950-6000]	Speed: 158.58 samples/sec	accuracy=0.975469
2020-04-10 12:05:39,134 Epoch[9] Batch [6000-6050]	Speed: 160.49 samples/sec	accuracy=0.968281
2020-04-10 12:06:18,739 Epoch[9] Batch [6050-6100]	Speed: 161.60 samples/sec	accuracy=0.971094
2020-04-10 12:06:57,858 Epoch[9] Batch [6100-6150]	Speed: 163.60 samples/sec	accuracy=0.971250
2020-04-10 12:07:37,586 Epoch[9] Batch [6150-6200]	Speed: 161.09 samples/sec	accuracy=0.972500
2020-04-10 12:08:17,385 Epoch[9] Batch [6200-6250]	Speed: 160.81 samples/sec	accuracy=0.969688
2020-04-10 12:08:57,493 Epoch[9] Batch [6250-6300]	Speed: 159.57 samples/sec	accuracy=0.971875
2020-04-10 12:09:36,862 Epoch[9] Batch [6300-6350]	Speed: 162.57 samples/sec	accuracy=0.973125
2020-04-10 12:10:17,034 Epoch[9] Batch [6350-6400]	Speed: 159.32 samples/sec	accuracy=0.968906
2020-04-10 12:10:56,651 Epoch[9] Batch [6400-6450]	Speed: 161.55 samples/sec	accuracy=0.970469
2020-04-10 12:11:36,689 Epoch[9] Batch [6450-6500]	Speed: 159.85 samples/sec	accuracy=0.968906
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2020-04-10 12:12:56,807 Epoch[9] Batch [6550-6600]	Speed: 158.43 samples/sec	accuracy=0.975625
2020-04-10 12:13:36,581 Epoch[9] Batch [6600-6650]	Speed: 160.91 samples/sec	accuracy=0.971719
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2020-04-10 12:15:36,348 Epoch[9] Batch [6750-6800]	Speed: 160.61 samples/sec	accuracy=0.972812
2020-04-10 12:16:15,962 Epoch[9] Batch [6800-6850]	Speed: 161.56 samples/sec	accuracy=0.973750
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2020-04-10 12:17:35,140 Epoch[9] Batch [6900-6950]	Speed: 160.91 samples/sec	accuracy=0.972344
2020-04-10 12:18:14,919 Epoch[9] Batch [6950-7000]	Speed: 160.89 samples/sec	accuracy=0.970625
2020-04-10 12:18:54,935 Epoch[9] Batch [7000-7050]	Speed: 159.94 samples/sec	accuracy=0.972031
2020-04-10 12:19:34,023 Epoch[9] Batch [7050-7100]	Speed: 163.73 samples/sec	accuracy=0.968437
2020-04-10 12:20:13,823 Epoch[9] Batch [7100-7150]	Speed: 160.81 samples/sec	accuracy=0.968906
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2020-04-10 12:21:33,028 Epoch[9] Batch [7200-7250]	Speed: 161.60 samples/sec	accuracy=0.971094
2020-04-10 12:22:12,781 Epoch[9] Batch [7250-7300]	Speed: 160.99 samples/sec	accuracy=0.968594
2020-04-10 12:22:52,221 Epoch[9] Batch [7300-7350]	Speed: 162.28 samples/sec	accuracy=0.971406
2020-04-10 12:23:32,119 Epoch[9] Batch [7350-7400]	Speed: 160.41 samples/sec	accuracy=0.971406
2020-04-10 12:24:12,031 Epoch[9] Batch [7400-7450]	Speed: 160.35 samples/sec	accuracy=0.969688
2020-04-10 12:24:52,055 Epoch[9] Batch [7450-7500]	Speed: 159.90 samples/sec	accuracy=0.972656
2020-04-10 12:25:31,997 Epoch[9] Batch [7500-7550]	Speed: 160.24 samples/sec	accuracy=0.968125
2020-04-10 12:26:11,733 Epoch[9] Batch [7550-7600]	Speed: 161.06 samples/sec	accuracy=0.972812
2020-04-10 12:26:51,235 Epoch[9] Batch [7600-7650]	Speed: 162.02 samples/sec	accuracy=0.972031
2020-04-10 12:27:30,906 Epoch[9] Batch [7650-7700]	Speed: 161.33 samples/sec	accuracy=0.975000
2020-04-10 12:28:10,512 Epoch[9] Batch [7700-7750]	Speed: 161.59 samples/sec	accuracy=0.972656
2020-04-10 12:28:49,879 Epoch[9] Batch [7750-7800]	Speed: 162.58 samples/sec	accuracy=0.973281
2020-04-10 12:29:29,633 Epoch[9] Batch [7800-7850]	Speed: 160.99 samples/sec	accuracy=0.972187
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2020-04-10 12:31:28,956 Epoch[9] Batch [7950-8000]	Speed: 160.06 samples/sec	accuracy=0.972656
2020-04-10 12:32:08,960 Epoch[9] Batch [8000-8050]	Speed: 159.99 samples/sec	accuracy=0.973750
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2020-04-10 12:33:28,149 Epoch[9] Batch [8100-8150]	Speed: 161.37 samples/sec	accuracy=0.973750
2020-04-10 12:34:07,746 Epoch[9] Batch [8150-8200]	Speed: 161.63 samples/sec	accuracy=0.970938
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2020-04-10 12:35:26,893 Epoch[9] Batch [8250-8300]	Speed: 161.93 samples/sec	accuracy=0.971719
2020-04-10 12:36:06,139 Epoch[9] Batch [8300-8350]	Speed: 163.07 samples/sec	accuracy=0.971406
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2020-04-10 12:37:25,291 Epoch[9] Batch [8400-8450]	Speed: 162.44 samples/sec	accuracy=0.973594
2020-04-10 12:38:05,223 Epoch[9] Batch [8450-8500]	Speed: 160.27 samples/sec	accuracy=0.969219
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2020-04-10 12:39:24,945 Epoch[9] Batch [8550-8600]	Speed: 159.37 samples/sec	accuracy=0.968750
2020-04-10 12:40:04,883 Epoch[9] Batch [8600-8650]	Speed: 160.25 samples/sec	accuracy=0.971562
2020-04-10 12:40:44,477 Epoch[9] Batch [8650-8700]	Speed: 161.64 samples/sec	accuracy=0.972187
2020-04-10 12:41:23,833 Epoch[9] Batch [8700-8750]	Speed: 162.62 samples/sec	accuracy=0.971406
2020-04-10 12:42:03,227 Epoch[9] Batch [8750-8800]	Speed: 162.46 samples/sec	accuracy=0.972812
2020-04-10 12:42:42,970 Epoch[9] Batch [8800-8850]	Speed: 161.03 samples/sec	accuracy=0.971562
2020-04-10 12:43:22,664 Epoch[9] Batch [8850-8900]	Speed: 161.24 samples/sec	accuracy=0.971719
2020-04-10 12:44:02,670 Epoch[9] Batch [8900-8950]	Speed: 159.98 samples/sec	accuracy=0.975156
2020-04-10 12:44:42,285 Epoch[9] Batch [8950-9000]	Speed: 161.55 samples/sec	accuracy=0.971719
2020-04-10 12:45:21,609 Epoch[9] Batch [9000-9050]	Speed: 162.75 samples/sec	accuracy=0.970000
2020-04-10 12:46:01,471 Epoch[9] Batch [9050-9100]	Speed: 160.56 samples/sec	accuracy=0.971406
2020-04-10 12:46:40,989 Epoch[9] Batch [9100-9150]	Speed: 161.95 samples/sec	accuracy=0.970156
2020-04-10 12:47:20,585 Epoch[9] Batch [9150-9200]	Speed: 161.63 samples/sec	accuracy=0.975000
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2020-04-10 13:00:36,585 Epoch[9] Batch [10150-10200]	Speed: 162.33 samples/sec	accuracy=0.973594
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2020-04-10 16:33:26,248 Epoch[9] Batch [27300-27350]	Speed: 162.06 samples/sec	accuracy=0.974531
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2020-04-10 16:37:24,675 Epoch[9] Batch [27600-27650]	Speed: 161.84 samples/sec	accuracy=0.972500
2020-04-10 16:38:03,951 Epoch[9] Batch [27650-27700]	Speed: 162.95 samples/sec	accuracy=0.976406
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2020-04-10 16:42:00,705 Epoch[9] Batch [27950-28000]	Speed: 161.70 samples/sec	accuracy=0.976250
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2020-04-10 16:43:20,268 Epoch[9] Batch [28050-28100]	Speed: 161.40 samples/sec	accuracy=0.973906
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2020-04-10 16:44:39,339 Epoch[9] Batch [28150-28200]	Speed: 162.14 samples/sec	accuracy=0.971719
2020-04-10 16:45:10,145 Epoch[9] Train-accuracy=0.971765
2020-04-10 16:45:10,146 Epoch[9] Time cost=21592.003
2020-04-10 16:45:10,620 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0010.params"
2020-04-10 17:20:01,198 Epoch[9] Validation-accuracy=0.984330
2020-04-10 17:20:49,621 Epoch[10] Batch [0-50]	Speed: 159.59 samples/sec	accuracy=0.973958
2020-04-10 17:21:29,803 Epoch[10] Batch [50-100]	Speed: 159.28 samples/sec	accuracy=0.972812
2020-04-10 17:22:09,788 Epoch[10] Batch [100-150]	Speed: 160.06 samples/sec	accuracy=0.975313
2020-04-10 17:22:50,398 Epoch[10] Batch [150-200]	Speed: 157.60 samples/sec	accuracy=0.978125
2020-04-10 17:23:30,335 Epoch[10] Batch [200-250]	Speed: 160.25 samples/sec	accuracy=0.975469
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2020-04-10 17:25:30,276 Epoch[10] Batch [350-400]	Speed: 158.77 samples/sec	accuracy=0.977812
2020-04-10 17:26:09,692 Epoch[10] Batch [400-450]	Speed: 162.37 samples/sec	accuracy=0.974531
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2020-04-10 17:50:37,381 Epoch[10] Batch [2250-2300]	Speed: 160.42 samples/sec	accuracy=0.969531
2020-04-10 17:51:16,956 Epoch[10] Batch [2300-2350]	Speed: 161.72 samples/sec	accuracy=0.970938
2020-04-10 17:51:56,450 Epoch[10] Batch [2350-2400]	Speed: 162.05 samples/sec	accuracy=0.977031
2020-04-10 17:52:35,958 Epoch[10] Batch [2400-2450]	Speed: 161.99 samples/sec	accuracy=0.977812
2020-04-10 17:53:15,582 Epoch[10] Batch [2450-2500]	Speed: 161.52 samples/sec	accuracy=0.974688
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2020-04-10 17:54:34,568 Epoch[10] Batch [2550-2600]	Speed: 161.51 samples/sec	accuracy=0.973594
2020-04-10 17:55:14,388 Epoch[10] Batch [2600-2650]	Speed: 160.72 samples/sec	accuracy=0.972344
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2020-04-10 17:56:33,966 Epoch[10] Batch [2700-2750]	Speed: 161.05 samples/sec	accuracy=0.976562
2020-04-10 17:57:13,280 Epoch[10] Batch [2750-2800]	Speed: 162.79 samples/sec	accuracy=0.971719
2020-04-10 17:57:52,927 Epoch[10] Batch [2800-2850]	Speed: 161.42 samples/sec	accuracy=0.975313
2020-04-10 17:58:32,306 Epoch[10] Batch [2850-2900]	Speed: 162.53 samples/sec	accuracy=0.973437
2020-04-10 17:59:11,191 Epoch[10] Batch [2900-2950]	Speed: 164.59 samples/sec	accuracy=0.976875
2020-04-10 17:59:51,039 Epoch[10] Batch [2950-3000]	Speed: 160.61 samples/sec	accuracy=0.973594
2020-04-10 18:00:30,852 Epoch[10] Batch [3000-3050]	Speed: 160.75 samples/sec	accuracy=0.976094
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2020-04-10 18:01:49,723 Epoch[10] Batch [3100-3150]	Speed: 162.17 samples/sec	accuracy=0.975938
2020-04-10 18:02:29,276 Epoch[10] Batch [3150-3200]	Speed: 161.81 samples/sec	accuracy=0.975938
2020-04-10 18:03:09,013 Epoch[10] Batch [3200-3250]	Speed: 161.06 samples/sec	accuracy=0.973750
2020-04-10 18:03:48,114 Epoch[10] Batch [3250-3300]	Speed: 163.68 samples/sec	accuracy=0.974375
2020-04-10 18:04:27,849 Epoch[10] Batch [3300-3350]	Speed: 161.07 samples/sec	accuracy=0.972187
2020-04-10 18:05:06,918 Epoch[10] Batch [3350-3400]	Speed: 163.81 samples/sec	accuracy=0.974844
2020-04-10 18:05:46,633 Epoch[10] Batch [3400-3450]	Speed: 161.15 samples/sec	accuracy=0.975313
2020-04-10 18:06:26,536 Epoch[10] Batch [3450-3500]	Speed: 160.39 samples/sec	accuracy=0.974063
2020-04-10 18:07:06,372 Epoch[10] Batch [3500-3550]	Speed: 160.66 samples/sec	accuracy=0.975625
2020-04-10 18:07:45,830 Epoch[10] Batch [3550-3600]	Speed: 162.20 samples/sec	accuracy=0.977344
2020-04-10 18:08:25,219 Epoch[10] Batch [3600-3650]	Speed: 162.48 samples/sec	accuracy=0.975313
2020-04-10 18:09:04,913 Epoch[10] Batch [3650-3700]	Speed: 161.24 samples/sec	accuracy=0.974531
2020-04-10 18:09:44,596 Epoch[10] Batch [3700-3750]	Speed: 161.28 samples/sec	accuracy=0.972187
2020-04-10 18:10:23,729 Epoch[10] Batch [3750-3800]	Speed: 163.54 samples/sec	accuracy=0.974219
2020-04-10 18:11:03,112 Epoch[10] Batch [3800-3850]	Speed: 162.51 samples/sec	accuracy=0.977656
2020-04-10 18:11:42,871 Epoch[10] Batch [3850-3900]	Speed: 160.97 samples/sec	accuracy=0.975938
2020-04-10 18:12:22,094 Epoch[10] Batch [3900-3950]	Speed: 163.17 samples/sec	accuracy=0.973281
2020-04-10 18:13:01,369 Epoch[10] Batch [3950-4000]	Speed: 162.95 samples/sec	accuracy=0.974844
2020-04-10 18:13:40,721 Epoch[10] Batch [4000-4050]	Speed: 162.64 samples/sec	accuracy=0.973594
2020-04-10 18:14:20,720 Epoch[10] Batch [4050-4100]	Speed: 160.00 samples/sec	accuracy=0.979688
2020-04-10 18:15:00,366 Epoch[10] Batch [4100-4150]	Speed: 161.43 samples/sec	accuracy=0.971719
2020-04-10 18:15:39,954 Epoch[10] Batch [4150-4200]	Speed: 161.66 samples/sec	accuracy=0.971875
2020-04-10 18:16:20,007 Epoch[10] Batch [4200-4250]	Speed: 159.79 samples/sec	accuracy=0.975781
2020-04-10 18:16:59,483 Epoch[10] Batch [4250-4300]	Speed: 162.13 samples/sec	accuracy=0.975000
2020-04-10 18:17:38,864 Epoch[10] Batch [4300-4350]	Speed: 162.51 samples/sec	accuracy=0.977812
2020-04-10 18:18:18,430 Epoch[10] Batch [4350-4400]	Speed: 161.76 samples/sec	accuracy=0.975938
2020-04-10 18:18:58,057 Epoch[10] Batch [4400-4450]	Speed: 161.51 samples/sec	accuracy=0.974219
2020-04-10 18:19:37,628 Epoch[10] Batch [4450-4500]	Speed: 161.74 samples/sec	accuracy=0.972969
2020-04-10 18:20:17,269 Epoch[10] Batch [4500-4550]	Speed: 161.45 samples/sec	accuracy=0.972344
2020-04-10 18:20:57,063 Epoch[10] Batch [4550-4600]	Speed: 160.83 samples/sec	accuracy=0.975938
2020-04-10 18:21:37,051 Epoch[10] Batch [4600-4650]	Speed: 160.05 samples/sec	accuracy=0.974063
2020-04-10 18:22:16,496 Epoch[10] Batch [4650-4700]	Speed: 162.25 samples/sec	accuracy=0.975313
2020-04-10 18:22:56,711 Epoch[10] Batch [4700-4750]	Speed: 159.15 samples/sec	accuracy=0.974219
2020-04-10 18:23:36,867 Epoch[10] Batch [4750-4800]	Speed: 159.38 samples/sec	accuracy=0.974219
2020-04-10 18:24:16,199 Epoch[10] Batch [4800-4850]	Speed: 162.72 samples/sec	accuracy=0.972500
2020-04-10 18:24:56,326 Epoch[10] Batch [4850-4900]	Speed: 159.50 samples/sec	accuracy=0.978125
2020-04-10 18:25:36,119 Epoch[10] Batch [4900-4950]	Speed: 160.83 samples/sec	accuracy=0.975469
2020-04-10 18:26:16,215 Epoch[10] Batch [4950-5000]	Speed: 159.61 samples/sec	accuracy=0.974531
2020-04-10 18:26:55,477 Epoch[10] Batch [5000-5050]	Speed: 163.01 samples/sec	accuracy=0.975469
2020-04-10 18:27:35,109 Epoch[10] Batch [5050-5100]	Speed: 161.49 samples/sec	accuracy=0.973906
2020-04-10 18:28:14,535 Epoch[10] Batch [5100-5150]	Speed: 162.33 samples/sec	accuracy=0.974063
2020-04-10 18:28:53,977 Epoch[10] Batch [5150-5200]	Speed: 162.26 samples/sec	accuracy=0.974219
2020-04-10 18:29:33,352 Epoch[10] Batch [5200-5250]	Speed: 162.54 samples/sec	accuracy=0.975469
2020-04-10 18:30:12,849 Epoch[10] Batch [5250-5300]	Speed: 162.04 samples/sec	accuracy=0.977344
2020-04-10 18:30:52,656 Epoch[10] Batch [5300-5350]	Speed: 160.78 samples/sec	accuracy=0.973750
2020-04-10 18:31:32,096 Epoch[10] Batch [5350-5400]	Speed: 162.27 samples/sec	accuracy=0.973594
2020-04-10 18:32:12,190 Epoch[10] Batch [5400-5450]	Speed: 159.62 samples/sec	accuracy=0.972656
2020-04-10 18:32:52,294 Epoch[10] Batch [5450-5500]	Speed: 159.59 samples/sec	accuracy=0.975781
2020-04-10 18:33:32,316 Epoch[10] Batch [5500-5550]	Speed: 159.91 samples/sec	accuracy=0.977031
2020-04-10 18:34:12,050 Epoch[10] Batch [5550-5600]	Speed: 161.07 samples/sec	accuracy=0.971562
2020-04-10 18:34:51,742 Epoch[10] Batch [5600-5650]	Speed: 161.24 samples/sec	accuracy=0.969375
2020-04-10 18:35:31,450 Epoch[10] Batch [5650-5700]	Speed: 161.18 samples/sec	accuracy=0.975313
2020-04-10 18:36:11,055 Epoch[10] Batch [5700-5750]	Speed: 161.60 samples/sec	accuracy=0.976250
2020-04-10 18:36:50,840 Epoch[10] Batch [5750-5800]	Speed: 160.87 samples/sec	accuracy=0.979688
2020-04-10 18:37:30,274 Epoch[10] Batch [5800-5850]	Speed: 162.30 samples/sec	accuracy=0.975000
2020-04-10 18:38:09,869 Epoch[10] Batch [5850-5900]	Speed: 161.64 samples/sec	accuracy=0.977187
2020-04-10 18:38:49,367 Epoch[10] Batch [5900-5950]	Speed: 162.03 samples/sec	accuracy=0.979219
2020-04-10 18:39:29,215 Epoch[10] Batch [5950-6000]	Speed: 160.61 samples/sec	accuracy=0.975625
2020-04-10 18:40:08,818 Epoch[10] Batch [6000-6050]	Speed: 161.60 samples/sec	accuracy=0.973281
2020-04-10 18:40:48,436 Epoch[10] Batch [6050-6100]	Speed: 161.55 samples/sec	accuracy=0.974219
2020-04-10 18:41:27,733 Epoch[10] Batch [6100-6150]	Speed: 162.86 samples/sec	accuracy=0.975156
2020-04-10 18:42:07,559 Epoch[10] Batch [6150-6200]	Speed: 160.70 samples/sec	accuracy=0.974531
2020-04-10 18:42:47,447 Epoch[10] Batch [6200-6250]	Speed: 160.45 samples/sec	accuracy=0.974844
2020-04-10 18:43:27,184 Epoch[10] Batch [6250-6300]	Speed: 161.06 samples/sec	accuracy=0.972187
2020-04-10 18:44:06,538 Epoch[10] Batch [6300-6350]	Speed: 162.63 samples/sec	accuracy=0.974219
2020-04-10 18:44:46,342 Epoch[10] Batch [6350-6400]	Speed: 160.79 samples/sec	accuracy=0.975000
2020-04-10 18:45:25,960 Epoch[10] Batch [6400-6450]	Speed: 161.54 samples/sec	accuracy=0.976250
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2020-04-10 18:46:45,066 Epoch[10] Batch [6500-6550]	Speed: 161.79 samples/sec	accuracy=0.977500
2020-04-10 18:47:24,693 Epoch[10] Batch [6550-6600]	Speed: 161.51 samples/sec	accuracy=0.976562
2020-04-10 18:48:04,134 Epoch[10] Batch [6600-6650]	Speed: 162.27 samples/sec	accuracy=0.977344
2020-04-10 18:48:44,304 Epoch[10] Batch [6650-6700]	Speed: 159.32 samples/sec	accuracy=0.977656
2020-04-10 18:49:23,719 Epoch[10] Batch [6700-6750]	Speed: 162.38 samples/sec	accuracy=0.976406
2020-04-10 18:50:03,659 Epoch[10] Batch [6750-6800]	Speed: 160.24 samples/sec	accuracy=0.972344
2020-04-10 18:50:43,350 Epoch[10] Batch [6800-6850]	Speed: 161.25 samples/sec	accuracy=0.973281
2020-04-10 18:51:23,474 Epoch[10] Batch [6850-6900]	Speed: 159.50 samples/sec	accuracy=0.972969
2020-04-10 18:52:02,919 Epoch[10] Batch [6900-6950]	Speed: 162.25 samples/sec	accuracy=0.976719
2020-04-10 18:52:42,835 Epoch[10] Batch [6950-7000]	Speed: 160.34 samples/sec	accuracy=0.973594
2020-04-10 18:53:22,181 Epoch[10] Batch [7000-7050]	Speed: 162.66 samples/sec	accuracy=0.971094
2020-04-10 18:54:01,649 Epoch[10] Batch [7050-7100]	Speed: 162.16 samples/sec	accuracy=0.973906
2020-04-10 18:54:41,612 Epoch[10] Batch [7100-7150]	Speed: 160.15 samples/sec	accuracy=0.974844
2020-04-10 18:55:21,301 Epoch[10] Batch [7150-7200]	Speed: 161.25 samples/sec	accuracy=0.975156
2020-04-10 18:56:00,731 Epoch[10] Batch [7200-7250]	Speed: 162.31 samples/sec	accuracy=0.974219
2020-04-10 18:56:40,679 Epoch[10] Batch [7250-7300]	Speed: 160.21 samples/sec	accuracy=0.977500
2020-04-10 18:57:21,413 Epoch[10] Batch [7300-7350]	Speed: 157.12 samples/sec	accuracy=0.975469
2020-04-10 18:58:01,178 Epoch[10] Batch [7350-7400]	Speed: 160.95 samples/sec	accuracy=0.976406
2020-04-10 18:58:40,645 Epoch[10] Batch [7400-7450]	Speed: 162.16 samples/sec	accuracy=0.973437
2020-04-10 18:59:19,783 Epoch[10] Batch [7450-7500]	Speed: 163.53 samples/sec	accuracy=0.972031
2020-04-10 18:59:59,144 Epoch[10] Batch [7500-7550]	Speed: 162.60 samples/sec	accuracy=0.975938
2020-04-10 19:00:38,212 Epoch[10] Batch [7550-7600]	Speed: 163.82 samples/sec	accuracy=0.975156
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2020-04-10 19:02:36,797 Epoch[10] Batch [7700-7750]	Speed: 161.09 samples/sec	accuracy=0.970156
2020-04-10 19:03:16,438 Epoch[10] Batch [7750-7800]	Speed: 161.45 samples/sec	accuracy=0.974688
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2020-04-10 19:05:16,102 Epoch[10] Batch [7900-7950]	Speed: 159.40 samples/sec	accuracy=0.973906
2020-04-10 19:05:55,628 Epoch[10] Batch [7950-8000]	Speed: 161.92 samples/sec	accuracy=0.973594
2020-04-10 19:06:34,869 Epoch[10] Batch [8000-8050]	Speed: 163.09 samples/sec	accuracy=0.969688
2020-04-10 19:07:14,928 Epoch[10] Batch [8050-8100]	Speed: 159.77 samples/sec	accuracy=0.973750
2020-04-10 19:07:54,442 Epoch[10] Batch [8100-8150]	Speed: 161.97 samples/sec	accuracy=0.975938
2020-04-10 19:08:34,971 Epoch[10] Batch [8150-8200]	Speed: 157.91 samples/sec	accuracy=0.977187
2020-04-10 19:09:15,096 Epoch[10] Batch [8200-8250]	Speed: 159.50 samples/sec	accuracy=0.972344
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2020-04-10 19:11:13,354 Epoch[10] Batch [8350-8400]	Speed: 161.29 samples/sec	accuracy=0.974375
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2020-04-10 19:13:13,065 Epoch[10] Batch [8500-8550]	Speed: 161.73 samples/sec	accuracy=0.971875
2020-04-10 19:13:52,383 Epoch[10] Batch [8550-8600]	Speed: 162.78 samples/sec	accuracy=0.972812
2020-04-10 19:14:32,003 Epoch[10] Batch [8600-8650]	Speed: 161.53 samples/sec	accuracy=0.972656
2020-04-10 19:15:11,699 Epoch[10] Batch [8650-8700]	Speed: 161.23 samples/sec	accuracy=0.972500
2020-04-10 19:15:51,172 Epoch[10] Batch [8700-8750]	Speed: 162.14 samples/sec	accuracy=0.972969
2020-04-10 19:16:30,900 Epoch[10] Batch [8750-8800]	Speed: 161.09 samples/sec	accuracy=0.975313
2020-04-10 19:17:10,767 Epoch[10] Batch [8800-8850]	Speed: 160.53 samples/sec	accuracy=0.974844
2020-04-10 19:17:50,302 Epoch[10] Batch [8850-8900]	Speed: 161.88 samples/sec	accuracy=0.970938
2020-04-10 19:18:30,609 Epoch[10] Batch [8900-8950]	Speed: 158.78 samples/sec	accuracy=0.970313
2020-04-10 19:19:10,405 Epoch[10] Batch [8950-9000]	Speed: 160.82 samples/sec	accuracy=0.971562
2020-04-10 19:19:49,837 Epoch[10] Batch [9000-9050]	Speed: 162.31 samples/sec	accuracy=0.976875
2020-04-10 19:20:29,169 Epoch[10] Batch [9050-9100]	Speed: 162.72 samples/sec	accuracy=0.975156
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2020-04-10 19:21:47,803 Epoch[10] Batch [9150-9200]	Speed: 163.74 samples/sec	accuracy=0.976562
2020-04-10 19:22:27,424 Epoch[10] Batch [9200-9250]	Speed: 161.53 samples/sec	accuracy=0.974688
2020-04-10 19:23:07,041 Epoch[10] Batch [9250-9300]	Speed: 161.55 samples/sec	accuracy=0.972187
2020-04-10 19:23:47,039 Epoch[10] Batch [9300-9350]	Speed: 160.01 samples/sec	accuracy=0.976875
2020-04-10 19:24:26,254 Epoch[10] Batch [9350-9400]	Speed: 163.20 samples/sec	accuracy=0.974844
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2020-04-10 19:25:45,124 Epoch[10] Batch [9450-9500]	Speed: 162.23 samples/sec	accuracy=0.974063
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2020-04-10 19:27:04,835 Epoch[10] Batch [9550-9600]	Speed: 159.66 samples/sec	accuracy=0.972812
2020-04-10 19:27:44,436 Epoch[10] Batch [9600-9650]	Speed: 161.61 samples/sec	accuracy=0.974688
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2020-04-10 19:29:03,347 Epoch[10] Batch [9700-9750]	Speed: 161.74 samples/sec	accuracy=0.976250
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2020-04-10 19:34:19,962 Epoch[10] Batch [10100-10150]	Speed: 161.15 samples/sec	accuracy=0.974063
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2020-04-10 19:36:19,020 Epoch[10] Batch [10250-10300]	Speed: 161.76 samples/sec	accuracy=0.977656
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2020-04-10 23:08:14,972 Epoch[10] Batch [27300-27350]	Speed: 161.82 samples/sec	accuracy=0.973437
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2020-04-10 23:12:12,662 Epoch[10] Batch [27600-27650]	Speed: 159.16 samples/sec	accuracy=0.976406
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2020-04-10 23:14:51,577 Epoch[10] Batch [27800-27850]	Speed: 163.21 samples/sec	accuracy=0.973281
2020-04-10 23:15:30,849 Epoch[10] Batch [27850-27900]	Speed: 162.97 samples/sec	accuracy=0.976562
2020-04-10 23:16:10,797 Epoch[10] Batch [27900-27950]	Speed: 160.21 samples/sec	accuracy=0.973281
2020-04-10 23:16:50,618 Epoch[10] Batch [27950-28000]	Speed: 160.72 samples/sec	accuracy=0.971094
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2020-04-10 23:18:09,993 Epoch[10] Batch [28050-28100]	Speed: 160.99 samples/sec	accuracy=0.975469
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2020-04-10 23:19:29,020 Epoch[10] Batch [28150-28200]	Speed: 161.57 samples/sec	accuracy=0.975156
2020-04-10 23:19:59,863 Epoch[10] Train-accuracy=0.974565
2020-04-10 23:19:59,863 Epoch[10] Time cost=21591.454
2020-04-10 23:20:00,320 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0011.params"
2020-04-10 23:54:54,033 Epoch[10] Validation-accuracy=0.984740
2020-04-10 23:55:42,342 Epoch[11] Batch [0-50]	Speed: 160.87 samples/sec	accuracy=0.975031
2020-04-10 23:56:22,209 Epoch[11] Batch [50-100]	Speed: 160.54 samples/sec	accuracy=0.973594
2020-04-10 23:57:02,649 Epoch[11] Batch [100-150]	Speed: 158.26 samples/sec	accuracy=0.975000
2020-04-10 23:57:42,668 Epoch[11] Batch [150-200]	Speed: 159.93 samples/sec	accuracy=0.973125
2020-04-10 23:58:21,801 Epoch[11] Batch [200-250]	Speed: 163.55 samples/sec	accuracy=0.973906
2020-04-10 23:59:01,793 Epoch[11] Batch [250-300]	Speed: 160.03 samples/sec	accuracy=0.975469
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2020-04-11 00:00:21,019 Epoch[11] Batch [350-400]	Speed: 162.37 samples/sec	accuracy=0.973906
2020-04-11 00:01:00,572 Epoch[11] Batch [400-450]	Speed: 161.81 samples/sec	accuracy=0.976719
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2020-04-11 00:02:59,786 Epoch[11] Batch [550-600]	Speed: 162.38 samples/sec	accuracy=0.975781
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2020-04-11 00:09:36,824 Epoch[11] Batch [1050-1100]	Speed: 163.91 samples/sec	accuracy=0.977969
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2020-04-11 00:11:35,627 Epoch[11] Batch [1200-1250]	Speed: 162.15 samples/sec	accuracy=0.973594
2020-04-11 00:12:14,728 Epoch[11] Batch [1250-1300]	Speed: 163.68 samples/sec	accuracy=0.980313
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2020-04-11 00:13:33,612 Epoch[11] Batch [1350-1400]	Speed: 162.84 samples/sec	accuracy=0.975625
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2020-04-11 00:15:32,847 Epoch[11] Batch [1500-1550]	Speed: 162.31 samples/sec	accuracy=0.975938
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2020-04-11 00:17:31,205 Epoch[11] Batch [1650-1700]	Speed: 161.61 samples/sec	accuracy=0.976719
2020-04-11 00:18:10,838 Epoch[11] Batch [1700-1750]	Speed: 161.48 samples/sec	accuracy=0.978125
2020-04-11 00:18:50,302 Epoch[11] Batch [1750-1800]	Speed: 162.18 samples/sec	accuracy=0.974844
2020-04-11 00:19:29,960 Epoch[11] Batch [1800-1850]	Speed: 161.38 samples/sec	accuracy=0.976875
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2020-04-11 00:20:48,899 Epoch[11] Batch [1900-1950]	Speed: 162.20 samples/sec	accuracy=0.974688
2020-04-11 00:21:28,538 Epoch[11] Batch [1950-2000]	Speed: 161.46 samples/sec	accuracy=0.975000
2020-04-11 00:22:07,676 Epoch[11] Batch [2000-2050]	Speed: 163.52 samples/sec	accuracy=0.976719
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2020-04-11 00:23:26,785 Epoch[11] Batch [2100-2150]	Speed: 163.19 samples/sec	accuracy=0.973437
2020-04-11 00:24:06,502 Epoch[11] Batch [2150-2200]	Speed: 161.14 samples/sec	accuracy=0.974844
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2020-04-11 00:26:44,982 Epoch[11] Batch [2350-2400]	Speed: 162.51 samples/sec	accuracy=0.974375
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2020-04-11 00:29:23,486 Epoch[11] Batch [2550-2600]	Speed: 160.76 samples/sec	accuracy=0.976719
2020-04-11 00:30:03,454 Epoch[11] Batch [2600-2650]	Speed: 160.13 samples/sec	accuracy=0.975156
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2020-04-11 00:32:41,329 Epoch[11] Batch [2800-2850]	Speed: 163.02 samples/sec	accuracy=0.976562
2020-04-11 00:33:20,985 Epoch[11] Batch [2850-2900]	Speed: 161.39 samples/sec	accuracy=0.977344
2020-04-11 00:34:00,745 Epoch[11] Batch [2900-2950]	Speed: 160.97 samples/sec	accuracy=0.975313
2020-04-11 00:34:40,536 Epoch[11] Batch [2950-3000]	Speed: 160.84 samples/sec	accuracy=0.972187
2020-04-11 00:35:20,202 Epoch[11] Batch [3000-3050]	Speed: 161.35 samples/sec	accuracy=0.975625
2020-04-11 00:36:00,587 Epoch[11] Batch [3050-3100]	Speed: 158.48 samples/sec	accuracy=0.977812
2020-04-11 00:36:40,562 Epoch[11] Batch [3100-3150]	Speed: 160.10 samples/sec	accuracy=0.975781
2020-04-11 00:37:20,373 Epoch[11] Batch [3150-3200]	Speed: 160.76 samples/sec	accuracy=0.972344
2020-04-11 00:37:59,598 Epoch[11] Batch [3200-3250]	Speed: 163.16 samples/sec	accuracy=0.979531
2020-04-11 00:38:38,917 Epoch[11] Batch [3250-3300]	Speed: 162.77 samples/sec	accuracy=0.974531
2020-04-11 00:39:18,773 Epoch[11] Batch [3300-3350]	Speed: 160.58 samples/sec	accuracy=0.974219
2020-04-11 00:39:58,157 Epoch[11] Batch [3350-3400]	Speed: 162.50 samples/sec	accuracy=0.975938
2020-04-11 00:40:37,744 Epoch[11] Batch [3400-3450]	Speed: 161.67 samples/sec	accuracy=0.976094
2020-04-11 00:41:17,312 Epoch[11] Batch [3450-3500]	Speed: 161.75 samples/sec	accuracy=0.976562
2020-04-11 00:41:56,965 Epoch[11] Batch [3500-3550]	Speed: 161.40 samples/sec	accuracy=0.973594
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2020-04-11 00:43:55,979 Epoch[11] Batch [3650-3700]	Speed: 162.10 samples/sec	accuracy=0.975781
2020-04-11 00:44:35,218 Epoch[11] Batch [3700-3750]	Speed: 163.10 samples/sec	accuracy=0.974063
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2020-04-11 00:47:54,213 Epoch[11] Batch [3950-4000]	Speed: 163.18 samples/sec	accuracy=0.973281
2020-04-11 00:48:33,848 Epoch[11] Batch [4000-4050]	Speed: 161.48 samples/sec	accuracy=0.974844
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2020-04-11 00:50:32,884 Epoch[11] Batch [4150-4200]	Speed: 159.83 samples/sec	accuracy=0.979219
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2020-04-11 00:55:09,702 Epoch[11] Batch [4500-4550]	Speed: 161.70 samples/sec	accuracy=0.977187
2020-04-11 00:55:49,374 Epoch[11] Batch [4550-4600]	Speed: 161.33 samples/sec	accuracy=0.974219
2020-04-11 00:56:29,127 Epoch[11] Batch [4600-4650]	Speed: 160.99 samples/sec	accuracy=0.976562
2020-04-11 00:57:08,786 Epoch[11] Batch [4650-4700]	Speed: 161.38 samples/sec	accuracy=0.976250
2020-04-11 00:57:48,336 Epoch[11] Batch [4700-4750]	Speed: 161.82 samples/sec	accuracy=0.975000
2020-04-11 00:58:27,936 Epoch[11] Batch [4750-4800]	Speed: 161.62 samples/sec	accuracy=0.975781
2020-04-11 00:59:07,857 Epoch[11] Batch [4800-4850]	Speed: 160.32 samples/sec	accuracy=0.977500
2020-04-11 00:59:47,174 Epoch[11] Batch [4850-4900]	Speed: 162.78 samples/sec	accuracy=0.974844
2020-04-11 01:00:26,850 Epoch[11] Batch [4900-4950]	Speed: 161.31 samples/sec	accuracy=0.975938
2020-04-11 01:01:06,233 Epoch[11] Batch [4950-5000]	Speed: 162.50 samples/sec	accuracy=0.976562
2020-04-11 01:01:46,331 Epoch[11] Batch [5000-5050]	Speed: 159.61 samples/sec	accuracy=0.977031
2020-04-11 01:02:25,910 Epoch[11] Batch [5050-5100]	Speed: 161.70 samples/sec	accuracy=0.973437
2020-04-11 01:03:05,682 Epoch[11] Batch [5100-5150]	Speed: 160.92 samples/sec	accuracy=0.975313
2020-04-11 01:03:45,450 Epoch[11] Batch [5150-5200]	Speed: 160.94 samples/sec	accuracy=0.979531
2020-04-11 01:04:25,320 Epoch[11] Batch [5200-5250]	Speed: 160.52 samples/sec	accuracy=0.978125
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2020-04-11 01:14:20,777 Epoch[11] Batch [5950-6000]	Speed: 161.24 samples/sec	accuracy=0.975469
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2020-04-11 01:25:33,919 Epoch[11] Batch [6800-6850]	Speed: 162.74 samples/sec	accuracy=0.977344
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2020-04-11 01:55:19,007 Epoch[11] Batch [9050-9100]	Speed: 162.21 samples/sec	accuracy=0.977344
2020-04-11 01:55:58,507 Epoch[11] Batch [9100-9150]	Speed: 162.02 samples/sec	accuracy=0.975781
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2020-04-11 01:57:18,177 Epoch[11] Batch [9200-9250]	Speed: 160.37 samples/sec	accuracy=0.977656
2020-04-11 01:57:58,101 Epoch[11] Batch [9250-9300]	Speed: 160.30 samples/sec	accuracy=0.971250
2020-04-11 01:58:37,690 Epoch[11] Batch [9300-9350]	Speed: 161.66 samples/sec	accuracy=0.975781
2020-04-11 01:59:17,201 Epoch[11] Batch [9350-9400]	Speed: 161.98 samples/sec	accuracy=0.978125
2020-04-11 01:59:56,662 Epoch[11] Batch [9400-9450]	Speed: 162.19 samples/sec	accuracy=0.973750
2020-04-11 02:00:33,515 Epoch[11] Batch [9450-9500]	Speed: 173.67 samples/sec	accuracy=0.972187
2020-04-11 02:01:06,321 Epoch[11] Batch [9500-9550]	Speed: 195.09 samples/sec	accuracy=0.974688
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2020-04-11 02:02:11,995 Epoch[11] Batch [9600-9650]	Speed: 194.29 samples/sec	accuracy=0.972812
2020-04-11 02:02:44,770 Epoch[11] Batch [9650-9700]	Speed: 195.27 samples/sec	accuracy=0.975781
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2020-04-11 02:03:50,459 Epoch[11] Batch [9750-9800]	Speed: 195.32 samples/sec	accuracy=0.970313
2020-04-11 02:04:23,218 Epoch[11] Batch [9800-9850]	Speed: 195.37 samples/sec	accuracy=0.974688
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2020-04-11 02:06:01,499 Epoch[11] Batch [9950-10000]	Speed: 195.74 samples/sec	accuracy=0.976562
2020-04-11 02:06:34,396 Epoch[11] Batch [10000-10050]	Speed: 194.55 samples/sec	accuracy=0.978437
2020-04-11 02:07:07,025 Epoch[11] Batch [10050-10100]	Speed: 196.15 samples/sec	accuracy=0.977344
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2020-04-11 02:09:18,441 Epoch[11] Batch [10250-10300]	Speed: 193.41 samples/sec	accuracy=0.972969
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2020-04-11 02:10:23,761 Epoch[11] Batch [10350-10400]	Speed: 196.91 samples/sec	accuracy=0.976250
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2020-04-11 02:11:29,514 Epoch[11] Batch [10450-10500]	Speed: 194.20 samples/sec	accuracy=0.976562
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2020-04-11 02:12:35,213 Epoch[11] Batch [10550-10600]	Speed: 194.33 samples/sec	accuracy=0.978437
2020-04-11 02:13:07,997 Epoch[11] Batch [10600-10650]	Speed: 195.22 samples/sec	accuracy=0.974688
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2020-04-11 02:14:13,860 Epoch[11] Batch [10700-10750]	Speed: 193.68 samples/sec	accuracy=0.976562
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2020-04-11 02:15:19,404 Epoch[11] Batch [10800-10850]	Speed: 195.37 samples/sec	accuracy=0.973125
2020-04-11 02:15:52,199 Epoch[11] Batch [10850-10900]	Speed: 195.15 samples/sec	accuracy=0.975000
2020-04-11 02:16:24,844 Epoch[11] Batch [10900-10950]	Speed: 196.05 samples/sec	accuracy=0.975000
2020-04-11 02:16:57,737 Epoch[11] Batch [10950-11000]	Speed: 194.58 samples/sec	accuracy=0.974531
2020-04-11 02:17:30,460 Epoch[11] Batch [11000-11050]	Speed: 195.58 samples/sec	accuracy=0.977344
2020-04-11 02:18:03,114 Epoch[11] Batch [11050-11100]	Speed: 196.00 samples/sec	accuracy=0.972187
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2020-04-11 02:19:08,879 Epoch[11] Batch [11150-11200]	Speed: 195.02 samples/sec	accuracy=0.976094
2020-04-11 02:19:41,701 Epoch[11] Batch [11200-11250]	Speed: 194.99 samples/sec	accuracy=0.976250
2020-04-11 02:20:14,465 Epoch[11] Batch [11250-11300]	Speed: 195.34 samples/sec	accuracy=0.973906
2020-04-11 02:20:47,151 Epoch[11] Batch [11300-11350]	Speed: 195.80 samples/sec	accuracy=0.977031
2020-04-11 02:21:19,858 Epoch[11] Batch [11350-11400]	Speed: 195.68 samples/sec	accuracy=0.972656
2020-04-11 02:21:52,068 Epoch[11] Batch [11400-11450]	Speed: 198.70 samples/sec	accuracy=0.976875
2020-04-11 02:22:25,073 Epoch[11] Batch [11450-11500]	Speed: 193.91 samples/sec	accuracy=0.977031
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2020-04-11 02:23:30,428 Epoch[11] Batch [11550-11600]	Speed: 195.30 samples/sec	accuracy=0.976094
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2020-04-11 02:24:36,728 Epoch[11] Batch [11650-11700]	Speed: 192.20 samples/sec	accuracy=0.977500
2020-04-11 02:25:09,552 Epoch[11] Batch [11700-11750]	Speed: 194.98 samples/sec	accuracy=0.972969
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2020-04-11 02:26:15,060 Epoch[11] Batch [11800-11850]	Speed: 196.22 samples/sec	accuracy=0.976094
2020-04-11 02:26:47,744 Epoch[11] Batch [11850-11900]	Speed: 195.82 samples/sec	accuracy=0.976406
2020-04-11 02:27:20,467 Epoch[11] Batch [11900-11950]	Speed: 195.58 samples/sec	accuracy=0.976875
2020-04-11 02:27:53,172 Epoch[11] Batch [11950-12000]	Speed: 195.69 samples/sec	accuracy=0.975625
2020-04-11 02:28:26,103 Epoch[11] Batch [12000-12050]	Speed: 194.35 samples/sec	accuracy=0.975469
2020-04-11 02:28:59,018 Epoch[11] Batch [12050-12100]	Speed: 194.44 samples/sec	accuracy=0.973906
2020-04-11 02:29:31,810 Epoch[11] Batch [12100-12150]	Speed: 195.17 samples/sec	accuracy=0.973594
2020-04-11 02:30:04,700 Epoch[11] Batch [12150-12200]	Speed: 194.59 samples/sec	accuracy=0.978125
2020-04-11 02:30:37,552 Epoch[11] Batch [12200-12250]	Speed: 194.81 samples/sec	accuracy=0.978281
2020-04-11 02:31:10,575 Epoch[11] Batch [12250-12300]	Speed: 193.81 samples/sec	accuracy=0.977344
2020-04-11 02:31:43,386 Epoch[11] Batch [12300-12350]	Speed: 195.05 samples/sec	accuracy=0.973281
2020-04-11 02:32:16,474 Epoch[11] Batch [12350-12400]	Speed: 193.43 samples/sec	accuracy=0.977031
2020-04-11 02:32:49,100 Epoch[11] Batch [12400-12450]	Speed: 196.16 samples/sec	accuracy=0.976562
2020-04-11 02:33:25,568 Epoch[11] Batch [12450-12500]	Speed: 175.50 samples/sec	accuracy=0.975625
2020-04-11 02:34:05,317 Epoch[11] Batch [12500-12550]	Speed: 161.01 samples/sec	accuracy=0.976094
2020-04-11 02:34:45,256 Epoch[11] Batch [12550-12600]	Speed: 160.25 samples/sec	accuracy=0.974844
2020-04-11 02:35:25,122 Epoch[11] Batch [12600-12650]	Speed: 160.54 samples/sec	accuracy=0.975000
2020-04-11 02:36:05,026 Epoch[11] Batch [12650-12700]	Speed: 160.39 samples/sec	accuracy=0.974375
2020-04-11 02:36:44,814 Epoch[11] Batch [12700-12750]	Speed: 160.85 samples/sec	accuracy=0.977812
2020-04-11 02:37:24,503 Epoch[11] Batch [12750-12800]	Speed: 161.25 samples/sec	accuracy=0.977500
2020-04-11 02:38:03,997 Epoch[11] Batch [12800-12850]	Speed: 162.05 samples/sec	accuracy=0.974844
2020-04-11 02:38:43,466 Epoch[11] Batch [12850-12900]	Speed: 162.15 samples/sec	accuracy=0.977344
2020-04-11 02:39:22,675 Epoch[11] Batch [12900-12950]	Speed: 163.23 samples/sec	accuracy=0.973437
2020-04-11 02:40:02,546 Epoch[11] Batch [12950-13000]	Speed: 160.52 samples/sec	accuracy=0.978125
2020-04-11 02:40:42,163 Epoch[11] Batch [13000-13050]	Speed: 161.55 samples/sec	accuracy=0.974844
2020-04-11 02:41:21,799 Epoch[11] Batch [13050-13100]	Speed: 161.47 samples/sec	accuracy=0.975313
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2020-04-11 02:42:41,067 Epoch[11] Batch [13150-13200]	Speed: 161.22 samples/sec	accuracy=0.975313
2020-04-11 02:43:20,990 Epoch[11] Batch [13200-13250]	Speed: 160.31 samples/sec	accuracy=0.974531
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2020-04-11 02:45:19,361 Epoch[11] Batch [13350-13400]	Speed: 162.16 samples/sec	accuracy=0.977812
2020-04-11 02:45:55,541 Epoch[11] Batch [13400-13450]	Speed: 176.89 samples/sec	accuracy=0.975938
2020-04-11 02:46:28,608 Epoch[11] Batch [13450-13500]	Speed: 193.55 samples/sec	accuracy=0.973125
2020-04-11 02:47:01,856 Epoch[11] Batch [13500-13550]	Speed: 192.49 samples/sec	accuracy=0.976406
2020-04-11 02:47:34,500 Epoch[11] Batch [13550-13600]	Speed: 196.06 samples/sec	accuracy=0.977031
2020-04-11 02:48:07,170 Epoch[11] Batch [13600-13650]	Speed: 195.90 samples/sec	accuracy=0.974844
2020-04-11 02:48:39,842 Epoch[11] Batch [13650-13700]	Speed: 195.89 samples/sec	accuracy=0.976875
2020-04-11 02:49:12,617 Epoch[11] Batch [13700-13750]	Speed: 195.27 samples/sec	accuracy=0.975625
2020-04-11 02:49:45,487 Epoch[11] Batch [13750-13800]	Speed: 194.71 samples/sec	accuracy=0.974531
2020-04-11 02:50:18,179 Epoch[11] Batch [13800-13850]	Speed: 195.77 samples/sec	accuracy=0.975156
2020-04-11 02:50:50,549 Epoch[11] Batch [13850-13900]	Speed: 197.71 samples/sec	accuracy=0.975313
2020-04-11 02:51:22,759 Epoch[11] Batch [13900-13950]	Speed: 198.70 samples/sec	accuracy=0.976875
2020-04-11 02:51:54,376 Epoch[11] Batch [13950-14000]	Speed: 202.43 samples/sec	accuracy=0.977500
2020-04-11 02:52:26,924 Epoch[11] Batch [14000-14050]	Speed: 196.63 samples/sec	accuracy=0.974531
2020-04-11 02:52:59,531 Epoch[11] Batch [14050-14100]	Speed: 196.28 samples/sec	accuracy=0.973281
2020-04-11 02:53:32,641 Epoch[11] Batch [14100-14150]	Speed: 193.30 samples/sec	accuracy=0.975313
2020-04-11 02:54:05,161 Epoch[11] Batch [14150-14200]	Speed: 196.80 samples/sec	accuracy=0.978125
2020-04-11 02:54:38,250 Epoch[11] Batch [14200-14250]	Speed: 193.42 samples/sec	accuracy=0.980156
2020-04-11 02:55:10,331 Epoch[11] Batch [14250-14300]	Speed: 199.50 samples/sec	accuracy=0.978125
2020-04-11 02:55:43,457 Epoch[11] Batch [14300-14350]	Speed: 193.20 samples/sec	accuracy=0.974375
2020-04-11 02:56:16,006 Epoch[11] Batch [14350-14400]	Speed: 196.63 samples/sec	accuracy=0.975000
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2020-04-11 02:57:53,643 Epoch[11] Batch [14500-14550]	Speed: 197.83 samples/sec	accuracy=0.974063
2020-04-11 02:58:25,962 Epoch[11] Batch [14550-14600]	Speed: 198.03 samples/sec	accuracy=0.976719
2020-04-11 02:58:58,581 Epoch[11] Batch [14600-14650]	Speed: 196.20 samples/sec	accuracy=0.976562
2020-04-11 02:59:31,364 Epoch[11] Batch [14650-14700]	Speed: 195.23 samples/sec	accuracy=0.973437
2020-04-11 03:00:04,587 Epoch[11] Batch [14700-14750]	Speed: 192.63 samples/sec	accuracy=0.976562
2020-04-11 03:00:36,696 Epoch[11] Batch [14750-14800]	Speed: 199.32 samples/sec	accuracy=0.973281
2020-04-11 03:01:08,806 Epoch[11] Batch [14800-14850]	Speed: 199.32 samples/sec	accuracy=0.976562
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2020-04-11 03:08:08,924 Epoch[11] Batch [15450-15500]	Speed: 200.75 samples/sec	accuracy=0.976250
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2020-04-11 03:09:14,170 Epoch[11] Batch [15550-15600]	Speed: 199.52 samples/sec	accuracy=0.974219
2020-04-11 03:09:46,914 Epoch[11] Batch [15600-15650]	Speed: 195.46 samples/sec	accuracy=0.974219
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2020-04-11 03:11:23,867 Epoch[11] Batch [15750-15800]	Speed: 200.88 samples/sec	accuracy=0.974375
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2020-04-11 03:13:34,383 Epoch[11] Batch [15950-16000]	Speed: 195.24 samples/sec	accuracy=0.973906
2020-04-11 03:14:06,826 Epoch[11] Batch [16000-16050]	Speed: 197.27 samples/sec	accuracy=0.974063
2020-04-11 03:14:39,777 Epoch[11] Batch [16050-16100]	Speed: 194.23 samples/sec	accuracy=0.975625
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2020-04-11 03:18:02,445 Epoch[11] Batch [16350-16400]	Speed: 163.13 samples/sec	accuracy=0.978125
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2020-04-11 03:39:12,089 Epoch[11] Batch [17950-18000]	Speed: 161.73 samples/sec	accuracy=0.976719
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2020-04-11 03:40:31,537 Epoch[11] Batch [18050-18100]	Speed: 160.55 samples/sec	accuracy=0.974531
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2020-04-11 03:52:25,250 Epoch[11] Batch [18950-19000]	Speed: 161.41 samples/sec	accuracy=0.977812
2020-04-11 03:53:05,191 Epoch[11] Batch [19000-19050]	Speed: 160.24 samples/sec	accuracy=0.976562
2020-04-11 03:53:45,067 Epoch[11] Batch [19050-19100]	Speed: 160.50 samples/sec	accuracy=0.979375
2020-04-11 03:54:24,672 Epoch[11] Batch [19100-19150]	Speed: 161.60 samples/sec	accuracy=0.977187
2020-04-11 03:55:04,476 Epoch[11] Batch [19150-19200]	Speed: 160.79 samples/sec	accuracy=0.974063
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2020-04-11 03:56:24,287 Epoch[11] Batch [19250-19300]	Speed: 160.76 samples/sec	accuracy=0.976250
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2020-04-11 03:57:43,430 Epoch[11] Batch [19350-19400]	Speed: 162.08 samples/sec	accuracy=0.975000
2020-04-11 03:58:22,807 Epoch[11] Batch [19400-19450]	Speed: 162.53 samples/sec	accuracy=0.976562
2020-04-11 03:59:02,381 Epoch[11] Batch [19450-19500]	Speed: 161.72 samples/sec	accuracy=0.976562
2020-04-11 03:59:41,875 Epoch[11] Batch [19500-19550]	Speed: 162.05 samples/sec	accuracy=0.976250
2020-04-11 04:00:21,407 Epoch[11] Batch [19550-19600]	Speed: 161.89 samples/sec	accuracy=0.972031
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2020-04-11 04:01:40,317 Epoch[11] Batch [19650-19700]	Speed: 162.91 samples/sec	accuracy=0.974219
2020-04-11 04:02:19,915 Epoch[11] Batch [19700-19750]	Speed: 161.62 samples/sec	accuracy=0.977031
2020-04-11 04:03:00,237 Epoch[11] Batch [19750-19800]	Speed: 158.72 samples/sec	accuracy=0.976875
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2020-04-11 04:04:19,039 Epoch[11] Batch [19850-19900]	Speed: 162.28 samples/sec	accuracy=0.975781
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2020-04-11 04:05:38,237 Epoch[11] Batch [19950-20000]	Speed: 162.01 samples/sec	accuracy=0.978437
2020-04-11 04:06:17,587 Epoch[11] Batch [20000-20050]	Speed: 162.64 samples/sec	accuracy=0.978437
2020-04-11 04:06:57,231 Epoch[11] Batch [20050-20100]	Speed: 161.44 samples/sec	accuracy=0.978281
2020-04-11 04:07:37,305 Epoch[11] Batch [20100-20150]	Speed: 159.70 samples/sec	accuracy=0.978125
2020-04-11 04:08:17,273 Epoch[11] Batch [20150-20200]	Speed: 160.13 samples/sec	accuracy=0.976562
2020-04-11 04:08:56,575 Epoch[11] Batch [20200-20250]	Speed: 162.84 samples/sec	accuracy=0.975781
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2020-04-11 04:11:34,682 Epoch[11] Batch [20400-20450]	Speed: 163.56 samples/sec	accuracy=0.975000
2020-04-11 04:12:14,018 Epoch[11] Batch [20450-20500]	Speed: 162.70 samples/sec	accuracy=0.979062
2020-04-11 04:12:53,517 Epoch[11] Batch [20500-20550]	Speed: 162.03 samples/sec	accuracy=0.977031
2020-04-11 04:13:33,349 Epoch[11] Batch [20550-20600]	Speed: 160.67 samples/sec	accuracy=0.975156
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2020-04-11 04:16:11,481 Epoch[11] Batch [20750-20800]	Speed: 161.09 samples/sec	accuracy=0.975469
2020-04-11 04:16:50,934 Epoch[11] Batch [20800-20850]	Speed: 162.22 samples/sec	accuracy=0.974844
2020-04-11 04:17:30,727 Epoch[11] Batch [20850-20900]	Speed: 160.83 samples/sec	accuracy=0.977812
2020-04-11 04:18:10,111 Epoch[11] Batch [20900-20950]	Speed: 162.50 samples/sec	accuracy=0.975469
2020-04-11 04:18:50,020 Epoch[11] Batch [20950-21000]	Speed: 160.37 samples/sec	accuracy=0.979844
2020-04-11 04:19:29,800 Epoch[11] Batch [21000-21050]	Speed: 160.88 samples/sec	accuracy=0.975000
2020-04-11 04:20:09,609 Epoch[11] Batch [21050-21100]	Speed: 160.77 samples/sec	accuracy=0.975469
2020-04-11 04:20:49,186 Epoch[11] Batch [21100-21150]	Speed: 161.71 samples/sec	accuracy=0.973906
2020-04-11 04:21:28,896 Epoch[11] Batch [21150-21200]	Speed: 161.17 samples/sec	accuracy=0.977812
2020-04-11 04:22:08,395 Epoch[11] Batch [21200-21250]	Speed: 162.03 samples/sec	accuracy=0.977969
2020-04-11 04:22:47,747 Epoch[11] Batch [21250-21300]	Speed: 162.63 samples/sec	accuracy=0.974531
2020-04-11 04:23:27,346 Epoch[11] Batch [21300-21350]	Speed: 161.62 samples/sec	accuracy=0.976719
2020-04-11 04:24:06,901 Epoch[11] Batch [21350-21400]	Speed: 161.80 samples/sec	accuracy=0.977031
2020-04-11 04:24:46,489 Epoch[11] Batch [21400-21450]	Speed: 161.67 samples/sec	accuracy=0.975938
2020-04-11 04:25:26,158 Epoch[11] Batch [21450-21500]	Speed: 161.34 samples/sec	accuracy=0.975781
2020-04-11 04:26:05,387 Epoch[11] Batch [21500-21550]	Speed: 163.14 samples/sec	accuracy=0.975781
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2020-04-11 04:27:24,590 Epoch[11] Batch [21600-21650]	Speed: 161.17 samples/sec	accuracy=0.974844
2020-04-11 04:28:04,119 Epoch[11] Batch [21650-21700]	Speed: 161.91 samples/sec	accuracy=0.974844
2020-04-11 04:28:43,586 Epoch[11] Batch [21700-21750]	Speed: 162.16 samples/sec	accuracy=0.973437
2020-04-11 04:29:23,022 Epoch[11] Batch [21750-21800]	Speed: 162.29 samples/sec	accuracy=0.977187
2020-04-11 04:30:02,653 Epoch[11] Batch [21800-21850]	Speed: 161.49 samples/sec	accuracy=0.973594
2020-04-11 04:30:42,579 Epoch[11] Batch [21850-21900]	Speed: 160.30 samples/sec	accuracy=0.973125
2020-04-11 04:31:21,903 Epoch[11] Batch [21900-21950]	Speed: 162.75 samples/sec	accuracy=0.977031
2020-04-11 04:32:01,476 Epoch[11] Batch [21950-22000]	Speed: 161.73 samples/sec	accuracy=0.977500
2020-04-11 04:32:40,703 Epoch[11] Batch [22000-22050]	Speed: 163.15 samples/sec	accuracy=0.976562
2020-04-11 04:33:20,524 Epoch[11] Batch [22050-22100]	Speed: 160.72 samples/sec	accuracy=0.977969
2020-04-11 04:33:59,996 Epoch[11] Batch [22100-22150]	Speed: 162.14 samples/sec	accuracy=0.973906
2020-04-11 04:34:39,775 Epoch[11] Batch [22150-22200]	Speed: 160.89 samples/sec	accuracy=0.975625
2020-04-11 04:35:19,522 Epoch[11] Batch [22200-22250]	Speed: 161.02 samples/sec	accuracy=0.975781
2020-04-11 04:35:59,390 Epoch[11] Batch [22250-22300]	Speed: 160.53 samples/sec	accuracy=0.972812
2020-04-11 04:36:39,037 Epoch[11] Batch [22300-22350]	Speed: 161.43 samples/sec	accuracy=0.973594
2020-04-11 04:37:18,389 Epoch[11] Batch [22350-22400]	Speed: 162.63 samples/sec	accuracy=0.975625
2020-04-11 04:37:57,938 Epoch[11] Batch [22400-22450]	Speed: 161.82 samples/sec	accuracy=0.973437
2020-04-11 04:38:37,440 Epoch[11] Batch [22450-22500]	Speed: 162.02 samples/sec	accuracy=0.974375
2020-04-11 04:39:16,718 Epoch[11] Batch [22500-22550]	Speed: 162.94 samples/sec	accuracy=0.975313
2020-04-11 04:39:56,128 Epoch[11] Batch [22550-22600]	Speed: 162.40 samples/sec	accuracy=0.974531
2020-04-11 04:40:36,131 Epoch[11] Batch [22600-22650]	Speed: 159.99 samples/sec	accuracy=0.976875
2020-04-11 04:41:15,301 Epoch[11] Batch [22650-22700]	Speed: 163.39 samples/sec	accuracy=0.977500
2020-04-11 04:41:55,013 Epoch[11] Batch [22700-22750]	Speed: 161.16 samples/sec	accuracy=0.979375
2020-04-11 04:42:34,874 Epoch[11] Batch [22750-22800]	Speed: 160.56 samples/sec	accuracy=0.976562
2020-04-11 04:43:13,923 Epoch[11] Batch [22800-22850]	Speed: 163.90 samples/sec	accuracy=0.974375
2020-04-11 04:43:53,460 Epoch[11] Batch [22850-22900]	Speed: 161.88 samples/sec	accuracy=0.978437
2020-04-11 04:44:32,807 Epoch[11] Batch [22900-22950]	Speed: 162.66 samples/sec	accuracy=0.978281
2020-04-11 04:45:12,340 Epoch[11] Batch [22950-23000]	Speed: 161.89 samples/sec	accuracy=0.977969
2020-04-11 04:45:52,213 Epoch[11] Batch [23000-23050]	Speed: 160.51 samples/sec	accuracy=0.973906
2020-04-11 04:46:31,406 Epoch[11] Batch [23050-23100]	Speed: 163.30 samples/sec	accuracy=0.977031
2020-04-11 04:47:10,746 Epoch[11] Batch [23100-23150]	Speed: 162.69 samples/sec	accuracy=0.975313
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2020-04-11 04:48:30,026 Epoch[11] Batch [23200-23250]	Speed: 163.10 samples/sec	accuracy=0.976875
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2020-04-11 04:50:27,814 Epoch[11] Batch [23350-23400]	Speed: 163.25 samples/sec	accuracy=0.976250
2020-04-11 04:51:07,341 Epoch[11] Batch [23400-23450]	Speed: 161.91 samples/sec	accuracy=0.976250
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2020-04-11 04:52:26,220 Epoch[11] Batch [23500-23550]	Speed: 160.95 samples/sec	accuracy=0.977812
2020-04-11 04:53:05,415 Epoch[11] Batch [23550-23600]	Speed: 163.29 samples/sec	accuracy=0.973281
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2020-04-11 04:55:43,819 Epoch[11] Batch [23750-23800]	Speed: 161.34 samples/sec	accuracy=0.977812
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2020-04-11 05:00:21,347 Epoch[11] Batch [24100-24150]	Speed: 161.59 samples/sec	accuracy=0.977187
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2020-04-11 05:02:59,823 Epoch[11] Batch [24300-24350]	Speed: 160.15 samples/sec	accuracy=0.976094
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2020-04-11 05:06:17,199 Epoch[11] Batch [24550-24600]	Speed: 162.31 samples/sec	accuracy=0.977969
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2020-04-11 05:08:55,774 Epoch[11] Batch [24750-24800]	Speed: 162.32 samples/sec	accuracy=0.976562
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2020-04-11 05:10:53,930 Epoch[11] Batch [24900-24950]	Speed: 163.41 samples/sec	accuracy=0.977031
2020-04-11 05:11:33,291 Epoch[11] Batch [24950-25000]	Speed: 162.60 samples/sec	accuracy=0.976250
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2020-04-11 05:13:32,783 Epoch[11] Batch [25100-25150]	Speed: 161.31 samples/sec	accuracy=0.976719
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2020-04-11 05:31:57,559 Epoch[11] Batch [26500-26550]	Speed: 161.66 samples/sec	accuracy=0.978437
2020-04-11 05:32:36,984 Epoch[11] Batch [26550-26600]	Speed: 162.34 samples/sec	accuracy=0.975625
2020-04-11 05:33:16,205 Epoch[11] Batch [26600-26650]	Speed: 163.18 samples/sec	accuracy=0.974844
2020-04-11 05:33:55,834 Epoch[11] Batch [26650-26700]	Speed: 161.50 samples/sec	accuracy=0.974375
2020-04-11 05:34:35,020 Epoch[11] Batch [26700-26750]	Speed: 163.33 samples/sec	accuracy=0.974844
2020-04-11 05:35:14,869 Epoch[11] Batch [26750-26800]	Speed: 160.60 samples/sec	accuracy=0.974063
2020-04-11 05:35:54,232 Epoch[11] Batch [26800-26850]	Speed: 162.59 samples/sec	accuracy=0.975625
2020-04-11 05:36:33,786 Epoch[11] Batch [26850-26900]	Speed: 161.80 samples/sec	accuracy=0.977812
2020-04-11 05:37:13,208 Epoch[11] Batch [26900-26950]	Speed: 162.35 samples/sec	accuracy=0.972812
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2020-04-11 05:38:32,321 Epoch[11] Batch [27000-27050]	Speed: 161.60 samples/sec	accuracy=0.975469
2020-04-11 05:39:11,499 Epoch[11] Batch [27050-27100]	Speed: 163.36 samples/sec	accuracy=0.976562
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2020-04-11 05:40:30,057 Epoch[11] Batch [27150-27200]	Speed: 163.92 samples/sec	accuracy=0.973906
2020-04-11 05:41:09,961 Epoch[11] Batch [27200-27250]	Speed: 160.39 samples/sec	accuracy=0.978594
2020-04-11 05:41:49,362 Epoch[11] Batch [27250-27300]	Speed: 162.43 samples/sec	accuracy=0.977500
2020-04-11 05:42:28,486 Epoch[11] Batch [27300-27350]	Speed: 163.59 samples/sec	accuracy=0.977031
2020-04-11 05:43:08,112 Epoch[11] Batch [27350-27400]	Speed: 161.51 samples/sec	accuracy=0.974844
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2020-04-11 05:44:27,241 Epoch[11] Batch [27450-27500]	Speed: 161.73 samples/sec	accuracy=0.976562
2020-04-11 05:45:06,661 Epoch[11] Batch [27500-27550]	Speed: 162.36 samples/sec	accuracy=0.977344
2020-04-11 05:45:46,602 Epoch[11] Batch [27550-27600]	Speed: 160.23 samples/sec	accuracy=0.976250
2020-04-11 05:46:25,767 Epoch[11] Batch [27600-27650]	Speed: 163.41 samples/sec	accuracy=0.975781
2020-04-11 05:47:05,264 Epoch[11] Batch [27650-27700]	Speed: 162.04 samples/sec	accuracy=0.976562
2020-04-11 05:47:44,979 Epoch[11] Batch [27700-27750]	Speed: 161.15 samples/sec	accuracy=0.975781
2020-04-11 05:48:24,523 Epoch[11] Batch [27750-27800]	Speed: 161.85 samples/sec	accuracy=0.977344
2020-04-11 05:49:03,983 Epoch[11] Batch [27800-27850]	Speed: 162.19 samples/sec	accuracy=0.973906
2020-04-11 05:49:43,507 Epoch[11] Batch [27850-27900]	Speed: 161.93 samples/sec	accuracy=0.974844
2020-04-11 05:50:23,002 Epoch[11] Batch [27900-27950]	Speed: 162.05 samples/sec	accuracy=0.976875
2020-04-11 05:51:02,330 Epoch[11] Batch [27950-28000]	Speed: 162.73 samples/sec	accuracy=0.973594
2020-04-11 05:51:41,744 Epoch[11] Batch [28000-28050]	Speed: 162.38 samples/sec	accuracy=0.975313
2020-04-11 05:52:21,292 Epoch[11] Batch [28050-28100]	Speed: 161.83 samples/sec	accuracy=0.977031
2020-04-11 05:53:01,652 Epoch[11] Batch [28100-28150]	Speed: 158.57 samples/sec	accuracy=0.975313
2020-04-11 05:53:41,435 Epoch[11] Batch [28150-28200]	Speed: 160.88 samples/sec	accuracy=0.973437
2020-04-11 05:54:11,879 Epoch[11] Train-accuracy=0.975766
2020-04-11 05:54:11,879 Epoch[11] Time cost=21550.439
2020-04-11 05:54:12,285 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0012.params"
2020-04-11 06:29:06,949 Epoch[11] Validation-accuracy=0.984834
2020-04-11 06:29:55,421 Epoch[12] Batch [0-50]	Speed: 160.09 samples/sec	accuracy=0.978554
2020-04-11 06:30:35,376 Epoch[12] Batch [50-100]	Speed: 160.18 samples/sec	accuracy=0.974688
2020-04-11 06:31:15,331 Epoch[12] Batch [100-150]	Speed: 160.18 samples/sec	accuracy=0.974688
2020-04-11 06:31:54,919 Epoch[12] Batch [150-200]	Speed: 161.66 samples/sec	accuracy=0.976250
2020-04-11 06:32:34,361 Epoch[12] Batch [200-250]	Speed: 162.27 samples/sec	accuracy=0.978281
2020-04-11 06:33:14,167 Epoch[12] Batch [250-300]	Speed: 160.78 samples/sec	accuracy=0.978594
2020-04-11 06:33:53,776 Epoch[12] Batch [300-350]	Speed: 161.58 samples/sec	accuracy=0.973750
2020-04-11 06:34:34,004 Epoch[12] Batch [350-400]	Speed: 159.10 samples/sec	accuracy=0.975625
2020-04-11 06:35:13,645 Epoch[12] Batch [400-450]	Speed: 161.45 samples/sec	accuracy=0.977969
2020-04-11 06:35:53,425 Epoch[12] Batch [450-500]	Speed: 160.89 samples/sec	accuracy=0.976406
2020-04-11 06:36:33,049 Epoch[12] Batch [500-550]	Speed: 161.52 samples/sec	accuracy=0.974688
2020-04-11 06:37:12,318 Epoch[12] Batch [550-600]	Speed: 162.98 samples/sec	accuracy=0.981250
2020-04-11 06:37:52,307 Epoch[12] Batch [600-650]	Speed: 160.04 samples/sec	accuracy=0.976562
2020-04-11 06:38:31,984 Epoch[12] Batch [650-700]	Speed: 161.30 samples/sec	accuracy=0.978594
2020-04-11 06:39:11,578 Epoch[12] Batch [700-750]	Speed: 161.64 samples/sec	accuracy=0.977500
2020-04-11 06:39:50,755 Epoch[12] Batch [750-800]	Speed: 163.36 samples/sec	accuracy=0.977344
2020-04-11 06:40:30,499 Epoch[12] Batch [800-850]	Speed: 161.03 samples/sec	accuracy=0.973437
2020-04-11 06:41:09,886 Epoch[12] Batch [850-900]	Speed: 162.49 samples/sec	accuracy=0.975000
2020-04-11 06:41:49,249 Epoch[12] Batch [900-950]	Speed: 162.59 samples/sec	accuracy=0.977500
2020-04-11 06:42:29,306 Epoch[12] Batch [950-1000]	Speed: 159.77 samples/sec	accuracy=0.975000
2020-04-11 06:43:09,008 Epoch[12] Batch [1000-1050]	Speed: 161.20 samples/sec	accuracy=0.977031
2020-04-11 06:43:48,475 Epoch[12] Batch [1050-1100]	Speed: 162.16 samples/sec	accuracy=0.979688
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2020-04-11 06:45:46,365 Epoch[12] Batch [1200-1250]	Speed: 163.57 samples/sec	accuracy=0.982656
2020-04-11 06:46:25,774 Epoch[12] Batch [1250-1300]	Speed: 162.40 samples/sec	accuracy=0.976406
2020-04-11 06:47:05,472 Epoch[12] Batch [1300-1350]	Speed: 161.22 samples/sec	accuracy=0.974063
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2020-04-11 06:48:24,386 Epoch[12] Batch [1400-1450]	Speed: 161.39 samples/sec	accuracy=0.977031
2020-04-11 06:49:03,736 Epoch[12] Batch [1450-1500]	Speed: 162.64 samples/sec	accuracy=0.976250
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2020-04-11 06:54:21,115 Epoch[12] Batch [1850-1900]	Speed: 162.16 samples/sec	accuracy=0.981250
2020-04-11 06:55:01,069 Epoch[12] Batch [1900-1950]	Speed: 160.18 samples/sec	accuracy=0.976250
2020-04-11 06:55:40,513 Epoch[12] Batch [1950-2000]	Speed: 162.26 samples/sec	accuracy=0.978750
2020-04-11 06:56:19,596 Epoch[12] Batch [2000-2050]	Speed: 163.76 samples/sec	accuracy=0.976250
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2020-04-11 06:57:38,759 Epoch[12] Batch [2100-2150]	Speed: 160.52 samples/sec	accuracy=0.976875
2020-04-11 06:58:18,301 Epoch[12] Batch [2150-2200]	Speed: 161.85 samples/sec	accuracy=0.977187
2020-04-11 06:58:57,430 Epoch[12] Batch [2200-2250]	Speed: 163.57 samples/sec	accuracy=0.975313
2020-04-11 06:59:37,100 Epoch[12] Batch [2250-2300]	Speed: 161.33 samples/sec	accuracy=0.980156
2020-04-11 07:00:16,690 Epoch[12] Batch [2300-2350]	Speed: 161.66 samples/sec	accuracy=0.976562
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2020-04-11 07:01:35,344 Epoch[12] Batch [2400-2450]	Speed: 162.50 samples/sec	accuracy=0.975781
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2020-04-11 07:03:34,503 Epoch[12] Batch [2550-2600]	Speed: 161.57 samples/sec	accuracy=0.975313
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2020-04-11 07:04:53,355 Epoch[12] Batch [2650-2700]	Speed: 162.54 samples/sec	accuracy=0.977344
2020-04-11 07:05:33,318 Epoch[12] Batch [2700-2750]	Speed: 160.15 samples/sec	accuracy=0.980781
2020-04-11 07:06:12,976 Epoch[12] Batch [2750-2800]	Speed: 161.38 samples/sec	accuracy=0.974219
2020-04-11 07:06:52,859 Epoch[12] Batch [2800-2850]	Speed: 160.47 samples/sec	accuracy=0.975625
2020-04-11 07:07:32,507 Epoch[12] Batch [2850-2900]	Speed: 161.42 samples/sec	accuracy=0.975938
2020-04-11 07:08:12,375 Epoch[12] Batch [2900-2950]	Speed: 160.53 samples/sec	accuracy=0.975156
2020-04-11 07:08:51,906 Epoch[12] Batch [2950-3000]	Speed: 161.90 samples/sec	accuracy=0.978437
2020-04-11 07:09:31,746 Epoch[12] Batch [3000-3050]	Speed: 160.65 samples/sec	accuracy=0.977500
2020-04-11 07:10:11,590 Epoch[12] Batch [3050-3100]	Speed: 160.63 samples/sec	accuracy=0.975469
2020-04-11 07:10:50,890 Epoch[12] Batch [3100-3150]	Speed: 162.85 samples/sec	accuracy=0.971406
2020-04-11 07:11:29,982 Epoch[12] Batch [3150-3200]	Speed: 163.72 samples/sec	accuracy=0.976094
2020-04-11 07:12:09,198 Epoch[12] Batch [3200-3250]	Speed: 163.20 samples/sec	accuracy=0.978125
2020-04-11 07:12:48,556 Epoch[12] Batch [3250-3300]	Speed: 162.61 samples/sec	accuracy=0.978125
2020-04-11 07:13:28,451 Epoch[12] Batch [3300-3350]	Speed: 160.42 samples/sec	accuracy=0.975625
2020-04-11 07:14:08,014 Epoch[12] Batch [3350-3400]	Speed: 161.77 samples/sec	accuracy=0.974375
2020-04-11 07:14:47,607 Epoch[12] Batch [3400-3450]	Speed: 161.64 samples/sec	accuracy=0.975156
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2020-04-11 07:16:06,063 Epoch[12] Batch [3500-3550]	Speed: 163.00 samples/sec	accuracy=0.980781
2020-04-11 07:16:45,633 Epoch[12] Batch [3550-3600]	Speed: 161.74 samples/sec	accuracy=0.977344
2020-04-11 07:17:24,623 Epoch[12] Batch [3600-3650]	Speed: 164.15 samples/sec	accuracy=0.978594
2020-04-11 07:18:03,815 Epoch[12] Batch [3650-3700]	Speed: 163.30 samples/sec	accuracy=0.977812
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2020-04-11 07:19:23,319 Epoch[12] Batch [3750-3800]	Speed: 159.93 samples/sec	accuracy=0.980313
2020-04-11 07:20:02,628 Epoch[12] Batch [3800-3850]	Speed: 162.81 samples/sec	accuracy=0.979531
2020-04-11 07:20:42,300 Epoch[12] Batch [3850-3900]	Speed: 161.32 samples/sec	accuracy=0.975000
2020-04-11 07:21:21,600 Epoch[12] Batch [3900-3950]	Speed: 162.85 samples/sec	accuracy=0.977500
2020-04-11 07:22:01,747 Epoch[12] Batch [3950-4000]	Speed: 159.41 samples/sec	accuracy=0.974688
2020-04-11 07:22:41,935 Epoch[12] Batch [4000-4050]	Speed: 159.25 samples/sec	accuracy=0.975156
2020-04-11 07:23:21,116 Epoch[12] Batch [4050-4100]	Speed: 163.34 samples/sec	accuracy=0.979531
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2020-04-11 07:25:19,660 Epoch[12] Batch [4200-4250]	Speed: 161.68 samples/sec	accuracy=0.975625
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2020-04-11 07:26:38,491 Epoch[12] Batch [4300-4350]	Speed: 162.71 samples/sec	accuracy=0.971562
2020-04-11 07:27:17,926 Epoch[12] Batch [4350-4400]	Speed: 162.29 samples/sec	accuracy=0.972969
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2020-04-11 07:28:37,460 Epoch[12] Batch [4450-4500]	Speed: 160.54 samples/sec	accuracy=0.977031
2020-04-11 07:29:16,989 Epoch[12] Batch [4500-4550]	Speed: 161.91 samples/sec	accuracy=0.980625
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2020-04-11 07:30:36,094 Epoch[12] Batch [4600-4650]	Speed: 161.97 samples/sec	accuracy=0.974531
2020-04-11 07:31:14,933 Epoch[12] Batch [4650-4700]	Speed: 164.78 samples/sec	accuracy=0.978281
2020-04-11 07:31:48,567 Epoch[12] Batch [4700-4750]	Speed: 190.29 samples/sec	accuracy=0.976406
2020-04-11 07:32:21,198 Epoch[12] Batch [4750-4800]	Speed: 196.13 samples/sec	accuracy=0.978594
2020-04-11 07:32:53,991 Epoch[12] Batch [4800-4850]	Speed: 195.17 samples/sec	accuracy=0.974219
2020-04-11 07:33:26,672 Epoch[12] Batch [4850-4900]	Speed: 195.83 samples/sec	accuracy=0.973281
2020-04-11 07:33:59,448 Epoch[12] Batch [4900-4950]	Speed: 195.27 samples/sec	accuracy=0.975469
2020-04-11 07:34:32,348 Epoch[12] Batch [4950-5000]	Speed: 194.53 samples/sec	accuracy=0.978437
2020-04-11 07:35:04,948 Epoch[12] Batch [5000-5050]	Speed: 196.32 samples/sec	accuracy=0.977344
2020-04-11 07:35:38,242 Epoch[12] Batch [5050-5100]	Speed: 192.23 samples/sec	accuracy=0.976719
2020-04-11 07:36:11,593 Epoch[12] Batch [5100-5150]	Speed: 191.90 samples/sec	accuracy=0.974375
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2020-04-11 07:41:06,259 Epoch[12] Batch [5550-5600]	Speed: 196.60 samples/sec	accuracy=0.978125
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2020-04-11 07:50:56,574 Epoch[12] Batch [6450-6500]	Speed: 193.85 samples/sec	accuracy=0.975781
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2020-04-11 07:57:30,457 Epoch[12] Batch [7050-7100]	Speed: 194.59 samples/sec	accuracy=0.976719
2020-04-11 07:58:03,257 Epoch[12] Batch [7100-7150]	Speed: 195.12 samples/sec	accuracy=0.977969
2020-04-11 07:58:36,130 Epoch[12] Batch [7150-7200]	Speed: 194.69 samples/sec	accuracy=0.979844
2020-04-11 07:59:08,883 Epoch[12] Batch [7200-7250]	Speed: 195.41 samples/sec	accuracy=0.976406
2020-04-11 07:59:41,446 Epoch[12] Batch [7250-7300]	Speed: 196.54 samples/sec	accuracy=0.977187
2020-04-11 08:00:14,181 Epoch[12] Batch [7300-7350]	Speed: 195.51 samples/sec	accuracy=0.973125
2020-04-11 08:00:46,776 Epoch[12] Batch [7350-7400]	Speed: 196.35 samples/sec	accuracy=0.978281
2020-04-11 08:01:19,465 Epoch[12] Batch [7400-7450]	Speed: 195.79 samples/sec	accuracy=0.977812
2020-04-11 08:01:52,330 Epoch[12] Batch [7450-7500]	Speed: 194.74 samples/sec	accuracy=0.976094
2020-04-11 08:02:25,005 Epoch[12] Batch [7500-7550]	Speed: 195.87 samples/sec	accuracy=0.975938
2020-04-11 08:02:57,837 Epoch[12] Batch [7550-7600]	Speed: 194.93 samples/sec	accuracy=0.975781
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2020-04-11 08:04:02,909 Epoch[12] Batch [7650-7700]	Speed: 197.61 samples/sec	accuracy=0.976250
2020-04-11 08:04:42,637 Epoch[12] Batch [7700-7750]	Speed: 161.10 samples/sec	accuracy=0.977031
2020-04-11 08:05:22,484 Epoch[12] Batch [7750-7800]	Speed: 160.61 samples/sec	accuracy=0.975313
2020-04-11 08:06:02,342 Epoch[12] Batch [7800-7850]	Speed: 160.57 samples/sec	accuracy=0.979531
2020-04-11 08:06:41,716 Epoch[12] Batch [7850-7900]	Speed: 162.54 samples/sec	accuracy=0.977969
2020-04-11 08:07:21,271 Epoch[12] Batch [7900-7950]	Speed: 161.80 samples/sec	accuracy=0.976250
2020-04-11 08:08:01,079 Epoch[12] Batch [7950-8000]	Speed: 160.77 samples/sec	accuracy=0.977031
2020-04-11 08:08:40,699 Epoch[12] Batch [8000-8050]	Speed: 161.54 samples/sec	accuracy=0.976250
2020-04-11 08:09:20,402 Epoch[12] Batch [8050-8100]	Speed: 161.20 samples/sec	accuracy=0.976719
2020-04-11 08:09:59,740 Epoch[12] Batch [8100-8150]	Speed: 162.69 samples/sec	accuracy=0.976250
2020-04-11 08:10:39,338 Epoch[12] Batch [8150-8200]	Speed: 161.63 samples/sec	accuracy=0.976250
2020-04-11 08:11:19,078 Epoch[12] Batch [8200-8250]	Speed: 161.05 samples/sec	accuracy=0.975313
2020-04-11 08:11:58,678 Epoch[12] Batch [8250-8300]	Speed: 161.62 samples/sec	accuracy=0.975000
2020-04-11 08:12:38,195 Epoch[12] Batch [8300-8350]	Speed: 161.95 samples/sec	accuracy=0.977031
2020-04-11 08:13:18,398 Epoch[12] Batch [8350-8400]	Speed: 159.19 samples/sec	accuracy=0.975469
2020-04-11 08:13:57,990 Epoch[12] Batch [8400-8450]	Speed: 161.65 samples/sec	accuracy=0.976250
2020-04-11 08:14:38,011 Epoch[12] Batch [8450-8500]	Speed: 159.92 samples/sec	accuracy=0.979375
2020-04-11 08:15:17,588 Epoch[12] Batch [8500-8550]	Speed: 161.71 samples/sec	accuracy=0.976719
2020-04-11 08:15:57,022 Epoch[12] Batch [8550-8600]	Speed: 162.30 samples/sec	accuracy=0.978750
2020-04-11 08:16:32,259 Epoch[12] Batch [8600-8650]	Speed: 181.63 samples/sec	accuracy=0.978594
2020-04-11 08:17:05,109 Epoch[12] Batch [8650-8700]	Speed: 194.83 samples/sec	accuracy=0.972500
2020-04-11 08:17:38,269 Epoch[12] Batch [8700-8750]	Speed: 193.00 samples/sec	accuracy=0.974375
2020-04-11 08:18:11,266 Epoch[12] Batch [8750-8800]	Speed: 193.96 samples/sec	accuracy=0.975313
2020-04-11 08:18:43,615 Epoch[12] Batch [8800-8850]	Speed: 197.84 samples/sec	accuracy=0.975625
2020-04-11 08:19:16,483 Epoch[12] Batch [8850-8900]	Speed: 194.72 samples/sec	accuracy=0.976719
2020-04-11 08:19:48,700 Epoch[12] Batch [8900-8950]	Speed: 198.65 samples/sec	accuracy=0.976250
2020-04-11 08:20:20,902 Epoch[12] Batch [8950-9000]	Speed: 198.75 samples/sec	accuracy=0.976094
2020-04-11 08:20:53,947 Epoch[12] Batch [9000-9050]	Speed: 193.68 samples/sec	accuracy=0.982031
2020-04-11 08:21:26,102 Epoch[12] Batch [9050-9100]	Speed: 199.03 samples/sec	accuracy=0.979844
2020-04-11 08:21:58,142 Epoch[12] Batch [9100-9150]	Speed: 199.75 samples/sec	accuracy=0.976562
2020-04-11 08:22:30,551 Epoch[12] Batch [9150-9200]	Speed: 197.48 samples/sec	accuracy=0.977500
2020-04-11 08:23:02,367 Epoch[12] Batch [9200-9250]	Speed: 201.16 samples/sec	accuracy=0.975625
2020-04-11 08:23:34,433 Epoch[12] Batch [9250-9300]	Speed: 199.59 samples/sec	accuracy=0.976094
2020-04-11 08:24:06,895 Epoch[12] Batch [9300-9350]	Speed: 197.16 samples/sec	accuracy=0.976406
2020-04-11 08:24:39,461 Epoch[12] Batch [9350-9400]	Speed: 196.53 samples/sec	accuracy=0.979531
2020-04-11 08:25:11,440 Epoch[12] Batch [9400-9450]	Speed: 200.13 samples/sec	accuracy=0.973750
2020-04-11 08:25:44,380 Epoch[12] Batch [9450-9500]	Speed: 194.30 samples/sec	accuracy=0.975781
2020-04-11 08:26:17,391 Epoch[12] Batch [9500-9550]	Speed: 193.88 samples/sec	accuracy=0.978281
2020-04-11 08:26:50,290 Epoch[12] Batch [9550-9600]	Speed: 194.53 samples/sec	accuracy=0.981719
2020-04-11 08:27:23,142 Epoch[12] Batch [9600-9650]	Speed: 194.82 samples/sec	accuracy=0.979688
2020-04-11 08:27:55,228 Epoch[12] Batch [9650-9700]	Speed: 199.47 samples/sec	accuracy=0.979844
2020-04-11 08:28:28,248 Epoch[12] Batch [9700-9750]	Speed: 193.82 samples/sec	accuracy=0.978594
2020-04-11 08:29:01,193 Epoch[12] Batch [9750-9800]	Speed: 194.26 samples/sec	accuracy=0.976875
2020-04-11 08:29:33,682 Epoch[12] Batch [9800-9850]	Speed: 196.99 samples/sec	accuracy=0.978750
2020-04-11 08:30:06,665 Epoch[12] Batch [9850-9900]	Speed: 194.04 samples/sec	accuracy=0.979219
2020-04-11 08:30:39,206 Epoch[12] Batch [9900-9950]	Speed: 196.68 samples/sec	accuracy=0.978125
2020-04-11 08:31:11,768 Epoch[12] Batch [9950-10000]	Speed: 196.55 samples/sec	accuracy=0.977344
2020-04-11 08:31:44,894 Epoch[12] Batch [10000-10050]	Speed: 193.20 samples/sec	accuracy=0.976094
2020-04-11 08:32:17,958 Epoch[12] Batch [10050-10100]	Speed: 193.57 samples/sec	accuracy=0.978437
2020-04-11 08:32:51,375 Epoch[12] Batch [10100-10150]	Speed: 191.52 samples/sec	accuracy=0.976875
2020-04-11 08:33:24,846 Epoch[12] Batch [10150-10200]	Speed: 191.21 samples/sec	accuracy=0.978594
2020-04-11 08:33:57,691 Epoch[12] Batch [10200-10250]	Speed: 194.86 samples/sec	accuracy=0.977187
2020-04-11 08:34:29,912 Epoch[12] Batch [10250-10300]	Speed: 198.63 samples/sec	accuracy=0.976562
2020-04-11 08:35:02,572 Epoch[12] Batch [10300-10350]	Speed: 195.96 samples/sec	accuracy=0.977344
2020-04-11 08:35:34,830 Epoch[12] Batch [10350-10400]	Speed: 198.40 samples/sec	accuracy=0.977187
2020-04-11 08:36:06,945 Epoch[12] Batch [10400-10450]	Speed: 199.28 samples/sec	accuracy=0.976094
2020-04-11 08:36:39,035 Epoch[12] Batch [10450-10500]	Speed: 199.45 samples/sec	accuracy=0.976406
2020-04-11 08:37:12,220 Epoch[12] Batch [10500-10550]	Speed: 192.86 samples/sec	accuracy=0.976562
2020-04-11 08:37:44,890 Epoch[12] Batch [10550-10600]	Speed: 195.89 samples/sec	accuracy=0.979219
2020-04-11 08:38:17,467 Epoch[12] Batch [10600-10650]	Speed: 196.46 samples/sec	accuracy=0.977344
2020-04-11 08:38:50,084 Epoch[12] Batch [10650-10700]	Speed: 196.22 samples/sec	accuracy=0.971875
2020-04-11 08:39:22,306 Epoch[12] Batch [10700-10750]	Speed: 198.62 samples/sec	accuracy=0.976094
2020-04-11 08:39:55,229 Epoch[12] Batch [10750-10800]	Speed: 194.39 samples/sec	accuracy=0.977031
2020-04-11 08:40:28,005 Epoch[12] Batch [10800-10850]	Speed: 195.27 samples/sec	accuracy=0.975000
2020-04-11 08:41:00,699 Epoch[12] Batch [10850-10900]	Speed: 195.76 samples/sec	accuracy=0.976094
2020-04-11 08:41:33,894 Epoch[12] Batch [10900-10950]	Speed: 192.80 samples/sec	accuracy=0.973906
2020-04-11 08:42:06,709 Epoch[12] Batch [10950-11000]	Speed: 195.04 samples/sec	accuracy=0.978594
2020-04-11 08:42:38,966 Epoch[12] Batch [11000-11050]	Speed: 198.40 samples/sec	accuracy=0.977031
2020-04-11 08:43:12,078 Epoch[12] Batch [11050-11100]	Speed: 193.29 samples/sec	accuracy=0.977812
2020-04-11 08:43:45,473 Epoch[12] Batch [11100-11150]	Speed: 191.65 samples/sec	accuracy=0.977812
2020-04-11 08:44:18,778 Epoch[12] Batch [11150-11200]	Speed: 192.16 samples/sec	accuracy=0.974688
2020-04-11 08:44:51,862 Epoch[12] Batch [11200-11250]	Speed: 193.45 samples/sec	accuracy=0.975000
2020-04-11 08:45:24,520 Epoch[12] Batch [11250-11300]	Speed: 195.97 samples/sec	accuracy=0.973750
2020-04-11 08:45:57,233 Epoch[12] Batch [11300-11350]	Speed: 195.64 samples/sec	accuracy=0.975000
2020-04-11 08:46:30,343 Epoch[12] Batch [11350-11400]	Speed: 193.29 samples/sec	accuracy=0.976094
2020-04-11 08:47:02,603 Epoch[12] Batch [11400-11450]	Speed: 198.39 samples/sec	accuracy=0.974063
2020-04-11 08:47:34,653 Epoch[12] Batch [11450-11500]	Speed: 199.69 samples/sec	accuracy=0.977344
2020-04-11 08:48:06,610 Epoch[12] Batch [11500-11550]	Speed: 200.27 samples/sec	accuracy=0.977812
2020-04-11 08:48:45,135 Epoch[12] Batch [11550-11600]	Speed: 166.13 samples/sec	accuracy=0.976719
2020-04-11 08:49:24,403 Epoch[12] Batch [11600-11650]	Speed: 162.99 samples/sec	accuracy=0.976719
2020-04-11 08:50:04,504 Epoch[12] Batch [11650-11700]	Speed: 159.60 samples/sec	accuracy=0.975938
2020-04-11 08:50:44,706 Epoch[12] Batch [11700-11750]	Speed: 159.20 samples/sec	accuracy=0.979688
2020-04-11 08:51:24,323 Epoch[12] Batch [11750-11800]	Speed: 161.55 samples/sec	accuracy=0.976250
2020-04-11 08:52:03,721 Epoch[12] Batch [11800-11850]	Speed: 162.45 samples/sec	accuracy=0.977031
2020-04-11 08:52:44,270 Epoch[12] Batch [11850-11900]	Speed: 157.84 samples/sec	accuracy=0.975469
2020-04-11 08:53:24,011 Epoch[12] Batch [11900-11950]	Speed: 161.04 samples/sec	accuracy=0.979688
2020-04-11 08:54:03,679 Epoch[12] Batch [11950-12000]	Speed: 161.34 samples/sec	accuracy=0.975938
2020-04-11 08:54:43,616 Epoch[12] Batch [12000-12050]	Speed: 160.25 samples/sec	accuracy=0.975156
2020-04-11 08:55:23,072 Epoch[12] Batch [12050-12100]	Speed: 162.21 samples/sec	accuracy=0.977344
2020-04-11 08:56:02,395 Epoch[12] Batch [12100-12150]	Speed: 162.76 samples/sec	accuracy=0.976250
2020-04-11 08:56:42,263 Epoch[12] Batch [12150-12200]	Speed: 160.53 samples/sec	accuracy=0.973906
2020-04-11 08:57:21,733 Epoch[12] Batch [12200-12250]	Speed: 162.15 samples/sec	accuracy=0.973437
2020-04-11 08:58:01,168 Epoch[12] Batch [12250-12300]	Speed: 162.29 samples/sec	accuracy=0.978594
2020-04-11 08:58:40,695 Epoch[12] Batch [12300-12350]	Speed: 161.92 samples/sec	accuracy=0.974063
2020-04-11 08:59:20,449 Epoch[12] Batch [12350-12400]	Speed: 160.99 samples/sec	accuracy=0.978906
2020-04-11 09:00:00,220 Epoch[12] Batch [12400-12450]	Speed: 160.92 samples/sec	accuracy=0.976875
2020-04-11 09:00:39,593 Epoch[12] Batch [12450-12500]	Speed: 162.55 samples/sec	accuracy=0.976875
2020-04-11 09:01:19,174 Epoch[12] Batch [12500-12550]	Speed: 161.69 samples/sec	accuracy=0.977500
2020-04-11 09:01:58,937 Epoch[12] Batch [12550-12600]	Speed: 160.96 samples/sec	accuracy=0.978281
2020-04-11 09:02:38,013 Epoch[12] Batch [12600-12650]	Speed: 163.78 samples/sec	accuracy=0.972969
2020-04-11 09:03:17,224 Epoch[12] Batch [12650-12700]	Speed: 163.22 samples/sec	accuracy=0.975781
2020-04-11 09:03:56,421 Epoch[12] Batch [12700-12750]	Speed: 163.28 samples/sec	accuracy=0.973437
2020-04-11 09:04:35,490 Epoch[12] Batch [12750-12800]	Speed: 163.81 samples/sec	accuracy=0.976875
2020-04-11 09:05:14,936 Epoch[12] Batch [12800-12850]	Speed: 162.25 samples/sec	accuracy=0.975000
2020-04-11 09:05:54,502 Epoch[12] Batch [12850-12900]	Speed: 161.76 samples/sec	accuracy=0.973906
2020-04-11 09:06:34,201 Epoch[12] Batch [12900-12950]	Speed: 161.21 samples/sec	accuracy=0.976250
2020-04-11 09:07:13,434 Epoch[12] Batch [12950-13000]	Speed: 163.13 samples/sec	accuracy=0.973906
2020-04-11 09:07:53,573 Epoch[12] Batch [13000-13050]	Speed: 159.45 samples/sec	accuracy=0.973906
2020-04-11 09:08:33,054 Epoch[12] Batch [13050-13100]	Speed: 162.11 samples/sec	accuracy=0.976719
2020-04-11 09:09:12,665 Epoch[12] Batch [13100-13150]	Speed: 161.57 samples/sec	accuracy=0.977812
2020-04-11 09:09:52,150 Epoch[12] Batch [13150-13200]	Speed: 162.09 samples/sec	accuracy=0.972969
2020-04-11 09:10:31,501 Epoch[12] Batch [13200-13250]	Speed: 162.64 samples/sec	accuracy=0.978906
2020-04-11 09:11:10,926 Epoch[12] Batch [13250-13300]	Speed: 162.34 samples/sec	accuracy=0.978906
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2020-04-11 09:12:29,986 Epoch[12] Batch [13350-13400]	Speed: 160.93 samples/sec	accuracy=0.976406
2020-04-11 09:13:09,081 Epoch[12] Batch [13400-13450]	Speed: 163.70 samples/sec	accuracy=0.975000
2020-04-11 09:13:49,116 Epoch[12] Batch [13450-13500]	Speed: 159.86 samples/sec	accuracy=0.975938
2020-04-11 09:14:28,422 Epoch[12] Batch [13500-13550]	Speed: 162.83 samples/sec	accuracy=0.976719
2020-04-11 09:15:07,403 Epoch[12] Batch [13550-13600]	Speed: 164.18 samples/sec	accuracy=0.978281
2020-04-11 09:15:46,774 Epoch[12] Batch [13600-13650]	Speed: 162.56 samples/sec	accuracy=0.978906
2020-04-11 09:16:26,831 Epoch[12] Batch [13650-13700]	Speed: 159.77 samples/sec	accuracy=0.975625
2020-04-11 09:17:06,103 Epoch[12] Batch [13700-13750]	Speed: 162.97 samples/sec	accuracy=0.975000
2020-04-11 09:17:45,923 Epoch[12] Batch [13750-13800]	Speed: 160.72 samples/sec	accuracy=0.975938
2020-04-11 09:18:25,551 Epoch[12] Batch [13800-13850]	Speed: 161.50 samples/sec	accuracy=0.974688
2020-04-11 09:19:05,362 Epoch[12] Batch [13850-13900]	Speed: 160.76 samples/sec	accuracy=0.979375
2020-04-11 09:19:44,978 Epoch[12] Batch [13900-13950]	Speed: 161.55 samples/sec	accuracy=0.975469
2020-04-11 09:20:24,311 Epoch[12] Batch [13950-14000]	Speed: 162.71 samples/sec	accuracy=0.974688
2020-04-11 09:21:04,075 Epoch[12] Batch [14000-14050]	Speed: 160.95 samples/sec	accuracy=0.980313
2020-04-11 09:21:44,106 Epoch[12] Batch [14050-14100]	Speed: 159.88 samples/sec	accuracy=0.979219
2020-04-11 09:22:23,994 Epoch[12] Batch [14100-14150]	Speed: 160.45 samples/sec	accuracy=0.976406
2020-04-11 09:23:03,966 Epoch[12] Batch [14150-14200]	Speed: 160.11 samples/sec	accuracy=0.977812
2020-04-11 09:23:43,723 Epoch[12] Batch [14200-14250]	Speed: 160.98 samples/sec	accuracy=0.977031
2020-04-11 09:24:23,043 Epoch[12] Batch [14250-14300]	Speed: 162.77 samples/sec	accuracy=0.975625
2020-04-11 09:25:02,149 Epoch[12] Batch [14300-14350]	Speed: 163.66 samples/sec	accuracy=0.977031
2020-04-11 09:25:41,791 Epoch[12] Batch [14350-14400]	Speed: 161.44 samples/sec	accuracy=0.978594
2020-04-11 09:26:21,603 Epoch[12] Batch [14400-14450]	Speed: 160.76 samples/sec	accuracy=0.974375
2020-04-11 09:27:01,441 Epoch[12] Batch [14450-14500]	Speed: 160.65 samples/sec	accuracy=0.978281
2020-04-11 09:27:40,841 Epoch[12] Batch [14500-14550]	Speed: 162.44 samples/sec	accuracy=0.978594
2020-04-11 09:28:20,868 Epoch[12] Batch [14550-14600]	Speed: 159.89 samples/sec	accuracy=0.977969
2020-04-11 09:29:00,388 Epoch[12] Batch [14600-14650]	Speed: 161.94 samples/sec	accuracy=0.977187
2020-04-11 09:29:39,906 Epoch[12] Batch [14650-14700]	Speed: 161.95 samples/sec	accuracy=0.976875
2020-04-11 09:30:19,635 Epoch[12] Batch [14700-14750]	Speed: 161.09 samples/sec	accuracy=0.974063
2020-04-11 09:30:58,885 Epoch[12] Batch [14750-14800]	Speed: 163.06 samples/sec	accuracy=0.979375
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2020-04-11 09:32:18,526 Epoch[12] Batch [14850-14900]	Speed: 160.92 samples/sec	accuracy=0.976094
2020-04-11 09:32:57,934 Epoch[12] Batch [14900-14950]	Speed: 162.40 samples/sec	accuracy=0.977031
2020-04-11 09:33:38,077 Epoch[12] Batch [14950-15000]	Speed: 159.43 samples/sec	accuracy=0.976719
2020-04-11 09:34:17,611 Epoch[12] Batch [15000-15050]	Speed: 161.89 samples/sec	accuracy=0.975156
2020-04-11 09:34:57,483 Epoch[12] Batch [15050-15100]	Speed: 160.51 samples/sec	accuracy=0.974844
2020-04-11 09:35:37,527 Epoch[12] Batch [15100-15150]	Speed: 159.83 samples/sec	accuracy=0.976250
2020-04-11 09:36:16,978 Epoch[12] Batch [15150-15200]	Speed: 162.23 samples/sec	accuracy=0.980156
2020-04-11 09:36:57,116 Epoch[12] Batch [15200-15250]	Speed: 159.45 samples/sec	accuracy=0.980000
2020-04-11 09:37:37,030 Epoch[12] Batch [15250-15300]	Speed: 160.35 samples/sec	accuracy=0.974063
2020-04-11 09:38:16,496 Epoch[12] Batch [15300-15350]	Speed: 162.17 samples/sec	accuracy=0.979531
2020-04-11 09:38:56,439 Epoch[12] Batch [15350-15400]	Speed: 160.23 samples/sec	accuracy=0.977969
2020-04-11 09:39:35,737 Epoch[12] Batch [15400-15450]	Speed: 162.86 samples/sec	accuracy=0.976719
2020-04-11 09:40:15,994 Epoch[12] Batch [15450-15500]	Speed: 158.98 samples/sec	accuracy=0.977656
2020-04-11 09:40:55,529 Epoch[12] Batch [15500-15550]	Speed: 161.88 samples/sec	accuracy=0.973437
2020-04-11 09:41:35,280 Epoch[12] Batch [15550-15600]	Speed: 161.00 samples/sec	accuracy=0.975938
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2020-04-11 09:43:33,764 Epoch[12] Batch [15700-15750]	Speed: 163.62 samples/sec	accuracy=0.977344
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2020-04-11 10:29:04,988 Epoch[12] Batch [19150-19200]	Speed: 162.95 samples/sec	accuracy=0.974375
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2020-04-11 10:32:23,124 Epoch[12] Batch [19400-19450]	Speed: 161.87 samples/sec	accuracy=0.979688
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2020-04-11 11:40:21,684 Epoch[12] Batch [24550-24600]	Speed: 161.66 samples/sec	accuracy=0.979062
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2020-04-11 11:41:40,801 Epoch[12] Batch [24650-24700]	Speed: 163.13 samples/sec	accuracy=0.974844
2020-04-11 11:42:20,042 Epoch[12] Batch [24700-24750]	Speed: 163.09 samples/sec	accuracy=0.976406
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2020-04-11 11:43:38,701 Epoch[12] Batch [24800-24850]	Speed: 161.31 samples/sec	accuracy=0.979375
2020-04-11 11:44:18,329 Epoch[12] Batch [24850-24900]	Speed: 161.50 samples/sec	accuracy=0.977969
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2020-04-11 11:45:37,534 Epoch[12] Batch [24950-25000]	Speed: 162.62 samples/sec	accuracy=0.975781
2020-04-11 11:46:17,067 Epoch[12] Batch [25000-25050]	Speed: 161.89 samples/sec	accuracy=0.979062
2020-04-11 11:46:56,573 Epoch[12] Batch [25050-25100]	Speed: 162.00 samples/sec	accuracy=0.977969
2020-04-11 11:47:36,586 Epoch[12] Batch [25100-25150]	Speed: 159.95 samples/sec	accuracy=0.977812
2020-04-11 11:48:15,981 Epoch[12] Batch [25150-25200]	Speed: 162.46 samples/sec	accuracy=0.978281
2020-04-11 11:48:55,930 Epoch[12] Batch [25200-25250]	Speed: 160.21 samples/sec	accuracy=0.975781
2020-04-11 11:49:35,803 Epoch[12] Batch [25250-25300]	Speed: 160.51 samples/sec	accuracy=0.979375
2020-04-11 11:50:15,952 Epoch[12] Batch [25300-25350]	Speed: 159.41 samples/sec	accuracy=0.973281
2020-04-11 11:50:55,129 Epoch[12] Batch [25350-25400]	Speed: 163.36 samples/sec	accuracy=0.978281
2020-04-11 11:51:34,527 Epoch[12] Batch [25400-25450]	Speed: 162.45 samples/sec	accuracy=0.973437
2020-04-11 11:52:14,333 Epoch[12] Batch [25450-25500]	Speed: 160.78 samples/sec	accuracy=0.976562
2020-04-11 11:52:54,109 Epoch[12] Batch [25500-25550]	Speed: 160.90 samples/sec	accuracy=0.976406
2020-04-11 11:53:33,656 Epoch[12] Batch [25550-25600]	Speed: 161.83 samples/sec	accuracy=0.974063
2020-04-11 11:54:13,182 Epoch[12] Batch [25600-25650]	Speed: 161.92 samples/sec	accuracy=0.974844
2020-04-11 11:54:52,966 Epoch[12] Batch [25650-25700]	Speed: 160.87 samples/sec	accuracy=0.975938
2020-04-11 11:55:32,365 Epoch[12] Batch [25700-25750]	Speed: 162.44 samples/sec	accuracy=0.978125
2020-04-11 11:56:11,713 Epoch[12] Batch [25750-25800]	Speed: 162.65 samples/sec	accuracy=0.980469
2020-04-11 11:56:51,464 Epoch[12] Batch [25800-25850]	Speed: 161.01 samples/sec	accuracy=0.977187
2020-04-11 11:57:30,848 Epoch[12] Batch [25850-25900]	Speed: 162.50 samples/sec	accuracy=0.977344
2020-04-11 11:58:10,505 Epoch[12] Batch [25900-25950]	Speed: 161.38 samples/sec	accuracy=0.973750
2020-04-11 11:58:50,336 Epoch[12] Batch [25950-26000]	Speed: 160.68 samples/sec	accuracy=0.977656
2020-04-11 11:59:30,185 Epoch[12] Batch [26000-26050]	Speed: 160.61 samples/sec	accuracy=0.977656
2020-04-11 12:00:09,698 Epoch[12] Batch [26050-26100]	Speed: 161.97 samples/sec	accuracy=0.975781
2020-04-11 12:00:49,093 Epoch[12] Batch [26100-26150]	Speed: 162.45 samples/sec	accuracy=0.977187
2020-04-11 12:01:28,779 Epoch[12] Batch [26150-26200]	Speed: 161.27 samples/sec	accuracy=0.974375
2020-04-11 12:02:08,696 Epoch[12] Batch [26200-26250]	Speed: 160.33 samples/sec	accuracy=0.976719
2020-04-11 12:02:48,154 Epoch[12] Batch [26250-26300]	Speed: 162.20 samples/sec	accuracy=0.975938
2020-04-11 12:03:27,862 Epoch[12] Batch [26300-26350]	Speed: 161.18 samples/sec	accuracy=0.978437
2020-04-11 12:04:07,172 Epoch[12] Batch [26350-26400]	Speed: 162.81 samples/sec	accuracy=0.977812
2020-04-11 12:04:46,993 Epoch[12] Batch [26400-26450]	Speed: 160.72 samples/sec	accuracy=0.980156
2020-04-11 12:05:26,062 Epoch[12] Batch [26450-26500]	Speed: 163.81 samples/sec	accuracy=0.976094
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2020-04-11 12:06:45,167 Epoch[12] Batch [26550-26600]	Speed: 161.68 samples/sec	accuracy=0.975625
2020-04-11 12:07:24,571 Epoch[12] Batch [26600-26650]	Speed: 162.42 samples/sec	accuracy=0.973750
2020-04-11 12:08:03,757 Epoch[12] Batch [26650-26700]	Speed: 163.32 samples/sec	accuracy=0.977031
2020-04-11 12:08:43,477 Epoch[12] Batch [26700-26750]	Speed: 161.13 samples/sec	accuracy=0.978906
2020-04-11 12:09:22,684 Epoch[12] Batch [26750-26800]	Speed: 163.24 samples/sec	accuracy=0.975938
2020-04-11 12:10:02,157 Epoch[12] Batch [26800-26850]	Speed: 162.13 samples/sec	accuracy=0.975156
2020-04-11 12:10:41,725 Epoch[12] Batch [26850-26900]	Speed: 161.75 samples/sec	accuracy=0.975781
2020-04-11 12:11:21,788 Epoch[12] Batch [26900-26950]	Speed: 159.75 samples/sec	accuracy=0.978125
2020-04-11 12:12:01,254 Epoch[12] Batch [26950-27000]	Speed: 162.16 samples/sec	accuracy=0.979375
2020-04-11 12:12:40,541 Epoch[12] Batch [27000-27050]	Speed: 162.90 samples/sec	accuracy=0.972031
2020-04-11 12:13:20,467 Epoch[12] Batch [27050-27100]	Speed: 160.30 samples/sec	accuracy=0.977969
2020-04-11 12:13:59,526 Epoch[12] Batch [27100-27150]	Speed: 163.86 samples/sec	accuracy=0.977187
2020-04-11 12:14:39,232 Epoch[12] Batch [27150-27200]	Speed: 161.19 samples/sec	accuracy=0.977187
2020-04-11 12:15:19,121 Epoch[12] Batch [27200-27250]	Speed: 160.44 samples/sec	accuracy=0.979062
2020-04-11 12:15:59,107 Epoch[12] Batch [27250-27300]	Speed: 160.06 samples/sec	accuracy=0.978906
2020-04-11 12:16:39,185 Epoch[12] Batch [27300-27350]	Speed: 159.69 samples/sec	accuracy=0.976250
2020-04-11 12:17:18,706 Epoch[12] Batch [27350-27400]	Speed: 161.94 samples/sec	accuracy=0.976562
2020-04-11 12:17:58,655 Epoch[12] Batch [27400-27450]	Speed: 160.20 samples/sec	accuracy=0.977344
2020-04-11 12:18:38,262 Epoch[12] Batch [27450-27500]	Speed: 161.59 samples/sec	accuracy=0.976250
2020-04-11 12:19:18,040 Epoch[12] Batch [27500-27550]	Speed: 160.90 samples/sec	accuracy=0.975781
2020-04-11 12:19:57,957 Epoch[12] Batch [27550-27600]	Speed: 160.33 samples/sec	accuracy=0.976094
2020-04-11 12:20:37,658 Epoch[12] Batch [27600-27650]	Speed: 161.20 samples/sec	accuracy=0.978906
2020-04-11 12:21:17,368 Epoch[12] Batch [27650-27700]	Speed: 161.17 samples/sec	accuracy=0.978906
2020-04-11 12:21:57,319 Epoch[12] Batch [27700-27750]	Speed: 160.20 samples/sec	accuracy=0.977031
2020-04-11 12:22:37,431 Epoch[12] Batch [27750-27800]	Speed: 159.56 samples/sec	accuracy=0.978750
2020-04-11 12:23:16,740 Epoch[12] Batch [27800-27850]	Speed: 162.81 samples/sec	accuracy=0.975156
2020-04-11 12:23:56,302 Epoch[12] Batch [27850-27900]	Speed: 161.77 samples/sec	accuracy=0.978125
2020-04-11 12:24:35,576 Epoch[12] Batch [27900-27950]	Speed: 162.96 samples/sec	accuracy=0.979375
2020-04-11 12:25:15,135 Epoch[12] Batch [27950-28000]	Speed: 161.78 samples/sec	accuracy=0.973906
2020-04-11 12:25:54,525 Epoch[12] Batch [28000-28050]	Speed: 162.48 samples/sec	accuracy=0.975938
2020-04-11 12:26:34,300 Epoch[12] Batch [28050-28100]	Speed: 160.91 samples/sec	accuracy=0.974844
2020-04-11 12:27:13,929 Epoch[12] Batch [28100-28150]	Speed: 161.50 samples/sec	accuracy=0.977969
2020-04-11 12:27:53,756 Epoch[12] Batch [28150-28200]	Speed: 160.70 samples/sec	accuracy=0.980781
2020-04-11 12:28:24,123 Epoch[12] Train-accuracy=0.976674
2020-04-11 12:28:24,123 Epoch[12] Time cost=21549.820
2020-04-11 12:28:24,497 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0013.params"
2020-04-11 13:03:14,738 Epoch[12] Validation-accuracy=0.985046
2020-04-11 13:03:56,471 Epoch[13] Batch [0-50]	Speed: 191.82 samples/sec	accuracy=0.975337
2020-04-11 13:04:29,464 Epoch[13] Batch [50-100]	Speed: 193.98 samples/sec	accuracy=0.974688
2020-04-11 13:05:02,392 Epoch[13] Batch [100-150]	Speed: 194.37 samples/sec	accuracy=0.980938
2020-04-11 13:05:35,233 Epoch[13] Batch [150-200]	Speed: 194.88 samples/sec	accuracy=0.980625
2020-04-11 13:06:08,127 Epoch[13] Batch [200-250]	Speed: 194.56 samples/sec	accuracy=0.981563
2020-04-11 13:06:41,107 Epoch[13] Batch [250-300]	Speed: 194.06 samples/sec	accuracy=0.979219
2020-04-11 13:07:14,028 Epoch[13] Batch [300-350]	Speed: 194.41 samples/sec	accuracy=0.981406
2020-04-11 13:07:46,750 Epoch[13] Batch [350-400]	Speed: 195.59 samples/sec	accuracy=0.980000
2020-04-11 13:08:19,510 Epoch[13] Batch [400-450]	Speed: 195.36 samples/sec	accuracy=0.974531
2020-04-11 13:08:52,390 Epoch[13] Batch [450-500]	Speed: 194.65 samples/sec	accuracy=0.976406
2020-04-11 13:09:25,197 Epoch[13] Batch [500-550]	Speed: 195.08 samples/sec	accuracy=0.977656
2020-04-11 13:09:58,029 Epoch[13] Batch [550-600]	Speed: 194.94 samples/sec	accuracy=0.977500
2020-04-11 13:10:30,731 Epoch[13] Batch [600-650]	Speed: 195.71 samples/sec	accuracy=0.980469
2020-04-11 13:11:03,540 Epoch[13] Batch [650-700]	Speed: 195.06 samples/sec	accuracy=0.977969
2020-04-11 13:11:36,435 Epoch[13] Batch [700-750]	Speed: 194.56 samples/sec	accuracy=0.979688
2020-04-11 13:12:09,173 Epoch[13] Batch [750-800]	Speed: 195.49 samples/sec	accuracy=0.972969
2020-04-11 13:12:42,078 Epoch[13] Batch [800-850]	Speed: 194.50 samples/sec	accuracy=0.978437
2020-04-11 13:13:15,128 Epoch[13] Batch [850-900]	Speed: 193.64 samples/sec	accuracy=0.977344
2020-04-11 13:13:47,970 Epoch[13] Batch [900-950]	Speed: 194.88 samples/sec	accuracy=0.976719
2020-04-11 13:14:20,890 Epoch[13] Batch [950-1000]	Speed: 194.41 samples/sec	accuracy=0.978750
2020-04-11 13:14:53,761 Epoch[13] Batch [1000-1050]	Speed: 194.70 samples/sec	accuracy=0.979062
2020-04-11 13:15:26,345 Epoch[13] Batch [1050-1100]	Speed: 196.41 samples/sec	accuracy=0.978281
2020-04-11 13:15:59,070 Epoch[13] Batch [1100-1150]	Speed: 195.57 samples/sec	accuracy=0.975781
2020-04-11 13:16:31,967 Epoch[13] Batch [1150-1200]	Speed: 194.54 samples/sec	accuracy=0.977812
2020-04-11 13:17:04,149 Epoch[13] Batch [1200-1250]	Speed: 198.87 samples/sec	accuracy=0.975313
2020-04-11 13:17:36,972 Epoch[13] Batch [1250-1300]	Speed: 194.99 samples/sec	accuracy=0.978906
2020-04-11 13:18:09,741 Epoch[13] Batch [1300-1350]	Speed: 195.31 samples/sec	accuracy=0.977812
2020-04-11 13:18:42,752 Epoch[13] Batch [1350-1400]	Speed: 193.88 samples/sec	accuracy=0.977656
2020-04-11 13:19:15,625 Epoch[13] Batch [1400-1450]	Speed: 194.69 samples/sec	accuracy=0.979062
2020-04-11 13:19:49,035 Epoch[13] Batch [1450-1500]	Speed: 191.56 samples/sec	accuracy=0.978906
2020-04-11 13:20:21,938 Epoch[13] Batch [1500-1550]	Speed: 194.51 samples/sec	accuracy=0.976562
2020-04-11 13:20:54,759 Epoch[13] Batch [1550-1600]	Speed: 195.00 samples/sec	accuracy=0.977031
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2020-04-11 13:24:11,915 Epoch[13] Batch [1850-1900]	Speed: 193.90 samples/sec	accuracy=0.975469
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2020-04-11 13:25:17,866 Epoch[13] Batch [1950-2000]	Speed: 194.88 samples/sec	accuracy=0.977656
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2020-04-11 13:26:23,560 Epoch[13] Batch [2050-2100]	Speed: 194.93 samples/sec	accuracy=0.980781
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2020-04-11 13:27:29,334 Epoch[13] Batch [2150-2200]	Speed: 194.65 samples/sec	accuracy=0.974219
2020-04-11 13:28:02,249 Epoch[13] Batch [2200-2250]	Speed: 194.44 samples/sec	accuracy=0.979375
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2020-04-11 13:29:08,177 Epoch[13] Batch [2300-2350]	Speed: 193.89 samples/sec	accuracy=0.976875
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2020-04-11 13:32:25,746 Epoch[13] Batch [2600-2650]	Speed: 194.91 samples/sec	accuracy=0.977187
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2020-04-11 13:33:31,423 Epoch[13] Batch [2700-2750]	Speed: 195.20 samples/sec	accuracy=0.980156
2020-04-11 13:34:04,299 Epoch[13] Batch [2750-2800]	Speed: 194.68 samples/sec	accuracy=0.978125
2020-04-11 13:34:36,855 Epoch[13] Batch [2800-2850]	Speed: 196.59 samples/sec	accuracy=0.976719
2020-04-11 13:35:11,580 Epoch[13] Batch [2850-2900]	Speed: 184.30 samples/sec	accuracy=0.979062
2020-04-11 13:35:51,556 Epoch[13] Batch [2900-2950]	Speed: 160.10 samples/sec	accuracy=0.977187
2020-04-11 13:36:30,875 Epoch[13] Batch [2950-3000]	Speed: 162.77 samples/sec	accuracy=0.976094
2020-04-11 13:37:10,849 Epoch[13] Batch [3000-3050]	Speed: 160.10 samples/sec	accuracy=0.977656
2020-04-11 13:37:50,600 Epoch[13] Batch [3050-3100]	Speed: 161.00 samples/sec	accuracy=0.977187
2020-04-11 13:38:30,058 Epoch[13] Batch [3100-3150]	Speed: 162.20 samples/sec	accuracy=0.977031
2020-04-11 13:39:09,923 Epoch[13] Batch [3150-3200]	Speed: 160.55 samples/sec	accuracy=0.978906
2020-04-11 13:39:49,873 Epoch[13] Batch [3200-3250]	Speed: 160.20 samples/sec	accuracy=0.981563
2020-04-11 13:40:29,909 Epoch[13] Batch [3250-3300]	Speed: 159.86 samples/sec	accuracy=0.977344
2020-04-11 13:41:09,660 Epoch[13] Batch [3300-3350]	Speed: 161.00 samples/sec	accuracy=0.980781
2020-04-11 13:41:48,769 Epoch[13] Batch [3350-3400]	Speed: 163.65 samples/sec	accuracy=0.975156
2020-04-11 13:42:28,262 Epoch[13] Batch [3400-3450]	Speed: 162.05 samples/sec	accuracy=0.979844
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2020-04-11 13:44:28,181 Epoch[13] Batch [3550-3600]	Speed: 161.07 samples/sec	accuracy=0.976562
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2020-04-11 13:49:13,226 Epoch[13] Batch [3950-4000]	Speed: 200.23 samples/sec	accuracy=0.976094
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2020-04-11 13:51:56,014 Epoch[13] Batch [4200-4250]	Speed: 200.20 samples/sec	accuracy=0.977031
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2020-04-11 13:57:55,386 Epoch[13] Batch [4750-4800]	Speed: 196.51 samples/sec	accuracy=0.976250
2020-04-11 13:58:27,950 Epoch[13] Batch [4800-4850]	Speed: 196.54 samples/sec	accuracy=0.980625
2020-04-11 13:59:01,063 Epoch[13] Batch [4850-4900]	Speed: 193.28 samples/sec	accuracy=0.979531
2020-04-11 13:59:33,868 Epoch[13] Batch [4900-4950]	Speed: 195.10 samples/sec	accuracy=0.979219
2020-04-11 14:00:06,954 Epoch[13] Batch [4950-5000]	Speed: 193.43 samples/sec	accuracy=0.977500
2020-04-11 14:00:40,008 Epoch[13] Batch [5000-5050]	Speed: 193.62 samples/sec	accuracy=0.977344
2020-04-11 14:01:13,074 Epoch[13] Batch [5050-5100]	Speed: 193.56 samples/sec	accuracy=0.973281
2020-04-11 14:01:46,568 Epoch[13] Batch [5100-5150]	Speed: 191.08 samples/sec	accuracy=0.977656
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2020-04-11 14:10:01,369 Epoch[13] Batch [5850-5900]	Speed: 197.12 samples/sec	accuracy=0.977187
2020-04-11 14:10:34,147 Epoch[13] Batch [5900-5950]	Speed: 195.25 samples/sec	accuracy=0.975469
2020-04-11 14:11:06,880 Epoch[13] Batch [5950-6000]	Speed: 195.52 samples/sec	accuracy=0.980000
2020-04-11 14:11:39,869 Epoch[13] Batch [6000-6050]	Speed: 194.00 samples/sec	accuracy=0.974844
2020-04-11 14:12:13,479 Epoch[13] Batch [6050-6100]	Speed: 190.42 samples/sec	accuracy=0.977500
2020-04-11 14:12:45,904 Epoch[13] Batch [6100-6150]	Speed: 197.38 samples/sec	accuracy=0.977031
2020-04-11 14:13:18,432 Epoch[13] Batch [6150-6200]	Speed: 196.76 samples/sec	accuracy=0.979219
2020-04-11 14:13:51,136 Epoch[13] Batch [6200-6250]	Speed: 195.69 samples/sec	accuracy=0.977656
2020-04-11 14:14:24,398 Epoch[13] Batch [6250-6300]	Speed: 192.42 samples/sec	accuracy=0.975313
2020-04-11 14:14:56,716 Epoch[13] Batch [6300-6350]	Speed: 198.03 samples/sec	accuracy=0.978281
2020-04-11 14:15:28,895 Epoch[13] Batch [6350-6400]	Speed: 198.89 samples/sec	accuracy=0.977969
2020-04-11 14:16:01,808 Epoch[13] Batch [6400-6450]	Speed: 194.46 samples/sec	accuracy=0.979062
2020-04-11 14:16:34,722 Epoch[13] Batch [6450-6500]	Speed: 194.45 samples/sec	accuracy=0.974531
2020-04-11 14:17:06,845 Epoch[13] Batch [6500-6550]	Speed: 199.24 samples/sec	accuracy=0.980469
2020-04-11 14:17:38,284 Epoch[13] Batch [6550-6600]	Speed: 203.57 samples/sec	accuracy=0.974688
2020-04-11 14:18:10,832 Epoch[13] Batch [6600-6650]	Speed: 196.64 samples/sec	accuracy=0.977344
2020-04-11 14:18:43,379 Epoch[13] Batch [6650-6700]	Speed: 196.64 samples/sec	accuracy=0.980000
2020-04-11 14:19:21,605 Epoch[13] Batch [6700-6750]	Speed: 167.43 samples/sec	accuracy=0.974219
2020-04-11 14:20:01,049 Epoch[13] Batch [6750-6800]	Speed: 162.26 samples/sec	accuracy=0.976562
2020-04-11 14:20:40,955 Epoch[13] Batch [6800-6850]	Speed: 160.38 samples/sec	accuracy=0.972500
2020-04-11 14:21:20,597 Epoch[13] Batch [6850-6900]	Speed: 161.45 samples/sec	accuracy=0.976875
2020-04-11 14:22:00,488 Epoch[13] Batch [6900-6950]	Speed: 160.44 samples/sec	accuracy=0.979375
2020-04-11 14:22:40,312 Epoch[13] Batch [6950-7000]	Speed: 160.71 samples/sec	accuracy=0.979688
2020-04-11 14:23:19,891 Epoch[13] Batch [7000-7050]	Speed: 161.70 samples/sec	accuracy=0.975938
2020-04-11 14:23:59,671 Epoch[13] Batch [7050-7100]	Speed: 160.89 samples/sec	accuracy=0.979062
2020-04-11 14:24:39,206 Epoch[13] Batch [7100-7150]	Speed: 161.88 samples/sec	accuracy=0.979531
2020-04-11 14:25:18,593 Epoch[13] Batch [7150-7200]	Speed: 162.49 samples/sec	accuracy=0.974219
2020-04-11 14:25:57,999 Epoch[13] Batch [7200-7250]	Speed: 162.41 samples/sec	accuracy=0.978750
2020-04-11 14:26:37,972 Epoch[13] Batch [7250-7300]	Speed: 160.11 samples/sec	accuracy=0.978125
2020-04-11 14:27:17,596 Epoch[13] Batch [7300-7350]	Speed: 161.52 samples/sec	accuracy=0.977500
2020-04-11 14:27:57,331 Epoch[13] Batch [7350-7400]	Speed: 161.07 samples/sec	accuracy=0.973750
2020-04-11 14:28:36,778 Epoch[13] Batch [7400-7450]	Speed: 162.24 samples/sec	accuracy=0.978594
2020-04-11 14:29:15,943 Epoch[13] Batch [7450-7500]	Speed: 163.41 samples/sec	accuracy=0.979844
2020-04-11 14:29:55,994 Epoch[13] Batch [7500-7550]	Speed: 159.80 samples/sec	accuracy=0.978750
2020-04-11 14:30:36,131 Epoch[13] Batch [7550-7600]	Speed: 159.46 samples/sec	accuracy=0.978281
2020-04-11 14:31:15,678 Epoch[13] Batch [7600-7650]	Speed: 161.83 samples/sec	accuracy=0.982031
2020-04-11 14:31:55,118 Epoch[13] Batch [7650-7700]	Speed: 162.27 samples/sec	accuracy=0.979062
2020-04-11 14:32:35,085 Epoch[13] Batch [7700-7750]	Speed: 160.13 samples/sec	accuracy=0.976250
2020-04-11 14:33:14,889 Epoch[13] Batch [7750-7800]	Speed: 160.79 samples/sec	accuracy=0.974844
2020-04-11 14:33:54,435 Epoch[13] Batch [7800-7850]	Speed: 161.84 samples/sec	accuracy=0.977812
2020-04-11 14:34:33,939 Epoch[13] Batch [7850-7900]	Speed: 162.01 samples/sec	accuracy=0.977187
2020-04-11 14:35:13,892 Epoch[13] Batch [7900-7950]	Speed: 160.19 samples/sec	accuracy=0.977656
2020-04-11 14:35:54,235 Epoch[13] Batch [7950-8000]	Speed: 158.64 samples/sec	accuracy=0.978906
2020-04-11 14:36:34,580 Epoch[13] Batch [8000-8050]	Speed: 158.63 samples/sec	accuracy=0.977344
2020-04-11 14:37:13,896 Epoch[13] Batch [8050-8100]	Speed: 162.78 samples/sec	accuracy=0.978594
2020-04-11 14:37:53,506 Epoch[13] Batch [8100-8150]	Speed: 161.58 samples/sec	accuracy=0.977812
2020-04-11 14:38:33,649 Epoch[13] Batch [8150-8200]	Speed: 159.43 samples/sec	accuracy=0.975156
2020-04-11 14:39:13,577 Epoch[13] Batch [8200-8250]	Speed: 160.29 samples/sec	accuracy=0.976875
2020-04-11 14:39:53,081 Epoch[13] Batch [8250-8300]	Speed: 162.01 samples/sec	accuracy=0.977500
2020-04-11 14:40:32,474 Epoch[13] Batch [8300-8350]	Speed: 162.46 samples/sec	accuracy=0.981719
2020-04-11 14:41:12,003 Epoch[13] Batch [8350-8400]	Speed: 161.91 samples/sec	accuracy=0.980313
2020-04-11 14:41:51,359 Epoch[13] Batch [8400-8450]	Speed: 162.62 samples/sec	accuracy=0.978750
2020-04-11 14:42:31,174 Epoch[13] Batch [8450-8500]	Speed: 160.74 samples/sec	accuracy=0.976406
2020-04-11 14:43:10,882 Epoch[13] Batch [8500-8550]	Speed: 161.18 samples/sec	accuracy=0.979375
2020-04-11 14:43:50,446 Epoch[13] Batch [8550-8600]	Speed: 161.76 samples/sec	accuracy=0.978906
2020-04-11 14:44:29,576 Epoch[13] Batch [8600-8650]	Speed: 163.56 samples/sec	accuracy=0.977500
2020-04-11 14:45:09,473 Epoch[13] Batch [8650-8700]	Speed: 160.42 samples/sec	accuracy=0.978125
2020-04-11 14:45:49,315 Epoch[13] Batch [8700-8750]	Speed: 160.64 samples/sec	accuracy=0.976562
2020-04-11 14:46:28,887 Epoch[13] Batch [8750-8800]	Speed: 161.73 samples/sec	accuracy=0.977187
2020-04-11 14:47:08,408 Epoch[13] Batch [8800-8850]	Speed: 161.94 samples/sec	accuracy=0.976875
2020-04-11 14:47:48,017 Epoch[13] Batch [8850-8900]	Speed: 161.58 samples/sec	accuracy=0.979844
2020-04-11 14:48:27,829 Epoch[13] Batch [8900-8950]	Speed: 160.75 samples/sec	accuracy=0.977500
2020-04-11 14:49:07,618 Epoch[13] Batch [8950-9000]	Speed: 160.85 samples/sec	accuracy=0.975469
2020-04-11 14:49:47,217 Epoch[13] Batch [9000-9050]	Speed: 161.62 samples/sec	accuracy=0.979062
2020-04-11 14:50:26,687 Epoch[13] Batch [9050-9100]	Speed: 162.15 samples/sec	accuracy=0.976406
2020-04-11 14:51:06,085 Epoch[13] Batch [9100-9150]	Speed: 162.45 samples/sec	accuracy=0.977500
2020-04-11 14:51:45,681 Epoch[13] Batch [9150-9200]	Speed: 161.64 samples/sec	accuracy=0.981875
2020-04-11 14:52:24,855 Epoch[13] Batch [9200-9250]	Speed: 163.38 samples/sec	accuracy=0.980938
2020-04-11 14:53:03,973 Epoch[13] Batch [9250-9300]	Speed: 163.61 samples/sec	accuracy=0.977656
2020-04-11 14:53:43,621 Epoch[13] Batch [9300-9350]	Speed: 161.42 samples/sec	accuracy=0.977031
2020-04-11 14:54:23,488 Epoch[13] Batch [9350-9400]	Speed: 160.53 samples/sec	accuracy=0.978125
2020-04-11 14:55:02,933 Epoch[13] Batch [9400-9450]	Speed: 162.25 samples/sec	accuracy=0.976719
2020-04-11 14:55:42,916 Epoch[13] Batch [9450-9500]	Speed: 160.07 samples/sec	accuracy=0.974063
2020-04-11 14:56:22,013 Epoch[13] Batch [9500-9550]	Speed: 163.70 samples/sec	accuracy=0.975781
2020-04-11 14:57:01,660 Epoch[13] Batch [9550-9600]	Speed: 161.43 samples/sec	accuracy=0.977812
2020-04-11 14:57:41,479 Epoch[13] Batch [9600-9650]	Speed: 160.73 samples/sec	accuracy=0.976406
2020-04-11 14:58:20,835 Epoch[13] Batch [9650-9700]	Speed: 162.62 samples/sec	accuracy=0.974688
2020-04-11 14:59:00,576 Epoch[13] Batch [9700-9750]	Speed: 161.04 samples/sec	accuracy=0.980156
2020-04-11 14:59:39,949 Epoch[13] Batch [9750-9800]	Speed: 162.55 samples/sec	accuracy=0.976406
2020-04-11 15:00:19,478 Epoch[13] Batch [9800-9850]	Speed: 161.91 samples/sec	accuracy=0.977500
2020-04-11 15:00:59,711 Epoch[13] Batch [9850-9900]	Speed: 159.07 samples/sec	accuracy=0.978594
2020-04-11 15:01:39,052 Epoch[13] Batch [9900-9950]	Speed: 162.68 samples/sec	accuracy=0.979219
2020-04-11 15:02:18,589 Epoch[13] Batch [9950-10000]	Speed: 161.88 samples/sec	accuracy=0.977187
2020-04-11 15:02:58,301 Epoch[13] Batch [10000-10050]	Speed: 161.16 samples/sec	accuracy=0.976406
2020-04-11 15:03:37,625 Epoch[13] Batch [10050-10100]	Speed: 162.75 samples/sec	accuracy=0.982187
2020-04-11 15:04:17,360 Epoch[13] Batch [10100-10150]	Speed: 161.07 samples/sec	accuracy=0.977969
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2020-04-11 15:14:10,914 Epoch[13] Batch [10850-10900]	Speed: 163.76 samples/sec	accuracy=0.977031
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2020-04-11 15:15:30,089 Epoch[13] Batch [10950-11000]	Speed: 162.63 samples/sec	accuracy=0.976875
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2020-04-11 15:16:49,550 Epoch[13] Batch [11050-11100]	Speed: 160.54 samples/sec	accuracy=0.971094
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2020-04-11 15:19:26,893 Epoch[13] Batch [11250-11300]	Speed: 161.09 samples/sec	accuracy=0.980625
2020-04-11 15:20:06,560 Epoch[13] Batch [11300-11350]	Speed: 161.34 samples/sec	accuracy=0.975469
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2020-04-11 15:23:24,200 Epoch[13] Batch [11550-11600]	Speed: 162.28 samples/sec	accuracy=0.977344
2020-04-11 15:24:03,201 Epoch[13] Batch [11600-11650]	Speed: 164.10 samples/sec	accuracy=0.979062
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2020-04-11 15:25:21,906 Epoch[13] Batch [11700-11750]	Speed: 162.17 samples/sec	accuracy=0.979219
2020-04-11 15:26:01,589 Epoch[13] Batch [11750-11800]	Speed: 161.28 samples/sec	accuracy=0.975000
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2020-04-11 15:27:20,268 Epoch[13] Batch [11850-11900]	Speed: 162.41 samples/sec	accuracy=0.980469
2020-04-11 15:28:00,019 Epoch[13] Batch [11900-11950]	Speed: 161.00 samples/sec	accuracy=0.977187
2020-04-11 15:28:39,276 Epoch[13] Batch [11950-12000]	Speed: 163.03 samples/sec	accuracy=0.978437
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2020-04-11 15:29:58,308 Epoch[13] Batch [12050-12100]	Speed: 161.59 samples/sec	accuracy=0.973750
2020-04-11 15:30:37,703 Epoch[13] Batch [12100-12150]	Speed: 162.46 samples/sec	accuracy=0.977656
2020-04-11 15:31:17,390 Epoch[13] Batch [12150-12200]	Speed: 161.26 samples/sec	accuracy=0.976875
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2020-04-11 15:32:36,705 Epoch[13] Batch [12250-12300]	Speed: 161.13 samples/sec	accuracy=0.978594
2020-04-11 15:33:16,032 Epoch[13] Batch [12300-12350]	Speed: 162.74 samples/sec	accuracy=0.978437
2020-04-11 15:33:55,759 Epoch[13] Batch [12350-12400]	Speed: 161.10 samples/sec	accuracy=0.979062
2020-04-11 15:34:35,183 Epoch[13] Batch [12400-12450]	Speed: 162.34 samples/sec	accuracy=0.975156
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2020-04-11 15:38:32,627 Epoch[13] Batch [12700-12750]	Speed: 161.85 samples/sec	accuracy=0.976250
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2020-04-11 15:39:52,003 Epoch[13] Batch [12800-12850]	Speed: 160.10 samples/sec	accuracy=0.977344
2020-04-11 15:40:31,441 Epoch[13] Batch [12850-12900]	Speed: 162.28 samples/sec	accuracy=0.975938
2020-04-11 15:41:10,924 Epoch[13] Batch [12900-12950]	Speed: 162.10 samples/sec	accuracy=0.976875
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2020-04-11 15:43:09,277 Epoch[13] Batch [13050-13100]	Speed: 162.42 samples/sec	accuracy=0.979844
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2020-04-11 15:45:07,808 Epoch[13] Batch [13200-13250]	Speed: 162.75 samples/sec	accuracy=0.975938
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2020-04-11 15:55:01,702 Epoch[13] Batch [13950-14000]	Speed: 162.64 samples/sec	accuracy=0.982812
2020-04-11 15:55:41,274 Epoch[13] Batch [14000-14050]	Speed: 161.73 samples/sec	accuracy=0.975625
2020-04-11 15:56:20,848 Epoch[13] Batch [14050-14100]	Speed: 161.73 samples/sec	accuracy=0.977031
2020-04-11 15:57:00,547 Epoch[13] Batch [14100-14150]	Speed: 161.21 samples/sec	accuracy=0.979531
2020-04-11 15:57:39,943 Epoch[13] Batch [14150-14200]	Speed: 162.45 samples/sec	accuracy=0.978750
2020-04-11 15:58:19,561 Epoch[13] Batch [14200-14250]	Speed: 161.54 samples/sec	accuracy=0.977187
2020-04-11 15:58:59,038 Epoch[13] Batch [14250-14300]	Speed: 162.12 samples/sec	accuracy=0.978125
2020-04-11 15:59:38,497 Epoch[13] Batch [14300-14350]	Speed: 162.19 samples/sec	accuracy=0.977656
2020-04-11 16:00:17,633 Epoch[13] Batch [14350-14400]	Speed: 163.53 samples/sec	accuracy=0.974063
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2020-04-11 16:01:36,257 Epoch[13] Batch [14450-14500]	Speed: 162.46 samples/sec	accuracy=0.974688
2020-04-11 16:02:16,075 Epoch[13] Batch [14500-14550]	Speed: 160.73 samples/sec	accuracy=0.977969
2020-04-11 16:02:55,189 Epoch[13] Batch [14550-14600]	Speed: 163.62 samples/sec	accuracy=0.980469
2020-04-11 16:03:35,004 Epoch[13] Batch [14600-14650]	Speed: 160.75 samples/sec	accuracy=0.977187
2020-04-11 16:04:14,499 Epoch[13] Batch [14650-14700]	Speed: 162.05 samples/sec	accuracy=0.977187
2020-04-11 16:04:53,905 Epoch[13] Batch [14700-14750]	Speed: 162.41 samples/sec	accuracy=0.976719
2020-04-11 16:05:33,881 Epoch[13] Batch [14750-14800]	Speed: 160.10 samples/sec	accuracy=0.978281
2020-04-11 16:06:13,486 Epoch[13] Batch [14800-14850]	Speed: 161.59 samples/sec	accuracy=0.979062
2020-04-11 16:06:52,951 Epoch[13] Batch [14850-14900]	Speed: 162.17 samples/sec	accuracy=0.978906
2020-04-11 16:07:32,209 Epoch[13] Batch [14900-14950]	Speed: 163.03 samples/sec	accuracy=0.977812
2020-04-11 16:08:11,986 Epoch[13] Batch [14950-15000]	Speed: 160.90 samples/sec	accuracy=0.975938
2020-04-11 16:08:51,166 Epoch[13] Batch [15000-15050]	Speed: 163.35 samples/sec	accuracy=0.975156
2020-04-11 16:09:30,673 Epoch[13] Batch [15050-15100]	Speed: 162.00 samples/sec	accuracy=0.976875
2020-04-11 16:10:10,658 Epoch[13] Batch [15100-15150]	Speed: 160.06 samples/sec	accuracy=0.974844
2020-04-11 16:10:50,436 Epoch[13] Batch [15150-15200]	Speed: 160.89 samples/sec	accuracy=0.978594
2020-04-11 16:11:30,230 Epoch[13] Batch [15200-15250]	Speed: 160.83 samples/sec	accuracy=0.981406
2020-04-11 16:12:09,903 Epoch[13] Batch [15250-15300]	Speed: 161.32 samples/sec	accuracy=0.979688
2020-04-11 16:12:49,155 Epoch[13] Batch [15300-15350]	Speed: 163.05 samples/sec	accuracy=0.974531
2020-04-11 16:13:28,965 Epoch[13] Batch [15350-15400]	Speed: 160.76 samples/sec	accuracy=0.978281
2020-04-11 16:14:09,079 Epoch[13] Batch [15400-15450]	Speed: 159.55 samples/sec	accuracy=0.976875
2020-04-11 16:14:48,604 Epoch[13] Batch [15450-15500]	Speed: 161.92 samples/sec	accuracy=0.975469
2020-04-11 16:15:28,201 Epoch[13] Batch [15500-15550]	Speed: 161.63 samples/sec	accuracy=0.974531
2020-04-11 16:16:07,443 Epoch[13] Batch [15550-15600]	Speed: 163.09 samples/sec	accuracy=0.977187
2020-04-11 16:16:46,921 Epoch[13] Batch [15600-15650]	Speed: 162.12 samples/sec	accuracy=0.975313
2020-04-11 16:17:26,468 Epoch[13] Batch [15650-15700]	Speed: 161.83 samples/sec	accuracy=0.976250
2020-04-11 16:18:06,123 Epoch[13] Batch [15700-15750]	Speed: 161.39 samples/sec	accuracy=0.976406
2020-04-11 16:18:45,754 Epoch[13] Batch [15750-15800]	Speed: 161.49 samples/sec	accuracy=0.976562
2020-04-11 16:19:25,407 Epoch[13] Batch [15800-15850]	Speed: 161.40 samples/sec	accuracy=0.978906
2020-04-11 16:20:04,924 Epoch[13] Batch [15850-15900]	Speed: 161.96 samples/sec	accuracy=0.977187
2020-04-11 16:20:44,584 Epoch[13] Batch [15900-15950]	Speed: 161.37 samples/sec	accuracy=0.978281
2020-04-11 16:21:24,076 Epoch[13] Batch [15950-16000]	Speed: 162.06 samples/sec	accuracy=0.981563
2020-04-11 16:22:03,477 Epoch[13] Batch [16000-16050]	Speed: 162.43 samples/sec	accuracy=0.978281
2020-04-11 16:22:42,765 Epoch[13] Batch [16050-16100]	Speed: 162.90 samples/sec	accuracy=0.980625
2020-04-11 16:23:22,295 Epoch[13] Batch [16100-16150]	Speed: 161.90 samples/sec	accuracy=0.977969
2020-04-11 16:24:02,221 Epoch[13] Batch [16150-16200]	Speed: 160.30 samples/sec	accuracy=0.975000
2020-04-11 16:24:41,721 Epoch[13] Batch [16200-16250]	Speed: 162.03 samples/sec	accuracy=0.976562
2020-04-11 16:25:21,190 Epoch[13] Batch [16250-16300]	Speed: 162.15 samples/sec	accuracy=0.976562
2020-04-11 16:26:00,713 Epoch[13] Batch [16300-16350]	Speed: 161.93 samples/sec	accuracy=0.973125
2020-04-11 16:26:40,062 Epoch[13] Batch [16350-16400]	Speed: 162.65 samples/sec	accuracy=0.974688
2020-04-11 16:27:19,560 Epoch[13] Batch [16400-16450]	Speed: 162.03 samples/sec	accuracy=0.977344
2020-04-11 16:27:59,428 Epoch[13] Batch [16450-16500]	Speed: 160.53 samples/sec	accuracy=0.976406
2020-04-11 16:28:39,259 Epoch[13] Batch [16500-16550]	Speed: 160.68 samples/sec	accuracy=0.977656
2020-04-11 16:29:18,991 Epoch[13] Batch [16550-16600]	Speed: 161.08 samples/sec	accuracy=0.977031
2020-04-11 16:29:58,854 Epoch[13] Batch [16600-16650]	Speed: 160.55 samples/sec	accuracy=0.977344
2020-04-11 16:30:38,607 Epoch[13] Batch [16650-16700]	Speed: 161.00 samples/sec	accuracy=0.978594
2020-04-11 16:31:18,234 Epoch[13] Batch [16700-16750]	Speed: 161.51 samples/sec	accuracy=0.974688
2020-04-11 16:31:57,824 Epoch[13] Batch [16750-16800]	Speed: 161.66 samples/sec	accuracy=0.976562
2020-04-11 16:32:37,273 Epoch[13] Batch [16800-16850]	Speed: 162.24 samples/sec	accuracy=0.973750
2020-04-11 16:33:17,185 Epoch[13] Batch [16850-16900]	Speed: 160.35 samples/sec	accuracy=0.975625
2020-04-11 16:33:56,181 Epoch[13] Batch [16900-16950]	Speed: 164.12 samples/sec	accuracy=0.977031
2020-04-11 16:34:35,756 Epoch[13] Batch [16950-17000]	Speed: 161.72 samples/sec	accuracy=0.977969
2020-04-11 16:35:14,987 Epoch[13] Batch [17000-17050]	Speed: 163.14 samples/sec	accuracy=0.975938
2020-04-11 16:35:54,042 Epoch[13] Batch [17050-17100]	Speed: 163.87 samples/sec	accuracy=0.976406
2020-04-11 16:36:33,608 Epoch[13] Batch [17100-17150]	Speed: 161.76 samples/sec	accuracy=0.976406
2020-04-11 16:37:13,141 Epoch[13] Batch [17150-17200]	Speed: 161.89 samples/sec	accuracy=0.978281
2020-04-11 16:37:52,271 Epoch[13] Batch [17200-17250]	Speed: 163.56 samples/sec	accuracy=0.977344
2020-04-11 16:38:31,848 Epoch[13] Batch [17250-17300]	Speed: 161.71 samples/sec	accuracy=0.978750
2020-04-11 16:39:11,337 Epoch[13] Batch [17300-17350]	Speed: 162.07 samples/sec	accuracy=0.973906
2020-04-11 16:39:50,622 Epoch[13] Batch [17350-17400]	Speed: 162.91 samples/sec	accuracy=0.975156
2020-04-11 16:40:30,586 Epoch[13] Batch [17400-17450]	Speed: 160.15 samples/sec	accuracy=0.975625
2020-04-11 16:41:10,268 Epoch[13] Batch [17450-17500]	Speed: 161.28 samples/sec	accuracy=0.978125
2020-04-11 16:41:49,600 Epoch[13] Batch [17500-17550]	Speed: 162.72 samples/sec	accuracy=0.978594
2020-04-11 16:42:29,180 Epoch[13] Batch [17550-17600]	Speed: 161.70 samples/sec	accuracy=0.977187
2020-04-11 16:43:08,824 Epoch[13] Batch [17600-17650]	Speed: 161.44 samples/sec	accuracy=0.974219
2020-04-11 16:43:48,950 Epoch[13] Batch [17650-17700]	Speed: 159.50 samples/sec	accuracy=0.977344
2020-04-11 16:44:28,176 Epoch[13] Batch [17700-17750]	Speed: 163.16 samples/sec	accuracy=0.976250
2020-04-11 16:45:07,785 Epoch[13] Batch [17750-17800]	Speed: 161.58 samples/sec	accuracy=0.976875
2020-04-11 16:45:47,154 Epoch[13] Batch [17800-17850]	Speed: 162.57 samples/sec	accuracy=0.977500
2020-04-11 16:46:26,647 Epoch[13] Batch [17850-17900]	Speed: 162.05 samples/sec	accuracy=0.981563
2020-04-11 16:47:05,870 Epoch[13] Batch [17900-17950]	Speed: 163.17 samples/sec	accuracy=0.976094
2020-04-11 16:47:45,188 Epoch[13] Batch [17950-18000]	Speed: 162.78 samples/sec	accuracy=0.973125
2020-04-11 16:48:25,209 Epoch[13] Batch [18000-18050]	Speed: 159.91 samples/sec	accuracy=0.979219
2020-04-11 16:49:04,705 Epoch[13] Batch [18050-18100]	Speed: 162.04 samples/sec	accuracy=0.979531
2020-04-11 16:49:43,898 Epoch[13] Batch [18100-18150]	Speed: 163.30 samples/sec	accuracy=0.977344
2020-04-11 16:50:23,574 Epoch[13] Batch [18150-18200]	Speed: 161.31 samples/sec	accuracy=0.976094
2020-04-11 16:51:03,141 Epoch[13] Batch [18200-18250]	Speed: 161.75 samples/sec	accuracy=0.980000
2020-04-11 16:51:42,761 Epoch[13] Batch [18250-18300]	Speed: 161.54 samples/sec	accuracy=0.977656
2020-04-11 16:52:22,261 Epoch[13] Batch [18300-18350]	Speed: 162.02 samples/sec	accuracy=0.977656
2020-04-11 16:53:01,571 Epoch[13] Batch [18350-18400]	Speed: 162.81 samples/sec	accuracy=0.977344
2020-04-11 16:53:41,177 Epoch[13] Batch [18400-18450]	Speed: 161.59 samples/sec	accuracy=0.978125
2020-04-11 16:54:20,665 Epoch[13] Batch [18450-18500]	Speed: 162.08 samples/sec	accuracy=0.979375
2020-04-11 16:54:59,943 Epoch[13] Batch [18500-18550]	Speed: 162.94 samples/sec	accuracy=0.978750
2020-04-11 16:55:39,178 Epoch[13] Batch [18550-18600]	Speed: 163.12 samples/sec	accuracy=0.978281
2020-04-11 16:56:18,544 Epoch[13] Batch [18600-18650]	Speed: 162.58 samples/sec	accuracy=0.975625
2020-04-11 16:56:57,604 Epoch[13] Batch [18650-18700]	Speed: 163.85 samples/sec	accuracy=0.977812
2020-04-11 16:57:37,120 Epoch[13] Batch [18700-18750]	Speed: 161.96 samples/sec	accuracy=0.976875
2020-04-11 16:58:16,829 Epoch[13] Batch [18750-18800]	Speed: 161.18 samples/sec	accuracy=0.974219
2020-04-11 16:58:56,216 Epoch[13] Batch [18800-18850]	Speed: 162.49 samples/sec	accuracy=0.977031
2020-04-11 16:59:35,522 Epoch[13] Batch [18850-18900]	Speed: 162.83 samples/sec	accuracy=0.979375
2020-04-11 17:00:15,020 Epoch[13] Batch [18900-18950]	Speed: 162.03 samples/sec	accuracy=0.975625
2020-04-11 17:00:54,654 Epoch[13] Batch [18950-19000]	Speed: 161.48 samples/sec	accuracy=0.978906
2020-04-11 17:01:34,277 Epoch[13] Batch [19000-19050]	Speed: 161.52 samples/sec	accuracy=0.975781
2020-04-11 17:02:13,740 Epoch[13] Batch [19050-19100]	Speed: 162.18 samples/sec	accuracy=0.973750
2020-04-11 17:02:53,165 Epoch[13] Batch [19100-19150]	Speed: 162.34 samples/sec	accuracy=0.976094
2020-04-11 17:03:32,492 Epoch[13] Batch [19150-19200]	Speed: 162.74 samples/sec	accuracy=0.977344
2020-04-11 17:04:11,775 Epoch[13] Batch [19200-19250]	Speed: 162.92 samples/sec	accuracy=0.975781
2020-04-11 17:04:51,018 Epoch[13] Batch [19250-19300]	Speed: 163.09 samples/sec	accuracy=0.974375
2020-04-11 17:05:30,933 Epoch[13] Batch [19300-19350]	Speed: 160.34 samples/sec	accuracy=0.977344
2020-04-11 17:06:11,010 Epoch[13] Batch [19350-19400]	Speed: 159.70 samples/sec	accuracy=0.974688
2020-04-11 17:06:50,409 Epoch[13] Batch [19400-19450]	Speed: 162.44 samples/sec	accuracy=0.980000
2020-04-11 17:07:29,751 Epoch[13] Batch [19450-19500]	Speed: 162.68 samples/sec	accuracy=0.977500
2020-04-11 17:08:09,604 Epoch[13] Batch [19500-19550]	Speed: 160.59 samples/sec	accuracy=0.975938
2020-04-11 17:08:49,515 Epoch[13] Batch [19550-19600]	Speed: 160.36 samples/sec	accuracy=0.979688
2020-04-11 17:09:29,117 Epoch[13] Batch [19600-19650]	Speed: 161.61 samples/sec	accuracy=0.976719
2020-04-11 17:10:08,663 Epoch[13] Batch [19650-19700]	Speed: 161.84 samples/sec	accuracy=0.975625
2020-04-11 17:10:47,953 Epoch[13] Batch [19700-19750]	Speed: 162.89 samples/sec	accuracy=0.976719
2020-04-11 17:11:27,161 Epoch[13] Batch [19750-19800]	Speed: 163.23 samples/sec	accuracy=0.980469
2020-04-11 17:12:06,514 Epoch[13] Batch [19800-19850]	Speed: 162.63 samples/sec	accuracy=0.979375
2020-04-11 17:12:46,050 Epoch[13] Batch [19850-19900]	Speed: 161.88 samples/sec	accuracy=0.978125
2020-04-11 17:13:25,719 Epoch[13] Batch [19900-19950]	Speed: 161.34 samples/sec	accuracy=0.976094
2020-04-11 17:14:06,165 Epoch[13] Batch [19950-20000]	Speed: 158.23 samples/sec	accuracy=0.979062
2020-04-11 17:14:45,450 Epoch[13] Batch [20000-20050]	Speed: 162.91 samples/sec	accuracy=0.978281
2020-04-11 17:15:24,945 Epoch[13] Batch [20050-20100]	Speed: 162.05 samples/sec	accuracy=0.974063
2020-04-11 17:16:04,369 Epoch[13] Batch [20100-20150]	Speed: 162.34 samples/sec	accuracy=0.976094
2020-04-11 17:16:44,237 Epoch[13] Batch [20150-20200]	Speed: 160.53 samples/sec	accuracy=0.975156
2020-04-11 17:17:23,874 Epoch[13] Batch [20200-20250]	Speed: 161.47 samples/sec	accuracy=0.974063
2020-04-11 17:18:03,268 Epoch[13] Batch [20250-20300]	Speed: 162.46 samples/sec	accuracy=0.979531
2020-04-11 17:18:42,889 Epoch[13] Batch [20300-20350]	Speed: 161.53 samples/sec	accuracy=0.978594
2020-04-11 17:19:22,163 Epoch[13] Batch [20350-20400]	Speed: 162.96 samples/sec	accuracy=0.974063
2020-04-11 17:20:01,420 Epoch[13] Batch [20400-20450]	Speed: 163.03 samples/sec	accuracy=0.974063
2020-04-11 17:20:41,086 Epoch[13] Batch [20450-20500]	Speed: 161.35 samples/sec	accuracy=0.976719
2020-04-11 17:21:20,593 Epoch[13] Batch [20500-20550]	Speed: 162.00 samples/sec	accuracy=0.979844
2020-04-11 17:22:00,464 Epoch[13] Batch [20550-20600]	Speed: 160.52 samples/sec	accuracy=0.978281
2020-04-11 17:22:40,322 Epoch[13] Batch [20600-20650]	Speed: 160.57 samples/sec	accuracy=0.978437
2020-04-11 17:23:19,934 Epoch[13] Batch [20650-20700]	Speed: 161.57 samples/sec	accuracy=0.980313
2020-04-11 17:23:59,479 Epoch[13] Batch [20700-20750]	Speed: 161.84 samples/sec	accuracy=0.977812
2020-04-11 17:24:38,837 Epoch[13] Batch [20750-20800]	Speed: 162.61 samples/sec	accuracy=0.975000
2020-04-11 17:25:18,624 Epoch[13] Batch [20800-20850]	Speed: 160.86 samples/sec	accuracy=0.976094
2020-04-11 17:25:57,960 Epoch[13] Batch [20850-20900]	Speed: 162.70 samples/sec	accuracy=0.974531
2020-04-11 17:26:37,525 Epoch[13] Batch [20900-20950]	Speed: 161.76 samples/sec	accuracy=0.977187
2020-04-11 17:27:17,032 Epoch[13] Batch [20950-21000]	Speed: 162.00 samples/sec	accuracy=0.976719
2020-04-11 17:27:56,712 Epoch[13] Batch [21000-21050]	Speed: 161.29 samples/sec	accuracy=0.975156
2020-04-11 17:28:36,288 Epoch[13] Batch [21050-21100]	Speed: 161.72 samples/sec	accuracy=0.977187
2020-04-11 17:29:15,614 Epoch[13] Batch [21100-21150]	Speed: 162.75 samples/sec	accuracy=0.976719
2020-04-11 17:29:54,861 Epoch[13] Batch [21150-21200]	Speed: 163.07 samples/sec	accuracy=0.973594
2020-04-11 17:30:34,497 Epoch[13] Batch [21200-21250]	Speed: 161.47 samples/sec	accuracy=0.974844
2020-04-11 17:31:14,232 Epoch[13] Batch [21250-21300]	Speed: 161.07 samples/sec	accuracy=0.974688
2020-04-11 17:31:53,251 Epoch[13] Batch [21300-21350]	Speed: 164.02 samples/sec	accuracy=0.975781
2020-04-11 17:32:33,087 Epoch[13] Batch [21350-21400]	Speed: 160.66 samples/sec	accuracy=0.975469
2020-04-11 17:33:12,252 Epoch[13] Batch [21400-21450]	Speed: 163.41 samples/sec	accuracy=0.978125
2020-04-11 17:33:51,931 Epoch[13] Batch [21450-21500]	Speed: 161.30 samples/sec	accuracy=0.975625
2020-04-11 17:34:31,279 Epoch[13] Batch [21500-21550]	Speed: 162.65 samples/sec	accuracy=0.978750
2020-04-11 17:35:10,954 Epoch[13] Batch [21550-21600]	Speed: 161.31 samples/sec	accuracy=0.976094
2020-04-11 17:35:50,657 Epoch[13] Batch [21600-21650]	Speed: 161.20 samples/sec	accuracy=0.974219
2020-04-11 17:36:29,571 Epoch[13] Batch [21650-21700]	Speed: 164.47 samples/sec	accuracy=0.977656
2020-04-11 17:37:09,352 Epoch[13] Batch [21700-21750]	Speed: 160.88 samples/sec	accuracy=0.973437
2020-04-11 17:37:48,500 Epoch[13] Batch [21750-21800]	Speed: 163.48 samples/sec	accuracy=0.975781
2020-04-11 17:38:27,943 Epoch[13] Batch [21800-21850]	Speed: 162.26 samples/sec	accuracy=0.978437
2020-04-11 17:39:07,085 Epoch[13] Batch [21850-21900]	Speed: 163.51 samples/sec	accuracy=0.972031
2020-04-11 17:39:46,408 Epoch[13] Batch [21900-21950]	Speed: 162.76 samples/sec	accuracy=0.977656
2020-04-11 17:40:26,069 Epoch[13] Batch [21950-22000]	Speed: 161.37 samples/sec	accuracy=0.975938
2020-04-11 17:41:05,495 Epoch[13] Batch [22000-22050]	Speed: 162.33 samples/sec	accuracy=0.973437
2020-04-11 17:41:45,014 Epoch[13] Batch [22050-22100]	Speed: 161.95 samples/sec	accuracy=0.973125
2020-04-11 17:42:24,989 Epoch[13] Batch [22100-22150]	Speed: 160.10 samples/sec	accuracy=0.977656
2020-04-11 17:43:04,876 Epoch[13] Batch [22150-22200]	Speed: 160.46 samples/sec	accuracy=0.982500
2020-04-11 17:43:44,528 Epoch[13] Batch [22200-22250]	Speed: 161.40 samples/sec	accuracy=0.976094
2020-04-11 17:44:24,289 Epoch[13] Batch [22250-22300]	Speed: 160.96 samples/sec	accuracy=0.976719
2020-04-11 17:45:03,841 Epoch[13] Batch [22300-22350]	Speed: 161.81 samples/sec	accuracy=0.974688
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2020-04-11 17:46:23,172 Epoch[13] Batch [22400-22450]	Speed: 160.05 samples/sec	accuracy=0.975938
2020-04-11 17:47:02,631 Epoch[13] Batch [22450-22500]	Speed: 162.19 samples/sec	accuracy=0.976719
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2020-04-11 17:48:21,782 Epoch[13] Batch [22550-22600]	Speed: 162.70 samples/sec	accuracy=0.979531
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2020-04-11 17:49:40,965 Epoch[13] Batch [22650-22700]	Speed: 160.34 samples/sec	accuracy=0.977969
2020-04-11 17:50:20,529 Epoch[13] Batch [22700-22750]	Speed: 161.76 samples/sec	accuracy=0.979375
2020-04-11 17:50:59,979 Epoch[13] Batch [22750-22800]	Speed: 162.23 samples/sec	accuracy=0.976875
2020-04-11 17:51:39,007 Epoch[13] Batch [22800-22850]	Speed: 163.98 samples/sec	accuracy=0.977500
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2020-04-11 17:52:57,816 Epoch[13] Batch [22900-22950]	Speed: 161.81 samples/sec	accuracy=0.978437
2020-04-11 17:53:37,388 Epoch[13] Batch [22950-23000]	Speed: 161.73 samples/sec	accuracy=0.976094
2020-04-11 17:54:16,958 Epoch[13] Batch [23000-23050]	Speed: 161.74 samples/sec	accuracy=0.977656
2020-04-11 17:54:56,080 Epoch[13] Batch [23050-23100]	Speed: 163.59 samples/sec	accuracy=0.979375
2020-04-11 17:55:35,558 Epoch[13] Batch [23100-23150]	Speed: 162.11 samples/sec	accuracy=0.979688
2020-04-11 17:56:15,022 Epoch[13] Batch [23150-23200]	Speed: 162.18 samples/sec	accuracy=0.975938
2020-04-11 17:56:54,635 Epoch[13] Batch [23200-23250]	Speed: 161.56 samples/sec	accuracy=0.978125
2020-04-11 17:57:34,220 Epoch[13] Batch [23250-23300]	Speed: 161.68 samples/sec	accuracy=0.974531
2020-04-11 17:58:13,995 Epoch[13] Batch [23300-23350]	Speed: 160.90 samples/sec	accuracy=0.974688
2020-04-11 17:58:53,676 Epoch[13] Batch [23350-23400]	Speed: 161.29 samples/sec	accuracy=0.978281
2020-04-11 17:59:33,108 Epoch[13] Batch [23400-23450]	Speed: 162.31 samples/sec	accuracy=0.975156
2020-04-11 18:00:12,799 Epoch[13] Batch [23450-23500]	Speed: 161.25 samples/sec	accuracy=0.978281
2020-04-11 18:00:52,348 Epoch[13] Batch [23500-23550]	Speed: 161.82 samples/sec	accuracy=0.979062
2020-04-11 18:01:31,782 Epoch[13] Batch [23550-23600]	Speed: 162.30 samples/sec	accuracy=0.975313
2020-04-11 18:02:11,382 Epoch[13] Batch [23600-23650]	Speed: 161.62 samples/sec	accuracy=0.978125
2020-04-11 18:02:50,696 Epoch[13] Batch [23650-23700]	Speed: 162.79 samples/sec	accuracy=0.976250
2020-04-11 18:03:30,677 Epoch[13] Batch [23700-23750]	Speed: 160.08 samples/sec	accuracy=0.978594
2020-04-11 18:04:10,093 Epoch[13] Batch [23750-23800]	Speed: 162.37 samples/sec	accuracy=0.977656
2020-04-11 18:04:49,317 Epoch[13] Batch [23800-23850]	Speed: 163.17 samples/sec	accuracy=0.978125
2020-04-11 18:05:28,848 Epoch[13] Batch [23850-23900]	Speed: 161.90 samples/sec	accuracy=0.975313
2020-04-11 18:06:08,169 Epoch[13] Batch [23900-23950]	Speed: 162.76 samples/sec	accuracy=0.976406
2020-04-11 18:06:47,451 Epoch[13] Batch [23950-24000]	Speed: 162.93 samples/sec	accuracy=0.981563
2020-04-11 18:07:26,689 Epoch[13] Batch [24000-24050]	Speed: 163.10 samples/sec	accuracy=0.981094
2020-04-11 18:08:05,737 Epoch[13] Batch [24050-24100]	Speed: 163.90 samples/sec	accuracy=0.976406
2020-04-11 18:08:45,218 Epoch[13] Batch [24100-24150]	Speed: 162.10 samples/sec	accuracy=0.975469
2020-04-11 18:09:24,375 Epoch[13] Batch [24150-24200]	Speed: 163.45 samples/sec	accuracy=0.976875
2020-04-11 18:10:03,386 Epoch[13] Batch [24200-24250]	Speed: 164.05 samples/sec	accuracy=0.978125
2020-04-11 18:10:42,957 Epoch[13] Batch [24250-24300]	Speed: 161.74 samples/sec	accuracy=0.976719
2020-04-11 18:11:22,612 Epoch[13] Batch [24300-24350]	Speed: 161.40 samples/sec	accuracy=0.974063
2020-04-11 18:12:02,269 Epoch[13] Batch [24350-24400]	Speed: 161.39 samples/sec	accuracy=0.976562
2020-04-11 18:12:41,790 Epoch[13] Batch [24400-24450]	Speed: 161.94 samples/sec	accuracy=0.977344
2020-04-11 18:13:21,387 Epoch[13] Batch [24450-24500]	Speed: 161.63 samples/sec	accuracy=0.980938
2020-04-11 18:14:00,291 Epoch[13] Batch [24500-24550]	Speed: 164.51 samples/sec	accuracy=0.977344
2020-04-11 18:14:39,458 Epoch[13] Batch [24550-24600]	Speed: 163.41 samples/sec	accuracy=0.977344
2020-04-11 18:15:19,052 Epoch[13] Batch [24600-24650]	Speed: 161.64 samples/sec	accuracy=0.977500
2020-04-11 18:15:58,671 Epoch[13] Batch [24650-24700]	Speed: 161.54 samples/sec	accuracy=0.976875
2020-04-11 18:16:37,967 Epoch[13] Batch [24700-24750]	Speed: 162.87 samples/sec	accuracy=0.976719
2020-04-11 18:17:17,885 Epoch[13] Batch [24750-24800]	Speed: 160.33 samples/sec	accuracy=0.977500
2020-04-11 18:17:57,561 Epoch[13] Batch [24800-24850]	Speed: 161.30 samples/sec	accuracy=0.976406
2020-04-11 18:18:37,290 Epoch[13] Batch [24850-24900]	Speed: 161.09 samples/sec	accuracy=0.977656
2020-04-11 18:19:16,415 Epoch[13] Batch [24900-24950]	Speed: 163.58 samples/sec	accuracy=0.975469
2020-04-11 18:19:55,421 Epoch[13] Batch [24950-25000]	Speed: 164.08 samples/sec	accuracy=0.976250
2020-04-11 18:20:35,019 Epoch[13] Batch [25000-25050]	Speed: 161.63 samples/sec	accuracy=0.978437
2020-04-11 18:21:14,780 Epoch[13] Batch [25050-25100]	Speed: 160.96 samples/sec	accuracy=0.979375
2020-04-11 18:21:54,117 Epoch[13] Batch [25100-25150]	Speed: 162.70 samples/sec	accuracy=0.976250
2020-04-11 18:22:33,813 Epoch[13] Batch [25150-25200]	Speed: 161.23 samples/sec	accuracy=0.976719
2020-04-11 18:23:13,493 Epoch[13] Batch [25200-25250]	Speed: 161.29 samples/sec	accuracy=0.976719
2020-04-11 18:23:53,255 Epoch[13] Batch [25250-25300]	Speed: 160.96 samples/sec	accuracy=0.974063
2020-04-11 18:24:32,617 Epoch[13] Batch [25300-25350]	Speed: 162.59 samples/sec	accuracy=0.979844
2020-04-11 18:25:12,309 Epoch[13] Batch [25350-25400]	Speed: 161.24 samples/sec	accuracy=0.980156
2020-04-11 18:25:51,771 Epoch[13] Batch [25400-25450]	Speed: 162.18 samples/sec	accuracy=0.978125
2020-04-11 18:26:31,646 Epoch[13] Batch [25450-25500]	Speed: 160.51 samples/sec	accuracy=0.978281
2020-04-11 18:27:10,780 Epoch[13] Batch [25500-25550]	Speed: 163.54 samples/sec	accuracy=0.979219
2020-04-11 18:27:50,038 Epoch[13] Batch [25550-25600]	Speed: 163.03 samples/sec	accuracy=0.978437
2020-04-11 18:28:29,496 Epoch[13] Batch [25600-25650]	Speed: 162.20 samples/sec	accuracy=0.976719
2020-04-11 18:29:09,220 Epoch[13] Batch [25650-25700]	Speed: 161.11 samples/sec	accuracy=0.977187
2020-04-11 18:29:48,702 Epoch[13] Batch [25700-25750]	Speed: 162.10 samples/sec	accuracy=0.977344
2020-04-11 18:30:28,323 Epoch[13] Batch [25750-25800]	Speed: 161.53 samples/sec	accuracy=0.976406
2020-04-11 18:31:08,006 Epoch[13] Batch [25800-25850]	Speed: 161.28 samples/sec	accuracy=0.973125
2020-04-11 18:31:47,635 Epoch[13] Batch [25850-25900]	Speed: 161.50 samples/sec	accuracy=0.974219
2020-04-11 18:32:27,227 Epoch[13] Batch [25900-25950]	Speed: 161.65 samples/sec	accuracy=0.980781
2020-04-11 18:33:06,720 Epoch[13] Batch [25950-26000]	Speed: 162.06 samples/sec	accuracy=0.980156
2020-04-11 18:33:46,308 Epoch[13] Batch [26000-26050]	Speed: 161.67 samples/sec	accuracy=0.978594
2020-04-11 18:34:25,903 Epoch[13] Batch [26050-26100]	Speed: 161.64 samples/sec	accuracy=0.977812
2020-04-11 18:35:05,474 Epoch[13] Batch [26100-26150]	Speed: 161.74 samples/sec	accuracy=0.978125
2020-04-11 18:35:44,969 Epoch[13] Batch [26150-26200]	Speed: 162.05 samples/sec	accuracy=0.978437
2020-04-11 18:36:24,507 Epoch[13] Batch [26200-26250]	Speed: 161.87 samples/sec	accuracy=0.981563
2020-04-11 18:37:00,731 Epoch[13] Batch [26250-26300]	Speed: 176.68 samples/sec	accuracy=0.973906
2020-04-11 18:37:33,785 Epoch[13] Batch [26300-26350]	Speed: 193.62 samples/sec	accuracy=0.977187
2020-04-11 18:38:06,877 Epoch[13] Batch [26350-26400]	Speed: 193.41 samples/sec	accuracy=0.978906
2020-04-11 18:38:39,805 Epoch[13] Batch [26400-26450]	Speed: 194.36 samples/sec	accuracy=0.974688
2020-04-11 18:39:12,326 Epoch[13] Batch [26450-26500]	Speed: 196.79 samples/sec	accuracy=0.979375
2020-04-11 18:39:45,187 Epoch[13] Batch [26500-26550]	Speed: 194.76 samples/sec	accuracy=0.976250
2020-04-11 18:40:18,141 Epoch[13] Batch [26550-26600]	Speed: 194.21 samples/sec	accuracy=0.978281
2020-04-11 18:40:51,139 Epoch[13] Batch [26600-26650]	Speed: 193.95 samples/sec	accuracy=0.975469
2020-04-11 18:41:24,333 Epoch[13] Batch [26650-26700]	Speed: 192.81 samples/sec	accuracy=0.977812
2020-04-11 18:41:57,346 Epoch[13] Batch [26700-26750]	Speed: 193.87 samples/sec	accuracy=0.975625
2020-04-11 18:42:30,437 Epoch[13] Batch [26750-26800]	Speed: 193.41 samples/sec	accuracy=0.975625
2020-04-11 18:43:03,535 Epoch[13] Batch [26800-26850]	Speed: 193.37 samples/sec	accuracy=0.978125
2020-04-11 18:43:36,383 Epoch[13] Batch [26850-26900]	Speed: 194.84 samples/sec	accuracy=0.978437
2020-04-11 18:44:09,144 Epoch[13] Batch [26900-26950]	Speed: 195.36 samples/sec	accuracy=0.976250
2020-04-11 18:44:42,192 Epoch[13] Batch [26950-27000]	Speed: 193.65 samples/sec	accuracy=0.979375
2020-04-11 18:45:15,185 Epoch[13] Batch [27000-27050]	Speed: 193.99 samples/sec	accuracy=0.981406
2020-04-11 18:45:48,223 Epoch[13] Batch [27050-27100]	Speed: 193.71 samples/sec	accuracy=0.980625
2020-04-11 18:46:21,275 Epoch[13] Batch [27100-27150]	Speed: 193.64 samples/sec	accuracy=0.975156
2020-04-11 18:46:54,149 Epoch[13] Batch [27150-27200]	Speed: 194.69 samples/sec	accuracy=0.973281
2020-04-11 18:47:27,271 Epoch[13] Batch [27200-27250]	Speed: 193.22 samples/sec	accuracy=0.976406
2020-04-11 18:48:00,372 Epoch[13] Batch [27250-27300]	Speed: 193.35 samples/sec	accuracy=0.977656
2020-04-11 18:48:33,325 Epoch[13] Batch [27300-27350]	Speed: 194.22 samples/sec	accuracy=0.981406
2020-04-11 18:49:06,114 Epoch[13] Batch [27350-27400]	Speed: 195.19 samples/sec	accuracy=0.979062
2020-04-11 18:49:39,186 Epoch[13] Batch [27400-27450]	Speed: 193.52 samples/sec	accuracy=0.974063
2020-04-11 18:50:12,292 Epoch[13] Batch [27450-27500]	Speed: 193.31 samples/sec	accuracy=0.976250
2020-04-11 18:50:45,341 Epoch[13] Batch [27500-27550]	Speed: 193.65 samples/sec	accuracy=0.977187
2020-04-11 18:51:18,908 Epoch[13] Batch [27550-27600]	Speed: 190.67 samples/sec	accuracy=0.976250
2020-04-11 18:51:51,697 Epoch[13] Batch [27600-27650]	Speed: 195.19 samples/sec	accuracy=0.979375
2020-04-11 18:52:24,647 Epoch[13] Batch [27650-27700]	Speed: 194.23 samples/sec	accuracy=0.977969
2020-04-11 18:52:57,716 Epoch[13] Batch [27700-27750]	Speed: 193.54 samples/sec	accuracy=0.981563
2020-04-11 18:53:30,521 Epoch[13] Batch [27750-27800]	Speed: 195.10 samples/sec	accuracy=0.975469
2020-04-11 18:54:03,388 Epoch[13] Batch [27800-27850]	Speed: 194.72 samples/sec	accuracy=0.974688
2020-04-11 18:54:36,290 Epoch[13] Batch [27850-27900]	Speed: 194.52 samples/sec	accuracy=0.977187
2020-04-11 18:55:09,351 Epoch[13] Batch [27900-27950]	Speed: 193.58 samples/sec	accuracy=0.979688
2020-04-11 18:55:42,349 Epoch[13] Batch [27950-28000]	Speed: 193.95 samples/sec	accuracy=0.976250
2020-04-11 18:56:15,366 Epoch[13] Batch [28000-28050]	Speed: 193.84 samples/sec	accuracy=0.978281
2020-04-11 18:56:48,554 Epoch[13] Batch [28050-28100]	Speed: 192.85 samples/sec	accuracy=0.976719
2020-04-11 18:57:21,704 Epoch[13] Batch [28100-28150]	Speed: 193.06 samples/sec	accuracy=0.975313
2020-04-11 18:57:54,824 Epoch[13] Batch [28150-28200]	Speed: 193.24 samples/sec	accuracy=0.977187
2020-04-11 18:58:20,323 Epoch[13] Train-accuracy=0.977421
2020-04-11 18:58:20,323 Epoch[13] Time cost=21298.360
2020-04-11 18:58:20,532 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0014.params"
2020-04-11 19:32:05,434 Epoch[13] Validation-accuracy=0.985088
2020-04-11 19:32:45,936 Epoch[14] Batch [0-50]	Speed: 198.40 samples/sec	accuracy=0.977175
2020-04-11 19:33:18,797 Epoch[14] Batch [50-100]	Speed: 194.76 samples/sec	accuracy=0.979688
2020-04-11 19:33:51,200 Epoch[14] Batch [100-150]	Speed: 197.51 samples/sec	accuracy=0.980313
2020-04-11 19:34:23,107 Epoch[14] Batch [150-200]	Speed: 200.58 samples/sec	accuracy=0.979844
2020-04-11 19:34:55,067 Epoch[14] Batch [200-250]	Speed: 200.25 samples/sec	accuracy=0.977656
2020-04-11 19:35:27,416 Epoch[14] Batch [250-300]	Speed: 197.85 samples/sec	accuracy=0.976719
2020-04-11 19:36:00,627 Epoch[14] Batch [300-350]	Speed: 192.70 samples/sec	accuracy=0.980313
2020-04-11 19:36:33,322 Epoch[14] Batch [350-400]	Speed: 195.75 samples/sec	accuracy=0.980313
2020-04-11 19:37:05,206 Epoch[14] Batch [400-450]	Speed: 200.72 samples/sec	accuracy=0.981094
2020-04-11 19:37:38,258 Epoch[14] Batch [450-500]	Speed: 193.64 samples/sec	accuracy=0.977344
2020-04-11 19:38:11,381 Epoch[14] Batch [500-550]	Speed: 193.22 samples/sec	accuracy=0.979844
2020-04-11 19:38:43,867 Epoch[14] Batch [550-600]	Speed: 197.01 samples/sec	accuracy=0.980156
2020-04-11 19:39:16,082 Epoch[14] Batch [600-650]	Speed: 198.66 samples/sec	accuracy=0.978437
2020-04-11 19:39:48,790 Epoch[14] Batch [650-700]	Speed: 195.67 samples/sec	accuracy=0.977969
2020-04-11 19:40:22,092 Epoch[14] Batch [700-750]	Speed: 192.18 samples/sec	accuracy=0.980000
2020-04-11 19:40:55,161 Epoch[14] Batch [750-800]	Speed: 193.53 samples/sec	accuracy=0.978281
2020-04-11 19:41:27,323 Epoch[14] Batch [800-850]	Speed: 199.00 samples/sec	accuracy=0.982031
2020-04-11 19:41:59,734 Epoch[14] Batch [850-900]	Speed: 197.46 samples/sec	accuracy=0.979219
2020-04-11 19:42:32,168 Epoch[14] Batch [900-950]	Speed: 197.33 samples/sec	accuracy=0.979688
2020-04-11 19:43:04,680 Epoch[14] Batch [950-1000]	Speed: 196.85 samples/sec	accuracy=0.979531
2020-04-11 19:43:37,080 Epoch[14] Batch [1000-1050]	Speed: 197.53 samples/sec	accuracy=0.978125
2020-04-11 19:44:09,737 Epoch[14] Batch [1050-1100]	Speed: 195.98 samples/sec	accuracy=0.980156
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2020-04-11 19:45:15,687 Epoch[14] Batch [1150-1200]	Speed: 193.91 samples/sec	accuracy=0.978437
2020-04-11 19:45:48,973 Epoch[14] Batch [1200-1250]	Speed: 192.27 samples/sec	accuracy=0.979219
2020-04-11 19:46:21,500 Epoch[14] Batch [1250-1300]	Speed: 196.76 samples/sec	accuracy=0.975781
2020-04-11 19:46:54,610 Epoch[14] Batch [1300-1350]	Speed: 193.30 samples/sec	accuracy=0.982344
2020-04-11 19:47:27,982 Epoch[14] Batch [1350-1400]	Speed: 191.78 samples/sec	accuracy=0.976406
2020-04-11 19:48:00,421 Epoch[14] Batch [1400-1450]	Speed: 197.29 samples/sec	accuracy=0.976562
2020-04-11 19:48:33,253 Epoch[14] Batch [1450-1500]	Speed: 194.93 samples/sec	accuracy=0.979531
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2020-04-11 19:49:43,875 Epoch[14] Batch [1550-1600]	Speed: 167.91 samples/sec	accuracy=0.977500
2020-04-11 19:50:23,115 Epoch[14] Batch [1600-1650]	Speed: 163.10 samples/sec	accuracy=0.978281
2020-04-11 19:51:03,067 Epoch[14] Batch [1650-1700]	Speed: 160.19 samples/sec	accuracy=0.979062
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2020-04-11 19:53:40,717 Epoch[14] Batch [1850-1900]	Speed: 163.02 samples/sec	accuracy=0.979688
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2020-04-11 19:54:59,993 Epoch[14] Batch [1950-2000]	Speed: 160.19 samples/sec	accuracy=0.975156
2020-04-11 19:55:39,839 Epoch[14] Batch [2000-2050]	Speed: 160.62 samples/sec	accuracy=0.976250
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2020-04-11 19:57:38,438 Epoch[14] Batch [2150-2200]	Speed: 162.62 samples/sec	accuracy=0.980469
2020-04-11 19:58:18,007 Epoch[14] Batch [2200-2250]	Speed: 161.74 samples/sec	accuracy=0.977031
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2020-04-11 19:59:36,979 Epoch[14] Batch [2300-2350]	Speed: 163.80 samples/sec	accuracy=0.980000
2020-04-11 20:00:16,380 Epoch[14] Batch [2350-2400]	Speed: 162.43 samples/sec	accuracy=0.982187
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2020-04-11 20:01:35,671 Epoch[14] Batch [2450-2500]	Speed: 161.25 samples/sec	accuracy=0.980625
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2020-04-11 20:03:34,496 Epoch[14] Batch [2600-2650]	Speed: 160.08 samples/sec	accuracy=0.980781
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2020-04-11 20:04:53,351 Epoch[14] Batch [2700-2750]	Speed: 161.48 samples/sec	accuracy=0.981563
2020-04-11 20:05:32,364 Epoch[14] Batch [2750-2800]	Speed: 164.05 samples/sec	accuracy=0.978125
2020-04-11 20:06:12,156 Epoch[14] Batch [2800-2850]	Speed: 160.84 samples/sec	accuracy=0.982031
2020-04-11 20:06:51,870 Epoch[14] Batch [2850-2900]	Speed: 161.15 samples/sec	accuracy=0.979688
2020-04-11 20:07:31,789 Epoch[14] Batch [2900-2950]	Speed: 160.32 samples/sec	accuracy=0.980781
2020-04-11 20:08:11,179 Epoch[14] Batch [2950-3000]	Speed: 162.48 samples/sec	accuracy=0.975938
2020-04-11 20:08:51,274 Epoch[14] Batch [3000-3050]	Speed: 159.62 samples/sec	accuracy=0.980156
2020-04-11 20:09:30,950 Epoch[14] Batch [3050-3100]	Speed: 161.30 samples/sec	accuracy=0.978125
2020-04-11 20:10:10,328 Epoch[14] Batch [3100-3150]	Speed: 162.53 samples/sec	accuracy=0.975313
2020-04-11 20:10:50,084 Epoch[14] Batch [3150-3200]	Speed: 160.98 samples/sec	accuracy=0.979219
2020-04-11 20:11:29,806 Epoch[14] Batch [3200-3250]	Speed: 161.12 samples/sec	accuracy=0.976875
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2020-04-11 20:21:21,521 Epoch[14] Batch [3950-4000]	Speed: 162.03 samples/sec	accuracy=0.979375
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2020-04-11 20:25:19,469 Epoch[14] Batch [4250-4300]	Speed: 160.72 samples/sec	accuracy=0.978750
2020-04-11 20:25:58,916 Epoch[14] Batch [4300-4350]	Speed: 162.24 samples/sec	accuracy=0.977812
2020-04-11 20:26:38,651 Epoch[14] Batch [4350-4400]	Speed: 161.07 samples/sec	accuracy=0.979219
2020-04-11 20:27:18,853 Epoch[14] Batch [4400-4450]	Speed: 159.19 samples/sec	accuracy=0.979688
2020-04-11 20:27:58,736 Epoch[14] Batch [4450-4500]	Speed: 160.47 samples/sec	accuracy=0.977812
2020-04-11 20:28:38,094 Epoch[14] Batch [4500-4550]	Speed: 162.61 samples/sec	accuracy=0.975469
2020-04-11 20:29:18,063 Epoch[14] Batch [4550-4600]	Speed: 160.12 samples/sec	accuracy=0.977969
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2020-04-11 20:31:56,378 Epoch[14] Batch [4750-4800]	Speed: 161.18 samples/sec	accuracy=0.977969
2020-04-11 20:32:35,807 Epoch[14] Batch [4800-4850]	Speed: 162.32 samples/sec	accuracy=0.978437
2020-04-11 20:33:15,167 Epoch[14] Batch [4850-4900]	Speed: 162.60 samples/sec	accuracy=0.978750
2020-04-11 20:33:55,160 Epoch[14] Batch [4900-4950]	Speed: 160.03 samples/sec	accuracy=0.978594
2020-04-11 20:34:34,730 Epoch[14] Batch [4950-5000]	Speed: 161.74 samples/sec	accuracy=0.979688
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2020-04-11 20:35:53,205 Epoch[14] Batch [5050-5100]	Speed: 163.27 samples/sec	accuracy=0.976875
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2020-04-11 20:37:12,505 Epoch[14] Batch [5150-5200]	Speed: 161.03 samples/sec	accuracy=0.977187
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2020-04-11 20:39:11,588 Epoch[14] Batch [5300-5350]	Speed: 162.47 samples/sec	accuracy=0.978750
2020-04-11 20:39:51,143 Epoch[14] Batch [5350-5400]	Speed: 161.80 samples/sec	accuracy=0.975781
2020-04-11 20:40:30,519 Epoch[14] Batch [5400-5450]	Speed: 162.54 samples/sec	accuracy=0.980469
2020-04-11 20:41:09,928 Epoch[14] Batch [5450-5500]	Speed: 162.40 samples/sec	accuracy=0.977500
2020-04-11 20:41:49,138 Epoch[14] Batch [5500-5550]	Speed: 163.22 samples/sec	accuracy=0.978750
2020-04-11 20:42:28,429 Epoch[14] Batch [5550-5600]	Speed: 162.89 samples/sec	accuracy=0.979062
2020-04-11 20:43:07,602 Epoch[14] Batch [5600-5650]	Speed: 163.38 samples/sec	accuracy=0.977187
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2020-04-11 20:45:06,402 Epoch[14] Batch [5750-5800]	Speed: 161.00 samples/sec	accuracy=0.976250
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2020-04-11 20:46:25,340 Epoch[14] Batch [5850-5900]	Speed: 161.87 samples/sec	accuracy=0.978125
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2020-04-11 20:47:44,363 Epoch[14] Batch [5950-6000]	Speed: 162.22 samples/sec	accuracy=0.978125
2020-04-11 20:48:23,995 Epoch[14] Batch [6000-6050]	Speed: 161.49 samples/sec	accuracy=0.979062
2020-04-11 20:49:03,313 Epoch[14] Batch [6050-6100]	Speed: 162.77 samples/sec	accuracy=0.978594
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2020-04-11 20:50:21,734 Epoch[14] Batch [6150-6200]	Speed: 164.00 samples/sec	accuracy=0.980625
2020-04-11 20:51:00,990 Epoch[14] Batch [6200-6250]	Speed: 163.03 samples/sec	accuracy=0.982344
2020-04-11 20:51:40,555 Epoch[14] Batch [6250-6300]	Speed: 161.76 samples/sec	accuracy=0.977344
2020-04-11 20:52:20,149 Epoch[14] Batch [6300-6350]	Speed: 161.64 samples/sec	accuracy=0.979688
2020-04-11 20:52:59,669 Epoch[14] Batch [6350-6400]	Speed: 161.94 samples/sec	accuracy=0.977500
2020-04-11 20:53:38,977 Epoch[14] Batch [6400-6450]	Speed: 162.82 samples/sec	accuracy=0.978281
2020-04-11 20:54:18,760 Epoch[14] Batch [6450-6500]	Speed: 160.87 samples/sec	accuracy=0.979688
2020-04-11 20:54:58,440 Epoch[14] Batch [6500-6550]	Speed: 161.29 samples/sec	accuracy=0.977656
2020-04-11 20:55:38,361 Epoch[14] Batch [6550-6600]	Speed: 160.32 samples/sec	accuracy=0.975156
2020-04-11 20:56:17,769 Epoch[14] Batch [6600-6650]	Speed: 162.40 samples/sec	accuracy=0.977969
2020-04-11 20:56:57,160 Epoch[14] Batch [6650-6700]	Speed: 162.48 samples/sec	accuracy=0.979375
2020-04-11 20:57:36,527 Epoch[14] Batch [6700-6750]	Speed: 162.57 samples/sec	accuracy=0.976719
2020-04-11 20:58:15,835 Epoch[14] Batch [6750-6800]	Speed: 162.82 samples/sec	accuracy=0.975000
2020-04-11 20:58:54,867 Epoch[14] Batch [6800-6850]	Speed: 163.97 samples/sec	accuracy=0.978125
2020-04-11 20:59:34,010 Epoch[14] Batch [6850-6900]	Speed: 163.50 samples/sec	accuracy=0.975938
2020-04-11 21:00:13,657 Epoch[14] Batch [6900-6950]	Speed: 161.43 samples/sec	accuracy=0.981250
2020-04-11 21:00:53,434 Epoch[14] Batch [6950-7000]	Speed: 160.90 samples/sec	accuracy=0.978906
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2020-04-11 21:03:31,896 Epoch[14] Batch [7150-7200]	Speed: 162.12 samples/sec	accuracy=0.977500
2020-04-11 21:04:11,362 Epoch[14] Batch [7200-7250]	Speed: 162.17 samples/sec	accuracy=0.976250
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2020-04-11 21:07:28,383 Epoch[14] Batch [7450-7500]	Speed: 162.18 samples/sec	accuracy=0.975781
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2020-04-11 21:08:47,370 Epoch[14] Batch [7550-7600]	Speed: 162.17 samples/sec	accuracy=0.979219
2020-04-11 21:09:27,069 Epoch[14] Batch [7600-7650]	Speed: 161.21 samples/sec	accuracy=0.978281
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2020-04-11 21:11:25,850 Epoch[14] Batch [7750-7800]	Speed: 161.78 samples/sec	accuracy=0.979219
2020-04-11 21:12:05,103 Epoch[14] Batch [7800-7850]	Speed: 163.05 samples/sec	accuracy=0.978437
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2020-04-11 21:13:24,615 Epoch[14] Batch [7900-7950]	Speed: 159.71 samples/sec	accuracy=0.982656
2020-04-11 21:14:03,964 Epoch[14] Batch [7950-8000]	Speed: 162.65 samples/sec	accuracy=0.980938
2020-04-11 21:14:43,658 Epoch[14] Batch [8000-8050]	Speed: 161.23 samples/sec	accuracy=0.978281
2020-04-11 21:15:22,929 Epoch[14] Batch [8050-8100]	Speed: 162.97 samples/sec	accuracy=0.981250
2020-04-11 21:16:02,631 Epoch[14] Batch [8100-8150]	Speed: 161.21 samples/sec	accuracy=0.980781
2020-04-11 21:16:41,907 Epoch[14] Batch [8150-8200]	Speed: 162.95 samples/sec	accuracy=0.975469
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2020-04-11 21:19:20,482 Epoch[14] Batch [8350-8400]	Speed: 162.38 samples/sec	accuracy=0.979375
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2020-04-11 21:23:18,228 Epoch[14] Batch [8650-8700]	Speed: 159.00 samples/sec	accuracy=0.982344
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2020-04-11 21:24:37,054 Epoch[14] Batch [8750-8800]	Speed: 162.37 samples/sec	accuracy=0.979219
2020-04-11 21:25:16,872 Epoch[14] Batch [8800-8850]	Speed: 160.73 samples/sec	accuracy=0.977031
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2020-04-11 21:26:36,746 Epoch[14] Batch [8900-8950]	Speed: 160.56 samples/sec	accuracy=0.978125
2020-04-11 21:27:16,957 Epoch[14] Batch [8950-9000]	Speed: 159.16 samples/sec	accuracy=0.979062
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2020-04-11 21:28:36,738 Epoch[14] Batch [9050-9100]	Speed: 159.00 samples/sec	accuracy=0.978437
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2020-04-11 21:37:08,967 Epoch[14] Batch [9700-9750]	Speed: 162.40 samples/sec	accuracy=0.978281
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2020-04-11 21:38:28,431 Epoch[14] Batch [9800-9850]	Speed: 162.56 samples/sec	accuracy=0.975781
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2020-04-11 22:08:11,159 Epoch[14] Batch [12050-12100]	Speed: 161.27 samples/sec	accuracy=0.977500
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2020-04-11 22:12:09,637 Epoch[14] Batch [12350-12400]	Speed: 162.80 samples/sec	accuracy=0.975781
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2020-04-11 22:16:07,938 Epoch[14] Batch [12650-12700]	Speed: 162.25 samples/sec	accuracy=0.977031
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2020-04-11 22:17:26,974 Epoch[14] Batch [12750-12800]	Speed: 161.89 samples/sec	accuracy=0.977969
2020-04-11 22:18:06,383 Epoch[14] Batch [12800-12850]	Speed: 162.40 samples/sec	accuracy=0.976719
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2020-04-11 22:19:25,912 Epoch[14] Batch [12900-12950]	Speed: 160.25 samples/sec	accuracy=0.978437
2020-04-11 22:20:05,763 Epoch[14] Batch [12950-13000]	Speed: 160.60 samples/sec	accuracy=0.978437
2020-04-11 22:20:45,409 Epoch[14] Batch [13000-13050]	Speed: 161.43 samples/sec	accuracy=0.976719
2020-04-11 22:21:24,931 Epoch[14] Batch [13050-13100]	Speed: 161.94 samples/sec	accuracy=0.978750
2020-04-11 22:22:04,659 Epoch[14] Batch [13100-13150]	Speed: 161.09 samples/sec	accuracy=0.977344
2020-04-11 22:22:44,340 Epoch[14] Batch [13150-13200]	Speed: 161.29 samples/sec	accuracy=0.978750
2020-04-11 22:23:23,730 Epoch[14] Batch [13200-13250]	Speed: 162.48 samples/sec	accuracy=0.976719
2020-04-11 22:24:03,530 Epoch[14] Batch [13250-13300]	Speed: 160.81 samples/sec	accuracy=0.977187
2020-04-11 22:24:43,224 Epoch[14] Batch [13300-13350]	Speed: 161.23 samples/sec	accuracy=0.976562
2020-04-11 22:25:22,909 Epoch[14] Batch [13350-13400]	Speed: 161.27 samples/sec	accuracy=0.978594
2020-04-11 22:26:02,707 Epoch[14] Batch [13400-13450]	Speed: 160.82 samples/sec	accuracy=0.977344
2020-04-11 22:26:42,132 Epoch[14] Batch [13450-13500]	Speed: 162.33 samples/sec	accuracy=0.978437
2020-04-11 22:27:21,683 Epoch[14] Batch [13500-13550]	Speed: 161.82 samples/sec	accuracy=0.977344
2020-04-11 22:28:01,478 Epoch[14] Batch [13550-13600]	Speed: 160.83 samples/sec	accuracy=0.977344
2020-04-11 22:28:41,430 Epoch[14] Batch [13600-13650]	Speed: 160.19 samples/sec	accuracy=0.979844
2020-04-11 22:29:21,284 Epoch[14] Batch [13650-13700]	Speed: 160.58 samples/sec	accuracy=0.981875
2020-04-11 22:30:01,134 Epoch[14] Batch [13700-13750]	Speed: 160.61 samples/sec	accuracy=0.977969
2020-04-11 22:30:41,077 Epoch[14] Batch [13750-13800]	Speed: 160.23 samples/sec	accuracy=0.978906
2020-04-11 22:31:20,599 Epoch[14] Batch [13800-13850]	Speed: 161.94 samples/sec	accuracy=0.980469
2020-04-11 22:32:00,214 Epoch[14] Batch [13850-13900]	Speed: 161.55 samples/sec	accuracy=0.976250
2020-04-11 22:32:39,602 Epoch[14] Batch [13900-13950]	Speed: 162.49 samples/sec	accuracy=0.978281
2020-04-11 22:33:19,365 Epoch[14] Batch [13950-14000]	Speed: 160.95 samples/sec	accuracy=0.978906
2020-04-11 22:33:58,552 Epoch[14] Batch [14000-14050]	Speed: 163.32 samples/sec	accuracy=0.977031
2020-04-11 22:34:38,483 Epoch[14] Batch [14050-14100]	Speed: 160.28 samples/sec	accuracy=0.977656
2020-04-11 22:35:17,884 Epoch[14] Batch [14100-14150]	Speed: 162.43 samples/sec	accuracy=0.982812
2020-04-11 22:35:57,313 Epoch[14] Batch [14150-14200]	Speed: 162.32 samples/sec	accuracy=0.978594
2020-04-11 22:36:37,234 Epoch[14] Batch [14200-14250]	Speed: 160.32 samples/sec	accuracy=0.980625
2020-04-11 22:37:16,397 Epoch[14] Batch [14250-14300]	Speed: 163.42 samples/sec	accuracy=0.978125
2020-04-11 22:37:55,966 Epoch[14] Batch [14300-14350]	Speed: 161.74 samples/sec	accuracy=0.974688
2020-04-11 22:38:35,657 Epoch[14] Batch [14350-14400]	Speed: 161.25 samples/sec	accuracy=0.978906
2020-04-11 22:39:15,230 Epoch[14] Batch [14400-14450]	Speed: 161.73 samples/sec	accuracy=0.976875
2020-04-11 22:39:54,763 Epoch[14] Batch [14450-14500]	Speed: 161.89 samples/sec	accuracy=0.977500
2020-04-11 22:40:34,486 Epoch[14] Batch [14500-14550]	Speed: 161.12 samples/sec	accuracy=0.976250
2020-04-11 22:41:13,875 Epoch[14] Batch [14550-14600]	Speed: 162.48 samples/sec	accuracy=0.978125
2020-04-11 22:41:53,684 Epoch[14] Batch [14600-14650]	Speed: 160.77 samples/sec	accuracy=0.979844
2020-04-11 22:42:33,187 Epoch[14] Batch [14650-14700]	Speed: 162.02 samples/sec	accuracy=0.974219
2020-04-11 22:43:12,813 Epoch[14] Batch [14700-14750]	Speed: 161.51 samples/sec	accuracy=0.975000
2020-04-11 22:43:52,017 Epoch[14] Batch [14750-14800]	Speed: 163.25 samples/sec	accuracy=0.976250
2020-04-11 22:44:31,506 Epoch[14] Batch [14800-14850]	Speed: 162.07 samples/sec	accuracy=0.977500
2020-04-11 22:45:10,983 Epoch[14] Batch [14850-14900]	Speed: 162.12 samples/sec	accuracy=0.978437
2020-04-11 22:45:50,987 Epoch[14] Batch [14900-14950]	Speed: 159.98 samples/sec	accuracy=0.979375
2020-04-11 22:46:30,086 Epoch[14] Batch [14950-15000]	Speed: 163.69 samples/sec	accuracy=0.978594
2020-04-11 22:47:09,711 Epoch[14] Batch [15000-15050]	Speed: 161.51 samples/sec	accuracy=0.979375
2020-04-11 22:47:49,133 Epoch[14] Batch [15050-15100]	Speed: 162.35 samples/sec	accuracy=0.975000
2020-04-11 22:48:29,396 Epoch[14] Batch [15100-15150]	Speed: 158.96 samples/sec	accuracy=0.976719
2020-04-11 22:49:09,241 Epoch[14] Batch [15150-15200]	Speed: 160.62 samples/sec	accuracy=0.979531
2020-04-11 22:49:48,833 Epoch[14] Batch [15200-15250]	Speed: 161.65 samples/sec	accuracy=0.979375
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2020-04-11 22:51:08,445 Epoch[14] Batch [15300-15350]	Speed: 160.21 samples/sec	accuracy=0.975000
2020-04-11 22:51:48,079 Epoch[14] Batch [15350-15400]	Speed: 161.48 samples/sec	accuracy=0.976875
2020-04-11 22:52:27,842 Epoch[14] Batch [15400-15450]	Speed: 160.96 samples/sec	accuracy=0.975000
2020-04-11 22:53:07,703 Epoch[14] Batch [15450-15500]	Speed: 160.56 samples/sec	accuracy=0.980938
2020-04-11 22:53:47,167 Epoch[14] Batch [15500-15550]	Speed: 162.18 samples/sec	accuracy=0.981563
2020-04-11 22:54:26,895 Epoch[14] Batch [15550-15600]	Speed: 161.10 samples/sec	accuracy=0.979688
2020-04-11 22:55:06,828 Epoch[14] Batch [15600-15650]	Speed: 160.27 samples/sec	accuracy=0.980938
2020-04-11 22:55:46,270 Epoch[14] Batch [15650-15700]	Speed: 162.26 samples/sec	accuracy=0.976406
2020-04-11 22:56:26,239 Epoch[14] Batch [15700-15750]	Speed: 160.13 samples/sec	accuracy=0.977812
2020-04-11 22:57:06,234 Epoch[14] Batch [15750-15800]	Speed: 160.02 samples/sec	accuracy=0.978281
2020-04-11 22:57:45,942 Epoch[14] Batch [15800-15850]	Speed: 161.18 samples/sec	accuracy=0.978906
2020-04-11 22:58:26,199 Epoch[14] Batch [15850-15900]	Speed: 158.98 samples/sec	accuracy=0.982031
2020-04-11 22:59:05,598 Epoch[14] Batch [15900-15950]	Speed: 162.44 samples/sec	accuracy=0.976250
2020-04-11 22:59:45,149 Epoch[14] Batch [15950-16000]	Speed: 161.82 samples/sec	accuracy=0.979688
2020-04-11 23:00:24,323 Epoch[14] Batch [16000-16050]	Speed: 163.38 samples/sec	accuracy=0.978594
2020-04-11 23:01:03,607 Epoch[14] Batch [16050-16100]	Speed: 162.92 samples/sec	accuracy=0.979531
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2020-04-11 23:02:22,083 Epoch[14] Batch [16150-16200]	Speed: 163.15 samples/sec	accuracy=0.974531
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2020-04-11 23:03:41,011 Epoch[14] Batch [16250-16300]	Speed: 162.74 samples/sec	accuracy=0.977031
2020-04-11 23:04:20,323 Epoch[14] Batch [16300-16350]	Speed: 162.80 samples/sec	accuracy=0.977812
2020-04-11 23:05:00,675 Epoch[14] Batch [16350-16400]	Speed: 158.60 samples/sec	accuracy=0.975469
2020-04-11 23:05:40,708 Epoch[14] Batch [16400-16450]	Speed: 159.87 samples/sec	accuracy=0.976875
2020-04-11 23:06:20,699 Epoch[14] Batch [16450-16500]	Speed: 160.04 samples/sec	accuracy=0.977031
2020-04-11 23:07:00,424 Epoch[14] Batch [16500-16550]	Speed: 161.11 samples/sec	accuracy=0.978750
2020-04-11 23:07:40,275 Epoch[14] Batch [16550-16600]	Speed: 160.60 samples/sec	accuracy=0.977500
2020-04-11 23:08:20,142 Epoch[14] Batch [16600-16650]	Speed: 160.53 samples/sec	accuracy=0.977187
2020-04-11 23:08:59,617 Epoch[14] Batch [16650-16700]	Speed: 162.13 samples/sec	accuracy=0.977812
2020-04-11 23:09:39,725 Epoch[14] Batch [16700-16750]	Speed: 159.57 samples/sec	accuracy=0.979375
2020-04-11 23:10:19,378 Epoch[14] Batch [16750-16800]	Speed: 161.40 samples/sec	accuracy=0.980781
2020-04-11 23:10:59,088 Epoch[14] Batch [16800-16850]	Speed: 161.17 samples/sec	accuracy=0.978125
2020-04-11 23:11:38,802 Epoch[14] Batch [16850-16900]	Speed: 161.15 samples/sec	accuracy=0.979531
2020-04-11 23:12:18,397 Epoch[14] Batch [16900-16950]	Speed: 161.64 samples/sec	accuracy=0.973281
2020-04-11 23:12:57,743 Epoch[14] Batch [16950-17000]	Speed: 162.66 samples/sec	accuracy=0.980938
2020-04-11 23:13:37,103 Epoch[14] Batch [17000-17050]	Speed: 162.61 samples/sec	accuracy=0.981094
2020-04-11 23:14:16,668 Epoch[14] Batch [17050-17100]	Speed: 161.76 samples/sec	accuracy=0.977344
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2020-04-11 23:15:35,867 Epoch[14] Batch [17150-17200]	Speed: 160.91 samples/sec	accuracy=0.977344
2020-04-11 23:16:15,695 Epoch[14] Batch [17200-17250]	Speed: 160.69 samples/sec	accuracy=0.978594
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2020-04-11 23:17:34,986 Epoch[14] Batch [17300-17350]	Speed: 162.14 samples/sec	accuracy=0.978906
2020-04-11 23:18:14,319 Epoch[14] Batch [17350-17400]	Speed: 162.71 samples/sec	accuracy=0.974375
2020-04-11 23:18:54,156 Epoch[14] Batch [17400-17450]	Speed: 160.65 samples/sec	accuracy=0.979062
2020-04-11 23:19:33,976 Epoch[14] Batch [17450-17500]	Speed: 160.73 samples/sec	accuracy=0.972500
2020-04-11 23:20:13,995 Epoch[14] Batch [17500-17550]	Speed: 159.92 samples/sec	accuracy=0.978281
2020-04-11 23:20:53,715 Epoch[14] Batch [17550-17600]	Speed: 161.13 samples/sec	accuracy=0.976875
2020-04-11 23:21:33,302 Epoch[14] Batch [17600-17650]	Speed: 161.67 samples/sec	accuracy=0.977344
2020-04-11 23:22:12,690 Epoch[14] Batch [17650-17700]	Speed: 162.49 samples/sec	accuracy=0.977812
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2020-04-11 23:23:32,501 Epoch[14] Batch [17750-17800]	Speed: 160.56 samples/sec	accuracy=0.974688
2020-04-11 23:24:11,969 Epoch[14] Batch [17800-17850]	Speed: 162.16 samples/sec	accuracy=0.978281
2020-04-11 23:24:51,676 Epoch[14] Batch [17850-17900]	Speed: 161.18 samples/sec	accuracy=0.978594
2020-04-11 23:25:31,155 Epoch[14] Batch [17900-17950]	Speed: 162.11 samples/sec	accuracy=0.976875
2020-04-11 23:26:10,441 Epoch[14] Batch [17950-18000]	Speed: 162.91 samples/sec	accuracy=0.979062
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2020-04-11 23:27:29,275 Epoch[14] Batch [18050-18100]	Speed: 163.05 samples/sec	accuracy=0.980000
2020-04-11 23:28:08,824 Epoch[14] Batch [18100-18150]	Speed: 161.83 samples/sec	accuracy=0.976719
2020-04-11 23:28:48,339 Epoch[14] Batch [18150-18200]	Speed: 161.96 samples/sec	accuracy=0.979062
2020-04-11 23:29:28,292 Epoch[14] Batch [18200-18250]	Speed: 160.19 samples/sec	accuracy=0.981406
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2020-04-11 23:31:26,399 Epoch[14] Batch [18350-18400]	Speed: 163.54 samples/sec	accuracy=0.979688
2020-04-11 23:32:05,899 Epoch[14] Batch [18400-18450]	Speed: 162.03 samples/sec	accuracy=0.973125
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2020-04-11 23:33:25,013 Epoch[14] Batch [18500-18550]	Speed: 161.68 samples/sec	accuracy=0.979688
2020-04-11 23:34:04,376 Epoch[14] Batch [18550-18600]	Speed: 162.59 samples/sec	accuracy=0.976562
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2020-04-11 23:37:21,926 Epoch[14] Batch [18800-18850]	Speed: 161.86 samples/sec	accuracy=0.978125
2020-04-11 23:38:01,388 Epoch[14] Batch [18850-18900]	Speed: 162.18 samples/sec	accuracy=0.977812
2020-04-11 23:38:40,886 Epoch[14] Batch [18900-18950]	Speed: 162.03 samples/sec	accuracy=0.980156
2020-04-11 23:39:20,831 Epoch[14] Batch [18950-19000]	Speed: 160.22 samples/sec	accuracy=0.977500
2020-04-11 23:40:00,517 Epoch[14] Batch [19000-19050]	Speed: 161.27 samples/sec	accuracy=0.979844
2020-04-11 23:40:39,693 Epoch[14] Batch [19050-19100]	Speed: 163.36 samples/sec	accuracy=0.973906
2020-04-11 23:41:19,430 Epoch[14] Batch [19100-19150]	Speed: 161.06 samples/sec	accuracy=0.975313
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2020-04-11 23:44:36,545 Epoch[14] Batch [19350-19400]	Speed: 162.83 samples/sec	accuracy=0.979062
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2020-04-12 00:00:30,529 Epoch[14] Batch [20550-20600]	Speed: 162.15 samples/sec	accuracy=0.977031
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2020-04-12 01:27:55,136 Epoch[14] Train-accuracy=0.978126
2020-04-12 01:27:55,136 Epoch[14] Time cost=21342.476
2020-04-12 01:27:55,476 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0015.params"
2020-04-12 02:02:54,213 Epoch[14] Validation-accuracy=0.985246
2020-04-12 02:03:42,432 Epoch[15] Batch [0-50]	Speed: 161.40 samples/sec	accuracy=0.980086
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2020-04-12 02:21:31,934 Epoch[15] Batch [1350-1400]	Speed: 161.25 samples/sec	accuracy=0.978125
2020-04-12 02:22:11,241 Epoch[15] Batch [1400-1450]	Speed: 162.82 samples/sec	accuracy=0.979688
2020-04-12 02:22:50,621 Epoch[15] Batch [1450-1500]	Speed: 162.52 samples/sec	accuracy=0.980625
2020-04-12 02:23:30,448 Epoch[15] Batch [1500-1550]	Speed: 160.70 samples/sec	accuracy=0.973906
2020-04-12 02:24:10,025 Epoch[15] Batch [1550-1600]	Speed: 161.71 samples/sec	accuracy=0.981406
2020-04-12 02:24:50,046 Epoch[15] Batch [1600-1650]	Speed: 159.92 samples/sec	accuracy=0.978906
2020-04-12 02:25:29,865 Epoch[15] Batch [1650-1700]	Speed: 160.73 samples/sec	accuracy=0.978594
2020-04-12 02:26:09,827 Epoch[15] Batch [1700-1750]	Speed: 160.15 samples/sec	accuracy=0.980625
2020-04-12 02:26:49,408 Epoch[15] Batch [1750-1800]	Speed: 161.69 samples/sec	accuracy=0.978437
2020-04-12 02:27:28,460 Epoch[15] Batch [1800-1850]	Speed: 163.88 samples/sec	accuracy=0.979844
2020-04-12 02:28:07,868 Epoch[15] Batch [1850-1900]	Speed: 162.41 samples/sec	accuracy=0.977031
2020-04-12 02:28:48,079 Epoch[15] Batch [1900-1950]	Speed: 159.16 samples/sec	accuracy=0.979375
2020-04-12 02:29:28,136 Epoch[15] Batch [1950-2000]	Speed: 159.77 samples/sec	accuracy=0.978750
2020-04-12 02:30:07,782 Epoch[15] Batch [2000-2050]	Speed: 161.43 samples/sec	accuracy=0.978906
2020-04-12 02:30:47,822 Epoch[15] Batch [2050-2100]	Speed: 159.84 samples/sec	accuracy=0.979375
2020-04-12 02:31:27,479 Epoch[15] Batch [2100-2150]	Speed: 161.38 samples/sec	accuracy=0.978125
2020-04-12 02:32:07,319 Epoch[15] Batch [2150-2200]	Speed: 160.64 samples/sec	accuracy=0.978125
2020-04-12 02:32:47,117 Epoch[15] Batch [2200-2250]	Speed: 160.81 samples/sec	accuracy=0.978437
2020-04-12 02:33:26,965 Epoch[15] Batch [2250-2300]	Speed: 160.61 samples/sec	accuracy=0.980000
2020-04-12 02:34:06,689 Epoch[15] Batch [2300-2350]	Speed: 161.11 samples/sec	accuracy=0.981719
2020-04-12 02:34:45,937 Epoch[15] Batch [2350-2400]	Speed: 163.07 samples/sec	accuracy=0.980000
2020-04-12 02:35:25,451 Epoch[15] Batch [2400-2450]	Speed: 161.97 samples/sec	accuracy=0.977812
2020-04-12 02:36:04,966 Epoch[15] Batch [2450-2500]	Speed: 161.97 samples/sec	accuracy=0.979531
2020-04-12 02:36:44,401 Epoch[15] Batch [2500-2550]	Speed: 162.29 samples/sec	accuracy=0.980625
2020-04-12 02:37:23,694 Epoch[15] Batch [2550-2600]	Speed: 162.88 samples/sec	accuracy=0.977500
2020-04-12 02:38:03,228 Epoch[15] Batch [2600-2650]	Speed: 161.89 samples/sec	accuracy=0.978437
2020-04-12 02:38:43,070 Epoch[15] Batch [2650-2700]	Speed: 160.63 samples/sec	accuracy=0.977969
2020-04-12 02:39:23,100 Epoch[15] Batch [2700-2750]	Speed: 159.88 samples/sec	accuracy=0.982656
2020-04-12 02:40:02,650 Epoch[15] Batch [2750-2800]	Speed: 161.82 samples/sec	accuracy=0.979062
2020-04-12 02:40:42,162 Epoch[15] Batch [2800-2850]	Speed: 161.98 samples/sec	accuracy=0.981719
2020-04-12 02:41:21,960 Epoch[15] Batch [2850-2900]	Speed: 160.81 samples/sec	accuracy=0.980781
2020-04-12 02:42:01,416 Epoch[15] Batch [2900-2950]	Speed: 162.21 samples/sec	accuracy=0.980781
2020-04-12 02:42:40,595 Epoch[15] Batch [2950-3000]	Speed: 163.36 samples/sec	accuracy=0.982812
2020-04-12 02:43:19,955 Epoch[15] Batch [3000-3050]	Speed: 162.60 samples/sec	accuracy=0.982187
2020-04-12 02:43:59,043 Epoch[15] Batch [3050-3100]	Speed: 163.73 samples/sec	accuracy=0.979062
2020-04-12 02:44:38,524 Epoch[15] Batch [3100-3150]	Speed: 162.11 samples/sec	accuracy=0.981094
2020-04-12 02:45:18,313 Epoch[15] Batch [3150-3200]	Speed: 160.85 samples/sec	accuracy=0.978437
2020-04-12 02:45:57,972 Epoch[15] Batch [3200-3250]	Speed: 161.38 samples/sec	accuracy=0.979375
2020-04-12 02:46:37,448 Epoch[15] Batch [3250-3300]	Speed: 162.12 samples/sec	accuracy=0.977656
2020-04-12 02:47:17,142 Epoch[15] Batch [3300-3350]	Speed: 161.23 samples/sec	accuracy=0.980781
2020-04-12 02:47:56,871 Epoch[15] Batch [3350-3400]	Speed: 161.10 samples/sec	accuracy=0.977969
2020-04-12 02:48:37,108 Epoch[15] Batch [3400-3450]	Speed: 159.06 samples/sec	accuracy=0.976562
2020-04-12 02:49:16,675 Epoch[15] Batch [3450-3500]	Speed: 161.75 samples/sec	accuracy=0.977812
2020-04-12 02:49:56,503 Epoch[15] Batch [3500-3550]	Speed: 160.69 samples/sec	accuracy=0.977187
2020-04-12 02:50:35,728 Epoch[15] Batch [3550-3600]	Speed: 163.16 samples/sec	accuracy=0.979688
2020-04-12 02:51:14,857 Epoch[15] Batch [3600-3650]	Speed: 163.57 samples/sec	accuracy=0.977969
2020-04-12 02:51:54,194 Epoch[15] Batch [3650-3700]	Speed: 162.70 samples/sec	accuracy=0.977969
2020-04-12 02:52:33,471 Epoch[15] Batch [3700-3750]	Speed: 162.95 samples/sec	accuracy=0.978906
2020-04-12 02:53:12,745 Epoch[15] Batch [3750-3800]	Speed: 162.96 samples/sec	accuracy=0.980938
2020-04-12 02:53:52,294 Epoch[15] Batch [3800-3850]	Speed: 161.83 samples/sec	accuracy=0.980938
2020-04-12 02:54:31,689 Epoch[15] Batch [3850-3900]	Speed: 162.46 samples/sec	accuracy=0.977812
2020-04-12 02:55:11,591 Epoch[15] Batch [3900-3950]	Speed: 160.39 samples/sec	accuracy=0.978281
2020-04-12 02:55:51,209 Epoch[15] Batch [3950-4000]	Speed: 161.54 samples/sec	accuracy=0.981250
2020-04-12 02:56:30,829 Epoch[15] Batch [4000-4050]	Speed: 161.54 samples/sec	accuracy=0.977344
2020-04-12 02:57:10,459 Epoch[15] Batch [4050-4100]	Speed: 161.49 samples/sec	accuracy=0.980000
2020-04-12 02:57:49,844 Epoch[15] Batch [4100-4150]	Speed: 162.50 samples/sec	accuracy=0.979688
2020-04-12 02:58:29,551 Epoch[15] Batch [4150-4200]	Speed: 161.18 samples/sec	accuracy=0.978750
2020-04-12 02:59:09,183 Epoch[15] Batch [4200-4250]	Speed: 161.48 samples/sec	accuracy=0.980469
2020-04-12 02:59:48,648 Epoch[15] Batch [4250-4300]	Speed: 162.17 samples/sec	accuracy=0.977656
2020-04-12 03:00:28,196 Epoch[15] Batch [4300-4350]	Speed: 161.83 samples/sec	accuracy=0.977500
2020-04-12 03:01:07,476 Epoch[15] Batch [4350-4400]	Speed: 162.94 samples/sec	accuracy=0.976406
2020-04-12 03:01:47,161 Epoch[15] Batch [4400-4450]	Speed: 161.27 samples/sec	accuracy=0.979688
2020-04-12 03:02:26,778 Epoch[15] Batch [4450-4500]	Speed: 161.55 samples/sec	accuracy=0.977031
2020-04-12 03:03:05,589 Epoch[15] Batch [4500-4550]	Speed: 164.90 samples/sec	accuracy=0.979219
2020-04-12 03:03:45,666 Epoch[15] Batch [4550-4600]	Speed: 159.69 samples/sec	accuracy=0.980938
2020-04-12 03:04:25,088 Epoch[15] Batch [4600-4650]	Speed: 162.35 samples/sec	accuracy=0.979219
2020-04-12 03:05:04,350 Epoch[15] Batch [4650-4700]	Speed: 163.01 samples/sec	accuracy=0.981563
2020-04-12 03:05:44,644 Epoch[15] Batch [4700-4750]	Speed: 158.84 samples/sec	accuracy=0.978125
2020-04-12 03:06:24,114 Epoch[15] Batch [4750-4800]	Speed: 162.15 samples/sec	accuracy=0.978906
2020-04-12 03:07:03,288 Epoch[15] Batch [4800-4850]	Speed: 163.37 samples/sec	accuracy=0.978750
2020-04-12 03:07:42,961 Epoch[15] Batch [4850-4900]	Speed: 161.32 samples/sec	accuracy=0.979375
2020-04-12 03:08:22,175 Epoch[15] Batch [4900-4950]	Speed: 163.21 samples/sec	accuracy=0.977187
2020-04-12 03:09:01,743 Epoch[15] Batch [4950-5000]	Speed: 161.75 samples/sec	accuracy=0.979375
2020-04-12 03:09:41,142 Epoch[15] Batch [5000-5050]	Speed: 162.44 samples/sec	accuracy=0.979844
2020-04-12 03:10:20,905 Epoch[15] Batch [5050-5100]	Speed: 160.95 samples/sec	accuracy=0.978750
2020-04-12 03:11:00,312 Epoch[15] Batch [5100-5150]	Speed: 162.41 samples/sec	accuracy=0.980000
2020-04-12 03:11:39,949 Epoch[15] Batch [5150-5200]	Speed: 161.47 samples/sec	accuracy=0.976250
2020-04-12 03:12:19,227 Epoch[15] Batch [5200-5250]	Speed: 162.94 samples/sec	accuracy=0.975781
2020-04-12 03:12:58,578 Epoch[15] Batch [5250-5300]	Speed: 162.64 samples/sec	accuracy=0.976875
2020-04-12 03:13:37,985 Epoch[15] Batch [5300-5350]	Speed: 162.41 samples/sec	accuracy=0.978437
2020-04-12 03:14:17,732 Epoch[15] Batch [5350-5400]	Speed: 161.02 samples/sec	accuracy=0.980469
2020-04-12 03:14:56,985 Epoch[15] Batch [5400-5450]	Speed: 163.04 samples/sec	accuracy=0.977812
2020-04-12 03:15:36,107 Epoch[15] Batch [5450-5500]	Speed: 163.59 samples/sec	accuracy=0.977812
2020-04-12 03:16:15,856 Epoch[15] Batch [5500-5550]	Speed: 161.01 samples/sec	accuracy=0.978594
2020-04-12 03:16:55,415 Epoch[15] Batch [5550-5600]	Speed: 161.78 samples/sec	accuracy=0.982500
2020-04-12 03:17:35,133 Epoch[15] Batch [5600-5650]	Speed: 161.14 samples/sec	accuracy=0.978125
2020-04-12 03:18:14,843 Epoch[15] Batch [5650-5700]	Speed: 161.17 samples/sec	accuracy=0.979844
2020-04-12 03:18:54,494 Epoch[15] Batch [5700-5750]	Speed: 161.41 samples/sec	accuracy=0.979062
2020-04-12 03:19:34,078 Epoch[15] Batch [5750-5800]	Speed: 161.68 samples/sec	accuracy=0.978906
2020-04-12 03:20:13,774 Epoch[15] Batch [5800-5850]	Speed: 161.23 samples/sec	accuracy=0.977969
2020-04-12 03:20:53,569 Epoch[15] Batch [5850-5900]	Speed: 160.83 samples/sec	accuracy=0.975000
2020-04-12 03:21:33,087 Epoch[15] Batch [5900-5950]	Speed: 161.95 samples/sec	accuracy=0.981406
2020-04-12 03:22:12,728 Epoch[15] Batch [5950-6000]	Speed: 161.45 samples/sec	accuracy=0.977969
2020-04-12 03:22:52,502 Epoch[15] Batch [6000-6050]	Speed: 160.91 samples/sec	accuracy=0.980156
2020-04-12 03:23:31,857 Epoch[15] Batch [6050-6100]	Speed: 162.63 samples/sec	accuracy=0.979688
2020-04-12 03:24:11,736 Epoch[15] Batch [6100-6150]	Speed: 160.48 samples/sec	accuracy=0.980000
2020-04-12 03:24:50,946 Epoch[15] Batch [6150-6200]	Speed: 163.23 samples/sec	accuracy=0.980313
2020-04-12 03:25:30,584 Epoch[15] Batch [6200-6250]	Speed: 161.46 samples/sec	accuracy=0.974063
2020-04-12 03:26:09,922 Epoch[15] Batch [6250-6300]	Speed: 162.69 samples/sec	accuracy=0.979219
2020-04-12 03:26:49,448 Epoch[15] Batch [6300-6350]	Speed: 161.92 samples/sec	accuracy=0.977344
2020-04-12 03:27:28,626 Epoch[15] Batch [6350-6400]	Speed: 163.35 samples/sec	accuracy=0.982187
2020-04-12 03:28:08,368 Epoch[15] Batch [6400-6450]	Speed: 161.04 samples/sec	accuracy=0.979844
2020-04-12 03:28:47,862 Epoch[15] Batch [6450-6500]	Speed: 162.05 samples/sec	accuracy=0.981875
2020-04-12 03:29:27,576 Epoch[15] Batch [6500-6550]	Speed: 161.16 samples/sec	accuracy=0.977969
2020-04-12 03:30:07,260 Epoch[15] Batch [6550-6600]	Speed: 161.27 samples/sec	accuracy=0.979531
2020-04-12 03:30:47,286 Epoch[15] Batch [6600-6650]	Speed: 159.90 samples/sec	accuracy=0.980156
2020-04-12 03:31:26,374 Epoch[15] Batch [6650-6700]	Speed: 163.73 samples/sec	accuracy=0.981250
2020-04-12 03:32:05,628 Epoch[15] Batch [6700-6750]	Speed: 163.04 samples/sec	accuracy=0.977656
2020-04-12 03:32:45,238 Epoch[15] Batch [6750-6800]	Speed: 161.58 samples/sec	accuracy=0.976719
2020-04-12 03:33:25,335 Epoch[15] Batch [6800-6850]	Speed: 159.61 samples/sec	accuracy=0.979375
2020-04-12 03:34:05,211 Epoch[15] Batch [6850-6900]	Speed: 160.50 samples/sec	accuracy=0.977969
2020-04-12 03:34:44,669 Epoch[15] Batch [6900-6950]	Speed: 162.20 samples/sec	accuracy=0.977969
2020-04-12 03:35:24,958 Epoch[15] Batch [6950-7000]	Speed: 158.85 samples/sec	accuracy=0.978906
2020-04-12 03:36:04,443 Epoch[15] Batch [7000-7050]	Speed: 162.09 samples/sec	accuracy=0.978281
2020-04-12 03:36:43,796 Epoch[15] Batch [7050-7100]	Speed: 162.63 samples/sec	accuracy=0.977187
2020-04-12 03:37:23,246 Epoch[15] Batch [7100-7150]	Speed: 162.23 samples/sec	accuracy=0.978281
2020-04-12 03:38:03,202 Epoch[15] Batch [7150-7200]	Speed: 160.17 samples/sec	accuracy=0.979219
2020-04-12 03:38:42,767 Epoch[15] Batch [7200-7250]	Speed: 161.76 samples/sec	accuracy=0.977812
2020-04-12 03:39:22,411 Epoch[15] Batch [7250-7300]	Speed: 161.44 samples/sec	accuracy=0.980156
2020-04-12 03:40:01,981 Epoch[15] Batch [7300-7350]	Speed: 161.74 samples/sec	accuracy=0.979219
2020-04-12 03:40:41,586 Epoch[15] Batch [7350-7400]	Speed: 161.60 samples/sec	accuracy=0.979688
2020-04-12 03:41:21,917 Epoch[15] Batch [7400-7450]	Speed: 158.69 samples/sec	accuracy=0.979219
2020-04-12 03:42:02,283 Epoch[15] Batch [7450-7500]	Speed: 158.55 samples/sec	accuracy=0.975625
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2020-04-12 03:43:20,974 Epoch[15] Batch [7550-7600]	Speed: 163.34 samples/sec	accuracy=0.980000
2020-04-12 03:44:00,629 Epoch[15] Batch [7600-7650]	Speed: 161.39 samples/sec	accuracy=0.977500
2020-04-12 03:44:40,549 Epoch[15] Batch [7650-7700]	Speed: 160.32 samples/sec	accuracy=0.979844
2020-04-12 03:45:20,654 Epoch[15] Batch [7700-7750]	Speed: 159.58 samples/sec	accuracy=0.982344
2020-04-12 03:46:00,598 Epoch[15] Batch [7750-7800]	Speed: 160.22 samples/sec	accuracy=0.977812
2020-04-12 03:46:41,046 Epoch[15] Batch [7800-7850]	Speed: 158.23 samples/sec	accuracy=0.977344
2020-04-12 03:47:20,412 Epoch[15] Batch [7850-7900]	Speed: 162.58 samples/sec	accuracy=0.975781
2020-04-12 03:47:59,812 Epoch[15] Batch [7900-7950]	Speed: 162.44 samples/sec	accuracy=0.979844
2020-04-12 03:48:40,065 Epoch[15] Batch [7950-8000]	Speed: 159.00 samples/sec	accuracy=0.978281
2020-04-12 03:49:20,133 Epoch[15] Batch [8000-8050]	Speed: 159.73 samples/sec	accuracy=0.977656
2020-04-12 03:49:59,359 Epoch[15] Batch [8050-8100]	Speed: 163.16 samples/sec	accuracy=0.976250
2020-04-12 03:50:38,779 Epoch[15] Batch [8100-8150]	Speed: 162.36 samples/sec	accuracy=0.975469
2020-04-12 03:51:18,670 Epoch[15] Batch [8150-8200]	Speed: 160.43 samples/sec	accuracy=0.976094
2020-04-12 03:51:57,912 Epoch[15] Batch [8200-8250]	Speed: 163.09 samples/sec	accuracy=0.981563
2020-04-12 03:52:37,775 Epoch[15] Batch [8250-8300]	Speed: 160.55 samples/sec	accuracy=0.976875
2020-04-12 03:53:17,433 Epoch[15] Batch [8300-8350]	Speed: 161.38 samples/sec	accuracy=0.977812
2020-04-12 03:53:56,637 Epoch[15] Batch [8350-8400]	Speed: 163.25 samples/sec	accuracy=0.974688
2020-04-12 03:54:36,534 Epoch[15] Batch [8400-8450]	Speed: 160.41 samples/sec	accuracy=0.979688
2020-04-12 03:55:16,210 Epoch[15] Batch [8450-8500]	Speed: 161.31 samples/sec	accuracy=0.980313
2020-04-12 03:55:55,630 Epoch[15] Batch [8500-8550]	Speed: 162.35 samples/sec	accuracy=0.975781
2020-04-12 03:56:35,369 Epoch[15] Batch [8550-8600]	Speed: 161.05 samples/sec	accuracy=0.978906
2020-04-12 03:57:15,232 Epoch[15] Batch [8600-8650]	Speed: 160.55 samples/sec	accuracy=0.978594
2020-04-12 03:57:54,989 Epoch[15] Batch [8650-8700]	Speed: 160.98 samples/sec	accuracy=0.976094
2020-04-12 03:58:34,300 Epoch[15] Batch [8700-8750]	Speed: 162.80 samples/sec	accuracy=0.982344
2020-04-12 03:59:14,121 Epoch[15] Batch [8750-8800]	Speed: 160.72 samples/sec	accuracy=0.978281
2020-04-12 03:59:53,940 Epoch[15] Batch [8800-8850]	Speed: 160.73 samples/sec	accuracy=0.980156
2020-04-12 04:00:33,377 Epoch[15] Batch [8850-8900]	Speed: 162.28 samples/sec	accuracy=0.980000
2020-04-12 04:01:13,318 Epoch[15] Batch [8900-8950]	Speed: 160.24 samples/sec	accuracy=0.979375
2020-04-12 04:01:53,076 Epoch[15] Batch [8950-9000]	Speed: 160.97 samples/sec	accuracy=0.981406
2020-04-12 04:02:32,263 Epoch[15] Batch [9000-9050]	Speed: 163.32 samples/sec	accuracy=0.977969
2020-04-12 04:03:11,632 Epoch[15] Batch [9050-9100]	Speed: 162.57 samples/sec	accuracy=0.980000
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2020-04-12 04:04:30,798 Epoch[15] Batch [9150-9200]	Speed: 161.03 samples/sec	accuracy=0.980156
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2020-04-12 04:06:29,784 Epoch[15] Batch [9300-9350]	Speed: 160.59 samples/sec	accuracy=0.976562
2020-04-12 04:07:09,397 Epoch[15] Batch [9350-9400]	Speed: 161.57 samples/sec	accuracy=0.980469
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2020-04-12 04:08:28,538 Epoch[15] Batch [9450-9500]	Speed: 162.16 samples/sec	accuracy=0.978906
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2020-04-12 04:09:48,187 Epoch[15] Batch [9550-9600]	Speed: 159.64 samples/sec	accuracy=0.975156
2020-04-12 04:10:27,639 Epoch[15] Batch [9600-9650]	Speed: 162.23 samples/sec	accuracy=0.976406
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2020-04-12 04:12:26,212 Epoch[15] Batch [9750-9800]	Speed: 161.86 samples/sec	accuracy=0.977344
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2020-04-12 04:13:45,226 Epoch[15] Batch [9850-9900]	Speed: 161.43 samples/sec	accuracy=0.979375
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2020-04-12 04:15:44,501 Epoch[15] Batch [10000-10050]	Speed: 159.19 samples/sec	accuracy=0.980000
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2020-04-12 05:18:24,034 Epoch[15] Batch [14750-14800]	Speed: 162.91 samples/sec	accuracy=0.978906
2020-04-12 05:19:03,615 Epoch[15] Batch [14800-14850]	Speed: 161.70 samples/sec	accuracy=0.979844
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2020-04-12 05:26:19,806 Epoch[15] Batch [15350-15400]	Speed: 160.46 samples/sec	accuracy=0.981875
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2020-04-12 07:54:35,765 Epoch[15] Batch [27600-27650]	Speed: 160.18 samples/sec	accuracy=0.977969
2020-04-12 07:55:15,389 Epoch[15] Batch [27650-27700]	Speed: 161.52 samples/sec	accuracy=0.977500
2020-04-12 07:55:54,688 Epoch[15] Batch [27700-27750]	Speed: 162.85 samples/sec	accuracy=0.981563
2020-04-12 07:56:34,852 Epoch[15] Batch [27750-27800]	Speed: 159.35 samples/sec	accuracy=0.976875
2020-04-12 07:57:14,436 Epoch[15] Batch [27800-27850]	Speed: 161.68 samples/sec	accuracy=0.977500
2020-04-12 07:57:54,069 Epoch[15] Batch [27850-27900]	Speed: 161.48 samples/sec	accuracy=0.979062
2020-04-12 07:58:33,691 Epoch[15] Batch [27900-27950]	Speed: 161.53 samples/sec	accuracy=0.976875
2020-04-12 07:59:13,401 Epoch[15] Batch [27950-28000]	Speed: 161.17 samples/sec	accuracy=0.979688
2020-04-12 07:59:52,996 Epoch[15] Batch [28000-28050]	Speed: 161.64 samples/sec	accuracy=0.978281
2020-04-12 08:00:32,348 Epoch[15] Batch [28050-28100]	Speed: 162.64 samples/sec	accuracy=0.977656
2020-04-12 08:01:11,760 Epoch[15] Batch [28100-28150]	Speed: 162.39 samples/sec	accuracy=0.976094
2020-04-12 08:01:51,585 Epoch[15] Batch [28150-28200]	Speed: 160.70 samples/sec	accuracy=0.978125
2020-04-12 08:02:21,998 Epoch[15] Train-accuracy=0.978767
2020-04-12 08:02:21,998 Epoch[15] Time cost=21560.377
2020-04-12 08:02:22,387 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0016.params"
2020-04-12 08:37:20,755 Epoch[15] Validation-accuracy=0.985280
2020-04-12 08:38:09,046 Epoch[16] Batch [0-50]	Speed: 161.06 samples/sec	accuracy=0.980392
2020-04-12 08:38:49,031 Epoch[16] Batch [50-100]	Speed: 160.06 samples/sec	accuracy=0.979062
2020-04-12 08:39:28,544 Epoch[16] Batch [100-150]	Speed: 161.97 samples/sec	accuracy=0.975625
2020-04-12 08:40:08,433 Epoch[16] Batch [150-200]	Speed: 160.45 samples/sec	accuracy=0.978750
2020-04-12 08:40:48,248 Epoch[16] Batch [200-250]	Speed: 160.75 samples/sec	accuracy=0.982187
2020-04-12 08:41:28,100 Epoch[16] Batch [250-300]	Speed: 160.59 samples/sec	accuracy=0.981719
2020-04-12 08:42:07,453 Epoch[16] Batch [300-350]	Speed: 162.63 samples/sec	accuracy=0.978906
2020-04-12 08:42:47,644 Epoch[16] Batch [350-400]	Speed: 159.24 samples/sec	accuracy=0.981719
2020-04-12 08:43:27,663 Epoch[16] Batch [400-450]	Speed: 159.93 samples/sec	accuracy=0.979062
2020-04-12 08:44:07,081 Epoch[16] Batch [450-500]	Speed: 162.36 samples/sec	accuracy=0.978281
2020-04-12 08:44:46,499 Epoch[16] Batch [500-550]	Speed: 162.36 samples/sec	accuracy=0.978906
2020-04-12 08:45:25,765 Epoch[16] Batch [550-600]	Speed: 162.99 samples/sec	accuracy=0.979531
2020-04-12 08:46:05,285 Epoch[16] Batch [600-650]	Speed: 161.95 samples/sec	accuracy=0.982812
2020-04-12 08:46:44,734 Epoch[16] Batch [650-700]	Speed: 162.24 samples/sec	accuracy=0.978906
2020-04-12 08:47:24,374 Epoch[16] Batch [700-750]	Speed: 161.45 samples/sec	accuracy=0.979531
2020-04-12 08:48:04,121 Epoch[16] Batch [750-800]	Speed: 161.02 samples/sec	accuracy=0.979375
2020-04-12 08:48:43,712 Epoch[16] Batch [800-850]	Speed: 161.65 samples/sec	accuracy=0.979375
2020-04-12 08:49:23,570 Epoch[16] Batch [850-900]	Speed: 160.57 samples/sec	accuracy=0.981563
2020-04-12 08:50:03,045 Epoch[16] Batch [900-950]	Speed: 162.13 samples/sec	accuracy=0.981094
2020-04-12 08:50:42,131 Epoch[16] Batch [950-1000]	Speed: 163.74 samples/sec	accuracy=0.978750
2020-04-12 08:51:21,978 Epoch[16] Batch [1000-1050]	Speed: 160.62 samples/sec	accuracy=0.979531
2020-04-12 08:52:01,549 Epoch[16] Batch [1050-1100]	Speed: 161.74 samples/sec	accuracy=0.978750
2020-04-12 08:52:41,406 Epoch[16] Batch [1100-1150]	Speed: 160.57 samples/sec	accuracy=0.980781
2020-04-12 08:53:20,913 Epoch[16] Batch [1150-1200]	Speed: 162.00 samples/sec	accuracy=0.978594
2020-04-12 08:54:00,626 Epoch[16] Batch [1200-1250]	Speed: 161.16 samples/sec	accuracy=0.979844
2020-04-12 08:54:39,915 Epoch[16] Batch [1250-1300]	Speed: 162.89 samples/sec	accuracy=0.980469
2020-04-12 08:55:19,208 Epoch[16] Batch [1300-1350]	Speed: 162.88 samples/sec	accuracy=0.978437
2020-04-12 08:55:58,871 Epoch[16] Batch [1350-1400]	Speed: 161.36 samples/sec	accuracy=0.982812
2020-04-12 08:56:38,531 Epoch[16] Batch [1400-1450]	Speed: 161.37 samples/sec	accuracy=0.979062
2020-04-12 08:57:17,591 Epoch[16] Batch [1450-1500]	Speed: 163.85 samples/sec	accuracy=0.980938
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2020-04-12 08:58:36,651 Epoch[16] Batch [1550-1600]	Speed: 161.18 samples/sec	accuracy=0.979844
2020-04-12 08:59:16,064 Epoch[16] Batch [1600-1650]	Speed: 162.38 samples/sec	accuracy=0.977344
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2020-04-12 09:02:33,772 Epoch[16] Batch [1850-1900]	Speed: 162.09 samples/sec	accuracy=0.981875
2020-04-12 09:03:13,579 Epoch[16] Batch [1900-1950]	Speed: 160.78 samples/sec	accuracy=0.982031
2020-04-12 09:03:53,408 Epoch[16] Batch [1950-2000]	Speed: 160.69 samples/sec	accuracy=0.978750
2020-04-12 09:04:33,057 Epoch[16] Batch [2000-2050]	Speed: 161.42 samples/sec	accuracy=0.978125
2020-04-12 09:05:12,676 Epoch[16] Batch [2050-2100]	Speed: 161.54 samples/sec	accuracy=0.979688
2020-04-12 09:05:52,084 Epoch[16] Batch [2100-2150]	Speed: 162.41 samples/sec	accuracy=0.974375
2020-04-12 09:06:32,233 Epoch[16] Batch [2150-2200]	Speed: 159.40 samples/sec	accuracy=0.981094
2020-04-12 09:07:11,612 Epoch[16] Batch [2200-2250]	Speed: 162.52 samples/sec	accuracy=0.978281
2020-04-12 09:07:51,089 Epoch[16] Batch [2250-2300]	Speed: 162.12 samples/sec	accuracy=0.977812
2020-04-12 09:08:30,978 Epoch[16] Batch [2300-2350]	Speed: 160.44 samples/sec	accuracy=0.982656
2020-04-12 09:09:10,580 Epoch[16] Batch [2350-2400]	Speed: 161.61 samples/sec	accuracy=0.982500
2020-04-12 09:09:50,182 Epoch[16] Batch [2400-2450]	Speed: 161.61 samples/sec	accuracy=0.978281
2020-04-12 09:10:29,567 Epoch[16] Batch [2450-2500]	Speed: 162.50 samples/sec	accuracy=0.978594
2020-04-12 09:11:08,738 Epoch[16] Batch [2500-2550]	Speed: 163.39 samples/sec	accuracy=0.979688
2020-04-12 09:11:48,411 Epoch[16] Batch [2550-2600]	Speed: 161.32 samples/sec	accuracy=0.980156
2020-04-12 09:12:28,478 Epoch[16] Batch [2600-2650]	Speed: 159.73 samples/sec	accuracy=0.980313
2020-04-12 09:13:08,542 Epoch[16] Batch [2650-2700]	Speed: 159.74 samples/sec	accuracy=0.979531
2020-04-12 09:13:48,042 Epoch[16] Batch [2700-2750]	Speed: 162.03 samples/sec	accuracy=0.981406
2020-04-12 09:14:27,894 Epoch[16] Batch [2750-2800]	Speed: 160.59 samples/sec	accuracy=0.980625
2020-04-12 09:15:07,555 Epoch[16] Batch [2800-2850]	Speed: 161.37 samples/sec	accuracy=0.980469
2020-04-12 09:15:46,840 Epoch[16] Batch [2850-2900]	Speed: 162.91 samples/sec	accuracy=0.983750
2020-04-12 09:16:26,348 Epoch[16] Batch [2900-2950]	Speed: 161.99 samples/sec	accuracy=0.982187
2020-04-12 09:17:06,071 Epoch[16] Batch [2950-3000]	Speed: 161.12 samples/sec	accuracy=0.977187
2020-04-12 09:17:45,905 Epoch[16] Batch [3000-3050]	Speed: 160.67 samples/sec	accuracy=0.980156
2020-04-12 09:18:25,545 Epoch[16] Batch [3050-3100]	Speed: 161.45 samples/sec	accuracy=0.981250
2020-04-12 09:19:05,033 Epoch[16] Batch [3100-3150]	Speed: 162.07 samples/sec	accuracy=0.977656
2020-04-12 09:19:44,737 Epoch[16] Batch [3150-3200]	Speed: 161.20 samples/sec	accuracy=0.978125
2020-04-12 09:20:24,207 Epoch[16] Batch [3200-3250]	Speed: 162.15 samples/sec	accuracy=0.980469
2020-04-12 09:21:03,766 Epoch[16] Batch [3250-3300]	Speed: 161.79 samples/sec	accuracy=0.977969
2020-04-12 09:21:43,581 Epoch[16] Batch [3300-3350]	Speed: 160.74 samples/sec	accuracy=0.974844
2020-04-12 09:22:23,249 Epoch[16] Batch [3350-3400]	Speed: 161.34 samples/sec	accuracy=0.983750
2020-04-12 09:23:02,858 Epoch[16] Batch [3400-3450]	Speed: 161.58 samples/sec	accuracy=0.977656
2020-04-12 09:23:42,606 Epoch[16] Batch [3450-3500]	Speed: 161.01 samples/sec	accuracy=0.979375
2020-04-12 09:24:22,048 Epoch[16] Batch [3500-3550]	Speed: 162.27 samples/sec	accuracy=0.982500
2020-04-12 09:25:01,438 Epoch[16] Batch [3550-3600]	Speed: 162.48 samples/sec	accuracy=0.979688
2020-04-12 09:25:40,944 Epoch[16] Batch [3600-3650]	Speed: 162.00 samples/sec	accuracy=0.980781
2020-04-12 09:26:20,445 Epoch[16] Batch [3650-3700]	Speed: 162.02 samples/sec	accuracy=0.976094
2020-04-12 09:27:00,502 Epoch[16] Batch [3700-3750]	Speed: 159.77 samples/sec	accuracy=0.981250
2020-04-12 09:27:40,260 Epoch[16] Batch [3750-3800]	Speed: 160.97 samples/sec	accuracy=0.980469
2020-04-12 09:28:19,912 Epoch[16] Batch [3800-3850]	Speed: 161.41 samples/sec	accuracy=0.980156
2020-04-12 09:28:59,874 Epoch[16] Batch [3850-3900]	Speed: 160.15 samples/sec	accuracy=0.977344
2020-04-12 09:29:39,943 Epoch[16] Batch [3900-3950]	Speed: 159.73 samples/sec	accuracy=0.978750
2020-04-12 09:30:18,950 Epoch[16] Batch [3950-4000]	Speed: 164.07 samples/sec	accuracy=0.981719
2020-04-12 09:30:58,403 Epoch[16] Batch [4000-4050]	Speed: 162.22 samples/sec	accuracy=0.982812
2020-04-12 09:31:37,916 Epoch[16] Batch [4050-4100]	Speed: 161.97 samples/sec	accuracy=0.982031
2020-04-12 09:32:17,561 Epoch[16] Batch [4100-4150]	Speed: 161.43 samples/sec	accuracy=0.978125
2020-04-12 09:32:56,859 Epoch[16] Batch [4150-4200]	Speed: 162.86 samples/sec	accuracy=0.975938
2020-04-12 09:33:36,670 Epoch[16] Batch [4200-4250]	Speed: 160.76 samples/sec	accuracy=0.978594
2020-04-12 09:34:15,970 Epoch[16] Batch [4250-4300]	Speed: 162.85 samples/sec	accuracy=0.974219
2020-04-12 09:34:55,689 Epoch[16] Batch [4300-4350]	Speed: 161.13 samples/sec	accuracy=0.981250
2020-04-12 09:35:35,405 Epoch[16] Batch [4350-4400]	Speed: 161.14 samples/sec	accuracy=0.982031
2020-04-12 09:36:15,515 Epoch[16] Batch [4400-4450]	Speed: 159.56 samples/sec	accuracy=0.976875
2020-04-12 09:36:55,854 Epoch[16] Batch [4450-4500]	Speed: 158.66 samples/sec	accuracy=0.980000
2020-04-12 09:37:35,322 Epoch[16] Batch [4500-4550]	Speed: 162.16 samples/sec	accuracy=0.982187
2020-04-12 09:38:15,216 Epoch[16] Batch [4550-4600]	Speed: 160.43 samples/sec	accuracy=0.980000
2020-04-12 09:38:54,994 Epoch[16] Batch [4600-4650]	Speed: 160.89 samples/sec	accuracy=0.975781
2020-04-12 09:39:34,487 Epoch[16] Batch [4650-4700]	Speed: 162.05 samples/sec	accuracy=0.979531
2020-04-12 09:40:14,029 Epoch[16] Batch [4700-4750]	Speed: 161.85 samples/sec	accuracy=0.980156
2020-04-12 09:40:53,752 Epoch[16] Batch [4750-4800]	Speed: 161.12 samples/sec	accuracy=0.979844
2020-04-12 09:41:33,506 Epoch[16] Batch [4800-4850]	Speed: 160.99 samples/sec	accuracy=0.978125
2020-04-12 09:42:12,743 Epoch[16] Batch [4850-4900]	Speed: 163.11 samples/sec	accuracy=0.982031
2020-04-12 09:42:52,076 Epoch[16] Batch [4900-4950]	Speed: 162.71 samples/sec	accuracy=0.978281
2020-04-12 09:43:31,651 Epoch[16] Batch [4950-5000]	Speed: 161.72 samples/sec	accuracy=0.979062
2020-04-12 09:44:11,037 Epoch[16] Batch [5000-5050]	Speed: 162.49 samples/sec	accuracy=0.979688
2020-04-12 09:44:50,173 Epoch[16] Batch [5050-5100]	Speed: 163.54 samples/sec	accuracy=0.979219
2020-04-12 09:45:29,318 Epoch[16] Batch [5100-5150]	Speed: 163.50 samples/sec	accuracy=0.979531
2020-04-12 09:46:09,360 Epoch[16] Batch [5150-5200]	Speed: 159.83 samples/sec	accuracy=0.980000
2020-04-12 09:46:48,799 Epoch[16] Batch [5200-5250]	Speed: 162.27 samples/sec	accuracy=0.980156
2020-04-12 09:47:28,825 Epoch[16] Batch [5250-5300]	Speed: 159.90 samples/sec	accuracy=0.977344
2020-04-12 09:48:08,170 Epoch[16] Batch [5300-5350]	Speed: 162.66 samples/sec	accuracy=0.982031
2020-04-12 09:48:47,704 Epoch[16] Batch [5350-5400]	Speed: 161.89 samples/sec	accuracy=0.979844
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2020-04-12 09:50:06,086 Epoch[16] Batch [5450-5500]	Speed: 162.94 samples/sec	accuracy=0.980625
2020-04-12 09:50:45,467 Epoch[16] Batch [5500-5550]	Speed: 162.52 samples/sec	accuracy=0.982812
2020-04-12 09:51:24,968 Epoch[16] Batch [5550-5600]	Speed: 162.02 samples/sec	accuracy=0.980469
2020-04-12 09:52:04,547 Epoch[16] Batch [5600-5650]	Speed: 161.70 samples/sec	accuracy=0.975781
2020-04-12 09:52:43,856 Epoch[16] Batch [5650-5700]	Speed: 162.81 samples/sec	accuracy=0.980313
2020-04-12 09:53:23,723 Epoch[16] Batch [5700-5750]	Speed: 160.54 samples/sec	accuracy=0.982344
2020-04-12 09:54:03,366 Epoch[16] Batch [5750-5800]	Speed: 161.44 samples/sec	accuracy=0.981406
2020-04-12 09:54:42,911 Epoch[16] Batch [5800-5850]	Speed: 161.84 samples/sec	accuracy=0.982500
2020-04-12 09:55:22,031 Epoch[16] Batch [5850-5900]	Speed: 163.60 samples/sec	accuracy=0.980938
2020-04-12 09:56:01,275 Epoch[16] Batch [5900-5950]	Speed: 163.08 samples/sec	accuracy=0.978594
2020-04-12 09:56:40,944 Epoch[16] Batch [5950-6000]	Speed: 161.34 samples/sec	accuracy=0.978437
2020-04-12 09:57:20,399 Epoch[16] Batch [6000-6050]	Speed: 162.21 samples/sec	accuracy=0.980469
2020-04-12 09:57:59,828 Epoch[16] Batch [6050-6100]	Speed: 162.32 samples/sec	accuracy=0.980313
2020-04-12 09:58:39,579 Epoch[16] Batch [6100-6150]	Speed: 161.00 samples/sec	accuracy=0.977656
2020-04-12 09:59:19,252 Epoch[16] Batch [6150-6200]	Speed: 161.32 samples/sec	accuracy=0.978125
2020-04-12 09:59:58,949 Epoch[16] Batch [6200-6250]	Speed: 161.22 samples/sec	accuracy=0.978437
2020-04-12 10:00:38,300 Epoch[16] Batch [6250-6300]	Speed: 162.64 samples/sec	accuracy=0.979375
2020-04-12 10:01:17,932 Epoch[16] Batch [6300-6350]	Speed: 161.49 samples/sec	accuracy=0.981094
2020-04-12 10:01:57,472 Epoch[16] Batch [6350-6400]	Speed: 161.86 samples/sec	accuracy=0.982812
2020-04-12 10:02:37,058 Epoch[16] Batch [6400-6450]	Speed: 161.67 samples/sec	accuracy=0.981250
2020-04-12 10:03:16,511 Epoch[16] Batch [6450-6500]	Speed: 162.22 samples/sec	accuracy=0.975000
2020-04-12 10:03:55,870 Epoch[16] Batch [6500-6550]	Speed: 162.61 samples/sec	accuracy=0.983437
2020-04-12 10:04:35,557 Epoch[16] Batch [6550-6600]	Speed: 161.26 samples/sec	accuracy=0.980313
2020-04-12 10:05:15,288 Epoch[16] Batch [6600-6650]	Speed: 161.08 samples/sec	accuracy=0.978125
2020-04-12 10:05:54,823 Epoch[16] Batch [6650-6700]	Speed: 161.88 samples/sec	accuracy=0.980156
2020-04-12 10:06:34,760 Epoch[16] Batch [6700-6750]	Speed: 160.25 samples/sec	accuracy=0.978437
2020-04-12 10:07:14,477 Epoch[16] Batch [6750-6800]	Speed: 161.14 samples/sec	accuracy=0.981406
2020-04-12 10:07:54,363 Epoch[16] Batch [6800-6850]	Speed: 160.46 samples/sec	accuracy=0.979688
2020-04-12 10:08:33,688 Epoch[16] Batch [6850-6900]	Speed: 162.75 samples/sec	accuracy=0.977500
2020-04-12 10:09:13,760 Epoch[16] Batch [6900-6950]	Speed: 159.71 samples/sec	accuracy=0.977969
2020-04-12 10:09:53,462 Epoch[16] Batch [6950-7000]	Speed: 161.20 samples/sec	accuracy=0.978125
2020-04-12 10:10:32,663 Epoch[16] Batch [7000-7050]	Speed: 163.26 samples/sec	accuracy=0.979219
2020-04-12 10:11:12,013 Epoch[16] Batch [7050-7100]	Speed: 162.64 samples/sec	accuracy=0.981094
2020-04-12 10:11:51,759 Epoch[16] Batch [7100-7150]	Speed: 161.02 samples/sec	accuracy=0.980469
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2020-04-12 10:13:11,417 Epoch[16] Batch [7200-7250]	Speed: 160.09 samples/sec	accuracy=0.979219
2020-04-12 10:13:51,443 Epoch[16] Batch [7250-7300]	Speed: 159.90 samples/sec	accuracy=0.979219
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2020-04-12 10:15:11,509 Epoch[16] Batch [7350-7400]	Speed: 159.57 samples/sec	accuracy=0.979062
2020-04-12 10:15:51,169 Epoch[16] Batch [7400-7450]	Speed: 161.37 samples/sec	accuracy=0.979844
2020-04-12 10:16:30,621 Epoch[16] Batch [7450-7500]	Speed: 162.22 samples/sec	accuracy=0.978437
2020-04-12 10:17:10,084 Epoch[16] Batch [7500-7550]	Speed: 162.18 samples/sec	accuracy=0.980156
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2020-04-12 10:19:09,467 Epoch[16] Batch [7650-7700]	Speed: 161.40 samples/sec	accuracy=0.980156
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2020-04-12 10:22:27,029 Epoch[16] Batch [7900-7950]	Speed: 161.41 samples/sec	accuracy=0.979844
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2020-04-12 10:24:25,641 Epoch[16] Batch [8050-8100]	Speed: 161.31 samples/sec	accuracy=0.981250
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2020-04-12 10:26:24,596 Epoch[16] Batch [8200-8250]	Speed: 161.77 samples/sec	accuracy=0.978906
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2020-04-12 11:24:01,328 Epoch[16] Batch [12800-12850]	Speed: 194.31 samples/sec	accuracy=0.981719
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2020-04-12 11:25:06,718 Epoch[16] Batch [12900-12950]	Speed: 196.00 samples/sec	accuracy=0.977969
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2020-04-12 12:24:19,791 Epoch[16] Batch [18150-18200]	Speed: 177.29 samples/sec	accuracy=0.982344
2020-04-12 12:24:59,399 Epoch[16] Batch [18200-18250]	Speed: 161.58 samples/sec	accuracy=0.979531
2020-04-12 12:25:38,882 Epoch[16] Batch [18250-18300]	Speed: 162.09 samples/sec	accuracy=0.980781
2020-04-12 12:26:18,776 Epoch[16] Batch [18300-18350]	Speed: 160.43 samples/sec	accuracy=0.981875
2020-04-12 12:26:58,424 Epoch[16] Batch [18350-18400]	Speed: 161.42 samples/sec	accuracy=0.978906
2020-04-12 12:27:38,241 Epoch[16] Batch [18400-18450]	Speed: 160.74 samples/sec	accuracy=0.979844
2020-04-12 12:28:17,813 Epoch[16] Batch [18450-18500]	Speed: 161.73 samples/sec	accuracy=0.983437
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2020-04-12 12:29:36,658 Epoch[16] Batch [18550-18600]	Speed: 163.46 samples/sec	accuracy=0.978437
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2020-04-12 12:35:33,159 Epoch[16] Batch [19000-19050]	Speed: 161.05 samples/sec	accuracy=0.978281
2020-04-12 12:36:12,785 Epoch[16] Batch [19050-19100]	Speed: 161.51 samples/sec	accuracy=0.977969
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2020-04-12 12:40:10,444 Epoch[16] Batch [19350-19400]	Speed: 162.82 samples/sec	accuracy=0.978906
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2020-04-12 12:48:45,973 Epoch[16] Batch [20000-20050]	Speed: 163.96 samples/sec	accuracy=0.979531
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2020-04-12 12:50:05,045 Epoch[16] Batch [20100-20150]	Speed: 160.66 samples/sec	accuracy=0.978281
2020-04-12 12:50:44,437 Epoch[16] Batch [20150-20200]	Speed: 162.47 samples/sec	accuracy=0.978437
2020-04-12 12:51:24,358 Epoch[16] Batch [20200-20250]	Speed: 160.32 samples/sec	accuracy=0.978594
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2020-04-12 12:52:43,580 Epoch[16] Batch [20300-20350]	Speed: 162.29 samples/sec	accuracy=0.979219
2020-04-12 12:53:22,630 Epoch[16] Batch [20350-20400]	Speed: 163.89 samples/sec	accuracy=0.977656
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2020-04-12 12:56:02,078 Epoch[16] Batch [20550-20600]	Speed: 161.03 samples/sec	accuracy=0.976875
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2020-04-12 12:57:21,150 Epoch[16] Batch [20650-20700]	Speed: 161.79 samples/sec	accuracy=0.978125
2020-04-12 12:58:00,957 Epoch[16] Batch [20700-20750]	Speed: 160.78 samples/sec	accuracy=0.974688
2020-04-12 12:58:40,523 Epoch[16] Batch [20750-20800]	Speed: 161.76 samples/sec	accuracy=0.979844
2020-04-12 12:59:20,452 Epoch[16] Batch [20800-20850]	Speed: 160.29 samples/sec	accuracy=0.978906
2020-04-12 13:00:00,518 Epoch[16] Batch [20850-20900]	Speed: 159.74 samples/sec	accuracy=0.978437
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2020-04-12 13:01:20,280 Epoch[16] Batch [20950-21000]	Speed: 161.30 samples/sec	accuracy=0.978281
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2020-04-12 13:06:38,788 Epoch[16] Batch [21350-21400]	Speed: 161.63 samples/sec	accuracy=0.977187
2020-04-12 13:07:18,273 Epoch[16] Batch [21400-21450]	Speed: 162.09 samples/sec	accuracy=0.978750
2020-04-12 13:07:58,527 Epoch[16] Batch [21450-21500]	Speed: 158.99 samples/sec	accuracy=0.981875
2020-04-12 13:08:38,180 Epoch[16] Batch [21500-21550]	Speed: 161.40 samples/sec	accuracy=0.979219
2020-04-12 13:09:18,026 Epoch[16] Batch [21550-21600]	Speed: 160.62 samples/sec	accuracy=0.982344
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2020-04-12 13:10:37,258 Epoch[16] Batch [21650-21700]	Speed: 161.60 samples/sec	accuracy=0.978281
2020-04-12 13:11:16,585 Epoch[16] Batch [21700-21750]	Speed: 162.74 samples/sec	accuracy=0.977969
2020-04-12 13:11:56,302 Epoch[16] Batch [21750-21800]	Speed: 161.14 samples/sec	accuracy=0.973906
2020-04-12 13:12:36,097 Epoch[16] Batch [21800-21850]	Speed: 160.82 samples/sec	accuracy=0.978750
2020-04-12 13:13:15,748 Epoch[16] Batch [21850-21900]	Speed: 161.41 samples/sec	accuracy=0.978437
2020-04-12 13:13:55,557 Epoch[16] Batch [21900-21950]	Speed: 160.77 samples/sec	accuracy=0.977031
2020-04-12 13:14:35,263 Epoch[16] Batch [21950-22000]	Speed: 161.19 samples/sec	accuracy=0.981250
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2020-04-12 13:15:54,710 Epoch[16] Batch [22050-22100]	Speed: 161.00 samples/sec	accuracy=0.976719
2020-04-12 13:16:33,809 Epoch[16] Batch [22100-22150]	Speed: 163.69 samples/sec	accuracy=0.981719
2020-04-12 13:17:13,093 Epoch[16] Batch [22150-22200]	Speed: 162.92 samples/sec	accuracy=0.976719
2020-04-12 13:17:52,810 Epoch[16] Batch [22200-22250]	Speed: 161.14 samples/sec	accuracy=0.981719
2020-04-12 13:18:32,635 Epoch[16] Batch [22250-22300]	Speed: 160.70 samples/sec	accuracy=0.980000
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2020-04-12 13:22:31,697 Epoch[16] Batch [22550-22600]	Speed: 159.31 samples/sec	accuracy=0.976719
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2020-04-12 13:26:31,741 Epoch[16] Batch [22850-22900]	Speed: 160.26 samples/sec	accuracy=0.978906
2020-04-12 13:27:11,581 Epoch[16] Batch [22900-22950]	Speed: 160.64 samples/sec	accuracy=0.980313
2020-04-12 13:27:51,245 Epoch[16] Batch [22950-23000]	Speed: 161.36 samples/sec	accuracy=0.981563
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2020-04-12 14:04:45,515 Epoch[16] Batch [25750-25800]	Speed: 161.71 samples/sec	accuracy=0.981250
2020-04-12 14:05:24,946 Epoch[16] Batch [25800-25850]	Speed: 162.31 samples/sec	accuracy=0.979219
2020-04-12 14:06:04,387 Epoch[16] Batch [25850-25900]	Speed: 162.27 samples/sec	accuracy=0.979844
2020-04-12 14:06:43,984 Epoch[16] Batch [25900-25950]	Speed: 161.63 samples/sec	accuracy=0.981563
2020-04-12 14:07:23,587 Epoch[16] Batch [25950-26000]	Speed: 161.60 samples/sec	accuracy=0.979375
2020-04-12 14:08:03,430 Epoch[16] Batch [26000-26050]	Speed: 160.63 samples/sec	accuracy=0.977969
2020-04-12 14:08:43,211 Epoch[16] Batch [26050-26100]	Speed: 160.88 samples/sec	accuracy=0.979219
2020-04-12 14:09:22,575 Epoch[16] Batch [26100-26150]	Speed: 162.59 samples/sec	accuracy=0.979375
2020-04-12 14:10:02,403 Epoch[16] Batch [26150-26200]	Speed: 160.69 samples/sec	accuracy=0.977812
2020-04-12 14:10:41,595 Epoch[16] Batch [26200-26250]	Speed: 163.30 samples/sec	accuracy=0.977969
2020-04-12 14:11:21,379 Epoch[16] Batch [26250-26300]	Speed: 160.87 samples/sec	accuracy=0.978750
2020-04-12 14:12:01,159 Epoch[16] Batch [26300-26350]	Speed: 160.88 samples/sec	accuracy=0.977187
2020-04-12 14:12:40,881 Epoch[16] Batch [26350-26400]	Speed: 161.12 samples/sec	accuracy=0.975156
2020-04-12 14:13:20,732 Epoch[16] Batch [26400-26450]	Speed: 160.60 samples/sec	accuracy=0.978437
2020-04-12 14:14:00,350 Epoch[16] Batch [26450-26500]	Speed: 161.54 samples/sec	accuracy=0.979844
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2020-04-12 14:15:19,376 Epoch[16] Batch [26550-26600]	Speed: 159.26 samples/sec	accuracy=0.979219
2020-04-12 14:15:59,028 Epoch[16] Batch [26600-26650]	Speed: 161.40 samples/sec	accuracy=0.976562
2020-04-12 14:16:38,306 Epoch[16] Batch [26650-26700]	Speed: 162.95 samples/sec	accuracy=0.980469
2020-04-12 14:17:18,356 Epoch[16] Batch [26700-26750]	Speed: 159.80 samples/sec	accuracy=0.978437
2020-04-12 14:17:57,747 Epoch[16] Batch [26750-26800]	Speed: 162.47 samples/sec	accuracy=0.979844
2020-04-12 14:18:37,528 Epoch[16] Batch [26800-26850]	Speed: 160.88 samples/sec	accuracy=0.976719
2020-04-12 14:19:17,246 Epoch[16] Batch [26850-26900]	Speed: 161.13 samples/sec	accuracy=0.980781
2020-04-12 14:19:56,838 Epoch[16] Batch [26900-26950]	Speed: 161.65 samples/sec	accuracy=0.979062
2020-04-12 14:20:36,481 Epoch[16] Batch [26950-27000]	Speed: 161.44 samples/sec	accuracy=0.975313
2020-04-12 14:21:16,143 Epoch[16] Batch [27000-27050]	Speed: 161.37 samples/sec	accuracy=0.976562
2020-04-12 14:21:56,167 Epoch[16] Batch [27050-27100]	Speed: 159.91 samples/sec	accuracy=0.977656
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2020-04-12 14:23:15,114 Epoch[16] Batch [27150-27200]	Speed: 162.33 samples/sec	accuracy=0.975156
2020-04-12 14:23:54,395 Epoch[16] Batch [27200-27250]	Speed: 162.93 samples/sec	accuracy=0.977031
2020-04-12 14:24:34,096 Epoch[16] Batch [27250-27300]	Speed: 161.20 samples/sec	accuracy=0.980313
2020-04-12 14:25:13,808 Epoch[16] Batch [27300-27350]	Speed: 161.16 samples/sec	accuracy=0.980000
2020-04-12 14:25:53,072 Epoch[16] Batch [27350-27400]	Speed: 163.00 samples/sec	accuracy=0.976875
2020-04-12 14:26:32,851 Epoch[16] Batch [27400-27450]	Speed: 160.89 samples/sec	accuracy=0.977812
2020-04-12 14:27:12,300 Epoch[16] Batch [27450-27500]	Speed: 162.24 samples/sec	accuracy=0.978594
2020-04-12 14:27:51,861 Epoch[16] Batch [27500-27550]	Speed: 161.78 samples/sec	accuracy=0.980781
2020-04-12 14:28:31,494 Epoch[16] Batch [27550-27600]	Speed: 161.48 samples/sec	accuracy=0.978125
2020-04-12 14:29:11,355 Epoch[16] Batch [27600-27650]	Speed: 160.56 samples/sec	accuracy=0.976406
2020-04-12 14:29:51,169 Epoch[16] Batch [27650-27700]	Speed: 160.75 samples/sec	accuracy=0.977187
2020-04-12 14:30:30,820 Epoch[16] Batch [27700-27750]	Speed: 161.41 samples/sec	accuracy=0.982344
2020-04-12 14:31:10,449 Epoch[16] Batch [27750-27800]	Speed: 161.50 samples/sec	accuracy=0.979844
2020-04-12 14:31:50,235 Epoch[16] Batch [27800-27850]	Speed: 160.86 samples/sec	accuracy=0.980156
2020-04-12 14:32:29,386 Epoch[16] Batch [27850-27900]	Speed: 163.47 samples/sec	accuracy=0.980313
2020-04-12 14:33:09,220 Epoch[16] Batch [27900-27950]	Speed: 160.67 samples/sec	accuracy=0.976250
2020-04-12 14:33:49,022 Epoch[16] Batch [27950-28000]	Speed: 160.79 samples/sec	accuracy=0.980313
2020-04-12 14:34:28,562 Epoch[16] Batch [28000-28050]	Speed: 161.86 samples/sec	accuracy=0.980156
2020-04-12 14:35:09,211 Epoch[16] Batch [28050-28100]	Speed: 157.45 samples/sec	accuracy=0.980938
2020-04-12 14:35:48,766 Epoch[16] Batch [28100-28150]	Speed: 161.80 samples/sec	accuracy=0.981719
2020-04-12 14:36:28,271 Epoch[16] Batch [28150-28200]	Speed: 162.01 samples/sec	accuracy=0.978594
2020-04-12 14:36:58,831 Epoch[16] Train-accuracy=0.979292
2020-04-12 14:36:58,831 Epoch[16] Time cost=21570.757
2020-04-12 14:36:59,183 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0017.params"
2020-04-12 15:11:59,679 Epoch[16] Validation-accuracy=0.985185
2020-04-12 15:12:47,547 Epoch[17] Batch [0-50]	Speed: 162.26 samples/sec	accuracy=0.980086
2020-04-12 15:13:27,262 Epoch[17] Batch [50-100]	Speed: 161.15 samples/sec	accuracy=0.981250
2020-04-12 15:14:07,211 Epoch[17] Batch [100-150]	Speed: 160.21 samples/sec	accuracy=0.978125
2020-04-12 15:14:47,013 Epoch[17] Batch [150-200]	Speed: 160.79 samples/sec	accuracy=0.980156
2020-04-12 15:15:26,833 Epoch[17] Batch [200-250]	Speed: 160.73 samples/sec	accuracy=0.981563
2020-04-12 15:16:06,530 Epoch[17] Batch [250-300]	Speed: 161.22 samples/sec	accuracy=0.980625
2020-04-12 15:16:46,177 Epoch[17] Batch [300-350]	Speed: 161.43 samples/sec	accuracy=0.981094
2020-04-12 15:17:25,737 Epoch[17] Batch [350-400]	Speed: 161.78 samples/sec	accuracy=0.982187
2020-04-12 15:18:05,262 Epoch[17] Batch [400-450]	Speed: 161.93 samples/sec	accuracy=0.979219
2020-04-12 15:18:45,386 Epoch[17] Batch [450-500]	Speed: 159.50 samples/sec	accuracy=0.980938
2020-04-12 15:19:24,976 Epoch[17] Batch [500-550]	Speed: 161.66 samples/sec	accuracy=0.980781
2020-04-12 15:20:04,593 Epoch[17] Batch [550-600]	Speed: 161.55 samples/sec	accuracy=0.979219
2020-04-12 15:20:44,695 Epoch[17] Batch [600-650]	Speed: 159.59 samples/sec	accuracy=0.981094
2020-04-12 15:21:24,229 Epoch[17] Batch [650-700]	Speed: 161.89 samples/sec	accuracy=0.979375
2020-04-12 15:22:03,987 Epoch[17] Batch [700-750]	Speed: 160.97 samples/sec	accuracy=0.980000
2020-04-12 15:22:44,047 Epoch[17] Batch [750-800]	Speed: 159.76 samples/sec	accuracy=0.982656
2020-04-12 15:23:23,463 Epoch[17] Batch [800-850]	Speed: 162.37 samples/sec	accuracy=0.979062
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2020-04-12 15:24:42,522 Epoch[17] Batch [900-950]	Speed: 160.95 samples/sec	accuracy=0.980156
2020-04-12 15:25:22,308 Epoch[17] Batch [950-1000]	Speed: 160.86 samples/sec	accuracy=0.979844
2020-04-12 15:26:01,834 Epoch[17] Batch [1000-1050]	Speed: 161.92 samples/sec	accuracy=0.979062
2020-04-12 15:26:41,508 Epoch[17] Batch [1050-1100]	Speed: 161.31 samples/sec	accuracy=0.978906
2020-04-12 15:27:21,296 Epoch[17] Batch [1100-1150]	Speed: 160.86 samples/sec	accuracy=0.979219
2020-04-12 15:28:00,710 Epoch[17] Batch [1150-1200]	Speed: 162.38 samples/sec	accuracy=0.979219
2020-04-12 15:28:40,403 Epoch[17] Batch [1200-1250]	Speed: 161.24 samples/sec	accuracy=0.978906
2020-04-12 15:29:20,383 Epoch[17] Batch [1250-1300]	Speed: 160.08 samples/sec	accuracy=0.982031
2020-04-12 15:30:00,064 Epoch[17] Batch [1300-1350]	Speed: 161.29 samples/sec	accuracy=0.982656
2020-04-12 15:30:39,478 Epoch[17] Batch [1350-1400]	Speed: 162.38 samples/sec	accuracy=0.982812
2020-04-12 15:31:19,846 Epoch[17] Batch [1400-1450]	Speed: 158.54 samples/sec	accuracy=0.979688
2020-04-12 15:32:00,023 Epoch[17] Batch [1450-1500]	Speed: 159.30 samples/sec	accuracy=0.980625
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2020-04-12 15:33:19,711 Epoch[17] Batch [1550-1600]	Speed: 161.00 samples/sec	accuracy=0.982031
2020-04-12 15:33:59,376 Epoch[17] Batch [1600-1650]	Speed: 161.35 samples/sec	accuracy=0.978281
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2020-04-12 15:37:17,739 Epoch[17] Batch [1850-1900]	Speed: 161.46 samples/sec	accuracy=0.980156
2020-04-12 15:37:57,665 Epoch[17] Batch [1900-1950]	Speed: 160.30 samples/sec	accuracy=0.978125
2020-04-12 15:38:37,038 Epoch[17] Batch [1950-2000]	Speed: 162.55 samples/sec	accuracy=0.979375
2020-04-12 15:39:17,381 Epoch[17] Batch [2000-2050]	Speed: 158.64 samples/sec	accuracy=0.978437
2020-04-12 15:39:57,042 Epoch[17] Batch [2050-2100]	Speed: 161.37 samples/sec	accuracy=0.980938
2020-04-12 15:40:36,265 Epoch[17] Batch [2100-2150]	Speed: 163.17 samples/sec	accuracy=0.979844
2020-04-12 15:41:15,827 Epoch[17] Batch [2150-2200]	Speed: 161.77 samples/sec	accuracy=0.978437
2020-04-12 15:41:54,900 Epoch[17] Batch [2200-2250]	Speed: 163.80 samples/sec	accuracy=0.979688
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2020-04-12 15:43:14,151 Epoch[17] Batch [2300-2350]	Speed: 161.81 samples/sec	accuracy=0.983906
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2020-04-12 15:45:13,395 Epoch[17] Batch [2450-2500]	Speed: 160.06 samples/sec	accuracy=0.980156
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2020-04-12 15:47:13,202 Epoch[17] Batch [2600-2650]	Speed: 160.54 samples/sec	accuracy=0.978750
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2020-04-12 15:48:32,018 Epoch[17] Batch [2700-2750]	Speed: 163.02 samples/sec	accuracy=0.983281
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2020-04-12 15:49:51,128 Epoch[17] Batch [2800-2850]	Speed: 162.93 samples/sec	accuracy=0.980313
2020-04-12 15:50:30,591 Epoch[17] Batch [2850-2900]	Speed: 162.18 samples/sec	accuracy=0.979688
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2020-04-12 15:52:29,084 Epoch[17] Batch [3000-3050]	Speed: 161.48 samples/sec	accuracy=0.977187
2020-04-12 15:53:08,276 Epoch[17] Batch [3050-3100]	Speed: 163.30 samples/sec	accuracy=0.976875
2020-04-12 15:53:47,623 Epoch[17] Batch [3100-3150]	Speed: 162.66 samples/sec	accuracy=0.982031
2020-04-12 15:54:27,405 Epoch[17] Batch [3150-3200]	Speed: 160.88 samples/sec	accuracy=0.980781
2020-04-12 15:55:06,804 Epoch[17] Batch [3200-3250]	Speed: 162.44 samples/sec	accuracy=0.981094
2020-04-12 15:55:46,345 Epoch[17] Batch [3250-3300]	Speed: 161.86 samples/sec	accuracy=0.981875
2020-04-12 15:56:26,000 Epoch[17] Batch [3300-3350]	Speed: 161.39 samples/sec	accuracy=0.979219
2020-04-12 15:57:05,616 Epoch[17] Batch [3350-3400]	Speed: 161.55 samples/sec	accuracy=0.980625
2020-04-12 15:57:45,704 Epoch[17] Batch [3400-3450]	Speed: 159.65 samples/sec	accuracy=0.981406
2020-04-12 15:58:25,238 Epoch[17] Batch [3450-3500]	Speed: 161.89 samples/sec	accuracy=0.979062
2020-04-12 15:59:05,318 Epoch[17] Batch [3500-3550]	Speed: 159.68 samples/sec	accuracy=0.978437
2020-04-12 15:59:45,331 Epoch[17] Batch [3550-3600]	Speed: 159.95 samples/sec	accuracy=0.982656
2020-04-12 16:00:25,073 Epoch[17] Batch [3600-3650]	Speed: 161.04 samples/sec	accuracy=0.978906
2020-04-12 16:01:04,941 Epoch[17] Batch [3650-3700]	Speed: 160.53 samples/sec	accuracy=0.977969
2020-04-12 16:01:44,599 Epoch[17] Batch [3700-3750]	Speed: 161.38 samples/sec	accuracy=0.977812
2020-04-12 16:02:24,562 Epoch[17] Batch [3750-3800]	Speed: 160.15 samples/sec	accuracy=0.978437
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2020-04-12 16:04:23,165 Epoch[17] Batch [3900-3950]	Speed: 161.98 samples/sec	accuracy=0.977344
2020-04-12 16:05:03,090 Epoch[17] Batch [3950-4000]	Speed: 160.30 samples/sec	accuracy=0.982031
2020-04-12 16:05:43,001 Epoch[17] Batch [4000-4050]	Speed: 160.36 samples/sec	accuracy=0.979375
2020-04-12 16:06:22,662 Epoch[17] Batch [4050-4100]	Speed: 161.37 samples/sec	accuracy=0.976562
2020-04-12 16:07:02,134 Epoch[17] Batch [4100-4150]	Speed: 162.14 samples/sec	accuracy=0.982031
2020-04-12 16:07:42,105 Epoch[17] Batch [4150-4200]	Speed: 160.12 samples/sec	accuracy=0.979219
2020-04-12 16:08:21,961 Epoch[17] Batch [4200-4250]	Speed: 160.58 samples/sec	accuracy=0.977187
2020-04-12 16:09:01,528 Epoch[17] Batch [4250-4300]	Speed: 161.75 samples/sec	accuracy=0.979375
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2020-04-12 16:10:20,695 Epoch[17] Batch [4350-4400]	Speed: 161.15 samples/sec	accuracy=0.979688
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2020-04-12 16:11:39,826 Epoch[17] Batch [4450-4500]	Speed: 162.47 samples/sec	accuracy=0.978906
2020-04-12 16:12:19,914 Epoch[17] Batch [4500-4550]	Speed: 159.65 samples/sec	accuracy=0.977500
2020-04-12 16:12:59,981 Epoch[17] Batch [4550-4600]	Speed: 159.73 samples/sec	accuracy=0.981719
2020-04-12 16:13:39,507 Epoch[17] Batch [4600-4650]	Speed: 161.92 samples/sec	accuracy=0.978906
2020-04-12 16:14:18,834 Epoch[17] Batch [4650-4700]	Speed: 162.74 samples/sec	accuracy=0.981875
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2020-04-12 16:15:37,920 Epoch[17] Batch [4750-4800]	Speed: 161.69 samples/sec	accuracy=0.980156
2020-04-12 16:16:17,977 Epoch[17] Batch [4800-4850]	Speed: 159.77 samples/sec	accuracy=0.976562
2020-04-12 16:16:57,508 Epoch[17] Batch [4850-4900]	Speed: 161.90 samples/sec	accuracy=0.982187
2020-04-12 16:17:37,465 Epoch[17] Batch [4900-4950]	Speed: 160.17 samples/sec	accuracy=0.979531
2020-04-12 16:18:17,250 Epoch[17] Batch [4950-5000]	Speed: 160.86 samples/sec	accuracy=0.982500
2020-04-12 16:18:53,251 Epoch[17] Batch [5000-5050]	Speed: 177.77 samples/sec	accuracy=0.981563
2020-04-12 16:19:23,646 Epoch[17] Batch [5050-5100]	Speed: 210.56 samples/sec	accuracy=0.979219
2020-04-12 16:19:54,272 Epoch[17] Batch [5100-5150]	Speed: 208.98 samples/sec	accuracy=0.980469
2020-04-12 16:20:25,043 Epoch[17] Batch [5150-5200]	Speed: 207.99 samples/sec	accuracy=0.984375
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2020-04-12 16:21:26,156 Epoch[17] Batch [5250-5300]	Speed: 211.10 samples/sec	accuracy=0.980938
2020-04-12 16:21:57,045 Epoch[17] Batch [5300-5350]	Speed: 207.20 samples/sec	accuracy=0.981719
2020-04-12 16:22:27,827 Epoch[17] Batch [5350-5400]	Speed: 207.92 samples/sec	accuracy=0.978281
2020-04-12 16:22:58,437 Epoch[17] Batch [5400-5450]	Speed: 209.08 samples/sec	accuracy=0.980781
2020-04-12 16:23:28,897 Epoch[17] Batch [5450-5500]	Speed: 210.11 samples/sec	accuracy=0.978750
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2020-04-12 16:26:01,707 Epoch[17] Batch [5700-5750]	Speed: 208.20 samples/sec	accuracy=0.981875
2020-04-12 16:26:32,455 Epoch[17] Batch [5750-5800]	Speed: 208.15 samples/sec	accuracy=0.978437
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2020-04-12 16:32:10,387 Epoch[17] Batch [6300-6350]	Speed: 206.52 samples/sec	accuracy=0.978750
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2020-04-12 16:33:11,214 Epoch[17] Batch [6400-6450]	Speed: 209.29 samples/sec	accuracy=0.983125
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2020-04-12 16:41:24,196 Epoch[17] Batch [7200-7250]	Speed: 205.53 samples/sec	accuracy=0.982812
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2020-04-12 16:43:56,767 Epoch[17] Batch [7450-7500]	Speed: 207.93 samples/sec	accuracy=0.981719
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2020-04-12 16:46:59,920 Epoch[17] Batch [7750-7800]	Speed: 210.73 samples/sec	accuracy=0.981406
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2020-04-12 16:48:00,407 Epoch[17] Batch [7850-7900]	Speed: 211.30 samples/sec	accuracy=0.978906
2020-04-12 16:48:31,201 Epoch[17] Batch [7900-7950]	Speed: 207.84 samples/sec	accuracy=0.978437
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2020-04-12 16:57:44,726 Epoch[17] Batch [8800-8850]	Speed: 194.01 samples/sec	accuracy=0.980625
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2020-04-12 16:59:04,983 Epoch[17] Batch [8900-8950]	Speed: 159.79 samples/sec	accuracy=0.982812
2020-04-12 16:59:44,365 Epoch[17] Batch [8950-9000]	Speed: 162.51 samples/sec	accuracy=0.983125
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2020-04-12 17:04:23,168 Epoch[17] Batch [9300-9350]	Speed: 160.59 samples/sec	accuracy=0.977812
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2020-04-12 17:07:01,379 Epoch[17] Batch [9500-9550]	Speed: 162.02 samples/sec	accuracy=0.981875
2020-04-12 17:07:40,781 Epoch[17] Batch [9550-9600]	Speed: 162.43 samples/sec	accuracy=0.982812
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2020-04-12 17:10:59,451 Epoch[17] Batch [9800-9850]	Speed: 158.80 samples/sec	accuracy=0.978906
2020-04-12 17:11:39,274 Epoch[17] Batch [9850-9900]	Speed: 160.71 samples/sec	accuracy=0.981875
2020-04-12 17:12:19,143 Epoch[17] Batch [9900-9950]	Speed: 160.53 samples/sec	accuracy=0.979375
2020-04-12 17:12:59,112 Epoch[17] Batch [9950-10000]	Speed: 160.13 samples/sec	accuracy=0.977187
2020-04-12 17:13:38,869 Epoch[17] Batch [10000-10050]	Speed: 160.98 samples/sec	accuracy=0.978437
2020-04-12 17:14:18,409 Epoch[17] Batch [10050-10100]	Speed: 161.86 samples/sec	accuracy=0.981406
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2020-04-12 17:16:17,872 Epoch[17] Batch [10200-10250]	Speed: 160.93 samples/sec	accuracy=0.982500
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2020-04-12 17:20:07,593 Epoch[17] Batch [10500-10550]	Speed: 197.77 samples/sec	accuracy=0.977344
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2020-04-12 17:22:18,366 Epoch[17] Batch [10700-10750]	Speed: 195.72 samples/sec	accuracy=0.982344
2020-04-12 17:22:50,300 Epoch[17] Batch [10750-10800]	Speed: 200.42 samples/sec	accuracy=0.976406
2020-04-12 17:23:22,860 Epoch[17] Batch [10800-10850]	Speed: 196.56 samples/sec	accuracy=0.981719
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2020-04-12 17:24:28,045 Epoch[17] Batch [10900-10950]	Speed: 198.65 samples/sec	accuracy=0.980156
2020-04-12 17:25:00,954 Epoch[17] Batch [10950-11000]	Speed: 194.48 samples/sec	accuracy=0.978594
2020-04-12 17:25:33,410 Epoch[17] Batch [11000-11050]	Speed: 197.20 samples/sec	accuracy=0.978594
2020-04-12 17:26:05,742 Epoch[17] Batch [11050-11100]	Speed: 197.95 samples/sec	accuracy=0.977656
2020-04-12 17:26:38,741 Epoch[17] Batch [11100-11150]	Speed: 193.95 samples/sec	accuracy=0.981563
2020-04-12 17:27:11,111 Epoch[17] Batch [11150-11200]	Speed: 197.72 samples/sec	accuracy=0.977656
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2020-04-12 17:28:16,742 Epoch[17] Batch [11250-11300]	Speed: 197.65 samples/sec	accuracy=0.979688
2020-04-12 17:28:49,189 Epoch[17] Batch [11300-11350]	Speed: 197.24 samples/sec	accuracy=0.980469
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2020-04-12 17:30:28,539 Epoch[17] Batch [11450-11500]	Speed: 191.90 samples/sec	accuracy=0.975156
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2020-04-12 17:35:22,355 Epoch[17] Batch [11900-11950]	Speed: 196.16 samples/sec	accuracy=0.978125
2020-04-12 17:35:54,279 Epoch[17] Batch [11950-12000]	Speed: 200.48 samples/sec	accuracy=0.980156
2020-04-12 17:36:26,512 Epoch[17] Batch [12000-12050]	Speed: 198.56 samples/sec	accuracy=0.979531
2020-04-12 17:36:58,436 Epoch[17] Batch [12050-12100]	Speed: 200.48 samples/sec	accuracy=0.980313
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2020-04-12 17:38:04,114 Epoch[17] Batch [12150-12200]	Speed: 196.05 samples/sec	accuracy=0.978906
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2020-04-12 17:40:14,161 Epoch[17] Batch [12350-12400]	Speed: 194.31 samples/sec	accuracy=0.978750
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2020-04-12 18:16:49,001 Epoch[17] Batch [15300-15350]	Speed: 160.46 samples/sec	accuracy=0.979062
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2020-04-12 18:18:48,501 Epoch[17] Batch [15450-15500]	Speed: 159.46 samples/sec	accuracy=0.982812
2020-04-12 18:19:28,457 Epoch[17] Batch [15500-15550]	Speed: 160.18 samples/sec	accuracy=0.980313
2020-04-12 18:20:07,959 Epoch[17] Batch [15550-15600]	Speed: 162.02 samples/sec	accuracy=0.977812
2020-04-12 18:20:47,415 Epoch[17] Batch [15600-15650]	Speed: 162.21 samples/sec	accuracy=0.979219
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2020-04-12 18:22:06,551 Epoch[17] Batch [15700-15750]	Speed: 162.10 samples/sec	accuracy=0.980156
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2020-04-12 18:23:25,988 Epoch[17] Batch [15800-15850]	Speed: 160.94 samples/sec	accuracy=0.982031
2020-04-12 18:24:05,540 Epoch[17] Batch [15850-15900]	Speed: 161.81 samples/sec	accuracy=0.980938
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2020-04-12 18:25:24,578 Epoch[17] Batch [15950-16000]	Speed: 162.38 samples/sec	accuracy=0.978437
2020-04-12 18:26:04,805 Epoch[17] Batch [16000-16050]	Speed: 159.10 samples/sec	accuracy=0.978125
2020-04-12 18:26:44,751 Epoch[17] Batch [16050-16100]	Speed: 160.22 samples/sec	accuracy=0.978750
2020-04-12 18:27:24,241 Epoch[17] Batch [16100-16150]	Speed: 162.07 samples/sec	accuracy=0.977500
2020-04-12 18:28:03,698 Epoch[17] Batch [16150-16200]	Speed: 162.20 samples/sec	accuracy=0.979531
2020-04-12 18:28:43,431 Epoch[17] Batch [16200-16250]	Speed: 161.08 samples/sec	accuracy=0.978750
2020-04-12 18:29:23,275 Epoch[17] Batch [16250-16300]	Speed: 160.63 samples/sec	accuracy=0.977812
2020-04-12 18:30:02,869 Epoch[17] Batch [16300-16350]	Speed: 161.64 samples/sec	accuracy=0.978906
2020-04-12 18:30:42,479 Epoch[17] Batch [16350-16400]	Speed: 161.57 samples/sec	accuracy=0.979062
2020-04-12 18:31:22,231 Epoch[17] Batch [16400-16450]	Speed: 161.00 samples/sec	accuracy=0.981563
2020-04-12 18:32:01,540 Epoch[17] Batch [16450-16500]	Speed: 162.81 samples/sec	accuracy=0.981563
2020-04-12 18:32:41,075 Epoch[17] Batch [16500-16550]	Speed: 161.88 samples/sec	accuracy=0.982656
2020-04-12 18:33:20,790 Epoch[17] Batch [16550-16600]	Speed: 161.15 samples/sec	accuracy=0.981406
2020-04-12 18:34:00,305 Epoch[17] Batch [16600-16650]	Speed: 161.97 samples/sec	accuracy=0.975000
2020-04-12 18:34:39,826 Epoch[17] Batch [16650-16700]	Speed: 161.94 samples/sec	accuracy=0.978281
2020-04-12 18:35:19,298 Epoch[17] Batch [16700-16750]	Speed: 162.14 samples/sec	accuracy=0.982500
2020-04-12 18:35:58,994 Epoch[17] Batch [16750-16800]	Speed: 161.23 samples/sec	accuracy=0.980781
2020-04-12 18:36:38,768 Epoch[17] Batch [16800-16850]	Speed: 160.91 samples/sec	accuracy=0.980156
2020-04-12 18:37:18,045 Epoch[17] Batch [16850-16900]	Speed: 162.95 samples/sec	accuracy=0.982656
2020-04-12 18:37:58,035 Epoch[17] Batch [16900-16950]	Speed: 160.04 samples/sec	accuracy=0.980938
2020-04-12 18:38:37,725 Epoch[17] Batch [16950-17000]	Speed: 161.25 samples/sec	accuracy=0.981094
2020-04-12 18:39:17,521 Epoch[17] Batch [17000-17050]	Speed: 160.82 samples/sec	accuracy=0.978594
2020-04-12 18:39:57,500 Epoch[17] Batch [17050-17100]	Speed: 160.08 samples/sec	accuracy=0.981250
2020-04-12 18:40:37,098 Epoch[17] Batch [17100-17150]	Speed: 161.63 samples/sec	accuracy=0.980000
2020-04-12 18:41:16,309 Epoch[17] Batch [17150-17200]	Speed: 163.22 samples/sec	accuracy=0.980625
2020-04-12 18:41:55,771 Epoch[17] Batch [17200-17250]	Speed: 162.18 samples/sec	accuracy=0.977031
2020-04-12 18:42:35,464 Epoch[17] Batch [17250-17300]	Speed: 161.24 samples/sec	accuracy=0.975781
2020-04-12 18:43:15,713 Epoch[17] Batch [17300-17350]	Speed: 159.01 samples/sec	accuracy=0.981406
2020-04-12 18:43:55,484 Epoch[17] Batch [17350-17400]	Speed: 160.92 samples/sec	accuracy=0.982656
2020-04-12 18:44:35,094 Epoch[17] Batch [17400-17450]	Speed: 161.58 samples/sec	accuracy=0.981563
2020-04-12 18:45:14,530 Epoch[17] Batch [17450-17500]	Speed: 162.29 samples/sec	accuracy=0.979844
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2020-04-12 18:46:33,875 Epoch[17] Batch [17550-17600]	Speed: 161.09 samples/sec	accuracy=0.977344
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2020-04-12 18:47:53,316 Epoch[17] Batch [17650-17700]	Speed: 162.31 samples/sec	accuracy=0.978125
2020-04-12 18:48:33,346 Epoch[17] Batch [17700-17750]	Speed: 159.88 samples/sec	accuracy=0.982500
2020-04-12 18:49:12,883 Epoch[17] Batch [17750-17800]	Speed: 161.87 samples/sec	accuracy=0.980469
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2020-04-12 18:50:32,871 Epoch[17] Batch [17850-17900]	Speed: 159.77 samples/sec	accuracy=0.980938
2020-04-12 18:51:12,409 Epoch[17] Batch [17900-17950]	Speed: 161.87 samples/sec	accuracy=0.981250
2020-04-12 18:51:52,007 Epoch[17] Batch [17950-18000]	Speed: 161.63 samples/sec	accuracy=0.977969
2020-04-12 18:52:31,490 Epoch[17] Batch [18000-18050]	Speed: 162.10 samples/sec	accuracy=0.978750
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2020-04-12 18:54:29,753 Epoch[17] Batch [18150-18200]	Speed: 160.84 samples/sec	accuracy=0.978750
2020-04-12 18:55:09,148 Epoch[17] Batch [18200-18250]	Speed: 162.46 samples/sec	accuracy=0.982500
2020-04-12 18:55:48,976 Epoch[17] Batch [18250-18300]	Speed: 160.69 samples/sec	accuracy=0.979062
2020-04-12 18:56:28,626 Epoch[17] Batch [18300-18350]	Speed: 161.42 samples/sec	accuracy=0.981250
2020-04-12 18:57:08,747 Epoch[17] Batch [18350-18400]	Speed: 159.52 samples/sec	accuracy=0.978750
2020-04-12 18:57:48,423 Epoch[17] Batch [18400-18450]	Speed: 161.31 samples/sec	accuracy=0.980313
2020-04-12 18:58:28,066 Epoch[17] Batch [18450-18500]	Speed: 161.44 samples/sec	accuracy=0.979531
2020-04-12 18:59:07,861 Epoch[17] Batch [18500-18550]	Speed: 160.82 samples/sec	accuracy=0.981250
2020-04-12 18:59:47,759 Epoch[17] Batch [18550-18600]	Speed: 160.41 samples/sec	accuracy=0.977031
2020-04-12 19:00:27,362 Epoch[17] Batch [18600-18650]	Speed: 161.61 samples/sec	accuracy=0.979219
2020-04-12 19:01:07,006 Epoch[17] Batch [18650-18700]	Speed: 161.44 samples/sec	accuracy=0.979062
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2020-04-12 19:02:26,189 Epoch[17] Batch [18750-18800]	Speed: 161.60 samples/sec	accuracy=0.978125
2020-04-12 19:03:05,575 Epoch[17] Batch [18800-18850]	Speed: 162.50 samples/sec	accuracy=0.981250
2020-04-12 19:03:45,151 Epoch[17] Batch [18850-18900]	Speed: 161.72 samples/sec	accuracy=0.979531
2020-04-12 19:04:24,626 Epoch[17] Batch [18900-18950]	Speed: 162.13 samples/sec	accuracy=0.981094
2020-04-12 19:05:04,478 Epoch[17] Batch [18950-19000]	Speed: 160.60 samples/sec	accuracy=0.980625
2020-04-12 19:05:43,965 Epoch[17] Batch [19000-19050]	Speed: 162.08 samples/sec	accuracy=0.978125
2020-04-12 19:06:23,223 Epoch[17] Batch [19050-19100]	Speed: 163.03 samples/sec	accuracy=0.978594
2020-04-12 19:07:02,707 Epoch[17] Batch [19100-19150]	Speed: 162.09 samples/sec	accuracy=0.979219
2020-04-12 19:07:42,182 Epoch[17] Batch [19150-19200]	Speed: 162.13 samples/sec	accuracy=0.977344
2020-04-12 19:08:21,883 Epoch[17] Batch [19200-19250]	Speed: 161.21 samples/sec	accuracy=0.980156
2020-04-12 19:09:01,446 Epoch[17] Batch [19250-19300]	Speed: 161.77 samples/sec	accuracy=0.979688
2020-04-12 19:09:40,832 Epoch[17] Batch [19300-19350]	Speed: 162.50 samples/sec	accuracy=0.977500
2020-04-12 19:10:20,641 Epoch[17] Batch [19350-19400]	Speed: 160.77 samples/sec	accuracy=0.980938
2020-04-12 19:11:00,159 Epoch[17] Batch [19400-19450]	Speed: 161.96 samples/sec	accuracy=0.981406
2020-04-12 19:11:40,043 Epoch[17] Batch [19450-19500]	Speed: 160.46 samples/sec	accuracy=0.976250
2020-04-12 19:12:20,154 Epoch[17] Batch [19500-19550]	Speed: 159.56 samples/sec	accuracy=0.981094
2020-04-12 19:12:59,277 Epoch[17] Batch [19550-19600]	Speed: 163.59 samples/sec	accuracy=0.977969
2020-04-12 19:13:39,097 Epoch[17] Batch [19600-19650]	Speed: 160.72 samples/sec	accuracy=0.978594
2020-04-12 19:14:18,626 Epoch[17] Batch [19650-19700]	Speed: 161.91 samples/sec	accuracy=0.978594
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2020-04-12 19:15:38,296 Epoch[17] Batch [19750-19800]	Speed: 160.99 samples/sec	accuracy=0.979531
2020-04-12 19:16:18,078 Epoch[17] Batch [19800-19850]	Speed: 160.88 samples/sec	accuracy=0.978750
2020-04-12 19:16:57,776 Epoch[17] Batch [19850-19900]	Speed: 161.22 samples/sec	accuracy=0.982344
2020-04-12 19:17:37,895 Epoch[17] Batch [19900-19950]	Speed: 159.52 samples/sec	accuracy=0.980938
2020-04-12 19:18:17,650 Epoch[17] Batch [19950-20000]	Speed: 160.99 samples/sec	accuracy=0.977187
2020-04-12 19:18:57,517 Epoch[17] Batch [20000-20050]	Speed: 160.54 samples/sec	accuracy=0.980625
2020-04-12 19:19:36,996 Epoch[17] Batch [20050-20100]	Speed: 162.11 samples/sec	accuracy=0.981563
2020-04-12 19:20:16,802 Epoch[17] Batch [20100-20150]	Speed: 160.78 samples/sec	accuracy=0.980000
2020-04-12 19:20:56,725 Epoch[17] Batch [20150-20200]	Speed: 160.31 samples/sec	accuracy=0.982656
2020-04-12 19:21:35,707 Epoch[17] Batch [20200-20250]	Speed: 164.18 samples/sec	accuracy=0.982344
2020-04-12 19:22:15,189 Epoch[17] Batch [20250-20300]	Speed: 162.10 samples/sec	accuracy=0.977969
2020-04-12 19:22:54,706 Epoch[17] Batch [20300-20350]	Speed: 161.96 samples/sec	accuracy=0.979375
2020-04-12 19:23:34,513 Epoch[17] Batch [20350-20400]	Speed: 160.78 samples/sec	accuracy=0.979062
2020-04-12 19:24:13,941 Epoch[17] Batch [20400-20450]	Speed: 162.32 samples/sec	accuracy=0.979375
2020-04-12 19:24:53,109 Epoch[17] Batch [20450-20500]	Speed: 163.40 samples/sec	accuracy=0.981094
2020-04-12 19:25:32,766 Epoch[17] Batch [20500-20550]	Speed: 161.39 samples/sec	accuracy=0.977656
2020-04-12 19:26:12,226 Epoch[17] Batch [20550-20600]	Speed: 162.19 samples/sec	accuracy=0.982812
2020-04-12 19:26:51,897 Epoch[17] Batch [20600-20650]	Speed: 161.33 samples/sec	accuracy=0.982031
2020-04-12 19:27:31,202 Epoch[17] Batch [20650-20700]	Speed: 162.83 samples/sec	accuracy=0.976406
2020-04-12 19:28:10,788 Epoch[17] Batch [20700-20750]	Speed: 161.68 samples/sec	accuracy=0.978906
2020-04-12 19:28:50,003 Epoch[17] Batch [20750-20800]	Speed: 163.20 samples/sec	accuracy=0.980625
2020-04-12 19:29:29,649 Epoch[17] Batch [20800-20850]	Speed: 161.43 samples/sec	accuracy=0.976094
2020-04-12 19:30:09,646 Epoch[17] Batch [20850-20900]	Speed: 160.01 samples/sec	accuracy=0.979219
2020-04-12 19:30:49,504 Epoch[17] Batch [20900-20950]	Speed: 160.57 samples/sec	accuracy=0.980000
2020-04-12 19:31:28,914 Epoch[17] Batch [20950-21000]	Speed: 162.40 samples/sec	accuracy=0.980938
2020-04-12 19:32:08,556 Epoch[17] Batch [21000-21050]	Speed: 161.44 samples/sec	accuracy=0.977969
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2020-04-12 19:33:27,246 Epoch[17] Batch [21100-21150]	Speed: 161.47 samples/sec	accuracy=0.976250
2020-04-12 19:34:07,082 Epoch[17] Batch [21150-21200]	Speed: 160.66 samples/sec	accuracy=0.981250
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2020-04-12 19:36:06,041 Epoch[17] Batch [21300-21350]	Speed: 160.39 samples/sec	accuracy=0.980156
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2020-04-12 19:38:04,924 Epoch[17] Batch [21450-21500]	Speed: 161.41 samples/sec	accuracy=0.979062
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2020-04-12 19:40:03,468 Epoch[17] Batch [21600-21650]	Speed: 162.77 samples/sec	accuracy=0.979062
2020-04-12 19:40:42,931 Epoch[17] Batch [21650-21700]	Speed: 162.18 samples/sec	accuracy=0.977656
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2020-04-12 19:43:20,976 Epoch[17] Batch [21850-21900]	Speed: 163.96 samples/sec	accuracy=0.981406
2020-04-12 19:44:00,197 Epoch[17] Batch [21900-21950]	Speed: 163.18 samples/sec	accuracy=0.980625
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2020-04-12 19:46:38,927 Epoch[17] Batch [22100-22150]	Speed: 160.43 samples/sec	accuracy=0.980000
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2020-04-12 20:09:43,545 Epoch[17] Batch [23850-23900]	Speed: 162.20 samples/sec	accuracy=0.976562
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2020-04-12 20:11:03,452 Epoch[17] Batch [23950-24000]	Speed: 160.14 samples/sec	accuracy=0.977969
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2020-04-12 20:13:01,770 Epoch[17] Batch [24100-24150]	Speed: 161.06 samples/sec	accuracy=0.977344
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2020-04-12 20:24:17,215 Epoch[17] Batch [24950-25000]	Speed: 162.69 samples/sec	accuracy=0.979062
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2020-04-12 20:29:34,972 Epoch[17] Batch [25350-25400]	Speed: 160.14 samples/sec	accuracy=0.980781
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2020-04-12 20:31:33,788 Epoch[17] Batch [25500-25550]	Speed: 161.58 samples/sec	accuracy=0.982656
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2020-04-12 20:33:32,701 Epoch[17] Batch [25650-25700]	Speed: 162.48 samples/sec	accuracy=0.979219
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2020-04-12 20:35:30,843 Epoch[17] Batch [25800-25850]	Speed: 163.54 samples/sec	accuracy=0.978281
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2020-04-12 20:38:08,979 Epoch[17] Batch [26000-26050]	Speed: 161.06 samples/sec	accuracy=0.980938
2020-04-12 20:38:48,526 Epoch[17] Batch [26050-26100]	Speed: 161.83 samples/sec	accuracy=0.980156
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2020-04-12 20:40:07,690 Epoch[17] Batch [26150-26200]	Speed: 163.11 samples/sec	accuracy=0.981250
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2020-04-12 20:42:06,806 Epoch[17] Batch [26300-26350]	Speed: 162.06 samples/sec	accuracy=0.979219
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2020-04-12 20:46:45,324 Epoch[17] Batch [26650-26700]	Speed: 160.63 samples/sec	accuracy=0.979375
2020-04-12 20:47:24,920 Epoch[17] Batch [26700-26750]	Speed: 161.63 samples/sec	accuracy=0.980781
2020-04-12 20:48:04,418 Epoch[17] Batch [26750-26800]	Speed: 162.03 samples/sec	accuracy=0.977969
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2020-04-12 20:49:23,390 Epoch[17] Batch [26850-26900]	Speed: 162.64 samples/sec	accuracy=0.980938
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2020-04-12 20:51:23,176 Epoch[17] Batch [27000-27050]	Speed: 158.77 samples/sec	accuracy=0.979531
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2020-04-12 20:53:21,777 Epoch[17] Batch [27150-27200]	Speed: 161.74 samples/sec	accuracy=0.980313
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2020-04-12 20:54:40,469 Epoch[17] Batch [27250-27300]	Speed: 162.09 samples/sec	accuracy=0.979062
2020-04-12 20:55:19,768 Epoch[17] Batch [27300-27350]	Speed: 162.85 samples/sec	accuracy=0.979062
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2020-04-12 20:56:38,581 Epoch[17] Batch [27400-27450]	Speed: 163.27 samples/sec	accuracy=0.979219
2020-04-12 20:57:18,018 Epoch[17] Batch [27450-27500]	Speed: 162.29 samples/sec	accuracy=0.980469
2020-04-12 20:57:57,740 Epoch[17] Batch [27500-27550]	Speed: 161.12 samples/sec	accuracy=0.979062
2020-04-12 20:58:37,669 Epoch[17] Batch [27550-27600]	Speed: 160.29 samples/sec	accuracy=0.982969
2020-04-12 20:59:16,890 Epoch[17] Batch [27600-27650]	Speed: 163.18 samples/sec	accuracy=0.978437
2020-04-12 20:59:56,529 Epoch[17] Batch [27650-27700]	Speed: 161.46 samples/sec	accuracy=0.979531
2020-04-12 21:00:35,774 Epoch[17] Batch [27700-27750]	Speed: 163.08 samples/sec	accuracy=0.980781
2020-04-12 21:01:15,826 Epoch[17] Batch [27750-27800]	Speed: 159.79 samples/sec	accuracy=0.977969
2020-04-12 21:01:55,822 Epoch[17] Batch [27800-27850]	Speed: 160.02 samples/sec	accuracy=0.980781
2020-04-12 21:02:35,167 Epoch[17] Batch [27850-27900]	Speed: 162.66 samples/sec	accuracy=0.981094
2020-04-12 21:03:14,875 Epoch[17] Batch [27900-27950]	Speed: 161.18 samples/sec	accuracy=0.975313
2020-04-12 21:03:54,162 Epoch[17] Batch [27950-28000]	Speed: 162.90 samples/sec	accuracy=0.981094
2020-04-12 21:04:33,517 Epoch[17] Batch [28000-28050]	Speed: 162.62 samples/sec	accuracy=0.976250
2020-04-12 21:05:12,886 Epoch[17] Batch [28050-28100]	Speed: 162.57 samples/sec	accuracy=0.978594
2020-04-12 21:05:52,649 Epoch[17] Batch [28100-28150]	Speed: 160.95 samples/sec	accuracy=0.980938
2020-04-12 21:06:32,241 Epoch[17] Batch [28150-28200]	Speed: 161.65 samples/sec	accuracy=0.978906
2020-04-12 21:07:02,593 Epoch[17] Train-accuracy=0.979838
2020-04-12 21:07:02,593 Epoch[17] Time cost=21295.689
2020-04-12 21:07:02,947 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0018.params"
2020-04-12 21:41:58,259 Epoch[17] Validation-accuracy=0.985421
2020-04-12 21:42:46,472 Epoch[18] Batch [0-50]	Speed: 160.80 samples/sec	accuracy=0.980699
2020-04-12 21:43:26,473 Epoch[18] Batch [50-100]	Speed: 160.00 samples/sec	accuracy=0.981406
2020-04-12 21:44:06,356 Epoch[18] Batch [100-150]	Speed: 160.47 samples/sec	accuracy=0.981875
2020-04-12 21:44:46,332 Epoch[18] Batch [150-200]	Speed: 160.10 samples/sec	accuracy=0.982344
2020-04-12 21:45:26,005 Epoch[18] Batch [200-250]	Speed: 161.32 samples/sec	accuracy=0.978125
2020-04-12 21:46:05,532 Epoch[18] Batch [250-300]	Speed: 161.91 samples/sec	accuracy=0.981250
2020-04-12 21:46:45,072 Epoch[18] Batch [300-350]	Speed: 161.86 samples/sec	accuracy=0.982031
2020-04-12 21:47:24,706 Epoch[18] Batch [350-400]	Speed: 161.48 samples/sec	accuracy=0.977656
2020-04-12 21:48:04,958 Epoch[18] Batch [400-450]	Speed: 159.00 samples/sec	accuracy=0.980625
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2020-04-12 21:52:43,335 Epoch[18] Batch [750-800]	Speed: 158.93 samples/sec	accuracy=0.982344
2020-04-12 21:53:22,789 Epoch[18] Batch [800-850]	Speed: 162.22 samples/sec	accuracy=0.980156
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2020-04-12 21:54:42,220 Epoch[18] Batch [900-950]	Speed: 160.03 samples/sec	accuracy=0.982500
2020-04-12 21:55:21,663 Epoch[18] Batch [950-1000]	Speed: 162.26 samples/sec	accuracy=0.980625
2020-04-12 21:56:01,500 Epoch[18] Batch [1000-1050]	Speed: 160.66 samples/sec	accuracy=0.983281
2020-04-12 21:56:38,249 Epoch[18] Batch [1050-1100]	Speed: 174.15 samples/sec	accuracy=0.978437
2020-04-12 21:57:11,091 Epoch[18] Batch [1100-1150]	Speed: 194.88 samples/sec	accuracy=0.983906
2020-04-12 21:57:43,644 Epoch[18] Batch [1150-1200]	Speed: 196.60 samples/sec	accuracy=0.982031
2020-04-12 21:58:16,311 Epoch[18] Batch [1200-1250]	Speed: 195.92 samples/sec	accuracy=0.982031
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2020-04-12 21:59:21,944 Epoch[18] Batch [1300-1350]	Speed: 194.83 samples/sec	accuracy=0.978906
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2020-04-12 22:48:07,550 Epoch[18] Batch [5750-5800]	Speed: 206.44 samples/sec	accuracy=0.982031
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2020-04-12 22:50:09,774 Epoch[18] Batch [5950-6000]	Speed: 213.12 samples/sec	accuracy=0.981406
2020-04-12 22:50:39,814 Epoch[18] Batch [6000-6050]	Speed: 213.05 samples/sec	accuracy=0.980313
2020-04-12 22:51:09,875 Epoch[18] Batch [6050-6100]	Speed: 212.90 samples/sec	accuracy=0.983906
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2020-04-12 22:52:10,108 Epoch[18] Batch [6150-6200]	Speed: 211.77 samples/sec	accuracy=0.981563
2020-04-12 22:52:40,184 Epoch[18] Batch [6200-6250]	Speed: 212.80 samples/sec	accuracy=0.983594
2020-04-12 22:53:10,279 Epoch[18] Batch [6250-6300]	Speed: 212.66 samples/sec	accuracy=0.979375
2020-04-12 22:53:40,456 Epoch[18] Batch [6300-6350]	Speed: 212.08 samples/sec	accuracy=0.981094
2020-04-12 22:54:10,479 Epoch[18] Batch [6350-6400]	Speed: 213.17 samples/sec	accuracy=0.980469
2020-04-12 22:54:40,910 Epoch[18] Batch [6400-6450]	Speed: 210.31 samples/sec	accuracy=0.978281
2020-04-12 22:55:10,923 Epoch[18] Batch [6450-6500]	Speed: 213.24 samples/sec	accuracy=0.979375
2020-04-12 22:55:41,070 Epoch[18] Batch [6500-6550]	Speed: 212.29 samples/sec	accuracy=0.980625
2020-04-12 22:56:11,236 Epoch[18] Batch [6550-6600]	Speed: 212.16 samples/sec	accuracy=0.980156
2020-04-12 22:56:41,368 Epoch[18] Batch [6600-6650]	Speed: 212.40 samples/sec	accuracy=0.977656
2020-04-12 22:57:11,404 Epoch[18] Batch [6650-6700]	Speed: 213.07 samples/sec	accuracy=0.978906
2020-04-12 22:57:41,503 Epoch[18] Batch [6700-6750]	Speed: 212.64 samples/sec	accuracy=0.978750
2020-04-12 22:58:11,869 Epoch[18] Batch [6750-6800]	Speed: 210.76 samples/sec	accuracy=0.981875
2020-04-12 22:58:41,996 Epoch[18] Batch [6800-6850]	Speed: 212.44 samples/sec	accuracy=0.982969
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2020-04-12 23:00:12,990 Epoch[18] Batch [6950-7000]	Speed: 208.54 samples/sec	accuracy=0.981563
2020-04-12 23:00:43,129 Epoch[18] Batch [7000-7050]	Speed: 212.35 samples/sec	accuracy=0.983281
2020-04-12 23:01:13,173 Epoch[18] Batch [7050-7100]	Speed: 213.02 samples/sec	accuracy=0.979844
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2020-04-12 23:02:13,837 Epoch[18] Batch [7150-7200]	Speed: 211.14 samples/sec	accuracy=0.976562
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2020-04-12 23:03:15,497 Epoch[18] Batch [7250-7300]	Speed: 206.62 samples/sec	accuracy=0.981250
2020-04-12 23:03:45,834 Epoch[18] Batch [7300-7350]	Speed: 210.96 samples/sec	accuracy=0.981875
2020-04-12 23:04:16,440 Epoch[18] Batch [7350-7400]	Speed: 209.11 samples/sec	accuracy=0.979844
2020-04-12 23:04:46,827 Epoch[18] Batch [7400-7450]	Speed: 210.62 samples/sec	accuracy=0.978750
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2020-04-12 23:05:46,976 Epoch[18] Batch [7500-7550]	Speed: 213.39 samples/sec	accuracy=0.982969
2020-04-12 23:06:17,290 Epoch[18] Batch [7550-7600]	Speed: 211.12 samples/sec	accuracy=0.975781
2020-04-12 23:06:47,305 Epoch[18] Batch [7600-7650]	Speed: 213.23 samples/sec	accuracy=0.979688
2020-04-12 23:07:17,750 Epoch[18] Batch [7650-7700]	Speed: 210.22 samples/sec	accuracy=0.979844
2020-04-12 23:07:47,733 Epoch[18] Batch [7700-7750]	Speed: 213.45 samples/sec	accuracy=0.980313
2020-04-12 23:08:17,819 Epoch[18] Batch [7750-7800]	Speed: 212.73 samples/sec	accuracy=0.979375
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2020-04-12 23:10:18,737 Epoch[18] Batch [7950-8000]	Speed: 209.07 samples/sec	accuracy=0.980313
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2020-04-12 23:11:19,466 Epoch[18] Batch [8050-8100]	Speed: 210.24 samples/sec	accuracy=0.982031
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2020-04-12 23:12:19,513 Epoch[18] Batch [8150-8200]	Speed: 213.21 samples/sec	accuracy=0.980938
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2020-04-12 23:13:19,952 Epoch[18] Batch [8250-8300]	Speed: 210.09 samples/sec	accuracy=0.984688
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2020-04-12 23:14:20,091 Epoch[18] Batch [8350-8400]	Speed: 212.43 samples/sec	accuracy=0.981719
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2020-04-12 23:16:21,470 Epoch[18] Batch [8550-8600]	Speed: 211.48 samples/sec	accuracy=0.981094
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2020-04-12 23:18:21,753 Epoch[18] Batch [8750-8800]	Speed: 212.79 samples/sec	accuracy=0.981094
2020-04-12 23:18:51,761 Epoch[18] Batch [8800-8850]	Speed: 213.28 samples/sec	accuracy=0.980313
2020-04-12 23:19:21,760 Epoch[18] Batch [8850-8900]	Speed: 213.34 samples/sec	accuracy=0.978437
2020-04-12 23:19:52,189 Epoch[18] Batch [8900-8950]	Speed: 210.33 samples/sec	accuracy=0.981563
2020-04-12 23:20:22,504 Epoch[18] Batch [8950-9000]	Speed: 211.12 samples/sec	accuracy=0.978594
2020-04-12 23:20:53,073 Epoch[18] Batch [9000-9050]	Speed: 209.37 samples/sec	accuracy=0.982969
2020-04-12 23:21:23,296 Epoch[18] Batch [9050-9100]	Speed: 211.76 samples/sec	accuracy=0.980625
2020-04-12 23:21:53,896 Epoch[18] Batch [9100-9150]	Speed: 209.15 samples/sec	accuracy=0.982812
2020-04-12 23:22:24,797 Epoch[18] Batch [9150-9200]	Speed: 207.11 samples/sec	accuracy=0.977969
2020-04-12 23:22:55,097 Epoch[18] Batch [9200-9250]	Speed: 211.23 samples/sec	accuracy=0.982187
2020-04-12 23:23:25,728 Epoch[18] Batch [9250-9300]	Speed: 208.94 samples/sec	accuracy=0.977344
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2020-04-12 23:24:27,314 Epoch[18] Batch [9350-9400]	Speed: 205.76 samples/sec	accuracy=0.977969
2020-04-12 23:24:57,978 Epoch[18] Batch [9400-9450]	Speed: 208.72 samples/sec	accuracy=0.977500
2020-04-12 23:25:28,640 Epoch[18] Batch [9450-9500]	Speed: 208.73 samples/sec	accuracy=0.982500
2020-04-12 23:25:59,271 Epoch[18] Batch [9500-9550]	Speed: 208.94 samples/sec	accuracy=0.981719
2020-04-12 23:26:29,655 Epoch[18] Batch [9550-9600]	Speed: 210.64 samples/sec	accuracy=0.978750
2020-04-12 23:27:00,416 Epoch[18] Batch [9600-9650]	Speed: 208.06 samples/sec	accuracy=0.978594
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2020-04-12 23:28:01,805 Epoch[18] Batch [9700-9750]	Speed: 208.77 samples/sec	accuracy=0.981406
2020-04-12 23:28:32,237 Epoch[18] Batch [9750-9800]	Speed: 210.31 samples/sec	accuracy=0.980000
2020-04-12 23:29:03,280 Epoch[18] Batch [9800-9850]	Speed: 206.16 samples/sec	accuracy=0.979375
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2020-04-12 23:30:35,358 Epoch[18] Batch [9950-10000]	Speed: 208.36 samples/sec	accuracy=0.978906
2020-04-12 23:31:05,883 Epoch[18] Batch [10000-10050]	Speed: 209.66 samples/sec	accuracy=0.981094
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2020-04-12 23:40:17,321 Epoch[18] Batch [10900-10950]	Speed: 208.53 samples/sec	accuracy=0.978594
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2020-04-13 01:48:24,959 Epoch[18] Batch [23450-23500]	Speed: 207.31 samples/sec	accuracy=0.977187
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2020-04-13 01:51:28,118 Epoch[18] Batch [23750-23800]	Speed: 209.56 samples/sec	accuracy=0.981094
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2020-04-13 01:52:29,437 Epoch[18] Batch [23850-23900]	Speed: 208.92 samples/sec	accuracy=0.978594
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2020-04-13 01:55:02,401 Epoch[18] Batch [24100-24150]	Speed: 209.32 samples/sec	accuracy=0.980469
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2020-04-13 01:56:03,736 Epoch[18] Batch [24200-24250]	Speed: 207.96 samples/sec	accuracy=0.979375
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2020-04-13 02:03:39,594 Epoch[18] Batch [24950-25000]	Speed: 210.31 samples/sec	accuracy=0.980781
2020-04-13 02:04:10,273 Epoch[18] Batch [25000-25050]	Speed: 208.61 samples/sec	accuracy=0.980469
2020-04-13 02:04:40,581 Epoch[18] Batch [25050-25100]	Speed: 211.17 samples/sec	accuracy=0.981719
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2020-04-13 02:06:12,264 Epoch[18] Batch [25200-25250]	Speed: 206.68 samples/sec	accuracy=0.978906
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2020-04-13 02:07:45,185 Epoch[18] Batch [25350-25400]	Speed: 204.52 samples/sec	accuracy=0.978906
2020-04-13 02:08:15,471 Epoch[18] Batch [25400-25450]	Speed: 211.32 samples/sec	accuracy=0.980313
2020-04-13 02:08:45,859 Epoch[18] Batch [25450-25500]	Speed: 210.61 samples/sec	accuracy=0.981094
2020-04-13 02:09:16,651 Epoch[18] Batch [25500-25550]	Speed: 207.85 samples/sec	accuracy=0.975781
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2020-04-13 02:10:18,034 Epoch[18] Batch [25600-25650]	Speed: 208.75 samples/sec	accuracy=0.977500
2020-04-13 02:10:48,412 Epoch[18] Batch [25650-25700]	Speed: 210.68 samples/sec	accuracy=0.979375
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2020-04-13 02:11:49,681 Epoch[18] Batch [25750-25800]	Speed: 210.86 samples/sec	accuracy=0.978594
2020-04-13 02:12:20,398 Epoch[18] Batch [25800-25850]	Speed: 208.36 samples/sec	accuracy=0.979844
2020-04-13 02:12:50,522 Epoch[18] Batch [25850-25900]	Speed: 212.46 samples/sec	accuracy=0.978125
2020-04-13 02:13:20,827 Epoch[18] Batch [25900-25950]	Speed: 211.18 samples/sec	accuracy=0.978906
2020-04-13 02:13:51,079 Epoch[18] Batch [25950-26000]	Speed: 211.56 samples/sec	accuracy=0.980469
2020-04-13 02:14:21,636 Epoch[18] Batch [26000-26050]	Speed: 209.44 samples/sec	accuracy=0.982656
2020-04-13 02:14:52,352 Epoch[18] Batch [26050-26100]	Speed: 208.36 samples/sec	accuracy=0.981563
2020-04-13 02:15:22,937 Epoch[18] Batch [26100-26150]	Speed: 209.25 samples/sec	accuracy=0.980781
2020-04-13 02:15:53,152 Epoch[18] Batch [26150-26200]	Speed: 211.82 samples/sec	accuracy=0.980781
2020-04-13 02:16:23,831 Epoch[18] Batch [26200-26250]	Speed: 208.61 samples/sec	accuracy=0.979844
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2020-04-13 02:17:24,848 Epoch[18] Batch [26300-26350]	Speed: 208.41 samples/sec	accuracy=0.976719
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2020-04-13 02:18:26,066 Epoch[18] Batch [26400-26450]	Speed: 208.11 samples/sec	accuracy=0.982500
2020-04-13 02:18:56,575 Epoch[18] Batch [26450-26500]	Speed: 209.78 samples/sec	accuracy=0.979688
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2020-04-13 02:20:28,364 Epoch[18] Batch [26600-26650]	Speed: 209.04 samples/sec	accuracy=0.977969
2020-04-13 02:20:58,992 Epoch[18] Batch [26650-26700]	Speed: 208.96 samples/sec	accuracy=0.980156
2020-04-13 02:21:29,636 Epoch[18] Batch [26700-26750]	Speed: 208.85 samples/sec	accuracy=0.979688
2020-04-13 02:22:00,265 Epoch[18] Batch [26750-26800]	Speed: 208.95 samples/sec	accuracy=0.981094
2020-04-13 02:22:31,021 Epoch[18] Batch [26800-26850]	Speed: 208.09 samples/sec	accuracy=0.979219
2020-04-13 02:23:02,184 Epoch[18] Batch [26850-26900]	Speed: 205.37 samples/sec	accuracy=0.979688
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2020-04-13 02:24:03,185 Epoch[18] Batch [26950-27000]	Speed: 208.69 samples/sec	accuracy=0.979688
2020-04-13 02:24:33,955 Epoch[18] Batch [27000-27050]	Speed: 208.00 samples/sec	accuracy=0.982187
2020-04-13 02:25:04,646 Epoch[18] Batch [27050-27100]	Speed: 208.53 samples/sec	accuracy=0.976875
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2020-04-13 02:26:06,088 Epoch[18] Batch [27150-27200]	Speed: 209.55 samples/sec	accuracy=0.980469
2020-04-13 02:26:36,311 Epoch[18] Batch [27200-27250]	Speed: 211.76 samples/sec	accuracy=0.978281
2020-04-13 02:27:06,654 Epoch[18] Batch [27250-27300]	Speed: 210.92 samples/sec	accuracy=0.979688
2020-04-13 02:27:37,237 Epoch[18] Batch [27300-27350]	Speed: 209.27 samples/sec	accuracy=0.977500
2020-04-13 02:28:07,506 Epoch[18] Batch [27350-27400]	Speed: 211.44 samples/sec	accuracy=0.979688
2020-04-13 02:28:38,125 Epoch[18] Batch [27400-27450]	Speed: 209.02 samples/sec	accuracy=0.977187
2020-04-13 02:29:08,852 Epoch[18] Batch [27450-27500]	Speed: 208.28 samples/sec	accuracy=0.978750
2020-04-13 02:29:39,484 Epoch[18] Batch [27500-27550]	Speed: 208.94 samples/sec	accuracy=0.981250
2020-04-13 02:30:09,712 Epoch[18] Batch [27550-27600]	Speed: 211.72 samples/sec	accuracy=0.980469
2020-04-13 02:30:40,482 Epoch[18] Batch [27600-27650]	Speed: 208.00 samples/sec	accuracy=0.980469
2020-04-13 02:31:11,018 Epoch[18] Batch [27650-27700]	Speed: 209.59 samples/sec	accuracy=0.982031
2020-04-13 02:31:41,656 Epoch[18] Batch [27700-27750]	Speed: 208.89 samples/sec	accuracy=0.979531
2020-04-13 02:32:13,008 Epoch[18] Batch [27750-27800]	Speed: 204.13 samples/sec	accuracy=0.982187
2020-04-13 02:32:43,629 Epoch[18] Batch [27800-27850]	Speed: 209.01 samples/sec	accuracy=0.979062
2020-04-13 02:33:14,477 Epoch[18] Batch [27850-27900]	Speed: 207.47 samples/sec	accuracy=0.980469
2020-04-13 02:33:45,064 Epoch[18] Batch [27900-27950]	Speed: 209.24 samples/sec	accuracy=0.980000
2020-04-13 02:34:15,616 Epoch[18] Batch [27950-28000]	Speed: 209.48 samples/sec	accuracy=0.978906
2020-04-13 02:34:46,034 Epoch[18] Batch [28000-28050]	Speed: 210.41 samples/sec	accuracy=0.980781
2020-04-13 02:35:16,582 Epoch[18] Batch [28050-28100]	Speed: 209.50 samples/sec	accuracy=0.981875
2020-04-13 02:35:47,639 Epoch[18] Batch [28100-28150]	Speed: 206.07 samples/sec	accuracy=0.982187
2020-04-13 02:36:18,084 Epoch[18] Batch [28150-28200]	Speed: 210.22 samples/sec	accuracy=0.981406
2020-04-13 02:36:41,485 Epoch[18] Train-accuracy=0.980344
2020-04-13 02:36:41,486 Epoch[18] Time cost=17675.995
2020-04-13 02:36:41,648 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0019.params"
2020-04-13 03:08:09,691 Epoch[18] Validation-accuracy=0.985330
2020-04-13 03:08:48,778 Epoch[19] Batch [0-50]	Speed: 207.82 samples/sec	accuracy=0.979626
2020-04-13 03:09:19,448 Epoch[19] Batch [50-100]	Speed: 208.67 samples/sec	accuracy=0.978750
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2020-04-13 03:10:20,159 Epoch[19] Batch [150-200]	Speed: 211.71 samples/sec	accuracy=0.981094
2020-04-13 03:10:50,508 Epoch[19] Batch [200-250]	Speed: 210.88 samples/sec	accuracy=0.981250
2020-04-13 03:11:21,095 Epoch[19] Batch [250-300]	Speed: 209.24 samples/sec	accuracy=0.981875
2020-04-13 03:11:51,426 Epoch[19] Batch [300-350]	Speed: 211.00 samples/sec	accuracy=0.983594
2020-04-13 03:12:21,733 Epoch[19] Batch [350-400]	Speed: 211.18 samples/sec	accuracy=0.983281
2020-04-13 03:12:52,114 Epoch[19] Batch [400-450]	Speed: 210.66 samples/sec	accuracy=0.981250
2020-04-13 03:13:22,756 Epoch[19] Batch [450-500]	Speed: 208.86 samples/sec	accuracy=0.982187
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2020-04-13 03:14:55,164 Epoch[19] Batch [600-650]	Speed: 204.06 samples/sec	accuracy=0.979062
2020-04-13 03:15:27,922 Epoch[19] Batch [650-700]	Speed: 195.37 samples/sec	accuracy=0.980313
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2020-04-13 03:16:30,685 Epoch[19] Batch [750-800]	Speed: 205.56 samples/sec	accuracy=0.980938
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2020-04-13 03:34:52,212 Epoch[19] Batch [2550-2600]	Speed: 209.29 samples/sec	accuracy=0.978750
2020-04-13 03:35:22,549 Epoch[19] Batch [2600-2650]	Speed: 210.96 samples/sec	accuracy=0.982031
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2020-04-13 03:38:25,143 Epoch[19] Batch [2900-2950]	Speed: 211.68 samples/sec	accuracy=0.983906
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2020-04-13 03:40:28,550 Epoch[19] Batch [3100-3150]	Speed: 208.35 samples/sec	accuracy=0.980625
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2020-04-13 03:42:00,714 Epoch[19] Batch [3250-3300]	Speed: 208.31 samples/sec	accuracy=0.982969
2020-04-13 03:42:31,545 Epoch[19] Batch [3300-3350]	Speed: 207.58 samples/sec	accuracy=0.983281
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2020-04-13 03:43:33,191 Epoch[19] Batch [3400-3450]	Speed: 208.32 samples/sec	accuracy=0.981094
2020-04-13 03:44:03,573 Epoch[19] Batch [3450-3500]	Speed: 210.65 samples/sec	accuracy=0.984375
2020-04-13 03:44:34,335 Epoch[19] Batch [3500-3550]	Speed: 208.05 samples/sec	accuracy=0.977656
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2020-04-13 03:46:05,341 Epoch[19] Batch [3650-3700]	Speed: 209.38 samples/sec	accuracy=0.982344
2020-04-13 03:46:35,846 Epoch[19] Batch [3700-3750]	Speed: 209.81 samples/sec	accuracy=0.979688
2020-04-13 03:47:06,926 Epoch[19] Batch [3750-3800]	Speed: 205.92 samples/sec	accuracy=0.982656
2020-04-13 03:47:37,642 Epoch[19] Batch [3800-3850]	Speed: 208.37 samples/sec	accuracy=0.981094
2020-04-13 03:48:08,329 Epoch[19] Batch [3850-3900]	Speed: 208.56 samples/sec	accuracy=0.984062
2020-04-13 03:48:38,707 Epoch[19] Batch [3900-3950]	Speed: 210.68 samples/sec	accuracy=0.980313
2020-04-13 03:49:09,449 Epoch[19] Batch [3950-4000]	Speed: 208.19 samples/sec	accuracy=0.978750
2020-04-13 03:49:39,993 Epoch[19] Batch [4000-4050]	Speed: 209.54 samples/sec	accuracy=0.980156
2020-04-13 03:50:10,232 Epoch[19] Batch [4050-4100]	Speed: 211.65 samples/sec	accuracy=0.980313
2020-04-13 03:50:41,356 Epoch[19] Batch [4100-4150]	Speed: 205.63 samples/sec	accuracy=0.986406
2020-04-13 03:51:12,034 Epoch[19] Batch [4150-4200]	Speed: 208.62 samples/sec	accuracy=0.982500
2020-04-13 03:51:42,334 Epoch[19] Batch [4200-4250]	Speed: 211.22 samples/sec	accuracy=0.982812
2020-04-13 03:52:13,223 Epoch[19] Batch [4250-4300]	Speed: 207.20 samples/sec	accuracy=0.980938
2020-04-13 03:52:43,924 Epoch[19] Batch [4300-4350]	Speed: 208.46 samples/sec	accuracy=0.981406
2020-04-13 03:53:14,189 Epoch[19] Batch [4350-4400]	Speed: 211.46 samples/sec	accuracy=0.982031
2020-04-13 03:53:44,820 Epoch[19] Batch [4400-4450]	Speed: 208.94 samples/sec	accuracy=0.983750
2020-04-13 03:54:15,908 Epoch[19] Batch [4450-4500]	Speed: 205.87 samples/sec	accuracy=0.982031
2020-04-13 03:54:46,588 Epoch[19] Batch [4500-4550]	Speed: 208.60 samples/sec	accuracy=0.977500
2020-04-13 03:55:17,317 Epoch[19] Batch [4550-4600]	Speed: 208.27 samples/sec	accuracy=0.981250
2020-04-13 03:55:48,121 Epoch[19] Batch [4600-4650]	Speed: 207.77 samples/sec	accuracy=0.979844
2020-04-13 03:56:19,092 Epoch[19] Batch [4650-4700]	Speed: 206.65 samples/sec	accuracy=0.980000
2020-04-13 03:56:49,742 Epoch[19] Batch [4700-4750]	Speed: 208.81 samples/sec	accuracy=0.981719
2020-04-13 03:57:20,420 Epoch[19] Batch [4750-4800]	Speed: 208.62 samples/sec	accuracy=0.980000
2020-04-13 03:57:50,696 Epoch[19] Batch [4800-4850]	Speed: 211.39 samples/sec	accuracy=0.983125
2020-04-13 03:58:20,967 Epoch[19] Batch [4850-4900]	Speed: 211.43 samples/sec	accuracy=0.983594
2020-04-13 03:58:51,397 Epoch[19] Batch [4900-4950]	Speed: 210.32 samples/sec	accuracy=0.981563
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2020-04-13 03:59:52,080 Epoch[19] Batch [5000-5050]	Speed: 210.47 samples/sec	accuracy=0.978437
2020-04-13 04:00:22,101 Epoch[19] Batch [5050-5100]	Speed: 213.19 samples/sec	accuracy=0.976250
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2020-04-13 04:01:22,479 Epoch[19] Batch [5150-5200]	Speed: 210.40 samples/sec	accuracy=0.980313
2020-04-13 04:01:52,571 Epoch[19] Batch [5200-5250]	Speed: 212.68 samples/sec	accuracy=0.980313
2020-04-13 04:02:22,541 Epoch[19] Batch [5250-5300]	Speed: 213.54 samples/sec	accuracy=0.980625
2020-04-13 04:02:53,642 Epoch[19] Batch [5300-5350]	Speed: 205.78 samples/sec	accuracy=0.978906
2020-04-13 04:03:23,754 Epoch[19] Batch [5350-5400]	Speed: 212.54 samples/sec	accuracy=0.982187
2020-04-13 04:03:53,900 Epoch[19] Batch [5400-5450]	Speed: 212.30 samples/sec	accuracy=0.980156
2020-04-13 04:04:24,499 Epoch[19] Batch [5450-5500]	Speed: 209.16 samples/sec	accuracy=0.981094
2020-04-13 04:04:54,717 Epoch[19] Batch [5500-5550]	Speed: 211.79 samples/sec	accuracy=0.979688
2020-04-13 04:05:25,007 Epoch[19] Batch [5550-5600]	Speed: 211.29 samples/sec	accuracy=0.982656
2020-04-13 04:05:55,088 Epoch[19] Batch [5600-5650]	Speed: 212.76 samples/sec	accuracy=0.982031
2020-04-13 04:06:25,422 Epoch[19] Batch [5650-5700]	Speed: 210.99 samples/sec	accuracy=0.981719
2020-04-13 04:06:55,505 Epoch[19] Batch [5700-5750]	Speed: 212.74 samples/sec	accuracy=0.981719
2020-04-13 04:07:25,534 Epoch[19] Batch [5750-5800]	Speed: 213.13 samples/sec	accuracy=0.983125
2020-04-13 04:07:55,592 Epoch[19] Batch [5800-5850]	Speed: 212.93 samples/sec	accuracy=0.982500
2020-04-13 04:08:25,947 Epoch[19] Batch [5850-5900]	Speed: 210.84 samples/sec	accuracy=0.980000
2020-04-13 04:08:56,209 Epoch[19] Batch [5900-5950]	Speed: 211.49 samples/sec	accuracy=0.979219
2020-04-13 04:09:26,165 Epoch[19] Batch [5950-6000]	Speed: 213.65 samples/sec	accuracy=0.981719
2020-04-13 04:09:56,335 Epoch[19] Batch [6000-6050]	Speed: 212.14 samples/sec	accuracy=0.981563
2020-04-13 04:10:26,772 Epoch[19] Batch [6050-6100]	Speed: 210.27 samples/sec	accuracy=0.978437
2020-04-13 04:10:56,878 Epoch[19] Batch [6100-6150]	Speed: 212.58 samples/sec	accuracy=0.980625
2020-04-13 04:11:27,032 Epoch[19] Batch [6150-6200]	Speed: 212.24 samples/sec	accuracy=0.982344
2020-04-13 04:11:57,173 Epoch[19] Batch [6200-6250]	Speed: 212.34 samples/sec	accuracy=0.982969
2020-04-13 04:12:27,290 Epoch[19] Batch [6250-6300]	Speed: 212.51 samples/sec	accuracy=0.982500
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2020-04-13 04:13:27,764 Epoch[19] Batch [6350-6400]	Speed: 212.83 samples/sec	accuracy=0.980469
2020-04-13 04:13:58,095 Epoch[19] Batch [6400-6450]	Speed: 211.00 samples/sec	accuracy=0.982656
2020-04-13 04:14:28,624 Epoch[19] Batch [6450-6500]	Speed: 209.64 samples/sec	accuracy=0.980781
2020-04-13 04:14:58,924 Epoch[19] Batch [6500-6550]	Speed: 211.22 samples/sec	accuracy=0.983125
2020-04-13 04:15:29,104 Epoch[19] Batch [6550-6600]	Speed: 212.06 samples/sec	accuracy=0.981875
2020-04-13 04:15:59,198 Epoch[19] Batch [6600-6650]	Speed: 212.67 samples/sec	accuracy=0.983906
2020-04-13 04:16:29,742 Epoch[19] Batch [6650-6700]	Speed: 209.53 samples/sec	accuracy=0.984688
2020-04-13 04:17:00,260 Epoch[19] Batch [6700-6750]	Speed: 209.72 samples/sec	accuracy=0.983594
2020-04-13 04:17:30,359 Epoch[19] Batch [6750-6800]	Speed: 212.63 samples/sec	accuracy=0.980000
2020-04-13 04:18:00,441 Epoch[19] Batch [6800-6850]	Speed: 212.76 samples/sec	accuracy=0.983437
2020-04-13 04:18:30,900 Epoch[19] Batch [6850-6900]	Speed: 210.12 samples/sec	accuracy=0.980313
2020-04-13 04:19:01,294 Epoch[19] Batch [6900-6950]	Speed: 210.57 samples/sec	accuracy=0.982500
2020-04-13 04:19:31,530 Epoch[19] Batch [6950-7000]	Speed: 211.67 samples/sec	accuracy=0.982812
2020-04-13 04:20:01,622 Epoch[19] Batch [7000-7050]	Speed: 212.69 samples/sec	accuracy=0.978594
2020-04-13 04:20:31,837 Epoch[19] Batch [7050-7100]	Speed: 211.81 samples/sec	accuracy=0.979531
2020-04-13 04:21:01,930 Epoch[19] Batch [7100-7150]	Speed: 212.68 samples/sec	accuracy=0.978125
2020-04-13 04:21:32,245 Epoch[19] Batch [7150-7200]	Speed: 211.12 samples/sec	accuracy=0.983594
2020-04-13 04:22:02,342 Epoch[19] Batch [7200-7250]	Speed: 212.65 samples/sec	accuracy=0.981406
2020-04-13 04:22:32,593 Epoch[19] Batch [7250-7300]	Speed: 211.57 samples/sec	accuracy=0.985313
2020-04-13 04:23:02,587 Epoch[19] Batch [7300-7350]	Speed: 213.38 samples/sec	accuracy=0.980156
2020-04-13 04:23:32,996 Epoch[19] Batch [7350-7400]	Speed: 210.47 samples/sec	accuracy=0.981875
2020-04-13 04:24:03,279 Epoch[19] Batch [7400-7450]	Speed: 211.34 samples/sec	accuracy=0.979844
2020-04-13 04:24:33,236 Epoch[19] Batch [7450-7500]	Speed: 213.64 samples/sec	accuracy=0.980313
2020-04-13 04:25:03,283 Epoch[19] Batch [7500-7550]	Speed: 213.00 samples/sec	accuracy=0.980938
2020-04-13 04:25:33,667 Epoch[19] Batch [7550-7600]	Speed: 210.64 samples/sec	accuracy=0.982187
2020-04-13 04:26:03,825 Epoch[19] Batch [7600-7650]	Speed: 212.22 samples/sec	accuracy=0.981719
2020-04-13 04:26:33,952 Epoch[19] Batch [7650-7700]	Speed: 212.44 samples/sec	accuracy=0.979062
2020-04-13 04:27:04,327 Epoch[19] Batch [7700-7750]	Speed: 210.70 samples/sec	accuracy=0.981719
2020-04-13 04:27:34,365 Epoch[19] Batch [7750-7800]	Speed: 213.07 samples/sec	accuracy=0.983125
2020-04-13 04:28:04,486 Epoch[19] Batch [7800-7850]	Speed: 212.47 samples/sec	accuracy=0.981406
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2020-04-13 04:29:04,755 Epoch[19] Batch [7900-7950]	Speed: 212.25 samples/sec	accuracy=0.980469
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2020-04-13 04:30:36,199 Epoch[19] Batch [8050-8100]	Speed: 208.15 samples/sec	accuracy=0.980625
2020-04-13 04:31:06,814 Epoch[19] Batch [8100-8150]	Speed: 209.05 samples/sec	accuracy=0.982656
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2020-04-13 04:32:08,424 Epoch[19] Batch [8200-8250]	Speed: 208.71 samples/sec	accuracy=0.980313
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2020-04-13 04:33:09,260 Epoch[19] Batch [8300-8350]	Speed: 209.56 samples/sec	accuracy=0.980781
2020-04-13 04:33:40,204 Epoch[19] Batch [8350-8400]	Speed: 206.82 samples/sec	accuracy=0.981094
2020-04-13 04:34:11,242 Epoch[19] Batch [8400-8450]	Speed: 206.20 samples/sec	accuracy=0.978906
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2020-04-13 04:35:12,031 Epoch[19] Batch [8500-8550]	Speed: 209.06 samples/sec	accuracy=0.979688
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2020-04-13 04:38:16,758 Epoch[19] Batch [8800-8850]	Speed: 207.11 samples/sec	accuracy=0.979219
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2020-04-13 04:40:18,279 Epoch[19] Batch [9000-9050]	Speed: 211.61 samples/sec	accuracy=0.981094
2020-04-13 04:40:48,738 Epoch[19] Batch [9050-9100]	Speed: 210.13 samples/sec	accuracy=0.978906
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2020-04-13 04:42:20,833 Epoch[19] Batch [9200-9250]	Speed: 208.43 samples/sec	accuracy=0.977031
2020-04-13 04:42:51,496 Epoch[19] Batch [9250-9300]	Speed: 208.72 samples/sec	accuracy=0.981563
2020-04-13 04:43:22,258 Epoch[19] Batch [9300-9350]	Speed: 208.05 samples/sec	accuracy=0.980781
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2020-04-13 04:46:25,728 Epoch[19] Batch [9600-9650]	Speed: 210.87 samples/sec	accuracy=0.982969
2020-04-13 04:46:56,579 Epoch[19] Batch [9650-9700]	Speed: 207.45 samples/sec	accuracy=0.982031
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2020-04-13 05:11:26,843 Epoch[19] Batch [12050-12100]	Speed: 209.35 samples/sec	accuracy=0.982187
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2020-04-13 05:14:00,116 Epoch[19] Batch [12300-12350]	Speed: 209.10 samples/sec	accuracy=0.980625
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2020-04-13 05:17:34,836 Epoch[19] Batch [12650-12700]	Speed: 208.26 samples/sec	accuracy=0.979219
2020-04-13 05:18:05,613 Epoch[19] Batch [12700-12750]	Speed: 207.95 samples/sec	accuracy=0.982656
2020-04-13 05:18:36,613 Epoch[19] Batch [12750-12800]	Speed: 206.45 samples/sec	accuracy=0.982969
2020-04-13 05:19:07,304 Epoch[19] Batch [12800-12850]	Speed: 208.54 samples/sec	accuracy=0.979688
2020-04-13 05:19:38,013 Epoch[19] Batch [12850-12900]	Speed: 208.41 samples/sec	accuracy=0.983750
2020-04-13 05:20:09,485 Epoch[19] Batch [12900-12950]	Speed: 203.35 samples/sec	accuracy=0.980313
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2020-04-13 05:21:41,811 Epoch[19] Batch [13050-13100]	Speed: 209.24 samples/sec	accuracy=0.982656
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2020-04-13 05:22:43,525 Epoch[19] Batch [13150-13200]	Speed: 206.45 samples/sec	accuracy=0.977031
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2020-04-13 05:23:45,148 Epoch[19] Batch [13250-13300]	Speed: 209.28 samples/sec	accuracy=0.980469
2020-04-13 05:24:15,534 Epoch[19] Batch [13300-13350]	Speed: 210.63 samples/sec	accuracy=0.983437
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2020-04-13 05:25:16,704 Epoch[19] Batch [13400-13450]	Speed: 210.44 samples/sec	accuracy=0.979062
2020-04-13 05:25:46,996 Epoch[19] Batch [13450-13500]	Speed: 211.28 samples/sec	accuracy=0.979062
2020-04-13 05:26:17,758 Epoch[19] Batch [13500-13550]	Speed: 208.05 samples/sec	accuracy=0.980781
2020-04-13 05:26:48,453 Epoch[19] Batch [13550-13600]	Speed: 208.51 samples/sec	accuracy=0.981719
2020-04-13 05:27:19,043 Epoch[19] Batch [13600-13650]	Speed: 209.22 samples/sec	accuracy=0.983125
2020-04-13 05:27:49,516 Epoch[19] Batch [13650-13700]	Speed: 210.02 samples/sec	accuracy=0.982187
2020-04-13 05:28:20,591 Epoch[19] Batch [13700-13750]	Speed: 205.96 samples/sec	accuracy=0.981563
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2020-04-13 05:29:21,663 Epoch[19] Batch [13800-13850]	Speed: 211.29 samples/sec	accuracy=0.980000
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2020-04-13 05:30:53,674 Epoch[19] Batch [13950-14000]	Speed: 205.88 samples/sec	accuracy=0.981406
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2020-04-13 05:32:25,221 Epoch[19] Batch [14100-14150]	Speed: 209.95 samples/sec	accuracy=0.980156
2020-04-13 05:32:55,660 Epoch[19] Batch [14150-14200]	Speed: 210.26 samples/sec	accuracy=0.981094
2020-04-13 05:33:25,959 Epoch[19] Batch [14200-14250]	Speed: 211.23 samples/sec	accuracy=0.981719
2020-04-13 05:33:56,321 Epoch[19] Batch [14250-14300]	Speed: 210.79 samples/sec	accuracy=0.984531
2020-04-13 05:34:27,046 Epoch[19] Batch [14300-14350]	Speed: 208.30 samples/sec	accuracy=0.981563
2020-04-13 05:34:57,762 Epoch[19] Batch [14350-14400]	Speed: 208.36 samples/sec	accuracy=0.978594
2020-04-13 05:35:28,163 Epoch[19] Batch [14400-14450]	Speed: 210.52 samples/sec	accuracy=0.980000
2020-04-13 05:35:59,171 Epoch[19] Batch [14450-14500]	Speed: 206.40 samples/sec	accuracy=0.981875
2020-04-13 05:36:29,769 Epoch[19] Batch [14500-14550]	Speed: 209.17 samples/sec	accuracy=0.980938
2020-04-13 05:37:01,441 Epoch[19] Batch [14550-14600]	Speed: 202.07 samples/sec	accuracy=0.979375
2020-04-13 05:37:32,234 Epoch[19] Batch [14600-14650]	Speed: 207.84 samples/sec	accuracy=0.980625
2020-04-13 05:38:03,289 Epoch[19] Batch [14650-14700]	Speed: 206.09 samples/sec	accuracy=0.981250
2020-04-13 05:38:34,230 Epoch[19] Batch [14700-14750]	Speed: 206.85 samples/sec	accuracy=0.981406
2020-04-13 05:39:04,462 Epoch[19] Batch [14750-14800]	Speed: 211.69 samples/sec	accuracy=0.978281
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2020-04-13 05:40:06,156 Epoch[19] Batch [14850-14900]	Speed: 207.81 samples/sec	accuracy=0.978906
2020-04-13 05:40:36,751 Epoch[19] Batch [14900-14950]	Speed: 209.19 samples/sec	accuracy=0.984844
2020-04-13 05:41:07,107 Epoch[19] Batch [14950-15000]	Speed: 210.83 samples/sec	accuracy=0.980469
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2020-04-13 05:43:09,977 Epoch[19] Batch [15150-15200]	Speed: 209.11 samples/sec	accuracy=0.981406
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2020-04-13 05:48:17,294 Epoch[19] Batch [15650-15700]	Speed: 209.06 samples/sec	accuracy=0.982031
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2020-04-13 05:49:48,843 Epoch[19] Batch [15800-15850]	Speed: 208.56 samples/sec	accuracy=0.984844
2020-04-13 05:50:19,605 Epoch[19] Batch [15850-15900]	Speed: 208.05 samples/sec	accuracy=0.980625
2020-04-13 05:50:50,675 Epoch[19] Batch [15900-15950]	Speed: 205.99 samples/sec	accuracy=0.977656
2020-04-13 05:51:22,368 Epoch[19] Batch [15950-16000]	Speed: 201.94 samples/sec	accuracy=0.981094
2020-04-13 05:51:55,376 Epoch[19] Batch [16000-16050]	Speed: 193.90 samples/sec	accuracy=0.981250
2020-04-13 05:52:26,603 Epoch[19] Batch [16050-16100]	Speed: 204.95 samples/sec	accuracy=0.980156
2020-04-13 05:52:57,220 Epoch[19] Batch [16100-16150]	Speed: 209.04 samples/sec	accuracy=0.981250
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2020-04-13 05:54:59,726 Epoch[19] Batch [16300-16350]	Speed: 206.98 samples/sec	accuracy=0.983750
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2020-04-13 06:11:20,958 Epoch[19] Batch [17900-17950]	Speed: 208.40 samples/sec	accuracy=0.980938
2020-04-13 06:11:51,415 Epoch[19] Batch [17950-18000]	Speed: 210.13 samples/sec	accuracy=0.979844
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2020-04-13 06:12:52,888 Epoch[19] Batch [18050-18100]	Speed: 207.81 samples/sec	accuracy=0.980000
2020-04-13 06:13:23,614 Epoch[19] Batch [18100-18150]	Speed: 208.29 samples/sec	accuracy=0.977812
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2020-04-13 06:14:24,305 Epoch[19] Batch [18200-18250]	Speed: 211.88 samples/sec	accuracy=0.981719
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2020-04-13 07:05:25,316 Epoch[19] Batch [23200-23250]	Speed: 208.44 samples/sec	accuracy=0.980313
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2020-04-13 07:06:26,523 Epoch[19] Batch [23300-23350]	Speed: 209.96 samples/sec	accuracy=0.977500
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2020-04-13 07:07:27,521 Epoch[19] Batch [23400-23450]	Speed: 209.11 samples/sec	accuracy=0.979062
2020-04-13 07:07:57,829 Epoch[19] Batch [23450-23500]	Speed: 211.17 samples/sec	accuracy=0.977031
2020-04-13 07:08:28,277 Epoch[19] Batch [23500-23550]	Speed: 210.19 samples/sec	accuracy=0.979219
2020-04-13 07:08:58,548 Epoch[19] Batch [23550-23600]	Speed: 211.43 samples/sec	accuracy=0.980781
2020-04-13 07:09:29,223 Epoch[19] Batch [23600-23650]	Speed: 208.64 samples/sec	accuracy=0.977187
2020-04-13 07:10:00,212 Epoch[19] Batch [23650-23700]	Speed: 206.53 samples/sec	accuracy=0.980469
2020-04-13 07:10:30,595 Epoch[19] Batch [23700-23750]	Speed: 210.65 samples/sec	accuracy=0.981250
2020-04-13 07:11:01,681 Epoch[19] Batch [23750-23800]	Speed: 205.88 samples/sec	accuracy=0.981250
2020-04-13 07:11:32,477 Epoch[19] Batch [23800-23850]	Speed: 207.82 samples/sec	accuracy=0.982812
2020-04-13 07:12:02,798 Epoch[19] Batch [23850-23900]	Speed: 211.08 samples/sec	accuracy=0.982031
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2020-04-13 07:13:03,844 Epoch[19] Batch [23950-24000]	Speed: 209.02 samples/sec	accuracy=0.979688
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2020-04-13 07:14:05,420 Epoch[19] Batch [24050-24100]	Speed: 208.56 samples/sec	accuracy=0.982344
2020-04-13 07:14:35,798 Epoch[19] Batch [24100-24150]	Speed: 210.68 samples/sec	accuracy=0.980313
2020-04-13 07:15:06,429 Epoch[19] Batch [24150-24200]	Speed: 208.94 samples/sec	accuracy=0.981250
2020-04-13 07:15:37,207 Epoch[19] Batch [24200-24250]	Speed: 207.94 samples/sec	accuracy=0.978125
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2020-04-13 07:22:15,616 Epoch[19] Batch [24850-24900]	Speed: 207.02 samples/sec	accuracy=0.979844
2020-04-13 07:22:46,227 Epoch[19] Batch [24900-24950]	Speed: 209.07 samples/sec	accuracy=0.977969
2020-04-13 07:23:16,590 Epoch[19] Batch [24950-25000]	Speed: 210.78 samples/sec	accuracy=0.982500
2020-04-13 07:23:47,293 Epoch[19] Batch [25000-25050]	Speed: 208.45 samples/sec	accuracy=0.980313
2020-04-13 07:24:17,741 Epoch[19] Batch [25050-25100]	Speed: 210.19 samples/sec	accuracy=0.980781
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2020-04-13 07:25:49,265 Epoch[19] Batch [25200-25250]	Speed: 209.58 samples/sec	accuracy=0.980000
2020-04-13 07:26:20,138 Epoch[19] Batch [25250-25300]	Speed: 207.30 samples/sec	accuracy=0.979219
2020-04-13 07:26:50,969 Epoch[19] Batch [25300-25350]	Speed: 207.58 samples/sec	accuracy=0.980469
2020-04-13 07:27:21,897 Epoch[19] Batch [25350-25400]	Speed: 206.94 samples/sec	accuracy=0.978750
2020-04-13 07:27:52,620 Epoch[19] Batch [25400-25450]	Speed: 208.31 samples/sec	accuracy=0.977812
2020-04-13 07:28:23,315 Epoch[19] Batch [25450-25500]	Speed: 208.51 samples/sec	accuracy=0.977187
2020-04-13 07:28:53,777 Epoch[19] Batch [25500-25550]	Speed: 210.10 samples/sec	accuracy=0.982812
2020-04-13 07:29:24,297 Epoch[19] Batch [25550-25600]	Speed: 209.70 samples/sec	accuracy=0.979062
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2020-04-13 07:30:56,147 Epoch[19] Batch [25700-25750]	Speed: 210.42 samples/sec	accuracy=0.979531
2020-04-13 07:31:26,894 Epoch[19] Batch [25750-25800]	Speed: 208.15 samples/sec	accuracy=0.980156
2020-04-13 07:31:57,893 Epoch[19] Batch [25800-25850]	Speed: 206.46 samples/sec	accuracy=0.980313
2020-04-13 07:32:28,743 Epoch[19] Batch [25850-25900]	Speed: 207.45 samples/sec	accuracy=0.982187
2020-04-13 07:32:59,144 Epoch[19] Batch [25900-25950]	Speed: 210.52 samples/sec	accuracy=0.978437
2020-04-13 07:33:30,045 Epoch[19] Batch [25950-26000]	Speed: 207.12 samples/sec	accuracy=0.980313
2020-04-13 07:34:01,073 Epoch[19] Batch [26000-26050]	Speed: 206.27 samples/sec	accuracy=0.977656
2020-04-13 07:34:31,800 Epoch[19] Batch [26050-26100]	Speed: 208.29 samples/sec	accuracy=0.977500
2020-04-13 07:35:02,145 Epoch[19] Batch [26100-26150]	Speed: 210.91 samples/sec	accuracy=0.984062
2020-04-13 07:35:32,755 Epoch[19] Batch [26150-26200]	Speed: 209.08 samples/sec	accuracy=0.980000
2020-04-13 07:36:03,360 Epoch[19] Batch [26200-26250]	Speed: 209.12 samples/sec	accuracy=0.978906
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2020-04-13 07:38:05,459 Epoch[19] Batch [26400-26450]	Speed: 210.45 samples/sec	accuracy=0.981563
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2020-04-13 07:40:08,099 Epoch[19] Batch [26600-26650]	Speed: 208.56 samples/sec	accuracy=0.980938
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2020-04-13 07:41:09,349 Epoch[19] Batch [26700-26750]	Speed: 211.28 samples/sec	accuracy=0.979531
2020-04-13 07:41:39,829 Epoch[19] Batch [26750-26800]	Speed: 209.98 samples/sec	accuracy=0.979531
2020-04-13 07:42:10,348 Epoch[19] Batch [26800-26850]	Speed: 209.70 samples/sec	accuracy=0.982812
2020-04-13 07:42:41,290 Epoch[19] Batch [26850-26900]	Speed: 206.84 samples/sec	accuracy=0.981094
2020-04-13 07:43:12,151 Epoch[19] Batch [26900-26950]	Speed: 207.38 samples/sec	accuracy=0.976719
2020-04-13 07:43:42,485 Epoch[19] Batch [26950-27000]	Speed: 210.99 samples/sec	accuracy=0.980313
2020-04-13 07:44:13,319 Epoch[19] Batch [27000-27050]	Speed: 207.56 samples/sec	accuracy=0.978281
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2020-04-13 07:45:14,258 Epoch[19] Batch [27100-27150]	Speed: 212.05 samples/sec	accuracy=0.981094
2020-04-13 07:45:45,060 Epoch[19] Batch [27150-27200]	Speed: 207.77 samples/sec	accuracy=0.979844
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2020-04-13 07:46:46,165 Epoch[19] Batch [27250-27300]	Speed: 209.50 samples/sec	accuracy=0.982500
2020-04-13 07:47:16,845 Epoch[19] Batch [27300-27350]	Speed: 208.61 samples/sec	accuracy=0.979844
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2020-04-13 07:48:17,749 Epoch[19] Batch [27400-27450]	Speed: 209.94 samples/sec	accuracy=0.982656
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2020-04-13 07:49:19,196 Epoch[19] Batch [27500-27550]	Speed: 206.74 samples/sec	accuracy=0.982500
2020-04-13 07:49:49,344 Epoch[19] Batch [27550-27600]	Speed: 212.29 samples/sec	accuracy=0.980000
2020-04-13 07:50:20,081 Epoch[19] Batch [27600-27650]	Speed: 208.22 samples/sec	accuracy=0.983906
2020-04-13 07:50:50,536 Epoch[19] Batch [27650-27700]	Speed: 210.14 samples/sec	accuracy=0.980625
2020-04-13 07:51:20,936 Epoch[19] Batch [27700-27750]	Speed: 210.53 samples/sec	accuracy=0.982187
2020-04-13 07:51:51,588 Epoch[19] Batch [27750-27800]	Speed: 208.80 samples/sec	accuracy=0.977656
2020-04-13 07:52:22,252 Epoch[19] Batch [27800-27850]	Speed: 208.72 samples/sec	accuracy=0.983125
2020-04-13 07:52:52,644 Epoch[19] Batch [27850-27900]	Speed: 210.58 samples/sec	accuracy=0.979844
2020-04-13 07:53:22,749 Epoch[19] Batch [27900-27950]	Speed: 212.60 samples/sec	accuracy=0.978437
2020-04-13 07:53:53,455 Epoch[19] Batch [27950-28000]	Speed: 208.43 samples/sec	accuracy=0.980313
2020-04-13 07:54:23,750 Epoch[19] Batch [28000-28050]	Speed: 211.26 samples/sec	accuracy=0.982656
2020-04-13 07:54:54,410 Epoch[19] Batch [28050-28100]	Speed: 208.75 samples/sec	accuracy=0.983437
2020-04-13 07:55:25,407 Epoch[19] Batch [28100-28150]	Speed: 206.47 samples/sec	accuracy=0.978125
2020-04-13 07:55:56,107 Epoch[19] Batch [28150-28200]	Speed: 208.47 samples/sec	accuracy=0.981094
2020-04-13 07:56:19,964 Epoch[19] Train-accuracy=0.980795
2020-04-13 07:56:19,965 Epoch[19] Time cost=17283.035
2020-04-13 07:56:20,189 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0020.params"
2020-04-13 08:27:51,455 Epoch[19] Validation-accuracy=0.985337
2020-04-13 08:28:30,368 Epoch[20] Batch [0-50]	Speed: 208.55 samples/sec	accuracy=0.983150
2020-04-13 08:29:01,116 Epoch[20] Batch [50-100]	Speed: 208.15 samples/sec	accuracy=0.982344
2020-04-13 08:29:31,589 Epoch[20] Batch [100-150]	Speed: 210.02 samples/sec	accuracy=0.980156
2020-04-13 08:30:02,600 Epoch[20] Batch [150-200]	Speed: 206.39 samples/sec	accuracy=0.981094
2020-04-13 08:30:33,265 Epoch[20] Batch [200-250]	Speed: 208.70 samples/sec	accuracy=0.983594
2020-04-13 08:31:03,832 Epoch[20] Batch [250-300]	Speed: 209.38 samples/sec	accuracy=0.984531
2020-04-13 08:31:34,544 Epoch[20] Batch [300-350]	Speed: 208.39 samples/sec	accuracy=0.980156
2020-04-13 08:32:06,980 Epoch[20] Batch [350-400]	Speed: 197.31 samples/sec	accuracy=0.980313
2020-04-13 08:32:40,049 Epoch[20] Batch [400-450]	Speed: 193.54 samples/sec	accuracy=0.983594
2020-04-13 08:33:11,541 Epoch[20] Batch [450-500]	Speed: 203.22 samples/sec	accuracy=0.980781
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2020-04-13 09:45:45,704 Epoch[20] Batch [7600-7650]	Speed: 210.93 samples/sec	accuracy=0.980625
2020-04-13 09:46:16,376 Epoch[20] Batch [7650-7700]	Speed: 208.66 samples/sec	accuracy=0.979531
2020-04-13 09:46:47,212 Epoch[20] Batch [7700-7750]	Speed: 207.55 samples/sec	accuracy=0.980938
2020-04-13 09:47:18,017 Epoch[20] Batch [7750-7800]	Speed: 207.76 samples/sec	accuracy=0.982344
2020-04-13 09:47:48,952 Epoch[20] Batch [7800-7850]	Speed: 206.88 samples/sec	accuracy=0.983125
2020-04-13 09:48:19,742 Epoch[20] Batch [7850-7900]	Speed: 207.86 samples/sec	accuracy=0.985000
2020-04-13 09:48:51,496 Epoch[20] Batch [7900-7950]	Speed: 201.55 samples/sec	accuracy=0.981875
2020-04-13 09:49:31,444 Epoch[20] Batch [7950-8000]	Speed: 160.21 samples/sec	accuracy=0.984062
2020-04-13 09:52:13,105 Using 1 threads for decoding...
2020-04-13 09:52:13,106 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-13 09:52:13,106 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
2020-04-13 09:52:23,883 Using 1 threads for decoding...
2020-04-13 09:52:23,883 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
2020-04-13 09:52:23,883 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
2020-04-13 09:52:24,612 hp: {'_num_epoch': 20, 'optimizer': 'Adam', '_learning_rate': 1e-05, 'wd': 0.0, 'clip_gradient': None, '_batch_size': 128, '_num_classes': 6426, '_img_width': 280, '_img_height': 32, 'seq_model_type': 'fc', '_num_hidden': 100, '_num_lstm_layer': 2, 'seq_len_cmpr_ratio': 4, '_seq_length': 69, '_num_label': 20, '_drop_out': 0.5}
2020-04-13 09:52:24,625 Loaded model /root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0020.params
[09:52:37] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: Running performance tests to find the best convolution algorithm, this can take a while... (set the environment variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable)
2020-04-13 09:53:27,295 Epoch[20] Batch [0-50]	Speed: 145.34 samples/sec	accuracy=0.984988
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2020-04-13 10:28:02,663 Epoch[20] Batch [2400-2450]	Speed: 147.38 samples/sec	accuracy=0.982031
2020-04-13 10:28:46,503 Epoch[20] Batch [2450-2500]	Speed: 145.99 samples/sec	accuracy=0.982812
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2020-04-13 10:32:24,982 Epoch[20] Batch [2700-2750]	Speed: 144.53 samples/sec	accuracy=0.980469
2020-04-13 10:33:08,784 Epoch[20] Batch [2750-2800]	Speed: 146.11 samples/sec	accuracy=0.982812
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2020-04-13 11:13:11,125 Epoch[20] Batch [5500-5550]	Speed: 147.69 samples/sec	accuracy=0.983906
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2020-04-13 11:19:00,934 Epoch[20] Batch [5900-5950]	Speed: 146.48 samples/sec	accuracy=0.982031
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2020-04-13 11:29:11,515 Epoch[20] Batch [6600-6650]	Speed: 147.89 samples/sec	accuracy=0.981406
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2020-04-13 11:32:05,847 Epoch[20] Batch [6800-6850]	Speed: 148.41 samples/sec	accuracy=0.981875
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2020-04-13 12:17:46,810 Epoch[20] Batch [9950-10000]	Speed: 145.72 samples/sec	accuracy=0.982969
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2020-04-13 12:19:13,602 Epoch[20] Batch [10050-10100]	Speed: 147.25 samples/sec	accuracy=0.980313
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2020-04-13 12:31:36,570 Epoch[20] Batch [10900-10950]	Speed: 144.51 samples/sec	accuracy=0.987031
2020-04-13 12:32:20,204 Epoch[20] Batch [10950-11000]	Speed: 146.68 samples/sec	accuracy=0.982969
2020-04-13 12:33:03,920 Epoch[20] Batch [11000-11050]	Speed: 146.40 samples/sec	accuracy=0.981563
2020-04-13 12:33:47,059 Epoch[20] Batch [11050-11100]	Speed: 148.36 samples/sec	accuracy=0.984844
2020-04-13 12:34:30,888 Epoch[20] Batch [11100-11150]	Speed: 146.02 samples/sec	accuracy=0.981719
2020-04-13 12:35:14,391 Epoch[20] Batch [11150-11200]	Speed: 147.12 samples/sec	accuracy=0.979375
2020-04-13 12:35:57,772 Epoch[20] Batch [11200-11250]	Speed: 147.53 samples/sec	accuracy=0.986406
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2020-04-13 12:37:24,454 Epoch[20] Batch [11300-11350]	Speed: 147.98 samples/sec	accuracy=0.982812
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2020-04-13 12:46:06,388 Epoch[20] Batch [11900-11950]	Speed: 148.10 samples/sec	accuracy=0.984531
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2020-04-13 12:48:18,166 Epoch[20] Batch [12050-12100]	Speed: 145.42 samples/sec	accuracy=0.983125
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2020-04-13 12:53:23,220 Epoch[20] Batch [12400-12450]	Speed: 145.37 samples/sec	accuracy=0.981250
2020-04-13 12:54:07,297 Epoch[20] Batch [12450-12500]	Speed: 145.20 samples/sec	accuracy=0.983750
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2020-04-13 12:57:46,165 Epoch[20] Batch [12700-12750]	Speed: 146.48 samples/sec	accuracy=0.984219
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2020-04-13 12:59:57,268 Epoch[20] Batch [12850-12900]	Speed: 145.54 samples/sec	accuracy=0.983437
2020-04-13 13:00:40,789 Epoch[20] Batch [12900-12950]	Speed: 147.06 samples/sec	accuracy=0.984219
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2020-04-13 13:03:35,471 Epoch[20] Batch [13100-13150]	Speed: 144.34 samples/sec	accuracy=0.982344
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2020-04-13 13:11:32,746 Epoch[20] Batch [13650-13700]	Speed: 145.66 samples/sec	accuracy=0.984531
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2020-04-13 13:18:49,739 Epoch[20] Batch [14150-14200]	Speed: 145.32 samples/sec	accuracy=0.983906
2020-04-13 13:19:33,040 Epoch[20] Batch [14200-14250]	Speed: 147.80 samples/sec	accuracy=0.981563
2020-04-13 13:20:17,211 Epoch[20] Batch [14250-14300]	Speed: 144.89 samples/sec	accuracy=0.983750
2020-04-13 13:21:00,315 Epoch[20] Batch [14300-14350]	Speed: 148.48 samples/sec	accuracy=0.980313
2020-04-13 13:21:43,885 Epoch[20] Batch [14350-14400]	Speed: 146.89 samples/sec	accuracy=0.980781
2020-04-13 13:22:27,410 Epoch[20] Batch [14400-14450]	Speed: 147.04 samples/sec	accuracy=0.981250
2020-04-13 13:23:10,935 Epoch[20] Batch [14450-14500]	Speed: 147.04 samples/sec	accuracy=0.981719
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2020-04-13 13:39:05,416 Epoch[20] Batch [15550-15600]	Speed: 146.67 samples/sec	accuracy=0.984688
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2020-04-13 13:53:35,773 Epoch[20] Batch [16550-16600]	Speed: 148.30 samples/sec	accuracy=0.983281
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2020-04-13 15:20:07,017 Epoch[20] Batch [23300-23350]	Speed: 193.13 samples/sec	accuracy=0.983750
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2020-04-13 16:14:59,781 Epoch[20] Batch [27200-27250]	Speed: 146.22 samples/sec	accuracy=0.982344
2020-04-13 16:15:43,133 Epoch[20] Batch [27250-27300]	Speed: 147.63 samples/sec	accuracy=0.983125
2020-04-13 16:16:26,386 Epoch[20] Batch [27300-27350]	Speed: 147.97 samples/sec	accuracy=0.978906
2020-04-13 16:17:10,559 Epoch[20] Batch [27350-27400]	Speed: 144.89 samples/sec	accuracy=0.981406
2020-04-13 16:17:53,860 Epoch[20] Batch [27400-27450]	Speed: 147.80 samples/sec	accuracy=0.983594
2020-04-13 16:18:36,996 Epoch[20] Batch [27450-27500]	Speed: 148.37 samples/sec	accuracy=0.979688
2020-04-13 16:19:20,442 Epoch[20] Batch [27500-27550]	Speed: 147.31 samples/sec	accuracy=0.982656
2020-04-13 16:20:04,015 Epoch[20] Batch [27550-27600]	Speed: 146.88 samples/sec	accuracy=0.981406
2020-04-13 16:20:47,665 Epoch[20] Batch [27600-27650]	Speed: 146.62 samples/sec	accuracy=0.981563
2020-04-13 16:21:31,482 Epoch[20] Batch [27650-27700]	Speed: 146.06 samples/sec	accuracy=0.982344
2020-04-13 16:22:15,517 Epoch[20] Batch [27700-27750]	Speed: 145.34 samples/sec	accuracy=0.982656
2020-04-13 16:22:59,222 Epoch[20] Batch [27750-27800]	Speed: 146.44 samples/sec	accuracy=0.982656
2020-04-13 16:23:42,494 Epoch[20] Batch [27800-27850]	Speed: 147.90 samples/sec	accuracy=0.984844
2020-04-13 16:24:25,511 Epoch[20] Batch [27850-27900]	Speed: 148.78 samples/sec	accuracy=0.982656
2020-04-13 16:25:08,515 Epoch[20] Batch [27900-27950]	Speed: 148.82 samples/sec	accuracy=0.980625
2020-04-13 16:25:51,728 Epoch[20] Batch [27950-28000]	Speed: 148.10 samples/sec	accuracy=0.982031
2020-04-13 16:26:35,249 Epoch[20] Batch [28000-28050]	Speed: 147.05 samples/sec	accuracy=0.981719
2020-04-13 16:27:19,800 Epoch[20] Batch [28050-28100]	Speed: 143.66 samples/sec	accuracy=0.983594
2020-04-13 16:28:03,477 Epoch[20] Batch [28100-28150]	Speed: 146.53 samples/sec	accuracy=0.981719
2020-04-13 16:28:46,741 Epoch[20] Batch [28150-28200]	Speed: 147.93 samples/sec	accuracy=0.981094
2020-04-13 16:29:20,362 Epoch[20] Train-accuracy=0.982783
2020-04-13 16:29:20,362 Epoch[20] Time cost=23802.829
2020-04-13 16:29:20,842 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0021.params"
2020-04-13 17:06:25,894 Epoch[20] Validation-accuracy=0.985597
2020-04-13 17:07:18,271 Epoch[21] Batch [0-50]	Speed: 145.12 samples/sec	accuracy=0.984069
2020-04-13 17:08:01,476 Epoch[21] Batch [50-100]	Speed: 148.13 samples/sec	accuracy=0.984844
2020-04-13 17:08:44,504 Epoch[21] Batch [100-150]	Speed: 148.74 samples/sec	accuracy=0.986250
2020-04-13 17:09:28,827 Epoch[21] Batch [150-200]	Speed: 144.39 samples/sec	accuracy=0.982812
2020-04-13 17:10:12,401 Epoch[21] Batch [200-250]	Speed: 146.88 samples/sec	accuracy=0.982500
2020-04-13 17:10:55,727 Epoch[21] Batch [250-300]	Speed: 147.72 samples/sec	accuracy=0.983750
2020-04-13 17:11:39,727 Epoch[21] Batch [300-350]	Speed: 145.45 samples/sec	accuracy=0.980625
2020-04-13 17:12:22,586 Epoch[21] Batch [350-400]	Speed: 149.33 samples/sec	accuracy=0.985000
2020-04-13 17:13:06,413 Epoch[21] Batch [400-450]	Speed: 146.03 samples/sec	accuracy=0.983594
2020-04-13 17:13:49,463 Epoch[21] Batch [450-500]	Speed: 148.67 samples/sec	accuracy=0.985469
2020-04-13 17:14:32,559 Epoch[21] Batch [500-550]	Speed: 148.51 samples/sec	accuracy=0.982812
2020-04-13 17:15:16,261 Epoch[21] Batch [550-600]	Speed: 146.45 samples/sec	accuracy=0.983125
2020-04-13 17:16:00,174 Epoch[21] Batch [600-650]	Speed: 145.75 samples/sec	accuracy=0.986094
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2020-04-13 17:17:26,674 Epoch[21] Batch [700-750]	Speed: 148.14 samples/sec	accuracy=0.985469
2020-04-13 17:18:10,347 Epoch[21] Batch [750-800]	Speed: 146.55 samples/sec	accuracy=0.982344
2020-04-13 17:18:53,443 Epoch[21] Batch [800-850]	Speed: 148.51 samples/sec	accuracy=0.983750
2020-04-13 17:19:36,826 Epoch[21] Batch [850-900]	Speed: 147.52 samples/sec	accuracy=0.984688
2020-04-13 17:20:20,172 Epoch[21] Batch [900-950]	Speed: 147.65 samples/sec	accuracy=0.985313
2020-04-13 17:21:03,648 Epoch[21] Batch [950-1000]	Speed: 147.21 samples/sec	accuracy=0.981719
2020-04-13 17:21:47,237 Epoch[21] Batch [1000-1050]	Speed: 146.83 samples/sec	accuracy=0.985156
2020-04-13 17:22:31,025 Epoch[21] Batch [1050-1100]	Speed: 146.16 samples/sec	accuracy=0.984844
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2020-04-13 17:24:42,184 Epoch[21] Batch [1200-1250]	Speed: 144.94 samples/sec	accuracy=0.984219
2020-04-13 17:25:25,935 Epoch[21] Batch [1250-1300]	Speed: 146.28 samples/sec	accuracy=0.985938
2020-04-13 17:26:09,521 Epoch[21] Batch [1300-1350]	Speed: 146.84 samples/sec	accuracy=0.982187
2020-04-13 17:26:52,891 Epoch[21] Batch [1350-1400]	Speed: 147.57 samples/sec	accuracy=0.982656
2020-04-13 17:27:36,715 Epoch[21] Batch [1400-1450]	Speed: 146.04 samples/sec	accuracy=0.983125
2020-04-13 17:28:20,203 Epoch[21] Batch [1450-1500]	Speed: 147.17 samples/sec	accuracy=0.985781
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2020-04-13 17:30:31,077 Epoch[21] Batch [1600-1650]	Speed: 147.20 samples/sec	accuracy=0.981719
2020-04-13 17:31:14,375 Epoch[21] Batch [1650-1700]	Speed: 147.81 samples/sec	accuracy=0.987187
2020-04-13 17:31:57,861 Epoch[21] Batch [1700-1750]	Speed: 147.18 samples/sec	accuracy=0.984375
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2020-04-13 17:34:09,137 Epoch[21] Batch [1850-1900]	Speed: 146.48 samples/sec	accuracy=0.983125
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2020-04-13 17:35:36,237 Epoch[21] Batch [1950-2000]	Speed: 147.30 samples/sec	accuracy=0.982031
2020-04-13 17:36:19,397 Epoch[21] Batch [2000-2050]	Speed: 148.29 samples/sec	accuracy=0.980625
2020-04-13 17:37:03,063 Epoch[21] Batch [2050-2100]	Speed: 146.57 samples/sec	accuracy=0.984219
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2020-04-13 17:38:29,745 Epoch[21] Batch [2150-2200]	Speed: 147.40 samples/sec	accuracy=0.980313
2020-04-13 17:39:12,331 Epoch[21] Batch [2200-2250]	Speed: 150.29 samples/sec	accuracy=0.984219
2020-04-13 17:39:55,329 Epoch[21] Batch [2250-2300]	Speed: 148.84 samples/sec	accuracy=0.981094
2020-04-13 17:40:38,111 Epoch[21] Batch [2300-2350]	Speed: 149.60 samples/sec	accuracy=0.983125
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2020-04-13 17:43:31,618 Epoch[21] Batch [2500-2550]	Speed: 148.04 samples/sec	accuracy=0.983437
2020-04-13 17:44:15,489 Epoch[21] Batch [2550-2600]	Speed: 145.88 samples/sec	accuracy=0.981563
2020-04-13 17:44:58,615 Epoch[21] Batch [2600-2650]	Speed: 148.41 samples/sec	accuracy=0.983594
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2020-04-13 17:46:25,257 Epoch[21] Batch [2700-2750]	Speed: 147.47 samples/sec	accuracy=0.982500
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2020-04-13 17:47:53,229 Epoch[21] Batch [2800-2850]	Speed: 144.51 samples/sec	accuracy=0.979531
2020-04-13 17:48:36,392 Epoch[21] Batch [2850-2900]	Speed: 148.28 samples/sec	accuracy=0.984062
2020-04-13 17:49:20,386 Epoch[21] Batch [2900-2950]	Speed: 145.47 samples/sec	accuracy=0.983906
2020-04-13 17:50:03,724 Epoch[21] Batch [2950-3000]	Speed: 147.68 samples/sec	accuracy=0.982500
2020-04-13 17:50:47,415 Epoch[21] Batch [3000-3050]	Speed: 146.48 samples/sec	accuracy=0.982812
2020-04-13 17:51:30,517 Epoch[21] Batch [3050-3100]	Speed: 148.49 samples/sec	accuracy=0.982031
2020-04-13 17:52:13,798 Epoch[21] Batch [3100-3150]	Speed: 147.87 samples/sec	accuracy=0.984375
2020-04-13 17:52:57,035 Epoch[21] Batch [3150-3200]	Speed: 148.02 samples/sec	accuracy=0.985000
2020-04-13 17:53:40,047 Epoch[21] Batch [3200-3250]	Speed: 148.79 samples/sec	accuracy=0.984375
2020-04-13 17:54:23,385 Epoch[21] Batch [3250-3300]	Speed: 147.68 samples/sec	accuracy=0.983281
2020-04-13 17:55:06,733 Epoch[21] Batch [3300-3350]	Speed: 147.64 samples/sec	accuracy=0.982031
2020-04-13 17:55:49,516 Epoch[21] Batch [3350-3400]	Speed: 149.59 samples/sec	accuracy=0.984375
2020-04-13 17:56:32,887 Epoch[21] Batch [3400-3450]	Speed: 147.57 samples/sec	accuracy=0.985469
2020-04-13 17:57:15,858 Epoch[21] Batch [3450-3500]	Speed: 148.94 samples/sec	accuracy=0.984844
2020-04-13 17:57:59,587 Epoch[21] Batch [3500-3550]	Speed: 146.35 samples/sec	accuracy=0.985781
2020-04-13 17:58:42,920 Epoch[21] Batch [3550-3600]	Speed: 147.69 samples/sec	accuracy=0.983125
2020-04-13 17:59:26,643 Epoch[21] Batch [3600-3650]	Speed: 146.38 samples/sec	accuracy=0.984531
2020-04-13 18:00:10,300 Epoch[21] Batch [3650-3700]	Speed: 146.60 samples/sec	accuracy=0.983437
2020-04-13 18:00:53,797 Epoch[21] Batch [3700-3750]	Speed: 147.14 samples/sec	accuracy=0.984219
2020-04-13 18:01:36,655 Epoch[21] Batch [3750-3800]	Speed: 149.33 samples/sec	accuracy=0.979844
2020-04-13 18:02:19,725 Epoch[21] Batch [3800-3850]	Speed: 148.60 samples/sec	accuracy=0.984062
2020-04-13 18:03:02,965 Epoch[21] Batch [3850-3900]	Speed: 148.01 samples/sec	accuracy=0.986719
2020-04-13 18:03:46,803 Epoch[21] Batch [3900-3950]	Speed: 145.99 samples/sec	accuracy=0.983281
2020-04-13 18:04:30,014 Epoch[21] Batch [3950-4000]	Speed: 148.11 samples/sec	accuracy=0.984375
2020-04-13 18:05:12,888 Epoch[21] Batch [4000-4050]	Speed: 149.27 samples/sec	accuracy=0.983594
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2020-04-13 18:08:06,727 Epoch[21] Batch [4200-4250]	Speed: 145.93 samples/sec	accuracy=0.983125
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2020-04-13 18:11:00,204 Epoch[21] Batch [4400-4450]	Speed: 146.82 samples/sec	accuracy=0.982812
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2020-04-13 18:12:26,938 Epoch[21] Batch [4500-4550]	Speed: 147.18 samples/sec	accuracy=0.983906
2020-04-13 18:13:09,623 Epoch[21] Batch [4550-4600]	Speed: 149.94 samples/sec	accuracy=0.983906
2020-04-13 18:13:53,470 Epoch[21] Batch [4600-4650]	Speed: 145.96 samples/sec	accuracy=0.985938
2020-04-13 18:14:36,649 Epoch[21] Batch [4650-4700]	Speed: 148.22 samples/sec	accuracy=0.982187
2020-04-13 18:15:20,316 Epoch[21] Batch [4700-4750]	Speed: 146.56 samples/sec	accuracy=0.982500
2020-04-13 18:16:03,868 Epoch[21] Batch [4750-4800]	Speed: 146.95 samples/sec	accuracy=0.982344
2020-04-13 18:16:47,417 Epoch[21] Batch [4800-4850]	Speed: 146.96 samples/sec	accuracy=0.984531
2020-04-13 18:17:31,560 Epoch[21] Batch [4850-4900]	Speed: 144.98 samples/sec	accuracy=0.980938
2020-04-13 18:18:15,406 Epoch[21] Batch [4900-4950]	Speed: 145.96 samples/sec	accuracy=0.982656
2020-04-13 18:18:59,013 Epoch[21] Batch [4950-5000]	Speed: 146.77 samples/sec	accuracy=0.982656
2020-04-13 18:19:42,539 Epoch[21] Batch [5000-5050]	Speed: 147.04 samples/sec	accuracy=0.984375
2020-04-13 18:20:26,330 Epoch[21] Batch [5050-5100]	Speed: 146.15 samples/sec	accuracy=0.982344
2020-04-13 18:21:09,602 Epoch[21] Batch [5100-5150]	Speed: 147.90 samples/sec	accuracy=0.982656
2020-04-13 18:21:53,400 Epoch[21] Batch [5150-5200]	Speed: 146.13 samples/sec	accuracy=0.981719
2020-04-13 18:22:36,700 Epoch[21] Batch [5200-5250]	Speed: 147.80 samples/sec	accuracy=0.984688
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2020-04-13 18:24:03,477 Epoch[21] Batch [5300-5350]	Speed: 148.30 samples/sec	accuracy=0.980000
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2020-04-13 18:25:30,372 Epoch[21] Batch [5400-5450]	Speed: 147.88 samples/sec	accuracy=0.986406
2020-04-13 18:26:13,886 Epoch[21] Batch [5450-5500]	Speed: 147.08 samples/sec	accuracy=0.985469
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2020-04-13 18:27:40,870 Epoch[21] Batch [5550-5600]	Speed: 147.61 samples/sec	accuracy=0.981406
2020-04-13 18:28:24,167 Epoch[21] Batch [5600-5650]	Speed: 147.82 samples/sec	accuracy=0.985156
2020-04-13 18:29:07,196 Epoch[21] Batch [5650-5700]	Speed: 148.74 samples/sec	accuracy=0.982969
2020-04-13 18:29:50,880 Epoch[21] Batch [5700-5750]	Speed: 146.51 samples/sec	accuracy=0.986406
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2020-04-13 18:31:17,795 Epoch[21] Batch [5800-5850]	Speed: 147.58 samples/sec	accuracy=0.982812
2020-04-13 18:32:00,874 Epoch[21] Batch [5850-5900]	Speed: 148.56 samples/sec	accuracy=0.981406
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2020-04-13 18:33:28,435 Epoch[21] Batch [5950-6000]	Speed: 144.98 samples/sec	accuracy=0.982500
2020-04-13 18:34:11,916 Epoch[21] Batch [6000-6050]	Speed: 147.19 samples/sec	accuracy=0.982031
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2020-04-13 18:37:06,325 Epoch[21] Batch [6200-6250]	Speed: 145.81 samples/sec	accuracy=0.980938
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2020-04-13 18:38:33,120 Epoch[21] Batch [6300-6350]	Speed: 147.10 samples/sec	accuracy=0.981719
2020-04-13 18:39:15,963 Epoch[21] Batch [6350-6400]	Speed: 149.38 samples/sec	accuracy=0.984062
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2020-04-13 18:40:43,822 Epoch[21] Batch [6450-6500]	Speed: 144.96 samples/sec	accuracy=0.984219
2020-04-13 18:41:28,129 Epoch[21] Batch [6500-6550]	Speed: 144.45 samples/sec	accuracy=0.982187
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2020-04-13 21:14:42,971 Epoch[21] Batch [17950-18000]	Speed: 146.45 samples/sec	accuracy=0.982031
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2020-04-13 21:16:09,212 Epoch[21] Batch [18050-18100]	Speed: 148.90 samples/sec	accuracy=0.982656
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2020-04-13 21:37:06,577 Epoch[21] Batch [19500-19550]	Speed: 149.45 samples/sec	accuracy=0.984531
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2020-04-13 22:57:38,533 Epoch[21] Batch [25200-25250]	Speed: 199.02 samples/sec	accuracy=0.982031
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2020-04-13 22:58:43,263 Epoch[21] Batch [25300-25350]	Speed: 198.36 samples/sec	accuracy=0.983437
2020-04-13 22:59:16,123 Epoch[21] Batch [25350-25400]	Speed: 194.76 samples/sec	accuracy=0.980000
2020-04-13 22:59:48,699 Epoch[21] Batch [25400-25450]	Speed: 196.47 samples/sec	accuracy=0.981250
2020-04-13 23:00:21,339 Epoch[21] Batch [25450-25500]	Speed: 196.08 samples/sec	accuracy=0.983594
2020-04-13 23:00:54,041 Epoch[21] Batch [25500-25550]	Speed: 195.71 samples/sec	accuracy=0.983906
2020-04-13 23:01:26,599 Epoch[21] Batch [25550-25600]	Speed: 196.58 samples/sec	accuracy=0.982187
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2020-04-13 23:02:31,424 Epoch[21] Batch [25650-25700]	Speed: 197.00 samples/sec	accuracy=0.982656
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2020-04-13 23:03:36,798 Epoch[21] Batch [25750-25800]	Speed: 195.14 samples/sec	accuracy=0.981875
2020-04-13 23:04:09,151 Epoch[21] Batch [25800-25850]	Speed: 197.82 samples/sec	accuracy=0.985313
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2020-04-13 23:05:14,261 Epoch[21] Batch [25900-25950]	Speed: 196.34 samples/sec	accuracy=0.983437
2020-04-13 23:05:46,689 Epoch[21] Batch [25950-26000]	Speed: 197.36 samples/sec	accuracy=0.983437
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2020-04-13 23:06:52,330 Epoch[21] Batch [26050-26100]	Speed: 196.61 samples/sec	accuracy=0.984531
2020-04-13 23:07:24,879 Epoch[21] Batch [26100-26150]	Speed: 196.63 samples/sec	accuracy=0.982969
2020-04-13 23:07:57,690 Epoch[21] Batch [26150-26200]	Speed: 195.05 samples/sec	accuracy=0.983906
2020-04-13 23:08:30,102 Epoch[21] Batch [26200-26250]	Speed: 197.46 samples/sec	accuracy=0.984375
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2020-04-13 23:11:13,453 Epoch[21] Batch [26450-26500]	Speed: 194.54 samples/sec	accuracy=0.979531
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2020-04-13 23:13:23,536 Epoch[21] Batch [26650-26700]	Speed: 196.16 samples/sec	accuracy=0.982656
2020-04-13 23:13:56,021 Epoch[21] Batch [26700-26750]	Speed: 197.02 samples/sec	accuracy=0.983750
2020-04-13 23:14:28,658 Epoch[21] Batch [26750-26800]	Speed: 196.09 samples/sec	accuracy=0.984375
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2020-04-13 23:15:33,861 Epoch[21] Batch [26850-26900]	Speed: 195.81 samples/sec	accuracy=0.983594
2020-04-13 23:16:06,489 Epoch[21] Batch [26900-26950]	Speed: 196.15 samples/sec	accuracy=0.982500
2020-04-13 23:16:39,085 Epoch[21] Batch [26950-27000]	Speed: 196.34 samples/sec	accuracy=0.983594
2020-04-13 23:17:12,091 Epoch[21] Batch [27000-27050]	Speed: 193.91 samples/sec	accuracy=0.983437
2020-04-13 23:17:44,380 Epoch[21] Batch [27050-27100]	Speed: 198.21 samples/sec	accuracy=0.984375
2020-04-13 23:18:17,296 Epoch[21] Batch [27100-27150]	Speed: 194.44 samples/sec	accuracy=0.983594
2020-04-13 23:18:50,303 Epoch[21] Batch [27150-27200]	Speed: 193.90 samples/sec	accuracy=0.982812
2020-04-13 23:19:22,729 Epoch[21] Batch [27200-27250]	Speed: 197.37 samples/sec	accuracy=0.982344
2020-04-13 23:19:55,778 Epoch[21] Batch [27250-27300]	Speed: 193.66 samples/sec	accuracy=0.985781
2020-04-13 23:20:28,283 Epoch[21] Batch [27300-27350]	Speed: 196.89 samples/sec	accuracy=0.982812
2020-04-13 23:21:00,928 Epoch[21] Batch [27350-27400]	Speed: 196.05 samples/sec	accuracy=0.981250
2020-04-13 23:21:33,365 Epoch[21] Batch [27400-27450]	Speed: 197.31 samples/sec	accuracy=0.982187
2020-04-13 23:22:06,057 Epoch[21] Batch [27450-27500]	Speed: 195.77 samples/sec	accuracy=0.979531
2020-04-13 23:22:38,528 Epoch[21] Batch [27500-27550]	Speed: 197.10 samples/sec	accuracy=0.982344
2020-04-13 23:23:11,540 Epoch[21] Batch [27550-27600]	Speed: 193.87 samples/sec	accuracy=0.986563
2020-04-13 23:23:44,444 Epoch[21] Batch [27600-27650]	Speed: 194.51 samples/sec	accuracy=0.981094
2020-04-13 23:24:16,838 Epoch[21] Batch [27650-27700]	Speed: 197.57 samples/sec	accuracy=0.979219
2020-04-13 23:24:49,492 Epoch[21] Batch [27700-27750]	Speed: 196.00 samples/sec	accuracy=0.983750
2020-04-13 23:25:22,080 Epoch[21] Batch [27750-27800]	Speed: 196.39 samples/sec	accuracy=0.983125
2020-04-13 23:25:54,912 Epoch[21] Batch [27800-27850]	Speed: 194.93 samples/sec	accuracy=0.981719
2020-04-13 23:26:27,674 Epoch[21] Batch [27850-27900]	Speed: 195.35 samples/sec	accuracy=0.984062
2020-04-13 23:27:00,176 Epoch[21] Batch [27900-27950]	Speed: 196.92 samples/sec	accuracy=0.985313
2020-04-13 23:27:32,672 Epoch[21] Batch [27950-28000]	Speed: 196.95 samples/sec	accuracy=0.982031
2020-04-13 23:28:04,979 Epoch[21] Batch [28000-28050]	Speed: 198.10 samples/sec	accuracy=0.982187
2020-04-13 23:28:37,273 Epoch[21] Batch [28050-28100]	Speed: 198.18 samples/sec	accuracy=0.983750
2020-04-13 23:29:10,268 Epoch[21] Batch [28100-28150]	Speed: 193.97 samples/sec	accuracy=0.982500
2020-04-13 23:29:42,567 Epoch[21] Batch [28150-28200]	Speed: 198.15 samples/sec	accuracy=0.985469
2020-04-13 23:30:07,846 Epoch[21] Train-accuracy=0.983249
2020-04-13 23:30:07,846 Epoch[21] Time cost=23014.820
2020-04-13 23:30:08,049 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0022.params"
2020-04-14 00:03:02,081 Epoch[21] Validation-accuracy=0.985571
2020-04-14 00:03:43,061 Epoch[22] Batch [0-50]	Speed: 194.45 samples/sec	accuracy=0.984375
2020-04-14 00:04:15,679 Epoch[22] Batch [50-100]	Speed: 196.21 samples/sec	accuracy=0.985313
2020-04-14 00:04:48,125 Epoch[22] Batch [100-150]	Speed: 197.25 samples/sec	accuracy=0.984844
2020-04-14 00:05:21,426 Epoch[22] Batch [150-200]	Speed: 192.19 samples/sec	accuracy=0.981875
2020-04-14 00:05:53,926 Epoch[22] Batch [200-250]	Speed: 196.92 samples/sec	accuracy=0.986563
2020-04-14 00:06:26,705 Epoch[22] Batch [250-300]	Speed: 195.25 samples/sec	accuracy=0.983125
2020-04-14 00:06:59,347 Epoch[22] Batch [300-350]	Speed: 196.07 samples/sec	accuracy=0.982187
2020-04-14 00:07:32,183 Epoch[22] Batch [350-400]	Speed: 194.91 samples/sec	accuracy=0.984062
2020-04-14 00:08:04,945 Epoch[22] Batch [400-450]	Speed: 195.35 samples/sec	accuracy=0.981719
2020-04-14 00:08:37,506 Epoch[22] Batch [450-500]	Speed: 196.56 samples/sec	accuracy=0.982344
2020-04-14 00:09:10,063 Epoch[22] Batch [500-550]	Speed: 196.58 samples/sec	accuracy=0.983750
2020-04-14 00:09:43,045 Epoch[22] Batch [550-600]	Speed: 194.04 samples/sec	accuracy=0.981250
2020-04-14 00:10:15,726 Epoch[22] Batch [600-650]	Speed: 195.84 samples/sec	accuracy=0.983594
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2020-04-14 00:11:20,968 Epoch[22] Batch [700-750]	Speed: 196.03 samples/sec	accuracy=0.986250
2020-04-14 00:11:53,344 Epoch[22] Batch [750-800]	Speed: 197.68 samples/sec	accuracy=0.984531
2020-04-14 00:12:26,071 Epoch[22] Batch [800-850]	Speed: 195.56 samples/sec	accuracy=0.982812
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2020-04-14 00:13:31,497 Epoch[22] Batch [900-950]	Speed: 195.64 samples/sec	accuracy=0.982812
2020-04-14 00:14:04,207 Epoch[22] Batch [950-1000]	Speed: 195.66 samples/sec	accuracy=0.983125
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2020-04-14 00:16:16,659 Epoch[22] Batch [1150-1200]	Speed: 191.34 samples/sec	accuracy=0.986094
2020-04-14 00:16:49,413 Epoch[22] Batch [1200-1250]	Speed: 195.40 samples/sec	accuracy=0.983437
2020-04-14 00:17:21,924 Epoch[22] Batch [1250-1300]	Speed: 196.86 samples/sec	accuracy=0.984531
2020-04-14 00:17:55,314 Epoch[22] Batch [1300-1350]	Speed: 191.67 samples/sec	accuracy=0.984062
2020-04-14 00:18:28,051 Epoch[22] Batch [1350-1400]	Speed: 195.50 samples/sec	accuracy=0.981875
2020-04-14 00:19:01,005 Epoch[22] Batch [1400-1450]	Speed: 194.21 samples/sec	accuracy=0.985156
2020-04-14 00:19:33,712 Epoch[22] Batch [1450-1500]	Speed: 195.68 samples/sec	accuracy=0.983594
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2020-04-14 00:20:38,913 Epoch[22] Batch [1550-1600]	Speed: 195.48 samples/sec	accuracy=0.983594
2020-04-14 00:21:11,321 Epoch[22] Batch [1600-1650]	Speed: 197.48 samples/sec	accuracy=0.987969
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2020-04-14 00:33:07,573 Epoch[22] Batch [2700-2750]	Speed: 197.56 samples/sec	accuracy=0.985938
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2020-04-14 00:34:12,511 Epoch[22] Batch [2800-2850]	Speed: 196.87 samples/sec	accuracy=0.982031
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2020-04-14 00:39:04,719 Epoch[22] Batch [3250-3300]	Speed: 196.76 samples/sec	accuracy=0.982969
2020-04-14 00:39:36,867 Epoch[22] Batch [3300-3350]	Speed: 199.09 samples/sec	accuracy=0.984375
2020-04-14 00:40:09,287 Epoch[22] Batch [3350-3400]	Speed: 197.41 samples/sec	accuracy=0.984062
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2020-04-14 00:46:39,886 Epoch[22] Batch [3950-4000]	Speed: 194.15 samples/sec	accuracy=0.982031
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2020-04-14 04:18:08,241 Epoch[22] Batch [23550-23600]	Speed: 197.82 samples/sec	accuracy=0.982187
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2020-04-14 04:19:13,738 Epoch[22] Batch [23650-23700]	Speed: 196.91 samples/sec	accuracy=0.982656
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2020-04-14 04:27:20,735 Epoch[22] Batch [24400-24450]	Speed: 197.65 samples/sec	accuracy=0.983437
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2020-04-14 04:32:14,160 Epoch[22] Batch [24850-24900]	Speed: 195.47 samples/sec	accuracy=0.982812
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2020-04-14 04:33:18,955 Epoch[22] Batch [24950-25000]	Speed: 199.02 samples/sec	accuracy=0.983750
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2020-04-14 04:39:17,006 Epoch[22] Batch [25500-25550]	Speed: 196.01 samples/sec	accuracy=0.985000
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2020-04-14 04:40:21,850 Epoch[22] Batch [25600-25650]	Speed: 195.86 samples/sec	accuracy=0.983437
2020-04-14 04:40:54,167 Epoch[22] Batch [25650-25700]	Speed: 198.04 samples/sec	accuracy=0.984219
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2020-04-14 04:43:04,366 Epoch[22] Batch [25850-25900]	Speed: 194.15 samples/sec	accuracy=0.985625
2020-04-14 04:43:36,632 Epoch[22] Batch [25900-25950]	Speed: 198.35 samples/sec	accuracy=0.980781
2020-04-14 04:44:08,850 Epoch[22] Batch [25950-26000]	Speed: 198.65 samples/sec	accuracy=0.983281
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2020-04-14 04:45:13,779 Epoch[22] Batch [26050-26100]	Speed: 197.39 samples/sec	accuracy=0.984844
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2020-04-14 04:46:51,209 Epoch[22] Batch [26200-26250]	Speed: 198.29 samples/sec	accuracy=0.985938
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2020-04-14 04:47:55,781 Epoch[22] Batch [26300-26350]	Speed: 198.37 samples/sec	accuracy=0.981563
2020-04-14 04:48:28,315 Epoch[22] Batch [26350-26400]	Speed: 196.72 samples/sec	accuracy=0.981563
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2020-04-14 04:52:15,821 Epoch[22] Batch [26700-26750]	Speed: 200.21 samples/sec	accuracy=0.984219
2020-04-14 04:52:48,571 Epoch[22] Batch [26750-26800]	Speed: 195.42 samples/sec	accuracy=0.982812
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2020-04-14 04:53:53,139 Epoch[22] Batch [26850-26900]	Speed: 198.04 samples/sec	accuracy=0.980000
2020-04-14 04:54:26,183 Epoch[22] Batch [26900-26950]	Speed: 193.68 samples/sec	accuracy=0.983594
2020-04-14 04:54:58,898 Epoch[22] Batch [26950-27000]	Speed: 195.63 samples/sec	accuracy=0.984531
2020-04-14 04:55:31,651 Epoch[22] Batch [27000-27050]	Speed: 195.40 samples/sec	accuracy=0.982344
2020-04-14 04:56:03,843 Epoch[22] Batch [27050-27100]	Speed: 198.81 samples/sec	accuracy=0.983437
2020-04-14 04:56:36,437 Epoch[22] Batch [27100-27150]	Speed: 196.36 samples/sec	accuracy=0.981406
2020-04-14 04:57:08,808 Epoch[22] Batch [27150-27200]	Speed: 197.71 samples/sec	accuracy=0.983594
2020-04-14 04:57:41,472 Epoch[22] Batch [27200-27250]	Speed: 195.93 samples/sec	accuracy=0.982031
2020-04-14 04:58:14,024 Epoch[22] Batch [27250-27300]	Speed: 196.61 samples/sec	accuracy=0.983437
2020-04-14 04:58:46,711 Epoch[22] Batch [27300-27350]	Speed: 195.79 samples/sec	accuracy=0.984688
2020-04-14 04:59:19,247 Epoch[22] Batch [27350-27400]	Speed: 196.70 samples/sec	accuracy=0.984531
2020-04-14 04:59:51,413 Epoch[22] Batch [27400-27450]	Speed: 198.97 samples/sec	accuracy=0.981406
2020-04-14 05:00:23,989 Epoch[22] Batch [27450-27500]	Speed: 196.46 samples/sec	accuracy=0.982187
2020-04-14 05:00:56,792 Epoch[22] Batch [27500-27550]	Speed: 195.11 samples/sec	accuracy=0.985625
2020-04-14 05:01:29,317 Epoch[22] Batch [27550-27600]	Speed: 196.77 samples/sec	accuracy=0.980781
2020-04-14 05:02:01,528 Epoch[22] Batch [27600-27650]	Speed: 198.69 samples/sec	accuracy=0.983594
2020-04-14 05:02:33,969 Epoch[22] Batch [27650-27700]	Speed: 197.29 samples/sec	accuracy=0.985313
2020-04-14 05:03:06,263 Epoch[22] Batch [27700-27750]	Speed: 198.18 samples/sec	accuracy=0.982969
2020-04-14 05:03:39,006 Epoch[22] Batch [27750-27800]	Speed: 195.46 samples/sec	accuracy=0.984531
2020-04-14 05:04:10,863 Epoch[22] Batch [27800-27850]	Speed: 200.90 samples/sec	accuracy=0.982500
2020-04-14 05:04:43,090 Epoch[22] Batch [27850-27900]	Speed: 198.60 samples/sec	accuracy=0.983437
2020-04-14 05:05:15,829 Epoch[22] Batch [27900-27950]	Speed: 195.48 samples/sec	accuracy=0.979531
2020-04-14 05:05:48,158 Epoch[22] Batch [27950-28000]	Speed: 197.97 samples/sec	accuracy=0.983906
2020-04-14 05:06:20,501 Epoch[22] Batch [28000-28050]	Speed: 197.88 samples/sec	accuracy=0.982031
2020-04-14 05:06:53,118 Epoch[22] Batch [28050-28100]	Speed: 196.22 samples/sec	accuracy=0.981094
2020-04-14 05:07:25,614 Epoch[22] Batch [28100-28150]	Speed: 196.95 samples/sec	accuracy=0.983281
2020-04-14 05:07:58,460 Epoch[22] Batch [28150-28200]	Speed: 194.85 samples/sec	accuracy=0.980781
2020-04-14 05:08:23,371 Epoch[22] Train-accuracy=0.983457
2020-04-14 05:08:23,371 Epoch[22] Time cost=18314.259
2020-04-14 05:08:23,547 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0023.params"
2020-04-14 05:41:19,688 Epoch[22] Validation-accuracy=0.985644
2020-04-14 05:42:00,380 Epoch[23] Batch [0-50]	Speed: 197.71 samples/sec	accuracy=0.982077
2020-04-14 05:42:32,955 Epoch[23] Batch [50-100]	Speed: 196.48 samples/sec	accuracy=0.986250
2020-04-14 05:43:05,535 Epoch[23] Batch [100-150]	Speed: 196.44 samples/sec	accuracy=0.984219
2020-04-14 05:43:37,984 Epoch[23] Batch [150-200]	Speed: 197.23 samples/sec	accuracy=0.983906
2020-04-14 05:44:10,599 Epoch[23] Batch [200-250]	Speed: 196.23 samples/sec	accuracy=0.983750
2020-04-14 05:44:42,801 Epoch[23] Batch [250-300]	Speed: 198.75 samples/sec	accuracy=0.987344
2020-04-14 05:45:15,352 Epoch[23] Batch [300-350]	Speed: 196.61 samples/sec	accuracy=0.985938
2020-04-14 05:45:47,292 Epoch[23] Batch [350-400]	Speed: 200.38 samples/sec	accuracy=0.984062
2020-04-14 05:46:19,881 Epoch[23] Batch [400-450]	Speed: 196.39 samples/sec	accuracy=0.984688
2020-04-14 05:46:52,251 Epoch[23] Batch [450-500]	Speed: 197.72 samples/sec	accuracy=0.982344
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2020-04-14 05:48:29,703 Epoch[23] Batch [600-650]	Speed: 197.41 samples/sec	accuracy=0.984219
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2020-04-14 07:11:15,155 Epoch[23] Batch [8300-8350]	Speed: 202.30 samples/sec	accuracy=0.987187
2020-04-14 07:11:46,948 Epoch[23] Batch [8350-8400]	Speed: 201.30 samples/sec	accuracy=0.983906
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2020-04-14 07:13:21,734 Epoch[23] Batch [8500-8550]	Speed: 202.47 samples/sec	accuracy=0.985313
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2020-04-14 07:16:00,601 Epoch[23] Batch [8750-8800]	Speed: 194.87 samples/sec	accuracy=0.980781
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2020-04-14 08:46:11,845 Epoch[23] Batch [17050-17100]	Speed: 196.17 samples/sec	accuracy=0.984531
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2020-04-14 10:49:17,560 Epoch[23] Train-accuracy=0.983733
2020-04-14 10:49:17,560 Epoch[23] Time cost=18470.650
2020-04-14 10:49:18,008 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0024.params"
2020-04-14 11:26:20,865 Epoch[23] Validation-accuracy=0.985571
2020-04-14 11:27:13,601 Epoch[24] Batch [0-50]	Speed: 145.50 samples/sec	accuracy=0.983303
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2020-04-14 11:53:23,791 Epoch[24] Batch [1800-1850]	Speed: 145.18 samples/sec	accuracy=0.984844
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2020-04-14 11:55:34,593 Epoch[24] Batch [1950-2000]	Speed: 147.42 samples/sec	accuracy=0.984375
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2020-04-14 11:57:02,008 Epoch[24] Batch [2050-2100]	Speed: 146.11 samples/sec	accuracy=0.982344
2020-04-14 11:57:45,146 Epoch[24] Batch [2100-2150]	Speed: 148.36 samples/sec	accuracy=0.983594
2020-04-14 11:58:20,836 Epoch[24] Batch [2150-2200]	Speed: 179.33 samples/sec	accuracy=0.984219
2020-04-14 11:58:56,332 Epoch[24] Batch [2200-2250]	Speed: 180.30 samples/sec	accuracy=0.984062
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2020-04-14 12:00:05,845 Epoch[24] Batch [2300-2350]	Speed: 186.60 samples/sec	accuracy=0.982031
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2020-04-14 12:04:44,774 Epoch[24] Batch [2700-2750]	Speed: 181.43 samples/sec	accuracy=0.983437
2020-04-14 12:05:20,223 Epoch[24] Batch [2750-2800]	Speed: 180.54 samples/sec	accuracy=0.983281
2020-04-14 12:05:55,778 Epoch[24] Batch [2800-2850]	Speed: 180.01 samples/sec	accuracy=0.983125
2020-04-14 12:06:30,875 Epoch[24] Batch [2850-2900]	Speed: 182.35 samples/sec	accuracy=0.984531
2020-04-14 12:07:06,214 Epoch[24] Batch [2900-2950]	Speed: 181.10 samples/sec	accuracy=0.985625
2020-04-14 12:07:41,599 Epoch[24] Batch [2950-3000]	Speed: 180.87 samples/sec	accuracy=0.985469
2020-04-14 12:08:16,860 Epoch[24] Batch [3000-3050]	Speed: 181.50 samples/sec	accuracy=0.982812
2020-04-14 12:08:52,355 Epoch[24] Batch [3050-3100]	Speed: 180.31 samples/sec	accuracy=0.984688
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2020-04-14 12:10:03,058 Epoch[24] Batch [3150-3200]	Speed: 180.93 samples/sec	accuracy=0.983750
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2020-04-14 12:11:13,806 Epoch[24] Batch [3250-3300]	Speed: 181.07 samples/sec	accuracy=0.980781
2020-04-14 12:11:49,141 Epoch[24] Batch [3300-3350]	Speed: 181.12 samples/sec	accuracy=0.981250
2020-04-14 12:12:24,594 Epoch[24] Batch [3350-3400]	Speed: 180.52 samples/sec	accuracy=0.984219
2020-04-14 12:13:00,089 Epoch[24] Batch [3400-3450]	Speed: 180.31 samples/sec	accuracy=0.986875
2020-04-14 12:13:35,441 Epoch[24] Batch [3450-3500]	Speed: 181.04 samples/sec	accuracy=0.983906
2020-04-14 12:14:10,448 Epoch[24] Batch [3500-3550]	Speed: 182.82 samples/sec	accuracy=0.985313
2020-04-14 12:14:45,766 Epoch[24] Batch [3550-3600]	Speed: 181.21 samples/sec	accuracy=0.981094
2020-04-14 12:15:20,947 Epoch[24] Batch [3600-3650]	Speed: 181.92 samples/sec	accuracy=0.984375
2020-04-14 12:15:55,805 Epoch[24] Batch [3650-3700]	Speed: 183.60 samples/sec	accuracy=0.987187
2020-04-14 12:16:30,972 Epoch[24] Batch [3700-3750]	Speed: 181.99 samples/sec	accuracy=0.984531
2020-04-14 12:17:07,023 Epoch[24] Batch [3750-3800]	Speed: 177.53 samples/sec	accuracy=0.984219
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2020-04-14 12:18:18,384 Epoch[24] Batch [3850-3900]	Speed: 178.81 samples/sec	accuracy=0.983125
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2020-04-14 12:19:28,640 Epoch[24] Batch [3950-4000]	Speed: 183.93 samples/sec	accuracy=0.983750
2020-04-14 12:20:02,564 Epoch[24] Batch [4000-4050]	Speed: 188.66 samples/sec	accuracy=0.984531
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2020-04-14 12:22:56,538 Epoch[24] Batch [4250-4300]	Speed: 181.26 samples/sec	accuracy=0.985000
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2020-04-14 12:25:17,253 Epoch[24] Batch [4450-4500]	Speed: 181.12 samples/sec	accuracy=0.981875
2020-04-14 12:25:52,692 Epoch[24] Batch [4500-4550]	Speed: 180.60 samples/sec	accuracy=0.984375
2020-04-14 12:26:28,007 Epoch[24] Batch [4550-4600]	Speed: 181.23 samples/sec	accuracy=0.983437
2020-04-14 12:27:03,709 Epoch[24] Batch [4600-4650]	Speed: 179.26 samples/sec	accuracy=0.983750
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2020-04-14 12:28:13,767 Epoch[24] Batch [4700-4750]	Speed: 183.87 samples/sec	accuracy=0.985156
2020-04-14 12:28:56,380 Epoch[24] Batch [4750-4800]	Speed: 150.19 samples/sec	accuracy=0.984375
2020-04-14 12:29:39,657 Epoch[24] Batch [4800-4850]	Speed: 147.89 samples/sec	accuracy=0.983281
2020-04-14 12:30:22,946 Epoch[24] Batch [4850-4900]	Speed: 147.85 samples/sec	accuracy=0.983906
2020-04-14 12:31:06,614 Epoch[24] Batch [4900-4950]	Speed: 146.56 samples/sec	accuracy=0.985313
2020-04-14 12:31:50,569 Epoch[24] Batch [4950-5000]	Speed: 145.60 samples/sec	accuracy=0.982969
2020-04-14 12:32:34,003 Epoch[24] Batch [5000-5050]	Speed: 147.35 samples/sec	accuracy=0.987344
2020-04-14 12:33:18,244 Epoch[24] Batch [5050-5100]	Speed: 144.66 samples/sec	accuracy=0.983906
2020-04-14 12:34:02,114 Epoch[24] Batch [5100-5150]	Speed: 145.88 samples/sec	accuracy=0.983125
2020-04-14 12:34:45,204 Epoch[24] Batch [5150-5200]	Speed: 148.53 samples/sec	accuracy=0.980781
2020-04-14 12:35:28,868 Epoch[24] Batch [5200-5250]	Speed: 146.57 samples/sec	accuracy=0.986563
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2020-04-14 12:40:36,679 Epoch[24] Batch [5550-5600]	Speed: 146.25 samples/sec	accuracy=0.981563
2020-04-14 12:41:20,145 Epoch[24] Batch [5600-5650]	Speed: 147.24 samples/sec	accuracy=0.985000
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2020-04-14 12:42:48,153 Epoch[24] Batch [5700-5750]	Speed: 145.30 samples/sec	accuracy=0.984531
2020-04-14 12:43:31,020 Epoch[24] Batch [5750-5800]	Speed: 149.30 samples/sec	accuracy=0.983750
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2020-04-14 12:48:36,924 Epoch[24] Batch [6100-6150]	Speed: 147.70 samples/sec	accuracy=0.982187
2020-04-14 12:49:20,823 Epoch[24] Batch [6150-6200]	Speed: 145.79 samples/sec	accuracy=0.984062
2020-04-14 12:50:04,723 Epoch[24] Batch [6200-6250]	Speed: 145.79 samples/sec	accuracy=0.981563
2020-04-14 12:50:48,632 Epoch[24] Batch [6250-6300]	Speed: 145.76 samples/sec	accuracy=0.985156
2020-04-14 12:51:31,939 Epoch[24] Batch [6300-6350]	Speed: 147.78 samples/sec	accuracy=0.986563
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2020-04-14 12:55:10,362 Epoch[24] Batch [6550-6600]	Speed: 146.24 samples/sec	accuracy=0.983750
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2020-04-14 12:56:37,784 Epoch[24] Batch [6650-6700]	Speed: 147.10 samples/sec	accuracy=0.984219
2020-04-14 12:57:21,932 Epoch[24] Batch [6700-6750]	Speed: 144.97 samples/sec	accuracy=0.982656
2020-04-14 12:58:05,515 Epoch[24] Batch [6750-6800]	Speed: 146.85 samples/sec	accuracy=0.984219
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2020-04-14 13:00:16,994 Epoch[24] Batch [6900-6950]	Speed: 144.90 samples/sec	accuracy=0.986719
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2020-04-14 13:08:18,733 Epoch[24] Batch [7450-7500]	Speed: 142.66 samples/sec	accuracy=0.981406
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2020-04-14 13:18:29,660 Epoch[24] Batch [8150-8200]	Speed: 146.13 samples/sec	accuracy=0.983906
2020-04-14 13:19:13,925 Epoch[24] Batch [8200-8250]	Speed: 144.58 samples/sec	accuracy=0.985313
2020-04-14 13:19:57,868 Epoch[24] Batch [8250-8300]	Speed: 145.64 samples/sec	accuracy=0.985938
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2020-04-14 13:22:09,210 Epoch[24] Batch [8400-8450]	Speed: 144.42 samples/sec	accuracy=0.981563
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2020-04-14 13:27:14,839 Epoch[24] Batch [8750-8800]	Speed: 147.55 samples/sec	accuracy=0.981406
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2020-04-14 15:25:29,844 Epoch[24] Batch [17000-17050]	Speed: 194.23 samples/sec	accuracy=0.985625
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2020-04-14 16:40:23,119 Epoch[24] Batch [23900-23950]	Speed: 198.17 samples/sec	accuracy=0.984688
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2020-04-14 17:24:40,097 Epoch[24] Batch [28000-28050]	Speed: 205.37 samples/sec	accuracy=0.983125
2020-04-14 17:25:11,822 Epoch[24] Batch [28050-28100]	Speed: 201.74 samples/sec	accuracy=0.986406
2020-04-14 17:25:43,247 Epoch[24] Batch [28100-28150]	Speed: 203.66 samples/sec	accuracy=0.984688
2020-04-14 17:26:14,844 Epoch[24] Batch [28150-28200]	Speed: 202.55 samples/sec	accuracy=0.983125
2020-04-14 17:26:39,034 Epoch[24] Train-accuracy=0.983939
2020-04-14 17:26:39,034 Epoch[24] Time cost=21610.671
2020-04-14 17:26:39,162 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0025.params"
2020-04-14 17:59:43,825 Epoch[24] Validation-accuracy=0.985584
2020-04-14 18:00:36,103 Epoch[25] Batch [0-50]	Speed: 146.33 samples/sec	accuracy=0.986520
2020-04-14 18:01:20,329 Epoch[25] Batch [50-100]	Speed: 144.71 samples/sec	accuracy=0.983437
2020-04-14 18:02:04,365 Epoch[25] Batch [100-150]	Speed: 145.33 samples/sec	accuracy=0.984844
2020-04-14 18:02:48,056 Epoch[25] Batch [150-200]	Speed: 146.48 samples/sec	accuracy=0.985469
2020-04-14 18:03:31,874 Epoch[25] Batch [200-250]	Speed: 146.06 samples/sec	accuracy=0.984375
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2020-04-14 18:04:59,626 Epoch[25] Batch [300-350]	Speed: 145.26 samples/sec	accuracy=0.986250
2020-04-14 18:05:43,314 Epoch[25] Batch [350-400]	Speed: 146.49 samples/sec	accuracy=0.984219
2020-04-14 18:06:26,781 Epoch[25] Batch [400-450]	Speed: 147.24 samples/sec	accuracy=0.986406
2020-04-14 18:07:10,562 Epoch[25] Batch [450-500]	Speed: 146.18 samples/sec	accuracy=0.983750
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2020-04-14 18:11:31,326 Epoch[25] Batch [750-800]	Speed: 145.43 samples/sec	accuracy=0.984688
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2020-04-14 18:19:31,493 Epoch[25] Batch [1300-1350]	Speed: 147.63 samples/sec	accuracy=0.985938
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2020-04-14 18:40:42,646 Epoch[25] Batch [2750-2800]	Speed: 146.03 samples/sec	accuracy=0.984219
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2020-04-14 18:43:36,611 Epoch[25] Batch [2950-3000]	Speed: 146.95 samples/sec	accuracy=0.985469
2020-04-14 18:44:20,255 Epoch[25] Batch [3000-3050]	Speed: 146.64 samples/sec	accuracy=0.985625
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2020-04-14 18:48:42,612 Epoch[25] Batch [3300-3350]	Speed: 146.29 samples/sec	accuracy=0.987187
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2020-04-14 18:58:11,218 Epoch[25] Batch [3950-4000]	Speed: 146.84 samples/sec	accuracy=0.987187
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2020-04-14 19:09:51,929 Epoch[25] Batch [4750-4800]	Speed: 147.40 samples/sec	accuracy=0.981563
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2020-04-14 19:11:19,296 Epoch[25] Batch [4850-4900]	Speed: 146.32 samples/sec	accuracy=0.986875
2020-04-14 19:12:02,582 Epoch[25] Batch [4900-4950]	Speed: 147.86 samples/sec	accuracy=0.984844
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2020-04-14 19:13:30,129 Epoch[25] Batch [5000-5050]	Speed: 145.56 samples/sec	accuracy=0.985625
2020-04-14 19:14:13,839 Epoch[25] Batch [5050-5100]	Speed: 146.42 samples/sec	accuracy=0.983906
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2020-04-14 19:27:19,912 Epoch[25] Batch [5950-6000]	Speed: 146.09 samples/sec	accuracy=0.984062
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2020-04-14 23:26:37,093 Epoch[25] Batch [26000-26050]	Speed: 196.29 samples/sec	accuracy=0.983125
2020-04-14 23:27:09,809 Epoch[25] Batch [26050-26100]	Speed: 195.62 samples/sec	accuracy=0.981563
2020-04-14 23:27:42,414 Epoch[25] Batch [26100-26150]	Speed: 196.29 samples/sec	accuracy=0.982344
2020-04-14 23:28:15,064 Epoch[25] Batch [26150-26200]	Speed: 196.02 samples/sec	accuracy=0.983437
2020-04-14 23:28:47,841 Epoch[25] Batch [26200-26250]	Speed: 195.26 samples/sec	accuracy=0.984844
2020-04-14 23:29:20,267 Epoch[25] Batch [26250-26300]	Speed: 197.37 samples/sec	accuracy=0.983594
2020-04-14 23:29:52,632 Epoch[25] Batch [26300-26350]	Speed: 197.75 samples/sec	accuracy=0.984531
2020-04-14 23:30:24,922 Epoch[25] Batch [26350-26400]	Speed: 198.21 samples/sec	accuracy=0.981563
2020-04-14 23:30:57,459 Epoch[25] Batch [26400-26450]	Speed: 196.70 samples/sec	accuracy=0.981875
2020-04-14 23:31:30,030 Epoch[25] Batch [26450-26500]	Speed: 196.50 samples/sec	accuracy=0.983750
2020-04-14 23:32:02,686 Epoch[25] Batch [26500-26550]	Speed: 195.98 samples/sec	accuracy=0.982187
2020-04-14 23:32:35,519 Epoch[25] Batch [26550-26600]	Speed: 194.93 samples/sec	accuracy=0.983594
2020-04-14 23:33:08,169 Epoch[25] Batch [26600-26650]	Speed: 196.02 samples/sec	accuracy=0.981875
2020-04-14 23:33:40,726 Epoch[25] Batch [26650-26700]	Speed: 196.58 samples/sec	accuracy=0.985938
2020-04-14 23:34:13,703 Epoch[25] Batch [26700-26750]	Speed: 194.08 samples/sec	accuracy=0.981094
2020-04-14 23:34:46,137 Epoch[25] Batch [26750-26800]	Speed: 197.32 samples/sec	accuracy=0.984375
2020-04-14 23:35:19,159 Epoch[25] Batch [26800-26850]	Speed: 193.81 samples/sec	accuracy=0.985469
2020-04-14 23:35:52,197 Epoch[25] Batch [26850-26900]	Speed: 193.72 samples/sec	accuracy=0.982969
2020-04-14 23:36:25,055 Epoch[25] Batch [26900-26950]	Speed: 194.78 samples/sec	accuracy=0.985156
2020-04-14 23:37:04,548 Epoch[25] Batch [26950-27000]	Speed: 162.05 samples/sec	accuracy=0.981719
2020-04-14 23:37:43,849 Epoch[25] Batch [27000-27050]	Speed: 162.84 samples/sec	accuracy=0.985625
2020-04-14 23:38:24,061 Epoch[25] Batch [27050-27100]	Speed: 159.16 samples/sec	accuracy=0.983281
2020-04-14 23:39:03,244 Epoch[25] Batch [27100-27150]	Speed: 163.34 samples/sec	accuracy=0.985000
2020-04-14 23:39:43,636 Epoch[25] Batch [27150-27200]	Speed: 158.45 samples/sec	accuracy=0.985469
2020-04-14 23:40:23,064 Epoch[25] Batch [27200-27250]	Speed: 162.32 samples/sec	accuracy=0.982969
2020-04-14 23:40:55,925 Epoch[25] Batch [27250-27300]	Speed: 194.76 samples/sec	accuracy=0.984688
2020-04-14 23:41:33,239 Epoch[25] Batch [27300-27350]	Speed: 171.52 samples/sec	accuracy=0.985781
2020-04-14 23:42:13,326 Epoch[25] Batch [27350-27400]	Speed: 159.65 samples/sec	accuracy=0.983125
2020-04-14 23:42:52,937 Epoch[25] Batch [27400-27450]	Speed: 161.57 samples/sec	accuracy=0.984531
2020-04-14 23:43:32,682 Epoch[25] Batch [27450-27500]	Speed: 161.03 samples/sec	accuracy=0.985313
2020-04-14 23:44:12,977 Epoch[25] Batch [27500-27550]	Speed: 158.83 samples/sec	accuracy=0.985156
2020-04-14 23:44:52,063 Epoch[25] Batch [27550-27600]	Speed: 163.74 samples/sec	accuracy=0.984531
2020-04-14 23:45:32,150 Epoch[25] Batch [27600-27650]	Speed: 159.66 samples/sec	accuracy=0.986406
2020-04-14 23:46:11,381 Epoch[25] Batch [27650-27700]	Speed: 163.13 samples/sec	accuracy=0.983750
2020-04-14 23:46:51,858 Epoch[25] Batch [27700-27750]	Speed: 158.12 samples/sec	accuracy=0.984531
2020-04-14 23:47:31,380 Epoch[25] Batch [27750-27800]	Speed: 161.94 samples/sec	accuracy=0.981094
2020-04-14 23:48:12,376 Epoch[25] Batch [27800-27850]	Speed: 156.12 samples/sec	accuracy=0.984375
2020-04-14 23:48:51,369 Epoch[25] Batch [27850-27900]	Speed: 164.13 samples/sec	accuracy=0.983437
2020-04-14 23:49:31,558 Epoch[25] Batch [27900-27950]	Speed: 159.25 samples/sec	accuracy=0.986406
2020-04-14 23:50:11,247 Epoch[25] Batch [27950-28000]	Speed: 161.25 samples/sec	accuracy=0.983750
2020-04-14 23:50:51,777 Epoch[25] Batch [28000-28050]	Speed: 157.91 samples/sec	accuracy=0.983750
2020-04-14 23:51:32,731 Epoch[25] Batch [28050-28100]	Speed: 156.28 samples/sec	accuracy=0.984375
2020-04-14 23:52:07,940 Epoch[25] Batch [28100-28150]	Speed: 181.77 samples/sec	accuracy=0.984531
2020-04-14 23:52:40,506 Epoch[25] Batch [28150-28200]	Speed: 196.53 samples/sec	accuracy=0.983281
2020-04-14 23:53:05,881 Epoch[25] Train-accuracy=0.984106
2020-04-14 23:53:05,881 Epoch[25] Time cost=21194.581
2020-04-14 23:53:06,217 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0026.params"
2020-04-15 00:30:29,310 Epoch[25] Validation-accuracy=0.985550
2020-04-15 00:31:19,434 Epoch[26] Batch [0-50]	Speed: 153.50 samples/sec	accuracy=0.983456
2020-04-15 00:32:01,333 Epoch[26] Batch [50-100]	Speed: 152.75 samples/sec	accuracy=0.984375
2020-04-15 00:32:42,577 Epoch[26] Batch [100-150]	Speed: 155.17 samples/sec	accuracy=0.982187
2020-04-15 00:33:22,780 Epoch[26] Batch [150-200]	Speed: 159.19 samples/sec	accuracy=0.984688
2020-04-15 00:34:04,158 Epoch[26] Batch [200-250]	Speed: 154.67 samples/sec	accuracy=0.985781
2020-04-15 00:34:45,845 Epoch[26] Batch [250-300]	Speed: 153.52 samples/sec	accuracy=0.985781
2020-04-15 00:35:27,328 Epoch[26] Batch [300-350]	Speed: 154.28 samples/sec	accuracy=0.985469
2020-04-15 00:36:08,834 Epoch[26] Batch [350-400]	Speed: 154.20 samples/sec	accuracy=0.988594
2020-04-15 00:36:49,732 Epoch[26] Batch [400-450]	Speed: 156.49 samples/sec	accuracy=0.985781
2020-04-15 00:37:30,156 Epoch[26] Batch [450-500]	Speed: 158.32 samples/sec	accuracy=0.985313
2020-04-15 00:38:11,268 Epoch[26] Batch [500-550]	Speed: 155.67 samples/sec	accuracy=0.985625
2020-04-15 00:38:52,595 Epoch[26] Batch [550-600]	Speed: 154.86 samples/sec	accuracy=0.983281
2020-04-15 00:39:33,794 Epoch[26] Batch [600-650]	Speed: 155.34 samples/sec	accuracy=0.984375
2020-04-15 00:40:15,805 Epoch[26] Batch [650-700]	Speed: 152.34 samples/sec	accuracy=0.983437
2020-04-15 00:40:57,265 Epoch[26] Batch [700-750]	Speed: 154.36 samples/sec	accuracy=0.985469
2020-04-15 00:41:38,411 Epoch[26] Batch [750-800]	Speed: 155.55 samples/sec	accuracy=0.984844
2020-04-15 00:42:19,762 Epoch[26] Batch [800-850]	Speed: 154.77 samples/sec	accuracy=0.984844
2020-04-15 00:43:01,108 Epoch[26] Batch [850-900]	Speed: 154.79 samples/sec	accuracy=0.988437
2020-04-15 00:43:42,775 Epoch[26] Batch [900-950]	Speed: 153.60 samples/sec	accuracy=0.984375
2020-04-15 00:44:23,904 Epoch[26] Batch [950-1000]	Speed: 155.61 samples/sec	accuracy=0.983125
2020-04-15 00:45:05,125 Epoch[26] Batch [1000-1050]	Speed: 155.26 samples/sec	accuracy=0.985625
2020-04-15 00:45:47,099 Epoch[26] Batch [1050-1100]	Speed: 152.48 samples/sec	accuracy=0.985781
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2020-04-15 00:47:09,154 Epoch[26] Batch [1150-1200]	Speed: 156.06 samples/sec	accuracy=0.983750
2020-04-15 00:47:50,656 Epoch[26] Batch [1200-1250]	Speed: 154.21 samples/sec	accuracy=0.985313
2020-04-15 00:48:31,283 Epoch[26] Batch [1250-1300]	Speed: 157.53 samples/sec	accuracy=0.985156
2020-04-15 00:49:12,424 Epoch[26] Batch [1300-1350]	Speed: 155.56 samples/sec	accuracy=0.986563
2020-04-15 00:49:54,144 Epoch[26] Batch [1350-1400]	Speed: 153.40 samples/sec	accuracy=0.983594
2020-04-15 00:50:35,678 Epoch[26] Batch [1400-1450]	Speed: 154.09 samples/sec	accuracy=0.985625
2020-04-15 00:51:16,345 Epoch[26] Batch [1450-1500]	Speed: 157.38 samples/sec	accuracy=0.982812
2020-04-15 00:51:57,139 Epoch[26] Batch [1500-1550]	Speed: 156.89 samples/sec	accuracy=0.986250
2020-04-15 00:52:38,640 Epoch[26] Batch [1550-1600]	Speed: 154.21 samples/sec	accuracy=0.982969
2020-04-15 00:53:20,416 Epoch[26] Batch [1600-1650]	Speed: 153.20 samples/sec	accuracy=0.984375
2020-04-15 00:54:01,379 Epoch[26] Batch [1650-1700]	Speed: 156.24 samples/sec	accuracy=0.985938
2020-04-15 00:54:42,529 Epoch[26] Batch [1700-1750]	Speed: 155.53 samples/sec	accuracy=0.983906
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2020-04-15 00:56:46,841 Epoch[26] Batch [1850-1900]	Speed: 156.55 samples/sec	accuracy=0.984531
2020-04-15 00:57:27,902 Epoch[26] Batch [1900-1950]	Speed: 155.87 samples/sec	accuracy=0.985625
2020-04-15 00:58:09,262 Epoch[26] Batch [1950-2000]	Speed: 154.74 samples/sec	accuracy=0.986094
2020-04-15 00:58:49,928 Epoch[26] Batch [2000-2050]	Speed: 157.38 samples/sec	accuracy=0.984531
2020-04-15 00:59:31,739 Epoch[26] Batch [2050-2100]	Speed: 153.07 samples/sec	accuracy=0.983437
2020-04-15 01:00:12,622 Epoch[26] Batch [2100-2150]	Speed: 156.55 samples/sec	accuracy=0.983906
2020-04-15 01:00:53,506 Epoch[26] Batch [2150-2200]	Speed: 156.54 samples/sec	accuracy=0.984375
2020-04-15 01:01:34,480 Epoch[26] Batch [2200-2250]	Speed: 156.20 samples/sec	accuracy=0.982969
2020-04-15 01:02:15,403 Epoch[26] Batch [2250-2300]	Speed: 156.39 samples/sec	accuracy=0.985938
2020-04-15 01:02:56,202 Epoch[26] Batch [2300-2350]	Speed: 156.87 samples/sec	accuracy=0.984844
2020-04-15 01:03:37,639 Epoch[26] Batch [2350-2400]	Speed: 154.45 samples/sec	accuracy=0.985000
2020-04-15 01:04:18,959 Epoch[26] Batch [2400-2450]	Speed: 154.89 samples/sec	accuracy=0.984844
2020-04-15 01:05:01,000 Epoch[26] Batch [2450-2500]	Speed: 152.24 samples/sec	accuracy=0.983437
2020-04-15 01:05:42,123 Epoch[26] Batch [2500-2550]	Speed: 155.63 samples/sec	accuracy=0.985313
2020-04-15 01:06:23,554 Epoch[26] Batch [2550-2600]	Speed: 154.48 samples/sec	accuracy=0.983125
2020-04-15 01:07:05,126 Epoch[26] Batch [2600-2650]	Speed: 153.95 samples/sec	accuracy=0.982500
2020-04-15 01:07:46,165 Epoch[26] Batch [2650-2700]	Speed: 155.95 samples/sec	accuracy=0.984531
2020-04-15 01:08:27,582 Epoch[26] Batch [2700-2750]	Speed: 154.53 samples/sec	accuracy=0.985781
2020-04-15 01:09:09,662 Epoch[26] Batch [2750-2800]	Speed: 152.09 samples/sec	accuracy=0.984844
2020-04-15 01:09:50,546 Epoch[26] Batch [2800-2850]	Speed: 156.54 samples/sec	accuracy=0.983281
2020-04-15 01:10:32,192 Epoch[26] Batch [2850-2900]	Speed: 153.68 samples/sec	accuracy=0.984375
2020-04-15 01:11:13,920 Epoch[26] Batch [2900-2950]	Speed: 153.38 samples/sec	accuracy=0.980000
2020-04-15 01:11:54,997 Epoch[26] Batch [2950-3000]	Speed: 155.80 samples/sec	accuracy=0.985469
2020-04-15 01:12:36,933 Epoch[26] Batch [3000-3050]	Speed: 152.62 samples/sec	accuracy=0.985938
2020-04-15 01:13:18,373 Epoch[26] Batch [3050-3100]	Speed: 154.44 samples/sec	accuracy=0.984219
2020-04-15 01:13:59,765 Epoch[26] Batch [3100-3150]	Speed: 154.62 samples/sec	accuracy=0.984531
2020-04-15 01:14:40,842 Epoch[26] Batch [3150-3200]	Speed: 155.81 samples/sec	accuracy=0.982187
2020-04-15 01:15:22,726 Epoch[26] Batch [3200-3250]	Speed: 152.80 samples/sec	accuracy=0.984531
2020-04-15 01:16:03,694 Epoch[26] Batch [3250-3300]	Speed: 156.22 samples/sec	accuracy=0.981094
2020-04-15 01:16:43,386 Epoch[26] Batch [3300-3350]	Speed: 161.24 samples/sec	accuracy=0.985625
2020-04-15 01:17:16,640 Epoch[26] Batch [3350-3400]	Speed: 192.46 samples/sec	accuracy=0.983437
2020-04-15 01:17:48,858 Epoch[26] Batch [3400-3450]	Speed: 198.65 samples/sec	accuracy=0.983125
2020-04-15 01:18:21,652 Epoch[26] Batch [3450-3500]	Speed: 195.16 samples/sec	accuracy=0.985469
2020-04-15 01:18:54,231 Epoch[26] Batch [3500-3550]	Speed: 196.45 samples/sec	accuracy=0.982969
2020-04-15 01:19:26,785 Epoch[26] Batch [3550-3600]	Speed: 196.60 samples/sec	accuracy=0.988281
2020-04-15 01:19:59,287 Epoch[26] Batch [3600-3650]	Speed: 196.91 samples/sec	accuracy=0.987500
2020-04-15 01:20:31,767 Epoch[26] Batch [3650-3700]	Speed: 197.05 samples/sec	accuracy=0.985781
2020-04-15 01:21:04,204 Epoch[26] Batch [3700-3750]	Speed: 197.31 samples/sec	accuracy=0.986875
2020-04-15 01:21:36,638 Epoch[26] Batch [3750-3800]	Speed: 197.32 samples/sec	accuracy=0.985156
2020-04-15 01:22:09,106 Epoch[26] Batch [3800-3850]	Speed: 197.12 samples/sec	accuracy=0.983281
2020-04-15 01:22:41,660 Epoch[26] Batch [3850-3900]	Speed: 196.60 samples/sec	accuracy=0.983906
2020-04-15 01:23:14,334 Epoch[26] Batch [3900-3950]	Speed: 195.87 samples/sec	accuracy=0.984375
2020-04-15 01:23:47,050 Epoch[26] Batch [3950-4000]	Speed: 195.63 samples/sec	accuracy=0.982969
2020-04-15 01:24:19,788 Epoch[26] Batch [4000-4050]	Speed: 195.49 samples/sec	accuracy=0.984688
2020-04-15 01:24:52,072 Epoch[26] Batch [4050-4100]	Speed: 198.24 samples/sec	accuracy=0.984375
2020-04-15 01:25:24,387 Epoch[26] Batch [4100-4150]	Speed: 198.05 samples/sec	accuracy=0.982031
2020-04-15 01:25:57,217 Epoch[26] Batch [4150-4200]	Speed: 194.95 samples/sec	accuracy=0.984531
2020-04-15 01:26:29,413 Epoch[26] Batch [4200-4250]	Speed: 198.78 samples/sec	accuracy=0.982969
2020-04-15 01:27:02,241 Epoch[26] Batch [4250-4300]	Speed: 194.96 samples/sec	accuracy=0.984531
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2020-04-15 01:28:07,124 Epoch[26] Batch [4350-4400]	Speed: 195.36 samples/sec	accuracy=0.986250
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2020-04-15 01:29:12,300 Epoch[26] Batch [4450-4500]	Speed: 195.16 samples/sec	accuracy=0.985156
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2020-04-15 01:30:17,190 Epoch[26] Batch [4550-4600]	Speed: 198.03 samples/sec	accuracy=0.985313
2020-04-15 01:30:49,762 Epoch[26] Batch [4600-4650]	Speed: 196.49 samples/sec	accuracy=0.982812
2020-04-15 01:31:22,634 Epoch[26] Batch [4650-4700]	Speed: 194.70 samples/sec	accuracy=0.984375
2020-04-15 01:31:55,076 Epoch[26] Batch [4700-4750]	Speed: 197.27 samples/sec	accuracy=0.982344
2020-04-15 01:32:27,555 Epoch[26] Batch [4750-4800]	Speed: 197.05 samples/sec	accuracy=0.983906
2020-04-15 01:33:00,481 Epoch[26] Batch [4800-4850]	Speed: 194.37 samples/sec	accuracy=0.985156
2020-04-15 01:33:32,941 Epoch[26] Batch [4850-4900]	Speed: 197.17 samples/sec	accuracy=0.984375
2020-04-15 01:34:05,894 Epoch[26] Batch [4900-4950]	Speed: 194.22 samples/sec	accuracy=0.979531
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2020-04-15 01:35:11,311 Epoch[26] Batch [5000-5050]	Speed: 196.24 samples/sec	accuracy=0.985469
2020-04-15 01:35:44,018 Epoch[26] Batch [5050-5100]	Speed: 195.68 samples/sec	accuracy=0.984062
2020-04-15 01:36:17,014 Epoch[26] Batch [5100-5150]	Speed: 193.97 samples/sec	accuracy=0.983906
2020-04-15 01:36:49,392 Epoch[26] Batch [5150-5200]	Speed: 197.66 samples/sec	accuracy=0.982656
2020-04-15 01:37:21,951 Epoch[26] Batch [5200-5250]	Speed: 196.57 samples/sec	accuracy=0.983906
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2020-04-15 01:38:26,913 Epoch[26] Batch [5300-5350]	Speed: 196.79 samples/sec	accuracy=0.983281
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2020-04-15 01:41:10,217 Epoch[26] Batch [5550-5600]	Speed: 193.57 samples/sec	accuracy=0.985000
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2020-04-15 01:42:47,481 Epoch[26] Batch [5700-5750]	Speed: 197.55 samples/sec	accuracy=0.987812
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2020-04-15 01:45:30,450 Epoch[26] Batch [5950-6000]	Speed: 195.79 samples/sec	accuracy=0.983750
2020-04-15 01:46:03,116 Epoch[26] Batch [6000-6050]	Speed: 195.92 samples/sec	accuracy=0.983125
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2020-04-15 01:51:27,888 Epoch[26] Batch [6500-6550]	Speed: 197.41 samples/sec	accuracy=0.987344
2020-04-15 01:52:00,435 Epoch[26] Batch [6550-6600]	Speed: 196.64 samples/sec	accuracy=0.981406
2020-04-15 01:52:32,962 Epoch[26] Batch [6600-6650]	Speed: 196.76 samples/sec	accuracy=0.984375
2020-04-15 01:53:05,488 Epoch[26] Batch [6650-6700]	Speed: 196.77 samples/sec	accuracy=0.982344
2020-04-15 01:53:38,394 Epoch[26] Batch [6700-6750]	Speed: 194.49 samples/sec	accuracy=0.986250
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2020-04-15 01:54:43,149 Epoch[26] Batch [6800-6850]	Speed: 198.07 samples/sec	accuracy=0.982187
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2020-04-15 01:55:48,045 Epoch[26] Batch [6900-6950]	Speed: 197.01 samples/sec	accuracy=0.986250
2020-04-15 01:56:20,638 Epoch[26] Batch [6950-7000]	Speed: 196.36 samples/sec	accuracy=0.985313
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2020-04-15 01:57:25,578 Epoch[26] Batch [7050-7100]	Speed: 199.34 samples/sec	accuracy=0.984531
2020-04-15 01:57:57,913 Epoch[26] Batch [7100-7150]	Speed: 197.93 samples/sec	accuracy=0.982187
2020-04-15 01:58:30,502 Epoch[26] Batch [7150-7200]	Speed: 196.39 samples/sec	accuracy=0.983281
2020-04-15 01:59:03,039 Epoch[26] Batch [7200-7250]	Speed: 196.70 samples/sec	accuracy=0.985000
2020-04-15 01:59:35,566 Epoch[26] Batch [7250-7300]	Speed: 196.76 samples/sec	accuracy=0.985000
2020-04-15 02:00:08,068 Epoch[26] Batch [7300-7350]	Speed: 196.91 samples/sec	accuracy=0.986563
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2020-04-15 02:01:45,607 Epoch[26] Batch [7450-7500]	Speed: 196.04 samples/sec	accuracy=0.983594
2020-04-15 02:02:18,336 Epoch[26] Batch [7500-7550]	Speed: 195.55 samples/sec	accuracy=0.982344
2020-04-15 02:02:50,858 Epoch[26] Batch [7550-7600]	Speed: 196.79 samples/sec	accuracy=0.984531
2020-04-15 02:03:23,371 Epoch[26] Batch [7600-7650]	Speed: 196.85 samples/sec	accuracy=0.982969
2020-04-15 02:03:56,242 Epoch[26] Batch [7650-7700]	Speed: 194.70 samples/sec	accuracy=0.985625
2020-04-15 02:04:29,164 Epoch[26] Batch [7700-7750]	Speed: 194.40 samples/sec	accuracy=0.983437
2020-04-15 02:05:01,795 Epoch[26] Batch [7750-7800]	Speed: 196.13 samples/sec	accuracy=0.985156
2020-04-15 02:05:34,390 Epoch[26] Batch [7800-7850]	Speed: 196.35 samples/sec	accuracy=0.981563
2020-04-15 02:06:06,820 Epoch[26] Batch [7850-7900]	Speed: 197.35 samples/sec	accuracy=0.979219
2020-04-15 02:06:39,664 Epoch[26] Batch [7900-7950]	Speed: 194.86 samples/sec	accuracy=0.984531
2020-04-15 02:07:12,306 Epoch[26] Batch [7950-8000]	Speed: 196.07 samples/sec	accuracy=0.982031
2020-04-15 02:07:45,371 Epoch[26] Batch [8000-8050]	Speed: 193.56 samples/sec	accuracy=0.985938
2020-04-15 02:08:17,922 Epoch[26] Batch [8050-8100]	Speed: 196.62 samples/sec	accuracy=0.984375
2020-04-15 02:08:50,873 Epoch[26] Batch [8100-8150]	Speed: 194.23 samples/sec	accuracy=0.983281
2020-04-15 02:09:23,725 Epoch[26] Batch [8150-8200]	Speed: 194.82 samples/sec	accuracy=0.985938
2020-04-15 02:09:56,231 Epoch[26] Batch [8200-8250]	Speed: 196.89 samples/sec	accuracy=0.983437
2020-04-15 02:10:28,679 Epoch[26] Batch [8250-8300]	Speed: 197.24 samples/sec	accuracy=0.981563
2020-04-15 02:11:01,388 Epoch[26] Batch [8300-8350]	Speed: 195.66 samples/sec	accuracy=0.985000
2020-04-15 02:11:34,290 Epoch[26] Batch [8350-8400]	Speed: 194.52 samples/sec	accuracy=0.985469
2020-04-15 02:12:06,060 Epoch[26] Batch [8400-8450]	Speed: 201.45 samples/sec	accuracy=0.983906
2020-04-15 02:12:38,578 Epoch[26] Batch [8450-8500]	Speed: 196.82 samples/sec	accuracy=0.982812
2020-04-15 02:13:11,146 Epoch[26] Batch [8500-8550]	Speed: 196.51 samples/sec	accuracy=0.983437
2020-04-15 02:13:43,384 Epoch[26] Batch [8550-8600]	Speed: 198.52 samples/sec	accuracy=0.983437
2020-04-15 02:14:15,618 Epoch[26] Batch [8600-8650]	Speed: 198.55 samples/sec	accuracy=0.985313
2020-04-15 02:14:48,123 Epoch[26] Batch [8650-8700]	Speed: 196.90 samples/sec	accuracy=0.986406
2020-04-15 02:15:20,372 Epoch[26] Batch [8700-8750]	Speed: 198.46 samples/sec	accuracy=0.983125
2020-04-15 02:15:52,493 Epoch[26] Batch [8750-8800]	Speed: 199.25 samples/sec	accuracy=0.982031
2020-04-15 02:16:25,214 Epoch[26] Batch [8800-8850]	Speed: 195.59 samples/sec	accuracy=0.984688
2020-04-15 02:16:57,732 Epoch[26] Batch [8850-8900]	Speed: 196.81 samples/sec	accuracy=0.985000
2020-04-15 02:17:29,986 Epoch[26] Batch [8900-8950]	Speed: 198.43 samples/sec	accuracy=0.985000
2020-04-15 02:18:02,686 Epoch[26] Batch [8950-9000]	Speed: 195.72 samples/sec	accuracy=0.985313
2020-04-15 02:18:34,918 Epoch[26] Batch [9000-9050]	Speed: 198.56 samples/sec	accuracy=0.985156
2020-04-15 02:19:07,384 Epoch[26] Batch [9050-9100]	Speed: 197.13 samples/sec	accuracy=0.984219
2020-04-15 02:19:39,707 Epoch[26] Batch [9100-9150]	Speed: 198.01 samples/sec	accuracy=0.987187
2020-04-15 02:20:12,234 Epoch[26] Batch [9150-9200]	Speed: 196.76 samples/sec	accuracy=0.982187
2020-04-15 02:20:44,897 Epoch[26] Batch [9200-9250]	Speed: 195.94 samples/sec	accuracy=0.985000
2020-04-15 02:21:17,427 Epoch[26] Batch [9250-9300]	Speed: 196.74 samples/sec	accuracy=0.983594
2020-04-15 02:21:49,956 Epoch[26] Batch [9300-9350]	Speed: 196.75 samples/sec	accuracy=0.985313
2020-04-15 02:22:22,560 Epoch[26] Batch [9350-9400]	Speed: 196.30 samples/sec	accuracy=0.987344
2020-04-15 02:22:55,186 Epoch[26] Batch [9400-9450]	Speed: 196.16 samples/sec	accuracy=0.982969
2020-04-15 02:23:27,435 Epoch[26] Batch [9450-9500]	Speed: 198.46 samples/sec	accuracy=0.984375
2020-04-15 02:23:59,909 Epoch[26] Batch [9500-9550]	Speed: 197.08 samples/sec	accuracy=0.983594
2020-04-15 02:24:32,669 Epoch[26] Batch [9550-9600]	Speed: 195.36 samples/sec	accuracy=0.983125
2020-04-15 02:25:05,140 Epoch[26] Batch [9600-9650]	Speed: 197.10 samples/sec	accuracy=0.986563
2020-04-15 02:25:37,742 Epoch[26] Batch [9650-9700]	Speed: 196.31 samples/sec	accuracy=0.985781
2020-04-15 02:26:10,278 Epoch[26] Batch [9700-9750]	Speed: 196.71 samples/sec	accuracy=0.986719
2020-04-15 02:26:42,993 Epoch[26] Batch [9750-9800]	Speed: 195.62 samples/sec	accuracy=0.983594
2020-04-15 02:27:15,120 Epoch[26] Batch [9800-9850]	Speed: 199.21 samples/sec	accuracy=0.982969
2020-04-15 02:27:47,420 Epoch[26] Batch [9850-9900]	Speed: 198.15 samples/sec	accuracy=0.982812
2020-04-15 02:28:19,685 Epoch[26] Batch [9900-9950]	Speed: 198.36 samples/sec	accuracy=0.983906
2020-04-15 02:28:52,058 Epoch[26] Batch [9950-10000]	Speed: 197.70 samples/sec	accuracy=0.984375
2020-04-15 02:29:24,950 Epoch[26] Batch [10000-10050]	Speed: 194.58 samples/sec	accuracy=0.983594
2020-04-15 02:29:57,465 Epoch[26] Batch [10050-10100]	Speed: 196.84 samples/sec	accuracy=0.984062
2020-04-15 02:30:30,003 Epoch[26] Batch [10100-10150]	Speed: 196.70 samples/sec	accuracy=0.983750
2020-04-15 02:31:02,431 Epoch[26] Batch [10150-10200]	Speed: 197.36 samples/sec	accuracy=0.981094
2020-04-15 02:31:34,776 Epoch[26] Batch [10200-10250]	Speed: 197.87 samples/sec	accuracy=0.987969
2020-04-15 02:32:07,648 Epoch[26] Batch [10250-10300]	Speed: 194.69 samples/sec	accuracy=0.987187
2020-04-15 02:32:40,172 Epoch[26] Batch [10300-10350]	Speed: 196.78 samples/sec	accuracy=0.983437
2020-04-15 02:33:12,685 Epoch[26] Batch [10350-10400]	Speed: 196.84 samples/sec	accuracy=0.983750
2020-04-15 02:33:45,170 Epoch[26] Batch [10400-10450]	Speed: 197.01 samples/sec	accuracy=0.985938
2020-04-15 02:34:17,672 Epoch[26] Batch [10450-10500]	Speed: 196.91 samples/sec	accuracy=0.982969
2020-04-15 02:34:49,868 Epoch[26] Batch [10500-10550]	Speed: 198.78 samples/sec	accuracy=0.986563
2020-04-15 02:35:22,415 Epoch[26] Batch [10550-10600]	Speed: 196.64 samples/sec	accuracy=0.982500
2020-04-15 02:35:54,656 Epoch[26] Batch [10600-10650]	Speed: 198.51 samples/sec	accuracy=0.984219
2020-04-15 02:36:27,481 Epoch[26] Batch [10650-10700]	Speed: 194.97 samples/sec	accuracy=0.985000
2020-04-15 02:37:00,208 Epoch[26] Batch [10700-10750]	Speed: 195.56 samples/sec	accuracy=0.982656
2020-04-15 02:37:32,834 Epoch[26] Batch [10750-10800]	Speed: 196.17 samples/sec	accuracy=0.987031
2020-04-15 02:38:05,063 Epoch[26] Batch [10800-10850]	Speed: 198.58 samples/sec	accuracy=0.983750
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2020-04-15 02:39:09,940 Epoch[26] Batch [10900-10950]	Speed: 196.59 samples/sec	accuracy=0.987031
2020-04-15 02:39:42,405 Epoch[26] Batch [10950-11000]	Speed: 197.14 samples/sec	accuracy=0.983281
2020-04-15 02:40:14,790 Epoch[26] Batch [11000-11050]	Speed: 197.62 samples/sec	accuracy=0.983437
2020-04-15 02:40:47,201 Epoch[26] Batch [11050-11100]	Speed: 197.47 samples/sec	accuracy=0.985469
2020-04-15 02:41:20,013 Epoch[26] Batch [11100-11150]	Speed: 195.05 samples/sec	accuracy=0.984375
2020-04-15 02:41:52,249 Epoch[26] Batch [11150-11200]	Speed: 198.54 samples/sec	accuracy=0.982031
2020-04-15 02:42:24,823 Epoch[26] Batch [11200-11250]	Speed: 196.47 samples/sec	accuracy=0.985625
2020-04-15 02:42:57,225 Epoch[26] Batch [11250-11300]	Speed: 197.52 samples/sec	accuracy=0.985000
2020-04-15 02:43:29,767 Epoch[26] Batch [11300-11350]	Speed: 196.67 samples/sec	accuracy=0.985625
2020-04-15 02:44:02,167 Epoch[26] Batch [11350-11400]	Speed: 197.53 samples/sec	accuracy=0.983125
2020-04-15 02:44:34,696 Epoch[26] Batch [11400-11450]	Speed: 196.75 samples/sec	accuracy=0.981406
2020-04-15 02:45:07,141 Epoch[26] Batch [11450-11500]	Speed: 197.26 samples/sec	accuracy=0.986406
2020-04-15 02:45:39,286 Epoch[26] Batch [11500-11550]	Speed: 199.10 samples/sec	accuracy=0.984688
2020-04-15 02:46:11,732 Epoch[26] Batch [11550-11600]	Speed: 197.25 samples/sec	accuracy=0.986875
2020-04-15 02:46:44,531 Epoch[26] Batch [11600-11650]	Speed: 195.13 samples/sec	accuracy=0.981406
2020-04-15 02:47:16,889 Epoch[26] Batch [11650-11700]	Speed: 197.79 samples/sec	accuracy=0.981406
2020-04-15 02:47:49,356 Epoch[26] Batch [11700-11750]	Speed: 197.13 samples/sec	accuracy=0.985625
2020-04-15 02:48:21,464 Epoch[26] Batch [11750-11800]	Speed: 199.33 samples/sec	accuracy=0.985313
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2020-04-15 02:49:26,336 Epoch[26] Batch [11850-11900]	Speed: 197.74 samples/sec	accuracy=0.982187
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2020-04-15 02:50:31,769 Epoch[26] Batch [11950-12000]	Speed: 194.65 samples/sec	accuracy=0.983281
2020-04-15 02:51:04,247 Epoch[26] Batch [12000-12050]	Speed: 197.06 samples/sec	accuracy=0.985000
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2020-04-15 02:52:08,855 Epoch[26] Batch [12100-12150]	Speed: 197.42 samples/sec	accuracy=0.984062
2020-04-15 02:52:41,883 Epoch[26] Batch [12150-12200]	Speed: 193.78 samples/sec	accuracy=0.985313
2020-04-15 02:53:14,316 Epoch[26] Batch [12200-12250]	Speed: 197.33 samples/sec	accuracy=0.985469
2020-04-15 02:53:46,841 Epoch[26] Batch [12250-12300]	Speed: 196.77 samples/sec	accuracy=0.980625
2020-04-15 02:54:18,608 Epoch[26] Batch [12300-12350]	Speed: 201.47 samples/sec	accuracy=0.983281
2020-04-15 02:54:51,135 Epoch[26] Batch [12350-12400]	Speed: 196.77 samples/sec	accuracy=0.982500
2020-04-15 02:55:24,058 Epoch[26] Batch [12400-12450]	Speed: 194.39 samples/sec	accuracy=0.982812
2020-04-15 02:55:56,613 Epoch[26] Batch [12450-12500]	Speed: 196.59 samples/sec	accuracy=0.982344
2020-04-15 02:56:30,758 Epoch[26] Batch [12500-12550]	Speed: 187.44 samples/sec	accuracy=0.984219
2020-04-15 02:57:05,279 Epoch[26] Batch [12550-12600]	Speed: 185.39 samples/sec	accuracy=0.986719
2020-04-15 02:57:38,010 Epoch[26] Batch [12600-12650]	Speed: 195.54 samples/sec	accuracy=0.985469
2020-04-15 02:58:10,466 Epoch[26] Batch [12650-12700]	Speed: 197.19 samples/sec	accuracy=0.984688
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2020-04-15 02:59:15,304 Epoch[26] Batch [12750-12800]	Speed: 198.16 samples/sec	accuracy=0.980313
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2020-04-15 03:00:20,117 Epoch[26] Batch [12850-12900]	Speed: 196.99 samples/sec	accuracy=0.986875
2020-04-15 03:00:52,925 Epoch[26] Batch [12900-12950]	Speed: 195.07 samples/sec	accuracy=0.982812
2020-04-15 03:01:25,296 Epoch[26] Batch [12950-13000]	Speed: 197.71 samples/sec	accuracy=0.983906
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2020-04-15 03:02:30,347 Epoch[26] Batch [13050-13100]	Speed: 196.40 samples/sec	accuracy=0.982969
2020-04-15 03:03:03,074 Epoch[26] Batch [13100-13150]	Speed: 195.56 samples/sec	accuracy=0.985000
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2020-04-15 03:04:08,071 Epoch[26] Batch [13200-13250]	Speed: 199.13 samples/sec	accuracy=0.985469
2020-04-15 03:04:40,381 Epoch[26] Batch [13250-13300]	Speed: 198.08 samples/sec	accuracy=0.983906
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2020-04-15 03:06:50,502 Epoch[26] Batch [13450-13500]	Speed: 197.25 samples/sec	accuracy=0.983437
2020-04-15 03:07:22,816 Epoch[26] Batch [13500-13550]	Speed: 198.06 samples/sec	accuracy=0.981094
2020-04-15 03:07:55,427 Epoch[26] Batch [13550-13600]	Speed: 196.26 samples/sec	accuracy=0.983594
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2020-04-15 03:09:00,035 Epoch[26] Batch [13650-13700]	Speed: 199.11 samples/sec	accuracy=0.985000
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2020-04-15 03:10:37,688 Epoch[26] Batch [13800-13850]	Speed: 196.88 samples/sec	accuracy=0.981406
2020-04-15 03:11:10,244 Epoch[26] Batch [13850-13900]	Speed: 196.59 samples/sec	accuracy=0.985469
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2020-04-15 03:12:14,683 Epoch[26] Batch [13950-14000]	Speed: 198.40 samples/sec	accuracy=0.984219
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2020-04-15 03:17:39,849 Epoch[26] Batch [14450-14500]	Speed: 196.13 samples/sec	accuracy=0.985938
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2020-04-15 03:19:49,775 Epoch[26] Batch [14650-14700]	Speed: 196.28 samples/sec	accuracy=0.985156
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2020-04-15 03:21:26,784 Epoch[26] Batch [14800-14850]	Speed: 197.26 samples/sec	accuracy=0.983281
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2020-04-15 03:39:19,327 Epoch[26] Batch [16450-16500]	Speed: 198.23 samples/sec	accuracy=0.980938
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2020-04-15 03:40:24,330 Epoch[26] Batch [16550-16600]	Speed: 196.70 samples/sec	accuracy=0.983594
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2020-04-15 03:45:46,671 Epoch[26] Batch [17050-17100]	Speed: 203.48 samples/sec	accuracy=0.983437
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2020-04-15 03:46:49,397 Epoch[26] Batch [17150-17200]	Speed: 204.71 samples/sec	accuracy=0.983437
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2020-04-15 03:58:19,475 Epoch[26] Batch [18250-18300]	Speed: 204.94 samples/sec	accuracy=0.985000
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2020-04-15 03:59:22,231 Epoch[26] Batch [18350-18400]	Speed: 204.66 samples/sec	accuracy=0.984219
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2020-04-15 04:00:24,433 Epoch[26] Batch [18450-18500]	Speed: 206.12 samples/sec	accuracy=0.980625
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2020-04-15 04:01:27,715 Epoch[26] Batch [18550-18600]	Speed: 203.21 samples/sec	accuracy=0.983594
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2020-04-15 04:02:30,691 Epoch[26] Batch [18650-18700]	Speed: 202.17 samples/sec	accuracy=0.983906
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2020-04-15 04:05:38,784 Epoch[26] Batch [18950-19000]	Speed: 201.94 samples/sec	accuracy=0.983281
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2020-04-15 04:11:23,710 Epoch[26] Batch [19500-19550]	Speed: 203.46 samples/sec	accuracy=0.983906
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2020-04-15 04:12:26,906 Epoch[26] Batch [19600-19650]	Speed: 204.55 samples/sec	accuracy=0.982187
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2020-04-15 04:13:29,629 Epoch[26] Batch [19700-19750]	Speed: 202.73 samples/sec	accuracy=0.987187
2020-04-15 04:14:01,146 Epoch[26] Batch [19750-19800]	Speed: 203.07 samples/sec	accuracy=0.982656
2020-04-15 04:14:32,975 Epoch[26] Batch [19800-19850]	Speed: 201.08 samples/sec	accuracy=0.983437
2020-04-15 04:15:04,670 Epoch[26] Batch [19850-19900]	Speed: 201.92 samples/sec	accuracy=0.985469
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2020-04-15 04:16:09,503 Epoch[26] Batch [19950-20000]	Speed: 197.24 samples/sec	accuracy=0.982187
2020-04-15 04:16:42,043 Epoch[26] Batch [20000-20050]	Speed: 196.68 samples/sec	accuracy=0.981406
2020-04-15 04:17:14,721 Epoch[26] Batch [20050-20100]	Speed: 195.85 samples/sec	accuracy=0.984062
2020-04-15 04:17:46,938 Epoch[26] Batch [20100-20150]	Speed: 198.66 samples/sec	accuracy=0.982344
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2020-04-15 04:26:27,315 Epoch[26] Batch [20900-20950]	Speed: 196.27 samples/sec	accuracy=0.986406
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2020-04-15 04:27:32,926 Epoch[26] Batch [21000-21050]	Speed: 194.94 samples/sec	accuracy=0.983437
2020-04-15 04:28:04,982 Epoch[26] Batch [21050-21100]	Speed: 199.65 samples/sec	accuracy=0.983437
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2020-04-15 04:29:09,633 Epoch[26] Batch [21150-21200]	Speed: 195.61 samples/sec	accuracy=0.987344
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2020-04-15 04:59:54,720 Epoch[26] Batch [24000-24050]	Speed: 199.69 samples/sec	accuracy=0.983594
2020-04-15 05:00:27,200 Epoch[26] Batch [24050-24100]	Speed: 197.04 samples/sec	accuracy=0.981406
2020-04-15 05:00:59,292 Epoch[26] Batch [24100-24150]	Speed: 199.43 samples/sec	accuracy=0.984844
2020-04-15 05:01:31,135 Epoch[26] Batch [24150-24200]	Speed: 200.99 samples/sec	accuracy=0.986094
2020-04-15 05:02:03,673 Epoch[26] Batch [24200-24250]	Speed: 196.69 samples/sec	accuracy=0.984688
2020-04-15 05:02:35,962 Epoch[26] Batch [24250-24300]	Speed: 198.21 samples/sec	accuracy=0.983750
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2020-04-15 05:03:41,138 Epoch[26] Batch [24350-24400]	Speed: 194.13 samples/sec	accuracy=0.986406
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2020-04-15 05:10:10,730 Epoch[26] Batch [24950-25000]	Speed: 193.27 samples/sec	accuracy=0.983750
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2020-04-15 05:13:24,785 Epoch[26] Batch [25250-25300]	Speed: 195.72 samples/sec	accuracy=0.982969
2020-04-15 05:13:56,992 Epoch[26] Batch [25300-25350]	Speed: 198.72 samples/sec	accuracy=0.985156
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2020-04-15 05:15:01,889 Epoch[26] Batch [25400-25450]	Speed: 198.40 samples/sec	accuracy=0.982969
2020-04-15 05:15:34,460 Epoch[26] Batch [25450-25500]	Speed: 196.50 samples/sec	accuracy=0.985469
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2020-04-15 05:16:39,201 Epoch[26] Batch [25550-25600]	Speed: 197.79 samples/sec	accuracy=0.985625
2020-04-15 05:17:11,872 Epoch[26] Batch [25600-25650]	Speed: 195.89 samples/sec	accuracy=0.983906
2020-04-15 05:17:44,017 Epoch[26] Batch [25650-25700]	Speed: 199.10 samples/sec	accuracy=0.983125
2020-04-15 05:18:16,738 Epoch[26] Batch [25700-25750]	Speed: 195.59 samples/sec	accuracy=0.982344
2020-04-15 05:18:48,907 Epoch[26] Batch [25750-25800]	Speed: 198.96 samples/sec	accuracy=0.985313
2020-04-15 05:19:21,204 Epoch[26] Batch [25800-25850]	Speed: 198.16 samples/sec	accuracy=0.984531
2020-04-15 05:19:53,763 Epoch[26] Batch [25850-25900]	Speed: 196.56 samples/sec	accuracy=0.982187
2020-04-15 05:20:26,247 Epoch[26] Batch [25900-25950]	Speed: 197.02 samples/sec	accuracy=0.986719
2020-04-15 05:20:58,423 Epoch[26] Batch [25950-26000]	Speed: 198.90 samples/sec	accuracy=0.983750
2020-04-15 05:21:30,517 Epoch[26] Batch [26000-26050]	Speed: 199.42 samples/sec	accuracy=0.982969
2020-04-15 05:22:02,708 Epoch[26] Batch [26050-26100]	Speed: 198.81 samples/sec	accuracy=0.983906
2020-04-15 05:22:35,080 Epoch[26] Batch [26100-26150]	Speed: 197.70 samples/sec	accuracy=0.986563
2020-04-15 05:23:07,326 Epoch[26] Batch [26150-26200]	Speed: 198.48 samples/sec	accuracy=0.986094
2020-04-15 05:23:39,463 Epoch[26] Batch [26200-26250]	Speed: 199.15 samples/sec	accuracy=0.982500
2020-04-15 05:24:12,124 Epoch[26] Batch [26250-26300]	Speed: 195.95 samples/sec	accuracy=0.983281
2020-04-15 05:24:44,763 Epoch[26] Batch [26300-26350]	Speed: 196.09 samples/sec	accuracy=0.985313
2020-04-15 05:25:17,378 Epoch[26] Batch [26350-26400]	Speed: 196.23 samples/sec	accuracy=0.984062
2020-04-15 05:25:49,879 Epoch[26] Batch [26400-26450]	Speed: 196.92 samples/sec	accuracy=0.984844
2020-04-15 05:26:22,360 Epoch[26] Batch [26450-26500]	Speed: 197.04 samples/sec	accuracy=0.982187
2020-04-15 05:26:55,376 Epoch[26] Batch [26500-26550]	Speed: 193.85 samples/sec	accuracy=0.981250
2020-04-15 05:27:27,517 Epoch[26] Batch [26550-26600]	Speed: 199.12 samples/sec	accuracy=0.980313
2020-04-15 05:27:59,509 Epoch[26] Batch [26600-26650]	Speed: 200.05 samples/sec	accuracy=0.985313
2020-04-15 05:28:31,741 Epoch[26] Batch [26650-26700]	Speed: 198.56 samples/sec	accuracy=0.981250
2020-04-15 05:29:04,274 Epoch[26] Batch [26700-26750]	Speed: 196.72 samples/sec	accuracy=0.982812
2020-04-15 05:29:36,920 Epoch[26] Batch [26750-26800]	Speed: 196.05 samples/sec	accuracy=0.982500
2020-04-15 05:30:08,904 Epoch[26] Batch [26800-26850]	Speed: 200.10 samples/sec	accuracy=0.981406
2020-04-15 05:30:41,312 Epoch[26] Batch [26850-26900]	Speed: 197.48 samples/sec	accuracy=0.985625
2020-04-15 05:31:13,607 Epoch[26] Batch [26900-26950]	Speed: 198.18 samples/sec	accuracy=0.984844
2020-04-15 05:31:45,829 Epoch[26] Batch [26950-27000]	Speed: 198.62 samples/sec	accuracy=0.985625
2020-04-15 05:32:18,259 Epoch[26] Batch [27000-27050]	Speed: 197.35 samples/sec	accuracy=0.982187
2020-04-15 05:32:50,518 Epoch[26] Batch [27050-27100]	Speed: 198.40 samples/sec	accuracy=0.985938
2020-04-15 05:33:22,868 Epoch[26] Batch [27100-27150]	Speed: 197.84 samples/sec	accuracy=0.986563
2020-04-15 05:33:55,453 Epoch[26] Batch [27150-27200]	Speed: 196.42 samples/sec	accuracy=0.982500
2020-04-15 05:34:28,105 Epoch[26] Batch [27200-27250]	Speed: 196.00 samples/sec	accuracy=0.983125
2020-04-15 05:35:00,227 Epoch[26] Batch [27250-27300]	Speed: 199.24 samples/sec	accuracy=0.983437
2020-04-15 05:35:32,773 Epoch[26] Batch [27300-27350]	Speed: 196.65 samples/sec	accuracy=0.983281
2020-04-15 05:36:05,455 Epoch[26] Batch [27350-27400]	Speed: 195.83 samples/sec	accuracy=0.984219
2020-04-15 05:36:37,885 Epoch[26] Batch [27400-27450]	Speed: 197.35 samples/sec	accuracy=0.984531
2020-04-15 05:37:10,377 Epoch[26] Batch [27450-27500]	Speed: 196.98 samples/sec	accuracy=0.984062
2020-04-15 05:37:42,662 Epoch[26] Batch [27500-27550]	Speed: 198.24 samples/sec	accuracy=0.985156
2020-04-15 05:38:15,144 Epoch[26] Batch [27550-27600]	Speed: 197.03 samples/sec	accuracy=0.982969
2020-04-15 05:38:47,736 Epoch[26] Batch [27600-27650]	Speed: 196.37 samples/sec	accuracy=0.985313
2020-04-15 05:39:20,350 Epoch[26] Batch [27650-27700]	Speed: 196.24 samples/sec	accuracy=0.984688
2020-04-15 05:39:52,643 Epoch[26] Batch [27700-27750]	Speed: 198.19 samples/sec	accuracy=0.984844
2020-04-15 05:40:25,333 Epoch[26] Batch [27750-27800]	Speed: 195.78 samples/sec	accuracy=0.984531
2020-04-15 05:40:57,884 Epoch[26] Batch [27800-27850]	Speed: 196.62 samples/sec	accuracy=0.985000
2020-04-15 05:41:30,264 Epoch[26] Batch [27850-27900]	Speed: 197.66 samples/sec	accuracy=0.985156
2020-04-15 05:42:02,895 Epoch[26] Batch [27900-27950]	Speed: 196.13 samples/sec	accuracy=0.982656
2020-04-15 05:42:35,424 Epoch[26] Batch [27950-28000]	Speed: 196.75 samples/sec	accuracy=0.989062
2020-04-15 05:43:07,723 Epoch[26] Batch [28000-28050]	Speed: 198.15 samples/sec	accuracy=0.984375
2020-04-15 05:43:40,499 Epoch[26] Batch [28050-28100]	Speed: 195.27 samples/sec	accuracy=0.985313
2020-04-15 05:44:12,974 Epoch[26] Batch [28100-28150]	Speed: 197.07 samples/sec	accuracy=0.984062
2020-04-15 05:44:45,522 Epoch[26] Batch [28150-28200]	Speed: 196.63 samples/sec	accuracy=0.985469
2020-04-15 05:45:10,868 Epoch[26] Train-accuracy=0.984220
2020-04-15 05:45:10,869 Epoch[26] Time cost=18874.174
2020-04-15 05:45:11,049 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-conv-lite-fc-0027.params"
2020-04-15 06:15:22,300 Epoch[26] Validation-accuracy=0.985558
2020-04-15 06:16:01,032 Epoch[27] Batch [0-50]	Speed: 207.44 samples/sec	accuracy=0.985600
2020-04-15 06:16:31,800 Epoch[27] Batch [50-100]	Speed: 208.00 samples/sec	accuracy=0.984062
2020-04-15 06:17:02,562 Epoch[27] Batch [100-150]	Speed: 208.06 samples/sec	accuracy=0.981563
2020-04-15 06:17:33,345 Epoch[27] Batch [150-200]	Speed: 207.90 samples/sec	accuracy=0.984219
2020-04-15 06:18:04,516 Epoch[27] Batch [200-250]	Speed: 205.32 samples/sec	accuracy=0.982812
2020-04-15 06:18:35,306 Epoch[27] Batch [250-300]	Speed: 207.86 samples/sec	accuracy=0.984375
2020-04-15 06:19:05,950 Epoch[27] Batch [300-350]	Speed: 208.85 samples/sec	accuracy=0.983594
2020-04-15 06:19:36,644 Epoch[27] Batch [350-400]	Speed: 208.51 samples/sec	accuracy=0.982812
2020-04-15 06:20:07,364 Epoch[27] Batch [400-450]	Speed: 208.34 samples/sec	accuracy=0.983750
2020-04-15 06:20:38,310 Epoch[27] Batch [450-500]	Speed: 206.81 samples/sec	accuracy=0.985000
2020-04-15 06:21:09,198 Epoch[27] Batch [500-550]	Speed: 207.20 samples/sec	accuracy=0.984531
2020-04-15 06:21:40,082 Epoch[27] Batch [550-600]	Speed: 207.23 samples/sec	accuracy=0.983437
2020-04-15 06:22:10,845 Epoch[27] Batch [600-650]	Speed: 208.04 samples/sec	accuracy=0.983437
2020-04-15 06:22:41,659 Epoch[27] Batch [650-700]	Speed: 207.70 samples/sec	accuracy=0.985156
2020-04-15 06:23:12,520 Epoch[27] Batch [700-750]	Speed: 207.38 samples/sec	accuracy=0.984062
2020-04-15 06:23:43,355 Epoch[27] Batch [750-800]	Speed: 207.55 samples/sec	accuracy=0.985000
2020-04-15 06:24:14,193 Epoch[27] Batch [800-850]	Speed: 207.54 samples/sec	accuracy=0.984219
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2020-04-15 06:25:15,630 Epoch[27] Batch [900-950]	Speed: 208.31 samples/sec	accuracy=0.985781
2020-04-15 06:25:46,244 Epoch[27] Batch [950-1000]	Speed: 209.05 samples/sec	accuracy=0.986406
2020-04-15 06:26:16,895 Epoch[27] Batch [1000-1050]	Speed: 208.80 samples/sec	accuracy=0.985938
2020-04-15 06:26:48,299 Epoch[27] Batch [1050-1100]	Speed: 203.80 samples/sec	accuracy=0.984531
2020-04-15 06:27:20,286 Epoch[27] Batch [1100-1150]	Speed: 200.09 samples/sec	accuracy=0.982031
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2020-04-15 06:28:22,294 Epoch[27] Batch [1200-1250]	Speed: 207.72 samples/sec	accuracy=0.986250
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2020-04-15 06:29:23,713 Epoch[27] Batch [1300-1350]	Speed: 208.20 samples/sec	accuracy=0.984688
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2020-04-15 06:30:25,117 Epoch[27] Batch [1400-1450]	Speed: 208.34 samples/sec	accuracy=0.983281
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2020-04-15 06:49:55,989 Epoch[27] Batch [3300-3350]	Speed: 205.13 samples/sec	accuracy=0.985469
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2020-04-15 06:56:38,270 Epoch[27] Batch [3950-4000]	Speed: 202.39 samples/sec	accuracy=0.983906
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2020-04-15 07:02:17,341 Epoch[27] Batch [4500-4550]	Speed: 207.99 samples/sec	accuracy=0.983281
2020-04-15 07:02:48,056 Epoch[27] Batch [4550-4600]	Speed: 208.37 samples/sec	accuracy=0.985625
2020-04-15 07:03:18,844 Epoch[27] Batch [4600-4650]	Speed: 207.87 samples/sec	accuracy=0.983906
2020-04-15 07:03:49,654 Epoch[27] Batch [4650-4700]	Speed: 207.72 samples/sec	accuracy=0.984375
2020-04-15 07:04:20,495 Epoch[27] Batch [4700-4750]	Speed: 207.52 samples/sec	accuracy=0.985313
2020-04-15 07:04:51,334 Epoch[27] Batch [4750-4800]	Speed: 207.53 samples/sec	accuracy=0.984844
2020-04-15 07:05:22,425 Epoch[27] Batch [4800-4850]	Speed: 205.85 samples/sec	accuracy=0.984062
2020-04-15 07:05:53,186 Epoch[27] Batch [4850-4900]	Speed: 208.05 samples/sec	accuracy=0.983437
2020-04-15 07:06:23,912 Epoch[27] Batch [4900-4950]	Speed: 208.29 samples/sec	accuracy=0.984688
2020-04-15 07:06:54,553 Epoch[27] Batch [4950-5000]	Speed: 208.87 samples/sec	accuracy=0.986094
2020-04-15 07:07:25,153 Epoch[27] Batch [5000-5050]	Speed: 209.15 samples/sec	accuracy=0.982031
2020-04-15 07:07:55,816 Epoch[27] Batch [5050-5100]	Speed: 208.72 samples/sec	accuracy=0.986563
2020-04-15 07:08:26,609 Epoch[27] Batch [5100-5150]	Speed: 207.84 samples/sec	accuracy=0.985000
2020-04-15 07:08:57,328 Epoch[27] Batch [5150-5200]	Speed: 208.34 samples/sec	accuracy=0.986719
2020-04-15 07:09:28,026 Epoch[27] Batch [5200-5250]	Speed: 208.48 samples/sec	accuracy=0.984375
2020-04-15 07:09:58,674 Epoch[27] Batch [5250-5300]	Speed: 208.82 samples/sec	accuracy=0.986563
2020-04-15 07:10:29,387 Epoch[27] Batch [5300-5350]	Speed: 208.38 samples/sec	accuracy=0.986250
2020-04-15 07:11:00,176 Epoch[27] Batch [5350-5400]	Speed: 207.87 samples/sec	accuracy=0.985000
2020-04-15 07:11:30,984 Epoch[27] Batch [5400-5450]	Speed: 207.74 samples/sec	accuracy=0.985625
2020-04-15 07:12:01,793 Epoch[27] Batch [5450-5500]	Speed: 207.73 samples/sec	accuracy=0.987344
2020-04-15 07:12:32,617 Epoch[27] Batch [5500-5550]	Speed: 207.63 samples/sec	accuracy=0.984375
2020-04-15 07:13:03,455 Epoch[27] Batch [5550-5600]	Speed: 207.54 samples/sec	accuracy=0.984219
2020-04-15 07:13:34,364 Epoch[27] Batch [5600-5650]	Speed: 207.06 samples/sec	accuracy=0.985625
2020-04-15 07:14:05,248 Epoch[27] Batch [5650-5700]	Speed: 207.23 samples/sec	accuracy=0.985938
2020-04-15 07:14:36,126 Epoch[27] Batch [5700-5750]	Speed: 207.27 samples/sec	accuracy=0.985625
2020-04-15 07:15:06,860 Epoch[27] Batch [5750-5800]	Speed: 208.24 samples/sec	accuracy=0.983750
2020-04-15 07:15:37,656 Epoch[27] Batch [5800-5850]	Speed: 207.82 samples/sec	accuracy=0.988281
2020-04-15 07:16:08,340 Epoch[27] Batch [5850-5900]	Speed: 208.58 samples/sec	accuracy=0.983437
2020-04-15 07:16:39,196 Epoch[27] Batch [5900-5950]	Speed: 207.42 samples/sec	accuracy=0.984062
2020-04-15 07:17:10,009 Epoch[27] Batch [5950-6000]	Speed: 207.71 samples/sec	accuracy=0.987500
2020-04-15 07:17:40,800 Epoch[27] Batch [6000-6050]	Speed: 207.85 samples/sec	accuracy=0.982500
2020-04-15 07:18:11,535 Epoch[27] Batch [6050-6100]	Speed: 208.24 samples/sec	accuracy=0.984062
2020-04-15 07:18:42,269 Epoch[27] Batch [6100-6150]	Speed: 208.23 samples/sec	accuracy=0.986875
2020-04-15 07:19:13,057 Epoch[27] Batch [6150-6200]	Speed: 207.88 samples/sec	accuracy=0.983906
2020-04-15 07:19:43,851 Epoch[27] Batch [6200-6250]	Speed: 207.83 samples/sec	accuracy=0.983750
2020-04-15 07:20:14,661 Epoch[27] Batch [6250-6300]	Speed: 207.73 samples/sec	accuracy=0.983125
2020-04-15 07:20:45,590 Epoch[27] Batch [6300-6350]	Speed: 206.92 samples/sec	accuracy=0.983906
2020-04-15 07:21:16,832 Epoch[27] Batch [6350-6400]	Speed: 204.86 samples/sec	accuracy=0.983125
2020-04-15 07:21:47,622 Epoch[27] Batch [6400-6450]	Speed: 207.86 samples/sec	accuracy=0.981875
2020-04-15 07:22:18,444 Epoch[27] Batch [6450-6500]	Speed: 207.64 samples/sec	accuracy=0.985625
2020-04-15 07:22:49,370 Epoch[27] Batch [6500-6550]	Speed: 206.95 samples/sec	accuracy=0.984531
2020-04-15 07:23:20,168 Epoch[27] Batch [6550-6600]	Speed: 207.81 samples/sec	accuracy=0.984219
2020-04-15 07:23:50,891 Epoch[27] Batch [6600-6650]	Speed: 208.32 samples/sec	accuracy=0.984688
2020-04-15 07:24:21,618 Epoch[27] Batch [6650-6700]	Speed: 208.28 samples/sec	accuracy=0.982812
2020-04-15 07:24:52,423 Epoch[27] Batch [6700-6750]	Speed: 207.76 samples/sec	accuracy=0.984531
2020-04-15 07:25:23,082 Epoch[27] Batch [6750-6800]	Speed: 208.75 samples/sec	accuracy=0.986250
2020-04-15 07:25:53,816 Epoch[27] Batch [6800-6850]	Speed: 208.24 samples/sec	accuracy=0.986719
2020-04-15 07:26:24,718 Epoch[27] Batch [6850-6900]	Speed: 207.11 samples/sec	accuracy=0.983125
2020-04-15 07:26:55,410 Epoch[27] Batch [6900-6950]	Speed: 208.53 samples/sec	accuracy=0.987656
2020-04-15 07:27:26,238 Epoch[27] Batch [6950-7000]	Speed: 207.60 samples/sec	accuracy=0.984375
2020-04-15 07:27:57,023 Epoch[27] Batch [7000-7050]	Speed: 207.89 samples/sec	accuracy=0.985625
2020-04-15 07:28:27,796 Epoch[27] Batch [7050-7100]	Speed: 207.97 samples/sec	accuracy=0.985000
2020-04-15 07:28:58,553 Epoch[27] Batch [7100-7150]	Speed: 208.09 samples/sec	accuracy=0.982500
2020-04-15 07:29:29,378 Epoch[27] Batch [7150-7200]	Speed: 207.62 samples/sec	accuracy=0.984062
2020-04-15 07:30:00,071 Epoch[27] Batch [7200-7250]	Speed: 208.52 samples/sec	accuracy=0.982344
2020-04-15 07:30:30,733 Epoch[27] Batch [7250-7300]	Speed: 208.72 samples/sec	accuracy=0.986250
2020-04-15 07:31:01,495 Epoch[27] Batch [7300-7350]	Speed: 208.05 samples/sec	accuracy=0.982969
2020-04-15 07:31:32,288 Epoch[27] Batch [7350-7400]	Speed: 207.84 samples/sec	accuracy=0.981406
2020-04-15 07:32:03,089 Epoch[27] Batch [7400-7450]	Speed: 207.79 samples/sec	accuracy=0.982969
2020-04-15 07:32:33,791 Epoch[27] Batch [7450-7500]	Speed: 208.45 samples/sec	accuracy=0.985313
2020-04-15 07:33:04,515 Epoch[27] Batch [7500-7550]	Speed: 208.31 samples/sec	accuracy=0.985625
2020-04-15 07:33:35,349 Epoch[27] Batch [7550-7600]	Speed: 207.56 samples/sec	accuracy=0.983281
2020-04-15 07:34:06,301 Epoch[27] Batch [7600-7650]	Speed: 206.78 samples/sec	accuracy=0.985156
2020-04-15 07:34:37,076 Epoch[27] Batch [7650-7700]	Speed: 207.96 samples/sec	accuracy=0.985469
2020-04-15 07:35:07,860 Epoch[27] Batch [7700-7750]	Speed: 207.90 samples/sec	accuracy=0.984375
2020-04-15 07:35:38,762 Epoch[27] Batch [7750-7800]	Speed: 207.11 samples/sec	accuracy=0.984688
2020-04-15 07:36:09,577 Epoch[27] Batch [7800-7850]	Speed: 207.69 samples/sec	accuracy=0.984531
2020-04-15 07:36:40,355 Epoch[27] Batch [7850-7900]	Speed: 207.95 samples/sec	accuracy=0.988437
2020-04-15 07:37:11,708 Epoch[27] Batch [7900-7950]	Speed: 204.12 samples/sec	accuracy=0.986563
2020-04-15 07:37:42,364 Epoch[27] Batch [7950-8000]	Speed: 208.77 samples/sec	accuracy=0.986875
2020-04-15 07:38:13,165 Epoch[27] Batch [8000-8050]	Speed: 207.79 samples/sec	accuracy=0.984844
2020-04-15 07:38:44,031 Epoch[27] Batch [8050-8100]	Speed: 207.35 samples/sec	accuracy=0.983281
2020-04-15 07:39:14,851 Epoch[27] Batch [8100-8150]	Speed: 207.66 samples/sec	accuracy=0.983437
2020-04-15 07:39:45,722 Epoch[27] Batch [8150-8200]	Speed: 207.31 samples/sec	accuracy=0.986406
2020-04-15 07:40:16,578 Epoch[27] Batch [8200-8250]	Speed: 207.42 samples/sec	accuracy=0.982031
2020-04-15 07:40:47,464 Epoch[27] Batch [8250-8300]	Speed: 207.22 samples/sec	accuracy=0.985625
2020-04-15 07:41:18,282 Epoch[27] Batch [8300-8350]	Speed: 207.67 samples/sec	accuracy=0.985469
2020-04-15 07:41:49,188 Epoch[27] Batch [8350-8400]	Speed: 207.08 samples/sec	accuracy=0.981875
2020-04-15 07:42:20,039 Epoch[27] Batch [8400-8450]	Speed: 207.45 samples/sec	accuracy=0.984219
2020-04-15 07:42:50,746 Epoch[27] Batch [8450-8500]	Speed: 208.42 samples/sec	accuracy=0.987812
2020-04-15 07:43:21,493 Epoch[27] Batch [8500-8550]	Speed: 208.15 samples/sec	accuracy=0.984062
2020-04-15 07:43:52,152 Epoch[27] Batch [8550-8600]	Speed: 208.75 samples/sec	accuracy=0.983594
2020-04-15 07:44:22,836 Epoch[27] Batch [8600-8650]	Speed: 208.58 samples/sec	accuracy=0.982656
2020-04-15 07:44:53,647 Epoch[27] Batch [8650-8700]	Speed: 207.72 samples/sec	accuracy=0.984844
2020-04-15 07:45:24,562 Epoch[27] Batch [8700-8750]	Speed: 207.02 samples/sec	accuracy=0.984062
2020-04-15 07:45:55,386 Epoch[27] Batch [8750-8800]	Speed: 207.63 samples/sec	accuracy=0.984219
2020-04-15 07:46:26,261 Epoch[27] Batch [8800-8850]	Speed: 207.29 samples/sec	accuracy=0.985625
2020-04-15 07:46:57,194 Epoch[27] Batch [8850-8900]	Speed: 206.90 samples/sec	accuracy=0.984531
2020-04-15 07:47:28,122 Epoch[27] Batch [8900-8950]	Speed: 206.93 samples/sec	accuracy=0.985313
2020-04-15 07:47:58,996 Epoch[27] Batch [8950-9000]	Speed: 207.30 samples/sec	accuracy=0.982969
2020-04-15 07:48:29,900 Epoch[27] Batch [9000-9050]	Speed: 207.10 samples/sec	accuracy=0.985469
2020-04-15 07:49:00,846 Epoch[27] Batch [9050-9100]	Speed: 206.81 samples/sec	accuracy=0.983437
2020-04-15 07:49:31,672 Epoch[27] Batch [9100-9150]	Speed: 207.62 samples/sec	accuracy=0.985000
2020-04-15 07:50:02,461 Epoch[27] Batch [9150-9200]	Speed: 207.87 samples/sec	accuracy=0.984844
2020-04-15 07:50:33,242 Epoch[27] Batch [9200-9250]	Speed: 207.93 samples/sec	accuracy=0.985156
2020-04-15 07:51:04,149 Epoch[27] Batch [9250-9300]	Speed: 207.07 samples/sec	accuracy=0.984531
2020-04-15 07:51:34,981 Epoch[27] Batch [9300-9350]	Speed: 207.57 samples/sec	accuracy=0.983906
2020-04-15 07:52:05,861 Epoch[27] Batch [9350-9400]	Speed: 207.25 samples/sec	accuracy=0.983125
2020-04-15 07:52:36,839 Epoch[27] Batch [9400-9450]	Speed: 206.60 samples/sec	accuracy=0.987812
2020-04-15 07:53:08,020 Epoch[27] Batch [9450-9500]	Speed: 205.25 samples/sec	accuracy=0.983281
2020-04-15 07:53:38,808 Epoch[27] Batch [9500-9550]	Speed: 207.88 samples/sec	accuracy=0.982344
2020-04-15 07:54:09,710 Epoch[27] Batch [9550-9600]	Speed: 207.11 samples/sec	accuracy=0.982969
2020-04-15 07:54:40,608 Epoch[27] Batch [9600-9650]	Speed: 207.13 samples/sec	accuracy=0.983594
2020-04-15 07:55:11,590 Epoch[27] Batch [9650-9700]	Speed: 206.58 samples/sec	accuracy=0.986563
2020-04-15 07:55:42,428 Epoch[27] Batch [9700-9750]	Speed: 207.54 samples/sec	accuracy=0.986406
2020-04-15 07:56:13,424 Epoch[27] Batch [9750-9800]	Speed: 206.48 samples/sec	accuracy=0.985313
2020-04-15 07:56:44,124 Epoch[27] Batch [9800-9850]	Speed: 208.47 samples/sec	accuracy=0.988125
2020-04-15 07:57:14,982 Epoch[27] Batch [9850-9900]	Speed: 207.40 samples/sec	accuracy=0.987500
2020-04-15 07:57:45,628 Epoch[27] Batch [9900-9950]	Speed: 208.84 samples/sec	accuracy=0.982344
2020-04-15 07:58:16,290 Epoch[27] Batch [9950-10000]	Speed: 208.73 samples/sec	accuracy=0.986875
2020-04-15 07:58:46,988 Epoch[27] Batch [10000-10050]	Speed: 208.48 samples/sec	accuracy=0.983281
2020-04-15 07:59:17,666 Epoch[27] Batch [10050-10100]	Speed: 208.62 samples/sec	accuracy=0.983437
2020-04-15 07:59:48,333 Epoch[27] Batch [10100-10150]	Speed: 208.70 samples/sec	accuracy=0.984844
2020-04-15 08:00:19,046 Epoch[27] Batch [10150-10200]	Speed: 208.38 samples/sec	accuracy=0.983594
2020-04-15 08:00:49,757 Epoch[27] Batch [10200-10250]	Speed: 208.39 samples/sec	accuracy=0.983906
2020-04-15 08:01:20,433 Epoch[27] Batch [10250-10300]	Speed: 208.63 samples/sec	accuracy=0.984531
2020-04-15 08:01:51,179 Epoch[27] Batch [10300-10350]	Speed: 208.16 samples/sec	accuracy=0.983437
2020-04-15 08:02:22,013 Epoch[27] Batch [10350-10400]	Speed: 207.56 samples/sec	accuracy=0.983281
2020-04-15 08:02:52,702 Epoch[27] Batch [10400-10450]	Speed: 208.54 samples/sec	accuracy=0.983281
2020-04-15 08:03:23,453 Epoch[27] Batch [10450-10500]	Speed: 208.12 samples/sec	accuracy=0.983594
2020-04-15 08:03:54,325 Epoch[27] Batch [10500-10550]	Speed: 207.31 samples/sec	accuracy=0.984219
2020-04-15 08:04:25,160 Epoch[27] Batch [10550-10600]	Speed: 207.56 samples/sec	accuracy=0.984062
2020-04-15 08:04:56,051 Epoch[27] Batch [10600-10650]	Speed: 207.19 samples/sec	accuracy=0.983437
2020-04-15 08:05:27,002 Epoch[27] Batch [10650-10700]	Speed: 206.78 samples/sec	accuracy=0.987969
2020-04-15 08:05:57,581 Epoch[27] Batch [10700-10750]	Speed: 209.29 samples/sec	accuracy=0.984062
2020-04-15 08:06:28,280 Epoch[27] Batch [10750-10800]	Speed: 208.48 samples/sec	accuracy=0.986719
2020-04-15 08:06:58,999 Epoch[27] Batch [10800-10850]	Speed: 208.34 samples/sec	accuracy=0.981250
2020-04-15 08:07:29,729 Epoch[27] Batch [10850-10900]	Speed: 208.26 samples/sec	accuracy=0.982031
2020-04-15 08:08:00,486 Epoch[27] Batch [10900-10950]	Speed: 208.09 samples/sec	accuracy=0.986406
2020-04-15 08:08:31,232 Epoch[27] Batch [10950-11000]	Speed: 208.16 samples/sec	accuracy=0.982656
2020-04-15 08:09:02,312 Epoch[27] Batch [11000-11050]	Speed: 205.92 samples/sec	accuracy=0.984844
2020-04-15 08:09:33,077 Epoch[27] Batch [11050-11100]	Speed: 208.03 samples/sec	accuracy=0.985625
2020-04-15 08:10:03,838 Epoch[27] Batch [11100-11150]	Speed: 208.06 samples/sec	accuracy=0.983437
2020-04-15 08:10:34,676 Epoch[27] Batch [11150-11200]	Speed: 207.54 samples/sec	accuracy=0.985156
2020-04-15 08:11:05,472 Epoch[27] Batch [11200-11250]	Speed: 207.82 samples/sec	accuracy=0.984531
2020-04-15 08:11:36,352 Epoch[27] Batch [11250-11300]	Speed: 207.25 samples/sec	accuracy=0.982656
2020-04-15 08:12:07,144 Epoch[27] Batch [11300-11350]	Speed: 207.85 samples/sec	accuracy=0.982344
2020-04-15 08:12:37,911 Epoch[27] Batch [11350-11400]	Speed: 208.01 samples/sec	accuracy=0.983906
2020-04-15 08:13:08,693 Epoch[27] Batch [11400-11450]	Speed: 207.92 samples/sec	accuracy=0.983125
2020-04-15 08:13:39,543 Epoch[27] Batch [11450-11500]	Speed: 207.46 samples/sec	accuracy=0.983281
2020-04-15 08:14:10,313 Epoch[27] Batch [11500-11550]	Speed: 208.00 samples/sec	accuracy=0.983906
2020-04-15 08:14:40,939 Epoch[27] Batch [11550-11600]	Speed: 208.98 samples/sec	accuracy=0.985313
2020-04-15 08:15:11,625 Epoch[27] Batch [11600-11650]	Speed: 208.56 samples/sec	accuracy=0.985313
2020-04-15 08:15:42,309 Epoch[27] Batch [11650-11700]	Speed: 208.58 samples/sec	accuracy=0.987031
2020-04-15 08:16:13,070 Epoch[27] Batch [11700-11750]	Speed: 208.06 samples/sec	accuracy=0.983281
2020-04-15 08:16:43,843 Epoch[27] Batch [11750-11800]	Speed: 207.97 samples/sec	accuracy=0.986875
2020-04-15 08:17:14,776 Epoch[27] Batch [11800-11850]	Speed: 206.90 samples/sec	accuracy=0.987656
2020-04-15 08:17:45,458 Epoch[27] Batch [11850-11900]	Speed: 208.59 samples/sec	accuracy=0.982969
2020-04-15 08:18:16,787 Epoch[27] Batch [11900-11950]	Speed: 204.29 samples/sec	accuracy=0.983750
2020-04-15 08:18:48,767 Epoch[27] Batch [11950-12000]	Speed: 200.13 samples/sec	accuracy=0.985313
2020-04-15 08:19:20,793 Epoch[27] Batch [12000-12050]	Speed: 199.83 samples/sec	accuracy=0.986406
2020-04-15 08:19:52,946 Epoch[27] Batch [12050-12100]	Speed: 199.05 samples/sec	accuracy=0.984219
2020-04-15 08:20:25,028 Epoch[27] Batch [12100-12150]	Speed: 199.49 samples/sec	accuracy=0.985313
2020-04-15 08:20:55,922 Epoch[27] Batch [12150-12200]	Speed: 207.16 samples/sec	accuracy=0.985625
2020-04-15 08:21:26,677 Epoch[27] Batch [12200-12250]	Speed: 208.10 samples/sec	accuracy=0.983437
2020-04-15 08:21:57,369 Epoch[27] Batch [12250-12300]	Speed: 208.52 samples/sec	accuracy=0.985625
2020-04-15 08:22:28,151 Epoch[27] Batch [12300-12350]	Speed: 207.92 samples/sec	accuracy=0.984688
2020-04-15 08:22:58,884 Epoch[27] Batch [12350-12400]	Speed: 208.25 samples/sec	accuracy=0.981094
2020-04-15 08:23:31,239 Epoch[27] Batch [12400-12450]	Speed: 197.81 samples/sec	accuracy=0.985000
2020-04-15 08:24:03,122 Epoch[27] Batch [12450-12500]	Speed: 200.73 samples/sec	accuracy=0.984531
2020-04-15 08:24:33,920 Epoch[27] Batch [12500-12550]	Speed: 207.81 samples/sec	accuracy=0.983750
2020-04-15 08:25:04,794 Epoch[27] Batch [12550-12600]	Speed: 207.29 samples/sec	accuracy=0.984219
2020-04-15 08:25:35,664 Epoch[27] Batch [12600-12650]	Speed: 207.33 samples/sec	accuracy=0.985000
2020-04-15 08:26:06,524 Epoch[27] Batch [12650-12700]	Speed: 207.39 samples/sec	accuracy=0.985469
2020-04-15 08:26:37,303 Epoch[27] Batch [12700-12750]	Speed: 207.93 samples/sec	accuracy=0.984219
2020-04-15 08:27:07,971 Epoch[27] Batch [12750-12800]	Speed: 208.69 samples/sec	accuracy=0.985313
2020-04-15 08:27:38,654 Epoch[27] Batch [12800-12850]	Speed: 208.59 samples/sec	accuracy=0.984844
2020-04-15 08:28:09,503 Epoch[27] Batch [12850-12900]	Speed: 207.47 samples/sec	accuracy=0.983437
2020-04-15 08:28:40,240 Epoch[27] Batch [12900-12950]	Speed: 208.22 samples/sec	accuracy=0.986563
2020-04-15 08:29:10,908 Epoch[27] Batch [12950-13000]	Speed: 208.69 samples/sec	accuracy=0.984688
2020-04-15 08:29:41,623 Epoch[27] Batch [13000-13050]	Speed: 208.37 samples/sec	accuracy=0.984062
2020-04-15 08:30:13,277 Epoch[27] Batch [13050-13100]	Speed: 202.19 samples/sec	accuracy=0.985781
2020-04-15 08:30:45,282 Epoch[27] Batch [13100-13150]	Speed: 199.97 samples/sec	accuracy=0.987031
2020-04-15 08:31:17,374 Epoch[27] Batch [13150-13200]	Speed: 199.43 samples/sec	accuracy=0.984375
2020-04-15 08:31:49,433 Epoch[27] Batch [13200-13250]	Speed: 199.63 samples/sec	accuracy=0.984531
2020-04-15 08:32:21,302 Epoch[27] Batch [13250-13300]	Speed: 200.83 samples/sec	accuracy=0.986719
2020-04-15 08:32:52,057 Epoch[27] Batch [13300-13350]	Speed: 208.10 samples/sec	accuracy=0.983594
2020-04-15 08:33:22,804 Epoch[27] Batch [13350-13400]	Speed: 208.15 samples/sec	accuracy=0.984688
2020-04-15 08:33:53,541 Epoch[27] Batch [13400-13450]	Speed: 208.22 samples/sec	accuracy=0.984688
2020-04-15 08:34:24,352 Epoch[27] Batch [13450-13500]	Speed: 207.72 samples/sec	accuracy=0.984375
2020-04-15 08:34:54,978 Epoch[27] Batch [13500-13550]	Speed: 208.98 samples/sec	accuracy=0.985625
2020-04-15 08:35:25,703 Epoch[27] Batch [13550-13600]	Speed: 208.30 samples/sec	accuracy=0.983281
2020-04-15 08:35:56,412 Epoch[27] Batch [13600-13650]	Speed: 208.41 samples/sec	accuracy=0.983906
2020-04-15 08:36:27,145 Epoch[27] Batch [13650-13700]	Speed: 208.25 samples/sec	accuracy=0.983594
2020-04-15 08:36:57,874 Epoch[27] Batch [13700-13750]	Speed: 208.27 samples/sec	accuracy=0.986250
2020-04-15 08:37:28,844 Epoch[27] Batch [13750-13800]	Speed: 206.65 samples/sec	accuracy=0.985000
2020-04-15 08:37:59,878 Epoch[27] Batch [13800-13850]	Speed: 206.23 samples/sec	accuracy=0.986406
2020-04-15 08:38:31,297 Epoch[27] Batch [13850-13900]	Speed: 203.70 samples/sec	accuracy=0.984844
2020-04-15 08:39:02,348 Epoch[27] Batch [13900-13950]	Speed: 206.12 samples/sec	accuracy=0.984844
2020-04-15 08:39:38,459 Epoch[27] Batch [13950-14000]	Speed: 177.23 samples/sec	accuracy=0.984531
2020-04-15 08:40:15,213 Epoch[27] Batch [14000-14050]	Speed: 174.13 samples/sec	accuracy=0.984844
2020-04-15 08:40:51,375 Epoch[27] Batch [14050-14100]	Speed: 176.99 samples/sec	accuracy=0.982187
2020-04-15 08:41:27,953 Epoch[27] Batch [14100-14150]	Speed: 174.97 samples/sec	accuracy=0.985000
2020-04-15 08:42:04,515 Epoch[27] Batch [14150-14200]	Speed: 175.04 samples/sec	accuracy=0.982656
2020-04-15 08:42:41,136 Epoch[27] Batch [14200-14250]	Speed: 174.77 samples/sec	accuracy=0.979531
2020-04-15 08:43:17,924 Epoch[27] Batch [14250-14300]	Speed: 173.97 samples/sec	accuracy=0.985469