diff --git "a/train-logs/1.1.0/nohup-densenet-lite-fc.out" "b/train-logs/1.1.0/nohup-densenet-lite-fc.out"
new file mode 100644--- /dev/null
+++ "b/train-logs/1.1.0/nohup-densenet-lite-fc.out"
@@ -0,0 +1,18287 @@
+2020-04-07 17:14:45,316 Using 1 threads for decoding...
+2020-04-07 17:14:45,317 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
+2020-04-07 17:14:45,317 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
+2020-04-07 17:14:55,634 Using 1 threads for decoding...
+2020-04-07 17:14:55,634 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
+2020-04-07 17:14:55,634 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
+[17:15:07] 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 17:15:41,482 Epoch[0] Batch [0-50]	Speed: 236.96 samples/sec	accuracy=0.000000
+2020-04-07 17:16:08,525 Epoch[0] Batch [50-100]	Speed: 236.66 samples/sec	accuracy=0.000000
+2020-04-07 17:16:35,173 Epoch[0] Batch [100-150]	Speed: 240.17 samples/sec	accuracy=0.000000
+2020-04-07 17:17:02,083 Epoch[0] Batch [150-200]	Speed: 237.83 samples/sec	accuracy=0.000000
+2020-04-07 17:17:28,548 Epoch[0] Batch [200-250]	Speed: 241.83 samples/sec	accuracy=0.000000
+2020-04-07 17:17:55,185 Epoch[0] Batch [250-300]	Speed: 240.28 samples/sec	accuracy=0.000000
+2020-04-07 17:18:21,872 Epoch[0] Batch [300-350]	Speed: 239.82 samples/sec	accuracy=0.000000
+2020-04-07 17:18:48,928 Epoch[0] Batch [350-400]	Speed: 236.54 samples/sec	accuracy=0.000000
+2020-04-07 17:19:15,550 Epoch[0] Batch [400-450]	Speed: 240.41 samples/sec	accuracy=0.000000
+2020-04-07 17:19:42,055 Epoch[0] Batch [450-500]	Speed: 241.46 samples/sec	accuracy=0.000000
+2020-04-07 17:20:08,963 Epoch[0] Batch [500-550]	Speed: 237.85 samples/sec	accuracy=0.000000
+2020-04-07 17:20:35,720 Epoch[0] Batch [550-600]	Speed: 239.18 samples/sec	accuracy=0.000000
+2020-04-07 17:21:02,324 Epoch[0] Batch [600-650]	Speed: 240.57 samples/sec	accuracy=0.000000
+2020-04-07 17:21:29,024 Epoch[0] Batch [650-700]	Speed: 239.71 samples/sec	accuracy=0.000000
+2020-04-07 17:21:55,628 Epoch[0] Batch [700-750]	Speed: 240.57 samples/sec	accuracy=0.000000
+2020-04-07 17:22:22,475 Epoch[0] Batch [750-800]	Speed: 238.39 samples/sec	accuracy=0.000000
+2020-04-07 17:22:51,330 Epoch[0] Batch [800-850]	Speed: 221.80 samples/sec	accuracy=0.000000
+2020-04-07 17:23:22,879 Epoch[0] Batch [850-900]	Speed: 202.86 samples/sec	accuracy=0.000000
+2020-04-07 17:23:54,583 Epoch[0] Batch [900-950]	Speed: 201.87 samples/sec	accuracy=0.000000
+2020-04-07 17:24:26,082 Epoch[0] Batch [950-1000]	Speed: 203.18 samples/sec	accuracy=0.000000
+2020-04-07 17:24:57,668 Epoch[0] Batch [1000-1050]	Speed: 202.62 samples/sec	accuracy=0.000000
+2020-04-07 17:25:29,324 Epoch[0] Batch [1050-1100]	Speed: 202.18 samples/sec	accuracy=0.000000
+2020-04-07 17:26:00,962 Epoch[0] Batch [1100-1150]	Speed: 202.29 samples/sec	accuracy=0.000000
+2020-04-07 17:26:30,108 Epoch[0] Batch [1150-1200]	Speed: 219.59 samples/sec	accuracy=0.000000
+2020-04-07 17:26:57,374 Epoch[0] Batch [1200-1250]	Speed: 234.73 samples/sec	accuracy=0.000313
+2020-04-07 17:27:28,943 Epoch[0] Batch [1250-1300]	Speed: 202.74 samples/sec	accuracy=0.001094
+2020-04-07 17:28:00,373 Epoch[0] Batch [1300-1350]	Speed: 203.63 samples/sec	accuracy=0.002344
+2020-04-07 17:28:31,752 Epoch[0] Batch [1350-1400]	Speed: 203.96 samples/sec	accuracy=0.005000
+2020-04-07 17:29:03,140 Epoch[0] Batch [1400-1450]	Speed: 203.90 samples/sec	accuracy=0.007344
+2020-04-07 17:29:34,881 Epoch[0] Batch [1450-1500]	Speed: 201.63 samples/sec	accuracy=0.009844
+2020-04-07 17:30:04,141 Epoch[0] Batch [1500-1550]	Speed: 218.73 samples/sec	accuracy=0.020625
+2020-04-07 17:30:32,212 Epoch[0] Batch [1550-1600]	Speed: 228.00 samples/sec	accuracy=0.023594
+2020-04-07 17:31:03,860 Epoch[0] Batch [1600-1650]	Speed: 202.22 samples/sec	accuracy=0.037344
+2020-04-07 17:31:35,688 Epoch[0] Batch [1650-1700]	Speed: 201.08 samples/sec	accuracy=0.042500
+2020-04-07 17:32:07,459 Epoch[0] Batch [1700-1750]	Speed: 201.44 samples/sec	accuracy=0.055781
+2020-04-07 17:32:39,682 Epoch[0] Batch [1750-1800]	Speed: 198.62 samples/sec	accuracy=0.064531
+2020-04-07 17:33:11,423 Epoch[0] Batch [1800-1850]	Speed: 201.63 samples/sec	accuracy=0.078594
+2020-04-07 17:33:43,121 Epoch[0] Batch [1850-1900]	Speed: 201.91 samples/sec	accuracy=0.091875
+2020-04-07 17:34:14,795 Epoch[0] Batch [1900-1950]	Speed: 202.06 samples/sec	accuracy=0.106875
+2020-04-07 17:34:46,611 Epoch[0] Batch [1950-2000]	Speed: 201.16 samples/sec	accuracy=0.115000
+2020-04-07 17:35:18,387 Epoch[0] Batch [2000-2050]	Speed: 201.41 samples/sec	accuracy=0.120469
+2020-04-07 17:35:50,135 Epoch[0] Batch [2050-2100]	Speed: 201.59 samples/sec	accuracy=0.148125
+2020-04-07 17:36:22,081 Epoch[0] Batch [2100-2150]	Speed: 200.34 samples/sec	accuracy=0.152812
+2020-04-07 17:36:53,615 Epoch[0] Batch [2150-2200]	Speed: 202.96 samples/sec	accuracy=0.167500
+2020-04-07 17:37:25,254 Epoch[0] Batch [2200-2250]	Speed: 202.28 samples/sec	accuracy=0.164531
+2020-04-07 17:37:57,108 Epoch[0] Batch [2250-2300]	Speed: 200.92 samples/sec	accuracy=0.183125
+2020-04-07 17:38:28,856 Epoch[0] Batch [2300-2350]	Speed: 201.59 samples/sec	accuracy=0.186562
+2020-04-07 17:39:00,677 Epoch[0] Batch [2350-2400]	Speed: 201.13 samples/sec	accuracy=0.207031
+2020-04-07 17:39:32,380 Epoch[0] Batch [2400-2450]	Speed: 201.88 samples/sec	accuracy=0.209531
+2020-04-07 17:40:04,272 Epoch[0] Batch [2450-2500]	Speed: 200.68 samples/sec	accuracy=0.226250
+2020-04-07 17:40:36,062 Epoch[0] Batch [2500-2550]	Speed: 201.32 samples/sec	accuracy=0.244219
+2020-04-07 17:41:08,025 Epoch[0] Batch [2550-2600]	Speed: 200.24 samples/sec	accuracy=0.240000
+2020-04-07 17:41:39,673 Epoch[0] Batch [2600-2650]	Speed: 202.23 samples/sec	accuracy=0.261875
+2020-04-07 17:42:11,512 Epoch[0] Batch [2650-2700]	Speed: 201.01 samples/sec	accuracy=0.267656
+2020-04-07 17:42:43,249 Epoch[0] Batch [2700-2750]	Speed: 201.66 samples/sec	accuracy=0.265469
+2020-04-07 17:43:14,988 Epoch[0] Batch [2750-2800]	Speed: 201.65 samples/sec	accuracy=0.276250
+2020-04-07 17:43:46,944 Epoch[0] Batch [2800-2850]	Speed: 200.28 samples/sec	accuracy=0.282031
+2020-04-07 17:44:18,247 Epoch[0] Batch [2850-2900]	Speed: 204.46 samples/sec	accuracy=0.292812
+2020-04-07 17:44:50,143 Epoch[0] Batch [2900-2950]	Speed: 200.65 samples/sec	accuracy=0.296094
+2020-04-07 17:45:21,870 Epoch[0] Batch [2950-3000]	Speed: 201.73 samples/sec	accuracy=0.323594
+2020-04-07 17:45:53,543 Epoch[0] Batch [3000-3050]	Speed: 202.06 samples/sec	accuracy=0.322031
+2020-04-07 17:46:25,421 Epoch[0] Batch [3050-3100]	Speed: 200.77 samples/sec	accuracy=0.323125
+2020-04-07 17:46:57,179 Epoch[0] Batch [3100-3150]	Speed: 201.53 samples/sec	accuracy=0.334219
+2020-04-07 17:47:29,206 Epoch[0] Batch [3150-3200]	Speed: 199.83 samples/sec	accuracy=0.343906
+2020-04-07 17:48:01,008 Epoch[0] Batch [3200-3250]	Speed: 201.25 samples/sec	accuracy=0.341719
+2020-04-07 17:48:32,724 Epoch[0] Batch [3250-3300]	Speed: 201.79 samples/sec	accuracy=0.348438
+2020-04-07 17:49:04,352 Epoch[0] Batch [3300-3350]	Speed: 202.35 samples/sec	accuracy=0.345625
+2020-04-07 17:49:36,259 Epoch[0] Batch [3350-3400]	Speed: 200.59 samples/sec	accuracy=0.369688
+2020-04-07 17:50:07,984 Epoch[0] Batch [3400-3450]	Speed: 201.73 samples/sec	accuracy=0.366250
+2020-04-07 17:50:39,720 Epoch[0] Batch [3450-3500]	Speed: 201.66 samples/sec	accuracy=0.376406
+2020-04-07 17:51:11,421 Epoch[0] Batch [3500-3550]	Speed: 201.89 samples/sec	accuracy=0.382188
+2020-04-07 17:51:43,291 Epoch[0] Batch [3550-3600]	Speed: 200.81 samples/sec	accuracy=0.392813
+2020-04-07 17:52:15,058 Epoch[0] Batch [3600-3650]	Speed: 201.47 samples/sec	accuracy=0.394531
+2020-04-07 17:52:46,921 Epoch[0] Batch [3650-3700]	Speed: 200.86 samples/sec	accuracy=0.393750
+2020-04-07 17:53:18,558 Epoch[0] Batch [3700-3750]	Speed: 202.30 samples/sec	accuracy=0.409062
+2020-04-07 17:53:50,190 Epoch[0] Batch [3750-3800]	Speed: 202.33 samples/sec	accuracy=0.409062
+2020-04-07 17:54:21,779 Epoch[0] Batch [3800-3850]	Speed: 202.60 samples/sec	accuracy=0.412031
+2020-04-07 17:54:53,716 Epoch[0] Batch [3850-3900]	Speed: 200.40 samples/sec	accuracy=0.415000
+2020-04-07 17:55:25,654 Epoch[0] Batch [3900-3950]	Speed: 200.39 samples/sec	accuracy=0.433594
+2020-04-07 17:55:58,424 Epoch[0] Batch [3950-4000]	Speed: 195.30 samples/sec	accuracy=0.426563
+2020-04-07 17:56:30,535 Epoch[0] Batch [4000-4050]	Speed: 199.31 samples/sec	accuracy=0.442500
+2020-04-07 17:57:02,162 Epoch[0] Batch [4050-4100]	Speed: 202.36 samples/sec	accuracy=0.429375
+2020-04-07 17:57:33,911 Epoch[0] Batch [4100-4150]	Speed: 201.58 samples/sec	accuracy=0.450156
+2020-04-07 17:58:05,722 Epoch[0] Batch [4150-4200]	Speed: 201.19 samples/sec	accuracy=0.458437
+2020-04-07 17:58:37,770 Epoch[0] Batch [4200-4250]	Speed: 199.70 samples/sec	accuracy=0.460781
+2020-04-07 17:59:09,813 Epoch[0] Batch [4250-4300]	Speed: 199.73 samples/sec	accuracy=0.454219
+2020-04-07 17:59:41,370 Epoch[0] Batch [4300-4350]	Speed: 202.81 samples/sec	accuracy=0.473281
+2020-04-07 18:00:12,958 Epoch[0] Batch [4350-4400]	Speed: 202.61 samples/sec	accuracy=0.469375
+2020-04-07 18:00:44,784 Epoch[0] Batch [4400-4450]	Speed: 201.09 samples/sec	accuracy=0.474375
+2020-04-07 18:01:16,649 Epoch[0] Batch [4450-4500]	Speed: 200.85 samples/sec	accuracy=0.476094
+2020-04-07 18:01:48,662 Epoch[0] Batch [4500-4550]	Speed: 199.92 samples/sec	accuracy=0.474375
+2020-04-07 18:02:20,479 Epoch[0] Batch [4550-4600]	Speed: 201.15 samples/sec	accuracy=0.485781
+2020-04-07 18:02:52,194 Epoch[0] Batch [4600-4650]	Speed: 201.80 samples/sec	accuracy=0.481563
+2020-04-07 18:03:23,854 Epoch[0] Batch [4650-4700]	Speed: 202.15 samples/sec	accuracy=0.486875
+2020-04-07 18:03:55,427 Epoch[0] Batch [4700-4750]	Speed: 202.71 samples/sec	accuracy=0.481250
+2020-04-07 18:04:27,221 Epoch[0] Batch [4750-4800]	Speed: 201.30 samples/sec	accuracy=0.489531
+2020-04-07 18:04:58,923 Epoch[0] Batch [4800-4850]	Speed: 201.88 samples/sec	accuracy=0.490625
+2020-04-07 18:05:30,838 Epoch[0] Batch [4850-4900]	Speed: 200.53 samples/sec	accuracy=0.492500
+2020-04-07 18:06:02,777 Epoch[0] Batch [4900-4950]	Speed: 200.38 samples/sec	accuracy=0.496250
+2020-04-07 18:06:34,547 Epoch[0] Batch [4950-5000]	Speed: 201.45 samples/sec	accuracy=0.505313
+2020-04-07 18:07:06,451 Epoch[0] Batch [5000-5050]	Speed: 200.61 samples/sec	accuracy=0.515000
+2020-04-07 18:07:38,166 Epoch[0] Batch [5050-5100]	Speed: 201.80 samples/sec	accuracy=0.522188
+2020-04-07 18:08:09,806 Epoch[0] Batch [5100-5150]	Speed: 202.28 samples/sec	accuracy=0.518750
+2020-04-07 18:08:41,648 Epoch[0] Batch [5150-5200]	Speed: 200.99 samples/sec	accuracy=0.515156
+2020-04-07 18:09:13,786 Epoch[0] Batch [5200-5250]	Speed: 199.14 samples/sec	accuracy=0.517344
+2020-04-07 18:09:46,006 Epoch[0] Batch [5250-5300]	Speed: 198.64 samples/sec	accuracy=0.525000
+2020-04-07 18:10:18,064 Epoch[0] Batch [5300-5350]	Speed: 199.64 samples/sec	accuracy=0.528594
+2020-04-07 18:10:49,820 Epoch[0] Batch [5350-5400]	Speed: 201.54 samples/sec	accuracy=0.533750
+2020-04-07 18:11:21,690 Epoch[0] Batch [5400-5450]	Speed: 200.82 samples/sec	accuracy=0.536875
+2020-04-07 18:11:53,369 Epoch[0] Batch [5450-5500]	Speed: 202.03 samples/sec	accuracy=0.530781
+2020-04-07 18:12:25,197 Epoch[0] Batch [5500-5550]	Speed: 201.08 samples/sec	accuracy=0.533906
+2020-04-07 18:12:57,019 Epoch[0] Batch [5550-5600]	Speed: 201.12 samples/sec	accuracy=0.533750
+2020-04-07 18:13:28,919 Epoch[0] Batch [5600-5650]	Speed: 200.63 samples/sec	accuracy=0.541250
+2020-04-07 18:14:00,674 Epoch[0] Batch [5650-5700]	Speed: 201.54 samples/sec	accuracy=0.552188
+2020-04-07 18:14:32,492 Epoch[0] Batch [5700-5750]	Speed: 201.15 samples/sec	accuracy=0.541875
+2020-04-07 18:15:04,635 Epoch[0] Batch [5750-5800]	Speed: 199.11 samples/sec	accuracy=0.551875
+2020-04-07 18:15:36,573 Epoch[0] Batch [5800-5850]	Speed: 200.39 samples/sec	accuracy=0.542656
+2020-04-07 18:16:08,355 Epoch[0] Batch [5850-5900]	Speed: 201.37 samples/sec	accuracy=0.551719
+2020-04-07 18:16:40,138 Epoch[0] Batch [5900-5950]	Speed: 201.37 samples/sec	accuracy=0.563438
+2020-04-07 18:17:11,818 Epoch[0] Batch [5950-6000]	Speed: 202.02 samples/sec	accuracy=0.547656
+2020-04-07 18:17:43,431 Epoch[0] Batch [6000-6050]	Speed: 202.45 samples/sec	accuracy=0.554219
+2020-04-07 18:18:15,006 Epoch[0] Batch [6050-6100]	Speed: 202.69 samples/sec	accuracy=0.565469
+2020-04-07 18:18:46,613 Epoch[0] Batch [6100-6150]	Speed: 202.49 samples/sec	accuracy=0.569063
+2020-04-07 18:19:18,245 Epoch[0] Batch [6150-6200]	Speed: 202.33 samples/sec	accuracy=0.561719
+2020-04-07 18:19:49,817 Epoch[0] Batch [6200-6250]	Speed: 202.71 samples/sec	accuracy=0.560937
+2020-04-07 18:20:21,475 Epoch[0] Batch [6250-6300]	Speed: 202.16 samples/sec	accuracy=0.569375
+2020-04-07 18:20:53,471 Epoch[0] Batch [6300-6350]	Speed: 200.03 samples/sec	accuracy=0.565000
+2020-04-07 18:21:25,178 Epoch[0] Batch [6350-6400]	Speed: 201.85 samples/sec	accuracy=0.572812
+2020-04-07 18:21:56,869 Epoch[0] Batch [6400-6450]	Speed: 201.95 samples/sec	accuracy=0.581562
+2020-04-07 18:22:28,693 Epoch[0] Batch [6450-6500]	Speed: 201.11 samples/sec	accuracy=0.580781
+2020-04-07 18:23:00,306 Epoch[0] Batch [6500-6550]	Speed: 202.45 samples/sec	accuracy=0.581875
+2020-04-07 18:23:31,888 Epoch[0] Batch [6550-6600]	Speed: 202.64 samples/sec	accuracy=0.579375
+2020-04-07 18:24:03,921 Epoch[0] Batch [6600-6650]	Speed: 199.80 samples/sec	accuracy=0.591094
+2020-04-07 18:24:35,849 Epoch[0] Batch [6650-6700]	Speed: 200.45 samples/sec	accuracy=0.584531
+2020-04-07 18:25:07,528 Epoch[0] Batch [6700-6750]	Speed: 202.03 samples/sec	accuracy=0.582812
+2020-04-07 18:25:39,113 Epoch[0] Batch [6750-6800]	Speed: 202.63 samples/sec	accuracy=0.590000
+2020-04-07 18:26:10,874 Epoch[0] Batch [6800-6850]	Speed: 201.51 samples/sec	accuracy=0.585938
+2020-04-07 18:26:42,853 Epoch[0] Batch [6850-6900]	Speed: 200.14 samples/sec	accuracy=0.603750
+2020-04-07 18:27:14,931 Epoch[0] Batch [6900-6950]	Speed: 199.51 samples/sec	accuracy=0.604219
+2020-04-07 18:27:46,767 Epoch[0] Batch [6950-7000]	Speed: 201.03 samples/sec	accuracy=0.607031
+2020-04-07 18:28:18,660 Epoch[0] Batch [7000-7050]	Speed: 200.67 samples/sec	accuracy=0.602812
+2020-04-07 18:28:50,262 Epoch[0] Batch [7050-7100]	Speed: 202.52 samples/sec	accuracy=0.602344
+2020-04-07 18:29:21,867 Epoch[0] Batch [7100-7150]	Speed: 202.50 samples/sec	accuracy=0.607969
+2020-04-07 18:29:53,586 Epoch[0] Batch [7150-7200]	Speed: 201.77 samples/sec	accuracy=0.601250
+2020-04-07 18:30:25,160 Epoch[0] Batch [7200-7250]	Speed: 202.70 samples/sec	accuracy=0.614688
+2020-04-07 18:30:57,167 Epoch[0] Batch [7250-7300]	Speed: 199.96 samples/sec	accuracy=0.599219
+2020-04-07 18:31:28,750 Epoch[0] Batch [7300-7350]	Speed: 202.64 samples/sec	accuracy=0.616719
+2020-04-07 18:32:00,291 Epoch[0] Batch [7350-7400]	Speed: 202.92 samples/sec	accuracy=0.601875
+2020-04-07 18:32:32,122 Epoch[0] Batch [7400-7450]	Speed: 201.06 samples/sec	accuracy=0.613750
+2020-04-07 18:33:03,743 Epoch[0] Batch [7450-7500]	Speed: 202.40 samples/sec	accuracy=0.617188
+2020-04-07 18:33:35,513 Epoch[0] Batch [7500-7550]	Speed: 201.45 samples/sec	accuracy=0.608594
+2020-04-07 18:34:07,387 Epoch[0] Batch [7550-7600]	Speed: 200.79 samples/sec	accuracy=0.615156
+2020-04-07 18:34:39,197 Epoch[0] Batch [7600-7650]	Speed: 201.19 samples/sec	accuracy=0.618281
+2020-04-07 18:35:11,002 Epoch[0] Batch [7650-7700]	Speed: 201.23 samples/sec	accuracy=0.612656
+2020-04-07 18:35:42,736 Epoch[0] Batch [7700-7750]	Speed: 201.68 samples/sec	accuracy=0.615781
+2020-04-07 18:36:14,728 Epoch[0] Batch [7750-7800]	Speed: 200.05 samples/sec	accuracy=0.618125
+2020-04-07 18:36:46,564 Epoch[0] Batch [7800-7850]	Speed: 201.03 samples/sec	accuracy=0.633594
+2020-04-07 18:37:18,822 Epoch[0] Batch [7850-7900]	Speed: 198.40 samples/sec	accuracy=0.632969
+2020-04-07 18:37:50,180 Epoch[0] Batch [7900-7950]	Speed: 204.09 samples/sec	accuracy=0.631406
+2020-04-07 18:38:21,801 Epoch[0] Batch [7950-8000]	Speed: 202.40 samples/sec	accuracy=0.630625
+2020-04-07 18:38:53,723 Epoch[0] Batch [8000-8050]	Speed: 200.49 samples/sec	accuracy=0.632500
+2020-04-07 18:39:25,887 Epoch[0] Batch [8050-8100]	Speed: 198.98 samples/sec	accuracy=0.630938
+2020-04-07 18:39:57,577 Epoch[0] Batch [8100-8150]	Speed: 201.96 samples/sec	accuracy=0.623281
+2020-04-07 18:40:29,239 Epoch[0] Batch [8150-8200]	Speed: 202.13 samples/sec	accuracy=0.627656
+2020-04-07 18:41:01,049 Epoch[0] Batch [8200-8250]	Speed: 201.20 samples/sec	accuracy=0.636094
+2020-04-07 18:41:32,932 Epoch[0] Batch [8250-8300]	Speed: 200.73 samples/sec	accuracy=0.627969
+2020-04-07 18:42:04,355 Epoch[0] Batch [8300-8350]	Speed: 203.68 samples/sec	accuracy=0.652344
+2020-04-07 18:42:36,105 Epoch[0] Batch [8350-8400]	Speed: 201.58 samples/sec	accuracy=0.630000
+2020-04-07 18:43:08,263 Epoch[0] Batch [8400-8450]	Speed: 199.02 samples/sec	accuracy=0.632812
+2020-04-07 18:43:40,215 Epoch[0] Batch [8450-8500]	Speed: 200.30 samples/sec	accuracy=0.641406
+2020-04-07 18:44:12,147 Epoch[0] Batch [8500-8550]	Speed: 200.43 samples/sec	accuracy=0.638281
+2020-04-07 18:44:43,988 Epoch[0] Batch [8550-8600]	Speed: 201.00 samples/sec	accuracy=0.646094
+2020-04-07 18:45:15,711 Epoch[0] Batch [8600-8650]	Speed: 201.75 samples/sec	accuracy=0.645938
+2020-04-07 18:45:47,347 Epoch[0] Batch [8650-8700]	Speed: 202.30 samples/sec	accuracy=0.644062
+2020-04-07 18:46:19,139 Epoch[0] Batch [8700-8750]	Speed: 201.32 samples/sec	accuracy=0.652813
+2020-04-07 18:46:50,856 Epoch[0] Batch [8750-8800]	Speed: 201.78 samples/sec	accuracy=0.652500
+2020-04-07 18:47:22,541 Epoch[0] Batch [8800-8850]	Speed: 201.99 samples/sec	accuracy=0.652813
+2020-04-07 18:47:54,440 Epoch[0] Batch [8850-8900]	Speed: 200.63 samples/sec	accuracy=0.647656
+2020-04-07 18:48:26,182 Epoch[0] Batch [8900-8950]	Speed: 201.63 samples/sec	accuracy=0.657969
+2020-04-07 18:48:58,148 Epoch[0] Batch [8950-9000]	Speed: 200.21 samples/sec	accuracy=0.650625
+2020-04-07 18:49:29,982 Epoch[0] Batch [9000-9050]	Speed: 201.05 samples/sec	accuracy=0.648125
+2020-04-07 18:50:01,503 Epoch[0] Batch [9050-9100]	Speed: 203.04 samples/sec	accuracy=0.656875
+2020-04-07 18:50:33,384 Epoch[0] Batch [9100-9150]	Speed: 200.75 samples/sec	accuracy=0.647656
+2020-04-07 18:51:05,283 Epoch[0] Batch [9150-9200]	Speed: 200.64 samples/sec	accuracy=0.659844
+2020-04-07 18:51:36,894 Epoch[0] Batch [9200-9250]	Speed: 202.46 samples/sec	accuracy=0.662344
+2020-04-07 18:52:08,724 Epoch[0] Batch [9250-9300]	Speed: 201.07 samples/sec	accuracy=0.654375
+2020-04-07 18:52:40,477 Epoch[0] Batch [9300-9350]	Speed: 201.56 samples/sec	accuracy=0.662031
+2020-04-07 18:53:12,023 Epoch[0] Batch [9350-9400]	Speed: 202.88 samples/sec	accuracy=0.665937
+2020-04-07 18:53:43,735 Epoch[0] Batch [9400-9450]	Speed: 201.82 samples/sec	accuracy=0.657656
+2020-04-07 18:54:15,612 Epoch[0] Batch [9450-9500]	Speed: 200.77 samples/sec	accuracy=0.657813
+2020-04-07 18:54:47,196 Epoch[0] Batch [9500-9550]	Speed: 202.63 samples/sec	accuracy=0.656875
+2020-04-07 18:55:18,879 Epoch[0] Batch [9550-9600]	Speed: 202.01 samples/sec	accuracy=0.660156
+2020-04-07 18:55:50,323 Epoch[0] Batch [9600-9650]	Speed: 203.54 samples/sec	accuracy=0.665469
+2020-04-07 18:56:22,211 Epoch[0] Batch [9650-9700]	Speed: 200.70 samples/sec	accuracy=0.677188
+2020-04-07 18:56:54,041 Epoch[0] Batch [9700-9750]	Speed: 201.07 samples/sec	accuracy=0.661719
+2020-04-07 18:57:25,928 Epoch[0] Batch [9750-9800]	Speed: 200.71 samples/sec	accuracy=0.677188
+2020-04-07 18:57:57,541 Epoch[0] Batch [9800-9850]	Speed: 202.45 samples/sec	accuracy=0.663906
+2020-04-07 18:58:29,147 Epoch[0] Batch [9850-9900]	Speed: 202.50 samples/sec	accuracy=0.667969
+2020-04-07 18:59:01,072 Epoch[0] Batch [9900-9950]	Speed: 200.47 samples/sec	accuracy=0.668906
+2020-04-07 18:59:32,910 Epoch[0] Batch [9950-10000]	Speed: 201.02 samples/sec	accuracy=0.668438
+2020-04-07 19:00:04,772 Epoch[0] Batch [10000-10050]	Speed: 200.87 samples/sec	accuracy=0.674063
+2020-04-07 19:00:36,539 Epoch[0] Batch [10050-10100]	Speed: 201.46 samples/sec	accuracy=0.664375
+2020-04-07 19:01:08,348 Epoch[0] Batch [10100-10150]	Speed: 201.21 samples/sec	accuracy=0.674844
+2020-04-07 19:01:40,067 Epoch[0] Batch [10150-10200]	Speed: 201.77 samples/sec	accuracy=0.674219
+2020-04-07 19:02:11,962 Epoch[0] Batch [10200-10250]	Speed: 200.66 samples/sec	accuracy=0.689219
+2020-04-07 19:02:43,845 Epoch[0] Batch [10250-10300]	Speed: 200.74 samples/sec	accuracy=0.677031
+2020-04-07 19:03:15,830 Epoch[0] Batch [10300-10350]	Speed: 200.09 samples/sec	accuracy=0.675781
+2020-04-07 19:03:47,431 Epoch[0] Batch [10350-10400]	Speed: 202.53 samples/sec	accuracy=0.666250
+2020-04-07 19:04:19,268 Epoch[0] Batch [10400-10450]	Speed: 201.02 samples/sec	accuracy=0.664375
+2020-04-07 19:04:50,925 Epoch[0] Batch [10450-10500]	Speed: 202.17 samples/sec	accuracy=0.672031
+2020-04-07 19:05:22,780 Epoch[0] Batch [10500-10550]	Speed: 200.91 samples/sec	accuracy=0.674219
+2020-04-07 19:05:54,643 Epoch[0] Batch [10550-10600]	Speed: 200.86 samples/sec	accuracy=0.693438
+2020-04-07 19:06:26,527 Epoch[0] Batch [10600-10650]	Speed: 200.73 samples/sec	accuracy=0.680312
+2020-04-07 19:06:58,145 Epoch[0] Batch [10650-10700]	Speed: 202.42 samples/sec	accuracy=0.680781
+2020-04-07 19:07:29,882 Epoch[0] Batch [10700-10750]	Speed: 201.66 samples/sec	accuracy=0.693281
+2020-04-07 19:08:01,636 Epoch[0] Batch [10750-10800]	Speed: 201.55 samples/sec	accuracy=0.686094
+2020-04-07 19:08:33,788 Epoch[0] Batch [10800-10850]	Speed: 199.06 samples/sec	accuracy=0.683750
+2020-04-07 19:09:05,603 Epoch[0] Batch [10850-10900]	Speed: 201.16 samples/sec	accuracy=0.683125
+2020-04-07 19:09:37,632 Epoch[0] Batch [10900-10950]	Speed: 199.82 samples/sec	accuracy=0.685469
+2020-04-07 19:10:09,550 Epoch[0] Batch [10950-11000]	Speed: 200.52 samples/sec	accuracy=0.675000
+2020-04-07 19:10:41,718 Epoch[0] Batch [11000-11050]	Speed: 198.95 samples/sec	accuracy=0.690469
+2020-04-07 19:11:13,266 Epoch[0] Batch [11050-11100]	Speed: 202.87 samples/sec	accuracy=0.689844
+2020-04-07 19:11:45,147 Epoch[0] Batch [11100-11150]	Speed: 200.75 samples/sec	accuracy=0.688594
+2020-04-07 19:12:17,126 Epoch[0] Batch [11150-11200]	Speed: 200.13 samples/sec	accuracy=0.700625
+2020-04-07 19:12:49,013 Epoch[0] Batch [11200-11250]	Speed: 200.71 samples/sec	accuracy=0.691562
+2020-04-07 19:13:21,084 Epoch[0] Batch [11250-11300]	Speed: 199.56 samples/sec	accuracy=0.681094
+2020-04-07 19:13:52,939 Epoch[0] Batch [11300-11350]	Speed: 200.91 samples/sec	accuracy=0.691719
+2020-04-07 19:14:24,866 Epoch[0] Batch [11350-11400]	Speed: 200.46 samples/sec	accuracy=0.690000
+2020-04-07 19:14:56,769 Epoch[0] Batch [11400-11450]	Speed: 200.61 samples/sec	accuracy=0.697969
+2020-04-07 19:15:28,837 Epoch[0] Batch [11450-11500]	Speed: 199.58 samples/sec	accuracy=0.694219
+2020-04-07 19:16:00,515 Epoch[0] Batch [11500-11550]	Speed: 202.04 samples/sec	accuracy=0.686719
+2020-04-07 19:16:32,247 Epoch[0] Batch [11550-11600]	Speed: 201.69 samples/sec	accuracy=0.693125
+2020-04-07 19:17:04,168 Epoch[0] Batch [11600-11650]	Speed: 200.50 samples/sec	accuracy=0.707031
+2020-04-07 19:17:36,052 Epoch[0] Batch [11650-11700]	Speed: 200.73 samples/sec	accuracy=0.702812
+2020-04-07 19:18:07,850 Epoch[0] Batch [11700-11750]	Speed: 201.27 samples/sec	accuracy=0.699688
+2020-04-07 19:18:39,464 Epoch[0] Batch [11750-11800]	Speed: 202.44 samples/sec	accuracy=0.700625
+2020-04-07 19:19:11,188 Epoch[0] Batch [11800-11850]	Speed: 201.74 samples/sec	accuracy=0.692344
+2020-04-07 19:19:42,773 Epoch[0] Batch [11850-11900]	Speed: 202.63 samples/sec	accuracy=0.688906
+2020-04-07 19:20:14,488 Epoch[0] Batch [11900-11950]	Speed: 201.80 samples/sec	accuracy=0.695000
+2020-04-07 19:20:46,226 Epoch[0] Batch [11950-12000]	Speed: 201.65 samples/sec	accuracy=0.703281
+2020-04-07 19:21:18,074 Epoch[0] Batch [12000-12050]	Speed: 200.96 samples/sec	accuracy=0.707187
+2020-04-07 19:21:49,813 Epoch[0] Batch [12050-12100]	Speed: 201.65 samples/sec	accuracy=0.691250
+2020-04-07 19:22:21,671 Epoch[0] Batch [12100-12150]	Speed: 200.89 samples/sec	accuracy=0.694844
+2020-04-07 19:22:53,319 Epoch[0] Batch [12150-12200]	Speed: 202.22 samples/sec	accuracy=0.711250
+2020-04-07 19:23:25,284 Epoch[0] Batch [12200-12250]	Speed: 200.23 samples/sec	accuracy=0.706094
+2020-04-07 19:23:57,000 Epoch[0] Batch [12250-12300]	Speed: 201.79 samples/sec	accuracy=0.713437
+2020-04-07 19:24:28,645 Epoch[0] Batch [12300-12350]	Speed: 202.24 samples/sec	accuracy=0.702969
+2020-04-07 19:25:00,859 Epoch[0] Batch [12350-12400]	Speed: 198.68 samples/sec	accuracy=0.715469
+2020-04-07 19:25:32,855 Epoch[0] Batch [12400-12450]	Speed: 200.02 samples/sec	accuracy=0.710156
+2020-04-07 19:26:04,598 Epoch[0] Batch [12450-12500]	Speed: 201.62 samples/sec	accuracy=0.710156
+2020-04-07 19:26:36,474 Epoch[0] Batch [12500-12550]	Speed: 200.78 samples/sec	accuracy=0.711562
+2020-04-07 19:27:08,039 Epoch[0] Batch [12550-12600]	Speed: 202.76 samples/sec	accuracy=0.718594
+2020-04-07 19:27:39,934 Epoch[0] Batch [12600-12650]	Speed: 200.66 samples/sec	accuracy=0.717500
+2020-04-07 19:28:11,812 Epoch[0] Batch [12650-12700]	Speed: 200.76 samples/sec	accuracy=0.703750
+2020-04-07 19:28:43,450 Epoch[0] Batch [12700-12750]	Speed: 202.29 samples/sec	accuracy=0.707500
+2020-04-07 19:29:15,128 Epoch[0] Batch [12750-12800]	Speed: 202.03 samples/sec	accuracy=0.717812
+2020-04-07 19:29:47,010 Epoch[0] Batch [12800-12850]	Speed: 200.74 samples/sec	accuracy=0.710938
+2020-04-07 19:30:18,649 Epoch[0] Batch [12850-12900]	Speed: 202.28 samples/sec	accuracy=0.714531
+2020-04-07 19:30:50,194 Epoch[0] Batch [12900-12950]	Speed: 202.89 samples/sec	accuracy=0.714063
+2020-04-07 19:31:22,220 Epoch[0] Batch [12950-13000]	Speed: 199.84 samples/sec	accuracy=0.719688
+2020-04-07 19:31:53,982 Epoch[0] Batch [13000-13050]	Speed: 201.50 samples/sec	accuracy=0.717187
+2020-04-07 19:32:25,807 Epoch[0] Batch [13050-13100]	Speed: 201.10 samples/sec	accuracy=0.713281
+2020-04-07 19:32:57,586 Epoch[0] Batch [13100-13150]	Speed: 201.39 samples/sec	accuracy=0.712500
+2020-04-07 19:33:29,363 Epoch[0] Batch [13150-13200]	Speed: 201.41 samples/sec	accuracy=0.720625
+2020-04-07 19:34:00,982 Epoch[0] Batch [13200-13250]	Speed: 202.41 samples/sec	accuracy=0.718281
+2020-04-07 19:34:32,758 Epoch[0] Batch [13250-13300]	Speed: 201.41 samples/sec	accuracy=0.723281
+2020-04-07 19:35:04,690 Epoch[0] Batch [13300-13350]	Speed: 200.43 samples/sec	accuracy=0.714063
+2020-04-07 19:35:36,509 Epoch[0] Batch [13350-13400]	Speed: 201.14 samples/sec	accuracy=0.720781
+2020-04-07 19:36:08,319 Epoch[0] Batch [13400-13450]	Speed: 201.20 samples/sec	accuracy=0.716875
+2020-04-07 19:36:40,207 Epoch[0] Batch [13450-13500]	Speed: 200.70 samples/sec	accuracy=0.713437
+2020-04-07 19:37:11,921 Epoch[0] Batch [13500-13550]	Speed: 201.81 samples/sec	accuracy=0.720938
+2020-04-07 19:37:44,073 Epoch[0] Batch [13550-13600]	Speed: 199.06 samples/sec	accuracy=0.729375
+2020-04-07 19:38:15,902 Epoch[0] Batch [13600-13650]	Speed: 201.07 samples/sec	accuracy=0.722812
+2020-04-07 19:38:47,791 Epoch[0] Batch [13650-13700]	Speed: 200.70 samples/sec	accuracy=0.722187
+2020-04-07 19:39:19,724 Epoch[0] Batch [13700-13750]	Speed: 200.42 samples/sec	accuracy=0.717344
+2020-04-07 19:39:51,732 Epoch[0] Batch [13750-13800]	Speed: 199.95 samples/sec	accuracy=0.719688
+2020-04-07 19:40:23,800 Epoch[0] Batch [13800-13850]	Speed: 199.58 samples/sec	accuracy=0.728906
+2020-04-07 19:40:55,864 Epoch[0] Batch [13850-13900]	Speed: 199.60 samples/sec	accuracy=0.728125
+2020-04-07 19:41:27,568 Epoch[0] Batch [13900-13950]	Speed: 201.87 samples/sec	accuracy=0.725781
+2020-04-07 19:41:59,330 Epoch[0] Batch [13950-14000]	Speed: 201.49 samples/sec	accuracy=0.732187
+2020-04-07 19:42:31,336 Epoch[0] Batch [14000-14050]	Speed: 199.96 samples/sec	accuracy=0.728125
+2020-04-07 19:43:03,089 Epoch[0] Batch [14050-14100]	Speed: 201.56 samples/sec	accuracy=0.731563
+2020-04-07 19:43:34,944 Epoch[0] Batch [14100-14150]	Speed: 200.91 samples/sec	accuracy=0.717344
+2020-04-07 19:44:06,944 Epoch[0] Batch [14150-14200]	Speed: 200.00 samples/sec	accuracy=0.719531
+2020-04-07 19:44:38,664 Epoch[0] Batch [14200-14250]	Speed: 201.77 samples/sec	accuracy=0.712031
+2020-04-07 19:45:10,484 Epoch[0] Batch [14250-14300]	Speed: 201.13 samples/sec	accuracy=0.723437
+2020-04-07 19:45:42,225 Epoch[0] Batch [14300-14350]	Speed: 201.63 samples/sec	accuracy=0.718281
+2020-04-07 19:46:14,334 Epoch[0] Batch [14350-14400]	Speed: 199.32 samples/sec	accuracy=0.721250
+2020-04-07 19:46:46,118 Epoch[0] Batch [14400-14450]	Speed: 201.36 samples/sec	accuracy=0.726094
+2020-04-07 19:47:17,708 Epoch[0] Batch [14450-14500]	Speed: 202.60 samples/sec	accuracy=0.721875
+2020-04-07 19:47:49,842 Epoch[0] Batch [14500-14550]	Speed: 199.17 samples/sec	accuracy=0.724375
+2020-04-07 19:48:21,411 Epoch[0] Batch [14550-14600]	Speed: 202.73 samples/sec	accuracy=0.738125
+2020-04-07 19:48:52,881 Epoch[0] Batch [14600-14650]	Speed: 203.37 samples/sec	accuracy=0.726875
+2020-04-07 19:49:24,984 Epoch[0] Batch [14650-14700]	Speed: 199.36 samples/sec	accuracy=0.734062
+2020-04-07 19:49:56,973 Epoch[0] Batch [14700-14750]	Speed: 200.07 samples/sec	accuracy=0.727500
+2020-04-07 19:50:28,751 Epoch[0] Batch [14750-14800]	Speed: 201.39 samples/sec	accuracy=0.727187
+2020-04-07 19:51:01,000 Epoch[0] Batch [14800-14850]	Speed: 198.46 samples/sec	accuracy=0.730000
+2020-04-07 19:51:32,723 Epoch[0] Batch [14850-14900]	Speed: 201.75 samples/sec	accuracy=0.727344
+2020-04-07 19:52:04,301 Epoch[0] Batch [14900-14950]	Speed: 202.67 samples/sec	accuracy=0.725156
+2020-04-07 19:52:36,030 Epoch[0] Batch [14950-15000]	Speed: 201.71 samples/sec	accuracy=0.731719
+2020-04-07 19:53:07,662 Epoch[0] Batch [15000-15050]	Speed: 202.33 samples/sec	accuracy=0.729219
+2020-04-07 19:53:39,740 Epoch[0] Batch [15050-15100]	Speed: 199.51 samples/sec	accuracy=0.732812
+2020-04-07 19:54:11,450 Epoch[0] Batch [15100-15150]	Speed: 201.83 samples/sec	accuracy=0.742188
+2020-04-07 19:54:43,451 Epoch[0] Batch [15150-15200]	Speed: 200.00 samples/sec	accuracy=0.743906
+2020-04-07 19:55:15,593 Epoch[0] Batch [15200-15250]	Speed: 199.12 samples/sec	accuracy=0.743594
+2020-04-07 19:55:47,093 Epoch[0] Batch [15250-15300]	Speed: 203.17 samples/sec	accuracy=0.729531
+2020-04-07 19:56:19,460 Epoch[0] Batch [15300-15350]	Speed: 197.73 samples/sec	accuracy=0.740000
+2020-04-07 19:56:50,969 Epoch[0] Batch [15350-15400]	Speed: 203.12 samples/sec	accuracy=0.727500
+2020-04-07 19:57:22,948 Epoch[0] Batch [15400-15450]	Speed: 200.14 samples/sec	accuracy=0.738437
+2020-04-07 19:57:54,744 Epoch[0] Batch [15450-15500]	Speed: 201.28 samples/sec	accuracy=0.740313
+2020-04-07 19:58:26,433 Epoch[0] Batch [15500-15550]	Speed: 201.97 samples/sec	accuracy=0.727500
+2020-04-07 19:58:58,659 Epoch[0] Batch [15550-15600]	Speed: 198.60 samples/sec	accuracy=0.745625
+2020-04-07 19:59:30,489 Epoch[0] Batch [15600-15650]	Speed: 201.07 samples/sec	accuracy=0.742969
+2020-04-07 20:00:02,258 Epoch[0] Batch [15650-15700]	Speed: 201.45 samples/sec	accuracy=0.729531
+2020-04-07 20:00:33,787 Epoch[0] Batch [15700-15750]	Speed: 202.99 samples/sec	accuracy=0.734062
+2020-04-07 20:01:05,368 Epoch[0] Batch [15750-15800]	Speed: 202.66 samples/sec	accuracy=0.744219
+2020-04-07 20:01:37,624 Epoch[0] Batch [15800-15850]	Speed: 198.41 samples/sec	accuracy=0.739531
+2020-04-07 20:02:09,575 Epoch[0] Batch [15850-15900]	Speed: 200.31 samples/sec	accuracy=0.737500
+2020-04-07 20:02:41,201 Epoch[0] Batch [15900-15950]	Speed: 202.37 samples/sec	accuracy=0.743281
+2020-04-07 20:03:12,753 Epoch[0] Batch [15950-16000]	Speed: 202.84 samples/sec	accuracy=0.742344
+2020-04-07 20:03:44,456 Epoch[0] Batch [16000-16050]	Speed: 201.88 samples/sec	accuracy=0.746250
+2020-04-07 20:04:16,140 Epoch[0] Batch [16050-16100]	Speed: 202.00 samples/sec	accuracy=0.750156
+2020-04-07 20:04:48,079 Epoch[0] Batch [16100-16150]	Speed: 200.38 samples/sec	accuracy=0.746094
+2020-04-07 20:05:19,974 Epoch[0] Batch [16150-16200]	Speed: 200.66 samples/sec	accuracy=0.752188
+2020-04-07 20:05:51,707 Epoch[0] Batch [16200-16250]	Speed: 201.68 samples/sec	accuracy=0.742344
+2020-04-07 20:06:23,566 Epoch[0] Batch [16250-16300]	Speed: 200.88 samples/sec	accuracy=0.747500
+2020-04-07 20:06:55,339 Epoch[0] Batch [16300-16350]	Speed: 201.43 samples/sec	accuracy=0.754687
+2020-04-07 20:07:27,260 Epoch[0] Batch [16350-16400]	Speed: 200.49 samples/sec	accuracy=0.741875
+2020-04-07 20:07:59,077 Epoch[0] Batch [16400-16450]	Speed: 201.15 samples/sec	accuracy=0.745625
+2020-04-07 20:08:30,968 Epoch[0] Batch [16450-16500]	Speed: 200.69 samples/sec	accuracy=0.742500
+2020-04-07 20:09:02,664 Epoch[0] Batch [16500-16550]	Speed: 201.92 samples/sec	accuracy=0.734219
+2020-04-07 20:09:34,666 Epoch[0] Batch [16550-16600]	Speed: 199.99 samples/sec	accuracy=0.745313
+2020-04-07 20:10:06,369 Epoch[0] Batch [16600-16650]	Speed: 201.87 samples/sec	accuracy=0.745000
+2020-04-07 20:10:37,948 Epoch[0] Batch [16650-16700]	Speed: 202.67 samples/sec	accuracy=0.748281
+2020-04-07 20:11:09,923 Epoch[0] Batch [16700-16750]	Speed: 200.15 samples/sec	accuracy=0.749375
+2020-04-07 20:11:41,546 Epoch[0] Batch [16750-16800]	Speed: 202.39 samples/sec	accuracy=0.756563
+2020-04-07 20:12:13,465 Epoch[0] Batch [16800-16850]	Speed: 200.51 samples/sec	accuracy=0.742344
+2020-04-07 20:12:45,353 Epoch[0] Batch [16850-16900]	Speed: 200.70 samples/sec	accuracy=0.742812
+2020-04-07 20:13:16,891 Epoch[0] Batch [16900-16950]	Speed: 202.94 samples/sec	accuracy=0.747188
+2020-04-07 20:13:48,675 Epoch[0] Batch [16950-17000]	Speed: 201.36 samples/sec	accuracy=0.750938
+2020-04-07 20:14:20,561 Epoch[0] Batch [17000-17050]	Speed: 200.71 samples/sec	accuracy=0.742969
+2020-04-07 20:14:52,563 Epoch[0] Batch [17050-17100]	Speed: 199.99 samples/sec	accuracy=0.750156
+2020-04-07 20:15:24,257 Epoch[0] Batch [17100-17150]	Speed: 201.94 samples/sec	accuracy=0.750156
+2020-04-07 20:15:56,178 Epoch[0] Batch [17150-17200]	Speed: 200.49 samples/sec	accuracy=0.752031
+2020-04-07 20:16:28,062 Epoch[0] Batch [17200-17250]	Speed: 200.73 samples/sec	accuracy=0.740000
+2020-04-07 20:16:59,844 Epoch[0] Batch [17250-17300]	Speed: 201.37 samples/sec	accuracy=0.752344
+2020-04-07 20:17:31,618 Epoch[0] Batch [17300-17350]	Speed: 201.42 samples/sec	accuracy=0.745938
+2020-04-07 20:18:03,536 Epoch[0] Batch [17350-17400]	Speed: 200.52 samples/sec	accuracy=0.752969
+2020-04-07 20:18:35,228 Epoch[0] Batch [17400-17450]	Speed: 201.94 samples/sec	accuracy=0.750938
+2020-04-07 20:19:06,774 Epoch[0] Batch [17450-17500]	Speed: 202.88 samples/sec	accuracy=0.753437
+2020-04-07 20:19:38,636 Epoch[0] Batch [17500-17550]	Speed: 200.87 samples/sec	accuracy=0.750625
+2020-04-07 20:20:10,160 Epoch[0] Batch [17550-17600]	Speed: 203.02 samples/sec	accuracy=0.757656
+2020-04-07 20:20:42,153 Epoch[0] Batch [17600-17650]	Speed: 200.05 samples/sec	accuracy=0.756563
+2020-04-07 20:21:14,094 Epoch[0] Batch [17650-17700]	Speed: 200.37 samples/sec	accuracy=0.754531
+2020-04-07 20:21:46,176 Epoch[0] Batch [17700-17750]	Speed: 199.49 samples/sec	accuracy=0.747031
+2020-04-07 20:22:18,207 Epoch[0] Batch [17750-17800]	Speed: 199.81 samples/sec	accuracy=0.752031
+2020-04-07 20:22:49,809 Epoch[0] Batch [17800-17850]	Speed: 202.52 samples/sec	accuracy=0.750625
+2020-04-07 20:23:21,571 Epoch[0] Batch [17850-17900]	Speed: 201.50 samples/sec	accuracy=0.761563
+2020-04-07 20:23:53,374 Epoch[0] Batch [17900-17950]	Speed: 201.24 samples/sec	accuracy=0.758281
+2020-04-07 20:24:25,582 Epoch[0] Batch [17950-18000]	Speed: 198.71 samples/sec	accuracy=0.762031
+2020-04-07 20:24:57,491 Epoch[0] Batch [18000-18050]	Speed: 200.57 samples/sec	accuracy=0.757969
+2020-04-07 20:25:29,289 Epoch[0] Batch [18050-18100]	Speed: 201.27 samples/sec	accuracy=0.749219
+2020-04-07 20:26:01,032 Epoch[0] Batch [18100-18150]	Speed: 201.62 samples/sec	accuracy=0.752500
+2020-04-07 20:26:32,769 Epoch[0] Batch [18150-18200]	Speed: 201.66 samples/sec	accuracy=0.756563
+2020-04-07 20:27:04,538 Epoch[0] Batch [18200-18250]	Speed: 201.45 samples/sec	accuracy=0.767031
+2020-04-07 20:27:36,752 Epoch[0] Batch [18250-18300]	Speed: 198.68 samples/sec	accuracy=0.758906
+2020-04-07 20:28:08,730 Epoch[0] Batch [18300-18350]	Speed: 200.13 samples/sec	accuracy=0.762188
+2020-04-07 20:28:40,364 Epoch[0] Batch [18350-18400]	Speed: 202.32 samples/sec	accuracy=0.748750
+2020-04-07 20:29:12,005 Epoch[0] Batch [18400-18450]	Speed: 202.27 samples/sec	accuracy=0.750625
+2020-04-07 20:29:43,706 Epoch[0] Batch [18450-18500]	Speed: 201.89 samples/sec	accuracy=0.758750
+2020-04-07 20:30:14,145 Epoch[0] Batch [18500-18550]	Speed: 210.26 samples/sec	accuracy=0.764531
+2020-04-07 20:30:44,718 Epoch[0] Batch [18550-18600]	Speed: 209.33 samples/sec	accuracy=0.755938
+2020-04-07 20:31:15,429 Epoch[0] Batch [18600-18650]	Speed: 208.39 samples/sec	accuracy=0.755781
+2020-04-07 20:31:46,186 Epoch[0] Batch [18650-18700]	Speed: 208.09 samples/sec	accuracy=0.751094
+2020-04-07 20:32:16,949 Epoch[0] Batch [18700-18750]	Speed: 208.04 samples/sec	accuracy=0.764219
+2020-04-07 20:32:47,819 Epoch[0] Batch [18750-18800]	Speed: 207.32 samples/sec	accuracy=0.753906
+2020-04-07 20:33:18,442 Epoch[0] Batch [18800-18850]	Speed: 209.00 samples/sec	accuracy=0.750781
+2020-04-07 20:33:49,489 Epoch[0] Batch [18850-18900]	Speed: 206.14 samples/sec	accuracy=0.764219
+2020-04-07 20:34:20,141 Epoch[0] Batch [18900-18950]	Speed: 208.80 samples/sec	accuracy=0.760938
+2020-04-07 20:34:51,056 Epoch[0] Batch [18950-19000]	Speed: 207.02 samples/sec	accuracy=0.760156
+2020-04-07 20:35:22,190 Epoch[0] Batch [19000-19050]	Speed: 205.56 samples/sec	accuracy=0.760156
+2020-04-07 20:35:53,502 Epoch[0] Batch [19050-19100]	Speed: 204.40 samples/sec	accuracy=0.775625
+2020-04-07 20:36:23,838 Epoch[0] Batch [19100-19150]	Speed: 210.97 samples/sec	accuracy=0.765000
+2020-04-07 20:36:54,126 Epoch[0] Batch [19150-19200]	Speed: 211.31 samples/sec	accuracy=0.767500
+2020-04-07 20:37:24,797 Epoch[0] Batch [19200-19250]	Speed: 208.67 samples/sec	accuracy=0.754687
+2020-04-07 20:37:55,289 Epoch[0] Batch [19250-19300]	Speed: 209.89 samples/sec	accuracy=0.762656
+2020-04-07 20:38:25,994 Epoch[0] Batch [19300-19350]	Speed: 208.44 samples/sec	accuracy=0.766094
+2020-04-07 20:38:56,345 Epoch[0] Batch [19350-19400]	Speed: 210.87 samples/sec	accuracy=0.758906
+2020-04-07 20:39:26,929 Epoch[0] Batch [19400-19450]	Speed: 209.26 samples/sec	accuracy=0.764062
+2020-04-07 20:39:58,214 Epoch[0] Batch [19450-19500]	Speed: 204.57 samples/sec	accuracy=0.760625
+2020-04-07 20:40:28,823 Epoch[0] Batch [19500-19550]	Speed: 209.09 samples/sec	accuracy=0.773438
+2020-04-07 20:40:59,539 Epoch[0] Batch [19550-19600]	Speed: 208.36 samples/sec	accuracy=0.770469
+2020-04-07 20:41:30,318 Epoch[0] Batch [19600-19650]	Speed: 207.93 samples/sec	accuracy=0.775781
+2020-04-07 20:42:00,845 Epoch[0] Batch [19650-19700]	Speed: 209.66 samples/sec	accuracy=0.763594
+2020-04-07 20:42:31,796 Epoch[0] Batch [19700-19750]	Speed: 206.78 samples/sec	accuracy=0.760000
+2020-04-07 20:43:03,427 Epoch[0] Batch [19750-19800]	Speed: 202.33 samples/sec	accuracy=0.769844
+2020-04-07 20:43:33,742 Epoch[0] Batch [19800-19850]	Speed: 211.12 samples/sec	accuracy=0.757344
+2020-04-07 20:44:04,608 Epoch[0] Batch [19850-19900]	Speed: 207.35 samples/sec	accuracy=0.757656
+2020-04-07 20:44:35,488 Epoch[0] Batch [19900-19950]	Speed: 207.26 samples/sec	accuracy=0.767656
+2020-04-07 20:45:06,547 Epoch[0] Batch [19950-20000]	Speed: 206.06 samples/sec	accuracy=0.768281
+2020-04-07 20:45:37,243 Epoch[0] Batch [20000-20050]	Speed: 208.49 samples/sec	accuracy=0.765938
+2020-04-07 20:46:07,801 Epoch[0] Batch [20050-20100]	Speed: 209.44 samples/sec	accuracy=0.764844
+2020-04-07 20:46:37,948 Epoch[0] Batch [20100-20150]	Speed: 212.29 samples/sec	accuracy=0.767344
+2020-04-07 20:47:09,331 Epoch[0] Batch [20150-20200]	Speed: 203.93 samples/sec	accuracy=0.767031
+2020-04-07 20:47:39,433 Epoch[0] Batch [20200-20250]	Speed: 212.62 samples/sec	accuracy=0.767500
+2020-04-07 20:48:09,838 Epoch[0] Batch [20250-20300]	Speed: 210.49 samples/sec	accuracy=0.767344
+2020-04-07 20:48:40,546 Epoch[0] Batch [20300-20350]	Speed: 208.42 samples/sec	accuracy=0.770781
+2020-04-07 20:49:10,735 Epoch[0] Batch [20350-20400]	Speed: 212.00 samples/sec	accuracy=0.768750
+2020-04-07 20:49:42,187 Epoch[0] Batch [20400-20450]	Speed: 203.49 samples/sec	accuracy=0.767031
+2020-04-07 20:50:13,154 Epoch[0] Batch [20450-20500]	Speed: 206.67 samples/sec	accuracy=0.768594
+2020-04-07 20:50:44,094 Epoch[0] Batch [20500-20550]	Speed: 206.86 samples/sec	accuracy=0.768125
+2020-04-07 20:51:14,638 Epoch[0] Batch [20550-20600]	Speed: 209.53 samples/sec	accuracy=0.763437
+2020-04-07 20:51:44,845 Epoch[0] Batch [20600-20650]	Speed: 211.88 samples/sec	accuracy=0.754687
+2020-04-07 20:52:15,398 Epoch[0] Batch [20650-20700]	Speed: 209.47 samples/sec	accuracy=0.765312
+2020-04-07 20:52:45,928 Epoch[0] Batch [20700-20750]	Speed: 209.63 samples/sec	accuracy=0.770469
+2020-04-07 20:53:16,471 Epoch[0] Batch [20750-20800]	Speed: 209.54 samples/sec	accuracy=0.768906
+2020-04-07 20:53:47,423 Epoch[0] Batch [20800-20850]	Speed: 206.77 samples/sec	accuracy=0.775312
+2020-04-07 20:54:17,925 Epoch[0] Batch [20850-20900]	Speed: 209.83 samples/sec	accuracy=0.773125
+2020-04-07 20:54:48,642 Epoch[0] Batch [20900-20950]	Speed: 208.36 samples/sec	accuracy=0.782969
+2020-04-07 20:55:18,713 Epoch[0] Batch [20950-21000]	Speed: 212.83 samples/sec	accuracy=0.762188
+2020-04-07 20:55:49,987 Epoch[0] Batch [21000-21050]	Speed: 204.64 samples/sec	accuracy=0.778750
+2020-04-07 20:56:20,555 Epoch[0] Batch [21050-21100]	Speed: 209.37 samples/sec	accuracy=0.773125
+2020-04-07 20:56:52,163 Epoch[0] Batch [21100-21150]	Speed: 202.48 samples/sec	accuracy=0.770000
+2020-04-07 20:57:23,264 Epoch[0] Batch [21150-21200]	Speed: 205.78 samples/sec	accuracy=0.779062
+2020-04-07 20:57:54,320 Epoch[0] Batch [21200-21250]	Speed: 206.08 samples/sec	accuracy=0.766875
+2020-04-07 20:58:25,320 Epoch[0] Batch [21250-21300]	Speed: 206.45 samples/sec	accuracy=0.775625
+2020-04-07 20:58:56,516 Epoch[0] Batch [21300-21350]	Speed: 205.16 samples/sec	accuracy=0.769844
+2020-04-07 20:59:27,007 Epoch[0] Batch [21350-21400]	Speed: 209.90 samples/sec	accuracy=0.776875
+2020-04-07 20:59:57,352 Epoch[0] Batch [21400-21450]	Speed: 210.91 samples/sec	accuracy=0.780000
+2020-04-07 21:00:27,743 Epoch[0] Batch [21450-21500]	Speed: 210.59 samples/sec	accuracy=0.773906
+2020-04-07 21:00:58,774 Epoch[0] Batch [21500-21550]	Speed: 206.25 samples/sec	accuracy=0.778438
+2020-04-07 21:01:29,231 Epoch[0] Batch [21550-21600]	Speed: 210.14 samples/sec	accuracy=0.768906
+2020-04-07 21:02:01,237 Epoch[0] Batch [21600-21650]	Speed: 199.96 samples/sec	accuracy=0.774219
+2020-04-07 21:02:33,447 Epoch[0] Batch [21650-21700]	Speed: 198.70 samples/sec	accuracy=0.780937
+2020-04-07 21:03:05,092 Epoch[0] Batch [21700-21750]	Speed: 202.24 samples/sec	accuracy=0.779219
+2020-04-07 21:03:36,949 Epoch[0] Batch [21750-21800]	Speed: 200.90 samples/sec	accuracy=0.785156
+2020-04-07 21:04:08,978 Epoch[0] Batch [21800-21850]	Speed: 199.83 samples/sec	accuracy=0.784531
+2020-04-07 21:04:40,373 Epoch[0] Batch [21850-21900]	Speed: 203.85 samples/sec	accuracy=0.781406
+2020-04-07 21:05:11,908 Epoch[0] Batch [21900-21950]	Speed: 202.95 samples/sec	accuracy=0.781719
+2020-04-07 21:05:43,849 Epoch[0] Batch [21950-22000]	Speed: 200.38 samples/sec	accuracy=0.772969
+2020-04-07 21:06:15,630 Epoch[0] Batch [22000-22050]	Speed: 201.38 samples/sec	accuracy=0.779219
+2020-04-07 21:06:47,277 Epoch[0] Batch [22050-22100]	Speed: 202.23 samples/sec	accuracy=0.774844
+2020-04-07 21:07:19,600 Epoch[0] Batch [22100-22150]	Speed: 198.00 samples/sec	accuracy=0.783281
+2020-04-07 21:07:51,519 Epoch[0] Batch [22150-22200]	Speed: 200.51 samples/sec	accuracy=0.766406
+2020-04-07 21:08:23,402 Epoch[0] Batch [22200-22250]	Speed: 200.73 samples/sec	accuracy=0.774687
+2020-04-07 21:08:54,938 Epoch[0] Batch [22250-22300]	Speed: 202.94 samples/sec	accuracy=0.778750
+2020-04-07 21:09:26,601 Epoch[0] Batch [22300-22350]	Speed: 202.13 samples/sec	accuracy=0.775469
+2020-04-07 21:09:58,377 Epoch[0] Batch [22350-22400]	Speed: 201.41 samples/sec	accuracy=0.782344
+2020-04-07 21:10:30,298 Epoch[0] Batch [22400-22450]	Speed: 200.50 samples/sec	accuracy=0.775625
+2020-04-07 21:11:02,193 Epoch[0] Batch [22450-22500]	Speed: 200.66 samples/sec	accuracy=0.778750
+2020-04-07 21:11:34,076 Epoch[0] Batch [22500-22550]	Speed: 200.74 samples/sec	accuracy=0.782031
+2020-04-07 21:12:05,809 Epoch[0] Batch [22550-22600]	Speed: 201.68 samples/sec	accuracy=0.771875
+2020-04-07 21:12:37,644 Epoch[0] Batch [22600-22650]	Speed: 201.04 samples/sec	accuracy=0.776719
+2020-04-07 21:13:09,631 Epoch[0] Batch [22650-22700]	Speed: 200.08 samples/sec	accuracy=0.783594
+2020-04-07 21:13:41,401 Epoch[0] Batch [22700-22750]	Speed: 201.45 samples/sec	accuracy=0.781094
+2020-04-07 21:14:13,345 Epoch[0] Batch [22750-22800]	Speed: 200.35 samples/sec	accuracy=0.786406
+2020-04-07 21:14:45,505 Epoch[0] Batch [22800-22850]	Speed: 199.00 samples/sec	accuracy=0.781250
+2020-04-07 21:15:17,187 Epoch[0] Batch [22850-22900]	Speed: 202.01 samples/sec	accuracy=0.768906
+2020-04-07 21:15:48,907 Epoch[0] Batch [22900-22950]	Speed: 201.77 samples/sec	accuracy=0.781094
+2020-04-07 21:16:20,839 Epoch[0] Batch [22950-23000]	Speed: 200.43 samples/sec	accuracy=0.778125
+2020-04-07 21:16:52,809 Epoch[0] Batch [23000-23050]	Speed: 200.19 samples/sec	accuracy=0.777969
+2020-04-07 21:17:24,919 Epoch[0] Batch [23050-23100]	Speed: 199.31 samples/sec	accuracy=0.786875
+2020-04-07 21:17:56,649 Epoch[0] Batch [23100-23150]	Speed: 201.71 samples/sec	accuracy=0.780312
+2020-04-07 21:18:28,538 Epoch[0] Batch [23150-23200]	Speed: 200.69 samples/sec	accuracy=0.786094
+2020-04-07 21:18:59,982 Epoch[0] Batch [23200-23250]	Speed: 203.54 samples/sec	accuracy=0.775937
+2020-04-07 21:19:31,532 Epoch[0] Batch [23250-23300]	Speed: 202.86 samples/sec	accuracy=0.777656
+2020-04-07 21:20:03,587 Epoch[0] Batch [23300-23350]	Speed: 199.66 samples/sec	accuracy=0.785156
+2020-04-07 21:20:35,064 Epoch[0] Batch [23350-23400]	Speed: 203.32 samples/sec	accuracy=0.791094
+2020-04-07 21:21:06,960 Epoch[0] Batch [23400-23450]	Speed: 200.65 samples/sec	accuracy=0.784531
+2020-04-07 21:21:38,656 Epoch[0] Batch [23450-23500]	Speed: 201.92 samples/sec	accuracy=0.782031
+2020-04-07 21:22:10,659 Epoch[0] Batch [23500-23550]	Speed: 199.99 samples/sec	accuracy=0.789687
+2020-04-07 21:22:42,225 Epoch[0] Batch [23550-23600]	Speed: 202.75 samples/sec	accuracy=0.785937
+2020-04-07 21:23:14,038 Epoch[0] Batch [23600-23650]	Speed: 201.18 samples/sec	accuracy=0.774062
+2020-04-07 21:23:46,146 Epoch[0] Batch [23650-23700]	Speed: 199.32 samples/sec	accuracy=0.780781
+2020-04-07 21:24:18,237 Epoch[0] Batch [23700-23750]	Speed: 199.44 samples/sec	accuracy=0.777656
+2020-04-07 21:24:50,115 Epoch[0] Batch [23750-23800]	Speed: 200.77 samples/sec	accuracy=0.775781
+2020-04-07 21:25:22,142 Epoch[0] Batch [23800-23850]	Speed: 199.83 samples/sec	accuracy=0.787031
+2020-04-07 21:25:54,254 Epoch[0] Batch [23850-23900]	Speed: 199.31 samples/sec	accuracy=0.778906
+2020-04-07 21:26:26,075 Epoch[0] Batch [23900-23950]	Speed: 201.13 samples/sec	accuracy=0.785781
+2020-04-07 21:26:57,927 Epoch[0] Batch [23950-24000]	Speed: 200.93 samples/sec	accuracy=0.786094
+2020-04-07 21:27:29,482 Epoch[0] Batch [24000-24050]	Speed: 202.82 samples/sec	accuracy=0.783594
+2020-04-07 21:28:01,399 Epoch[0] Batch [24050-24100]	Speed: 200.53 samples/sec	accuracy=0.771406
+2020-04-07 21:28:33,058 Epoch[0] Batch [24100-24150]	Speed: 202.16 samples/sec	accuracy=0.784375
+2020-04-07 21:29:04,800 Epoch[0] Batch [24150-24200]	Speed: 201.63 samples/sec	accuracy=0.787500
+2020-04-07 21:29:36,746 Epoch[0] Batch [24200-24250]	Speed: 200.34 samples/sec	accuracy=0.787031
+2020-04-07 21:30:08,321 Epoch[0] Batch [24250-24300]	Speed: 202.69 samples/sec	accuracy=0.795781
+2020-04-07 21:30:40,901 Epoch[0] Batch [24300-24350]	Speed: 196.44 samples/sec	accuracy=0.781250
+2020-04-07 21:31:12,324 Epoch[0] Batch [24350-24400]	Speed: 203.67 samples/sec	accuracy=0.783438
+2020-04-07 21:31:44,012 Epoch[0] Batch [24400-24450]	Speed: 201.97 samples/sec	accuracy=0.788750
+2020-04-07 21:32:15,365 Epoch[0] Batch [24450-24500]	Speed: 204.13 samples/sec	accuracy=0.792031
+2020-04-07 21:32:47,016 Epoch[0] Batch [24500-24550]	Speed: 202.20 samples/sec	accuracy=0.789375
+2020-04-07 21:33:18,708 Epoch[0] Batch [24550-24600]	Speed: 201.94 samples/sec	accuracy=0.796562
+2020-04-07 21:33:50,642 Epoch[0] Batch [24600-24650]	Speed: 200.41 samples/sec	accuracy=0.793594
+2020-04-07 21:34:22,552 Epoch[0] Batch [24650-24700]	Speed: 200.57 samples/sec	accuracy=0.794531
+2020-04-07 21:34:54,080 Epoch[0] Batch [24700-24750]	Speed: 203.00 samples/sec	accuracy=0.783906
+2020-04-07 21:35:26,153 Epoch[0] Batch [24750-24800]	Speed: 199.54 samples/sec	accuracy=0.800469
+2020-04-07 21:35:57,474 Epoch[0] Batch [24800-24850]	Speed: 204.34 samples/sec	accuracy=0.794219
+2020-04-07 21:36:29,325 Epoch[0] Batch [24850-24900]	Speed: 200.94 samples/sec	accuracy=0.788438
+2020-04-07 21:37:01,061 Epoch[0] Batch [24900-24950]	Speed: 201.67 samples/sec	accuracy=0.791875
+2020-04-07 21:37:32,924 Epoch[0] Batch [24950-25000]	Speed: 200.86 samples/sec	accuracy=0.797813
+2020-04-07 21:38:04,758 Epoch[0] Batch [25000-25050]	Speed: 201.05 samples/sec	accuracy=0.792969
+2020-04-07 21:38:36,547 Epoch[0] Batch [25050-25100]	Speed: 201.33 samples/sec	accuracy=0.790469
+2020-04-07 21:39:08,464 Epoch[0] Batch [25100-25150]	Speed: 200.52 samples/sec	accuracy=0.792031
+2020-04-07 21:39:40,327 Epoch[0] Batch [25150-25200]	Speed: 200.86 samples/sec	accuracy=0.792344
+2020-04-07 21:40:12,402 Epoch[0] Batch [25200-25250]	Speed: 199.54 samples/sec	accuracy=0.790469
+2020-04-07 21:40:44,404 Epoch[0] Batch [25250-25300]	Speed: 199.99 samples/sec	accuracy=0.790625
+2020-04-07 21:41:15,973 Epoch[0] Batch [25300-25350]	Speed: 202.73 samples/sec	accuracy=0.790781
+2020-04-07 21:41:47,971 Epoch[0] Batch [25350-25400]	Speed: 200.01 samples/sec	accuracy=0.799063
+2020-04-07 21:42:19,923 Epoch[0] Batch [25400-25450]	Speed: 200.30 samples/sec	accuracy=0.791562
+2020-04-07 21:42:51,891 Epoch[0] Batch [25450-25500]	Speed: 200.20 samples/sec	accuracy=0.783906
+2020-04-07 21:43:23,468 Epoch[0] Batch [25500-25550]	Speed: 202.68 samples/sec	accuracy=0.790000
+2020-04-07 21:43:55,434 Epoch[0] Batch [25550-25600]	Speed: 200.21 samples/sec	accuracy=0.789375
+2020-04-07 21:44:27,238 Epoch[0] Batch [25600-25650]	Speed: 201.23 samples/sec	accuracy=0.787500
+2020-04-07 21:44:58,725 Epoch[0] Batch [25650-25700]	Speed: 203.27 samples/sec	accuracy=0.787656
+2020-04-07 21:45:30,723 Epoch[0] Batch [25700-25750]	Speed: 200.01 samples/sec	accuracy=0.792344
+2020-04-07 21:46:02,484 Epoch[0] Batch [25750-25800]	Speed: 201.51 samples/sec	accuracy=0.797500
+2020-04-07 21:46:34,626 Epoch[0] Batch [25800-25850]	Speed: 199.12 samples/sec	accuracy=0.795000
+2020-04-07 21:47:06,955 Epoch[0] Batch [25850-25900]	Speed: 197.97 samples/sec	accuracy=0.786094
+2020-04-07 21:47:38,861 Epoch[0] Batch [25900-25950]	Speed: 200.59 samples/sec	accuracy=0.800156
+2020-04-07 21:48:10,815 Epoch[0] Batch [25950-26000]	Speed: 200.29 samples/sec	accuracy=0.790156
+2020-04-07 21:48:42,661 Epoch[0] Batch [26000-26050]	Speed: 200.97 samples/sec	accuracy=0.793594
+2020-04-07 21:49:14,440 Epoch[0] Batch [26050-26100]	Speed: 201.39 samples/sec	accuracy=0.792969
+2020-04-07 21:49:46,064 Epoch[0] Batch [26100-26150]	Speed: 202.38 samples/sec	accuracy=0.795469
+2020-04-07 21:50:17,869 Epoch[0] Batch [26150-26200]	Speed: 201.23 samples/sec	accuracy=0.795312
+2020-04-07 21:50:49,631 Epoch[0] Batch [26200-26250]	Speed: 201.50 samples/sec	accuracy=0.803906
+2020-04-07 21:51:21,787 Epoch[0] Batch [26250-26300]	Speed: 199.03 samples/sec	accuracy=0.795000
+2020-04-07 21:51:53,711 Epoch[0] Batch [26300-26350]	Speed: 200.47 samples/sec	accuracy=0.793125
+2020-04-07 21:52:25,520 Epoch[0] Batch [26350-26400]	Speed: 201.20 samples/sec	accuracy=0.792500
+2020-04-07 21:52:57,427 Epoch[0] Batch [26400-26450]	Speed: 200.59 samples/sec	accuracy=0.792500
+2020-04-07 21:53:29,306 Epoch[0] Batch [26450-26500]	Speed: 200.76 samples/sec	accuracy=0.790156
+2020-04-07 21:54:01,343 Epoch[0] Batch [26500-26550]	Speed: 199.77 samples/sec	accuracy=0.787188
+2020-04-07 21:54:33,407 Epoch[0] Batch [26550-26600]	Speed: 199.60 samples/sec	accuracy=0.799531
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+2020-04-07 21:55:36,682 Epoch[0] Batch [26650-26700]	Speed: 203.56 samples/sec	accuracy=0.778281
+2020-04-07 21:56:08,149 Epoch[0] Batch [26700-26750]	Speed: 203.39 samples/sec	accuracy=0.801562
+2020-04-07 21:56:40,098 Epoch[0] Batch [26750-26800]	Speed: 200.32 samples/sec	accuracy=0.791250
+2020-04-07 21:57:12,046 Epoch[0] Batch [26800-26850]	Speed: 200.33 samples/sec	accuracy=0.794687
+2020-04-07 21:57:43,810 Epoch[0] Batch [26850-26900]	Speed: 201.49 samples/sec	accuracy=0.798750
+2020-04-07 21:58:15,583 Epoch[0] Batch [26900-26950]	Speed: 201.43 samples/sec	accuracy=0.782188
+2020-04-07 21:58:47,058 Epoch[0] Batch [26950-27000]	Speed: 203.33 samples/sec	accuracy=0.803125
+2020-04-07 21:59:19,117 Epoch[0] Batch [27000-27050]	Speed: 199.64 samples/sec	accuracy=0.804688
+2020-04-07 21:59:51,062 Epoch[0] Batch [27050-27100]	Speed: 200.34 samples/sec	accuracy=0.792813
+2020-04-07 22:00:22,831 Epoch[0] Batch [27100-27150]	Speed: 201.46 samples/sec	accuracy=0.797031
+2020-04-07 22:00:54,773 Epoch[0] Batch [27150-27200]	Speed: 200.37 samples/sec	accuracy=0.793906
+2020-04-07 22:01:26,600 Epoch[0] Batch [27200-27250]	Speed: 201.09 samples/sec	accuracy=0.800625
+2020-04-07 22:01:58,529 Epoch[0] Batch [27250-27300]	Speed: 200.44 samples/sec	accuracy=0.788906
+2020-04-07 22:02:30,280 Epoch[0] Batch [27300-27350]	Speed: 201.57 samples/sec	accuracy=0.797500
+2020-04-07 22:03:01,993 Epoch[0] Batch [27350-27400]	Speed: 201.81 samples/sec	accuracy=0.806562
+2020-04-07 22:03:34,252 Epoch[0] Batch [27400-27450]	Speed: 198.40 samples/sec	accuracy=0.797500
+2020-04-07 22:04:06,081 Epoch[0] Batch [27450-27500]	Speed: 201.07 samples/sec	accuracy=0.786250
+2020-04-07 22:04:37,557 Epoch[0] Batch [27500-27550]	Speed: 203.33 samples/sec	accuracy=0.797656
+2020-04-07 22:05:09,259 Epoch[0] Batch [27550-27600]	Speed: 201.88 samples/sec	accuracy=0.793438
+2020-04-07 22:05:40,884 Epoch[0] Batch [27600-27650]	Speed: 202.37 samples/sec	accuracy=0.793750
+2020-04-07 22:06:12,650 Epoch[0] Batch [27650-27700]	Speed: 201.48 samples/sec	accuracy=0.800312
+2020-04-07 22:06:44,303 Epoch[0] Batch [27700-27750]	Speed: 202.20 samples/sec	accuracy=0.801562
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+2020-04-07 22:07:47,809 Epoch[0] Batch [27800-27850]	Speed: 202.00 samples/sec	accuracy=0.803594
+2020-04-07 22:08:19,454 Epoch[0] Batch [27850-27900]	Speed: 202.24 samples/sec	accuracy=0.797188
+2020-04-07 22:08:51,230 Epoch[0] Batch [27900-27950]	Speed: 201.41 samples/sec	accuracy=0.800781
+2020-04-07 22:09:22,982 Epoch[0] Batch [27950-28000]	Speed: 201.57 samples/sec	accuracy=0.795625
+2020-04-07 22:09:54,845 Epoch[0] Batch [28000-28050]	Speed: 200.86 samples/sec	accuracy=0.800937
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+2020-04-07 22:10:58,593 Epoch[0] Batch [28100-28150]	Speed: 200.55 samples/sec	accuracy=0.803125
+2020-04-07 22:11:30,265 Epoch[0] Batch [28150-28200]	Speed: 202.07 samples/sec	accuracy=0.808281
+2020-04-07 22:11:54,740 Epoch[0] Train-accuracy=0.633802
+2020-04-07 22:11:54,740 Epoch[0] Time cost=17807.801
+2020-04-07 22:11:54,943 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0001.params"
+2020-04-07 22:42:04,420 Epoch[0] Validation-accuracy=0.913585
+2020-04-07 22:42:44,284 Epoch[1] Batch [0-50]	Speed: 201.24 samples/sec	accuracy=0.798866
+2020-04-07 22:43:16,180 Epoch[1] Batch [50-100]	Speed: 200.65 samples/sec	accuracy=0.795156
+2020-04-07 22:43:48,092 Epoch[1] Batch [100-150]	Speed: 200.56 samples/sec	accuracy=0.805156
+2020-04-07 22:44:19,591 Epoch[1] Batch [150-200]	Speed: 203.18 samples/sec	accuracy=0.806875
+2020-04-07 22:44:51,430 Epoch[1] Batch [200-250]	Speed: 201.01 samples/sec	accuracy=0.803125
+2020-04-07 22:45:23,507 Epoch[1] Batch [250-300]	Speed: 199.53 samples/sec	accuracy=0.797188
+2020-04-07 22:45:55,460 Epoch[1] Batch [300-350]	Speed: 200.29 samples/sec	accuracy=0.795469
+2020-04-07 22:46:27,135 Epoch[1] Batch [350-400]	Speed: 202.05 samples/sec	accuracy=0.793750
+2020-04-07 22:46:59,053 Epoch[1] Batch [400-450]	Speed: 200.52 samples/sec	accuracy=0.800469
+2020-04-07 22:47:31,239 Epoch[1] Batch [450-500]	Speed: 198.84 samples/sec	accuracy=0.804219
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+2020-04-07 22:49:06,325 Epoch[1] Batch [600-650]	Speed: 201.43 samples/sec	accuracy=0.792031
+2020-04-07 22:49:38,478 Epoch[1] Batch [650-700]	Speed: 199.05 samples/sec	accuracy=0.795937
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+2020-04-07 22:50:42,508 Epoch[1] Batch [750-800]	Speed: 199.68 samples/sec	accuracy=0.801250
+2020-04-07 22:51:14,315 Epoch[1] Batch [800-850]	Speed: 201.22 samples/sec	accuracy=0.803125
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+2020-04-07 22:52:18,018 Epoch[1] Batch [900-950]	Speed: 200.13 samples/sec	accuracy=0.807656
+2020-04-07 22:52:50,223 Epoch[1] Batch [950-1000]	Speed: 198.73 samples/sec	accuracy=0.809844
+2020-04-07 22:53:22,099 Epoch[1] Batch [1000-1050]	Speed: 200.78 samples/sec	accuracy=0.802656
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+2020-04-07 22:55:29,236 Epoch[1] Batch [1200-1250]	Speed: 200.68 samples/sec	accuracy=0.801875
+2020-04-07 22:56:01,424 Epoch[1] Batch [1250-1300]	Speed: 198.83 samples/sec	accuracy=0.803125
+2020-04-07 22:56:33,333 Epoch[1] Batch [1300-1350]	Speed: 200.58 samples/sec	accuracy=0.801406
+2020-04-07 22:57:05,220 Epoch[1] Batch [1350-1400]	Speed: 200.71 samples/sec	accuracy=0.805469
+2020-04-07 22:57:37,252 Epoch[1] Batch [1400-1450]	Speed: 199.80 samples/sec	accuracy=0.801406
+2020-04-07 22:58:08,866 Epoch[1] Batch [1450-1500]	Speed: 202.44 samples/sec	accuracy=0.800937
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+2020-04-07 22:59:12,406 Epoch[1] Batch [1550-1600]	Speed: 200.70 samples/sec	accuracy=0.802813
+2020-04-07 22:59:44,472 Epoch[1] Batch [1600-1650]	Speed: 199.59 samples/sec	accuracy=0.807813
+2020-04-07 23:00:16,548 Epoch[1] Batch [1650-1700]	Speed: 199.53 samples/sec	accuracy=0.816875
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+2020-04-07 23:02:23,986 Epoch[1] Batch [1850-1900]	Speed: 201.95 samples/sec	accuracy=0.812344
+2020-04-07 23:02:55,760 Epoch[1] Batch [1900-1950]	Speed: 201.43 samples/sec	accuracy=0.805625
+2020-04-07 23:03:27,514 Epoch[1] Batch [1950-2000]	Speed: 201.55 samples/sec	accuracy=0.814688
+2020-04-07 23:03:59,133 Epoch[1] Batch [2000-2050]	Speed: 202.41 samples/sec	accuracy=0.807187
+2020-04-07 23:04:31,056 Epoch[1] Batch [2050-2100]	Speed: 200.48 samples/sec	accuracy=0.804531
+2020-04-07 23:05:02,763 Epoch[1] Batch [2100-2150]	Speed: 201.85 samples/sec	accuracy=0.807969
+2020-04-07 23:05:34,364 Epoch[1] Batch [2150-2200]	Speed: 202.52 samples/sec	accuracy=0.810312
+2020-04-07 23:06:06,457 Epoch[1] Batch [2200-2250]	Speed: 199.43 samples/sec	accuracy=0.803594
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+2020-04-07 23:07:42,548 Epoch[1] Batch [2350-2400]	Speed: 199.36 samples/sec	accuracy=0.813750
+2020-04-07 23:08:14,222 Epoch[1] Batch [2400-2450]	Speed: 202.06 samples/sec	accuracy=0.816250
+2020-04-07 23:08:46,106 Epoch[1] Batch [2450-2500]	Speed: 200.73 samples/sec	accuracy=0.797656
+2020-04-07 23:09:18,111 Epoch[1] Batch [2500-2550]	Speed: 199.97 samples/sec	accuracy=0.804219
+2020-04-07 23:09:49,991 Epoch[1] Batch [2550-2600]	Speed: 200.75 samples/sec	accuracy=0.807187
+2020-04-07 23:10:21,885 Epoch[1] Batch [2600-2650]	Speed: 200.67 samples/sec	accuracy=0.806562
+2020-04-07 23:10:53,594 Epoch[1] Batch [2650-2700]	Speed: 201.84 samples/sec	accuracy=0.805000
+2020-04-07 23:11:25,221 Epoch[1] Batch [2700-2750]	Speed: 202.36 samples/sec	accuracy=0.807500
+2020-04-07 23:11:57,032 Epoch[1] Batch [2750-2800]	Speed: 201.19 samples/sec	accuracy=0.812656
+2020-04-07 23:12:28,819 Epoch[1] Batch [2800-2850]	Speed: 201.34 samples/sec	accuracy=0.812031
+2020-04-07 23:13:00,687 Epoch[1] Batch [2850-2900]	Speed: 200.84 samples/sec	accuracy=0.815937
+2020-04-07 23:13:32,385 Epoch[1] Batch [2900-2950]	Speed: 201.91 samples/sec	accuracy=0.818594
+2020-04-07 23:14:04,520 Epoch[1] Batch [2950-3000]	Speed: 199.16 samples/sec	accuracy=0.808594
+2020-04-07 23:14:36,159 Epoch[1] Batch [3000-3050]	Speed: 202.28 samples/sec	accuracy=0.810781
+2020-04-07 23:15:08,103 Epoch[1] Batch [3050-3100]	Speed: 200.35 samples/sec	accuracy=0.802188
+2020-04-07 23:15:39,924 Epoch[1] Batch [3100-3150]	Speed: 201.13 samples/sec	accuracy=0.805469
+2020-04-07 23:16:11,857 Epoch[1] Batch [3150-3200]	Speed: 200.42 samples/sec	accuracy=0.811094
+2020-04-07 23:16:43,399 Epoch[1] Batch [3200-3250]	Speed: 202.90 samples/sec	accuracy=0.808594
+2020-04-07 23:17:15,083 Epoch[1] Batch [3250-3300]	Speed: 202.00 samples/sec	accuracy=0.808594
+2020-04-07 23:17:46,818 Epoch[1] Batch [3300-3350]	Speed: 201.67 samples/sec	accuracy=0.808750
+2020-04-07 23:18:18,456 Epoch[1] Batch [3350-3400]	Speed: 202.29 samples/sec	accuracy=0.813594
+2020-04-07 23:18:50,030 Epoch[1] Batch [3400-3450]	Speed: 202.70 samples/sec	accuracy=0.807187
+2020-04-07 23:19:21,383 Epoch[1] Batch [3450-3500]	Speed: 204.13 samples/sec	accuracy=0.811094
+2020-04-07 23:19:53,353 Epoch[1] Batch [3500-3550]	Speed: 200.19 samples/sec	accuracy=0.810625
+2020-04-07 23:20:25,159 Epoch[1] Batch [3550-3600]	Speed: 201.22 samples/sec	accuracy=0.813438
+2020-04-07 23:20:56,866 Epoch[1] Batch [3600-3650]	Speed: 201.85 samples/sec	accuracy=0.805000
+2020-04-07 23:21:28,378 Epoch[1] Batch [3650-3700]	Speed: 203.10 samples/sec	accuracy=0.815000
+2020-04-07 23:22:00,220 Epoch[1] Batch [3700-3750]	Speed: 200.99 samples/sec	accuracy=0.819219
+2020-04-07 23:22:31,832 Epoch[1] Batch [3750-3800]	Speed: 202.46 samples/sec	accuracy=0.813281
+2020-04-07 23:23:03,983 Epoch[1] Batch [3800-3850]	Speed: 199.06 samples/sec	accuracy=0.811094
+2020-04-07 23:23:35,744 Epoch[1] Batch [3850-3900]	Speed: 201.50 samples/sec	accuracy=0.802813
+2020-04-07 23:24:07,659 Epoch[1] Batch [3900-3950]	Speed: 200.54 samples/sec	accuracy=0.813125
+2020-04-07 23:24:39,457 Epoch[1] Batch [3950-4000]	Speed: 201.27 samples/sec	accuracy=0.807500
+2020-04-07 23:25:11,334 Epoch[1] Batch [4000-4050]	Speed: 200.78 samples/sec	accuracy=0.821562
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+2020-04-07 23:26:14,924 Epoch[1] Batch [4100-4150]	Speed: 201.06 samples/sec	accuracy=0.817813
+2020-04-07 23:26:47,116 Epoch[1] Batch [4150-4200]	Speed: 198.81 samples/sec	accuracy=0.812500
+2020-04-07 23:27:19,354 Epoch[1] Batch [4200-4250]	Speed: 198.53 samples/sec	accuracy=0.810469
+2020-04-07 23:27:51,038 Epoch[1] Batch [4250-4300]	Speed: 201.99 samples/sec	accuracy=0.806250
+2020-04-07 23:28:23,317 Epoch[1] Batch [4300-4350]	Speed: 198.28 samples/sec	accuracy=0.810000
+2020-04-07 23:28:55,303 Epoch[1] Batch [4350-4400]	Speed: 200.09 samples/sec	accuracy=0.812500
+2020-04-07 23:29:27,142 Epoch[1] Batch [4400-4450]	Speed: 201.01 samples/sec	accuracy=0.805781
+2020-04-07 23:29:58,861 Epoch[1] Batch [4450-4500]	Speed: 201.77 samples/sec	accuracy=0.818438
+2020-04-07 23:30:30,752 Epoch[1] Batch [4500-4550]	Speed: 200.68 samples/sec	accuracy=0.806719
+2020-04-07 23:31:02,764 Epoch[1] Batch [4550-4600]	Speed: 199.93 samples/sec	accuracy=0.813750
+2020-04-07 23:31:34,063 Epoch[1] Batch [4600-4650]	Speed: 204.48 samples/sec	accuracy=0.807344
+2020-04-07 23:32:05,957 Epoch[1] Batch [4650-4700]	Speed: 200.67 samples/sec	accuracy=0.807656
+2020-04-07 23:32:37,586 Epoch[1] Batch [4700-4750]	Speed: 202.35 samples/sec	accuracy=0.816250
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+2020-04-07 23:34:13,360 Epoch[1] Batch [4850-4900]	Speed: 200.17 samples/sec	accuracy=0.817187
+2020-04-07 23:34:45,128 Epoch[1] Batch [4900-4950]	Speed: 201.46 samples/sec	accuracy=0.814844
+2020-04-07 23:35:16,700 Epoch[1] Batch [4950-5000]	Speed: 202.71 samples/sec	accuracy=0.816719
+2020-04-07 23:35:48,489 Epoch[1] Batch [5000-5050]	Speed: 201.33 samples/sec	accuracy=0.816250
+2020-04-07 23:36:20,289 Epoch[1] Batch [5050-5100]	Speed: 201.26 samples/sec	accuracy=0.805000
+2020-04-07 23:36:51,840 Epoch[1] Batch [5100-5150]	Speed: 202.84 samples/sec	accuracy=0.812969
+2020-04-07 23:37:23,730 Epoch[1] Batch [5150-5200]	Speed: 200.69 samples/sec	accuracy=0.817031
+2020-04-07 23:37:55,798 Epoch[1] Batch [5200-5250]	Speed: 199.58 samples/sec	accuracy=0.821719
+2020-04-07 23:38:27,812 Epoch[1] Batch [5250-5300]	Speed: 199.91 samples/sec	accuracy=0.815625
+2020-04-07 23:38:59,644 Epoch[1] Batch [5300-5350]	Speed: 201.06 samples/sec	accuracy=0.813750
+2020-04-07 23:39:31,263 Epoch[1] Batch [5350-5400]	Speed: 202.41 samples/sec	accuracy=0.809844
+2020-04-07 23:40:02,885 Epoch[1] Batch [5400-5450]	Speed: 202.39 samples/sec	accuracy=0.813438
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+2020-04-07 23:41:07,016 Epoch[1] Batch [5500-5550]	Speed: 200.90 samples/sec	accuracy=0.815937
+2020-04-07 23:41:39,105 Epoch[1] Batch [5550-5600]	Speed: 199.44 samples/sec	accuracy=0.813281
+2020-04-07 23:42:10,946 Epoch[1] Batch [5600-5650]	Speed: 201.00 samples/sec	accuracy=0.820937
+2020-04-07 23:42:42,927 Epoch[1] Batch [5650-5700]	Speed: 200.13 samples/sec	accuracy=0.814531
+2020-04-07 23:43:15,352 Epoch[1] Batch [5700-5750]	Speed: 197.38 samples/sec	accuracy=0.812500
+2020-04-07 23:43:47,281 Epoch[1] Batch [5750-5800]	Speed: 200.45 samples/sec	accuracy=0.804063
+2020-04-07 23:44:19,472 Epoch[1] Batch [5800-5850]	Speed: 198.82 samples/sec	accuracy=0.814375
+2020-04-07 23:44:51,562 Epoch[1] Batch [5850-5900]	Speed: 199.44 samples/sec	accuracy=0.809844
+2020-04-07 23:45:23,616 Epoch[1] Batch [5900-5950]	Speed: 199.67 samples/sec	accuracy=0.815781
+2020-04-07 23:45:55,395 Epoch[1] Batch [5950-6000]	Speed: 201.39 samples/sec	accuracy=0.828281
+2020-04-07 23:46:27,319 Epoch[1] Batch [6000-6050]	Speed: 200.48 samples/sec	accuracy=0.806406
+2020-04-07 23:46:59,084 Epoch[1] Batch [6050-6100]	Speed: 201.48 samples/sec	accuracy=0.816719
+2020-04-07 23:47:30,440 Epoch[1] Batch [6100-6150]	Speed: 204.11 samples/sec	accuracy=0.811562
+2020-04-07 23:48:02,457 Epoch[1] Batch [6150-6200]	Speed: 199.89 samples/sec	accuracy=0.820469
+2020-04-07 23:48:34,426 Epoch[1] Batch [6200-6250]	Speed: 200.20 samples/sec	accuracy=0.811406
+2020-04-07 23:49:06,496 Epoch[1] Batch [6250-6300]	Speed: 199.56 samples/sec	accuracy=0.813281
+2020-04-07 23:49:38,213 Epoch[1] Batch [6300-6350]	Speed: 201.79 samples/sec	accuracy=0.818594
+2020-04-07 23:50:09,719 Epoch[1] Batch [6350-6400]	Speed: 203.13 samples/sec	accuracy=0.811875
+2020-04-07 23:50:41,960 Epoch[1] Batch [6400-6450]	Speed: 198.51 samples/sec	accuracy=0.812969
+2020-04-07 23:51:13,950 Epoch[1] Batch [6450-6500]	Speed: 200.07 samples/sec	accuracy=0.817187
+2020-04-07 23:51:45,421 Epoch[1] Batch [6500-6550]	Speed: 203.36 samples/sec	accuracy=0.814688
+2020-04-07 23:52:17,235 Epoch[1] Batch [6550-6600]	Speed: 201.17 samples/sec	accuracy=0.820156
+2020-04-07 23:52:49,063 Epoch[1] Batch [6600-6650]	Speed: 201.09 samples/sec	accuracy=0.821875
+2020-04-07 23:53:21,188 Epoch[1] Batch [6650-6700]	Speed: 199.22 samples/sec	accuracy=0.823281
+2020-04-07 23:53:52,993 Epoch[1] Batch [6700-6750]	Speed: 201.23 samples/sec	accuracy=0.828125
+2020-04-07 23:54:24,727 Epoch[1] Batch [6750-6800]	Speed: 201.68 samples/sec	accuracy=0.826250
+2020-04-07 23:54:56,251 Epoch[1] Batch [6800-6850]	Speed: 203.02 samples/sec	accuracy=0.821875
+2020-04-07 23:55:28,072 Epoch[1] Batch [6850-6900]	Speed: 201.13 samples/sec	accuracy=0.813750
+2020-04-07 23:55:59,947 Epoch[1] Batch [6900-6950]	Speed: 200.79 samples/sec	accuracy=0.816094
+2020-04-07 23:56:31,934 Epoch[1] Batch [6950-7000]	Speed: 200.08 samples/sec	accuracy=0.813125
+2020-04-07 23:57:03,868 Epoch[1] Batch [7000-7050]	Speed: 200.42 samples/sec	accuracy=0.817031
+2020-04-07 23:57:35,679 Epoch[1] Batch [7050-7100]	Speed: 201.19 samples/sec	accuracy=0.816250
+2020-04-07 23:58:07,488 Epoch[1] Batch [7100-7150]	Speed: 201.20 samples/sec	accuracy=0.822344
+2020-04-07 23:58:39,186 Epoch[1] Batch [7150-7200]	Speed: 201.90 samples/sec	accuracy=0.821719
+2020-04-07 23:59:11,307 Epoch[1] Batch [7200-7250]	Speed: 199.25 samples/sec	accuracy=0.821094
+2020-04-07 23:59:42,807 Epoch[1] Batch [7250-7300]	Speed: 203.18 samples/sec	accuracy=0.828594
+2020-04-08 00:00:14,549 Epoch[1] Batch [7300-7350]	Speed: 201.63 samples/sec	accuracy=0.815000
+2020-04-08 00:00:46,535 Epoch[1] Batch [7350-7400]	Speed: 200.09 samples/sec	accuracy=0.813438
+2020-04-08 00:01:18,391 Epoch[1] Batch [7400-7450]	Speed: 200.90 samples/sec	accuracy=0.810000
+2020-04-08 00:01:50,222 Epoch[1] Batch [7450-7500]	Speed: 201.07 samples/sec	accuracy=0.816094
+2020-04-08 00:02:22,260 Epoch[1] Batch [7500-7550]	Speed: 199.76 samples/sec	accuracy=0.820000
+2020-04-08 00:02:54,222 Epoch[1] Batch [7550-7600]	Speed: 200.24 samples/sec	accuracy=0.820000
+2020-04-08 00:03:25,942 Epoch[1] Batch [7600-7650]	Speed: 201.77 samples/sec	accuracy=0.825313
+2020-04-08 00:03:57,761 Epoch[1] Batch [7650-7700]	Speed: 201.14 samples/sec	accuracy=0.817813
+2020-04-08 00:04:29,630 Epoch[1] Batch [7700-7750]	Speed: 200.82 samples/sec	accuracy=0.822812
+2020-04-08 00:05:01,292 Epoch[1] Batch [7750-7800]	Speed: 202.14 samples/sec	accuracy=0.822031
+2020-04-08 00:05:33,077 Epoch[1] Batch [7800-7850]	Speed: 201.36 samples/sec	accuracy=0.823438
+2020-04-08 00:06:04,817 Epoch[1] Batch [7850-7900]	Speed: 201.64 samples/sec	accuracy=0.825937
+2020-04-08 00:06:36,284 Epoch[1] Batch [7900-7950]	Speed: 203.39 samples/sec	accuracy=0.821406
+2020-04-08 00:07:07,935 Epoch[1] Batch [7950-8000]	Speed: 202.21 samples/sec	accuracy=0.820156
+2020-04-08 00:07:39,841 Epoch[1] Batch [8000-8050]	Speed: 200.59 samples/sec	accuracy=0.809531
+2020-04-08 00:08:11,690 Epoch[1] Batch [8050-8100]	Speed: 200.95 samples/sec	accuracy=0.818906
+2020-04-08 00:08:43,565 Epoch[1] Batch [8100-8150]	Speed: 200.78 samples/sec	accuracy=0.822187
+2020-04-08 00:09:15,567 Epoch[1] Batch [8150-8200]	Speed: 199.99 samples/sec	accuracy=0.821875
+2020-04-08 00:09:47,492 Epoch[1] Batch [8200-8250]	Speed: 200.47 samples/sec	accuracy=0.822187
+2020-04-08 00:10:19,223 Epoch[1] Batch [8250-8300]	Speed: 201.70 samples/sec	accuracy=0.825000
+2020-04-08 00:10:51,289 Epoch[1] Batch [8300-8350]	Speed: 199.59 samples/sec	accuracy=0.815781
+2020-04-08 00:11:23,415 Epoch[1] Batch [8350-8400]	Speed: 199.22 samples/sec	accuracy=0.821719
+2020-04-08 00:11:55,385 Epoch[1] Batch [8400-8450]	Speed: 200.18 samples/sec	accuracy=0.814531
+2020-04-08 00:12:27,080 Epoch[1] Batch [8450-8500]	Speed: 201.93 samples/sec	accuracy=0.817969
+2020-04-08 00:12:58,972 Epoch[1] Batch [8500-8550]	Speed: 200.68 samples/sec	accuracy=0.821250
+2020-04-08 00:13:30,694 Epoch[1] Batch [8550-8600]	Speed: 201.76 samples/sec	accuracy=0.823125
+2020-04-08 00:14:02,540 Epoch[1] Batch [8600-8650]	Speed: 200.97 samples/sec	accuracy=0.820781
+2020-04-08 00:14:34,315 Epoch[1] Batch [8650-8700]	Speed: 201.42 samples/sec	accuracy=0.830625
+2020-04-08 00:15:05,790 Epoch[1] Batch [8700-8750]	Speed: 203.33 samples/sec	accuracy=0.818594
+2020-04-08 00:15:37,376 Epoch[1] Batch [8750-8800]	Speed: 202.62 samples/sec	accuracy=0.830313
+2020-04-08 00:16:09,320 Epoch[1] Batch [8800-8850]	Speed: 200.35 samples/sec	accuracy=0.826875
+2020-04-08 00:16:41,014 Epoch[1] Batch [8850-8900]	Speed: 201.93 samples/sec	accuracy=0.828906
+2020-04-08 00:17:12,890 Epoch[1] Batch [8900-8950]	Speed: 200.78 samples/sec	accuracy=0.830156
+2020-04-08 00:17:44,864 Epoch[1] Batch [8950-9000]	Speed: 200.17 samples/sec	accuracy=0.814844
+2020-04-08 00:18:16,835 Epoch[1] Batch [9000-9050]	Speed: 200.18 samples/sec	accuracy=0.815781
+2020-04-08 00:18:48,618 Epoch[1] Batch [9050-9100]	Speed: 201.37 samples/sec	accuracy=0.824375
+2020-04-08 00:19:20,572 Epoch[1] Batch [9100-9150]	Speed: 200.29 samples/sec	accuracy=0.829531
+2020-04-08 00:19:52,462 Epoch[1] Batch [9150-9200]	Speed: 200.69 samples/sec	accuracy=0.822656
+2020-04-08 00:20:24,158 Epoch[1] Batch [9200-9250]	Speed: 201.92 samples/sec	accuracy=0.819219
+2020-04-08 00:20:56,161 Epoch[1] Batch [9250-9300]	Speed: 199.98 samples/sec	accuracy=0.825625
+2020-04-08 00:21:27,872 Epoch[1] Batch [9300-9350]	Speed: 201.83 samples/sec	accuracy=0.826406
+2020-04-08 00:21:59,544 Epoch[1] Batch [9350-9400]	Speed: 202.07 samples/sec	accuracy=0.820625
+2020-04-08 00:22:31,298 Epoch[1] Batch [9400-9450]	Speed: 201.55 samples/sec	accuracy=0.817656
+2020-04-08 00:23:03,227 Epoch[1] Batch [9450-9500]	Speed: 200.44 samples/sec	accuracy=0.823594
+2020-04-08 00:23:35,258 Epoch[1] Batch [9500-9550]	Speed: 199.81 samples/sec	accuracy=0.818594
+2020-04-08 00:24:07,038 Epoch[1] Batch [9550-9600]	Speed: 201.38 samples/sec	accuracy=0.824844
+2020-04-08 00:24:39,199 Epoch[1] Batch [9600-9650]	Speed: 199.00 samples/sec	accuracy=0.820312
+2020-04-08 00:25:10,714 Epoch[1] Batch [9650-9700]	Speed: 203.08 samples/sec	accuracy=0.823125
+2020-04-08 00:25:42,642 Epoch[1] Batch [9700-9750]	Speed: 200.45 samples/sec	accuracy=0.818438
+2020-04-08 00:26:14,653 Epoch[1] Batch [9750-9800]	Speed: 199.93 samples/sec	accuracy=0.822969
+2020-04-08 00:26:46,860 Epoch[1] Batch [9800-9850]	Speed: 198.72 samples/sec	accuracy=0.828125
+2020-04-08 00:27:18,790 Epoch[1] Batch [9850-9900]	Speed: 200.44 samples/sec	accuracy=0.828750
+2020-04-08 00:27:50,512 Epoch[1] Batch [9900-9950]	Speed: 201.76 samples/sec	accuracy=0.828438
+2020-04-08 00:28:21,468 Epoch[1] Batch [9950-10000]	Speed: 206.74 samples/sec	accuracy=0.824375
+2020-04-08 00:28:51,440 Epoch[1] Batch [10000-10050]	Speed: 213.54 samples/sec	accuracy=0.821094
+2020-04-08 00:29:20,838 Epoch[1] Batch [10050-10100]	Speed: 217.70 samples/sec	accuracy=0.818438
+2020-04-08 00:29:50,397 Epoch[1] Batch [10100-10150]	Speed: 216.52 samples/sec	accuracy=0.828594
+2020-04-08 00:30:19,769 Epoch[1] Batch [10150-10200]	Speed: 217.90 samples/sec	accuracy=0.829063
+2020-04-08 00:30:49,246 Epoch[1] Batch [10200-10250]	Speed: 217.12 samples/sec	accuracy=0.826250
+2020-04-08 00:31:18,600 Epoch[1] Batch [10250-10300]	Speed: 218.02 samples/sec	accuracy=0.823281
+2020-04-08 00:31:48,157 Epoch[1] Batch [10300-10350]	Speed: 216.53 samples/sec	accuracy=0.824063
+2020-04-08 00:32:17,532 Epoch[1] Batch [10350-10400]	Speed: 217.88 samples/sec	accuracy=0.820312
+2020-04-08 00:32:46,857 Epoch[1] Batch [10400-10450]	Speed: 218.25 samples/sec	accuracy=0.827031
+2020-04-08 00:33:16,193 Epoch[1] Batch [10450-10500]	Speed: 218.16 samples/sec	accuracy=0.831562
+2020-04-08 00:33:45,736 Epoch[1] Batch [10500-10550]	Speed: 216.63 samples/sec	accuracy=0.819688
+2020-04-08 00:34:15,184 Epoch[1] Batch [10550-10600]	Speed: 217.34 samples/sec	accuracy=0.818594
+2020-04-08 00:34:44,474 Epoch[1] Batch [10600-10650]	Speed: 218.51 samples/sec	accuracy=0.824531
+2020-04-08 00:35:14,007 Epoch[1] Batch [10650-10700]	Speed: 216.71 samples/sec	accuracy=0.826094
+2020-04-08 00:35:43,362 Epoch[1] Batch [10700-10750]	Speed: 218.02 samples/sec	accuracy=0.820156
+2020-04-08 00:36:12,859 Epoch[1] Batch [10750-10800]	Speed: 216.97 samples/sec	accuracy=0.824063
+2020-04-08 00:36:42,451 Epoch[1] Batch [10800-10850]	Speed: 216.28 samples/sec	accuracy=0.821250
+2020-04-08 00:37:11,709 Epoch[1] Batch [10850-10900]	Speed: 218.75 samples/sec	accuracy=0.827031
+2020-04-08 00:37:41,088 Epoch[1] Batch [10900-10950]	Speed: 217.84 samples/sec	accuracy=0.820469
+2020-04-08 00:38:10,453 Epoch[1] Batch [10950-11000]	Speed: 217.95 samples/sec	accuracy=0.820781
+2020-04-08 00:38:39,923 Epoch[1] Batch [11000-11050]	Speed: 217.17 samples/sec	accuracy=0.836250
+2020-04-08 00:39:09,405 Epoch[1] Batch [11050-11100]	Speed: 217.09 samples/sec	accuracy=0.826719
+2020-04-08 00:39:38,711 Epoch[1] Batch [11100-11150]	Speed: 218.38 samples/sec	accuracy=0.828125
+2020-04-08 00:40:08,439 Epoch[1] Batch [11150-11200]	Speed: 215.29 samples/sec	accuracy=0.831875
+2020-04-08 00:40:37,895 Epoch[1] Batch [11200-11250]	Speed: 217.27 samples/sec	accuracy=0.830469
+2020-04-08 00:41:07,351 Epoch[1] Batch [11250-11300]	Speed: 217.28 samples/sec	accuracy=0.824688
+2020-04-08 00:41:36,720 Epoch[1] Batch [11300-11350]	Speed: 217.92 samples/sec	accuracy=0.817500
+2020-04-08 00:42:06,224 Epoch[1] Batch [11350-11400]	Speed: 216.92 samples/sec	accuracy=0.831875
+2020-04-08 00:42:35,764 Epoch[1] Batch [11400-11450]	Speed: 216.66 samples/sec	accuracy=0.827969
+2020-04-08 00:43:05,063 Epoch[1] Batch [11450-11500]	Speed: 218.43 samples/sec	accuracy=0.824688
+2020-04-08 00:43:34,417 Epoch[1] Batch [11500-11550]	Speed: 218.03 samples/sec	accuracy=0.819063
+2020-04-08 00:44:04,444 Epoch[1] Batch [11550-11600]	Speed: 213.14 samples/sec	accuracy=0.827344
+2020-04-08 00:44:33,732 Epoch[1] Batch [11600-11650]	Speed: 218.52 samples/sec	accuracy=0.826562
+2020-04-08 00:45:03,230 Epoch[1] Batch [11650-11700]	Speed: 216.96 samples/sec	accuracy=0.820625
+2020-04-08 00:45:32,774 Epoch[1] Batch [11700-11750]	Speed: 216.63 samples/sec	accuracy=0.825156
+2020-04-08 00:46:02,142 Epoch[1] Batch [11750-11800]	Speed: 217.93 samples/sec	accuracy=0.822187
+2020-04-08 00:46:31,574 Epoch[1] Batch [11800-11850]	Speed: 217.46 samples/sec	accuracy=0.816562
+2020-04-08 00:47:01,058 Epoch[1] Batch [11850-11900]	Speed: 217.07 samples/sec	accuracy=0.820156
+2020-04-08 00:47:30,580 Epoch[1] Batch [11900-11950]	Speed: 216.78 samples/sec	accuracy=0.829375
+2020-04-08 00:48:00,270 Epoch[1] Batch [11950-12000]	Speed: 215.56 samples/sec	accuracy=0.832187
+2020-04-08 00:48:29,628 Epoch[1] Batch [12000-12050]	Speed: 218.00 samples/sec	accuracy=0.824531
+2020-04-08 00:48:59,087 Epoch[1] Batch [12050-12100]	Speed: 217.26 samples/sec	accuracy=0.821406
+2020-04-08 00:49:28,546 Epoch[1] Batch [12100-12150]	Speed: 217.25 samples/sec	accuracy=0.832812
+2020-04-08 00:49:57,990 Epoch[1] Batch [12150-12200]	Speed: 217.36 samples/sec	accuracy=0.833594
+2020-04-08 00:50:27,387 Epoch[1] Batch [12200-12250]	Speed: 217.70 samples/sec	accuracy=0.824375
+2020-04-08 00:50:56,817 Epoch[1] Batch [12250-12300]	Speed: 217.47 samples/sec	accuracy=0.826406
+2020-04-08 00:51:26,185 Epoch[1] Batch [12300-12350]	Speed: 217.93 samples/sec	accuracy=0.822500
+2020-04-08 00:51:55,726 Epoch[1] Batch [12350-12400]	Speed: 216.65 samples/sec	accuracy=0.822031
+2020-04-08 00:52:25,081 Epoch[1] Batch [12400-12450]	Speed: 218.03 samples/sec	accuracy=0.828125
+2020-04-08 00:52:54,579 Epoch[1] Batch [12450-12500]	Speed: 216.96 samples/sec	accuracy=0.823281
+2020-04-08 00:53:24,144 Epoch[1] Batch [12500-12550]	Speed: 216.47 samples/sec	accuracy=0.832187
+2020-04-08 00:53:53,492 Epoch[1] Batch [12550-12600]	Speed: 218.08 samples/sec	accuracy=0.826562
+2020-04-08 00:54:23,011 Epoch[1] Batch [12600-12650]	Speed: 216.81 samples/sec	accuracy=0.819375
+2020-04-08 00:54:52,594 Epoch[1] Batch [12650-12700]	Speed: 216.34 samples/sec	accuracy=0.828438
+2020-04-08 00:55:21,996 Epoch[1] Batch [12700-12750]	Speed: 217.67 samples/sec	accuracy=0.826562
+2020-04-08 00:55:51,382 Epoch[1] Batch [12750-12800]	Speed: 217.80 samples/sec	accuracy=0.824063
+2020-04-08 00:56:20,877 Epoch[1] Batch [12800-12850]	Speed: 216.98 samples/sec	accuracy=0.822187
+2020-04-08 00:56:50,363 Epoch[1] Batch [12850-12900]	Speed: 217.05 samples/sec	accuracy=0.822031
+2020-04-08 00:57:19,893 Epoch[1] Batch [12900-12950]	Speed: 216.73 samples/sec	accuracy=0.824844
+2020-04-08 00:57:48,934 Epoch[1] Batch [12950-13000]	Speed: 220.38 samples/sec	accuracy=0.826406
+2020-04-08 00:58:18,546 Epoch[1] Batch [13000-13050]	Speed: 216.13 samples/sec	accuracy=0.825469
+2020-04-08 00:58:48,433 Epoch[1] Batch [13050-13100]	Speed: 214.14 samples/sec	accuracy=0.825937
+2020-04-08 00:59:17,902 Epoch[1] Batch [13100-13150]	Speed: 217.18 samples/sec	accuracy=0.833281
+2020-04-08 00:59:47,344 Epoch[1] Batch [13150-13200]	Speed: 217.38 samples/sec	accuracy=0.827500
+2020-04-08 01:00:16,784 Epoch[1] Batch [13200-13250]	Speed: 217.39 samples/sec	accuracy=0.828594
+2020-04-08 01:00:46,397 Epoch[1] Batch [13250-13300]	Speed: 216.12 samples/sec	accuracy=0.825000
+2020-04-08 01:01:15,855 Epoch[1] Batch [13300-13350]	Speed: 217.26 samples/sec	accuracy=0.835156
+2020-04-08 01:01:45,264 Epoch[1] Batch [13350-13400]	Speed: 217.62 samples/sec	accuracy=0.832187
+2020-04-08 01:02:14,455 Epoch[1] Batch [13400-13450]	Speed: 219.24 samples/sec	accuracy=0.839844
+2020-04-08 01:02:43,968 Epoch[1] Batch [13450-13500]	Speed: 216.86 samples/sec	accuracy=0.824063
+2020-04-08 01:03:13,423 Epoch[1] Batch [13500-13550]	Speed: 217.28 samples/sec	accuracy=0.824688
+2020-04-08 01:03:42,971 Epoch[1] Batch [13550-13600]	Speed: 216.60 samples/sec	accuracy=0.832812
+2020-04-08 01:04:12,335 Epoch[1] Batch [13600-13650]	Speed: 217.95 samples/sec	accuracy=0.827187
+2020-04-08 01:04:41,703 Epoch[1] Batch [13650-13700]	Speed: 217.93 samples/sec	accuracy=0.831875
+2020-04-08 01:05:11,206 Epoch[1] Batch [13700-13750]	Speed: 216.93 samples/sec	accuracy=0.822656
+2020-04-08 01:05:40,691 Epoch[1] Batch [13750-13800]	Speed: 217.06 samples/sec	accuracy=0.823594
+2020-04-08 01:06:10,267 Epoch[1] Batch [13800-13850]	Speed: 216.40 samples/sec	accuracy=0.829688
+2020-04-08 01:06:42,109 Epoch[1] Batch [13850-13900]	Speed: 200.99 samples/sec	accuracy=0.833594
+2020-04-08 01:07:14,007 Epoch[1] Batch [13900-13950]	Speed: 200.64 samples/sec	accuracy=0.824531
+2020-04-08 01:07:45,562 Epoch[1] Batch [13950-14000]	Speed: 202.82 samples/sec	accuracy=0.829063
+2020-04-08 01:08:17,301 Epoch[1] Batch [14000-14050]	Speed: 201.65 samples/sec	accuracy=0.833438
+2020-04-08 01:08:49,313 Epoch[1] Batch [14050-14100]	Speed: 199.93 samples/sec	accuracy=0.844063
+2020-04-08 01:09:21,221 Epoch[1] Batch [14100-14150]	Speed: 200.58 samples/sec	accuracy=0.827969
+2020-04-08 01:09:52,679 Epoch[1] Batch [14150-14200]	Speed: 203.45 samples/sec	accuracy=0.830781
+2020-04-08 01:10:24,008 Epoch[1] Batch [14200-14250]	Speed: 204.28 samples/sec	accuracy=0.836406
+2020-04-08 01:10:55,891 Epoch[1] Batch [14250-14300]	Speed: 200.74 samples/sec	accuracy=0.836875
+2020-04-08 01:11:27,704 Epoch[1] Batch [14300-14350]	Speed: 201.18 samples/sec	accuracy=0.827500
+2020-04-08 01:11:59,387 Epoch[1] Batch [14350-14400]	Speed: 202.00 samples/sec	accuracy=0.830937
+2020-04-08 01:12:31,405 Epoch[1] Batch [14400-14450]	Speed: 199.89 samples/sec	accuracy=0.829219
+2020-04-08 01:13:03,179 Epoch[1] Batch [14450-14500]	Speed: 201.42 samples/sec	accuracy=0.833438
+2020-04-08 01:13:34,789 Epoch[1] Batch [14500-14550]	Speed: 202.47 samples/sec	accuracy=0.823750
+2020-04-08 01:14:06,334 Epoch[1] Batch [14550-14600]	Speed: 202.89 samples/sec	accuracy=0.838594
+2020-04-08 01:14:38,956 Epoch[1] Batch [14600-14650]	Speed: 196.19 samples/sec	accuracy=0.839063
+2020-04-08 01:15:10,597 Epoch[1] Batch [14650-14700]	Speed: 202.27 samples/sec	accuracy=0.831250
+2020-04-08 01:15:42,282 Epoch[1] Batch [14700-14750]	Speed: 201.99 samples/sec	accuracy=0.828125
+2020-04-08 01:16:14,155 Epoch[1] Batch [14750-14800]	Speed: 200.80 samples/sec	accuracy=0.834375
+2020-04-08 01:16:46,014 Epoch[1] Batch [14800-14850]	Speed: 200.88 samples/sec	accuracy=0.835313
+2020-04-08 01:17:17,874 Epoch[1] Batch [14850-14900]	Speed: 200.88 samples/sec	accuracy=0.833125
+2020-04-08 01:17:49,745 Epoch[1] Batch [14900-14950]	Speed: 200.81 samples/sec	accuracy=0.830156
+2020-04-08 01:18:21,511 Epoch[1] Batch [14950-15000]	Speed: 201.47 samples/sec	accuracy=0.843594
+2020-04-08 01:18:53,510 Epoch[1] Batch [15000-15050]	Speed: 200.01 samples/sec	accuracy=0.838594
+2020-04-08 01:19:24,945 Epoch[1] Batch [15050-15100]	Speed: 203.60 samples/sec	accuracy=0.834375
+2020-04-08 01:19:56,860 Epoch[1] Batch [15100-15150]	Speed: 200.53 samples/sec	accuracy=0.832031
+2020-04-08 01:20:28,557 Epoch[1] Batch [15150-15200]	Speed: 201.92 samples/sec	accuracy=0.836875
+2020-04-08 01:21:00,195 Epoch[1] Batch [15200-15250]	Speed: 202.29 samples/sec	accuracy=0.841719
+2020-04-08 01:21:31,663 Epoch[1] Batch [15250-15300]	Speed: 203.39 samples/sec	accuracy=0.830000
+2020-04-08 01:22:03,410 Epoch[1] Batch [15300-15350]	Speed: 201.59 samples/sec	accuracy=0.829063
+2020-04-08 01:22:35,143 Epoch[1] Batch [15350-15400]	Speed: 201.69 samples/sec	accuracy=0.842187
+2020-04-08 01:23:06,819 Epoch[1] Batch [15400-15450]	Speed: 202.04 samples/sec	accuracy=0.827344
+2020-04-08 01:23:38,608 Epoch[1] Batch [15450-15500]	Speed: 201.33 samples/sec	accuracy=0.823125
+2020-04-08 01:24:10,272 Epoch[1] Batch [15500-15550]	Speed: 202.13 samples/sec	accuracy=0.836875
+2020-04-08 01:24:42,184 Epoch[1] Batch [15550-15600]	Speed: 200.55 samples/sec	accuracy=0.837031
+2020-04-08 01:25:13,987 Epoch[1] Batch [15600-15650]	Speed: 201.24 samples/sec	accuracy=0.830000
+2020-04-08 01:25:45,842 Epoch[1] Batch [15650-15700]	Speed: 200.92 samples/sec	accuracy=0.833438
+2020-04-08 01:26:17,809 Epoch[1] Batch [15700-15750]	Speed: 200.21 samples/sec	accuracy=0.833594
+2020-04-08 01:26:49,544 Epoch[1] Batch [15750-15800]	Speed: 201.67 samples/sec	accuracy=0.823281
+2020-04-08 01:27:21,451 Epoch[1] Batch [15800-15850]	Speed: 200.58 samples/sec	accuracy=0.828438
+2020-04-08 01:27:53,302 Epoch[1] Batch [15850-15900]	Speed: 200.94 samples/sec	accuracy=0.837969
+2020-04-08 01:28:25,236 Epoch[1] Batch [15900-15950]	Speed: 200.42 samples/sec	accuracy=0.834844
+2020-04-08 01:28:57,103 Epoch[1] Batch [15950-16000]	Speed: 200.84 samples/sec	accuracy=0.837344
+2020-04-08 01:29:28,863 Epoch[1] Batch [16000-16050]	Speed: 201.51 samples/sec	accuracy=0.827500
+2020-04-08 01:30:00,681 Epoch[1] Batch [16050-16100]	Speed: 201.15 samples/sec	accuracy=0.827187
+2020-04-08 01:30:32,826 Epoch[1] Batch [16100-16150]	Speed: 199.10 samples/sec	accuracy=0.839531
+2020-04-08 01:31:04,765 Epoch[1] Batch [16150-16200]	Speed: 200.38 samples/sec	accuracy=0.832656
+2020-04-08 01:31:36,858 Epoch[1] Batch [16200-16250]	Speed: 199.42 samples/sec	accuracy=0.842344
+2020-04-08 01:32:08,366 Epoch[1] Batch [16250-16300]	Speed: 203.12 samples/sec	accuracy=0.831406
+2020-04-08 01:32:40,540 Epoch[1] Batch [16300-16350]	Speed: 198.92 samples/sec	accuracy=0.837500
+2020-04-08 01:33:12,358 Epoch[1] Batch [16350-16400]	Speed: 201.15 samples/sec	accuracy=0.833594
+2020-04-08 01:33:44,202 Epoch[1] Batch [16400-16450]	Speed: 200.98 samples/sec	accuracy=0.838125
+2020-04-08 01:34:16,148 Epoch[1] Batch [16450-16500]	Speed: 200.34 samples/sec	accuracy=0.839688
+2020-04-08 01:34:47,938 Epoch[1] Batch [16500-16550]	Speed: 201.32 samples/sec	accuracy=0.832656
+2020-04-08 01:35:19,852 Epoch[1] Batch [16550-16600]	Speed: 200.54 samples/sec	accuracy=0.835313
+2020-04-08 01:35:51,659 Epoch[1] Batch [16600-16650]	Speed: 201.21 samples/sec	accuracy=0.838906
+2020-04-08 01:36:23,603 Epoch[1] Batch [16650-16700]	Speed: 200.36 samples/sec	accuracy=0.838281
+2020-04-08 01:36:55,667 Epoch[1] Batch [16700-16750]	Speed: 199.60 samples/sec	accuracy=0.844531
+2020-04-08 01:37:27,703 Epoch[1] Batch [16750-16800]	Speed: 199.78 samples/sec	accuracy=0.830313
+2020-04-08 01:37:59,823 Epoch[1] Batch [16800-16850]	Speed: 199.26 samples/sec	accuracy=0.833125
+2020-04-08 01:38:31,457 Epoch[1] Batch [16850-16900]	Speed: 202.31 samples/sec	accuracy=0.835313
+2020-04-08 01:39:03,410 Epoch[1] Batch [16900-16950]	Speed: 200.30 samples/sec	accuracy=0.836250
+2020-04-08 01:39:35,207 Epoch[1] Batch [16950-17000]	Speed: 201.28 samples/sec	accuracy=0.833750
+2020-04-08 01:40:06,894 Epoch[1] Batch [17000-17050]	Speed: 201.98 samples/sec	accuracy=0.837500
+2020-04-08 01:40:38,534 Epoch[1] Batch [17050-17100]	Speed: 202.28 samples/sec	accuracy=0.834375
+2020-04-08 01:41:10,493 Epoch[1] Batch [17100-17150]	Speed: 200.26 samples/sec	accuracy=0.829375
+2020-04-08 01:41:42,045 Epoch[1] Batch [17150-17200]	Speed: 202.84 samples/sec	accuracy=0.832187
+2020-04-08 01:42:13,785 Epoch[1] Batch [17200-17250]	Speed: 201.64 samples/sec	accuracy=0.825781
+2020-04-08 01:42:45,532 Epoch[1] Batch [17250-17300]	Speed: 201.60 samples/sec	accuracy=0.838125
+2020-04-08 01:43:17,586 Epoch[1] Batch [17300-17350]	Speed: 199.66 samples/sec	accuracy=0.830625
+2020-04-08 01:43:49,365 Epoch[1] Batch [17350-17400]	Speed: 201.39 samples/sec	accuracy=0.837656
+2020-04-08 01:44:21,105 Epoch[1] Batch [17400-17450]	Speed: 201.64 samples/sec	accuracy=0.840000
+2020-04-08 01:44:52,943 Epoch[1] Batch [17450-17500]	Speed: 201.02 samples/sec	accuracy=0.828750
+2020-04-08 01:45:24,543 Epoch[1] Batch [17500-17550]	Speed: 202.53 samples/sec	accuracy=0.831719
+2020-04-08 01:45:56,314 Epoch[1] Batch [17550-17600]	Speed: 201.44 samples/sec	accuracy=0.834688
+2020-04-08 01:46:27,922 Epoch[1] Batch [17600-17650]	Speed: 202.48 samples/sec	accuracy=0.829844
+2020-04-08 01:47:00,323 Epoch[1] Batch [17650-17700]	Speed: 197.53 samples/sec	accuracy=0.839844
+2020-04-08 01:47:32,319 Epoch[1] Batch [17700-17750]	Speed: 200.02 samples/sec	accuracy=0.841250
+2020-04-08 01:48:03,863 Epoch[1] Batch [17750-17800]	Speed: 202.89 samples/sec	accuracy=0.834375
+2020-04-08 01:48:35,549 Epoch[1] Batch [17800-17850]	Speed: 201.99 samples/sec	accuracy=0.829531
+2020-04-08 01:49:07,316 Epoch[1] Batch [17850-17900]	Speed: 201.47 samples/sec	accuracy=0.827344
+2020-04-08 01:49:39,092 Epoch[1] Batch [17900-17950]	Speed: 201.41 samples/sec	accuracy=0.838906
+2020-04-08 01:50:10,818 Epoch[1] Batch [17950-18000]	Speed: 201.73 samples/sec	accuracy=0.844844
+2020-04-08 01:50:42,639 Epoch[1] Batch [18000-18050]	Speed: 201.13 samples/sec	accuracy=0.834219
+2020-04-08 01:51:14,630 Epoch[1] Batch [18050-18100]	Speed: 200.06 samples/sec	accuracy=0.835938
+2020-04-08 01:51:46,372 Epoch[1] Batch [18100-18150]	Speed: 201.62 samples/sec	accuracy=0.844688
+2020-04-08 01:52:18,381 Epoch[1] Batch [18150-18200]	Speed: 199.95 samples/sec	accuracy=0.844688
+2020-04-08 01:52:49,879 Epoch[1] Batch [18200-18250]	Speed: 203.19 samples/sec	accuracy=0.845000
+2020-04-08 01:53:21,779 Epoch[1] Batch [18250-18300]	Speed: 200.63 samples/sec	accuracy=0.837031
+2020-04-08 01:53:53,604 Epoch[1] Batch [18300-18350]	Speed: 201.10 samples/sec	accuracy=0.843594
+2020-04-08 01:54:25,620 Epoch[1] Batch [18350-18400]	Speed: 199.90 samples/sec	accuracy=0.839375
+2020-04-08 01:54:57,352 Epoch[1] Batch [18400-18450]	Speed: 201.69 samples/sec	accuracy=0.835000
+2020-04-08 01:55:29,394 Epoch[1] Batch [18450-18500]	Speed: 199.74 samples/sec	accuracy=0.832969
+2020-04-08 01:56:01,245 Epoch[1] Batch [18500-18550]	Speed: 200.94 samples/sec	accuracy=0.830313
+2020-04-08 01:56:33,347 Epoch[1] Batch [18550-18600]	Speed: 199.37 samples/sec	accuracy=0.838437
+2020-04-08 01:57:04,338 Epoch[1] Batch [18600-18650]	Speed: 206.51 samples/sec	accuracy=0.836719
+2020-04-08 01:57:35,598 Epoch[1] Batch [18650-18700]	Speed: 204.74 samples/sec	accuracy=0.835156
+2020-04-08 01:58:06,177 Epoch[1] Batch [18700-18750]	Speed: 209.29 samples/sec	accuracy=0.834844
+2020-04-08 01:58:37,069 Epoch[1] Batch [18750-18800]	Speed: 207.18 samples/sec	accuracy=0.829844
+2020-04-08 01:59:07,656 Epoch[1] Batch [18800-18850]	Speed: 209.24 samples/sec	accuracy=0.834688
+2020-04-08 01:59:38,515 Epoch[1] Batch [18850-18900]	Speed: 207.39 samples/sec	accuracy=0.836562
+2020-04-08 02:00:09,088 Epoch[1] Batch [18900-18950]	Speed: 209.34 samples/sec	accuracy=0.835938
+2020-04-08 02:00:39,972 Epoch[1] Batch [18950-19000]	Speed: 207.23 samples/sec	accuracy=0.839531
+2020-04-08 02:01:10,805 Epoch[1] Batch [19000-19050]	Speed: 207.57 samples/sec	accuracy=0.844219
+2020-04-08 02:01:41,973 Epoch[1] Batch [19050-19100]	Speed: 205.34 samples/sec	accuracy=0.838125
+2020-04-08 02:02:12,229 Epoch[1] Batch [19100-19150]	Speed: 211.53 samples/sec	accuracy=0.837187
+2020-04-08 02:02:43,401 Epoch[1] Batch [19150-19200]	Speed: 205.31 samples/sec	accuracy=0.846250
+2020-04-08 02:03:14,578 Epoch[1] Batch [19200-19250]	Speed: 205.28 samples/sec	accuracy=0.840469
+2020-04-08 02:03:45,347 Epoch[1] Batch [19250-19300]	Speed: 208.00 samples/sec	accuracy=0.838750
+2020-04-08 02:04:15,783 Epoch[1] Batch [19300-19350]	Speed: 210.28 samples/sec	accuracy=0.847812
+2020-04-08 02:04:46,040 Epoch[1] Batch [19350-19400]	Speed: 211.52 samples/sec	accuracy=0.833750
+2020-04-08 02:05:16,462 Epoch[1] Batch [19400-19450]	Speed: 210.38 samples/sec	accuracy=0.839063
+2020-04-08 02:05:46,884 Epoch[1] Batch [19450-19500]	Speed: 210.37 samples/sec	accuracy=0.834063
+2020-04-08 02:06:17,795 Epoch[1] Batch [19500-19550]	Speed: 207.05 samples/sec	accuracy=0.838125
+2020-04-08 02:06:48,389 Epoch[1] Batch [19550-19600]	Speed: 209.19 samples/sec	accuracy=0.847344
+2020-04-08 02:07:19,112 Epoch[1] Batch [19600-19650]	Speed: 208.31 samples/sec	accuracy=0.839375
+2020-04-08 02:07:49,808 Epoch[1] Batch [19650-19700]	Speed: 208.50 samples/sec	accuracy=0.833281
+2020-04-08 02:08:21,033 Epoch[1] Batch [19700-19750]	Speed: 204.96 samples/sec	accuracy=0.850469
+2020-04-08 02:08:52,054 Epoch[1] Batch [19750-19800]	Speed: 206.31 samples/sec	accuracy=0.842031
+2020-04-08 02:09:22,390 Epoch[1] Batch [19800-19850]	Speed: 210.97 samples/sec	accuracy=0.842344
+2020-04-08 02:09:52,990 Epoch[1] Batch [19850-19900]	Speed: 209.15 samples/sec	accuracy=0.839063
+2020-04-08 02:10:23,981 Epoch[1] Batch [19900-19950]	Speed: 206.51 samples/sec	accuracy=0.840000
+2020-04-08 02:10:54,635 Epoch[1] Batch [19950-20000]	Speed: 208.78 samples/sec	accuracy=0.833438
+2020-04-08 02:11:25,638 Epoch[1] Batch [20000-20050]	Speed: 206.43 samples/sec	accuracy=0.840781
+2020-04-08 02:11:56,224 Epoch[1] Batch [20050-20100]	Speed: 209.25 samples/sec	accuracy=0.837344
+2020-04-08 02:12:26,856 Epoch[1] Batch [20100-20150]	Speed: 208.93 samples/sec	accuracy=0.841094
+2020-04-08 02:12:57,394 Epoch[1] Batch [20150-20200]	Speed: 209.58 samples/sec	accuracy=0.842031
+2020-04-08 02:13:28,402 Epoch[1] Batch [20200-20250]	Speed: 206.40 samples/sec	accuracy=0.837187
+2020-04-08 02:13:59,198 Epoch[1] Batch [20250-20300]	Speed: 207.82 samples/sec	accuracy=0.844688
+2020-04-08 02:14:29,877 Epoch[1] Batch [20300-20350]	Speed: 208.62 samples/sec	accuracy=0.839219
+2020-04-08 02:15:00,410 Epoch[1] Batch [20350-20400]	Speed: 209.61 samples/sec	accuracy=0.838906
+2020-04-08 02:15:31,287 Epoch[1] Batch [20400-20450]	Speed: 207.27 samples/sec	accuracy=0.835625
+2020-04-08 02:16:02,515 Epoch[1] Batch [20450-20500]	Speed: 204.95 samples/sec	accuracy=0.842500
+2020-04-08 02:16:33,081 Epoch[1] Batch [20500-20550]	Speed: 209.39 samples/sec	accuracy=0.838281
+2020-04-08 02:17:03,800 Epoch[1] Batch [20550-20600]	Speed: 208.35 samples/sec	accuracy=0.845156
+2020-04-08 02:17:34,775 Epoch[1] Batch [20600-20650]	Speed: 206.62 samples/sec	accuracy=0.838437
+2020-04-08 02:18:05,937 Epoch[1] Batch [20650-20700]	Speed: 205.38 samples/sec	accuracy=0.841875
+2020-04-08 02:18:36,539 Epoch[1] Batch [20700-20750]	Speed: 209.14 samples/sec	accuracy=0.841719
+2020-04-08 02:19:08,064 Epoch[1] Batch [20750-20800]	Speed: 203.01 samples/sec	accuracy=0.843594
+2020-04-08 02:19:39,390 Epoch[1] Batch [20800-20850]	Speed: 204.31 samples/sec	accuracy=0.840781
+2020-04-08 02:20:10,989 Epoch[1] Batch [20850-20900]	Speed: 202.54 samples/sec	accuracy=0.832656
+2020-04-08 02:20:42,549 Epoch[1] Batch [20900-20950]	Speed: 202.79 samples/sec	accuracy=0.832344
+2020-04-08 02:21:13,113 Epoch[1] Batch [20950-21000]	Speed: 209.40 samples/sec	accuracy=0.833906
+2020-04-08 02:21:43,350 Epoch[1] Batch [21000-21050]	Speed: 211.66 samples/sec	accuracy=0.846250
+2020-04-08 02:22:14,474 Epoch[1] Batch [21050-21100]	Speed: 205.63 samples/sec	accuracy=0.846406
+2020-04-08 02:22:45,166 Epoch[1] Batch [21100-21150]	Speed: 208.53 samples/sec	accuracy=0.840000
+2020-04-08 02:23:16,127 Epoch[1] Batch [21150-21200]	Speed: 206.71 samples/sec	accuracy=0.840625
+2020-04-08 02:23:46,994 Epoch[1] Batch [21200-21250]	Speed: 207.34 samples/sec	accuracy=0.835469
+2020-04-08 02:24:17,679 Epoch[1] Batch [21250-21300]	Speed: 208.57 samples/sec	accuracy=0.837969
+2020-04-08 02:24:48,557 Epoch[1] Batch [21300-21350]	Speed: 207.27 samples/sec	accuracy=0.837187
+2020-04-08 02:25:19,176 Epoch[1] Batch [21350-21400]	Speed: 209.02 samples/sec	accuracy=0.838906
+2020-04-08 02:25:49,947 Epoch[1] Batch [21400-21450]	Speed: 207.99 samples/sec	accuracy=0.848750
+2020-04-08 02:26:21,219 Epoch[1] Batch [21450-21500]	Speed: 204.66 samples/sec	accuracy=0.838437
+2020-04-08 02:26:51,878 Epoch[1] Batch [21500-21550]	Speed: 208.75 samples/sec	accuracy=0.838437
+2020-04-08 02:27:22,127 Epoch[1] Batch [21550-21600]	Speed: 211.58 samples/sec	accuracy=0.832031
+2020-04-08 02:27:53,476 Epoch[1] Batch [21600-21650]	Speed: 204.16 samples/sec	accuracy=0.838750
+2020-04-08 02:28:24,903 Epoch[1] Batch [21650-21700]	Speed: 203.65 samples/sec	accuracy=0.840938
+2020-04-08 02:28:55,991 Epoch[1] Batch [21700-21750]	Speed: 205.87 samples/sec	accuracy=0.837969
+2020-04-08 02:29:27,853 Epoch[1] Batch [21750-21800]	Speed: 200.86 samples/sec	accuracy=0.826250
+2020-04-08 02:29:59,766 Epoch[1] Batch [21800-21850]	Speed: 200.55 samples/sec	accuracy=0.833438
+2020-04-08 02:30:31,581 Epoch[1] Batch [21850-21900]	Speed: 201.16 samples/sec	accuracy=0.836250
+2020-04-08 02:31:03,382 Epoch[1] Batch [21900-21950]	Speed: 201.25 samples/sec	accuracy=0.835938
+2020-04-08 02:31:35,141 Epoch[1] Batch [21950-22000]	Speed: 201.52 samples/sec	accuracy=0.853125
+2020-04-08 02:32:07,007 Epoch[1] Batch [22000-22050]	Speed: 200.84 samples/sec	accuracy=0.839063
+2020-04-08 02:32:38,867 Epoch[1] Batch [22050-22100]	Speed: 200.88 samples/sec	accuracy=0.846094
+2020-04-08 02:33:11,020 Epoch[1] Batch [22100-22150]	Speed: 199.05 samples/sec	accuracy=0.850625
+2020-04-08 02:33:43,055 Epoch[1] Batch [22150-22200]	Speed: 199.78 samples/sec	accuracy=0.834688
+2020-04-08 02:34:14,702 Epoch[1] Batch [22200-22250]	Speed: 202.23 samples/sec	accuracy=0.847500
+2020-04-08 02:34:46,611 Epoch[1] Batch [22250-22300]	Speed: 200.57 samples/sec	accuracy=0.844844
+2020-04-08 02:35:18,450 Epoch[1] Batch [22300-22350]	Speed: 201.02 samples/sec	accuracy=0.844844
+2020-04-08 02:35:50,122 Epoch[1] Batch [22350-22400]	Speed: 202.07 samples/sec	accuracy=0.842344
+2020-04-08 02:36:21,713 Epoch[1] Batch [22400-22450]	Speed: 202.59 samples/sec	accuracy=0.838437
+2020-04-08 02:36:53,522 Epoch[1] Batch [22450-22500]	Speed: 201.20 samples/sec	accuracy=0.836719
+2020-04-08 02:37:25,417 Epoch[1] Batch [22500-22550]	Speed: 200.66 samples/sec	accuracy=0.836875
+2020-04-08 02:37:57,123 Epoch[1] Batch [22550-22600]	Speed: 201.85 samples/sec	accuracy=0.846094
+2020-04-08 02:38:28,675 Epoch[1] Batch [22600-22650]	Speed: 202.85 samples/sec	accuracy=0.846094
+2020-04-08 02:39:00,534 Epoch[1] Batch [22650-22700]	Speed: 200.88 samples/sec	accuracy=0.847344
+2020-04-08 02:39:32,551 Epoch[1] Batch [22700-22750]	Speed: 199.90 samples/sec	accuracy=0.850000
+2020-04-08 02:40:04,279 Epoch[1] Batch [22750-22800]	Speed: 201.71 samples/sec	accuracy=0.839844
+2020-04-08 02:40:35,905 Epoch[1] Batch [22800-22850]	Speed: 202.37 samples/sec	accuracy=0.850938
+2020-04-08 02:41:07,870 Epoch[1] Batch [22850-22900]	Speed: 200.22 samples/sec	accuracy=0.835781
+2020-04-08 02:41:39,548 Epoch[1] Batch [22900-22950]	Speed: 202.03 samples/sec	accuracy=0.832031
+2020-04-08 02:42:11,455 Epoch[1] Batch [22950-23000]	Speed: 200.59 samples/sec	accuracy=0.836719
+2020-04-08 02:42:43,214 Epoch[1] Batch [23000-23050]	Speed: 201.51 samples/sec	accuracy=0.852656
+2020-04-08 02:43:14,833 Epoch[1] Batch [23050-23100]	Speed: 202.41 samples/sec	accuracy=0.848594
+2020-04-08 02:43:46,698 Epoch[1] Batch [23100-23150]	Speed: 200.85 samples/sec	accuracy=0.838437
+2020-04-08 02:44:18,372 Epoch[1] Batch [23150-23200]	Speed: 202.05 samples/sec	accuracy=0.841406
+2020-04-08 02:44:50,136 Epoch[1] Batch [23200-23250]	Speed: 201.49 samples/sec	accuracy=0.831562
+2020-04-08 02:45:21,963 Epoch[1] Batch [23250-23300]	Speed: 201.09 samples/sec	accuracy=0.841562
+2020-04-08 02:45:53,697 Epoch[1] Batch [23300-23350]	Speed: 201.68 samples/sec	accuracy=0.841875
+2020-04-08 02:46:25,432 Epoch[1] Batch [23350-23400]	Speed: 201.67 samples/sec	accuracy=0.839219
+2020-04-08 02:46:57,412 Epoch[1] Batch [23400-23450]	Speed: 200.13 samples/sec	accuracy=0.836562
+2020-04-08 02:47:29,156 Epoch[1] Batch [23450-23500]	Speed: 201.62 samples/sec	accuracy=0.842187
+2020-04-08 02:48:01,105 Epoch[1] Batch [23500-23550]	Speed: 200.32 samples/sec	accuracy=0.842031
+2020-04-08 02:48:33,382 Epoch[1] Batch [23550-23600]	Speed: 198.28 samples/sec	accuracy=0.847656
+2020-04-08 02:49:05,332 Epoch[1] Batch [23600-23650]	Speed: 200.31 samples/sec	accuracy=0.843125
+2020-04-08 02:49:37,318 Epoch[1] Batch [23650-23700]	Speed: 200.09 samples/sec	accuracy=0.839375
+2020-04-08 02:50:09,069 Epoch[1] Batch [23700-23750]	Speed: 201.57 samples/sec	accuracy=0.848906
+2020-04-08 02:50:40,685 Epoch[1] Batch [23750-23800]	Speed: 202.43 samples/sec	accuracy=0.846406
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+2020-04-08 02:52:48,148 Epoch[1] Batch [23950-24000]	Speed: 203.79 samples/sec	accuracy=0.848906
+2020-04-08 02:53:19,835 Epoch[1] Batch [24000-24050]	Speed: 201.98 samples/sec	accuracy=0.851094
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+2020-04-08 02:55:58,724 Epoch[1] Batch [24250-24300]	Speed: 200.82 samples/sec	accuracy=0.842656
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+2020-04-08 02:58:06,638 Epoch[1] Batch [24450-24500]	Speed: 199.30 samples/sec	accuracy=0.847812
+2020-04-08 02:58:38,365 Epoch[1] Batch [24500-24550]	Speed: 201.72 samples/sec	accuracy=0.844531
+2020-04-08 02:59:10,166 Epoch[1] Batch [24550-24600]	Speed: 201.25 samples/sec	accuracy=0.848281
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+2020-04-08 03:01:17,271 Epoch[1] Batch [24750-24800]	Speed: 199.58 samples/sec	accuracy=0.844219
+2020-04-08 03:01:49,091 Epoch[1] Batch [24800-24850]	Speed: 201.13 samples/sec	accuracy=0.837500
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+2020-04-08 03:03:23,976 Epoch[1] Batch [24950-25000]	Speed: 201.76 samples/sec	accuracy=0.846719
+2020-04-08 03:03:55,900 Epoch[1] Batch [25000-25050]	Speed: 200.48 samples/sec	accuracy=0.846875
+2020-04-08 03:04:27,727 Epoch[1] Batch [25050-25100]	Speed: 201.09 samples/sec	accuracy=0.853594
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+2020-04-08 03:07:07,652 Epoch[1] Batch [25300-25350]	Speed: 197.72 samples/sec	accuracy=0.841406
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+2020-04-08 03:10:18,014 Epoch[1] Batch [25600-25650]	Speed: 203.33 samples/sec	accuracy=0.850000
+2020-04-08 03:10:49,815 Epoch[1] Batch [25650-25700]	Speed: 201.25 samples/sec	accuracy=0.849219
+2020-04-08 03:11:21,480 Epoch[1] Batch [25700-25750]	Speed: 202.12 samples/sec	accuracy=0.846562
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+2020-04-08 03:12:25,122 Epoch[1] Batch [25800-25850]	Speed: 201.59 samples/sec	accuracy=0.847187
+2020-04-08 03:12:57,073 Epoch[1] Batch [25850-25900]	Speed: 200.31 samples/sec	accuracy=0.842812
+2020-04-08 03:13:29,090 Epoch[1] Batch [25900-25950]	Speed: 199.90 samples/sec	accuracy=0.845625
+2020-04-08 03:14:00,766 Epoch[1] Batch [25950-26000]	Speed: 202.05 samples/sec	accuracy=0.845781
+2020-04-08 03:14:33,237 Epoch[1] Batch [26000-26050]	Speed: 197.10 samples/sec	accuracy=0.846094
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+2020-04-08 03:15:37,188 Epoch[1] Batch [26100-26150]	Speed: 200.51 samples/sec	accuracy=0.854219
+2020-04-08 03:16:09,066 Epoch[1] Batch [26150-26200]	Speed: 200.76 samples/sec	accuracy=0.844531
+2020-04-08 03:16:40,569 Epoch[1] Batch [26200-26250]	Speed: 203.16 samples/sec	accuracy=0.842969
+2020-04-08 03:17:12,476 Epoch[1] Batch [26250-26300]	Speed: 200.59 samples/sec	accuracy=0.847812
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+2020-04-08 03:18:47,916 Epoch[1] Batch [26400-26450]	Speed: 200.92 samples/sec	accuracy=0.844844
+2020-04-08 03:19:19,842 Epoch[1] Batch [26450-26500]	Speed: 200.46 samples/sec	accuracy=0.841719
+2020-04-08 03:19:51,558 Epoch[1] Batch [26500-26550]	Speed: 201.80 samples/sec	accuracy=0.848437
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+2020-04-08 03:20:55,165 Epoch[1] Batch [26600-26650]	Speed: 200.87 samples/sec	accuracy=0.846719
+2020-04-08 03:21:27,228 Epoch[1] Batch [26650-26700]	Speed: 199.61 samples/sec	accuracy=0.844688
+2020-04-08 03:21:58,762 Epoch[1] Batch [26700-26750]	Speed: 202.96 samples/sec	accuracy=0.845000
+2020-04-08 03:22:30,708 Epoch[1] Batch [26750-26800]	Speed: 200.34 samples/sec	accuracy=0.845313
+2020-04-08 03:23:02,437 Epoch[1] Batch [26800-26850]	Speed: 201.71 samples/sec	accuracy=0.844375
+2020-04-08 03:23:34,573 Epoch[1] Batch [26850-26900]	Speed: 199.15 samples/sec	accuracy=0.848437
+2020-04-08 03:24:05,990 Epoch[1] Batch [26900-26950]	Speed: 203.71 samples/sec	accuracy=0.850781
+2020-04-08 03:24:37,820 Epoch[1] Batch [26950-27000]	Speed: 201.07 samples/sec	accuracy=0.857969
+2020-04-08 03:25:09,628 Epoch[1] Batch [27000-27050]	Speed: 201.21 samples/sec	accuracy=0.841406
+2020-04-08 03:25:41,350 Epoch[1] Batch [27050-27100]	Speed: 201.76 samples/sec	accuracy=0.836094
+2020-04-08 03:26:13,091 Epoch[1] Batch [27100-27150]	Speed: 201.63 samples/sec	accuracy=0.846719
+2020-04-08 03:26:44,822 Epoch[1] Batch [27150-27200]	Speed: 201.70 samples/sec	accuracy=0.848594
+2020-04-08 03:27:16,828 Epoch[1] Batch [27200-27250]	Speed: 199.96 samples/sec	accuracy=0.841562
+2020-04-08 03:27:48,713 Epoch[1] Batch [27250-27300]	Speed: 200.72 samples/sec	accuracy=0.847344
+2020-04-08 03:28:20,376 Epoch[1] Batch [27300-27350]	Speed: 202.13 samples/sec	accuracy=0.850625
+2020-04-08 03:28:52,467 Epoch[1] Batch [27350-27400]	Speed: 199.43 samples/sec	accuracy=0.849219
+2020-04-08 03:29:24,368 Epoch[1] Batch [27400-27450]	Speed: 200.62 samples/sec	accuracy=0.848594
+2020-04-08 03:29:56,200 Epoch[1] Batch [27450-27500]	Speed: 201.06 samples/sec	accuracy=0.848594
+2020-04-08 03:30:27,964 Epoch[1] Batch [27500-27550]	Speed: 201.49 samples/sec	accuracy=0.854062
+2020-04-08 03:30:59,852 Epoch[1] Batch [27550-27600]	Speed: 200.70 samples/sec	accuracy=0.851250
+2020-04-08 03:31:31,820 Epoch[1] Batch [27600-27650]	Speed: 200.21 samples/sec	accuracy=0.844531
+2020-04-08 03:32:03,805 Epoch[1] Batch [27650-27700]	Speed: 200.09 samples/sec	accuracy=0.846875
+2020-04-08 03:32:35,576 Epoch[1] Batch [27700-27750]	Speed: 201.44 samples/sec	accuracy=0.854844
+2020-04-08 03:33:07,404 Epoch[1] Batch [27750-27800]	Speed: 201.08 samples/sec	accuracy=0.847812
+2020-04-08 03:33:39,408 Epoch[1] Batch [27800-27850]	Speed: 199.98 samples/sec	accuracy=0.841875
+2020-04-08 03:34:11,286 Epoch[1] Batch [27850-27900]	Speed: 200.77 samples/sec	accuracy=0.856094
+2020-04-08 03:34:43,068 Epoch[1] Batch [27900-27950]	Speed: 201.37 samples/sec	accuracy=0.846250
+2020-04-08 03:35:15,210 Epoch[1] Batch [27950-28000]	Speed: 199.12 samples/sec	accuracy=0.846562
+2020-04-08 03:35:47,133 Epoch[1] Batch [28000-28050]	Speed: 200.49 samples/sec	accuracy=0.851719
+2020-04-08 03:36:19,162 Epoch[1] Batch [28050-28100]	Speed: 199.82 samples/sec	accuracy=0.839844
+2020-04-08 03:36:51,008 Epoch[1] Batch [28100-28150]	Speed: 200.97 samples/sec	accuracy=0.850469
+2020-04-08 03:37:22,822 Epoch[1] Batch [28150-28200]	Speed: 201.17 samples/sec	accuracy=0.850781
+2020-04-08 03:37:47,494 Epoch[1] Train-accuracy=0.828791
+2020-04-08 03:37:47,494 Epoch[1] Time cost=17736.114
+2020-04-08 03:37:47,723 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0002.params"
+2020-04-08 04:07:52,127 Epoch[1] Validation-accuracy=0.936947
+2020-04-08 04:08:32,484 Epoch[2] Batch [0-50]	Speed: 198.95 samples/sec	accuracy=0.839154
+2020-04-08 04:09:04,420 Epoch[2] Batch [50-100]	Speed: 200.40 samples/sec	accuracy=0.860625
+2020-04-08 04:09:36,248 Epoch[2] Batch [100-150]	Speed: 201.08 samples/sec	accuracy=0.849375
+2020-04-08 04:10:07,748 Epoch[2] Batch [150-200]	Speed: 203.17 samples/sec	accuracy=0.842812
+2020-04-08 04:10:39,710 Epoch[2] Batch [200-250]	Speed: 200.24 samples/sec	accuracy=0.853125
+2020-04-08 04:11:11,302 Epoch[2] Batch [250-300]	Speed: 202.59 samples/sec	accuracy=0.860156
+2020-04-08 04:11:42,914 Epoch[2] Batch [300-350]	Speed: 202.45 samples/sec	accuracy=0.852812
+2020-04-08 04:12:14,898 Epoch[2] Batch [350-400]	Speed: 200.11 samples/sec	accuracy=0.853125
+2020-04-08 04:12:46,863 Epoch[2] Batch [400-450]	Speed: 200.22 samples/sec	accuracy=0.849219
+2020-04-08 04:13:18,327 Epoch[2] Batch [450-500]	Speed: 203.41 samples/sec	accuracy=0.852031
+2020-04-08 04:13:50,304 Epoch[2] Batch [500-550]	Speed: 200.14 samples/sec	accuracy=0.847187
+2020-04-08 04:14:22,057 Epoch[2] Batch [550-600]	Speed: 201.56 samples/sec	accuracy=0.852344
+2020-04-08 04:14:54,501 Epoch[2] Batch [600-650]	Speed: 197.26 samples/sec	accuracy=0.849531
+2020-04-08 04:15:26,480 Epoch[2] Batch [650-700]	Speed: 200.13 samples/sec	accuracy=0.849219
+2020-04-08 04:15:58,519 Epoch[2] Batch [700-750]	Speed: 199.76 samples/sec	accuracy=0.843437
+2020-04-08 04:16:30,392 Epoch[2] Batch [750-800]	Speed: 200.79 samples/sec	accuracy=0.848281
+2020-04-08 04:17:02,203 Epoch[2] Batch [800-850]	Speed: 201.19 samples/sec	accuracy=0.843125
+2020-04-08 04:17:34,172 Epoch[2] Batch [850-900]	Speed: 200.19 samples/sec	accuracy=0.855313
+2020-04-08 04:18:05,598 Epoch[2] Batch [900-950]	Speed: 203.66 samples/sec	accuracy=0.845469
+2020-04-08 04:18:37,327 Epoch[2] Batch [950-1000]	Speed: 201.71 samples/sec	accuracy=0.853281
+2020-04-08 04:19:09,044 Epoch[2] Batch [1000-1050]	Speed: 201.78 samples/sec	accuracy=0.854219
+2020-04-08 04:19:40,862 Epoch[2] Batch [1050-1100]	Speed: 201.15 samples/sec	accuracy=0.849688
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+2020-04-08 04:20:44,570 Epoch[2] Batch [1150-1200]	Speed: 202.35 samples/sec	accuracy=0.854844
+2020-04-08 04:21:16,578 Epoch[2] Batch [1200-1250]	Speed: 199.95 samples/sec	accuracy=0.849688
+2020-04-08 04:21:48,501 Epoch[2] Batch [1250-1300]	Speed: 200.48 samples/sec	accuracy=0.848594
+2020-04-08 04:22:19,949 Epoch[2] Batch [1300-1350]	Speed: 203.51 samples/sec	accuracy=0.857812
+2020-04-08 04:22:51,742 Epoch[2] Batch [1350-1400]	Speed: 201.30 samples/sec	accuracy=0.857031
+2020-04-08 04:23:23,686 Epoch[2] Batch [1400-1450]	Speed: 200.35 samples/sec	accuracy=0.848906
+2020-04-08 04:23:55,823 Epoch[2] Batch [1450-1500]	Speed: 199.15 samples/sec	accuracy=0.849844
+2020-04-08 04:24:27,694 Epoch[2] Batch [1500-1550]	Speed: 200.81 samples/sec	accuracy=0.852969
+2020-04-08 04:24:59,568 Epoch[2] Batch [1550-1600]	Speed: 200.79 samples/sec	accuracy=0.841875
+2020-04-08 04:25:31,060 Epoch[2] Batch [1600-1650]	Speed: 203.23 samples/sec	accuracy=0.849844
+2020-04-08 04:26:02,746 Epoch[2] Batch [1650-1700]	Speed: 201.99 samples/sec	accuracy=0.843594
+2020-04-08 04:26:34,401 Epoch[2] Batch [1700-1750]	Speed: 202.18 samples/sec	accuracy=0.841094
+2020-04-08 04:27:06,278 Epoch[2] Batch [1750-1800]	Speed: 200.77 samples/sec	accuracy=0.851406
+2020-04-08 04:27:37,940 Epoch[2] Batch [1800-1850]	Speed: 202.14 samples/sec	accuracy=0.848750
+2020-04-08 04:28:09,871 Epoch[2] Batch [1850-1900]	Speed: 200.43 samples/sec	accuracy=0.846094
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+2020-04-08 04:29:13,517 Epoch[2] Batch [1950-2000]	Speed: 202.47 samples/sec	accuracy=0.851719
+2020-04-08 04:29:45,261 Epoch[2] Batch [2000-2050]	Speed: 201.61 samples/sec	accuracy=0.848125
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+2020-04-08 04:30:49,189 Epoch[2] Batch [2100-2150]	Speed: 201.02 samples/sec	accuracy=0.857656
+2020-04-08 04:31:21,069 Epoch[2] Batch [2150-2200]	Speed: 200.76 samples/sec	accuracy=0.848594
+2020-04-08 04:31:52,957 Epoch[2] Batch [2200-2250]	Speed: 200.70 samples/sec	accuracy=0.845781
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+2020-04-08 04:33:27,607 Epoch[2] Batch [2350-2400]	Speed: 202.65 samples/sec	accuracy=0.848125
+2020-04-08 04:33:59,824 Epoch[2] Batch [2400-2450]	Speed: 198.66 samples/sec	accuracy=0.852656
+2020-04-08 04:34:31,818 Epoch[2] Batch [2450-2500]	Speed: 200.04 samples/sec	accuracy=0.850156
+2020-04-08 04:35:03,541 Epoch[2] Batch [2500-2550]	Speed: 201.74 samples/sec	accuracy=0.851562
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+2020-04-08 04:36:06,997 Epoch[2] Batch [2600-2650]	Speed: 200.96 samples/sec	accuracy=0.858906
+2020-04-08 04:36:38,868 Epoch[2] Batch [2650-2700]	Speed: 200.81 samples/sec	accuracy=0.852656
+2020-04-08 04:37:10,892 Epoch[2] Batch [2700-2750]	Speed: 199.85 samples/sec	accuracy=0.857187
+2020-04-08 04:37:42,341 Epoch[2] Batch [2750-2800]	Speed: 203.51 samples/sec	accuracy=0.855000
+2020-04-08 04:38:14,087 Epoch[2] Batch [2800-2850]	Speed: 201.60 samples/sec	accuracy=0.847656
+2020-04-08 04:38:45,792 Epoch[2] Batch [2850-2900]	Speed: 201.86 samples/sec	accuracy=0.852812
+2020-04-08 04:39:17,718 Epoch[2] Batch [2900-2950]	Speed: 200.46 samples/sec	accuracy=0.851562
+2020-04-08 04:39:49,875 Epoch[2] Batch [2950-3000]	Speed: 199.03 samples/sec	accuracy=0.848750
+2020-04-08 04:40:21,589 Epoch[2] Batch [3000-3050]	Speed: 201.80 samples/sec	accuracy=0.851562
+2020-04-08 04:40:53,498 Epoch[2] Batch [3050-3100]	Speed: 200.57 samples/sec	accuracy=0.849531
+2020-04-08 04:41:25,683 Epoch[2] Batch [3100-3150]	Speed: 198.85 samples/sec	accuracy=0.856875
+2020-04-08 04:41:57,242 Epoch[2] Batch [3150-3200]	Speed: 202.79 samples/sec	accuracy=0.852656
+2020-04-08 04:42:29,142 Epoch[2] Batch [3200-3250]	Speed: 200.63 samples/sec	accuracy=0.861406
+2020-04-08 04:43:01,172 Epoch[2] Batch [3250-3300]	Speed: 199.81 samples/sec	accuracy=0.850000
+2020-04-08 04:43:33,127 Epoch[2] Batch [3300-3350]	Speed: 200.28 samples/sec	accuracy=0.854375
+2020-04-08 04:44:05,119 Epoch[2] Batch [3350-3400]	Speed: 200.05 samples/sec	accuracy=0.844219
+2020-04-08 04:44:37,029 Epoch[2] Batch [3400-3450]	Speed: 200.57 samples/sec	accuracy=0.846250
+2020-04-08 04:45:09,323 Epoch[2] Batch [3450-3500]	Speed: 198.18 samples/sec	accuracy=0.858594
+2020-04-08 04:45:41,560 Epoch[2] Batch [3500-3550]	Speed: 198.53 samples/sec	accuracy=0.858594
+2020-04-08 04:46:13,483 Epoch[2] Batch [3550-3600]	Speed: 200.48 samples/sec	accuracy=0.851094
+2020-04-08 04:46:45,229 Epoch[2] Batch [3600-3650]	Speed: 201.60 samples/sec	accuracy=0.850781
+2020-04-08 04:47:16,960 Epoch[2] Batch [3650-3700]	Speed: 201.70 samples/sec	accuracy=0.853594
+2020-04-08 04:47:48,763 Epoch[2] Batch [3700-3750]	Speed: 201.24 samples/sec	accuracy=0.851250
+2020-04-08 04:48:20,810 Epoch[2] Batch [3750-3800]	Speed: 199.70 samples/sec	accuracy=0.847500
+2020-04-08 04:48:52,343 Epoch[2] Batch [3800-3850]	Speed: 202.96 samples/sec	accuracy=0.859062
+2020-04-08 04:49:24,288 Epoch[2] Batch [3850-3900]	Speed: 200.35 samples/sec	accuracy=0.853437
+2020-04-08 04:49:56,347 Epoch[2] Batch [3900-3950]	Speed: 199.64 samples/sec	accuracy=0.857656
+2020-04-08 04:50:28,419 Epoch[2] Batch [3950-4000]	Speed: 199.55 samples/sec	accuracy=0.855469
+2020-04-08 04:51:00,051 Epoch[2] Batch [4000-4050]	Speed: 202.33 samples/sec	accuracy=0.856719
+2020-04-08 04:51:32,097 Epoch[2] Batch [4050-4100]	Speed: 199.71 samples/sec	accuracy=0.850781
+2020-04-08 04:52:03,761 Epoch[2] Batch [4100-4150]	Speed: 202.13 samples/sec	accuracy=0.849219
+2020-04-08 04:52:35,762 Epoch[2] Batch [4150-4200]	Speed: 199.99 samples/sec	accuracy=0.852031
+2020-04-08 04:53:07,183 Epoch[2] Batch [4200-4250]	Speed: 203.69 samples/sec	accuracy=0.847656
+2020-04-08 04:53:38,936 Epoch[2] Batch [4250-4300]	Speed: 201.55 samples/sec	accuracy=0.855781
+2020-04-08 04:54:10,639 Epoch[2] Batch [4300-4350]	Speed: 201.88 samples/sec	accuracy=0.850313
+2020-04-08 04:54:42,481 Epoch[2] Batch [4350-4400]	Speed: 200.99 samples/sec	accuracy=0.850469
+2020-04-08 04:55:14,425 Epoch[2] Batch [4400-4450]	Speed: 200.35 samples/sec	accuracy=0.855156
+2020-04-08 04:55:46,384 Epoch[2] Batch [4450-4500]	Speed: 200.26 samples/sec	accuracy=0.854531
+2020-04-08 04:56:17,956 Epoch[2] Batch [4500-4550]	Speed: 202.71 samples/sec	accuracy=0.856875
+2020-04-08 04:56:49,381 Epoch[2] Batch [4550-4600]	Speed: 203.66 samples/sec	accuracy=0.852656
+2020-04-08 04:57:21,206 Epoch[2] Batch [4600-4650]	Speed: 201.10 samples/sec	accuracy=0.860625
+2020-04-08 04:57:53,011 Epoch[2] Batch [4650-4700]	Speed: 201.23 samples/sec	accuracy=0.848437
+2020-04-08 04:58:24,792 Epoch[2] Batch [4700-4750]	Speed: 201.38 samples/sec	accuracy=0.859062
+2020-04-08 04:58:56,693 Epoch[2] Batch [4750-4800]	Speed: 200.62 samples/sec	accuracy=0.852969
+2020-04-08 04:59:28,785 Epoch[2] Batch [4800-4850]	Speed: 199.43 samples/sec	accuracy=0.848906
+2020-04-08 05:00:00,373 Epoch[2] Batch [4850-4900]	Speed: 202.61 samples/sec	accuracy=0.850469
+2020-04-08 05:00:32,206 Epoch[2] Batch [4900-4950]	Speed: 201.05 samples/sec	accuracy=0.860313
+2020-04-08 05:01:03,873 Epoch[2] Batch [4950-5000]	Speed: 202.10 samples/sec	accuracy=0.857812
+2020-04-08 05:01:36,055 Epoch[2] Batch [5000-5050]	Speed: 198.87 samples/sec	accuracy=0.859062
+2020-04-08 05:02:08,069 Epoch[2] Batch [5050-5100]	Speed: 199.92 samples/sec	accuracy=0.860625
+2020-04-08 05:02:39,910 Epoch[2] Batch [5100-5150]	Speed: 201.00 samples/sec	accuracy=0.850469
+2020-04-08 05:03:11,818 Epoch[2] Batch [5150-5200]	Speed: 200.58 samples/sec	accuracy=0.856250
+2020-04-08 05:03:43,655 Epoch[2] Batch [5200-5250]	Speed: 201.02 samples/sec	accuracy=0.861875
+2020-04-08 05:04:15,498 Epoch[2] Batch [5250-5300]	Speed: 200.99 samples/sec	accuracy=0.841719
+2020-04-08 05:04:47,341 Epoch[2] Batch [5300-5350]	Speed: 200.99 samples/sec	accuracy=0.848281
+2020-04-08 05:05:19,159 Epoch[2] Batch [5350-5400]	Speed: 201.14 samples/sec	accuracy=0.847812
+2020-04-08 05:05:50,928 Epoch[2] Batch [5400-5450]	Speed: 201.46 samples/sec	accuracy=0.857344
+2020-04-08 05:06:22,681 Epoch[2] Batch [5450-5500]	Speed: 201.55 samples/sec	accuracy=0.848750
+2020-04-08 05:06:54,803 Epoch[2] Batch [5500-5550]	Speed: 199.24 samples/sec	accuracy=0.852656
+2020-04-08 05:07:26,675 Epoch[2] Batch [5550-5600]	Speed: 200.80 samples/sec	accuracy=0.850000
+2020-04-08 05:07:58,598 Epoch[2] Batch [5600-5650]	Speed: 200.48 samples/sec	accuracy=0.854844
+2020-04-08 05:08:30,303 Epoch[2] Batch [5650-5700]	Speed: 201.86 samples/sec	accuracy=0.851562
+2020-04-08 05:09:01,986 Epoch[2] Batch [5700-5750]	Speed: 202.00 samples/sec	accuracy=0.858750
+2020-04-08 05:09:33,891 Epoch[2] Batch [5750-5800]	Speed: 200.60 samples/sec	accuracy=0.857812
+2020-04-08 05:10:05,677 Epoch[2] Batch [5800-5850]	Speed: 201.35 samples/sec	accuracy=0.857969
+2020-04-08 05:10:37,383 Epoch[2] Batch [5850-5900]	Speed: 201.86 samples/sec	accuracy=0.855156
+2020-04-08 05:11:08,875 Epoch[2] Batch [5900-5950]	Speed: 203.23 samples/sec	accuracy=0.855938
+2020-04-08 05:11:40,449 Epoch[2] Batch [5950-6000]	Speed: 202.70 samples/sec	accuracy=0.865156
+2020-04-08 05:12:12,229 Epoch[2] Batch [6000-6050]	Speed: 201.39 samples/sec	accuracy=0.848594
+2020-04-08 05:12:44,042 Epoch[2] Batch [6050-6100]	Speed: 201.18 samples/sec	accuracy=0.850156
+2020-04-08 05:13:16,303 Epoch[2] Batch [6100-6150]	Speed: 198.38 samples/sec	accuracy=0.850000
+2020-04-08 05:13:48,150 Epoch[2] Batch [6150-6200]	Speed: 200.97 samples/sec	accuracy=0.849375
+2020-04-08 05:14:20,002 Epoch[2] Batch [6200-6250]	Speed: 200.93 samples/sec	accuracy=0.852187
+2020-04-08 05:14:51,708 Epoch[2] Batch [6250-6300]	Speed: 201.86 samples/sec	accuracy=0.856250
+2020-04-08 05:15:23,744 Epoch[2] Batch [6300-6350]	Speed: 199.77 samples/sec	accuracy=0.855938
+2020-04-08 05:15:55,491 Epoch[2] Batch [6350-6400]	Speed: 201.60 samples/sec	accuracy=0.856406
+2020-04-08 05:16:27,260 Epoch[2] Batch [6400-6450]	Speed: 201.45 samples/sec	accuracy=0.852344
+2020-04-08 05:16:59,094 Epoch[2] Batch [6450-6500]	Speed: 201.05 samples/sec	accuracy=0.852031
+2020-04-08 05:17:31,486 Epoch[2] Batch [6500-6550]	Speed: 197.58 samples/sec	accuracy=0.862969
+2020-04-08 05:18:03,649 Epoch[2] Batch [6550-6600]	Speed: 198.99 samples/sec	accuracy=0.852031
+2020-04-08 05:18:35,686 Epoch[2] Batch [6600-6650]	Speed: 199.77 samples/sec	accuracy=0.855313
+2020-04-08 05:19:07,432 Epoch[2] Batch [6650-6700]	Speed: 201.60 samples/sec	accuracy=0.860625
+2020-04-08 05:19:39,267 Epoch[2] Batch [6700-6750]	Speed: 201.04 samples/sec	accuracy=0.855000
+2020-04-08 05:20:11,064 Epoch[2] Batch [6750-6800]	Speed: 201.28 samples/sec	accuracy=0.860938
+2020-04-08 05:20:43,242 Epoch[2] Batch [6800-6850]	Speed: 198.90 samples/sec	accuracy=0.857500
+2020-04-08 05:21:14,770 Epoch[2] Batch [6850-6900]	Speed: 203.00 samples/sec	accuracy=0.850625
+2020-04-08 05:21:46,399 Epoch[2] Batch [6900-6950]	Speed: 202.35 samples/sec	accuracy=0.859844
+2020-04-08 05:22:18,405 Epoch[2] Batch [6950-7000]	Speed: 199.96 samples/sec	accuracy=0.854531
+2020-04-08 05:22:49,991 Epoch[2] Batch [7000-7050]	Speed: 202.62 samples/sec	accuracy=0.845156
+2020-04-08 05:23:21,906 Epoch[2] Batch [7050-7100]	Speed: 200.54 samples/sec	accuracy=0.854219
+2020-04-08 05:23:53,680 Epoch[2] Batch [7100-7150]	Speed: 201.42 samples/sec	accuracy=0.850000
+2020-04-08 05:24:25,964 Epoch[2] Batch [7150-7200]	Speed: 198.24 samples/sec	accuracy=0.851250
+2020-04-08 05:24:57,631 Epoch[2] Batch [7200-7250]	Speed: 202.10 samples/sec	accuracy=0.857656
+2020-04-08 05:25:29,505 Epoch[2] Batch [7250-7300]	Speed: 200.79 samples/sec	accuracy=0.849063
+2020-04-08 05:26:01,203 Epoch[2] Batch [7300-7350]	Speed: 201.91 samples/sec	accuracy=0.847187
+2020-04-08 05:26:32,995 Epoch[2] Batch [7350-7400]	Speed: 201.31 samples/sec	accuracy=0.857500
+2020-04-08 05:27:04,815 Epoch[2] Batch [7400-7450]	Speed: 201.13 samples/sec	accuracy=0.852031
+2020-04-08 05:27:36,461 Epoch[2] Batch [7450-7500]	Speed: 202.24 samples/sec	accuracy=0.851406
+2020-04-08 05:28:08,605 Epoch[2] Batch [7500-7550]	Speed: 199.11 samples/sec	accuracy=0.857812
+2020-04-08 05:28:40,308 Epoch[2] Batch [7550-7600]	Speed: 201.88 samples/sec	accuracy=0.845000
+2020-04-08 05:29:11,976 Epoch[2] Batch [7600-7650]	Speed: 202.10 samples/sec	accuracy=0.855625
+2020-04-08 05:29:43,962 Epoch[2] Batch [7650-7700]	Speed: 200.09 samples/sec	accuracy=0.856094
+2020-04-08 05:30:15,728 Epoch[2] Batch [7700-7750]	Speed: 201.47 samples/sec	accuracy=0.850469
+2020-04-08 05:30:47,716 Epoch[2] Batch [7750-7800]	Speed: 200.08 samples/sec	accuracy=0.858437
+2020-04-08 05:31:19,608 Epoch[2] Batch [7800-7850]	Speed: 200.68 samples/sec	accuracy=0.857500
+2020-04-08 05:31:51,629 Epoch[2] Batch [7850-7900]	Speed: 199.87 samples/sec	accuracy=0.847500
+2020-04-08 05:32:23,601 Epoch[2] Batch [7900-7950]	Speed: 200.18 samples/sec	accuracy=0.850469
+2020-04-08 05:32:55,371 Epoch[2] Batch [7950-8000]	Speed: 201.45 samples/sec	accuracy=0.857812
+2020-04-08 05:33:27,207 Epoch[2] Batch [8000-8050]	Speed: 201.03 samples/sec	accuracy=0.859844
+2020-04-08 05:33:59,365 Epoch[2] Batch [8050-8100]	Speed: 199.02 samples/sec	accuracy=0.855156
+2020-04-08 05:34:31,037 Epoch[2] Batch [8100-8150]	Speed: 202.08 samples/sec	accuracy=0.849844
+2020-04-08 05:35:02,718 Epoch[2] Batch [8150-8200]	Speed: 202.01 samples/sec	accuracy=0.852187
+2020-04-08 05:35:34,678 Epoch[2] Batch [8200-8250]	Speed: 200.25 samples/sec	accuracy=0.859375
+2020-04-08 05:36:06,457 Epoch[2] Batch [8250-8300]	Speed: 201.40 samples/sec	accuracy=0.855313
+2020-04-08 05:36:38,082 Epoch[2] Batch [8300-8350]	Speed: 202.37 samples/sec	accuracy=0.853594
+2020-04-08 05:37:09,744 Epoch[2] Batch [8350-8400]	Speed: 202.14 samples/sec	accuracy=0.853906
+2020-04-08 05:37:41,247 Epoch[2] Batch [8400-8450]	Speed: 203.16 samples/sec	accuracy=0.861875
+2020-04-08 05:38:12,975 Epoch[2] Batch [8450-8500]	Speed: 201.72 samples/sec	accuracy=0.861875
+2020-04-08 05:38:45,118 Epoch[2] Batch [8500-8550]	Speed: 199.11 samples/sec	accuracy=0.850313
+2020-04-08 05:39:17,062 Epoch[2] Batch [8550-8600]	Speed: 200.35 samples/sec	accuracy=0.860625
+2020-04-08 05:39:48,915 Epoch[2] Batch [8600-8650]	Speed: 200.93 samples/sec	accuracy=0.852656
+2020-04-08 05:40:20,508 Epoch[2] Batch [8650-8700]	Speed: 202.58 samples/sec	accuracy=0.857500
+2020-04-08 05:40:52,657 Epoch[2] Batch [8700-8750]	Speed: 199.08 samples/sec	accuracy=0.852656
+2020-04-08 05:41:24,340 Epoch[2] Batch [8750-8800]	Speed: 202.00 samples/sec	accuracy=0.863906
+2020-04-08 05:41:56,185 Epoch[2] Batch [8800-8850]	Speed: 200.98 samples/sec	accuracy=0.859531
+2020-04-08 05:42:27,833 Epoch[2] Batch [8850-8900]	Speed: 202.23 samples/sec	accuracy=0.850000
+2020-04-08 05:42:59,441 Epoch[2] Batch [8900-8950]	Speed: 202.48 samples/sec	accuracy=0.859062
+2020-04-08 05:43:31,460 Epoch[2] Batch [8950-9000]	Speed: 199.89 samples/sec	accuracy=0.854062
+2020-04-08 05:44:03,326 Epoch[2] Batch [9000-9050]	Speed: 200.84 samples/sec	accuracy=0.858437
+2020-04-08 05:44:35,084 Epoch[2] Batch [9050-9100]	Speed: 201.53 samples/sec	accuracy=0.857500
+2020-04-08 05:45:06,714 Epoch[2] Batch [9100-9150]	Speed: 202.34 samples/sec	accuracy=0.855469
+2020-04-08 05:45:38,385 Epoch[2] Batch [9150-9200]	Speed: 202.08 samples/sec	accuracy=0.863906
+2020-04-08 05:46:10,107 Epoch[2] Batch [9200-9250]	Speed: 201.75 samples/sec	accuracy=0.859844
+2020-04-08 05:46:41,841 Epoch[2] Batch [9250-9300]	Speed: 201.68 samples/sec	accuracy=0.856563
+2020-04-08 05:47:13,491 Epoch[2] Batch [9300-9350]	Speed: 202.21 samples/sec	accuracy=0.854219
+2020-04-08 05:47:45,377 Epoch[2] Batch [9350-9400]	Speed: 200.72 samples/sec	accuracy=0.851719
+2020-04-08 05:48:17,241 Epoch[2] Batch [9400-9450]	Speed: 200.85 samples/sec	accuracy=0.860469
+2020-04-08 05:48:48,776 Epoch[2] Batch [9450-9500]	Speed: 202.95 samples/sec	accuracy=0.858906
+2020-04-08 05:49:20,398 Epoch[2] Batch [9500-9550]	Speed: 202.39 samples/sec	accuracy=0.856406
+2020-04-08 05:49:52,487 Epoch[2] Batch [9550-9600]	Speed: 199.45 samples/sec	accuracy=0.854688
+2020-04-08 05:50:24,767 Epoch[2] Batch [9600-9650]	Speed: 198.27 samples/sec	accuracy=0.857812
+2020-04-08 05:50:56,550 Epoch[2] Batch [9650-9700]	Speed: 201.36 samples/sec	accuracy=0.852656
+2020-04-08 05:51:28,291 Epoch[2] Batch [9700-9750]	Speed: 201.64 samples/sec	accuracy=0.862812
+2020-04-08 05:52:00,241 Epoch[2] Batch [9750-9800]	Speed: 200.31 samples/sec	accuracy=0.855781
+2020-04-08 05:52:31,827 Epoch[2] Batch [9800-9850]	Speed: 202.63 samples/sec	accuracy=0.857187
+2020-04-08 05:53:03,786 Epoch[2] Batch [9850-9900]	Speed: 200.25 samples/sec	accuracy=0.863125
+2020-04-08 05:53:35,485 Epoch[2] Batch [9900-9950]	Speed: 201.90 samples/sec	accuracy=0.863750
+2020-04-08 05:54:07,317 Epoch[2] Batch [9950-10000]	Speed: 201.06 samples/sec	accuracy=0.850469
+2020-04-08 05:54:38,991 Epoch[2] Batch [10000-10050]	Speed: 202.06 samples/sec	accuracy=0.852969
+2020-04-08 05:55:10,769 Epoch[2] Batch [10050-10100]	Speed: 201.40 samples/sec	accuracy=0.867188
+2020-04-08 05:55:42,664 Epoch[2] Batch [10100-10150]	Speed: 200.66 samples/sec	accuracy=0.863125
+2020-04-08 05:56:14,541 Epoch[2] Batch [10150-10200]	Speed: 200.78 samples/sec	accuracy=0.854062
+2020-04-08 05:56:46,033 Epoch[2] Batch [10200-10250]	Speed: 203.22 samples/sec	accuracy=0.855156
+2020-04-08 05:57:18,073 Epoch[2] Batch [10250-10300]	Speed: 199.75 samples/sec	accuracy=0.855938
+2020-04-08 05:57:49,831 Epoch[2] Batch [10300-10350]	Speed: 201.52 samples/sec	accuracy=0.855781
+2020-04-08 05:58:21,618 Epoch[2] Batch [10350-10400]	Speed: 201.34 samples/sec	accuracy=0.853750
+2020-04-08 05:58:53,374 Epoch[2] Batch [10400-10450]	Speed: 201.54 samples/sec	accuracy=0.858906
+2020-04-08 05:59:25,263 Epoch[2] Batch [10450-10500]	Speed: 200.69 samples/sec	accuracy=0.850156
+2020-04-08 05:59:56,857 Epoch[2] Batch [10500-10550]	Speed: 202.58 samples/sec	accuracy=0.857187
+2020-04-08 06:00:29,002 Epoch[2] Batch [10550-10600]	Speed: 199.10 samples/sec	accuracy=0.862656
+2020-04-08 06:01:00,299 Epoch[2] Batch [10600-10650]	Speed: 204.49 samples/sec	accuracy=0.850156
+2020-04-08 06:01:31,972 Epoch[2] Batch [10650-10700]	Speed: 202.07 samples/sec	accuracy=0.853750
+2020-04-08 06:02:03,959 Epoch[2] Batch [10700-10750]	Speed: 200.08 samples/sec	accuracy=0.863594
+2020-04-08 06:02:36,129 Epoch[2] Batch [10750-10800]	Speed: 198.94 samples/sec	accuracy=0.856875
+2020-04-08 06:03:07,825 Epoch[2] Batch [10800-10850]	Speed: 201.92 samples/sec	accuracy=0.851562
+2020-04-08 06:03:39,338 Epoch[2] Batch [10850-10900]	Speed: 203.09 samples/sec	accuracy=0.854531
+2020-04-08 06:04:10,858 Epoch[2] Batch [10900-10950]	Speed: 203.05 samples/sec	accuracy=0.860781
+2020-04-08 06:04:42,574 Epoch[2] Batch [10950-11000]	Speed: 201.79 samples/sec	accuracy=0.850781
+2020-04-08 06:05:14,458 Epoch[2] Batch [11000-11050]	Speed: 200.73 samples/sec	accuracy=0.855938
+2020-04-08 06:05:46,322 Epoch[2] Batch [11050-11100]	Speed: 200.85 samples/sec	accuracy=0.859531
+2020-04-08 06:06:18,369 Epoch[2] Batch [11100-11150]	Speed: 199.71 samples/sec	accuracy=0.856250
+2020-04-08 06:06:49,918 Epoch[2] Batch [11150-11200]	Speed: 202.86 samples/sec	accuracy=0.863906
+2020-04-08 06:07:21,564 Epoch[2] Batch [11200-11250]	Speed: 202.24 samples/sec	accuracy=0.855781
+2020-04-08 06:07:53,626 Epoch[2] Batch [11250-11300]	Speed: 199.61 samples/sec	accuracy=0.860938
+2020-04-08 06:08:25,252 Epoch[2] Batch [11300-11350]	Speed: 202.37 samples/sec	accuracy=0.858281
+2020-04-08 06:08:57,051 Epoch[2] Batch [11350-11400]	Speed: 201.27 samples/sec	accuracy=0.849844
+2020-04-08 06:09:28,817 Epoch[2] Batch [11400-11450]	Speed: 201.47 samples/sec	accuracy=0.858281
+2020-04-08 06:10:00,815 Epoch[2] Batch [11450-11500]	Speed: 200.02 samples/sec	accuracy=0.858437
+2020-04-08 06:10:32,660 Epoch[2] Batch [11500-11550]	Speed: 200.97 samples/sec	accuracy=0.864062
+2020-04-08 06:11:04,663 Epoch[2] Batch [11550-11600]	Speed: 199.98 samples/sec	accuracy=0.852656
+2020-04-08 06:11:36,602 Epoch[2] Batch [11600-11650]	Speed: 200.39 samples/sec	accuracy=0.861094
+2020-04-08 06:12:08,430 Epoch[2] Batch [11650-11700]	Speed: 201.08 samples/sec	accuracy=0.860156
+2020-04-08 06:12:40,428 Epoch[2] Batch [11700-11750]	Speed: 200.02 samples/sec	accuracy=0.859531
+2020-04-08 06:13:12,250 Epoch[2] Batch [11750-11800]	Speed: 201.12 samples/sec	accuracy=0.857969
+2020-04-08 06:13:44,043 Epoch[2] Batch [11800-11850]	Speed: 201.30 samples/sec	accuracy=0.858437
+2020-04-08 06:14:15,671 Epoch[2] Batch [11850-11900]	Speed: 202.35 samples/sec	accuracy=0.861250
+2020-04-08 06:14:47,446 Epoch[2] Batch [11900-11950]	Speed: 201.42 samples/sec	accuracy=0.861406
+2020-04-08 06:15:19,393 Epoch[2] Batch [11950-12000]	Speed: 200.33 samples/sec	accuracy=0.855469
+2020-04-08 06:15:51,078 Epoch[2] Batch [12000-12050]	Speed: 201.99 samples/sec	accuracy=0.859688
+2020-04-08 06:16:23,060 Epoch[2] Batch [12050-12100]	Speed: 200.11 samples/sec	accuracy=0.862656
+2020-04-08 06:16:55,344 Epoch[2] Batch [12100-12150]	Speed: 198.24 samples/sec	accuracy=0.865313
+2020-04-08 06:17:27,102 Epoch[2] Batch [12150-12200]	Speed: 201.52 samples/sec	accuracy=0.856719
+2020-04-08 06:17:59,135 Epoch[2] Batch [12200-12250]	Speed: 199.79 samples/sec	accuracy=0.860156
+2020-04-08 06:18:30,968 Epoch[2] Batch [12250-12300]	Speed: 201.06 samples/sec	accuracy=0.862344
+2020-04-08 06:19:02,410 Epoch[2] Batch [12300-12350]	Speed: 203.55 samples/sec	accuracy=0.855156
+2020-04-08 06:19:34,225 Epoch[2] Batch [12350-12400]	Speed: 201.17 samples/sec	accuracy=0.855938
+2020-04-08 06:20:06,033 Epoch[2] Batch [12400-12450]	Speed: 201.21 samples/sec	accuracy=0.864844
+2020-04-08 06:20:37,848 Epoch[2] Batch [12450-12500]	Speed: 201.16 samples/sec	accuracy=0.865625
+2020-04-08 06:21:09,756 Epoch[2] Batch [12500-12550]	Speed: 200.58 samples/sec	accuracy=0.860000
+2020-04-08 06:21:41,736 Epoch[2] Batch [12550-12600]	Speed: 200.12 samples/sec	accuracy=0.855625
+2020-04-08 06:22:13,811 Epoch[2] Batch [12600-12650]	Speed: 199.53 samples/sec	accuracy=0.859062
+2020-04-08 06:22:46,216 Epoch[2] Batch [12650-12700]	Speed: 197.50 samples/sec	accuracy=0.855469
+2020-04-08 06:23:18,108 Epoch[2] Batch [12700-12750]	Speed: 200.68 samples/sec	accuracy=0.866563
+2020-04-08 06:23:50,110 Epoch[2] Batch [12750-12800]	Speed: 199.99 samples/sec	accuracy=0.856250
+2020-04-08 06:24:22,219 Epoch[2] Batch [12800-12850]	Speed: 199.32 samples/sec	accuracy=0.848906
+2020-04-08 06:24:54,300 Epoch[2] Batch [12850-12900]	Speed: 199.49 samples/sec	accuracy=0.859219
+2020-04-08 06:25:26,175 Epoch[2] Batch [12900-12950]	Speed: 200.79 samples/sec	accuracy=0.851094
+2020-04-08 06:25:58,182 Epoch[2] Batch [12950-13000]	Speed: 199.96 samples/sec	accuracy=0.863750
+2020-04-08 06:26:29,845 Epoch[2] Batch [13000-13050]	Speed: 202.13 samples/sec	accuracy=0.865156
+2020-04-08 06:27:01,784 Epoch[2] Batch [13050-13100]	Speed: 200.38 samples/sec	accuracy=0.861875
+2020-04-08 06:27:33,453 Epoch[2] Batch [13100-13150]	Speed: 202.09 samples/sec	accuracy=0.855313
+2020-04-08 06:28:05,185 Epoch[2] Batch [13150-13200]	Speed: 201.69 samples/sec	accuracy=0.854688
+2020-04-08 06:28:36,961 Epoch[2] Batch [13200-13250]	Speed: 201.41 samples/sec	accuracy=0.865781
+2020-04-08 06:29:09,128 Epoch[2] Batch [13250-13300]	Speed: 198.96 samples/sec	accuracy=0.859531
+2020-04-08 06:29:41,030 Epoch[2] Batch [13300-13350]	Speed: 200.62 samples/sec	accuracy=0.857344
+2020-04-08 06:30:12,734 Epoch[2] Batch [13350-13400]	Speed: 201.86 samples/sec	accuracy=0.863437
+2020-04-08 06:30:44,645 Epoch[2] Batch [13400-13450]	Speed: 200.56 samples/sec	accuracy=0.861094
+2020-04-08 06:31:16,600 Epoch[2] Batch [13450-13500]	Speed: 200.28 samples/sec	accuracy=0.861563
+2020-04-08 06:31:48,420 Epoch[2] Batch [13500-13550]	Speed: 201.13 samples/sec	accuracy=0.860000
+2020-04-08 06:32:20,269 Epoch[2] Batch [13550-13600]	Speed: 200.95 samples/sec	accuracy=0.852031
+2020-04-08 06:32:51,590 Epoch[2] Batch [13600-13650]	Speed: 204.34 samples/sec	accuracy=0.864375
+2020-04-08 06:33:23,331 Epoch[2] Batch [13650-13700]	Speed: 201.63 samples/sec	accuracy=0.866094
+2020-04-08 06:33:55,108 Epoch[2] Batch [13700-13750]	Speed: 201.40 samples/sec	accuracy=0.860156
+2020-04-08 06:34:26,830 Epoch[2] Batch [13750-13800]	Speed: 201.75 samples/sec	accuracy=0.860781
+2020-04-08 06:34:58,442 Epoch[2] Batch [13800-13850]	Speed: 202.46 samples/sec	accuracy=0.863437
+2020-04-08 06:35:30,278 Epoch[2] Batch [13850-13900]	Speed: 201.03 samples/sec	accuracy=0.856250
+2020-04-08 06:36:02,177 Epoch[2] Batch [13900-13950]	Speed: 200.63 samples/sec	accuracy=0.866406
+2020-04-08 06:36:34,250 Epoch[2] Batch [13950-14000]	Speed: 199.55 samples/sec	accuracy=0.868437
+2020-04-08 06:37:06,140 Epoch[2] Batch [14000-14050]	Speed: 200.70 samples/sec	accuracy=0.860469
+2020-04-08 06:37:37,745 Epoch[2] Batch [14050-14100]	Speed: 202.50 samples/sec	accuracy=0.858437
+2020-04-08 06:38:09,455 Epoch[2] Batch [14100-14150]	Speed: 201.83 samples/sec	accuracy=0.855938
+2020-04-08 06:38:41,545 Epoch[2] Batch [14150-14200]	Speed: 199.44 samples/sec	accuracy=0.865781
+2020-04-08 06:39:13,397 Epoch[2] Batch [14200-14250]	Speed: 200.93 samples/sec	accuracy=0.860938
+2020-04-08 06:39:45,359 Epoch[2] Batch [14250-14300]	Speed: 200.24 samples/sec	accuracy=0.854062
+2020-04-08 06:40:16,967 Epoch[2] Batch [14300-14350]	Speed: 202.48 samples/sec	accuracy=0.866875
+2020-04-08 06:40:48,855 Epoch[2] Batch [14350-14400]	Speed: 200.70 samples/sec	accuracy=0.865781
+2020-04-08 06:41:20,703 Epoch[2] Batch [14400-14450]	Speed: 200.96 samples/sec	accuracy=0.862344
+2020-04-08 06:41:52,142 Epoch[2] Batch [14450-14500]	Speed: 203.57 samples/sec	accuracy=0.862656
+2020-04-08 06:42:23,973 Epoch[2] Batch [14500-14550]	Speed: 201.06 samples/sec	accuracy=0.861406
+2020-04-08 06:42:55,565 Epoch[2] Batch [14550-14600]	Speed: 202.58 samples/sec	accuracy=0.858281
+2020-04-08 06:43:27,200 Epoch[2] Batch [14600-14650]	Speed: 202.31 samples/sec	accuracy=0.858281
+2020-04-08 06:43:59,099 Epoch[2] Batch [14650-14700]	Speed: 200.63 samples/sec	accuracy=0.858437
+2020-04-08 06:44:30,925 Epoch[2] Batch [14700-14750]	Speed: 201.10 samples/sec	accuracy=0.862500
+2020-04-08 06:45:02,900 Epoch[2] Batch [14750-14800]	Speed: 200.16 samples/sec	accuracy=0.855938
+2020-04-08 06:45:34,435 Epoch[2] Batch [14800-14850]	Speed: 202.94 samples/sec	accuracy=0.857344
+2020-04-08 06:46:06,338 Epoch[2] Batch [14850-14900]	Speed: 200.61 samples/sec	accuracy=0.863594
+2020-04-08 06:46:37,765 Epoch[2] Batch [14900-14950]	Speed: 203.65 samples/sec	accuracy=0.857656
+2020-04-08 06:47:09,282 Epoch[2] Batch [14950-15000]	Speed: 203.07 samples/sec	accuracy=0.853437
+2020-04-08 06:47:40,956 Epoch[2] Batch [15000-15050]	Speed: 202.06 samples/sec	accuracy=0.855313
+2020-04-08 06:48:12,876 Epoch[2] Batch [15050-15100]	Speed: 200.50 samples/sec	accuracy=0.862500
+2020-04-08 06:48:44,591 Epoch[2] Batch [15100-15150]	Speed: 201.80 samples/sec	accuracy=0.865781
+2020-04-08 06:49:16,454 Epoch[2] Batch [15150-15200]	Speed: 200.86 samples/sec	accuracy=0.860625
+2020-04-08 06:49:48,484 Epoch[2] Batch [15200-15250]	Speed: 199.82 samples/sec	accuracy=0.854531
+2020-04-08 06:50:20,693 Epoch[2] Batch [15250-15300]	Speed: 198.70 samples/sec	accuracy=0.856875
+2020-04-08 06:50:52,571 Epoch[2] Batch [15300-15350]	Speed: 200.77 samples/sec	accuracy=0.861719
+2020-04-08 06:51:24,327 Epoch[2] Batch [15350-15400]	Speed: 201.54 samples/sec	accuracy=0.865781
+2020-04-08 06:51:56,030 Epoch[2] Batch [15400-15450]	Speed: 201.87 samples/sec	accuracy=0.859219
+2020-04-08 06:52:27,519 Epoch[2] Batch [15450-15500]	Speed: 203.25 samples/sec	accuracy=0.859531
+2020-04-08 06:52:59,216 Epoch[2] Batch [15500-15550]	Speed: 201.91 samples/sec	accuracy=0.860938
+2020-04-08 06:53:30,879 Epoch[2] Batch [15550-15600]	Speed: 202.13 samples/sec	accuracy=0.864531
+2020-04-08 06:54:02,718 Epoch[2] Batch [15600-15650]	Speed: 201.01 samples/sec	accuracy=0.866563
+2020-04-08 06:54:34,522 Epoch[2] Batch [15650-15700]	Speed: 201.23 samples/sec	accuracy=0.860156
+2020-04-08 06:55:06,825 Epoch[2] Batch [15700-15750]	Speed: 198.13 samples/sec	accuracy=0.865469
+2020-04-08 06:55:38,490 Epoch[2] Batch [15750-15800]	Speed: 202.12 samples/sec	accuracy=0.855469
+2020-04-08 06:56:09,972 Epoch[2] Batch [15800-15850]	Speed: 203.29 samples/sec	accuracy=0.855469
+2020-04-08 06:56:41,871 Epoch[2] Batch [15850-15900]	Speed: 200.63 samples/sec	accuracy=0.865781
+2020-04-08 06:57:13,572 Epoch[2] Batch [15900-15950]	Speed: 201.89 samples/sec	accuracy=0.860469
+2020-04-08 06:57:45,372 Epoch[2] Batch [15950-16000]	Speed: 201.25 samples/sec	accuracy=0.856563
+2020-04-08 06:58:17,403 Epoch[2] Batch [16000-16050]	Speed: 199.81 samples/sec	accuracy=0.865156
+2020-04-08 06:58:49,346 Epoch[2] Batch [16050-16100]	Speed: 200.35 samples/sec	accuracy=0.862344
+2020-04-08 06:59:21,269 Epoch[2] Batch [16100-16150]	Speed: 200.49 samples/sec	accuracy=0.872344
+2020-04-08 06:59:53,322 Epoch[2] Batch [16150-16200]	Speed: 199.67 samples/sec	accuracy=0.858125
+2020-04-08 07:00:25,059 Epoch[2] Batch [16200-16250]	Speed: 201.66 samples/sec	accuracy=0.862500
+2020-04-08 07:00:56,671 Epoch[2] Batch [16250-16300]	Speed: 202.45 samples/sec	accuracy=0.868281
+2020-04-08 07:01:28,520 Epoch[2] Batch [16300-16350]	Speed: 200.95 samples/sec	accuracy=0.862187
+2020-04-08 07:02:00,489 Epoch[2] Batch [16350-16400]	Speed: 200.20 samples/sec	accuracy=0.868281
+2020-04-08 07:02:32,155 Epoch[2] Batch [16400-16450]	Speed: 202.11 samples/sec	accuracy=0.855938
+2020-04-08 07:03:03,832 Epoch[2] Batch [16450-16500]	Speed: 202.04 samples/sec	accuracy=0.857500
+2020-04-08 07:03:35,579 Epoch[2] Batch [16500-16550]	Speed: 201.60 samples/sec	accuracy=0.856563
+2020-04-08 07:04:07,427 Epoch[2] Batch [16550-16600]	Speed: 200.96 samples/sec	accuracy=0.862344
+2020-04-08 07:04:39,278 Epoch[2] Batch [16600-16650]	Speed: 200.94 samples/sec	accuracy=0.863437
+2020-04-08 07:05:11,195 Epoch[2] Batch [16650-16700]	Speed: 200.52 samples/sec	accuracy=0.865000
+2020-04-08 07:05:42,911 Epoch[2] Batch [16700-16750]	Speed: 201.79 samples/sec	accuracy=0.866875
+2020-04-08 07:06:14,889 Epoch[2] Batch [16750-16800]	Speed: 200.14 samples/sec	accuracy=0.861406
+2020-04-08 07:06:46,383 Epoch[2] Batch [16800-16850]	Speed: 203.21 samples/sec	accuracy=0.865781
+2020-04-08 07:07:18,039 Epoch[2] Batch [16850-16900]	Speed: 202.17 samples/sec	accuracy=0.859531
+2020-04-08 07:07:49,977 Epoch[2] Batch [16900-16950]	Speed: 200.39 samples/sec	accuracy=0.866719
+2020-04-08 07:08:21,931 Epoch[2] Batch [16950-17000]	Speed: 200.29 samples/sec	accuracy=0.862344
+2020-04-08 07:08:53,394 Epoch[2] Batch [17000-17050]	Speed: 203.42 samples/sec	accuracy=0.866250
+2020-04-08 07:09:25,566 Epoch[2] Batch [17050-17100]	Speed: 198.93 samples/sec	accuracy=0.857031
+2020-04-08 07:09:57,194 Epoch[2] Batch [17100-17150]	Speed: 202.35 samples/sec	accuracy=0.865156
+2020-04-08 07:10:28,904 Epoch[2] Batch [17150-17200]	Speed: 201.83 samples/sec	accuracy=0.855625
+2020-04-08 07:11:00,718 Epoch[2] Batch [17200-17250]	Speed: 201.17 samples/sec	accuracy=0.868594
+2020-04-08 07:11:32,527 Epoch[2] Batch [17250-17300]	Speed: 201.20 samples/sec	accuracy=0.862187
+2020-04-08 07:12:04,479 Epoch[2] Batch [17300-17350]	Speed: 200.30 samples/sec	accuracy=0.865000
+2020-04-08 07:12:36,064 Epoch[2] Batch [17350-17400]	Speed: 202.63 samples/sec	accuracy=0.857656
+2020-04-08 07:13:07,576 Epoch[2] Batch [17400-17450]	Speed: 203.10 samples/sec	accuracy=0.858750
+2020-04-08 07:13:39,222 Epoch[2] Batch [17450-17500]	Speed: 202.24 samples/sec	accuracy=0.862344
+2020-04-08 07:14:10,711 Epoch[2] Batch [17500-17550]	Speed: 203.25 samples/sec	accuracy=0.852031
+2020-04-08 07:14:42,712 Epoch[2] Batch [17550-17600]	Speed: 199.99 samples/sec	accuracy=0.865156
+2020-04-08 07:15:14,653 Epoch[2] Batch [17600-17650]	Speed: 200.37 samples/sec	accuracy=0.852969
+2020-04-08 07:15:46,337 Epoch[2] Batch [17650-17700]	Speed: 202.00 samples/sec	accuracy=0.865781
+2020-04-08 07:16:18,129 Epoch[2] Batch [17700-17750]	Speed: 201.31 samples/sec	accuracy=0.872500
+2020-04-08 07:16:49,783 Epoch[2] Batch [17750-17800]	Speed: 202.19 samples/sec	accuracy=0.863125
+2020-04-08 07:17:21,895 Epoch[2] Batch [17800-17850]	Speed: 199.31 samples/sec	accuracy=0.864531
+2020-04-08 07:17:53,511 Epoch[2] Batch [17850-17900]	Speed: 202.43 samples/sec	accuracy=0.859688
+2020-04-08 07:18:25,293 Epoch[2] Batch [17900-17950]	Speed: 201.37 samples/sec	accuracy=0.868125
+2020-04-08 07:18:56,913 Epoch[2] Batch [17950-18000]	Speed: 202.41 samples/sec	accuracy=0.860156
+2020-04-08 07:19:28,289 Epoch[2] Batch [18000-18050]	Speed: 203.98 samples/sec	accuracy=0.865469
+2020-04-08 07:20:00,161 Epoch[2] Batch [18050-18100]	Speed: 200.80 samples/sec	accuracy=0.863125
+2020-04-08 07:20:31,803 Epoch[2] Batch [18100-18150]	Speed: 202.27 samples/sec	accuracy=0.866406
+2020-04-08 07:21:03,455 Epoch[2] Batch [18150-18200]	Speed: 202.20 samples/sec	accuracy=0.863281
+2020-04-08 07:21:35,333 Epoch[2] Batch [18200-18250]	Speed: 200.77 samples/sec	accuracy=0.856406
+2020-04-08 07:22:07,204 Epoch[2] Batch [18250-18300]	Speed: 200.81 samples/sec	accuracy=0.858281
+2020-04-08 07:22:39,134 Epoch[2] Batch [18300-18350]	Speed: 200.44 samples/sec	accuracy=0.857812
+2020-04-08 07:23:11,020 Epoch[2] Batch [18350-18400]	Speed: 200.72 samples/sec	accuracy=0.862187
+2020-04-08 07:23:42,724 Epoch[2] Batch [18400-18450]	Speed: 201.87 samples/sec	accuracy=0.855313
+2020-04-08 07:24:14,665 Epoch[2] Batch [18450-18500]	Speed: 200.37 samples/sec	accuracy=0.859375
+2020-04-08 07:24:46,430 Epoch[2] Batch [18500-18550]	Speed: 201.48 samples/sec	accuracy=0.859219
+2020-04-08 07:25:18,514 Epoch[2] Batch [18550-18600]	Speed: 199.48 samples/sec	accuracy=0.871719
+2020-04-08 07:25:50,260 Epoch[2] Batch [18600-18650]	Speed: 201.60 samples/sec	accuracy=0.864219
+2020-04-08 07:26:22,238 Epoch[2] Batch [18650-18700]	Speed: 200.14 samples/sec	accuracy=0.856406
+2020-04-08 07:26:54,101 Epoch[2] Batch [18700-18750]	Speed: 200.86 samples/sec	accuracy=0.861875
+2020-04-08 07:27:24,270 Epoch[2] Batch [18750-18800]	Speed: 212.14 samples/sec	accuracy=0.868125
+2020-04-08 07:27:55,003 Epoch[2] Batch [18800-18850]	Speed: 208.25 samples/sec	accuracy=0.860781
+2020-04-08 07:28:25,939 Epoch[2] Batch [18850-18900]	Speed: 206.88 samples/sec	accuracy=0.869375
+2020-04-08 07:28:56,324 Epoch[2] Batch [18900-18950]	Speed: 210.63 samples/sec	accuracy=0.859375
+2020-04-08 07:29:27,336 Epoch[2] Batch [18950-19000]	Speed: 206.38 samples/sec	accuracy=0.863594
+2020-04-08 07:29:58,104 Epoch[2] Batch [19000-19050]	Speed: 208.01 samples/sec	accuracy=0.857969
+2020-04-08 07:30:29,101 Epoch[2] Batch [19050-19100]	Speed: 206.47 samples/sec	accuracy=0.864375
+2020-04-08 07:30:59,946 Epoch[2] Batch [19100-19150]	Speed: 207.49 samples/sec	accuracy=0.868125
+2020-04-08 07:31:31,895 Epoch[2] Batch [19150-19200]	Speed: 200.32 samples/sec	accuracy=0.867344
+2020-04-08 07:32:02,951 Epoch[2] Batch [19200-19250]	Speed: 206.08 samples/sec	accuracy=0.862031
+2020-04-08 07:32:33,831 Epoch[2] Batch [19250-19300]	Speed: 207.26 samples/sec	accuracy=0.867031
+2020-04-08 07:33:04,456 Epoch[2] Batch [19300-19350]	Speed: 208.98 samples/sec	accuracy=0.869219
+2020-04-08 07:33:35,198 Epoch[2] Batch [19350-19400]	Speed: 208.19 samples/sec	accuracy=0.864219
+2020-04-08 07:34:06,127 Epoch[2] Batch [19400-19450]	Speed: 206.93 samples/sec	accuracy=0.863594
+2020-04-08 07:34:36,620 Epoch[2] Batch [19450-19500]	Speed: 209.88 samples/sec	accuracy=0.857656
+2020-04-08 07:35:07,229 Epoch[2] Batch [19500-19550]	Speed: 209.10 samples/sec	accuracy=0.856250
+2020-04-08 07:35:37,966 Epoch[2] Batch [19550-19600]	Speed: 208.22 samples/sec	accuracy=0.853750
+2020-04-08 07:36:09,247 Epoch[2] Batch [19600-19650]	Speed: 204.60 samples/sec	accuracy=0.868281
+2020-04-08 07:36:39,886 Epoch[2] Batch [19650-19700]	Speed: 208.89 samples/sec	accuracy=0.868281
+2020-04-08 07:37:10,558 Epoch[2] Batch [19700-19750]	Speed: 208.66 samples/sec	accuracy=0.868750
+2020-04-08 07:37:40,884 Epoch[2] Batch [19750-19800]	Speed: 211.04 samples/sec	accuracy=0.860938
+2020-04-08 07:38:11,849 Epoch[2] Batch [19800-19850]	Speed: 206.68 samples/sec	accuracy=0.869375
+2020-04-08 07:38:42,396 Epoch[2] Batch [19850-19900]	Speed: 209.51 samples/sec	accuracy=0.861563
+2020-04-08 07:39:13,318 Epoch[2] Batch [19900-19950]	Speed: 206.98 samples/sec	accuracy=0.862031
+2020-04-08 07:39:44,427 Epoch[2] Batch [19950-20000]	Speed: 205.73 samples/sec	accuracy=0.866406
+2020-04-08 07:40:14,895 Epoch[2] Batch [20000-20050]	Speed: 210.06 samples/sec	accuracy=0.868750
+2020-04-08 07:40:45,487 Epoch[2] Batch [20050-20100]	Speed: 209.21 samples/sec	accuracy=0.857187
+2020-04-08 07:41:17,071 Epoch[2] Batch [20100-20150]	Speed: 202.64 samples/sec	accuracy=0.858750
+2020-04-08 07:41:47,511 Epoch[2] Batch [20150-20200]	Speed: 210.25 samples/sec	accuracy=0.854062
+2020-04-08 07:42:18,276 Epoch[2] Batch [20200-20250]	Speed: 208.03 samples/sec	accuracy=0.867031
+2020-04-08 07:42:49,043 Epoch[2] Batch [20250-20300]	Speed: 208.02 samples/sec	accuracy=0.862187
+2020-04-08 07:43:19,641 Epoch[2] Batch [20300-20350]	Speed: 209.17 samples/sec	accuracy=0.860781
+2020-04-08 07:43:50,363 Epoch[2] Batch [20350-20400]	Speed: 208.32 samples/sec	accuracy=0.873594
+2020-04-08 07:44:20,555 Epoch[2] Batch [20400-20450]	Speed: 211.98 samples/sec	accuracy=0.868437
+2020-04-08 07:44:51,052 Epoch[2] Batch [20450-20500]	Speed: 209.86 samples/sec	accuracy=0.875938
+2020-04-08 07:45:21,408 Epoch[2] Batch [20500-20550]	Speed: 210.83 samples/sec	accuracy=0.867344
+2020-04-08 07:45:52,119 Epoch[2] Batch [20550-20600]	Speed: 208.39 samples/sec	accuracy=0.862187
+2020-04-08 07:46:22,599 Epoch[2] Batch [20600-20650]	Speed: 209.98 samples/sec	accuracy=0.860313
+2020-04-08 07:46:53,270 Epoch[2] Batch [20650-20700]	Speed: 208.67 samples/sec	accuracy=0.863906
+2020-04-08 07:47:24,050 Epoch[2] Batch [20700-20750]	Speed: 207.93 samples/sec	accuracy=0.867969
+2020-04-08 07:47:55,062 Epoch[2] Batch [20750-20800]	Speed: 206.38 samples/sec	accuracy=0.864531
+2020-04-08 07:48:25,891 Epoch[2] Batch [20800-20850]	Speed: 207.60 samples/sec	accuracy=0.870469
+2020-04-08 07:48:56,331 Epoch[2] Batch [20850-20900]	Speed: 210.25 samples/sec	accuracy=0.860313
+2020-04-08 07:49:26,797 Epoch[2] Batch [20900-20950]	Speed: 210.07 samples/sec	accuracy=0.862031
+2020-04-08 07:49:57,556 Epoch[2] Batch [20950-21000]	Speed: 208.07 samples/sec	accuracy=0.871406
+2020-04-08 07:50:27,922 Epoch[2] Batch [21000-21050]	Speed: 210.76 samples/sec	accuracy=0.871250
+2020-04-08 07:50:58,795 Epoch[2] Batch [21050-21100]	Speed: 207.30 samples/sec	accuracy=0.860156
+2020-04-08 07:51:29,461 Epoch[2] Batch [21100-21150]	Speed: 208.71 samples/sec	accuracy=0.865156
+2020-04-08 07:51:59,915 Epoch[2] Batch [21150-21200]	Speed: 210.15 samples/sec	accuracy=0.863437
+2020-04-08 07:52:30,315 Epoch[2] Batch [21200-21250]	Speed: 210.53 samples/sec	accuracy=0.857969
+2020-04-08 07:53:01,679 Epoch[2] Batch [21250-21300]	Speed: 204.06 samples/sec	accuracy=0.864688
+2020-04-08 07:53:32,723 Epoch[2] Batch [21300-21350]	Speed: 206.16 samples/sec	accuracy=0.865469
+2020-04-08 07:54:03,165 Epoch[2] Batch [21350-21400]	Speed: 210.23 samples/sec	accuracy=0.867031
+2020-04-08 07:54:34,665 Epoch[2] Batch [21400-21450]	Speed: 203.18 samples/sec	accuracy=0.868281
+2020-04-08 07:55:03,882 Epoch[2] Batch [21450-21500]	Speed: 219.05 samples/sec	accuracy=0.861250
+2020-04-08 07:55:32,369 Epoch[2] Batch [21500-21550]	Speed: 224.67 samples/sec	accuracy=0.866250
+2020-04-08 07:56:00,678 Epoch[2] Batch [21550-21600]	Speed: 226.08 samples/sec	accuracy=0.863594
+2020-04-08 07:56:29,675 Epoch[2] Batch [21600-21650]	Speed: 220.72 samples/sec	accuracy=0.860938
+2020-04-08 07:56:58,531 Epoch[2] Batch [21650-21700]	Speed: 221.79 samples/sec	accuracy=0.855938
+2020-04-08 07:57:27,143 Epoch[2] Batch [21700-21750]	Speed: 223.68 samples/sec	accuracy=0.866250
+2020-04-08 07:57:55,753 Epoch[2] Batch [21750-21800]	Speed: 223.70 samples/sec	accuracy=0.865000
+2020-04-08 07:58:24,140 Epoch[2] Batch [21800-21850]	Speed: 225.46 samples/sec	accuracy=0.864688
+2020-04-08 07:58:53,503 Epoch[2] Batch [21850-21900]	Speed: 217.96 samples/sec	accuracy=0.868437
+2020-04-08 07:59:22,760 Epoch[2] Batch [21900-21950]	Speed: 218.75 samples/sec	accuracy=0.862187
+2020-04-08 07:59:52,250 Epoch[2] Batch [21950-22000]	Speed: 217.02 samples/sec	accuracy=0.862344
+2020-04-08 08:00:21,509 Epoch[2] Batch [22000-22050]	Speed: 218.74 samples/sec	accuracy=0.863906
+2020-04-08 08:00:50,914 Epoch[2] Batch [22050-22100]	Speed: 217.65 samples/sec	accuracy=0.865156
+2020-04-08 08:01:20,231 Epoch[2] Batch [22100-22150]	Speed: 218.30 samples/sec	accuracy=0.865469
+2020-04-08 08:01:49,526 Epoch[2] Batch [22150-22200]	Speed: 218.47 samples/sec	accuracy=0.862500
+2020-04-08 08:02:18,963 Epoch[2] Batch [22200-22250]	Speed: 217.41 samples/sec	accuracy=0.858906
+2020-04-08 08:02:48,286 Epoch[2] Batch [22250-22300]	Speed: 218.26 samples/sec	accuracy=0.863594
+2020-04-08 08:03:17,701 Epoch[2] Batch [22300-22350]	Speed: 217.58 samples/sec	accuracy=0.868281
+2020-04-08 08:03:47,028 Epoch[2] Batch [22350-22400]	Speed: 218.23 samples/sec	accuracy=0.865156
+2020-04-08 08:04:16,556 Epoch[2] Batch [22400-22450]	Speed: 216.74 samples/sec	accuracy=0.867656
+2020-04-08 08:04:46,069 Epoch[2] Batch [22450-22500]	Speed: 216.85 samples/sec	accuracy=0.866719
+2020-04-08 08:05:15,261 Epoch[2] Batch [22500-22550]	Speed: 219.24 samples/sec	accuracy=0.863281
+2020-04-08 08:05:44,548 Epoch[2] Batch [22550-22600]	Speed: 218.53 samples/sec	accuracy=0.867500
+2020-04-08 08:06:14,020 Epoch[2] Batch [22600-22650]	Speed: 217.15 samples/sec	accuracy=0.870000
+2020-04-08 08:06:43,311 Epoch[2] Batch [22650-22700]	Speed: 218.50 samples/sec	accuracy=0.866406
+2020-04-08 08:07:12,722 Epoch[2] Batch [22700-22750]	Speed: 217.61 samples/sec	accuracy=0.866719
+2020-04-08 08:07:42,139 Epoch[2] Batch [22750-22800]	Speed: 217.56 samples/sec	accuracy=0.866563
+2020-04-08 08:08:11,531 Epoch[2] Batch [22800-22850]	Speed: 217.75 samples/sec	accuracy=0.871406
+2020-04-08 08:08:40,999 Epoch[2] Batch [22850-22900]	Speed: 217.19 samples/sec	accuracy=0.869844
+2020-04-08 08:09:10,384 Epoch[2] Batch [22900-22950]	Speed: 217.80 samples/sec	accuracy=0.869844
+2020-04-08 08:09:39,934 Epoch[2] Batch [22950-23000]	Speed: 216.59 samples/sec	accuracy=0.873906
+2020-04-08 08:10:09,206 Epoch[2] Batch [23000-23050]	Speed: 218.64 samples/sec	accuracy=0.858594
+2020-04-08 08:10:38,691 Epoch[2] Batch [23050-23100]	Speed: 217.06 samples/sec	accuracy=0.858437
+2020-04-08 08:11:08,514 Epoch[2] Batch [23100-23150]	Speed: 214.60 samples/sec	accuracy=0.860781
+2020-04-08 08:11:37,862 Epoch[2] Batch [23150-23200]	Speed: 218.07 samples/sec	accuracy=0.860156
+2020-04-08 08:12:07,273 Epoch[2] Batch [23200-23250]	Speed: 217.61 samples/sec	accuracy=0.861719
+2020-04-08 08:12:36,556 Epoch[2] Batch [23250-23300]	Speed: 218.56 samples/sec	accuracy=0.860625
+2020-04-08 08:13:06,065 Epoch[2] Batch [23300-23350]	Speed: 216.88 samples/sec	accuracy=0.862812
+2020-04-08 08:13:35,372 Epoch[2] Batch [23350-23400]	Speed: 218.38 samples/sec	accuracy=0.861719
+2020-04-08 08:14:04,787 Epoch[2] Batch [23400-23450]	Speed: 217.58 samples/sec	accuracy=0.861875
+2020-04-08 08:14:34,308 Epoch[2] Batch [23450-23500]	Speed: 216.79 samples/sec	accuracy=0.869844
+2020-04-08 08:15:03,730 Epoch[2] Batch [23500-23550]	Speed: 217.53 samples/sec	accuracy=0.863906
+2020-04-08 08:15:33,150 Epoch[2] Batch [23550-23600]	Speed: 217.54 samples/sec	accuracy=0.861250
+2020-04-08 08:16:02,969 Epoch[2] Batch [23600-23650]	Speed: 214.63 samples/sec	accuracy=0.856406
+2020-04-08 08:16:32,452 Epoch[2] Batch [23650-23700]	Speed: 217.07 samples/sec	accuracy=0.870156
+2020-04-08 08:17:01,839 Epoch[2] Batch [23700-23750]	Speed: 217.79 samples/sec	accuracy=0.869062
+2020-04-08 08:17:31,420 Epoch[2] Batch [23750-23800]	Speed: 216.35 samples/sec	accuracy=0.870469
+2020-04-08 08:18:00,964 Epoch[2] Batch [23800-23850]	Speed: 216.62 samples/sec	accuracy=0.862500
+2020-04-08 08:18:30,440 Epoch[2] Batch [23850-23900]	Speed: 217.13 samples/sec	accuracy=0.868125
+2020-04-08 08:18:59,712 Epoch[2] Batch [23900-23950]	Speed: 218.64 samples/sec	accuracy=0.863125
+2020-04-08 08:19:29,082 Epoch[2] Batch [23950-24000]	Speed: 217.91 samples/sec	accuracy=0.869219
+2020-04-08 08:19:58,315 Epoch[2] Batch [24000-24050]	Speed: 218.93 samples/sec	accuracy=0.872188
+2020-04-08 08:20:27,891 Epoch[2] Batch [24050-24100]	Speed: 216.39 samples/sec	accuracy=0.872812
+2020-04-08 08:20:57,390 Epoch[2] Batch [24100-24150]	Speed: 216.96 samples/sec	accuracy=0.870156
+2020-04-08 08:21:26,633 Epoch[2] Batch [24150-24200]	Speed: 218.86 samples/sec	accuracy=0.868906
+2020-04-08 08:21:56,052 Epoch[2] Batch [24200-24250]	Speed: 217.55 samples/sec	accuracy=0.865781
+2020-04-08 08:22:25,475 Epoch[2] Batch [24250-24300]	Speed: 217.52 samples/sec	accuracy=0.862656
+2020-04-08 08:22:54,908 Epoch[2] Batch [24300-24350]	Speed: 217.45 samples/sec	accuracy=0.870469
+2020-04-08 08:23:24,285 Epoch[2] Batch [24350-24400]	Speed: 217.86 samples/sec	accuracy=0.876250
+2020-04-08 08:23:53,961 Epoch[2] Batch [24400-24450]	Speed: 215.66 samples/sec	accuracy=0.861875
+2020-04-08 08:24:23,243 Epoch[2] Batch [24450-24500]	Speed: 218.57 samples/sec	accuracy=0.869375
+2020-04-08 08:24:52,553 Epoch[2] Batch [24500-24550]	Speed: 218.36 samples/sec	accuracy=0.859062
+2020-04-08 08:25:21,949 Epoch[2] Batch [24550-24600]	Speed: 217.72 samples/sec	accuracy=0.872344
+2020-04-08 08:25:51,463 Epoch[2] Batch [24600-24650]	Speed: 216.85 samples/sec	accuracy=0.870156
+2020-04-08 08:26:20,650 Epoch[2] Batch [24650-24700]	Speed: 219.28 samples/sec	accuracy=0.870156
+2020-04-08 08:26:50,046 Epoch[2] Batch [24700-24750]	Speed: 217.72 samples/sec	accuracy=0.865938
+2020-04-08 08:27:19,463 Epoch[2] Batch [24750-24800]	Speed: 217.56 samples/sec	accuracy=0.865938
+2020-04-08 08:27:48,849 Epoch[2] Batch [24800-24850]	Speed: 217.79 samples/sec	accuracy=0.878437
+2020-04-08 08:28:18,464 Epoch[2] Batch [24850-24900]	Speed: 216.10 samples/sec	accuracy=0.867500
+2020-04-08 08:28:47,842 Epoch[2] Batch [24900-24950]	Speed: 217.85 samples/sec	accuracy=0.861875
+2020-04-08 08:29:17,238 Epoch[2] Batch [24950-25000]	Speed: 217.72 samples/sec	accuracy=0.867656
+2020-04-08 08:29:46,674 Epoch[2] Batch [25000-25050]	Speed: 217.42 samples/sec	accuracy=0.871250
+2020-04-08 08:30:16,125 Epoch[2] Batch [25050-25100]	Speed: 217.31 samples/sec	accuracy=0.867344
+2020-04-08 08:30:45,550 Epoch[2] Batch [25100-25150]	Speed: 217.50 samples/sec	accuracy=0.862500
+2020-04-08 08:31:14,661 Epoch[2] Batch [25150-25200]	Speed: 219.85 samples/sec	accuracy=0.870469
+2020-04-08 08:31:44,147 Epoch[2] Batch [25200-25250]	Speed: 217.06 samples/sec	accuracy=0.864844
+2020-04-08 08:32:13,504 Epoch[2] Batch [25250-25300]	Speed: 218.01 samples/sec	accuracy=0.869687
+2020-04-08 08:32:43,356 Epoch[2] Batch [25300-25350]	Speed: 214.39 samples/sec	accuracy=0.857812
+2020-04-08 08:33:14,972 Epoch[2] Batch [25350-25400]	Speed: 202.43 samples/sec	accuracy=0.867188
+2020-04-08 08:33:46,650 Epoch[2] Batch [25400-25450]	Speed: 202.04 samples/sec	accuracy=0.863125
+2020-04-08 08:34:18,545 Epoch[2] Batch [25450-25500]	Speed: 200.66 samples/sec	accuracy=0.857656
+2020-04-08 08:34:50,306 Epoch[2] Batch [25500-25550]	Speed: 201.50 samples/sec	accuracy=0.867656
+2020-04-08 08:35:21,843 Epoch[2] Batch [25550-25600]	Speed: 202.94 samples/sec	accuracy=0.865156
+2020-04-08 08:35:53,606 Epoch[2] Batch [25600-25650]	Speed: 201.50 samples/sec	accuracy=0.866406
+2020-04-08 08:36:25,267 Epoch[2] Batch [25650-25700]	Speed: 202.14 samples/sec	accuracy=0.864844
+2020-04-08 08:36:57,110 Epoch[2] Batch [25700-25750]	Speed: 200.99 samples/sec	accuracy=0.861094
+2020-04-08 08:37:28,933 Epoch[2] Batch [25750-25800]	Speed: 201.11 samples/sec	accuracy=0.862031
+2020-04-08 08:38:00,367 Epoch[2] Batch [25800-25850]	Speed: 203.60 samples/sec	accuracy=0.864375
+2020-04-08 08:38:32,150 Epoch[2] Batch [25850-25900]	Speed: 201.37 samples/sec	accuracy=0.867344
+2020-04-08 08:39:04,225 Epoch[2] Batch [25900-25950]	Speed: 199.53 samples/sec	accuracy=0.861250
+2020-04-08 08:39:36,435 Epoch[2] Batch [25950-26000]	Speed: 198.70 samples/sec	accuracy=0.863281
+2020-04-08 08:40:08,430 Epoch[2] Batch [26000-26050]	Speed: 200.03 samples/sec	accuracy=0.865781
+2020-04-08 08:40:40,052 Epoch[2] Batch [26050-26100]	Speed: 202.39 samples/sec	accuracy=0.864219
+2020-04-08 08:41:11,528 Epoch[2] Batch [26100-26150]	Speed: 203.33 samples/sec	accuracy=0.865625
+2020-04-08 08:41:43,146 Epoch[2] Batch [26150-26200]	Speed: 202.42 samples/sec	accuracy=0.867188
+2020-04-08 08:42:15,025 Epoch[2] Batch [26200-26250]	Speed: 200.76 samples/sec	accuracy=0.860313
+2020-04-08 08:42:47,054 Epoch[2] Batch [26250-26300]	Speed: 199.82 samples/sec	accuracy=0.863437
+2020-04-08 08:43:18,776 Epoch[2] Batch [26300-26350]	Speed: 201.76 samples/sec	accuracy=0.865469
+2020-04-08 08:43:50,669 Epoch[2] Batch [26350-26400]	Speed: 200.67 samples/sec	accuracy=0.867344
+2020-04-08 08:44:22,554 Epoch[2] Batch [26400-26450]	Speed: 200.72 samples/sec	accuracy=0.869687
+2020-04-08 08:44:54,302 Epoch[2] Batch [26450-26500]	Speed: 201.59 samples/sec	accuracy=0.864219
+2020-04-08 08:45:25,888 Epoch[2] Batch [26500-26550]	Speed: 202.62 samples/sec	accuracy=0.870469
+2020-04-08 08:45:57,571 Epoch[2] Batch [26550-26600]	Speed: 202.00 samples/sec	accuracy=0.862187
+2020-04-08 08:46:29,174 Epoch[2] Batch [26600-26650]	Speed: 202.51 samples/sec	accuracy=0.858750
+2020-04-08 08:47:01,265 Epoch[2] Batch [26650-26700]	Speed: 199.43 samples/sec	accuracy=0.871719
+2020-04-08 08:47:33,340 Epoch[2] Batch [26700-26750]	Speed: 199.54 samples/sec	accuracy=0.871719
+2020-04-08 08:48:05,057 Epoch[2] Batch [26750-26800]	Speed: 201.78 samples/sec	accuracy=0.873437
+2020-04-08 08:48:36,813 Epoch[2] Batch [26800-26850]	Speed: 201.54 samples/sec	accuracy=0.859062
+2020-04-08 08:49:08,338 Epoch[2] Batch [26850-26900]	Speed: 203.02 samples/sec	accuracy=0.858906
+2020-04-08 08:49:40,267 Epoch[2] Batch [26900-26950]	Speed: 200.45 samples/sec	accuracy=0.870781
+2020-04-08 08:50:11,917 Epoch[2] Batch [26950-27000]	Speed: 202.21 samples/sec	accuracy=0.862500
+2020-04-08 08:50:43,927 Epoch[2] Batch [27000-27050]	Speed: 199.93 samples/sec	accuracy=0.870625
+2020-04-08 08:51:15,921 Epoch[2] Batch [27050-27100]	Speed: 200.04 samples/sec	accuracy=0.875625
+2020-04-08 08:51:47,752 Epoch[2] Batch [27100-27150]	Speed: 201.06 samples/sec	accuracy=0.865938
+2020-04-08 08:52:19,487 Epoch[2] Batch [27150-27200]	Speed: 201.67 samples/sec	accuracy=0.866719
+2020-04-08 08:52:51,410 Epoch[2] Batch [27200-27250]	Speed: 200.48 samples/sec	accuracy=0.867031
+2020-04-08 08:53:23,218 Epoch[2] Batch [27250-27300]	Speed: 201.21 samples/sec	accuracy=0.867656
+2020-04-08 08:53:54,964 Epoch[2] Batch [27300-27350]	Speed: 201.60 samples/sec	accuracy=0.871875
+2020-04-08 08:54:26,620 Epoch[2] Batch [27350-27400]	Speed: 202.18 samples/sec	accuracy=0.868750
+2020-04-08 08:54:58,425 Epoch[2] Batch [27400-27450]	Speed: 201.22 samples/sec	accuracy=0.864688
+2020-04-08 08:55:30,352 Epoch[2] Batch [27450-27500]	Speed: 200.46 samples/sec	accuracy=0.865156
+2020-04-08 08:56:02,715 Epoch[2] Batch [27500-27550]	Speed: 197.75 samples/sec	accuracy=0.868750
+2020-04-08 08:56:34,703 Epoch[2] Batch [27550-27600]	Speed: 200.08 samples/sec	accuracy=0.862656
+2020-04-08 08:57:06,544 Epoch[2] Batch [27600-27650]	Speed: 201.01 samples/sec	accuracy=0.875781
+2020-04-08 08:57:38,378 Epoch[2] Batch [27650-27700]	Speed: 201.04 samples/sec	accuracy=0.872344
+2020-04-08 08:58:10,029 Epoch[2] Batch [27700-27750]	Speed: 202.20 samples/sec	accuracy=0.873594
+2020-04-08 08:58:41,867 Epoch[2] Batch [27750-27800]	Speed: 201.02 samples/sec	accuracy=0.874375
+2020-04-08 08:59:13,704 Epoch[2] Batch [27800-27850]	Speed: 201.02 samples/sec	accuracy=0.862500
+2020-04-08 08:59:45,495 Epoch[2] Batch [27850-27900]	Speed: 201.32 samples/sec	accuracy=0.868750
+2020-04-08 09:00:17,286 Epoch[2] Batch [27900-27950]	Speed: 201.32 samples/sec	accuracy=0.863281
+2020-04-08 09:00:48,921 Epoch[2] Batch [27950-28000]	Speed: 202.31 samples/sec	accuracy=0.870000
+2020-04-08 09:01:21,000 Epoch[2] Batch [28000-28050]	Speed: 199.51 samples/sec	accuracy=0.862187
+2020-04-08 09:01:52,867 Epoch[2] Batch [28050-28100]	Speed: 200.84 samples/sec	accuracy=0.869375
+2020-04-08 09:02:24,577 Epoch[2] Batch [28100-28150]	Speed: 201.83 samples/sec	accuracy=0.865938
+2020-04-08 09:02:56,185 Epoch[2] Batch [28150-28200]	Speed: 202.48 samples/sec	accuracy=0.865938
+2020-04-08 09:03:20,782 Epoch[2] Train-accuracy=0.859659
+2020-04-08 09:03:20,782 Epoch[2] Time cost=17721.564
+2020-04-08 09:03:21,000 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0003.params"
+2020-04-08 09:33:27,710 Epoch[2] Validation-accuracy=0.944937
+2020-04-08 09:34:07,841 Epoch[3] Batch [0-50]	Speed: 199.82 samples/sec	accuracy=0.868107
+2020-04-08 09:34:39,684 Epoch[3] Batch [50-100]	Speed: 200.99 samples/sec	accuracy=0.874219
+2020-04-08 09:35:11,521 Epoch[3] Batch [100-150]	Speed: 201.02 samples/sec	accuracy=0.870781
+2020-04-08 09:35:43,568 Epoch[3] Batch [150-200]	Speed: 199.70 samples/sec	accuracy=0.873906
+2020-04-08 09:36:15,256 Epoch[3] Batch [200-250]	Speed: 201.97 samples/sec	accuracy=0.871875
+2020-04-08 09:36:47,102 Epoch[3] Batch [250-300]	Speed: 200.97 samples/sec	accuracy=0.870469
+2020-04-08 09:37:19,162 Epoch[3] Batch [300-350]	Speed: 199.63 samples/sec	accuracy=0.868594
+2020-04-08 09:37:50,697 Epoch[3] Batch [350-400]	Speed: 202.95 samples/sec	accuracy=0.868906
+2020-04-08 09:38:22,591 Epoch[3] Batch [400-450]	Speed: 200.66 samples/sec	accuracy=0.866563
+2020-04-08 09:38:54,391 Epoch[3] Batch [450-500]	Speed: 201.26 samples/sec	accuracy=0.873594
+2020-04-08 09:39:26,339 Epoch[3] Batch [500-550]	Speed: 200.33 samples/sec	accuracy=0.865781
+2020-04-08 09:39:58,618 Epoch[3] Batch [550-600]	Speed: 198.27 samples/sec	accuracy=0.877656
+2020-04-08 09:40:30,488 Epoch[3] Batch [600-650]	Speed: 200.82 samples/sec	accuracy=0.869375
+2020-04-08 09:41:02,289 Epoch[3] Batch [650-700]	Speed: 201.26 samples/sec	accuracy=0.872188
+2020-04-08 09:41:33,941 Epoch[3] Batch [700-750]	Speed: 202.19 samples/sec	accuracy=0.872812
+2020-04-08 09:42:05,878 Epoch[3] Batch [750-800]	Speed: 200.40 samples/sec	accuracy=0.873437
+2020-04-08 09:42:37,563 Epoch[3] Batch [800-850]	Speed: 201.99 samples/sec	accuracy=0.874062
+2020-04-08 09:43:09,669 Epoch[3] Batch [850-900]	Speed: 199.35 samples/sec	accuracy=0.873750
+2020-04-08 09:43:41,165 Epoch[3] Batch [900-950]	Speed: 203.20 samples/sec	accuracy=0.865938
+2020-04-08 09:44:13,057 Epoch[3] Batch [950-1000]	Speed: 200.67 samples/sec	accuracy=0.865625
+2020-04-08 09:44:44,739 Epoch[3] Batch [1000-1050]	Speed: 202.01 samples/sec	accuracy=0.871719
+2020-04-08 09:45:16,458 Epoch[3] Batch [1050-1100]	Speed: 201.77 samples/sec	accuracy=0.864062
+2020-04-08 09:45:48,254 Epoch[3] Batch [1100-1150]	Speed: 201.29 samples/sec	accuracy=0.877500
+2020-04-08 09:46:20,279 Epoch[3] Batch [1150-1200]	Speed: 199.84 samples/sec	accuracy=0.873281
+2020-04-08 09:46:52,597 Epoch[3] Batch [1200-1250]	Speed: 198.04 samples/sec	accuracy=0.870156
+2020-04-08 09:47:24,372 Epoch[3] Batch [1250-1300]	Speed: 201.42 samples/sec	accuracy=0.876563
+2020-04-08 09:47:56,314 Epoch[3] Batch [1300-1350]	Speed: 200.36 samples/sec	accuracy=0.863906
+2020-04-08 09:48:28,370 Epoch[3] Batch [1350-1400]	Speed: 199.65 samples/sec	accuracy=0.863906
+2020-04-08 09:49:00,293 Epoch[3] Batch [1400-1450]	Speed: 200.48 samples/sec	accuracy=0.869062
+2020-04-08 09:49:32,199 Epoch[3] Batch [1450-1500]	Speed: 200.59 samples/sec	accuracy=0.874219
+2020-04-08 09:50:03,876 Epoch[3] Batch [1500-1550]	Speed: 202.04 samples/sec	accuracy=0.869375
+2020-04-08 09:50:35,859 Epoch[3] Batch [1550-1600]	Speed: 200.11 samples/sec	accuracy=0.879531
+2020-04-08 09:51:07,760 Epoch[3] Batch [1600-1650]	Speed: 200.62 samples/sec	accuracy=0.877500
+2020-04-08 09:51:39,716 Epoch[3] Batch [1650-1700]	Speed: 200.28 samples/sec	accuracy=0.867031
+2020-04-08 09:52:11,774 Epoch[3] Batch [1700-1750]	Speed: 199.64 samples/sec	accuracy=0.864219
+2020-04-08 09:52:43,821 Epoch[3] Batch [1750-1800]	Speed: 199.71 samples/sec	accuracy=0.873594
+2020-04-08 09:53:15,409 Epoch[3] Batch [1800-1850]	Speed: 202.61 samples/sec	accuracy=0.867031
+2020-04-08 09:53:47,373 Epoch[3] Batch [1850-1900]	Speed: 200.23 samples/sec	accuracy=0.863750
+2020-04-08 09:54:18,959 Epoch[3] Batch [1900-1950]	Speed: 202.62 samples/sec	accuracy=0.874375
+2020-04-08 09:54:50,732 Epoch[3] Batch [1950-2000]	Speed: 201.43 samples/sec	accuracy=0.870781
+2020-04-08 09:55:22,480 Epoch[3] Batch [2000-2050]	Speed: 201.59 samples/sec	accuracy=0.863750
+2020-04-08 09:55:54,335 Epoch[3] Batch [2050-2100]	Speed: 200.91 samples/sec	accuracy=0.870313
+2020-04-08 09:56:26,208 Epoch[3] Batch [2100-2150]	Speed: 200.79 samples/sec	accuracy=0.864844
+2020-04-08 09:56:57,934 Epoch[3] Batch [2150-2200]	Speed: 201.73 samples/sec	accuracy=0.868125
+2020-04-08 09:57:29,731 Epoch[3] Batch [2200-2250]	Speed: 201.28 samples/sec	accuracy=0.874375
+2020-04-08 09:58:01,590 Epoch[3] Batch [2250-2300]	Speed: 200.88 samples/sec	accuracy=0.864531
+2020-04-08 09:58:33,437 Epoch[3] Batch [2300-2350]	Speed: 200.96 samples/sec	accuracy=0.873906
+2020-04-08 09:59:05,758 Epoch[3] Batch [2350-2400]	Speed: 198.01 samples/sec	accuracy=0.875156
+2020-04-08 09:59:37,854 Epoch[3] Batch [2400-2450]	Speed: 199.40 samples/sec	accuracy=0.870000
+2020-04-08 10:00:09,978 Epoch[3] Batch [2450-2500]	Speed: 199.23 samples/sec	accuracy=0.871563
+2020-04-08 10:00:41,860 Epoch[3] Batch [2500-2550]	Speed: 200.74 samples/sec	accuracy=0.874062
+2020-04-08 10:01:13,963 Epoch[3] Batch [2550-2600]	Speed: 199.36 samples/sec	accuracy=0.866250
+2020-04-08 10:01:46,021 Epoch[3] Batch [2600-2650]	Speed: 199.64 samples/sec	accuracy=0.875938
+2020-04-08 10:02:17,626 Epoch[3] Batch [2650-2700]	Speed: 202.50 samples/sec	accuracy=0.872188
+2020-04-08 10:02:49,411 Epoch[3] Batch [2700-2750]	Speed: 201.35 samples/sec	accuracy=0.879375
+2020-04-08 10:03:21,795 Epoch[3] Batch [2750-2800]	Speed: 197.63 samples/sec	accuracy=0.879219
+2020-04-08 10:03:53,619 Epoch[3] Batch [2800-2850]	Speed: 201.10 samples/sec	accuracy=0.870469
+2020-04-08 10:04:25,441 Epoch[3] Batch [2850-2900]	Speed: 201.12 samples/sec	accuracy=0.871406
+2020-04-08 10:04:57,764 Epoch[3] Batch [2900-2950]	Speed: 198.00 samples/sec	accuracy=0.864375
+2020-04-08 10:05:29,797 Epoch[3] Batch [2950-3000]	Speed: 199.80 samples/sec	accuracy=0.861250
+2020-04-08 10:06:01,679 Epoch[3] Batch [3000-3050]	Speed: 200.74 samples/sec	accuracy=0.873594
+2020-04-08 10:06:33,638 Epoch[3] Batch [3050-3100]	Speed: 200.26 samples/sec	accuracy=0.870938
+2020-04-08 10:07:05,527 Epoch[3] Batch [3100-3150]	Speed: 200.70 samples/sec	accuracy=0.876094
+2020-04-08 10:07:37,131 Epoch[3] Batch [3150-3200]	Speed: 202.51 samples/sec	accuracy=0.865938
+2020-04-08 10:08:08,962 Epoch[3] Batch [3200-3250]	Speed: 201.07 samples/sec	accuracy=0.868281
+2020-04-08 10:08:41,106 Epoch[3] Batch [3250-3300]	Speed: 199.11 samples/sec	accuracy=0.864531
+2020-04-08 10:09:13,156 Epoch[3] Batch [3300-3350]	Speed: 199.69 samples/sec	accuracy=0.877188
+2020-04-08 10:09:44,784 Epoch[3] Batch [3350-3400]	Speed: 202.35 samples/sec	accuracy=0.876719
+2020-04-08 10:10:16,732 Epoch[3] Batch [3400-3450]	Speed: 200.33 samples/sec	accuracy=0.870000
+2020-04-08 10:10:48,973 Epoch[3] Batch [3450-3500]	Speed: 198.51 samples/sec	accuracy=0.864062
+2020-04-08 10:11:20,817 Epoch[3] Batch [3500-3550]	Speed: 200.98 samples/sec	accuracy=0.877500
+2020-04-08 10:11:52,628 Epoch[3] Batch [3550-3600]	Speed: 201.19 samples/sec	accuracy=0.865313
+2020-04-08 10:12:24,274 Epoch[3] Batch [3600-3650]	Speed: 202.24 samples/sec	accuracy=0.875938
+2020-04-08 10:12:56,140 Epoch[3] Batch [3650-3700]	Speed: 200.84 samples/sec	accuracy=0.869531
+2020-04-08 10:13:27,540 Epoch[3] Batch [3700-3750]	Speed: 203.82 samples/sec	accuracy=0.874062
+2020-04-08 10:13:59,031 Epoch[3] Batch [3750-3800]	Speed: 203.23 samples/sec	accuracy=0.872500
+2020-04-08 10:14:30,773 Epoch[3] Batch [3800-3850]	Speed: 201.63 samples/sec	accuracy=0.871875
+2020-04-08 10:15:02,822 Epoch[3] Batch [3850-3900]	Speed: 199.70 samples/sec	accuracy=0.871094
+2020-04-08 10:15:34,385 Epoch[3] Batch [3900-3950]	Speed: 202.77 samples/sec	accuracy=0.872031
+2020-04-08 10:16:06,261 Epoch[3] Batch [3950-4000]	Speed: 200.78 samples/sec	accuracy=0.868281
+2020-04-08 10:16:37,762 Epoch[3] Batch [4000-4050]	Speed: 203.17 samples/sec	accuracy=0.871406
+2020-04-08 10:17:09,559 Epoch[3] Batch [4050-4100]	Speed: 201.28 samples/sec	accuracy=0.879531
+2020-04-08 10:17:41,634 Epoch[3] Batch [4100-4150]	Speed: 199.53 samples/sec	accuracy=0.870938
+2020-04-08 10:18:13,342 Epoch[3] Batch [4150-4200]	Speed: 201.84 samples/sec	accuracy=0.869062
+2020-04-08 10:18:45,131 Epoch[3] Batch [4200-4250]	Speed: 201.33 samples/sec	accuracy=0.868906
+2020-04-08 10:19:17,096 Epoch[3] Batch [4250-4300]	Speed: 200.22 samples/sec	accuracy=0.879375
+2020-04-08 10:19:48,895 Epoch[3] Batch [4300-4350]	Speed: 201.27 samples/sec	accuracy=0.868281
+2020-04-08 10:20:20,849 Epoch[3] Batch [4350-4400]	Speed: 200.29 samples/sec	accuracy=0.878906
+2020-04-08 10:20:52,585 Epoch[3] Batch [4400-4450]	Speed: 201.67 samples/sec	accuracy=0.872500
+2020-04-08 10:21:24,470 Epoch[3] Batch [4450-4500]	Speed: 200.72 samples/sec	accuracy=0.871875
+2020-04-08 10:21:56,561 Epoch[3] Batch [4500-4550]	Speed: 199.43 samples/sec	accuracy=0.867656
+2020-04-08 10:22:28,170 Epoch[3] Batch [4550-4600]	Speed: 202.48 samples/sec	accuracy=0.877031
+2020-04-08 10:23:00,118 Epoch[3] Batch [4600-4650]	Speed: 200.32 samples/sec	accuracy=0.877031
+2020-04-08 10:23:32,100 Epoch[3] Batch [4650-4700]	Speed: 200.12 samples/sec	accuracy=0.869375
+2020-04-08 10:24:03,822 Epoch[3] Batch [4700-4750]	Speed: 201.76 samples/sec	accuracy=0.877344
+2020-04-08 10:24:35,666 Epoch[3] Batch [4750-4800]	Speed: 200.98 samples/sec	accuracy=0.877656
+2020-04-08 10:25:07,330 Epoch[3] Batch [4800-4850]	Speed: 202.12 samples/sec	accuracy=0.874219
+2020-04-08 10:25:39,250 Epoch[3] Batch [4850-4900]	Speed: 200.50 samples/sec	accuracy=0.874062
+2020-04-08 10:26:10,904 Epoch[3] Batch [4900-4950]	Speed: 202.19 samples/sec	accuracy=0.870781
+2020-04-08 10:26:42,795 Epoch[3] Batch [4950-5000]	Speed: 200.68 samples/sec	accuracy=0.869531
+2020-04-08 10:27:14,465 Epoch[3] Batch [5000-5050]	Speed: 202.08 samples/sec	accuracy=0.862969
+2020-04-08 10:27:46,025 Epoch[3] Batch [5050-5100]	Speed: 202.79 samples/sec	accuracy=0.874219
+2020-04-08 10:28:17,764 Epoch[3] Batch [5100-5150]	Speed: 201.65 samples/sec	accuracy=0.867812
+2020-04-08 10:28:49,358 Epoch[3] Batch [5150-5200]	Speed: 202.57 samples/sec	accuracy=0.875938
+2020-04-08 10:29:21,389 Epoch[3] Batch [5200-5250]	Speed: 199.81 samples/sec	accuracy=0.867344
+2020-04-08 10:29:53,352 Epoch[3] Batch [5250-5300]	Speed: 200.23 samples/sec	accuracy=0.869531
+2020-04-08 10:30:25,236 Epoch[3] Batch [5300-5350]	Speed: 200.73 samples/sec	accuracy=0.875938
+2020-04-08 10:30:56,904 Epoch[3] Batch [5350-5400]	Speed: 202.10 samples/sec	accuracy=0.867188
+2020-04-08 10:31:28,683 Epoch[3] Batch [5400-5450]	Speed: 201.39 samples/sec	accuracy=0.869219
+2020-04-08 10:32:00,597 Epoch[3] Batch [5450-5500]	Speed: 200.54 samples/sec	accuracy=0.875938
+2020-04-08 10:32:32,559 Epoch[3] Batch [5500-5550]	Speed: 200.23 samples/sec	accuracy=0.870938
+2020-04-08 10:33:04,485 Epoch[3] Batch [5550-5600]	Speed: 200.47 samples/sec	accuracy=0.871406
+2020-04-08 10:33:36,152 Epoch[3] Batch [5600-5650]	Speed: 202.10 samples/sec	accuracy=0.868750
+2020-04-08 10:34:07,846 Epoch[3] Batch [5650-5700]	Speed: 201.93 samples/sec	accuracy=0.872344
+2020-04-08 10:34:39,388 Epoch[3] Batch [5700-5750]	Speed: 202.90 samples/sec	accuracy=0.874062
+2020-04-08 10:35:11,580 Epoch[3] Batch [5750-5800]	Speed: 198.81 samples/sec	accuracy=0.874375
+2020-04-08 10:35:43,425 Epoch[3] Batch [5800-5850]	Speed: 200.97 samples/sec	accuracy=0.876719
+2020-04-08 10:36:14,923 Epoch[3] Batch [5850-5900]	Speed: 203.19 samples/sec	accuracy=0.874531
+2020-04-08 10:36:46,758 Epoch[3] Batch [5900-5950]	Speed: 201.03 samples/sec	accuracy=0.873281
+2020-04-08 10:37:18,576 Epoch[3] Batch [5950-6000]	Speed: 201.15 samples/sec	accuracy=0.866719
+2020-04-08 10:37:50,135 Epoch[3] Batch [6000-6050]	Speed: 202.80 samples/sec	accuracy=0.866406
+2020-04-08 10:38:21,931 Epoch[3] Batch [6050-6100]	Speed: 201.28 samples/sec	accuracy=0.877344
+2020-04-08 10:38:53,392 Epoch[3] Batch [6100-6150]	Speed: 203.43 samples/sec	accuracy=0.866250
+2020-04-08 10:39:24,933 Epoch[3] Batch [6150-6200]	Speed: 202.91 samples/sec	accuracy=0.870156
+2020-04-08 10:39:56,865 Epoch[3] Batch [6200-6250]	Speed: 200.43 samples/sec	accuracy=0.866406
+2020-04-08 10:40:28,615 Epoch[3] Batch [6250-6300]	Speed: 201.57 samples/sec	accuracy=0.876719
+2020-04-08 10:41:00,242 Epoch[3] Batch [6300-6350]	Speed: 202.36 samples/sec	accuracy=0.868437
+2020-04-08 10:41:32,132 Epoch[3] Batch [6350-6400]	Speed: 200.69 samples/sec	accuracy=0.870938
+2020-04-08 10:42:04,119 Epoch[3] Batch [6400-6450]	Speed: 200.09 samples/sec	accuracy=0.874219
+2020-04-08 10:42:36,157 Epoch[3] Batch [6450-6500]	Speed: 199.76 samples/sec	accuracy=0.869844
+2020-04-08 10:43:07,639 Epoch[3] Batch [6500-6550]	Speed: 203.29 samples/sec	accuracy=0.877969
+2020-04-08 10:43:39,567 Epoch[3] Batch [6550-6600]	Speed: 200.45 samples/sec	accuracy=0.872188
+2020-04-08 10:44:11,219 Epoch[3] Batch [6600-6650]	Speed: 202.20 samples/sec	accuracy=0.871875
+2020-04-08 10:44:42,781 Epoch[3] Batch [6650-6700]	Speed: 202.78 samples/sec	accuracy=0.872656
+2020-04-08 10:45:14,776 Epoch[3] Batch [6700-6750]	Speed: 200.03 samples/sec	accuracy=0.874219
+2020-04-08 10:45:46,805 Epoch[3] Batch [6750-6800]	Speed: 199.82 samples/sec	accuracy=0.864062
+2020-04-08 10:46:18,748 Epoch[3] Batch [6800-6850]	Speed: 200.36 samples/sec	accuracy=0.864688
+2020-04-08 10:46:50,207 Epoch[3] Batch [6850-6900]	Speed: 203.44 samples/sec	accuracy=0.865313
+2020-04-08 10:47:21,993 Epoch[3] Batch [6900-6950]	Speed: 201.35 samples/sec	accuracy=0.873750
+2020-04-08 10:47:53,587 Epoch[3] Batch [6950-7000]	Speed: 202.57 samples/sec	accuracy=0.880313
+2020-04-08 10:48:25,467 Epoch[3] Batch [7000-7050]	Speed: 200.75 samples/sec	accuracy=0.876250
+2020-04-08 10:48:57,358 Epoch[3] Batch [7050-7100]	Speed: 200.68 samples/sec	accuracy=0.879687
+2020-04-08 10:49:29,139 Epoch[3] Batch [7100-7150]	Speed: 201.38 samples/sec	accuracy=0.867031
+2020-04-08 10:50:01,133 Epoch[3] Batch [7150-7200]	Speed: 200.03 samples/sec	accuracy=0.878125
+2020-04-08 10:50:32,871 Epoch[3] Batch [7200-7250]	Speed: 201.66 samples/sec	accuracy=0.869531
+2020-04-08 10:51:04,961 Epoch[3] Batch [7250-7300]	Speed: 199.44 samples/sec	accuracy=0.881563
+2020-04-08 10:51:37,405 Epoch[3] Batch [7300-7350]	Speed: 197.26 samples/sec	accuracy=0.870156
+2020-04-08 10:52:09,079 Epoch[3] Batch [7350-7400]	Speed: 202.06 samples/sec	accuracy=0.875156
+2020-04-08 10:52:41,023 Epoch[3] Batch [7400-7450]	Speed: 200.35 samples/sec	accuracy=0.877812
+2020-04-08 10:53:13,014 Epoch[3] Batch [7450-7500]	Speed: 200.06 samples/sec	accuracy=0.872812
+2020-04-08 10:53:44,734 Epoch[3] Batch [7500-7550]	Speed: 201.76 samples/sec	accuracy=0.872969
+2020-04-08 10:54:16,428 Epoch[3] Batch [7550-7600]	Speed: 201.94 samples/sec	accuracy=0.866406
+2020-04-08 10:54:48,419 Epoch[3] Batch [7600-7650]	Speed: 200.06 samples/sec	accuracy=0.872656
+2020-04-08 10:55:20,217 Epoch[3] Batch [7650-7700]	Speed: 201.27 samples/sec	accuracy=0.876250
+2020-04-08 10:55:52,010 Epoch[3] Batch [7700-7750]	Speed: 201.31 samples/sec	accuracy=0.876563
+2020-04-08 10:56:23,736 Epoch[3] Batch [7750-7800]	Speed: 201.73 samples/sec	accuracy=0.871094
+2020-04-08 10:56:55,690 Epoch[3] Batch [7800-7850]	Speed: 200.29 samples/sec	accuracy=0.875156
+2020-04-08 10:57:27,224 Epoch[3] Batch [7850-7900]	Speed: 202.95 samples/sec	accuracy=0.869687
+2020-04-08 10:57:58,692 Epoch[3] Batch [7900-7950]	Speed: 203.39 samples/sec	accuracy=0.885469
+2020-04-08 10:58:30,167 Epoch[3] Batch [7950-8000]	Speed: 203.34 samples/sec	accuracy=0.873437
+2020-04-08 10:59:01,906 Epoch[3] Batch [8000-8050]	Speed: 201.65 samples/sec	accuracy=0.873281
+2020-04-08 10:59:33,878 Epoch[3] Batch [8050-8100]	Speed: 200.18 samples/sec	accuracy=0.867500
+2020-04-08 11:00:05,560 Epoch[3] Batch [8100-8150]	Speed: 202.01 samples/sec	accuracy=0.876094
+2020-04-08 11:00:37,661 Epoch[3] Batch [8150-8200]	Speed: 199.37 samples/sec	accuracy=0.862656
+2020-04-08 11:01:09,743 Epoch[3] Batch [8200-8250]	Speed: 199.49 samples/sec	accuracy=0.869219
+2020-04-08 11:01:41,902 Epoch[3] Batch [8250-8300]	Speed: 199.01 samples/sec	accuracy=0.874375
+2020-04-08 11:02:14,187 Epoch[3] Batch [8300-8350]	Speed: 198.24 samples/sec	accuracy=0.873594
+2020-04-08 11:02:46,205 Epoch[3] Batch [8350-8400]	Speed: 199.89 samples/sec	accuracy=0.875781
+2020-04-08 11:03:18,199 Epoch[3] Batch [8400-8450]	Speed: 200.04 samples/sec	accuracy=0.872031
+2020-04-08 11:03:50,063 Epoch[3] Batch [8450-8500]	Speed: 200.85 samples/sec	accuracy=0.872969
+2020-04-08 11:04:21,843 Epoch[3] Batch [8500-8550]	Speed: 201.39 samples/sec	accuracy=0.880313
+2020-04-08 11:04:53,686 Epoch[3] Batch [8550-8600]	Speed: 200.99 samples/sec	accuracy=0.869687
+2020-04-08 11:05:25,261 Epoch[3] Batch [8600-8650]	Speed: 202.69 samples/sec	accuracy=0.873437
+2020-04-08 11:05:57,160 Epoch[3] Batch [8650-8700]	Speed: 200.64 samples/sec	accuracy=0.879687
+2020-04-08 11:06:29,192 Epoch[3] Batch [8700-8750]	Speed: 199.80 samples/sec	accuracy=0.878125
+2020-04-08 11:07:01,141 Epoch[3] Batch [8750-8800]	Speed: 200.32 samples/sec	accuracy=0.869844
+2020-04-08 11:07:32,899 Epoch[3] Batch [8800-8850]	Speed: 201.52 samples/sec	accuracy=0.873125
+2020-04-08 11:08:05,522 Epoch[3] Batch [8850-8900]	Speed: 196.19 samples/sec	accuracy=0.877656
+2020-04-08 11:08:37,082 Epoch[3] Batch [8900-8950]	Speed: 202.79 samples/sec	accuracy=0.883281
+2020-04-08 11:09:08,807 Epoch[3] Batch [8950-9000]	Speed: 201.74 samples/sec	accuracy=0.875469
+2020-04-08 11:09:40,420 Epoch[3] Batch [9000-9050]	Speed: 202.45 samples/sec	accuracy=0.873437
+2020-04-08 11:10:12,628 Epoch[3] Batch [9050-9100]	Speed: 198.71 samples/sec	accuracy=0.867031
+2020-04-08 11:10:44,632 Epoch[3] Batch [9100-9150]	Speed: 199.98 samples/sec	accuracy=0.870313
+2020-04-08 11:11:16,588 Epoch[3] Batch [9150-9200]	Speed: 200.28 samples/sec	accuracy=0.876406
+2020-04-08 11:11:48,274 Epoch[3] Batch [9200-9250]	Speed: 201.98 samples/sec	accuracy=0.871875
+2020-04-08 11:12:19,747 Epoch[3] Batch [9250-9300]	Speed: 203.35 samples/sec	accuracy=0.873906
+2020-04-08 11:12:51,533 Epoch[3] Batch [9300-9350]	Speed: 201.35 samples/sec	accuracy=0.877500
+2020-04-08 11:13:23,377 Epoch[3] Batch [9350-9400]	Speed: 200.98 samples/sec	accuracy=0.873906
+2020-04-08 11:13:55,530 Epoch[3] Batch [9400-9450]	Speed: 199.05 samples/sec	accuracy=0.872500
+2020-04-08 11:14:27,619 Epoch[3] Batch [9450-9500]	Speed: 199.44 samples/sec	accuracy=0.870313
+2020-04-08 11:14:59,279 Epoch[3] Batch [9500-9550]	Speed: 202.15 samples/sec	accuracy=0.870625
+2020-04-08 11:15:31,248 Epoch[3] Batch [9550-9600]	Speed: 200.19 samples/sec	accuracy=0.873281
+2020-04-08 11:16:03,143 Epoch[3] Batch [9600-9650]	Speed: 200.66 samples/sec	accuracy=0.870625
+2020-04-08 11:16:34,816 Epoch[3] Batch [9650-9700]	Speed: 202.06 samples/sec	accuracy=0.869219
+2020-04-08 11:17:06,634 Epoch[3] Batch [9700-9750]	Speed: 201.15 samples/sec	accuracy=0.872031
+2020-04-08 11:17:38,744 Epoch[3] Batch [9750-9800]	Speed: 199.32 samples/sec	accuracy=0.872031
+2020-04-08 11:18:10,795 Epoch[3] Batch [9800-9850]	Speed: 199.69 samples/sec	accuracy=0.870469
+2020-04-08 11:18:42,425 Epoch[3] Batch [9850-9900]	Speed: 202.34 samples/sec	accuracy=0.877188
+2020-04-08 11:19:14,317 Epoch[3] Batch [9900-9950]	Speed: 200.68 samples/sec	accuracy=0.881406
+2020-04-08 11:19:45,934 Epoch[3] Batch [9950-10000]	Speed: 202.42 samples/sec	accuracy=0.869687
+2020-04-08 11:20:17,816 Epoch[3] Batch [10000-10050]	Speed: 200.75 samples/sec	accuracy=0.877188
+2020-04-08 11:20:49,556 Epoch[3] Batch [10050-10100]	Speed: 201.64 samples/sec	accuracy=0.876563
+2020-04-08 11:21:21,305 Epoch[3] Batch [10100-10150]	Speed: 201.58 samples/sec	accuracy=0.868125
+2020-04-08 11:21:52,607 Epoch[3] Batch [10150-10200]	Speed: 204.46 samples/sec	accuracy=0.869531
+2020-04-08 11:22:24,475 Epoch[3] Batch [10200-10250]	Speed: 200.83 samples/sec	accuracy=0.882344
+2020-04-08 11:22:55,821 Epoch[3] Batch [10250-10300]	Speed: 204.17 samples/sec	accuracy=0.869531
+2020-04-08 11:23:27,897 Epoch[3] Batch [10300-10350]	Speed: 199.53 samples/sec	accuracy=0.868750
+2020-04-08 11:24:00,064 Epoch[3] Batch [10350-10400]	Speed: 198.96 samples/sec	accuracy=0.875156
+2020-04-08 11:24:32,645 Epoch[3] Batch [10400-10450]	Speed: 196.44 samples/sec	accuracy=0.877656
+2020-04-08 11:25:04,346 Epoch[3] Batch [10450-10500]	Speed: 201.89 samples/sec	accuracy=0.872812
+2020-04-08 11:25:36,260 Epoch[3] Batch [10500-10550]	Speed: 200.54 samples/sec	accuracy=0.863594
+2020-04-08 11:26:08,036 Epoch[3] Batch [10550-10600]	Speed: 201.41 samples/sec	accuracy=0.871563
+2020-04-08 11:26:39,789 Epoch[3] Batch [10600-10650]	Speed: 201.55 samples/sec	accuracy=0.862187
+2020-04-08 11:27:11,592 Epoch[3] Batch [10650-10700]	Speed: 201.24 samples/sec	accuracy=0.866719
+2020-04-08 11:27:43,370 Epoch[3] Batch [10700-10750]	Speed: 201.40 samples/sec	accuracy=0.869375
+2020-04-08 11:28:15,410 Epoch[3] Batch [10750-10800]	Speed: 199.75 samples/sec	accuracy=0.870313
+2020-04-08 11:28:47,423 Epoch[3] Batch [10800-10850]	Speed: 199.92 samples/sec	accuracy=0.875313
+2020-04-08 11:29:19,449 Epoch[3] Batch [10850-10900]	Speed: 199.84 samples/sec	accuracy=0.878281
+2020-04-08 11:29:50,989 Epoch[3] Batch [10900-10950]	Speed: 202.91 samples/sec	accuracy=0.871563
+2020-04-08 11:30:22,635 Epoch[3] Batch [10950-11000]	Speed: 202.24 samples/sec	accuracy=0.874687
+2020-04-08 11:30:54,326 Epoch[3] Batch [11000-11050]	Speed: 201.95 samples/sec	accuracy=0.873281
+2020-04-08 11:31:25,873 Epoch[3] Batch [11050-11100]	Speed: 202.87 samples/sec	accuracy=0.876875
+2020-04-08 11:31:57,775 Epoch[3] Batch [11100-11150]	Speed: 200.62 samples/sec	accuracy=0.872188
+2020-04-08 11:32:29,944 Epoch[3] Batch [11150-11200]	Speed: 198.95 samples/sec	accuracy=0.871250
+2020-04-08 11:33:01,702 Epoch[3] Batch [11200-11250]	Speed: 201.52 samples/sec	accuracy=0.879375
+2020-04-08 11:33:33,446 Epoch[3] Batch [11250-11300]	Speed: 201.61 samples/sec	accuracy=0.880938
+2020-04-08 11:34:05,181 Epoch[3] Batch [11300-11350]	Speed: 201.68 samples/sec	accuracy=0.874687
+2020-04-08 11:34:37,057 Epoch[3] Batch [11350-11400]	Speed: 200.78 samples/sec	accuracy=0.871250
+2020-04-08 11:35:08,983 Epoch[3] Batch [11400-11450]	Speed: 200.46 samples/sec	accuracy=0.875000
+2020-04-08 11:35:40,853 Epoch[3] Batch [11450-11500]	Speed: 200.82 samples/sec	accuracy=0.876563
+2020-04-08 11:36:12,707 Epoch[3] Batch [11500-11550]	Speed: 200.92 samples/sec	accuracy=0.875938
+2020-04-08 11:36:44,189 Epoch[3] Batch [11550-11600]	Speed: 203.29 samples/sec	accuracy=0.863281
+2020-04-08 11:37:15,940 Epoch[3] Batch [11600-11650]	Speed: 201.57 samples/sec	accuracy=0.880313
+2020-04-08 11:37:47,937 Epoch[3] Batch [11650-11700]	Speed: 200.02 samples/sec	accuracy=0.873437
+2020-04-08 11:38:19,856 Epoch[3] Batch [11700-11750]	Speed: 200.50 samples/sec	accuracy=0.873281
+2020-04-08 11:38:51,721 Epoch[3] Batch [11750-11800]	Speed: 200.85 samples/sec	accuracy=0.870781
+2020-04-08 11:39:23,312 Epoch[3] Batch [11800-11850]	Speed: 202.59 samples/sec	accuracy=0.874219
+2020-04-08 11:39:55,306 Epoch[3] Batch [11850-11900]	Speed: 200.04 samples/sec	accuracy=0.875313
+2020-04-08 11:40:27,484 Epoch[3] Batch [11900-11950]	Speed: 198.89 samples/sec	accuracy=0.874062
+2020-04-08 11:40:59,246 Epoch[3] Batch [11950-12000]	Speed: 201.50 samples/sec	accuracy=0.867969
+2020-04-08 11:41:31,085 Epoch[3] Batch [12000-12050]	Speed: 201.01 samples/sec	accuracy=0.871719
+2020-04-08 11:42:03,250 Epoch[3] Batch [12050-12100]	Speed: 198.98 samples/sec	accuracy=0.882656
+2020-04-08 11:42:35,013 Epoch[3] Batch [12100-12150]	Speed: 201.50 samples/sec	accuracy=0.874844
+2020-04-08 11:43:07,147 Epoch[3] Batch [12150-12200]	Speed: 199.17 samples/sec	accuracy=0.869375
+2020-04-08 11:43:38,764 Epoch[3] Batch [12200-12250]	Speed: 202.42 samples/sec	accuracy=0.868281
+2020-04-08 11:44:10,556 Epoch[3] Batch [12250-12300]	Speed: 201.31 samples/sec	accuracy=0.877656
+2020-04-08 11:44:42,042 Epoch[3] Batch [12300-12350]	Speed: 203.27 samples/sec	accuracy=0.875938
+2020-04-08 11:45:13,751 Epoch[3] Batch [12350-12400]	Speed: 201.84 samples/sec	accuracy=0.876875
+2020-04-08 11:45:45,429 Epoch[3] Batch [12400-12450]	Speed: 202.03 samples/sec	accuracy=0.874844
+2020-04-08 11:46:17,225 Epoch[3] Batch [12450-12500]	Speed: 201.29 samples/sec	accuracy=0.885312
+2020-04-08 11:46:49,053 Epoch[3] Batch [12500-12550]	Speed: 201.08 samples/sec	accuracy=0.877656
+2020-04-08 11:47:20,869 Epoch[3] Batch [12550-12600]	Speed: 201.15 samples/sec	accuracy=0.878281
+2020-04-08 11:47:52,677 Epoch[3] Batch [12600-12650]	Speed: 201.21 samples/sec	accuracy=0.873750
+2020-04-08 11:48:24,425 Epoch[3] Batch [12650-12700]	Speed: 201.59 samples/sec	accuracy=0.877656
+2020-04-08 11:48:56,096 Epoch[3] Batch [12700-12750]	Speed: 202.08 samples/sec	accuracy=0.870781
+2020-04-08 11:49:28,156 Epoch[3] Batch [12750-12800]	Speed: 199.62 samples/sec	accuracy=0.878750
+2020-04-08 11:50:00,098 Epoch[3] Batch [12800-12850]	Speed: 200.37 samples/sec	accuracy=0.878594
+2020-04-08 11:50:31,792 Epoch[3] Batch [12850-12900]	Speed: 201.93 samples/sec	accuracy=0.874531
+2020-04-08 11:51:03,722 Epoch[3] Batch [12900-12950]	Speed: 200.44 samples/sec	accuracy=0.877500
+2020-04-08 11:51:35,312 Epoch[3] Batch [12950-13000]	Speed: 202.59 samples/sec	accuracy=0.870156
+2020-04-08 11:52:07,252 Epoch[3] Batch [13000-13050]	Speed: 200.38 samples/sec	accuracy=0.878125
+2020-04-08 11:52:39,154 Epoch[3] Batch [13050-13100]	Speed: 200.61 samples/sec	accuracy=0.878125
+2020-04-08 11:53:11,209 Epoch[3] Batch [13100-13150]	Speed: 199.66 samples/sec	accuracy=0.873594
+2020-04-08 11:53:42,813 Epoch[3] Batch [13150-13200]	Speed: 202.51 samples/sec	accuracy=0.868906
+2020-04-08 11:54:14,503 Epoch[3] Batch [13200-13250]	Speed: 201.96 samples/sec	accuracy=0.869531
+2020-04-08 11:54:46,329 Epoch[3] Batch [13250-13300]	Speed: 201.09 samples/sec	accuracy=0.872031
+2020-04-08 11:55:17,860 Epoch[3] Batch [13300-13350]	Speed: 202.98 samples/sec	accuracy=0.874687
+2020-04-08 11:55:50,239 Epoch[3] Batch [13350-13400]	Speed: 197.66 samples/sec	accuracy=0.876094
+2020-04-08 11:56:22,024 Epoch[3] Batch [13400-13450]	Speed: 201.36 samples/sec	accuracy=0.872500
+2020-04-08 11:56:53,982 Epoch[3] Batch [13450-13500]	Speed: 200.26 samples/sec	accuracy=0.875938
+2020-04-08 11:57:25,951 Epoch[3] Batch [13500-13550]	Speed: 200.20 samples/sec	accuracy=0.879531
+2020-04-08 11:57:57,895 Epoch[3] Batch [13550-13600]	Speed: 200.36 samples/sec	accuracy=0.880000
+2020-04-08 11:58:29,610 Epoch[3] Batch [13600-13650]	Speed: 201.80 samples/sec	accuracy=0.879062
+2020-04-08 11:59:01,741 Epoch[3] Batch [13650-13700]	Speed: 199.19 samples/sec	accuracy=0.871250
+2020-04-08 11:59:33,378 Epoch[3] Batch [13700-13750]	Speed: 202.30 samples/sec	accuracy=0.875938
+2020-04-08 12:00:05,274 Epoch[3] Batch [13750-13800]	Speed: 200.66 samples/sec	accuracy=0.876875
+2020-04-08 12:00:37,047 Epoch[3] Batch [13800-13850]	Speed: 201.43 samples/sec	accuracy=0.868125
+2020-04-08 12:01:08,835 Epoch[3] Batch [13850-13900]	Speed: 201.34 samples/sec	accuracy=0.878281
+2020-04-08 12:01:40,864 Epoch[3] Batch [13900-13950]	Speed: 199.82 samples/sec	accuracy=0.876250
+2020-04-08 12:02:12,490 Epoch[3] Batch [13950-14000]	Speed: 202.37 samples/sec	accuracy=0.877031
+2020-04-08 12:02:43,947 Epoch[3] Batch [14000-14050]	Speed: 203.45 samples/sec	accuracy=0.871406
+2020-04-08 12:03:15,893 Epoch[3] Batch [14050-14100]	Speed: 200.34 samples/sec	accuracy=0.875625
+2020-04-08 12:03:47,374 Epoch[3] Batch [14100-14150]	Speed: 203.30 samples/sec	accuracy=0.877344
+2020-04-08 12:04:19,228 Epoch[3] Batch [14150-14200]	Speed: 200.91 samples/sec	accuracy=0.871250
+2020-04-08 12:04:51,296 Epoch[3] Batch [14200-14250]	Speed: 199.58 samples/sec	accuracy=0.870000
+2020-04-08 12:05:23,149 Epoch[3] Batch [14250-14300]	Speed: 200.92 samples/sec	accuracy=0.873906
+2020-04-08 12:05:54,695 Epoch[3] Batch [14300-14350]	Speed: 202.87 samples/sec	accuracy=0.869531
+2020-04-08 12:06:26,846 Epoch[3] Batch [14350-14400]	Speed: 199.06 samples/sec	accuracy=0.871563
+2020-04-08 12:06:58,624 Epoch[3] Batch [14400-14450]	Speed: 201.40 samples/sec	accuracy=0.870781
+2020-04-08 12:07:30,494 Epoch[3] Batch [14450-14500]	Speed: 200.81 samples/sec	accuracy=0.873750
+2020-04-08 12:08:02,418 Epoch[3] Batch [14500-14550]	Speed: 200.48 samples/sec	accuracy=0.874219
+2020-04-08 12:08:33,981 Epoch[3] Batch [14550-14600]	Speed: 202.77 samples/sec	accuracy=0.873125
+2020-04-08 12:09:05,983 Epoch[3] Batch [14600-14650]	Speed: 199.99 samples/sec	accuracy=0.874531
+2020-04-08 12:09:37,709 Epoch[3] Batch [14650-14700]	Speed: 201.73 samples/sec	accuracy=0.861875
+2020-04-08 12:10:09,582 Epoch[3] Batch [14700-14750]	Speed: 200.80 samples/sec	accuracy=0.870938
+2020-04-08 12:10:41,634 Epoch[3] Batch [14750-14800]	Speed: 199.68 samples/sec	accuracy=0.870625
+2020-04-08 12:11:14,059 Epoch[3] Batch [14800-14850]	Speed: 197.38 samples/sec	accuracy=0.881250
+2020-04-08 12:11:45,989 Epoch[3] Batch [14850-14900]	Speed: 200.44 samples/sec	accuracy=0.873594
+2020-04-08 12:12:18,001 Epoch[3] Batch [14900-14950]	Speed: 199.92 samples/sec	accuracy=0.878750
+2020-04-08 12:12:49,671 Epoch[3] Batch [14950-15000]	Speed: 202.09 samples/sec	accuracy=0.872344
+2020-04-08 12:13:21,420 Epoch[3] Batch [15000-15050]	Speed: 201.58 samples/sec	accuracy=0.878906
+2020-04-08 12:13:52,788 Epoch[3] Batch [15050-15100]	Speed: 204.03 samples/sec	accuracy=0.872969
+2020-04-08 12:14:24,452 Epoch[3] Batch [15100-15150]	Speed: 202.13 samples/sec	accuracy=0.873125
+2020-04-08 12:14:56,194 Epoch[3] Batch [15150-15200]	Speed: 201.63 samples/sec	accuracy=0.873594
+2020-04-08 12:15:27,786 Epoch[3] Batch [15200-15250]	Speed: 202.59 samples/sec	accuracy=0.880000
+2020-04-08 12:15:59,612 Epoch[3] Batch [15250-15300]	Speed: 201.10 samples/sec	accuracy=0.870781
+2020-04-08 12:16:31,382 Epoch[3] Batch [15300-15350]	Speed: 201.45 samples/sec	accuracy=0.879062
+2020-04-08 12:17:03,328 Epoch[3] Batch [15350-15400]	Speed: 200.34 samples/sec	accuracy=0.867656
+2020-04-08 12:17:34,902 Epoch[3] Batch [15400-15450]	Speed: 202.70 samples/sec	accuracy=0.877656
+2020-04-08 12:18:06,500 Epoch[3] Batch [15450-15500]	Speed: 202.55 samples/sec	accuracy=0.876406
+2020-04-08 12:18:38,629 Epoch[3] Batch [15500-15550]	Speed: 199.20 samples/sec	accuracy=0.885156
+2020-04-08 12:19:10,826 Epoch[3] Batch [15550-15600]	Speed: 198.78 samples/sec	accuracy=0.879531
+2020-04-08 12:19:42,701 Epoch[3] Batch [15600-15650]	Speed: 200.78 samples/sec	accuracy=0.872812
+2020-04-08 12:20:14,567 Epoch[3] Batch [15650-15700]	Speed: 200.84 samples/sec	accuracy=0.877812
+2020-04-08 12:20:46,497 Epoch[3] Batch [15700-15750]	Speed: 200.44 samples/sec	accuracy=0.868125
+2020-04-08 12:21:17,822 Epoch[3] Batch [15750-15800]	Speed: 204.31 samples/sec	accuracy=0.873125
+2020-04-08 12:21:49,949 Epoch[3] Batch [15800-15850]	Speed: 199.21 samples/sec	accuracy=0.876094
+2020-04-08 12:22:22,048 Epoch[3] Batch [15850-15900]	Speed: 199.38 samples/sec	accuracy=0.876250
+2020-04-08 12:22:54,157 Epoch[3] Batch [15900-15950]	Speed: 199.32 samples/sec	accuracy=0.881719
+2020-04-08 12:23:25,935 Epoch[3] Batch [15950-16000]	Speed: 201.40 samples/sec	accuracy=0.872500
+2020-04-08 12:23:57,866 Epoch[3] Batch [16000-16050]	Speed: 200.43 samples/sec	accuracy=0.873594
+2020-04-08 12:24:29,218 Epoch[3] Batch [16050-16100]	Speed: 204.14 samples/sec	accuracy=0.882344
+2020-04-08 12:25:01,023 Epoch[3] Batch [16100-16150]	Speed: 201.23 samples/sec	accuracy=0.879844
+2020-04-08 12:25:33,046 Epoch[3] Batch [16150-16200]	Speed: 199.86 samples/sec	accuracy=0.877500
+2020-04-08 12:26:04,913 Epoch[3] Batch [16200-16250]	Speed: 200.84 samples/sec	accuracy=0.877812
+2020-04-08 12:26:37,170 Epoch[3] Batch [16250-16300]	Speed: 198.41 samples/sec	accuracy=0.874375
+2020-04-08 12:27:08,604 Epoch[3] Batch [16300-16350]	Speed: 203.60 samples/sec	accuracy=0.876875
+2020-04-08 12:27:40,259 Epoch[3] Batch [16350-16400]	Speed: 202.18 samples/sec	accuracy=0.873437
+2020-04-08 12:28:11,864 Epoch[3] Batch [16400-16450]	Speed: 202.51 samples/sec	accuracy=0.873906
+2020-04-08 12:28:43,779 Epoch[3] Batch [16450-16500]	Speed: 200.53 samples/sec	accuracy=0.880000
+2020-04-08 12:29:15,515 Epoch[3] Batch [16500-16550]	Speed: 201.67 samples/sec	accuracy=0.872188
+2020-04-08 12:29:47,434 Epoch[3] Batch [16550-16600]	Speed: 200.51 samples/sec	accuracy=0.871094
+2020-04-08 12:30:19,369 Epoch[3] Batch [16600-16650]	Speed: 200.41 samples/sec	accuracy=0.870938
+2020-04-08 12:30:51,164 Epoch[3] Batch [16650-16700]	Speed: 201.29 samples/sec	accuracy=0.874687
+2020-04-08 12:31:22,967 Epoch[3] Batch [16700-16750]	Speed: 201.24 samples/sec	accuracy=0.874844
+2020-04-08 12:31:55,107 Epoch[3] Batch [16750-16800]	Speed: 199.13 samples/sec	accuracy=0.873125
+2020-04-08 12:32:27,276 Epoch[3] Batch [16800-16850]	Speed: 198.95 samples/sec	accuracy=0.875781
+2020-04-08 12:32:58,938 Epoch[3] Batch [16850-16900]	Speed: 202.14 samples/sec	accuracy=0.877812
+2020-04-08 12:33:30,894 Epoch[3] Batch [16900-16950]	Speed: 200.27 samples/sec	accuracy=0.883281
+2020-04-08 12:34:02,801 Epoch[3] Batch [16950-17000]	Speed: 200.58 samples/sec	accuracy=0.881094
+2020-04-08 12:34:34,377 Epoch[3] Batch [17000-17050]	Speed: 202.69 samples/sec	accuracy=0.882656
+2020-04-08 12:35:06,387 Epoch[3] Batch [17050-17100]	Speed: 199.94 samples/sec	accuracy=0.875938
+2020-04-08 12:35:38,203 Epoch[3] Batch [17100-17150]	Speed: 201.16 samples/sec	accuracy=0.877500
+2020-04-08 12:36:09,704 Epoch[3] Batch [17150-17200]	Speed: 203.17 samples/sec	accuracy=0.874844
+2020-04-08 12:36:41,710 Epoch[3] Batch [17200-17250]	Speed: 199.96 samples/sec	accuracy=0.873594
+2020-04-08 12:37:13,762 Epoch[3] Batch [17250-17300]	Speed: 199.67 samples/sec	accuracy=0.879062
+2020-04-08 12:37:45,336 Epoch[3] Batch [17300-17350]	Speed: 202.70 samples/sec	accuracy=0.880938
+2020-04-08 12:38:17,022 Epoch[3] Batch [17350-17400]	Speed: 201.98 samples/sec	accuracy=0.879375
+2020-04-08 12:38:48,769 Epoch[3] Batch [17400-17450]	Speed: 201.60 samples/sec	accuracy=0.875469
+2020-04-08 12:39:20,578 Epoch[3] Batch [17450-17500]	Speed: 201.20 samples/sec	accuracy=0.880313
+2020-04-08 12:39:52,721 Epoch[3] Batch [17500-17550]	Speed: 199.11 samples/sec	accuracy=0.876094
+2020-04-08 12:40:23,948 Epoch[3] Batch [17550-17600]	Speed: 204.95 samples/sec	accuracy=0.877812
+2020-04-08 12:40:55,767 Epoch[3] Batch [17600-17650]	Speed: 201.14 samples/sec	accuracy=0.876875
+2020-04-08 12:41:27,781 Epoch[3] Batch [17650-17700]	Speed: 199.92 samples/sec	accuracy=0.874219
+2020-04-08 12:41:59,874 Epoch[3] Batch [17700-17750]	Speed: 199.42 samples/sec	accuracy=0.882031
+2020-04-08 12:42:31,966 Epoch[3] Batch [17750-17800]	Speed: 199.43 samples/sec	accuracy=0.871719
+2020-04-08 12:43:04,020 Epoch[3] Batch [17800-17850]	Speed: 199.66 samples/sec	accuracy=0.870156
+2020-04-08 12:43:36,146 Epoch[3] Batch [17850-17900]	Speed: 199.22 samples/sec	accuracy=0.876406
+2020-04-08 12:44:07,714 Epoch[3] Batch [17900-17950]	Speed: 202.74 samples/sec	accuracy=0.876719
+2020-04-08 12:44:39,545 Epoch[3] Batch [17950-18000]	Speed: 201.06 samples/sec	accuracy=0.875781
+2020-04-08 12:45:11,296 Epoch[3] Batch [18000-18050]	Speed: 201.57 samples/sec	accuracy=0.880000
+2020-04-08 12:45:43,200 Epoch[3] Batch [18050-18100]	Speed: 200.60 samples/sec	accuracy=0.873281
+2020-04-08 12:46:14,870 Epoch[3] Batch [18100-18150]	Speed: 202.08 samples/sec	accuracy=0.880938
+2020-04-08 12:46:46,716 Epoch[3] Batch [18150-18200]	Speed: 200.97 samples/sec	accuracy=0.873281
+2020-04-08 12:47:18,291 Epoch[3] Batch [18200-18250]	Speed: 202.70 samples/sec	accuracy=0.872344
+2020-04-08 12:47:50,403 Epoch[3] Batch [18250-18300]	Speed: 199.30 samples/sec	accuracy=0.871406
+2020-04-08 12:48:22,321 Epoch[3] Batch [18300-18350]	Speed: 200.52 samples/sec	accuracy=0.871094
+2020-04-08 12:48:54,459 Epoch[3] Batch [18350-18400]	Speed: 199.14 samples/sec	accuracy=0.872188
+2020-04-08 12:49:26,368 Epoch[3] Batch [18400-18450]	Speed: 200.57 samples/sec	accuracy=0.874844
+2020-04-08 12:49:57,845 Epoch[3] Batch [18450-18500]	Speed: 203.32 samples/sec	accuracy=0.877344
+2020-04-08 12:50:29,450 Epoch[3] Batch [18500-18550]	Speed: 202.51 samples/sec	accuracy=0.878750
+2020-04-08 12:51:00,877 Epoch[3] Batch [18550-18600]	Speed: 203.64 samples/sec	accuracy=0.876563
+2020-04-08 12:51:32,731 Epoch[3] Batch [18600-18650]	Speed: 200.92 samples/sec	accuracy=0.873750
+2020-04-08 12:52:04,397 Epoch[3] Batch [18650-18700]	Speed: 202.11 samples/sec	accuracy=0.873594
+2020-04-08 12:52:36,205 Epoch[3] Batch [18700-18750]	Speed: 201.21 samples/sec	accuracy=0.872188
+2020-04-08 12:53:08,415 Epoch[3] Batch [18750-18800]	Speed: 198.70 samples/sec	accuracy=0.876250
+2020-04-08 12:53:40,206 Epoch[3] Batch [18800-18850]	Speed: 201.32 samples/sec	accuracy=0.880000
+2020-04-08 12:54:10,948 Epoch[3] Batch [18850-18900]	Speed: 208.18 samples/sec	accuracy=0.878125
+2020-04-08 12:54:41,148 Epoch[3] Batch [18900-18950]	Speed: 211.92 samples/sec	accuracy=0.876563
+2020-04-08 12:55:11,771 Epoch[3] Batch [18950-19000]	Speed: 208.99 samples/sec	accuracy=0.876094
+2020-04-08 12:55:43,118 Epoch[3] Batch [19000-19050]	Speed: 204.17 samples/sec	accuracy=0.880000
+2020-04-08 12:56:13,600 Epoch[3] Batch [19050-19100]	Speed: 209.97 samples/sec	accuracy=0.873594
+2020-04-08 12:56:44,054 Epoch[3] Batch [19100-19150]	Speed: 210.15 samples/sec	accuracy=0.878125
+2020-04-08 12:57:15,203 Epoch[3] Batch [19150-19200]	Speed: 205.46 samples/sec	accuracy=0.875313
+2020-04-08 12:57:45,572 Epoch[3] Batch [19200-19250]	Speed: 210.75 samples/sec	accuracy=0.877969
+2020-04-08 12:58:15,761 Epoch[3] Batch [19250-19300]	Speed: 212.00 samples/sec	accuracy=0.875625
+2020-04-08 12:58:46,359 Epoch[3] Batch [19300-19350]	Speed: 209.17 samples/sec	accuracy=0.878125
+2020-04-08 12:59:17,052 Epoch[3] Batch [19350-19400]	Speed: 208.51 samples/sec	accuracy=0.876094
+2020-04-08 12:59:48,375 Epoch[3] Batch [19400-19450]	Speed: 204.33 samples/sec	accuracy=0.882344
+2020-04-08 13:00:19,061 Epoch[3] Batch [19450-19500]	Speed: 208.56 samples/sec	accuracy=0.871406
+2020-04-08 13:00:49,611 Epoch[3] Batch [19500-19550]	Speed: 209.50 samples/sec	accuracy=0.881719
+2020-04-08 13:01:20,532 Epoch[3] Batch [19550-19600]	Speed: 206.98 samples/sec	accuracy=0.879219
+2020-04-08 13:01:50,802 Epoch[3] Batch [19600-19650]	Speed: 211.44 samples/sec	accuracy=0.876250
+2020-04-08 13:02:21,375 Epoch[3] Batch [19650-19700]	Speed: 209.33 samples/sec	accuracy=0.881250
+2020-04-08 13:02:52,143 Epoch[3] Batch [19700-19750]	Speed: 208.01 samples/sec	accuracy=0.878437
+2020-04-08 13:03:22,760 Epoch[3] Batch [19750-19800]	Speed: 209.03 samples/sec	accuracy=0.876563
+2020-04-08 13:03:53,270 Epoch[3] Batch [19800-19850]	Speed: 209.77 samples/sec	accuracy=0.873125
+2020-04-08 13:04:23,581 Epoch[3] Batch [19850-19900]	Speed: 211.14 samples/sec	accuracy=0.877656
+2020-04-08 13:04:54,481 Epoch[3] Batch [19900-19950]	Speed: 207.12 samples/sec	accuracy=0.877969
+2020-04-08 13:05:25,190 Epoch[3] Batch [19950-20000]	Speed: 208.41 samples/sec	accuracy=0.874531
+2020-04-08 13:05:55,983 Epoch[3] Batch [20000-20050]	Speed: 207.84 samples/sec	accuracy=0.884062
+2020-04-08 13:06:26,177 Epoch[3] Batch [20050-20100]	Speed: 211.97 samples/sec	accuracy=0.879219
+2020-04-08 13:06:56,508 Epoch[3] Batch [20100-20150]	Speed: 211.01 samples/sec	accuracy=0.875938
+2020-04-08 13:07:27,547 Epoch[3] Batch [20150-20200]	Speed: 206.19 samples/sec	accuracy=0.878594
+2020-04-08 13:07:58,459 Epoch[3] Batch [20200-20250]	Speed: 207.04 samples/sec	accuracy=0.877344
+2020-04-08 13:08:28,991 Epoch[3] Batch [20250-20300]	Speed: 209.62 samples/sec	accuracy=0.883125
+2020-04-08 13:08:59,314 Epoch[3] Batch [20300-20350]	Speed: 211.07 samples/sec	accuracy=0.879844
+2020-04-08 13:09:30,311 Epoch[3] Batch [20350-20400]	Speed: 206.47 samples/sec	accuracy=0.884062
+2020-04-08 13:10:00,638 Epoch[3] Batch [20400-20450]	Speed: 211.03 samples/sec	accuracy=0.881563
+2020-04-08 13:10:32,136 Epoch[3] Batch [20450-20500]	Speed: 203.19 samples/sec	accuracy=0.880625
+2020-04-08 13:11:02,406 Epoch[3] Batch [20500-20550]	Speed: 211.43 samples/sec	accuracy=0.883437
+2020-04-08 13:11:33,034 Epoch[3] Batch [20550-20600]	Speed: 208.96 samples/sec	accuracy=0.876563
+2020-04-08 13:12:03,356 Epoch[3] Batch [20600-20650]	Speed: 211.07 samples/sec	accuracy=0.874844
+2020-04-08 13:12:34,172 Epoch[3] Batch [20650-20700]	Speed: 207.68 samples/sec	accuracy=0.871094
+2020-04-08 13:13:05,018 Epoch[3] Batch [20700-20750]	Speed: 207.49 samples/sec	accuracy=0.870313
+2020-04-08 13:13:35,921 Epoch[3] Batch [20750-20800]	Speed: 207.10 samples/sec	accuracy=0.870938
+2020-04-08 13:14:06,444 Epoch[3] Batch [20800-20850]	Speed: 209.68 samples/sec	accuracy=0.875625
+2020-04-08 13:14:37,229 Epoch[3] Batch [20850-20900]	Speed: 207.90 samples/sec	accuracy=0.876875
+2020-04-08 13:15:08,508 Epoch[3] Batch [20900-20950]	Speed: 204.61 samples/sec	accuracy=0.878281
+2020-04-08 13:15:39,103 Epoch[3] Batch [20950-21000]	Speed: 209.19 samples/sec	accuracy=0.876719
+2020-04-08 13:16:10,800 Epoch[3] Batch [21000-21050]	Speed: 201.91 samples/sec	accuracy=0.882344
+2020-04-08 13:16:40,967 Epoch[3] Batch [21050-21100]	Speed: 212.16 samples/sec	accuracy=0.874375
+2020-04-08 13:17:11,198 Epoch[3] Batch [21100-21150]	Speed: 211.70 samples/sec	accuracy=0.873750
+2020-04-08 13:17:41,929 Epoch[3] Batch [21150-21200]	Speed: 208.26 samples/sec	accuracy=0.877812
+2020-04-08 13:18:12,709 Epoch[3] Batch [21200-21250]	Speed: 207.93 samples/sec	accuracy=0.870781
+2020-04-08 13:18:43,623 Epoch[3] Batch [21250-21300]	Speed: 207.03 samples/sec	accuracy=0.880625
+2020-04-08 13:19:14,364 Epoch[3] Batch [21300-21350]	Speed: 208.19 samples/sec	accuracy=0.874062
+2020-04-08 13:19:44,873 Epoch[3] Batch [21350-21400]	Speed: 209.78 samples/sec	accuracy=0.881094
+2020-04-08 13:20:15,317 Epoch[3] Batch [21400-21450]	Speed: 210.22 samples/sec	accuracy=0.873594
+2020-04-08 13:20:46,192 Epoch[3] Batch [21450-21500]	Speed: 207.29 samples/sec	accuracy=0.878594
+2020-04-08 13:21:17,022 Epoch[3] Batch [21500-21550]	Speed: 207.59 samples/sec	accuracy=0.876406
+2020-04-08 13:21:47,393 Epoch[3] Batch [21550-21600]	Speed: 210.73 samples/sec	accuracy=0.874687
+2020-04-08 13:22:17,975 Epoch[3] Batch [21600-21650]	Speed: 209.28 samples/sec	accuracy=0.877500
+2020-04-08 13:22:48,385 Epoch[3] Batch [21650-21700]	Speed: 210.46 samples/sec	accuracy=0.886719
+2020-04-08 13:23:19,233 Epoch[3] Batch [21700-21750]	Speed: 207.47 samples/sec	accuracy=0.888437
+2020-04-08 13:23:49,356 Epoch[3] Batch [21750-21800]	Speed: 212.47 samples/sec	accuracy=0.885469
+2020-04-08 13:24:20,067 Epoch[3] Batch [21800-21850]	Speed: 208.40 samples/sec	accuracy=0.874219
+2020-04-08 13:24:50,858 Epoch[3] Batch [21850-21900]	Speed: 207.85 samples/sec	accuracy=0.874219
+2020-04-08 13:25:21,382 Epoch[3] Batch [21900-21950]	Speed: 209.67 samples/sec	accuracy=0.880000
+2020-04-08 13:25:52,782 Epoch[3] Batch [21950-22000]	Speed: 203.82 samples/sec	accuracy=0.884219
+2020-04-08 13:26:24,593 Epoch[3] Batch [22000-22050]	Speed: 201.19 samples/sec	accuracy=0.873281
+2020-04-08 13:26:56,609 Epoch[3] Batch [22050-22100]	Speed: 199.90 samples/sec	accuracy=0.882656
+2020-04-08 13:27:28,768 Epoch[3] Batch [22100-22150]	Speed: 199.01 samples/sec	accuracy=0.877812
+2020-04-08 13:28:00,998 Epoch[3] Batch [22150-22200]	Speed: 198.58 samples/sec	accuracy=0.866094
+2020-04-08 13:28:32,907 Epoch[3] Batch [22200-22250]	Speed: 200.57 samples/sec	accuracy=0.872500
+2020-04-08 13:29:04,586 Epoch[3] Batch [22250-22300]	Speed: 202.02 samples/sec	accuracy=0.877031
+2020-04-08 13:29:36,996 Epoch[3] Batch [22300-22350]	Speed: 197.47 samples/sec	accuracy=0.882031
+2020-04-08 13:30:09,019 Epoch[3] Batch [22350-22400]	Speed: 199.86 samples/sec	accuracy=0.874531
+2020-04-08 13:30:41,005 Epoch[3] Batch [22400-22450]	Speed: 200.08 samples/sec	accuracy=0.875625
+2020-04-08 13:31:12,937 Epoch[3] Batch [22450-22500]	Speed: 200.43 samples/sec	accuracy=0.882188
+2020-04-08 13:31:44,565 Epoch[3] Batch [22500-22550]	Speed: 202.36 samples/sec	accuracy=0.875625
+2020-04-08 13:32:16,408 Epoch[3] Batch [22550-22600]	Speed: 200.99 samples/sec	accuracy=0.872188
+2020-04-08 13:32:48,208 Epoch[3] Batch [22600-22650]	Speed: 201.26 samples/sec	accuracy=0.876406
+2020-04-08 13:33:19,658 Epoch[3] Batch [22650-22700]	Speed: 203.49 samples/sec	accuracy=0.873750
+2020-04-08 13:33:51,550 Epoch[3] Batch [22700-22750]	Speed: 200.68 samples/sec	accuracy=0.880313
+2020-04-08 13:34:23,551 Epoch[3] Batch [22750-22800]	Speed: 199.99 samples/sec	accuracy=0.875625
+2020-04-08 13:34:55,285 Epoch[3] Batch [22800-22850]	Speed: 201.68 samples/sec	accuracy=0.867812
+2020-04-08 13:35:26,998 Epoch[3] Batch [22850-22900]	Speed: 201.81 samples/sec	accuracy=0.879531
+2020-04-08 13:35:59,012 Epoch[3] Batch [22900-22950]	Speed: 199.91 samples/sec	accuracy=0.879844
+2020-04-08 13:36:31,068 Epoch[3] Batch [22950-23000]	Speed: 199.65 samples/sec	accuracy=0.877031
+2020-04-08 13:37:02,672 Epoch[3] Batch [23000-23050]	Speed: 202.50 samples/sec	accuracy=0.876875
+2020-04-08 13:37:34,249 Epoch[3] Batch [23050-23100]	Speed: 202.68 samples/sec	accuracy=0.879687
+2020-04-08 13:38:05,901 Epoch[3] Batch [23100-23150]	Speed: 202.20 samples/sec	accuracy=0.873906
+2020-04-08 13:38:37,981 Epoch[3] Batch [23150-23200]	Speed: 199.50 samples/sec	accuracy=0.879375
+2020-04-08 13:39:09,872 Epoch[3] Batch [23200-23250]	Speed: 200.69 samples/sec	accuracy=0.876563
+2020-04-08 13:39:41,792 Epoch[3] Batch [23250-23300]	Speed: 200.50 samples/sec	accuracy=0.881250
+2020-04-08 13:40:13,720 Epoch[3] Batch [23300-23350]	Speed: 200.45 samples/sec	accuracy=0.874219
+2020-04-08 13:40:45,597 Epoch[3] Batch [23350-23400]	Speed: 200.77 samples/sec	accuracy=0.873125
+2020-04-08 13:41:17,329 Epoch[3] Batch [23400-23450]	Speed: 201.69 samples/sec	accuracy=0.885469
+2020-04-08 13:41:49,136 Epoch[3] Batch [23450-23500]	Speed: 201.21 samples/sec	accuracy=0.883281
+2020-04-08 13:42:21,152 Epoch[3] Batch [23500-23550]	Speed: 199.90 samples/sec	accuracy=0.872344
+2020-04-08 13:42:53,197 Epoch[3] Batch [23550-23600]	Speed: 199.72 samples/sec	accuracy=0.876563
+2020-04-08 13:43:25,076 Epoch[3] Batch [23600-23650]	Speed: 200.76 samples/sec	accuracy=0.870625
+2020-04-08 13:43:56,781 Epoch[3] Batch [23650-23700]	Speed: 201.86 samples/sec	accuracy=0.872656
+2020-04-08 13:44:28,643 Epoch[3] Batch [23700-23750]	Speed: 200.87 samples/sec	accuracy=0.875781
+2020-04-08 13:45:00,278 Epoch[3] Batch [23750-23800]	Speed: 202.31 samples/sec	accuracy=0.877031
+2020-04-08 13:45:32,052 Epoch[3] Batch [23800-23850]	Speed: 201.42 samples/sec	accuracy=0.876875
+2020-04-08 13:46:04,255 Epoch[3] Batch [23850-23900]	Speed: 198.74 samples/sec	accuracy=0.879687
+2020-04-08 13:46:36,007 Epoch[3] Batch [23900-23950]	Speed: 201.56 samples/sec	accuracy=0.877188
+2020-04-08 13:47:07,766 Epoch[3] Batch [23950-24000]	Speed: 201.52 samples/sec	accuracy=0.875469
+2020-04-08 13:47:39,690 Epoch[3] Batch [24000-24050]	Speed: 200.48 samples/sec	accuracy=0.879687
+2020-04-08 13:48:11,750 Epoch[3] Batch [24050-24100]	Speed: 199.63 samples/sec	accuracy=0.882188
+2020-04-08 13:48:43,556 Epoch[3] Batch [24100-24150]	Speed: 201.22 samples/sec	accuracy=0.873437
+2020-04-08 13:49:15,328 Epoch[3] Batch [24150-24200]	Speed: 201.43 samples/sec	accuracy=0.881563
+2020-04-08 13:49:47,076 Epoch[3] Batch [24200-24250]	Speed: 201.59 samples/sec	accuracy=0.876250
+2020-04-08 13:50:18,827 Epoch[3] Batch [24250-24300]	Speed: 201.57 samples/sec	accuracy=0.876875
+2020-04-08 13:50:50,661 Epoch[3] Batch [24300-24350]	Speed: 201.04 samples/sec	accuracy=0.881719
+2020-04-08 13:51:22,648 Epoch[3] Batch [24350-24400]	Speed: 200.09 samples/sec	accuracy=0.877188
+2020-04-08 13:51:54,420 Epoch[3] Batch [24400-24450]	Speed: 201.44 samples/sec	accuracy=0.873906
+2020-04-08 13:52:26,075 Epoch[3] Batch [24450-24500]	Speed: 202.18 samples/sec	accuracy=0.875781
+2020-04-08 13:52:58,058 Epoch[3] Batch [24500-24550]	Speed: 200.11 samples/sec	accuracy=0.875469
+2020-04-08 13:53:30,165 Epoch[3] Batch [24550-24600]	Speed: 199.34 samples/sec	accuracy=0.885156
+2020-04-08 13:54:01,964 Epoch[3] Batch [24600-24650]	Speed: 201.26 samples/sec	accuracy=0.877656
+2020-04-08 13:54:34,109 Epoch[3] Batch [24650-24700]	Speed: 199.10 samples/sec	accuracy=0.885156
+2020-04-08 13:55:05,866 Epoch[3] Batch [24700-24750]	Speed: 201.53 samples/sec	accuracy=0.873125
+2020-04-08 13:55:37,698 Epoch[3] Batch [24750-24800]	Speed: 201.06 samples/sec	accuracy=0.879531
+2020-04-08 13:56:09,335 Epoch[3] Batch [24800-24850]	Speed: 202.30 samples/sec	accuracy=0.883750
+2020-04-08 13:56:41,197 Epoch[3] Batch [24850-24900]	Speed: 200.87 samples/sec	accuracy=0.876094
+2020-04-08 13:57:12,853 Epoch[3] Batch [24900-24950]	Speed: 202.17 samples/sec	accuracy=0.883594
+2020-04-08 13:57:44,841 Epoch[3] Batch [24950-25000]	Speed: 200.08 samples/sec	accuracy=0.878281
+2020-04-08 13:58:16,422 Epoch[3] Batch [25000-25050]	Speed: 202.66 samples/sec	accuracy=0.873750
+2020-04-08 13:58:48,135 Epoch[3] Batch [25050-25100]	Speed: 201.81 samples/sec	accuracy=0.882188
+2020-04-08 13:59:19,881 Epoch[3] Batch [25100-25150]	Speed: 201.60 samples/sec	accuracy=0.883281
+2020-04-08 13:59:51,971 Epoch[3] Batch [25150-25200]	Speed: 199.43 samples/sec	accuracy=0.872344
+2020-04-08 14:00:23,801 Epoch[3] Batch [25200-25250]	Speed: 201.07 samples/sec	accuracy=0.878594
+2020-04-08 14:00:55,853 Epoch[3] Batch [25250-25300]	Speed: 199.68 samples/sec	accuracy=0.880156
+2020-04-08 14:01:27,419 Epoch[3] Batch [25300-25350]	Speed: 202.75 samples/sec	accuracy=0.877188
+2020-04-08 14:01:59,701 Epoch[3] Batch [25350-25400]	Speed: 198.25 samples/sec	accuracy=0.885000
+2020-04-08 14:02:31,610 Epoch[3] Batch [25400-25450]	Speed: 200.57 samples/sec	accuracy=0.876406
+2020-04-08 14:03:03,191 Epoch[3] Batch [25450-25500]	Speed: 202.66 samples/sec	accuracy=0.881250
+2020-04-08 14:03:35,228 Epoch[3] Batch [25500-25550]	Speed: 199.77 samples/sec	accuracy=0.877812
+2020-04-08 14:04:06,974 Epoch[3] Batch [25550-25600]	Speed: 201.60 samples/sec	accuracy=0.877500
+2020-04-08 14:04:38,402 Epoch[3] Batch [25600-25650]	Speed: 203.64 samples/sec	accuracy=0.878125
+2020-04-08 14:05:09,804 Epoch[3] Batch [25650-25700]	Speed: 203.81 samples/sec	accuracy=0.884219
+2020-04-08 14:05:41,584 Epoch[3] Batch [25700-25750]	Speed: 201.39 samples/sec	accuracy=0.884531
+2020-04-08 14:06:13,476 Epoch[3] Batch [25750-25800]	Speed: 200.68 samples/sec	accuracy=0.876406
+2020-04-08 14:06:45,412 Epoch[3] Batch [25800-25850]	Speed: 200.40 samples/sec	accuracy=0.877344
+2020-04-08 14:07:16,991 Epoch[3] Batch [25850-25900]	Speed: 202.67 samples/sec	accuracy=0.878125
+2020-04-08 14:07:49,114 Epoch[3] Batch [25900-25950]	Speed: 199.24 samples/sec	accuracy=0.877500
+2020-04-08 14:08:20,693 Epoch[3] Batch [25950-26000]	Speed: 202.67 samples/sec	accuracy=0.875938
+2020-04-08 14:08:52,443 Epoch[3] Batch [26000-26050]	Speed: 201.58 samples/sec	accuracy=0.874062
+2020-04-08 14:09:24,176 Epoch[3] Batch [26050-26100]	Speed: 201.69 samples/sec	accuracy=0.888906
+2020-04-08 14:09:55,902 Epoch[3] Batch [26100-26150]	Speed: 201.72 samples/sec	accuracy=0.878281
+2020-04-08 14:10:28,076 Epoch[3] Batch [26150-26200]	Speed: 198.92 samples/sec	accuracy=0.875000
+2020-04-08 14:10:59,851 Epoch[3] Batch [26200-26250]	Speed: 201.41 samples/sec	accuracy=0.882031
+2020-04-08 14:11:31,859 Epoch[3] Batch [26250-26300]	Speed: 199.95 samples/sec	accuracy=0.878125
+2020-04-08 14:12:03,381 Epoch[3] Batch [26300-26350]	Speed: 203.04 samples/sec	accuracy=0.885469
+2020-04-08 14:12:34,986 Epoch[3] Batch [26350-26400]	Speed: 202.50 samples/sec	accuracy=0.879531
+2020-04-08 14:13:06,717 Epoch[3] Batch [26400-26450]	Speed: 201.69 samples/sec	accuracy=0.877812
+2020-04-08 14:13:38,476 Epoch[3] Batch [26450-26500]	Speed: 201.52 samples/sec	accuracy=0.877969
+2020-04-08 14:14:10,114 Epoch[3] Batch [26500-26550]	Speed: 202.29 samples/sec	accuracy=0.884375
+2020-04-08 14:14:41,900 Epoch[3] Batch [26550-26600]	Speed: 201.35 samples/sec	accuracy=0.880781
+2020-04-08 14:15:13,780 Epoch[3] Batch [26600-26650]	Speed: 200.75 samples/sec	accuracy=0.876875
+2020-04-08 14:15:45,666 Epoch[3] Batch [26650-26700]	Speed: 200.71 samples/sec	accuracy=0.888750
+2020-04-08 14:16:17,270 Epoch[3] Batch [26700-26750]	Speed: 202.51 samples/sec	accuracy=0.875625
+2020-04-08 14:16:49,062 Epoch[3] Batch [26750-26800]	Speed: 201.31 samples/sec	accuracy=0.877812
+2020-04-08 14:17:21,049 Epoch[3] Batch [26800-26850]	Speed: 200.08 samples/sec	accuracy=0.884687
+2020-04-08 14:17:52,713 Epoch[3] Batch [26850-26900]	Speed: 202.13 samples/sec	accuracy=0.877188
+2020-04-08 14:18:24,982 Epoch[3] Batch [26900-26950]	Speed: 198.34 samples/sec	accuracy=0.873750
+2020-04-08 14:18:57,216 Epoch[3] Batch [26950-27000]	Speed: 198.55 samples/sec	accuracy=0.881719
+2020-04-08 14:19:29,237 Epoch[3] Batch [27000-27050]	Speed: 199.87 samples/sec	accuracy=0.876406
+2020-04-08 14:20:00,875 Epoch[3] Batch [27050-27100]	Speed: 202.29 samples/sec	accuracy=0.884219
+2020-04-08 14:20:32,514 Epoch[3] Batch [27100-27150]	Speed: 202.28 samples/sec	accuracy=0.876563
+2020-04-08 14:21:04,252 Epoch[3] Batch [27150-27200]	Speed: 201.65 samples/sec	accuracy=0.878281
+2020-04-08 14:21:35,877 Epoch[3] Batch [27200-27250]	Speed: 202.37 samples/sec	accuracy=0.887969
+2020-04-08 14:22:07,739 Epoch[3] Batch [27250-27300]	Speed: 200.87 samples/sec	accuracy=0.882031
+2020-04-08 14:22:39,406 Epoch[3] Batch [27300-27350]	Speed: 202.11 samples/sec	accuracy=0.885156
+2020-04-08 14:23:11,227 Epoch[3] Batch [27350-27400]	Speed: 201.13 samples/sec	accuracy=0.877500
+2020-04-08 14:23:42,807 Epoch[3] Batch [27400-27450]	Speed: 202.66 samples/sec	accuracy=0.879531
+2020-04-08 14:24:14,804 Epoch[3] Batch [27450-27500]	Speed: 200.02 samples/sec	accuracy=0.881250
+2020-04-08 14:24:46,421 Epoch[3] Batch [27500-27550]	Speed: 202.43 samples/sec	accuracy=0.879687
+2020-04-08 14:25:18,336 Epoch[3] Batch [27550-27600]	Speed: 200.54 samples/sec	accuracy=0.887813
+2020-04-08 14:25:49,958 Epoch[3] Batch [27600-27650]	Speed: 202.39 samples/sec	accuracy=0.884375
+2020-04-08 14:26:21,661 Epoch[3] Batch [27650-27700]	Speed: 201.87 samples/sec	accuracy=0.880625
+2020-04-08 14:26:53,692 Epoch[3] Batch [27700-27750]	Speed: 199.81 samples/sec	accuracy=0.876563
+2020-04-08 14:27:25,326 Epoch[3] Batch [27750-27800]	Speed: 202.32 samples/sec	accuracy=0.884531
+2020-04-08 14:27:56,971 Epoch[3] Batch [27800-27850]	Speed: 202.24 samples/sec	accuracy=0.871406
+2020-04-08 14:28:28,999 Epoch[3] Batch [27850-27900]	Speed: 199.82 samples/sec	accuracy=0.874844
+2020-04-08 14:29:00,985 Epoch[3] Batch [27900-27950]	Speed: 200.09 samples/sec	accuracy=0.874531
+2020-04-08 14:29:32,921 Epoch[3] Batch [27950-28000]	Speed: 200.40 samples/sec	accuracy=0.884687
+2020-04-08 14:30:04,636 Epoch[3] Batch [28000-28050]	Speed: 201.80 samples/sec	accuracy=0.873906
+2020-04-08 14:30:36,234 Epoch[3] Batch [28050-28100]	Speed: 202.54 samples/sec	accuracy=0.884062
+2020-04-08 14:31:08,166 Epoch[3] Batch [28100-28150]	Speed: 200.43 samples/sec	accuracy=0.875469
+2020-04-08 14:31:40,065 Epoch[3] Batch [28150-28200]	Speed: 200.63 samples/sec	accuracy=0.880781
+2020-04-08 14:32:04,454 Epoch[3] Train-accuracy=0.874979
+2020-04-08 14:32:04,455 Epoch[3] Time cost=17909.636
+2020-04-08 14:32:04,706 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0004.params"
+2020-04-08 15:02:14,274 Epoch[3] Validation-accuracy=0.950453
+2020-04-08 15:02:54,402 Epoch[4] Batch [0-50]	Speed: 200.37 samples/sec	accuracy=0.878830
+2020-04-08 15:03:26,434 Epoch[4] Batch [50-100]	Speed: 199.80 samples/sec	accuracy=0.881250
+2020-04-08 15:03:58,134 Epoch[4] Batch [100-150]	Speed: 201.89 samples/sec	accuracy=0.887344
+2020-04-08 15:04:29,898 Epoch[4] Batch [150-200]	Speed: 201.49 samples/sec	accuracy=0.891250
+2020-04-08 15:05:01,361 Epoch[4] Batch [200-250]	Speed: 203.42 samples/sec	accuracy=0.877969
+2020-04-08 15:05:33,140 Epoch[4] Batch [250-300]	Speed: 201.39 samples/sec	accuracy=0.881250
+2020-04-08 15:06:05,054 Epoch[4] Batch [300-350]	Speed: 200.54 samples/sec	accuracy=0.880625
+2020-04-08 15:06:36,710 Epoch[4] Batch [350-400]	Speed: 202.17 samples/sec	accuracy=0.886719
+2020-04-08 15:07:08,687 Epoch[4] Batch [400-450]	Speed: 200.15 samples/sec	accuracy=0.884062
+2020-04-08 15:07:40,508 Epoch[4] Batch [450-500]	Speed: 201.12 samples/sec	accuracy=0.879844
+2020-04-08 15:08:12,425 Epoch[4] Batch [500-550]	Speed: 200.52 samples/sec	accuracy=0.883437
+2020-04-08 15:08:44,343 Epoch[4] Batch [550-600]	Speed: 200.51 samples/sec	accuracy=0.890312
+2020-04-08 15:09:16,220 Epoch[4] Batch [600-650]	Speed: 200.78 samples/sec	accuracy=0.875938
+2020-04-08 15:09:48,120 Epoch[4] Batch [650-700]	Speed: 200.63 samples/sec	accuracy=0.882188
+2020-04-08 15:10:20,167 Epoch[4] Batch [700-750]	Speed: 199.71 samples/sec	accuracy=0.878125
+2020-04-08 15:10:51,822 Epoch[4] Batch [750-800]	Speed: 202.18 samples/sec	accuracy=0.885000
+2020-04-08 15:11:23,514 Epoch[4] Batch [800-850]	Speed: 201.94 samples/sec	accuracy=0.878906
+2020-04-08 15:11:55,183 Epoch[4] Batch [850-900]	Speed: 202.10 samples/sec	accuracy=0.868750
+2020-04-08 15:12:26,805 Epoch[4] Batch [900-950]	Speed: 202.39 samples/sec	accuracy=0.877969
+2020-04-08 15:12:58,264 Epoch[4] Batch [950-1000]	Speed: 203.44 samples/sec	accuracy=0.879687
+2020-04-08 15:13:29,474 Epoch[4] Batch [1000-1050]	Speed: 205.06 samples/sec	accuracy=0.882969
+2020-04-08 15:14:01,029 Epoch[4] Batch [1050-1100]	Speed: 202.82 samples/sec	accuracy=0.883906
+2020-04-08 15:14:32,663 Epoch[4] Batch [1100-1150]	Speed: 202.32 samples/sec	accuracy=0.879219
+2020-04-08 15:15:04,677 Epoch[4] Batch [1150-1200]	Speed: 199.92 samples/sec	accuracy=0.873906
+2020-04-08 15:15:36,231 Epoch[4] Batch [1200-1250]	Speed: 202.83 samples/sec	accuracy=0.883125
+2020-04-08 15:16:08,244 Epoch[4] Batch [1250-1300]	Speed: 199.92 samples/sec	accuracy=0.883125
+2020-04-08 15:16:40,346 Epoch[4] Batch [1300-1350]	Speed: 199.37 samples/sec	accuracy=0.886094
+2020-04-08 15:17:12,140 Epoch[4] Batch [1350-1400]	Speed: 201.29 samples/sec	accuracy=0.877188
+2020-04-08 15:17:43,940 Epoch[4] Batch [1400-1450]	Speed: 201.26 samples/sec	accuracy=0.882969
+2020-04-08 15:18:16,147 Epoch[4] Batch [1450-1500]	Speed: 198.72 samples/sec	accuracy=0.879219
+2020-04-08 15:18:47,911 Epoch[4] Batch [1500-1550]	Speed: 201.49 samples/sec	accuracy=0.877344
+2020-04-08 15:19:20,072 Epoch[4] Batch [1550-1600]	Speed: 199.00 samples/sec	accuracy=0.882969
+2020-04-08 15:19:51,659 Epoch[4] Batch [1600-1650]	Speed: 202.62 samples/sec	accuracy=0.882031
+2020-04-08 15:20:23,557 Epoch[4] Batch [1650-1700]	Speed: 200.64 samples/sec	accuracy=0.884219
+2020-04-08 15:20:55,606 Epoch[4] Batch [1700-1750]	Speed: 199.69 samples/sec	accuracy=0.880313
+2020-04-08 15:21:27,621 Epoch[4] Batch [1750-1800]	Speed: 199.91 samples/sec	accuracy=0.893125
+2020-04-08 15:21:57,740 Epoch[4] Batch [1800-1850]	Speed: 212.49 samples/sec	accuracy=0.876406
+2020-04-08 15:22:27,137 Epoch[4] Batch [1850-1900]	Speed: 217.71 samples/sec	accuracy=0.886250
+2020-04-08 15:22:56,696 Epoch[4] Batch [1900-1950]	Speed: 216.51 samples/sec	accuracy=0.885469
+2020-04-08 15:23:25,963 Epoch[4] Batch [1950-2000]	Speed: 218.68 samples/sec	accuracy=0.882500
+2020-04-08 15:23:55,287 Epoch[4] Batch [2000-2050]	Speed: 218.26 samples/sec	accuracy=0.875625
+2020-04-08 15:24:24,696 Epoch[4] Batch [2050-2100]	Speed: 217.62 samples/sec	accuracy=0.889531
+2020-04-08 15:24:53,911 Epoch[4] Batch [2100-2150]	Speed: 219.07 samples/sec	accuracy=0.881094
+2020-04-08 15:25:23,219 Epoch[4] Batch [2150-2200]	Speed: 218.37 samples/sec	accuracy=0.886250
+2020-04-08 15:25:52,488 Epoch[4] Batch [2200-2250]	Speed: 218.67 samples/sec	accuracy=0.886719
+2020-04-08 15:26:22,225 Epoch[4] Batch [2250-2300]	Speed: 215.22 samples/sec	accuracy=0.888594
+2020-04-08 15:26:51,547 Epoch[4] Batch [2300-2350]	Speed: 218.26 samples/sec	accuracy=0.876719
+2020-04-08 15:27:20,959 Epoch[4] Batch [2350-2400]	Speed: 217.60 samples/sec	accuracy=0.889375
+2020-04-08 15:27:50,411 Epoch[4] Batch [2400-2450]	Speed: 217.31 samples/sec	accuracy=0.877812
+2020-04-08 15:28:19,566 Epoch[4] Batch [2450-2500]	Speed: 219.52 samples/sec	accuracy=0.882969
+2020-04-08 15:28:48,821 Epoch[4] Batch [2500-2550]	Speed: 218.77 samples/sec	accuracy=0.883750
+2020-04-08 15:29:18,246 Epoch[4] Batch [2550-2600]	Speed: 217.50 samples/sec	accuracy=0.882656
+2020-04-08 15:29:47,438 Epoch[4] Batch [2600-2650]	Speed: 219.25 samples/sec	accuracy=0.880938
+2020-04-08 15:30:16,889 Epoch[4] Batch [2650-2700]	Speed: 217.31 samples/sec	accuracy=0.877344
+2020-04-08 15:30:46,310 Epoch[4] Batch [2700-2750]	Speed: 217.53 samples/sec	accuracy=0.878437
+2020-04-08 15:31:15,621 Epoch[4] Batch [2750-2800]	Speed: 218.36 samples/sec	accuracy=0.881094
+2020-04-08 15:31:44,997 Epoch[4] Batch [2800-2850]	Speed: 217.86 samples/sec	accuracy=0.889844
+2020-04-08 15:32:14,288 Epoch[4] Batch [2850-2900]	Speed: 218.50 samples/sec	accuracy=0.885469
+2020-04-08 15:32:43,623 Epoch[4] Batch [2900-2950]	Speed: 218.18 samples/sec	accuracy=0.881875
+2020-04-08 15:33:13,030 Epoch[4] Batch [2950-3000]	Speed: 217.64 samples/sec	accuracy=0.875156
+2020-04-08 15:33:42,269 Epoch[4] Batch [3000-3050]	Speed: 218.89 samples/sec	accuracy=0.882812
+2020-04-08 15:34:11,833 Epoch[4] Batch [3050-3100]	Speed: 216.48 samples/sec	accuracy=0.882500
+2020-04-08 15:34:41,066 Epoch[4] Batch [3100-3150]	Speed: 218.94 samples/sec	accuracy=0.880000
+2020-04-08 15:35:10,472 Epoch[4] Batch [3150-3200]	Speed: 217.64 samples/sec	accuracy=0.883281
+2020-04-08 15:35:39,811 Epoch[4] Batch [3200-3250]	Speed: 218.14 samples/sec	accuracy=0.882188
+2020-04-08 15:36:08,984 Epoch[4] Batch [3250-3300]	Speed: 219.38 samples/sec	accuracy=0.877344
+2020-04-08 15:36:38,285 Epoch[4] Batch [3300-3350]	Speed: 218.43 samples/sec	accuracy=0.886563
+2020-04-08 15:37:07,712 Epoch[4] Batch [3350-3400]	Speed: 217.49 samples/sec	accuracy=0.880000
+2020-04-08 15:37:37,119 Epoch[4] Batch [3400-3450]	Speed: 217.64 samples/sec	accuracy=0.887656
+2020-04-08 15:38:06,731 Epoch[4] Batch [3450-3500]	Speed: 216.13 samples/sec	accuracy=0.887969
+2020-04-08 15:38:35,862 Epoch[4] Batch [3500-3550]	Speed: 219.69 samples/sec	accuracy=0.885469
+2020-04-08 15:39:05,338 Epoch[4] Batch [3550-3600]	Speed: 217.13 samples/sec	accuracy=0.880781
+2020-04-08 15:39:34,618 Epoch[4] Batch [3600-3650]	Speed: 218.57 samples/sec	accuracy=0.884062
+2020-04-08 15:40:03,959 Epoch[4] Batch [3650-3700]	Speed: 218.13 samples/sec	accuracy=0.876094
+2020-04-08 15:40:33,379 Epoch[4] Batch [3700-3750]	Speed: 217.54 samples/sec	accuracy=0.879062
+2020-04-08 15:41:02,917 Epoch[4] Batch [3750-3800]	Speed: 216.67 samples/sec	accuracy=0.882812
+2020-04-08 15:41:32,860 Epoch[4] Batch [3800-3850]	Speed: 213.74 samples/sec	accuracy=0.878906
+2020-04-08 15:42:02,245 Epoch[4] Batch [3850-3900]	Speed: 217.80 samples/sec	accuracy=0.890312
+2020-04-08 15:42:31,687 Epoch[4] Batch [3900-3950]	Speed: 217.38 samples/sec	accuracy=0.889687
+2020-04-08 15:43:00,960 Epoch[4] Batch [3950-4000]	Speed: 218.64 samples/sec	accuracy=0.889219
+2020-04-08 15:43:30,353 Epoch[4] Batch [4000-4050]	Speed: 217.74 samples/sec	accuracy=0.881406
+2020-04-08 15:43:59,818 Epoch[4] Batch [4050-4100]	Speed: 217.21 samples/sec	accuracy=0.882500
+2020-04-08 15:44:29,059 Epoch[4] Batch [4100-4150]	Speed: 218.87 samples/sec	accuracy=0.882812
+2020-04-08 15:44:58,430 Epoch[4] Batch [4150-4200]	Speed: 217.91 samples/sec	accuracy=0.877031
+2020-04-08 15:45:27,852 Epoch[4] Batch [4200-4250]	Speed: 217.52 samples/sec	accuracy=0.880313
+2020-04-08 15:45:57,236 Epoch[4] Batch [4250-4300]	Speed: 217.81 samples/sec	accuracy=0.878437
+2020-04-08 15:46:26,598 Epoch[4] Batch [4300-4350]	Speed: 217.97 samples/sec	accuracy=0.888281
+2020-04-08 15:46:55,872 Epoch[4] Batch [4350-4400]	Speed: 218.62 samples/sec	accuracy=0.875625
+2020-04-08 15:47:25,332 Epoch[4] Batch [4400-4450]	Speed: 217.25 samples/sec	accuracy=0.879844
+2020-04-08 15:47:54,693 Epoch[4] Batch [4450-4500]	Speed: 217.98 samples/sec	accuracy=0.884062
+2020-04-08 15:48:24,115 Epoch[4] Batch [4500-4550]	Speed: 217.52 samples/sec	accuracy=0.887656
+2020-04-08 15:48:53,519 Epoch[4] Batch [4550-4600]	Speed: 217.66 samples/sec	accuracy=0.877812
+2020-04-08 15:49:22,780 Epoch[4] Batch [4600-4650]	Speed: 218.73 samples/sec	accuracy=0.882031
+2020-04-08 15:49:51,996 Epoch[4] Batch [4650-4700]	Speed: 219.06 samples/sec	accuracy=0.880156
+2020-04-08 15:50:21,352 Epoch[4] Batch [4700-4750]	Speed: 218.01 samples/sec	accuracy=0.881563
+2020-04-08 15:50:50,701 Epoch[4] Batch [4750-4800]	Speed: 218.07 samples/sec	accuracy=0.886875
+2020-04-08 15:51:19,915 Epoch[4] Batch [4800-4850]	Speed: 219.08 samples/sec	accuracy=0.881875
+2020-04-08 15:51:49,288 Epoch[4] Batch [4850-4900]	Speed: 217.89 samples/sec	accuracy=0.885625
+2020-04-08 15:52:18,701 Epoch[4] Batch [4900-4950]	Speed: 217.59 samples/sec	accuracy=0.874687
+2020-04-08 15:52:48,019 Epoch[4] Batch [4950-5000]	Speed: 218.30 samples/sec	accuracy=0.883437
+2020-04-08 15:53:17,413 Epoch[4] Batch [5000-5050]	Speed: 217.73 samples/sec	accuracy=0.883125
+2020-04-08 15:53:46,795 Epoch[4] Batch [5050-5100]	Speed: 217.82 samples/sec	accuracy=0.872500
+2020-04-08 15:54:15,868 Epoch[4] Batch [5100-5150]	Speed: 220.13 samples/sec	accuracy=0.878906
+2020-04-08 15:54:45,270 Epoch[4] Batch [5150-5200]	Speed: 217.68 samples/sec	accuracy=0.871406
+2020-04-08 15:55:14,558 Epoch[4] Batch [5200-5250]	Speed: 218.52 samples/sec	accuracy=0.877031
+2020-04-08 15:55:44,086 Epoch[4] Batch [5250-5300]	Speed: 216.75 samples/sec	accuracy=0.885000
+2020-04-08 15:56:13,406 Epoch[4] Batch [5300-5350]	Speed: 218.28 samples/sec	accuracy=0.879219
+2020-04-08 15:56:43,511 Epoch[4] Batch [5350-5400]	Speed: 212.59 samples/sec	accuracy=0.883281
+2020-04-08 15:57:12,925 Epoch[4] Batch [5400-5450]	Speed: 217.58 samples/sec	accuracy=0.882500
+2020-04-08 15:57:42,102 Epoch[4] Batch [5450-5500]	Speed: 219.35 samples/sec	accuracy=0.878281
+2020-04-08 15:58:11,698 Epoch[4] Batch [5500-5550]	Speed: 216.24 samples/sec	accuracy=0.884375
+2020-04-08 15:58:40,741 Epoch[4] Batch [5550-5600]	Speed: 220.37 samples/sec	accuracy=0.885625
+2020-04-08 15:59:10,189 Epoch[4] Batch [5600-5650]	Speed: 217.33 samples/sec	accuracy=0.873750
+2020-04-08 15:59:38,772 Epoch[4] Batch [5650-5700]	Speed: 223.91 samples/sec	accuracy=0.884375
+2020-04-08 16:00:10,643 Epoch[4] Batch [5700-5750]	Speed: 200.81 samples/sec	accuracy=0.885156
+2020-04-08 16:00:42,614 Epoch[4] Batch [5750-5800]	Speed: 200.18 samples/sec	accuracy=0.874531
+2020-04-08 16:01:14,357 Epoch[4] Batch [5800-5850]	Speed: 201.62 samples/sec	accuracy=0.876250
+2020-04-08 16:01:46,278 Epoch[4] Batch [5850-5900]	Speed: 200.49 samples/sec	accuracy=0.879375
+2020-04-08 16:02:17,926 Epoch[4] Batch [5900-5950]	Speed: 202.23 samples/sec	accuracy=0.887813
+2020-04-08 16:02:49,818 Epoch[4] Batch [5950-6000]	Speed: 200.68 samples/sec	accuracy=0.875156
+2020-04-08 16:03:21,415 Epoch[4] Batch [6000-6050]	Speed: 202.55 samples/sec	accuracy=0.877812
+2020-04-08 16:03:52,998 Epoch[4] Batch [6050-6100]	Speed: 202.64 samples/sec	accuracy=0.889375
+2020-04-08 16:04:25,154 Epoch[4] Batch [6100-6150]	Speed: 199.03 samples/sec	accuracy=0.877969
+2020-04-08 16:04:56,844 Epoch[4] Batch [6150-6200]	Speed: 201.96 samples/sec	accuracy=0.876719
+2020-04-08 16:05:28,419 Epoch[4] Batch [6200-6250]	Speed: 202.70 samples/sec	accuracy=0.887188
+2020-04-08 16:06:00,091 Epoch[4] Batch [6250-6300]	Speed: 202.07 samples/sec	accuracy=0.882969
+2020-04-08 16:06:31,931 Epoch[4] Batch [6300-6350]	Speed: 201.00 samples/sec	accuracy=0.890625
+2020-04-08 16:07:03,780 Epoch[4] Batch [6350-6400]	Speed: 200.95 samples/sec	accuracy=0.882344
+2020-04-08 16:07:35,383 Epoch[4] Batch [6400-6450]	Speed: 202.52 samples/sec	accuracy=0.878437
+2020-04-08 16:08:07,168 Epoch[4] Batch [6450-6500]	Speed: 201.35 samples/sec	accuracy=0.879687
+2020-04-08 16:08:39,036 Epoch[4] Batch [6500-6550]	Speed: 200.83 samples/sec	accuracy=0.876250
+2020-04-08 16:09:11,207 Epoch[4] Batch [6550-6600]	Speed: 198.94 samples/sec	accuracy=0.883750
+2020-04-08 16:09:43,093 Epoch[4] Batch [6600-6650]	Speed: 200.71 samples/sec	accuracy=0.883594
+2020-04-08 16:10:15,067 Epoch[4] Batch [6650-6700]	Speed: 200.17 samples/sec	accuracy=0.878750
+2020-04-08 16:10:46,713 Epoch[4] Batch [6700-6750]	Speed: 202.24 samples/sec	accuracy=0.882344
+2020-04-08 16:11:18,850 Epoch[4] Batch [6750-6800]	Speed: 199.15 samples/sec	accuracy=0.883594
+2020-04-08 16:11:50,679 Epoch[4] Batch [6800-6850]	Speed: 201.08 samples/sec	accuracy=0.883125
+2020-04-08 16:12:22,655 Epoch[4] Batch [6850-6900]	Speed: 200.15 samples/sec	accuracy=0.888437
+2020-04-08 16:12:54,273 Epoch[4] Batch [6900-6950]	Speed: 202.42 samples/sec	accuracy=0.881094
+2020-04-08 16:13:26,302 Epoch[4] Batch [6950-7000]	Speed: 199.82 samples/sec	accuracy=0.875781
+2020-04-08 16:13:57,913 Epoch[4] Batch [7000-7050]	Speed: 202.46 samples/sec	accuracy=0.880938
+2020-04-08 16:14:29,825 Epoch[4] Batch [7050-7100]	Speed: 200.56 samples/sec	accuracy=0.879375
+2020-04-08 16:15:01,591 Epoch[4] Batch [7100-7150]	Speed: 201.48 samples/sec	accuracy=0.884219
+2020-04-08 16:15:33,319 Epoch[4] Batch [7150-7200]	Speed: 201.71 samples/sec	accuracy=0.885312
+2020-04-08 16:16:05,186 Epoch[4] Batch [7200-7250]	Speed: 200.83 samples/sec	accuracy=0.878125
+2020-04-08 16:16:37,031 Epoch[4] Batch [7250-7300]	Speed: 200.98 samples/sec	accuracy=0.880313
+2020-04-08 16:17:08,890 Epoch[4] Batch [7300-7350]	Speed: 200.88 samples/sec	accuracy=0.884062
+2020-04-08 16:17:40,717 Epoch[4] Batch [7350-7400]	Speed: 201.09 samples/sec	accuracy=0.885938
+2020-04-08 16:18:12,400 Epoch[4] Batch [7400-7450]	Speed: 202.00 samples/sec	accuracy=0.879844
+2020-04-08 16:18:44,447 Epoch[4] Batch [7450-7500]	Speed: 199.71 samples/sec	accuracy=0.878281
+2020-04-08 16:19:16,455 Epoch[4] Batch [7500-7550]	Speed: 199.95 samples/sec	accuracy=0.882656
+2020-04-08 16:19:48,002 Epoch[4] Batch [7550-7600]	Speed: 202.87 samples/sec	accuracy=0.878281
+2020-04-08 16:20:19,930 Epoch[4] Batch [7600-7650]	Speed: 200.45 samples/sec	accuracy=0.877656
+2020-04-08 16:20:51,772 Epoch[4] Batch [7650-7700]	Speed: 201.00 samples/sec	accuracy=0.885938
+2020-04-08 16:21:23,339 Epoch[4] Batch [7700-7750]	Speed: 202.74 samples/sec	accuracy=0.875156
+2020-04-08 16:21:55,171 Epoch[4] Batch [7750-7800]	Speed: 201.06 samples/sec	accuracy=0.884844
+2020-04-08 16:22:27,005 Epoch[4] Batch [7800-7850]	Speed: 201.05 samples/sec	accuracy=0.885312
+2020-04-08 16:22:58,581 Epoch[4] Batch [7850-7900]	Speed: 202.69 samples/sec	accuracy=0.881406
+2020-04-08 16:23:30,317 Epoch[4] Batch [7900-7950]	Speed: 201.66 samples/sec	accuracy=0.879375
+2020-04-08 16:24:02,241 Epoch[4] Batch [7950-8000]	Speed: 200.48 samples/sec	accuracy=0.884375
+2020-04-08 16:24:34,068 Epoch[4] Batch [8000-8050]	Speed: 201.09 samples/sec	accuracy=0.886563
+2020-04-08 16:25:06,047 Epoch[4] Batch [8050-8100]	Speed: 200.13 samples/sec	accuracy=0.889219
+2020-04-08 16:25:37,549 Epoch[4] Batch [8100-8150]	Speed: 203.16 samples/sec	accuracy=0.886406
+2020-04-08 16:26:09,400 Epoch[4] Batch [8150-8200]	Speed: 200.94 samples/sec	accuracy=0.880781
+2020-04-08 16:26:41,245 Epoch[4] Batch [8200-8250]	Speed: 200.98 samples/sec	accuracy=0.888594
+2020-04-08 16:27:13,300 Epoch[4] Batch [8250-8300]	Speed: 199.66 samples/sec	accuracy=0.874531
+2020-04-08 16:27:45,019 Epoch[4] Batch [8300-8350]	Speed: 201.77 samples/sec	accuracy=0.882500
+2020-04-08 16:28:17,205 Epoch[4] Batch [8350-8400]	Speed: 198.85 samples/sec	accuracy=0.880000
+2020-04-08 16:28:48,879 Epoch[4] Batch [8400-8450]	Speed: 202.06 samples/sec	accuracy=0.881406
+2020-04-08 16:29:20,468 Epoch[4] Batch [8450-8500]	Speed: 202.61 samples/sec	accuracy=0.884219
+2020-04-08 16:29:52,319 Epoch[4] Batch [8500-8550]	Speed: 200.94 samples/sec	accuracy=0.885938
+2020-04-08 16:30:24,332 Epoch[4] Batch [8550-8600]	Speed: 199.92 samples/sec	accuracy=0.891563
+2020-04-08 16:30:56,352 Epoch[4] Batch [8600-8650]	Speed: 199.88 samples/sec	accuracy=0.883125
+2020-04-08 16:31:28,267 Epoch[4] Batch [8650-8700]	Speed: 200.53 samples/sec	accuracy=0.884844
+2020-04-08 16:31:59,857 Epoch[4] Batch [8700-8750]	Speed: 202.60 samples/sec	accuracy=0.889062
+2020-04-08 16:32:31,505 Epoch[4] Batch [8750-8800]	Speed: 202.23 samples/sec	accuracy=0.882969
+2020-04-08 16:33:03,465 Epoch[4] Batch [8800-8850]	Speed: 200.25 samples/sec	accuracy=0.880625
+2020-04-08 16:33:35,180 Epoch[4] Batch [8850-8900]	Speed: 201.79 samples/sec	accuracy=0.893281
+2020-04-08 16:34:07,171 Epoch[4] Batch [8900-8950]	Speed: 200.06 samples/sec	accuracy=0.876719
+2020-04-08 16:34:39,177 Epoch[4] Batch [8950-9000]	Speed: 199.97 samples/sec	accuracy=0.885469
+2020-04-08 16:35:10,870 Epoch[4] Batch [9000-9050]	Speed: 201.94 samples/sec	accuracy=0.879531
+2020-04-08 16:35:42,595 Epoch[4] Batch [9050-9100]	Speed: 201.73 samples/sec	accuracy=0.880156
+2020-04-08 16:36:14,799 Epoch[4] Batch [9100-9150]	Speed: 198.74 samples/sec	accuracy=0.883281
+2020-04-08 16:36:46,536 Epoch[4] Batch [9150-9200]	Speed: 201.66 samples/sec	accuracy=0.886094
+2020-04-08 16:37:18,333 Epoch[4] Batch [9200-9250]	Speed: 201.28 samples/sec	accuracy=0.889844
+2020-04-08 16:37:50,256 Epoch[4] Batch [9250-9300]	Speed: 200.48 samples/sec	accuracy=0.889062
+2020-04-08 16:38:22,241 Epoch[4] Batch [9300-9350]	Speed: 200.09 samples/sec	accuracy=0.883281
+2020-04-08 16:38:54,145 Epoch[4] Batch [9350-9400]	Speed: 200.61 samples/sec	accuracy=0.879219
+2020-04-08 16:39:25,617 Epoch[4] Batch [9400-9450]	Speed: 203.36 samples/sec	accuracy=0.885469
+2020-04-08 16:39:57,452 Epoch[4] Batch [9450-9500]	Speed: 201.04 samples/sec	accuracy=0.884844
+2020-04-08 16:40:29,625 Epoch[4] Batch [9500-9550]	Speed: 198.92 samples/sec	accuracy=0.878437
+2020-04-08 16:41:01,389 Epoch[4] Batch [9550-9600]	Speed: 201.49 samples/sec	accuracy=0.885156
+2020-04-08 16:41:32,985 Epoch[4] Batch [9600-9650]	Speed: 202.56 samples/sec	accuracy=0.878437
+2020-04-08 16:42:04,520 Epoch[4] Batch [9650-9700]	Speed: 202.95 samples/sec	accuracy=0.881094
+2020-04-08 16:42:36,196 Epoch[4] Batch [9700-9750]	Speed: 202.05 samples/sec	accuracy=0.878437
+2020-04-08 16:43:08,085 Epoch[4] Batch [9750-9800]	Speed: 200.70 samples/sec	accuracy=0.868594
+2020-04-08 16:43:39,517 Epoch[4] Batch [9800-9850]	Speed: 203.61 samples/sec	accuracy=0.869687
+2020-04-08 16:44:11,401 Epoch[4] Batch [9850-9900]	Speed: 200.73 samples/sec	accuracy=0.879844
+2020-04-08 16:44:43,746 Epoch[4] Batch [9900-9950]	Speed: 197.87 samples/sec	accuracy=0.882656
+2020-04-08 16:45:15,435 Epoch[4] Batch [9950-10000]	Speed: 201.96 samples/sec	accuracy=0.887969
+2020-04-08 16:45:47,223 Epoch[4] Batch [10000-10050]	Speed: 201.34 samples/sec	accuracy=0.882812
+2020-04-08 16:46:19,168 Epoch[4] Batch [10050-10100]	Speed: 200.35 samples/sec	accuracy=0.885625
+2020-04-08 16:46:50,879 Epoch[4] Batch [10100-10150]	Speed: 201.82 samples/sec	accuracy=0.880625
+2020-04-08 16:47:22,718 Epoch[4] Batch [10150-10200]	Speed: 201.02 samples/sec	accuracy=0.880313
+2020-04-08 16:47:54,597 Epoch[4] Batch [10200-10250]	Speed: 200.76 samples/sec	accuracy=0.881250
+2020-04-08 16:48:26,729 Epoch[4] Batch [10250-10300]	Speed: 199.17 samples/sec	accuracy=0.883594
+2020-04-08 16:48:58,415 Epoch[4] Batch [10300-10350]	Speed: 201.99 samples/sec	accuracy=0.885781
+2020-04-08 16:49:30,184 Epoch[4] Batch [10350-10400]	Speed: 201.45 samples/sec	accuracy=0.881250
+2020-04-08 16:50:02,110 Epoch[4] Batch [10400-10450]	Speed: 200.47 samples/sec	accuracy=0.887656
+2020-04-08 16:50:33,539 Epoch[4] Batch [10450-10500]	Speed: 203.63 samples/sec	accuracy=0.880781
+2020-04-08 16:51:05,584 Epoch[4] Batch [10500-10550]	Speed: 199.72 samples/sec	accuracy=0.884531
+2020-04-08 16:51:37,488 Epoch[4] Batch [10550-10600]	Speed: 200.60 samples/sec	accuracy=0.884219
+2020-04-08 16:52:08,938 Epoch[4] Batch [10600-10650]	Speed: 203.50 samples/sec	accuracy=0.884219
+2020-04-08 16:52:41,037 Epoch[4] Batch [10650-10700]	Speed: 199.38 samples/sec	accuracy=0.885781
+2020-04-08 16:53:12,854 Epoch[4] Batch [10700-10750]	Speed: 201.15 samples/sec	accuracy=0.882031
+2020-04-08 16:53:44,780 Epoch[4] Batch [10750-10800]	Speed: 200.46 samples/sec	accuracy=0.878437
+2020-04-08 16:54:16,407 Epoch[4] Batch [10800-10850]	Speed: 202.36 samples/sec	accuracy=0.882031
+2020-04-08 16:54:48,257 Epoch[4] Batch [10850-10900]	Speed: 200.94 samples/sec	accuracy=0.884062
+2020-04-08 16:55:20,227 Epoch[4] Batch [10900-10950]	Speed: 200.19 samples/sec	accuracy=0.887656
+2020-04-08 16:55:52,095 Epoch[4] Batch [10950-11000]	Speed: 200.83 samples/sec	accuracy=0.884219
+2020-04-08 16:56:24,053 Epoch[4] Batch [11000-11050]	Speed: 200.26 samples/sec	accuracy=0.884844
+2020-04-08 16:56:55,651 Epoch[4] Batch [11050-11100]	Speed: 202.55 samples/sec	accuracy=0.881719
+2020-04-08 16:57:27,528 Epoch[4] Batch [11100-11150]	Speed: 200.78 samples/sec	accuracy=0.879531
+2020-04-08 16:57:59,439 Epoch[4] Batch [11150-11200]	Speed: 200.55 samples/sec	accuracy=0.883125
+2020-04-08 16:58:31,461 Epoch[4] Batch [11200-11250]	Speed: 199.87 samples/sec	accuracy=0.883594
+2020-04-08 16:59:03,044 Epoch[4] Batch [11250-11300]	Speed: 202.64 samples/sec	accuracy=0.882188
+2020-04-08 16:59:34,836 Epoch[4] Batch [11300-11350]	Speed: 201.31 samples/sec	accuracy=0.877656
+2020-04-08 17:00:07,047 Epoch[4] Batch [11350-11400]	Speed: 198.69 samples/sec	accuracy=0.886719
+2020-04-08 17:00:38,983 Epoch[4] Batch [11400-11450]	Speed: 200.40 samples/sec	accuracy=0.885000
+2020-04-08 17:01:10,976 Epoch[4] Batch [11450-11500]	Speed: 200.04 samples/sec	accuracy=0.887188
+2020-04-08 17:01:42,566 Epoch[4] Batch [11500-11550]	Speed: 202.60 samples/sec	accuracy=0.884531
+2020-04-08 17:02:14,209 Epoch[4] Batch [11550-11600]	Speed: 202.26 samples/sec	accuracy=0.884375
+2020-04-08 17:02:45,968 Epoch[4] Batch [11600-11650]	Speed: 201.51 samples/sec	accuracy=0.879062
+2020-04-08 17:03:17,836 Epoch[4] Batch [11650-11700]	Speed: 200.83 samples/sec	accuracy=0.889062
+2020-04-08 17:03:49,794 Epoch[4] Batch [11700-11750]	Speed: 200.26 samples/sec	accuracy=0.889375
+2020-04-08 17:04:21,550 Epoch[4] Batch [11750-11800]	Speed: 201.54 samples/sec	accuracy=0.883906
+2020-04-08 17:04:53,270 Epoch[4] Batch [11800-11850]	Speed: 201.77 samples/sec	accuracy=0.883594
+2020-04-08 17:05:25,319 Epoch[4] Batch [11850-11900]	Speed: 199.69 samples/sec	accuracy=0.880000
+2020-04-08 17:05:57,153 Epoch[4] Batch [11900-11950]	Speed: 201.05 samples/sec	accuracy=0.887813
+2020-04-08 17:06:29,161 Epoch[4] Batch [11950-12000]	Speed: 199.95 samples/sec	accuracy=0.881094
+2020-04-08 17:07:00,956 Epoch[4] Batch [12000-12050]	Speed: 201.29 samples/sec	accuracy=0.881563
+2020-04-08 17:07:32,777 Epoch[4] Batch [12050-12100]	Speed: 201.13 samples/sec	accuracy=0.882344
+2020-04-08 17:08:04,401 Epoch[4] Batch [12100-12150]	Speed: 202.38 samples/sec	accuracy=0.880781
+2020-04-08 17:08:36,212 Epoch[4] Batch [12150-12200]	Speed: 201.19 samples/sec	accuracy=0.882500
+2020-04-08 17:09:07,968 Epoch[4] Batch [12200-12250]	Speed: 201.54 samples/sec	accuracy=0.882812
+2020-04-08 17:09:39,891 Epoch[4] Batch [12250-12300]	Speed: 200.48 samples/sec	accuracy=0.893437
+2020-04-08 17:10:11,999 Epoch[4] Batch [12300-12350]	Speed: 199.33 samples/sec	accuracy=0.881406
+2020-04-08 17:10:43,451 Epoch[4] Batch [12350-12400]	Speed: 203.49 samples/sec	accuracy=0.881563
+2020-04-08 17:11:15,260 Epoch[4] Batch [12400-12450]	Speed: 201.21 samples/sec	accuracy=0.885000
+2020-04-08 17:11:46,890 Epoch[4] Batch [12450-12500]	Speed: 202.34 samples/sec	accuracy=0.887813
+2020-04-08 17:12:18,463 Epoch[4] Batch [12500-12550]	Speed: 202.71 samples/sec	accuracy=0.873594
+2020-04-08 17:12:50,471 Epoch[4] Batch [12550-12600]	Speed: 199.95 samples/sec	accuracy=0.880156
+2020-04-08 17:13:22,054 Epoch[4] Batch [12600-12650]	Speed: 202.64 samples/sec	accuracy=0.883594
+2020-04-08 17:13:53,939 Epoch[4] Batch [12650-12700]	Speed: 200.73 samples/sec	accuracy=0.884219
+2020-04-08 17:14:25,853 Epoch[4] Batch [12700-12750]	Speed: 200.54 samples/sec	accuracy=0.888281
+2020-04-08 17:14:57,654 Epoch[4] Batch [12750-12800]	Speed: 201.26 samples/sec	accuracy=0.887344
+2020-04-08 17:15:29,751 Epoch[4] Batch [12800-12850]	Speed: 199.39 samples/sec	accuracy=0.889062
+2020-04-08 17:16:01,599 Epoch[4] Batch [12850-12900]	Speed: 200.95 samples/sec	accuracy=0.887344
+2020-04-08 17:16:33,478 Epoch[4] Batch [12900-12950]	Speed: 200.76 samples/sec	accuracy=0.886250
+2020-04-08 17:17:05,360 Epoch[4] Batch [12950-13000]	Speed: 200.74 samples/sec	accuracy=0.880781
+2020-04-08 17:17:37,036 Epoch[4] Batch [13000-13050]	Speed: 202.05 samples/sec	accuracy=0.888437
+2020-04-08 17:18:09,116 Epoch[4] Batch [13050-13100]	Speed: 199.50 samples/sec	accuracy=0.882656
+2020-04-08 17:18:40,806 Epoch[4] Batch [13100-13150]	Speed: 201.96 samples/sec	accuracy=0.880938
+2020-04-08 17:19:12,424 Epoch[4] Batch [13150-13200]	Speed: 202.42 samples/sec	accuracy=0.877656
+2020-04-08 17:19:44,205 Epoch[4] Batch [13200-13250]	Speed: 201.38 samples/sec	accuracy=0.881875
+2020-04-08 17:20:15,774 Epoch[4] Batch [13250-13300]	Speed: 202.73 samples/sec	accuracy=0.879531
+2020-04-08 17:20:47,702 Epoch[4] Batch [13300-13350]	Speed: 200.45 samples/sec	accuracy=0.884219
+2020-04-08 17:21:19,322 Epoch[4] Batch [13350-13400]	Speed: 202.41 samples/sec	accuracy=0.882656
+2020-04-08 17:21:51,145 Epoch[4] Batch [13400-13450]	Speed: 201.11 samples/sec	accuracy=0.882969
+2020-04-08 17:22:22,976 Epoch[4] Batch [13450-13500]	Speed: 201.06 samples/sec	accuracy=0.888750
+2020-04-08 17:22:54,856 Epoch[4] Batch [13500-13550]	Speed: 200.76 samples/sec	accuracy=0.883125
+2020-04-08 17:23:26,705 Epoch[4] Batch [13550-13600]	Speed: 200.95 samples/sec	accuracy=0.885156
+2020-04-08 17:23:58,358 Epoch[4] Batch [13600-13650]	Speed: 202.19 samples/sec	accuracy=0.881719
+2020-04-08 17:24:30,068 Epoch[4] Batch [13650-13700]	Speed: 201.83 samples/sec	accuracy=0.889062
+2020-04-08 17:25:02,253 Epoch[4] Batch [13700-13750]	Speed: 198.86 samples/sec	accuracy=0.892813
+2020-04-08 17:25:34,133 Epoch[4] Batch [13750-13800]	Speed: 200.75 samples/sec	accuracy=0.885469
+2020-04-08 17:26:05,917 Epoch[4] Batch [13800-13850]	Speed: 201.36 samples/sec	accuracy=0.886250
+2020-04-08 17:26:37,899 Epoch[4] Batch [13850-13900]	Speed: 200.12 samples/sec	accuracy=0.882188
+2020-04-08 17:27:09,969 Epoch[4] Batch [13900-13950]	Speed: 199.57 samples/sec	accuracy=0.884062
+2020-04-08 17:27:41,800 Epoch[4] Batch [13950-14000]	Speed: 201.06 samples/sec	accuracy=0.880156
+2020-04-08 17:28:13,623 Epoch[4] Batch [14000-14050]	Speed: 201.12 samples/sec	accuracy=0.878906
+2020-04-08 17:28:45,599 Epoch[4] Batch [14050-14100]	Speed: 200.15 samples/sec	accuracy=0.882969
+2020-04-08 17:29:17,047 Epoch[4] Batch [14100-14150]	Speed: 203.52 samples/sec	accuracy=0.885312
+2020-04-08 17:29:48,678 Epoch[4] Batch [14150-14200]	Speed: 202.33 samples/sec	accuracy=0.892656
+2020-04-08 17:30:21,085 Epoch[4] Batch [14200-14250]	Speed: 197.49 samples/sec	accuracy=0.890938
+2020-04-08 17:30:52,847 Epoch[4] Batch [14250-14300]	Speed: 201.50 samples/sec	accuracy=0.881563
+2020-04-08 17:31:24,739 Epoch[4] Batch [14300-14350]	Speed: 200.68 samples/sec	accuracy=0.879687
+2020-04-08 17:31:56,475 Epoch[4] Batch [14350-14400]	Speed: 201.67 samples/sec	accuracy=0.881563
+2020-04-08 17:32:28,281 Epoch[4] Batch [14400-14450]	Speed: 201.22 samples/sec	accuracy=0.892656
+2020-04-08 17:33:00,077 Epoch[4] Batch [14450-14500]	Speed: 201.29 samples/sec	accuracy=0.888281
+2020-04-08 17:33:31,758 Epoch[4] Batch [14500-14550]	Speed: 202.01 samples/sec	accuracy=0.887656
+2020-04-08 17:34:03,403 Epoch[4] Batch [14550-14600]	Speed: 202.24 samples/sec	accuracy=0.892656
+2020-04-08 17:34:35,197 Epoch[4] Batch [14600-14650]	Speed: 201.30 samples/sec	accuracy=0.879844
+2020-04-08 17:35:07,338 Epoch[4] Batch [14650-14700]	Speed: 199.13 samples/sec	accuracy=0.882344
+2020-04-08 17:35:39,041 Epoch[4] Batch [14700-14750]	Speed: 201.87 samples/sec	accuracy=0.882031
+2020-04-08 17:36:10,994 Epoch[4] Batch [14750-14800]	Speed: 200.29 samples/sec	accuracy=0.877656
+2020-04-08 17:36:43,127 Epoch[4] Batch [14800-14850]	Speed: 199.17 samples/sec	accuracy=0.885156
+2020-04-08 17:37:15,005 Epoch[4] Batch [14850-14900]	Speed: 200.77 samples/sec	accuracy=0.886719
+2020-04-08 17:37:46,326 Epoch[4] Batch [14900-14950]	Speed: 204.33 samples/sec	accuracy=0.886250
+2020-04-08 17:38:18,407 Epoch[4] Batch [14950-15000]	Speed: 199.50 samples/sec	accuracy=0.891719
+2020-04-08 17:38:50,387 Epoch[4] Batch [15000-15050]	Speed: 200.12 samples/sec	accuracy=0.884062
+2020-04-08 17:39:22,384 Epoch[4] Batch [15050-15100]	Speed: 200.03 samples/sec	accuracy=0.885938
+2020-04-08 17:39:54,192 Epoch[4] Batch [15100-15150]	Speed: 201.21 samples/sec	accuracy=0.887813
+2020-04-08 17:40:26,227 Epoch[4] Batch [15150-15200]	Speed: 199.78 samples/sec	accuracy=0.887656
+2020-04-08 17:40:58,130 Epoch[4] Batch [15200-15250]	Speed: 200.61 samples/sec	accuracy=0.885156
+2020-04-08 17:41:29,821 Epoch[4] Batch [15250-15300]	Speed: 201.95 samples/sec	accuracy=0.889687
+2020-04-08 17:42:01,448 Epoch[4] Batch [15300-15350]	Speed: 202.36 samples/sec	accuracy=0.887656
+2020-04-08 17:42:33,547 Epoch[4] Batch [15350-15400]	Speed: 199.39 samples/sec	accuracy=0.878750
+2020-04-08 17:43:05,533 Epoch[4] Batch [15400-15450]	Speed: 200.09 samples/sec	accuracy=0.882188
+2020-04-08 17:43:37,319 Epoch[4] Batch [15450-15500]	Speed: 201.35 samples/sec	accuracy=0.887344
+2020-04-08 17:44:09,254 Epoch[4] Batch [15500-15550]	Speed: 200.41 samples/sec	accuracy=0.885781
+2020-04-08 17:44:40,893 Epoch[4] Batch [15550-15600]	Speed: 202.28 samples/sec	accuracy=0.885938
+2020-04-08 17:45:12,591 Epoch[4] Batch [15600-15650]	Speed: 201.91 samples/sec	accuracy=0.880781
+2020-04-08 17:45:44,342 Epoch[4] Batch [15650-15700]	Speed: 201.57 samples/sec	accuracy=0.887656
+2020-04-08 17:46:16,146 Epoch[4] Batch [15700-15750]	Speed: 201.24 samples/sec	accuracy=0.893594
+2020-04-08 17:46:48,510 Epoch[4] Batch [15750-15800]	Speed: 197.75 samples/sec	accuracy=0.884062
+2020-04-08 17:47:20,422 Epoch[4] Batch [15800-15850]	Speed: 200.55 samples/sec	accuracy=0.881875
+2020-04-08 17:47:52,606 Epoch[4] Batch [15850-15900]	Speed: 198.86 samples/sec	accuracy=0.885156
+2020-04-08 17:48:24,556 Epoch[4] Batch [15900-15950]	Speed: 200.31 samples/sec	accuracy=0.889531
+2020-04-08 17:48:56,185 Epoch[4] Batch [15950-16000]	Speed: 202.35 samples/sec	accuracy=0.881406
+2020-04-08 17:49:28,084 Epoch[4] Batch [16000-16050]	Speed: 200.64 samples/sec	accuracy=0.879375
+2020-04-08 17:49:59,681 Epoch[4] Batch [16050-16100]	Speed: 202.55 samples/sec	accuracy=0.881875
+2020-04-08 17:50:31,786 Epoch[4] Batch [16100-16150]	Speed: 199.34 samples/sec	accuracy=0.887500
+2020-04-08 17:51:03,723 Epoch[4] Batch [16150-16200]	Speed: 200.40 samples/sec	accuracy=0.880313
+2020-04-08 17:51:35,326 Epoch[4] Batch [16200-16250]	Speed: 202.51 samples/sec	accuracy=0.883437
+2020-04-08 17:52:07,231 Epoch[4] Batch [16250-16300]	Speed: 200.60 samples/sec	accuracy=0.888750
+2020-04-08 17:52:39,192 Epoch[4] Batch [16300-16350]	Speed: 200.25 samples/sec	accuracy=0.886094
+2020-04-08 17:53:11,299 Epoch[4] Batch [16350-16400]	Speed: 199.34 samples/sec	accuracy=0.881719
+2020-04-08 17:53:43,354 Epoch[4] Batch [16400-16450]	Speed: 199.66 samples/sec	accuracy=0.883594
+2020-04-08 17:54:15,339 Epoch[4] Batch [16450-16500]	Speed: 200.09 samples/sec	accuracy=0.877500
+2020-04-08 17:54:47,141 Epoch[4] Batch [16500-16550]	Speed: 201.25 samples/sec	accuracy=0.880625
+2020-04-08 17:55:18,888 Epoch[4] Batch [16550-16600]	Speed: 201.60 samples/sec	accuracy=0.888594
+2020-04-08 17:55:50,739 Epoch[4] Batch [16600-16650]	Speed: 200.93 samples/sec	accuracy=0.882656
+2020-04-08 17:56:22,974 Epoch[4] Batch [16650-16700]	Speed: 198.55 samples/sec	accuracy=0.887813
+2020-04-08 17:56:54,926 Epoch[4] Batch [16700-16750]	Speed: 200.30 samples/sec	accuracy=0.886875
+2020-04-08 17:57:26,739 Epoch[4] Batch [16750-16800]	Speed: 201.18 samples/sec	accuracy=0.882812
+2020-04-08 17:57:58,655 Epoch[4] Batch [16800-16850]	Speed: 200.53 samples/sec	accuracy=0.892344
+2020-04-08 17:58:30,263 Epoch[4] Batch [16850-16900]	Speed: 202.48 samples/sec	accuracy=0.880469
+2020-04-08 17:59:02,293 Epoch[4] Batch [16900-16950]	Speed: 199.82 samples/sec	accuracy=0.887969
+2020-04-08 17:59:33,933 Epoch[4] Batch [16950-17000]	Speed: 202.27 samples/sec	accuracy=0.892031
+2020-04-08 18:00:05,748 Epoch[4] Batch [17000-17050]	Speed: 201.16 samples/sec	accuracy=0.888906
+2020-04-08 18:00:37,480 Epoch[4] Batch [17050-17100]	Speed: 201.70 samples/sec	accuracy=0.883437
+2020-04-08 18:01:08,992 Epoch[4] Batch [17100-17150]	Speed: 203.10 samples/sec	accuracy=0.885156
+2020-04-08 18:01:40,520 Epoch[4] Batch [17150-17200]	Speed: 202.99 samples/sec	accuracy=0.885781
+2020-04-08 18:02:12,316 Epoch[4] Batch [17200-17250]	Speed: 201.29 samples/sec	accuracy=0.874687
+2020-04-08 18:02:44,401 Epoch[4] Batch [17250-17300]	Speed: 199.47 samples/sec	accuracy=0.881094
+2020-04-08 18:03:15,883 Epoch[4] Batch [17300-17350]	Speed: 203.29 samples/sec	accuracy=0.892813
+2020-04-08 18:03:47,486 Epoch[4] Batch [17350-17400]	Speed: 202.52 samples/sec	accuracy=0.889219
+2020-04-08 18:04:19,480 Epoch[4] Batch [17400-17450]	Speed: 200.04 samples/sec	accuracy=0.878281
+2020-04-08 18:04:51,589 Epoch[4] Batch [17450-17500]	Speed: 199.32 samples/sec	accuracy=0.875469
+2020-04-08 18:05:23,208 Epoch[4] Batch [17500-17550]	Speed: 202.41 samples/sec	accuracy=0.881406
+2020-04-08 18:05:55,120 Epoch[4] Batch [17550-17600]	Speed: 200.55 samples/sec	accuracy=0.884844
+2020-04-08 18:06:26,727 Epoch[4] Batch [17600-17650]	Speed: 202.49 samples/sec	accuracy=0.882969
+2020-04-08 18:06:58,250 Epoch[4] Batch [17650-17700]	Speed: 203.03 samples/sec	accuracy=0.893906
+2020-04-08 18:07:30,069 Epoch[4] Batch [17700-17750]	Speed: 201.14 samples/sec	accuracy=0.882188
+2020-04-08 18:08:01,703 Epoch[4] Batch [17750-17800]	Speed: 202.31 samples/sec	accuracy=0.883750
+2020-04-08 18:08:33,486 Epoch[4] Batch [17800-17850]	Speed: 201.37 samples/sec	accuracy=0.887969
+2020-04-08 18:09:05,372 Epoch[4] Batch [17850-17900]	Speed: 200.72 samples/sec	accuracy=0.886250
+2020-04-08 18:09:37,041 Epoch[4] Batch [17900-17950]	Speed: 202.09 samples/sec	accuracy=0.890938
+2020-04-08 18:10:09,054 Epoch[4] Batch [17950-18000]	Speed: 199.92 samples/sec	accuracy=0.881406
+2020-04-08 18:10:40,739 Epoch[4] Batch [18000-18050]	Speed: 201.99 samples/sec	accuracy=0.888906
+2020-04-08 18:11:12,312 Epoch[4] Batch [18050-18100]	Speed: 202.71 samples/sec	accuracy=0.889687
+2020-04-08 18:11:44,115 Epoch[4] Batch [18100-18150]	Speed: 201.24 samples/sec	accuracy=0.882188
+2020-04-08 18:12:16,021 Epoch[4] Batch [18150-18200]	Speed: 200.59 samples/sec	accuracy=0.886094
+2020-04-08 18:12:47,902 Epoch[4] Batch [18200-18250]	Speed: 200.75 samples/sec	accuracy=0.885312
+2020-04-08 18:13:19,833 Epoch[4] Batch [18250-18300]	Speed: 200.44 samples/sec	accuracy=0.890625
+2020-04-08 18:13:51,832 Epoch[4] Batch [18300-18350]	Speed: 200.01 samples/sec	accuracy=0.882812
+2020-04-08 18:14:23,583 Epoch[4] Batch [18350-18400]	Speed: 201.57 samples/sec	accuracy=0.882188
+2020-04-08 18:14:55,487 Epoch[4] Batch [18400-18450]	Speed: 200.60 samples/sec	accuracy=0.890781
+2020-04-08 18:15:27,245 Epoch[4] Batch [18450-18500]	Speed: 201.52 samples/sec	accuracy=0.889531
+2020-04-08 18:15:59,038 Epoch[4] Batch [18500-18550]	Speed: 201.31 samples/sec	accuracy=0.890469
+2020-04-08 18:16:30,735 Epoch[4] Batch [18550-18600]	Speed: 201.91 samples/sec	accuracy=0.885625
+2020-04-08 18:17:02,658 Epoch[4] Batch [18600-18650]	Speed: 200.48 samples/sec	accuracy=0.881875
+2020-04-08 18:17:34,284 Epoch[4] Batch [18650-18700]	Speed: 202.37 samples/sec	accuracy=0.885469
+2020-04-08 18:18:06,021 Epoch[4] Batch [18700-18750]	Speed: 201.66 samples/sec	accuracy=0.889219
+2020-04-08 18:18:37,713 Epoch[4] Batch [18750-18800]	Speed: 201.94 samples/sec	accuracy=0.883125
+2020-04-08 18:19:10,398 Epoch[4] Batch [18800-18850]	Speed: 195.81 samples/sec	accuracy=0.886094
+2020-04-08 18:19:42,413 Epoch[4] Batch [18850-18900]	Speed: 199.91 samples/sec	accuracy=0.888281
+2020-04-08 18:20:14,120 Epoch[4] Batch [18900-18950]	Speed: 201.85 samples/sec	accuracy=0.888125
+2020-04-08 18:20:45,481 Epoch[4] Batch [18950-19000]	Speed: 204.08 samples/sec	accuracy=0.894844
+2020-04-08 18:21:16,154 Epoch[4] Batch [19000-19050]	Speed: 208.65 samples/sec	accuracy=0.889844
+2020-04-08 18:21:46,696 Epoch[4] Batch [19050-19100]	Speed: 209.55 samples/sec	accuracy=0.886406
+2020-04-08 18:22:17,039 Epoch[4] Batch [19100-19150]	Speed: 210.92 samples/sec	accuracy=0.887344
+2020-04-08 18:22:47,230 Epoch[4] Batch [19150-19200]	Speed: 211.99 samples/sec	accuracy=0.893750
+2020-04-08 18:23:18,037 Epoch[4] Batch [19200-19250]	Speed: 207.75 samples/sec	accuracy=0.893750
+2020-04-08 18:23:49,268 Epoch[4] Batch [19250-19300]	Speed: 204.93 samples/sec	accuracy=0.888281
+2020-04-08 18:24:19,731 Epoch[4] Batch [19300-19350]	Speed: 210.09 samples/sec	accuracy=0.887188
+2020-04-08 18:24:50,717 Epoch[4] Batch [19350-19400]	Speed: 206.55 samples/sec	accuracy=0.884687
+2020-04-08 18:25:21,014 Epoch[4] Batch [19400-19450]	Speed: 211.24 samples/sec	accuracy=0.876094
+2020-04-08 18:25:51,493 Epoch[4] Batch [19450-19500]	Speed: 209.98 samples/sec	accuracy=0.886094
+2020-04-08 18:26:22,043 Epoch[4] Batch [19500-19550]	Speed: 209.49 samples/sec	accuracy=0.888750
+2020-04-08 18:26:52,783 Epoch[4] Batch [19550-19600]	Speed: 208.20 samples/sec	accuracy=0.880625
+2020-04-08 18:27:23,322 Epoch[4] Batch [19600-19650]	Speed: 209.57 samples/sec	accuracy=0.885781
+2020-04-08 18:27:54,041 Epoch[4] Batch [19650-19700]	Speed: 208.34 samples/sec	accuracy=0.888281
+2020-04-08 18:28:25,321 Epoch[4] Batch [19700-19750]	Speed: 204.60 samples/sec	accuracy=0.885625
+2020-04-08 18:28:55,531 Epoch[4] Batch [19750-19800]	Speed: 211.85 samples/sec	accuracy=0.884375
+2020-04-08 18:29:26,500 Epoch[4] Batch [19800-19850]	Speed: 206.65 samples/sec	accuracy=0.886250
+2020-04-08 18:29:56,891 Epoch[4] Batch [19850-19900]	Speed: 210.60 samples/sec	accuracy=0.894375
+2020-04-08 18:30:28,046 Epoch[4] Batch [19900-19950]	Speed: 205.42 samples/sec	accuracy=0.887344
+2020-04-08 18:30:58,731 Epoch[4] Batch [19950-20000]	Speed: 208.57 samples/sec	accuracy=0.888437
+2020-04-08 18:31:29,429 Epoch[4] Batch [20000-20050]	Speed: 208.48 samples/sec	accuracy=0.885938
+2020-04-08 18:32:00,076 Epoch[4] Batch [20050-20100]	Speed: 208.83 samples/sec	accuracy=0.889062
+2020-04-08 18:32:30,608 Epoch[4] Batch [20100-20150]	Speed: 209.62 samples/sec	accuracy=0.883437
+2020-04-08 18:33:01,224 Epoch[4] Batch [20150-20200]	Speed: 209.04 samples/sec	accuracy=0.884062
+2020-04-08 18:33:31,838 Epoch[4] Batch [20200-20250]	Speed: 209.06 samples/sec	accuracy=0.890781
+2020-04-08 18:34:02,426 Epoch[4] Batch [20250-20300]	Speed: 209.23 samples/sec	accuracy=0.881563
+2020-04-08 18:34:32,961 Epoch[4] Batch [20300-20350]	Speed: 209.60 samples/sec	accuracy=0.885625
+2020-04-08 18:35:04,196 Epoch[4] Batch [20350-20400]	Speed: 204.90 samples/sec	accuracy=0.888594
+2020-04-08 18:35:34,618 Epoch[4] Batch [20400-20450]	Speed: 210.37 samples/sec	accuracy=0.887969
+2020-04-08 18:36:05,843 Epoch[4] Batch [20450-20500]	Speed: 204.97 samples/sec	accuracy=0.883906
+2020-04-08 18:36:36,403 Epoch[4] Batch [20500-20550]	Speed: 209.43 samples/sec	accuracy=0.880625
+2020-04-08 18:37:07,254 Epoch[4] Batch [20550-20600]	Speed: 207.45 samples/sec	accuracy=0.880938
+2020-04-08 18:37:37,931 Epoch[4] Batch [20600-20650]	Speed: 208.62 samples/sec	accuracy=0.887500
+2020-04-08 18:38:08,408 Epoch[4] Batch [20650-20700]	Speed: 210.00 samples/sec	accuracy=0.887813
+2020-04-08 18:38:39,088 Epoch[4] Batch [20700-20750]	Speed: 208.61 samples/sec	accuracy=0.886094
+2020-04-08 18:39:09,706 Epoch[4] Batch [20750-20800]	Speed: 209.03 samples/sec	accuracy=0.890469
+2020-04-08 18:39:40,048 Epoch[4] Batch [20800-20850]	Speed: 210.93 samples/sec	accuracy=0.889531
+2020-04-08 18:40:10,899 Epoch[4] Batch [20850-20900]	Speed: 207.45 samples/sec	accuracy=0.885156
+2020-04-08 18:40:41,553 Epoch[4] Batch [20900-20950]	Speed: 208.79 samples/sec	accuracy=0.884062
+2020-04-08 18:41:12,353 Epoch[4] Batch [20950-21000]	Speed: 207.79 samples/sec	accuracy=0.878750
+2020-04-08 18:41:43,137 Epoch[4] Batch [21000-21050]	Speed: 207.90 samples/sec	accuracy=0.885938
+2020-04-08 18:42:13,810 Epoch[4] Batch [21050-21100]	Speed: 208.65 samples/sec	accuracy=0.886563
+2020-04-08 18:42:44,282 Epoch[4] Batch [21100-21150]	Speed: 210.03 samples/sec	accuracy=0.890000
+2020-04-08 18:43:15,040 Epoch[4] Batch [21150-21200]	Speed: 208.08 samples/sec	accuracy=0.885156
+2020-04-08 18:43:46,281 Epoch[4] Batch [21200-21250]	Speed: 204.86 samples/sec	accuracy=0.883125
+2020-04-08 18:44:16,678 Epoch[4] Batch [21250-21300]	Speed: 210.55 samples/sec	accuracy=0.891719
+2020-04-08 18:44:47,503 Epoch[4] Batch [21300-21350]	Speed: 207.62 samples/sec	accuracy=0.888906
+2020-04-08 18:45:17,601 Epoch[4] Batch [21350-21400]	Speed: 212.64 samples/sec	accuracy=0.882500
+2020-04-08 18:45:48,646 Epoch[4] Batch [21400-21450]	Speed: 206.15 samples/sec	accuracy=0.881250
+2020-04-08 18:46:19,979 Epoch[4] Batch [21450-21500]	Speed: 204.26 samples/sec	accuracy=0.885312
+2020-04-08 18:46:50,945 Epoch[4] Batch [21500-21550]	Speed: 206.69 samples/sec	accuracy=0.885938
+2020-04-08 18:47:21,165 Epoch[4] Batch [21550-21600]	Speed: 211.78 samples/sec	accuracy=0.887188
+2020-04-08 18:47:52,612 Epoch[4] Batch [21600-21650]	Speed: 203.52 samples/sec	accuracy=0.891250
+2020-04-08 18:48:22,718 Epoch[4] Batch [21650-21700]	Speed: 212.58 samples/sec	accuracy=0.884531
+2020-04-08 18:48:53,295 Epoch[4] Batch [21700-21750]	Speed: 209.31 samples/sec	accuracy=0.882656
+2020-04-08 18:49:24,088 Epoch[4] Batch [21750-21800]	Speed: 207.84 samples/sec	accuracy=0.894219
+2020-04-08 18:49:54,871 Epoch[4] Batch [21800-21850]	Speed: 207.91 samples/sec	accuracy=0.888906
+2020-04-08 18:50:25,231 Epoch[4] Batch [21850-21900]	Speed: 210.81 samples/sec	accuracy=0.880625
+2020-04-08 18:50:56,257 Epoch[4] Batch [21900-21950]	Speed: 206.28 samples/sec	accuracy=0.888594
+2020-04-08 18:51:27,192 Epoch[4] Batch [21950-22000]	Speed: 206.89 samples/sec	accuracy=0.880000
+2020-04-08 18:51:57,688 Epoch[4] Batch [22000-22050]	Speed: 209.86 samples/sec	accuracy=0.886563
+2020-04-08 18:52:27,816 Epoch[4] Batch [22050-22100]	Speed: 212.43 samples/sec	accuracy=0.884844
+2020-04-08 18:52:57,007 Epoch[4] Batch [22100-22150]	Speed: 219.25 samples/sec	accuracy=0.884219
+2020-04-08 18:53:26,234 Epoch[4] Batch [22150-22200]	Speed: 218.98 samples/sec	accuracy=0.875781
+2020-04-08 18:53:55,545 Epoch[4] Batch [22200-22250]	Speed: 218.35 samples/sec	accuracy=0.888437
+2020-04-08 18:54:24,793 Epoch[4] Batch [22250-22300]	Speed: 218.83 samples/sec	accuracy=0.883594
+2020-04-08 18:54:54,213 Epoch[4] Batch [22300-22350]	Speed: 217.54 samples/sec	accuracy=0.895312
+2020-04-08 18:55:23,409 Epoch[4] Batch [22350-22400]	Speed: 219.21 samples/sec	accuracy=0.884844
+2020-04-08 18:55:52,834 Epoch[4] Batch [22400-22450]	Speed: 217.51 samples/sec	accuracy=0.885781
+2020-04-08 18:56:22,238 Epoch[4] Batch [22450-22500]	Speed: 217.66 samples/sec	accuracy=0.896250
+2020-04-08 18:56:51,445 Epoch[4] Batch [22500-22550]	Speed: 219.12 samples/sec	accuracy=0.889062
+2020-04-08 18:57:20,841 Epoch[4] Batch [22550-22600]	Speed: 217.72 samples/sec	accuracy=0.880000
+2020-04-08 18:57:50,074 Epoch[4] Batch [22600-22650]	Speed: 218.93 samples/sec	accuracy=0.882344
+2020-04-08 18:58:19,263 Epoch[4] Batch [22650-22700]	Speed: 219.26 samples/sec	accuracy=0.885469
+2020-04-08 18:58:48,465 Epoch[4] Batch [22700-22750]	Speed: 219.17 samples/sec	accuracy=0.892813
+2020-04-08 18:59:17,911 Epoch[4] Batch [22750-22800]	Speed: 217.35 samples/sec	accuracy=0.895312
+2020-04-08 18:59:47,207 Epoch[4] Batch [22800-22850]	Speed: 218.46 samples/sec	accuracy=0.890625
+2020-04-08 19:00:16,435 Epoch[4] Batch [22850-22900]	Speed: 218.97 samples/sec	accuracy=0.890469
+2020-04-08 19:00:45,678 Epoch[4] Batch [22900-22950]	Speed: 218.85 samples/sec	accuracy=0.894844
+2020-04-08 19:01:15,042 Epoch[4] Batch [22950-23000]	Speed: 217.96 samples/sec	accuracy=0.893281
+2020-04-08 19:01:44,161 Epoch[4] Batch [23000-23050]	Speed: 219.79 samples/sec	accuracy=0.882031
+2020-04-08 19:02:13,378 Epoch[4] Batch [23050-23100]	Speed: 219.05 samples/sec	accuracy=0.892656
+2020-04-08 19:02:43,047 Epoch[4] Batch [23100-23150]	Speed: 215.71 samples/sec	accuracy=0.888906
+2020-04-08 19:03:12,281 Epoch[4] Batch [23150-23200]	Speed: 218.93 samples/sec	accuracy=0.887813
+2020-04-08 19:03:41,358 Epoch[4] Batch [23200-23250]	Speed: 220.11 samples/sec	accuracy=0.893125
+2020-04-08 19:04:11,033 Epoch[4] Batch [23250-23300]	Speed: 215.67 samples/sec	accuracy=0.879844
+2020-04-08 19:04:40,310 Epoch[4] Batch [23300-23350]	Speed: 218.60 samples/sec	accuracy=0.880156
+2020-04-08 19:05:09,755 Epoch[4] Batch [23350-23400]	Speed: 217.35 samples/sec	accuracy=0.884219
+2020-04-08 19:05:39,089 Epoch[4] Batch [23400-23450]	Speed: 218.18 samples/sec	accuracy=0.889531
+2020-04-08 19:06:08,313 Epoch[4] Batch [23450-23500]	Speed: 219.00 samples/sec	accuracy=0.884219
+2020-04-08 19:06:37,371 Epoch[4] Batch [23500-23550]	Speed: 220.25 samples/sec	accuracy=0.887031
+2020-04-08 19:07:06,635 Epoch[4] Batch [23550-23600]	Speed: 218.70 samples/sec	accuracy=0.891094
+2020-04-08 19:07:36,276 Epoch[4] Batch [23600-23650]	Speed: 215.93 samples/sec	accuracy=0.888594
+2020-04-08 19:08:05,709 Epoch[4] Batch [23650-23700]	Speed: 217.44 samples/sec	accuracy=0.891563
+2020-04-08 19:08:35,024 Epoch[4] Batch [23700-23750]	Speed: 218.32 samples/sec	accuracy=0.889844
+2020-04-08 19:09:04,264 Epoch[4] Batch [23750-23800]	Speed: 218.88 samples/sec	accuracy=0.896875
+2020-04-08 19:09:33,537 Epoch[4] Batch [23800-23850]	Speed: 218.64 samples/sec	accuracy=0.885781
+2020-04-08 19:10:02,911 Epoch[4] Batch [23850-23900]	Speed: 217.88 samples/sec	accuracy=0.884844
+2020-04-08 19:10:32,354 Epoch[4] Batch [23900-23950]	Speed: 217.37 samples/sec	accuracy=0.885469
+2020-04-08 19:11:01,719 Epoch[4] Batch [23950-24000]	Speed: 217.95 samples/sec	accuracy=0.879531
+2020-04-08 19:11:30,906 Epoch[4] Batch [24000-24050]	Speed: 219.27 samples/sec	accuracy=0.885156
+2020-04-08 19:12:00,339 Epoch[4] Batch [24050-24100]	Speed: 217.45 samples/sec	accuracy=0.887656
+2020-04-08 19:12:29,549 Epoch[4] Batch [24100-24150]	Speed: 219.10 samples/sec	accuracy=0.887969
+2020-04-08 19:12:58,756 Epoch[4] Batch [24150-24200]	Speed: 219.13 samples/sec	accuracy=0.894687
+2020-04-08 19:13:28,167 Epoch[4] Batch [24200-24250]	Speed: 217.61 samples/sec	accuracy=0.883906
+2020-04-08 19:13:57,549 Epoch[4] Batch [24250-24300]	Speed: 217.82 samples/sec	accuracy=0.885000
+2020-04-08 19:14:26,722 Epoch[4] Batch [24300-24350]	Speed: 219.38 samples/sec	accuracy=0.887813
+2020-04-08 19:14:55,984 Epoch[4] Batch [24350-24400]	Speed: 218.72 samples/sec	accuracy=0.889219
+2020-04-08 19:15:25,521 Epoch[4] Batch [24400-24450]	Speed: 216.67 samples/sec	accuracy=0.888437
+2020-04-08 19:15:54,757 Epoch[4] Batch [24450-24500]	Speed: 218.91 samples/sec	accuracy=0.880000
+2020-04-08 19:16:24,053 Epoch[4] Batch [24500-24550]	Speed: 218.47 samples/sec	accuracy=0.896719
+2020-04-08 19:16:53,318 Epoch[4] Batch [24550-24600]	Speed: 218.69 samples/sec	accuracy=0.884531
+2020-04-08 19:17:22,916 Epoch[4] Batch [24600-24650]	Speed: 216.23 samples/sec	accuracy=0.882031
+2020-04-08 19:17:52,449 Epoch[4] Batch [24650-24700]	Speed: 216.71 samples/sec	accuracy=0.883750
+2020-04-08 19:18:21,764 Epoch[4] Batch [24700-24750]	Speed: 218.32 samples/sec	accuracy=0.882188
+2020-04-08 19:18:51,037 Epoch[4] Batch [24750-24800]	Speed: 218.64 samples/sec	accuracy=0.886406
+2020-04-08 19:19:20,478 Epoch[4] Batch [24800-24850]	Speed: 217.38 samples/sec	accuracy=0.888281
+2020-04-08 19:19:49,852 Epoch[4] Batch [24850-24900]	Speed: 217.88 samples/sec	accuracy=0.878906
+2020-04-08 19:20:18,986 Epoch[4] Batch [24900-24950]	Speed: 219.68 samples/sec	accuracy=0.881406
+2020-04-08 19:20:48,265 Epoch[4] Batch [24950-25000]	Speed: 218.59 samples/sec	accuracy=0.880000
+2020-04-08 19:21:17,520 Epoch[4] Batch [25000-25050]	Speed: 218.77 samples/sec	accuracy=0.875938
+2020-04-08 19:21:47,042 Epoch[4] Batch [25050-25100]	Speed: 216.79 samples/sec	accuracy=0.898594
+2020-04-08 19:22:16,452 Epoch[4] Batch [25100-25150]	Speed: 217.61 samples/sec	accuracy=0.886719
+2020-04-08 19:22:45,995 Epoch[4] Batch [25150-25200]	Speed: 216.64 samples/sec	accuracy=0.885938
+2020-04-08 19:23:15,273 Epoch[4] Batch [25200-25250]	Speed: 218.59 samples/sec	accuracy=0.893594
+2020-04-08 19:23:44,790 Epoch[4] Batch [25250-25300]	Speed: 216.83 samples/sec	accuracy=0.888437
+2020-04-08 19:24:14,304 Epoch[4] Batch [25300-25350]	Speed: 216.84 samples/sec	accuracy=0.883906
+2020-04-08 19:24:43,558 Epoch[4] Batch [25350-25400]	Speed: 218.78 samples/sec	accuracy=0.890625
+2020-04-08 19:25:12,865 Epoch[4] Batch [25400-25450]	Speed: 218.38 samples/sec	accuracy=0.894062
+2020-04-08 19:25:42,054 Epoch[4] Batch [25450-25500]	Speed: 219.26 samples/sec	accuracy=0.890625
+2020-04-08 19:26:11,663 Epoch[4] Batch [25500-25550]	Speed: 216.16 samples/sec	accuracy=0.887344
+2020-04-08 19:26:41,003 Epoch[4] Batch [25550-25600]	Speed: 218.13 samples/sec	accuracy=0.888906
+2020-04-08 19:27:10,416 Epoch[4] Batch [25600-25650]	Speed: 217.59 samples/sec	accuracy=0.887188
+2020-04-08 19:27:39,553 Epoch[4] Batch [25650-25700]	Speed: 219.65 samples/sec	accuracy=0.884062
+2020-04-08 19:28:08,851 Epoch[4] Batch [25700-25750]	Speed: 218.45 samples/sec	accuracy=0.892188
+2020-04-08 19:28:38,229 Epoch[4] Batch [25750-25800]	Speed: 217.85 samples/sec	accuracy=0.882969
+2020-04-08 19:29:07,800 Epoch[4] Batch [25800-25850]	Speed: 216.42 samples/sec	accuracy=0.892188
+2020-04-08 19:29:37,199 Epoch[4] Batch [25850-25900]	Speed: 217.70 samples/sec	accuracy=0.890000
+2020-04-08 19:30:06,797 Epoch[4] Batch [25900-25950]	Speed: 216.23 samples/sec	accuracy=0.891875
+2020-04-08 19:30:35,967 Epoch[4] Batch [25950-26000]	Speed: 219.40 samples/sec	accuracy=0.886094
+2020-04-08 19:31:05,933 Epoch[4] Batch [26000-26050]	Speed: 213.58 samples/sec	accuracy=0.890156
+2020-04-08 19:31:35,096 Epoch[4] Batch [26050-26100]	Speed: 219.46 samples/sec	accuracy=0.888594
+2020-04-08 19:32:04,231 Epoch[4] Batch [26100-26150]	Speed: 219.66 samples/sec	accuracy=0.880156
+2020-04-08 19:32:33,651 Epoch[4] Batch [26150-26200]	Speed: 217.55 samples/sec	accuracy=0.893750
+2020-04-08 19:33:03,081 Epoch[4] Batch [26200-26250]	Speed: 217.46 samples/sec	accuracy=0.880000
+2020-04-08 19:33:32,469 Epoch[4] Batch [26250-26300]	Speed: 217.78 samples/sec	accuracy=0.891250
+2020-04-08 19:34:01,833 Epoch[4] Batch [26300-26350]	Speed: 217.96 samples/sec	accuracy=0.887188
+2020-04-08 19:34:31,091 Epoch[4] Batch [26350-26400]	Speed: 218.74 samples/sec	accuracy=0.890938
+2020-04-08 19:35:00,339 Epoch[4] Batch [26400-26450]	Speed: 218.82 samples/sec	accuracy=0.883125
+2020-04-08 19:35:29,557 Epoch[4] Batch [26450-26500]	Speed: 219.04 samples/sec	accuracy=0.882344
+2020-04-08 19:35:58,837 Epoch[4] Batch [26500-26550]	Speed: 218.58 samples/sec	accuracy=0.885469
+2020-04-08 19:36:28,187 Epoch[4] Batch [26550-26600]	Speed: 218.06 samples/sec	accuracy=0.895469
+2020-04-08 19:36:57,454 Epoch[4] Batch [26600-26650]	Speed: 218.68 samples/sec	accuracy=0.883906
+2020-04-08 19:37:26,933 Epoch[4] Batch [26650-26700]	Speed: 217.10 samples/sec	accuracy=0.888750
+2020-04-08 19:37:56,056 Epoch[4] Batch [26700-26750]	Speed: 219.76 samples/sec	accuracy=0.891719
+2020-04-08 19:38:25,360 Epoch[4] Batch [26750-26800]	Speed: 218.40 samples/sec	accuracy=0.881250
+2020-04-08 19:38:54,559 Epoch[4] Batch [26800-26850]	Speed: 219.18 samples/sec	accuracy=0.883281
+2020-04-08 19:39:24,224 Epoch[4] Batch [26850-26900]	Speed: 215.75 samples/sec	accuracy=0.881250
+2020-04-08 19:39:53,588 Epoch[4] Batch [26900-26950]	Speed: 217.95 samples/sec	accuracy=0.880469
+2020-04-08 19:40:23,435 Epoch[4] Batch [26950-27000]	Speed: 214.43 samples/sec	accuracy=0.892969
+2020-04-08 19:40:52,797 Epoch[4] Batch [27000-27050]	Speed: 217.97 samples/sec	accuracy=0.890625
+2020-04-08 19:41:22,279 Epoch[4] Batch [27050-27100]	Speed: 217.08 samples/sec	accuracy=0.890312
+2020-04-08 19:41:51,559 Epoch[4] Batch [27100-27150]	Speed: 218.58 samples/sec	accuracy=0.891719
+2020-04-08 19:42:21,049 Epoch[4] Batch [27150-27200]	Speed: 217.02 samples/sec	accuracy=0.889219
+2020-04-08 19:42:50,629 Epoch[4] Batch [27200-27250]	Speed: 216.37 samples/sec	accuracy=0.883906
+2020-04-08 19:43:19,777 Epoch[4] Batch [27250-27300]	Speed: 219.57 samples/sec	accuracy=0.891563
+2020-04-08 19:43:49,028 Epoch[4] Batch [27300-27350]	Speed: 218.80 samples/sec	accuracy=0.889687
+2020-04-08 19:44:18,433 Epoch[4] Batch [27350-27400]	Speed: 217.66 samples/sec	accuracy=0.891094
+2020-04-08 19:44:47,760 Epoch[4] Batch [27400-27450]	Speed: 218.23 samples/sec	accuracy=0.880000
+2020-04-08 19:45:17,156 Epoch[4] Batch [27450-27500]	Speed: 217.72 samples/sec	accuracy=0.896719
+2020-04-08 19:45:46,430 Epoch[4] Batch [27500-27550]	Speed: 218.63 samples/sec	accuracy=0.885469
+2020-04-08 19:46:15,795 Epoch[4] Batch [27550-27600]	Speed: 217.94 samples/sec	accuracy=0.890312
+2020-04-08 19:46:45,632 Epoch[4] Batch [27600-27650]	Speed: 214.50 samples/sec	accuracy=0.890156
+2020-04-08 19:47:14,878 Epoch[4] Batch [27650-27700]	Speed: 218.83 samples/sec	accuracy=0.894687
+2020-04-08 19:47:44,642 Epoch[4] Batch [27700-27750]	Speed: 215.03 samples/sec	accuracy=0.892344
+2020-04-08 19:48:14,162 Epoch[4] Batch [27750-27800]	Speed: 216.80 samples/sec	accuracy=0.891250
+2020-04-08 19:48:43,430 Epoch[4] Batch [27800-27850]	Speed: 218.67 samples/sec	accuracy=0.886875
+2020-04-08 19:49:12,662 Epoch[4] Batch [27850-27900]	Speed: 218.94 samples/sec	accuracy=0.889062
+2020-04-08 19:49:41,981 Epoch[4] Batch [27900-27950]	Speed: 218.30 samples/sec	accuracy=0.882500
+2020-04-08 19:50:11,198 Epoch[4] Batch [27950-28000]	Speed: 219.05 samples/sec	accuracy=0.898281
+2020-04-08 19:50:40,364 Epoch[4] Batch [28000-28050]	Speed: 219.43 samples/sec	accuracy=0.890781
+2020-04-08 19:51:09,705 Epoch[4] Batch [28050-28100]	Speed: 218.13 samples/sec	accuracy=0.888125
+2020-04-08 19:51:39,041 Epoch[4] Batch [28100-28150]	Speed: 218.17 samples/sec	accuracy=0.886563
+2020-04-08 19:52:08,286 Epoch[4] Batch [28150-28200]	Speed: 218.84 samples/sec	accuracy=0.880781
+2020-04-08 19:52:30,837 Epoch[4] Train-accuracy=0.884568
+2020-04-08 19:52:30,837 Epoch[4] Time cost=17409.407
+2020-04-08 19:52:30,876 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0005.params"
+2020-04-08 20:21:21,785 Epoch[4] Validation-accuracy=0.952304
+2020-04-08 20:21:58,914 Epoch[5] Batch [0-50]	Speed: 219.25 samples/sec	accuracy=0.888787
+2020-04-08 20:22:28,132 Epoch[5] Batch [50-100]	Speed: 219.05 samples/sec	accuracy=0.883750
+2020-04-08 20:22:57,329 Epoch[5] Batch [100-150]	Speed: 219.20 samples/sec	accuracy=0.890312
+2020-04-08 20:23:26,369 Epoch[5] Batch [150-200]	Speed: 220.38 samples/sec	accuracy=0.888594
+2020-04-08 20:23:55,491 Epoch[5] Batch [200-250]	Speed: 219.77 samples/sec	accuracy=0.894375
+2020-04-08 20:24:24,688 Epoch[5] Batch [250-300]	Speed: 219.20 samples/sec	accuracy=0.890000
+2020-04-08 20:24:53,864 Epoch[5] Batch [300-350]	Speed: 219.36 samples/sec	accuracy=0.885469
+2020-04-08 20:25:23,033 Epoch[5] Batch [350-400]	Speed: 219.41 samples/sec	accuracy=0.887656
+2020-04-08 20:25:52,641 Epoch[5] Batch [400-450]	Speed: 216.16 samples/sec	accuracy=0.889062
+2020-04-08 20:26:21,745 Epoch[5] Batch [450-500]	Speed: 219.90 samples/sec	accuracy=0.894531
+2020-04-08 20:26:51,060 Epoch[5] Batch [500-550]	Speed: 218.32 samples/sec	accuracy=0.884531
+2020-04-08 20:27:20,357 Epoch[5] Batch [550-600]	Speed: 218.45 samples/sec	accuracy=0.884219
+2020-04-08 20:27:49,623 Epoch[5] Batch [600-650]	Speed: 218.69 samples/sec	accuracy=0.887969
+2020-04-08 20:28:18,896 Epoch[5] Batch [650-700]	Speed: 218.63 samples/sec	accuracy=0.884375
+2020-04-08 20:28:48,191 Epoch[5] Batch [700-750]	Speed: 218.47 samples/sec	accuracy=0.888125
+2020-04-08 20:29:17,526 Epoch[5] Batch [750-800]	Speed: 218.17 samples/sec	accuracy=0.900625
+2020-04-08 20:29:46,673 Epoch[5] Batch [800-850]	Speed: 219.58 samples/sec	accuracy=0.880781
+2020-04-08 20:30:15,971 Epoch[5] Batch [850-900]	Speed: 218.44 samples/sec	accuracy=0.895312
+2020-04-08 20:30:45,114 Epoch[5] Batch [900-950]	Speed: 219.61 samples/sec	accuracy=0.901406
+2020-04-08 20:31:14,681 Epoch[5] Batch [950-1000]	Speed: 216.46 samples/sec	accuracy=0.888906
+2020-04-08 20:31:44,132 Epoch[5] Batch [1000-1050]	Speed: 217.31 samples/sec	accuracy=0.877500
+2020-04-08 20:32:13,630 Epoch[5] Batch [1050-1100]	Speed: 216.97 samples/sec	accuracy=0.901250
+2020-04-08 20:32:43,109 Epoch[5] Batch [1100-1150]	Speed: 217.11 samples/sec	accuracy=0.890000
+2020-04-08 20:33:12,504 Epoch[5] Batch [1150-1200]	Speed: 217.73 samples/sec	accuracy=0.892188
+2020-04-08 20:33:41,958 Epoch[5] Batch [1200-1250]	Speed: 217.29 samples/sec	accuracy=0.887031
+2020-04-08 20:34:11,309 Epoch[5] Batch [1250-1300]	Speed: 218.06 samples/sec	accuracy=0.882344
+2020-04-08 20:34:40,983 Epoch[5] Batch [1300-1350]	Speed: 215.67 samples/sec	accuracy=0.890938
+2020-04-08 20:35:10,160 Epoch[5] Batch [1350-1400]	Speed: 219.35 samples/sec	accuracy=0.885938
+2020-04-08 20:35:39,622 Epoch[5] Batch [1400-1450]	Speed: 217.23 samples/sec	accuracy=0.888906
+2020-04-08 20:36:08,702 Epoch[5] Batch [1450-1500]	Speed: 220.08 samples/sec	accuracy=0.888281
+2020-04-08 20:36:37,927 Epoch[5] Batch [1500-1550]	Speed: 218.99 samples/sec	accuracy=0.889375
+2020-04-08 20:37:07,436 Epoch[5] Batch [1550-1600]	Speed: 216.88 samples/sec	accuracy=0.885312
+2020-04-08 20:37:36,664 Epoch[5] Batch [1600-1650]	Speed: 218.97 samples/sec	accuracy=0.886563
+2020-04-08 20:38:06,071 Epoch[5] Batch [1650-1700]	Speed: 217.64 samples/sec	accuracy=0.892656
+2020-04-08 20:38:35,615 Epoch[5] Batch [1700-1750]	Speed: 216.62 samples/sec	accuracy=0.882812
+2020-04-08 20:39:04,820 Epoch[5] Batch [1750-1800]	Speed: 219.15 samples/sec	accuracy=0.890938
+2020-04-08 20:39:34,197 Epoch[5] Batch [1800-1850]	Speed: 217.86 samples/sec	accuracy=0.889531
+2020-04-08 20:40:03,470 Epoch[5] Batch [1850-1900]	Speed: 218.64 samples/sec	accuracy=0.886406
+2020-04-08 20:40:32,717 Epoch[5] Batch [1900-1950]	Speed: 218.82 samples/sec	accuracy=0.890625
+2020-04-08 20:41:01,993 Epoch[5] Batch [1950-2000]	Speed: 218.62 samples/sec	accuracy=0.887344
+2020-04-08 20:41:31,575 Epoch[5] Batch [2000-2050]	Speed: 216.34 samples/sec	accuracy=0.892656
+2020-04-08 20:42:00,752 Epoch[5] Batch [2050-2100]	Speed: 219.36 samples/sec	accuracy=0.887031
+2020-04-08 20:42:29,935 Epoch[5] Batch [2100-2150]	Speed: 219.31 samples/sec	accuracy=0.893750
+2020-04-08 20:42:59,225 Epoch[5] Batch [2150-2200]	Speed: 218.51 samples/sec	accuracy=0.891719
+2020-04-08 20:43:28,613 Epoch[5] Batch [2200-2250]	Speed: 217.78 samples/sec	accuracy=0.900312
+2020-04-08 20:43:57,872 Epoch[5] Batch [2250-2300]	Speed: 218.74 samples/sec	accuracy=0.889375
+2020-04-08 20:44:27,185 Epoch[5] Batch [2300-2350]	Speed: 218.33 samples/sec	accuracy=0.892188
+2020-04-08 20:44:56,667 Epoch[5] Batch [2350-2400]	Speed: 217.08 samples/sec	accuracy=0.890156
+2020-04-08 20:45:26,088 Epoch[5] Batch [2400-2450]	Speed: 217.54 samples/sec	accuracy=0.889062
+2020-04-08 20:45:55,178 Epoch[5] Batch [2450-2500]	Speed: 220.00 samples/sec	accuracy=0.897813
+2020-04-08 20:46:24,452 Epoch[5] Batch [2500-2550]	Speed: 218.63 samples/sec	accuracy=0.887813
+2020-04-08 20:46:53,830 Epoch[5] Batch [2550-2600]	Speed: 217.85 samples/sec	accuracy=0.891094
+2020-04-08 20:47:23,215 Epoch[5] Batch [2600-2650]	Speed: 217.80 samples/sec	accuracy=0.893906
+2020-04-08 20:47:52,593 Epoch[5] Batch [2650-2700]	Speed: 217.85 samples/sec	accuracy=0.888281
+2020-04-08 20:48:21,754 Epoch[5] Batch [2700-2750]	Speed: 219.47 samples/sec	accuracy=0.888125
+2020-04-08 20:48:51,360 Epoch[5] Batch [2750-2800]	Speed: 216.17 samples/sec	accuracy=0.886406
+2020-04-08 20:49:20,568 Epoch[5] Batch [2800-2850]	Speed: 219.13 samples/sec	accuracy=0.895156
+2020-04-08 20:49:50,420 Epoch[5] Batch [2850-2900]	Speed: 214.39 samples/sec	accuracy=0.886875
+2020-04-08 20:50:19,617 Epoch[5] Batch [2900-2950]	Speed: 219.21 samples/sec	accuracy=0.894531
+2020-04-08 20:50:48,782 Epoch[5] Batch [2950-3000]	Speed: 219.44 samples/sec	accuracy=0.885625
+2020-04-08 20:51:17,938 Epoch[5] Batch [3000-3050]	Speed: 219.52 samples/sec	accuracy=0.892656
+2020-04-08 20:51:47,254 Epoch[5] Batch [3050-3100]	Speed: 218.31 samples/sec	accuracy=0.890000
+2020-04-08 20:52:17,028 Epoch[5] Batch [3100-3150]	Speed: 214.96 samples/sec	accuracy=0.884062
+2020-04-08 20:52:46,206 Epoch[5] Batch [3150-3200]	Speed: 219.35 samples/sec	accuracy=0.890625
+2020-04-08 20:53:15,398 Epoch[5] Batch [3200-3250]	Speed: 219.24 samples/sec	accuracy=0.889062
+2020-04-08 20:53:44,716 Epoch[5] Batch [3250-3300]	Speed: 218.30 samples/sec	accuracy=0.900156
+2020-04-08 20:54:13,924 Epoch[5] Batch [3300-3350]	Speed: 219.12 samples/sec	accuracy=0.889687
+2020-04-08 20:54:43,238 Epoch[5] Batch [3350-3400]	Speed: 218.33 samples/sec	accuracy=0.888281
+2020-04-08 20:55:12,808 Epoch[5] Batch [3400-3450]	Speed: 216.44 samples/sec	accuracy=0.890312
+2020-04-08 20:55:42,150 Epoch[5] Batch [3450-3500]	Speed: 218.12 samples/sec	accuracy=0.893594
+2020-04-08 20:56:11,547 Epoch[5] Batch [3500-3550]	Speed: 217.71 samples/sec	accuracy=0.891719
+2020-04-08 20:56:41,063 Epoch[5] Batch [3550-3600]	Speed: 216.83 samples/sec	accuracy=0.887500
+2020-04-08 20:57:10,294 Epoch[5] Batch [3600-3650]	Speed: 218.95 samples/sec	accuracy=0.885312
+2020-04-08 20:57:39,585 Epoch[5] Batch [3650-3700]	Speed: 218.49 samples/sec	accuracy=0.885312
+2020-04-08 20:58:09,046 Epoch[5] Batch [3700-3750]	Speed: 217.24 samples/sec	accuracy=0.894844
+2020-04-08 20:58:38,623 Epoch[5] Batch [3750-3800]	Speed: 216.38 samples/sec	accuracy=0.887969
+2020-04-08 20:59:08,161 Epoch[5] Batch [3800-3850]	Speed: 216.67 samples/sec	accuracy=0.891719
+2020-04-08 20:59:37,351 Epoch[5] Batch [3850-3900]	Speed: 219.26 samples/sec	accuracy=0.896406
+2020-04-08 21:00:06,616 Epoch[5] Batch [3900-3950]	Speed: 218.69 samples/sec	accuracy=0.890781
+2020-04-08 21:00:35,881 Epoch[5] Batch [3950-4000]	Speed: 218.70 samples/sec	accuracy=0.891094
+2020-04-08 21:01:05,432 Epoch[5] Batch [4000-4050]	Speed: 216.57 samples/sec	accuracy=0.887813
+2020-04-08 21:01:35,093 Epoch[5] Batch [4050-4100]	Speed: 215.78 samples/sec	accuracy=0.890000
+2020-04-08 21:02:04,453 Epoch[5] Batch [4100-4150]	Speed: 217.98 samples/sec	accuracy=0.887969
+2020-04-08 21:02:33,419 Epoch[5] Batch [4150-4200]	Speed: 220.95 samples/sec	accuracy=0.892656
+2020-04-08 21:03:02,918 Epoch[5] Batch [4200-4250]	Speed: 216.95 samples/sec	accuracy=0.886250
+2020-04-08 21:03:31,947 Epoch[5] Batch [4250-4300]	Speed: 220.47 samples/sec	accuracy=0.893125
+2020-04-08 21:04:01,303 Epoch[5] Batch [4300-4350]	Speed: 218.02 samples/sec	accuracy=0.884844
+2020-04-08 21:04:30,527 Epoch[5] Batch [4350-4400]	Speed: 219.00 samples/sec	accuracy=0.882344
+2020-04-08 21:05:00,099 Epoch[5] Batch [4400-4450]	Speed: 216.42 samples/sec	accuracy=0.885781
+2020-04-08 21:05:29,280 Epoch[5] Batch [4450-4500]	Speed: 219.32 samples/sec	accuracy=0.891875
+2020-04-08 21:05:58,555 Epoch[5] Batch [4500-4550]	Speed: 218.62 samples/sec	accuracy=0.897188
+2020-04-08 21:06:27,820 Epoch[5] Batch [4550-4600]	Speed: 218.69 samples/sec	accuracy=0.888594
+2020-04-08 21:06:57,111 Epoch[5] Batch [4600-4650]	Speed: 218.50 samples/sec	accuracy=0.896563
+2020-04-08 21:07:26,277 Epoch[5] Batch [4650-4700]	Speed: 219.43 samples/sec	accuracy=0.887813
+2020-04-08 21:07:55,817 Epoch[5] Batch [4700-4750]	Speed: 216.66 samples/sec	accuracy=0.890781
+2020-04-08 21:08:25,369 Epoch[5] Batch [4750-4800]	Speed: 216.57 samples/sec	accuracy=0.887031
+2020-04-08 21:08:54,301 Epoch[5] Batch [4800-4850]	Speed: 221.21 samples/sec	accuracy=0.885781
+2020-04-08 21:09:23,517 Epoch[5] Batch [4850-4900]	Speed: 219.06 samples/sec	accuracy=0.893125
+2020-04-08 21:09:52,804 Epoch[5] Batch [4900-4950]	Speed: 218.53 samples/sec	accuracy=0.890625
+2020-04-08 21:10:21,834 Epoch[5] Batch [4950-5000]	Speed: 220.46 samples/sec	accuracy=0.890938
+2020-04-08 21:10:50,977 Epoch[5] Batch [5000-5050]	Speed: 219.61 samples/sec	accuracy=0.893125
+2020-04-08 21:11:20,227 Epoch[5] Batch [5050-5100]	Speed: 218.80 samples/sec	accuracy=0.890312
+2020-04-08 21:11:49,629 Epoch[5] Batch [5100-5150]	Speed: 217.67 samples/sec	accuracy=0.895469
+2020-04-08 21:12:18,934 Epoch[5] Batch [5150-5200]	Speed: 218.39 samples/sec	accuracy=0.886250
+2020-04-08 21:12:48,169 Epoch[5] Batch [5200-5250]	Speed: 218.92 samples/sec	accuracy=0.896406
+2020-04-08 21:13:17,154 Epoch[5] Batch [5250-5300]	Speed: 220.80 samples/sec	accuracy=0.889531
+2020-04-08 21:13:46,631 Epoch[5] Batch [5300-5350]	Speed: 217.12 samples/sec	accuracy=0.891250
+2020-04-08 21:14:16,038 Epoch[5] Batch [5350-5400]	Speed: 217.64 samples/sec	accuracy=0.887188
+2020-04-08 21:14:45,220 Epoch[5] Batch [5400-5450]	Speed: 219.32 samples/sec	accuracy=0.894687
+2020-04-08 21:15:14,576 Epoch[5] Batch [5450-5500]	Speed: 218.01 samples/sec	accuracy=0.885938
+2020-04-08 21:15:43,910 Epoch[5] Batch [5500-5550]	Speed: 218.18 samples/sec	accuracy=0.884531
+2020-04-08 21:16:13,306 Epoch[5] Batch [5550-5600]	Speed: 217.72 samples/sec	accuracy=0.890625
+2020-04-08 21:16:42,588 Epoch[5] Batch [5600-5650]	Speed: 218.57 samples/sec	accuracy=0.887344
+2020-04-08 21:17:12,165 Epoch[5] Batch [5650-5700]	Speed: 216.38 samples/sec	accuracy=0.892344
+2020-04-08 21:17:41,236 Epoch[5] Batch [5700-5750]	Speed: 220.16 samples/sec	accuracy=0.887656
+2020-04-08 21:18:10,511 Epoch[5] Batch [5750-5800]	Speed: 218.61 samples/sec	accuracy=0.892344
+2020-04-08 21:18:39,701 Epoch[5] Batch [5800-5850]	Speed: 219.26 samples/sec	accuracy=0.895781
+2020-04-08 21:19:09,107 Epoch[5] Batch [5850-5900]	Speed: 217.64 samples/sec	accuracy=0.893750
+2020-04-08 21:19:38,725 Epoch[5] Batch [5900-5950]	Speed: 216.09 samples/sec	accuracy=0.894531
+2020-04-08 21:20:08,361 Epoch[5] Batch [5950-6000]	Speed: 215.96 samples/sec	accuracy=0.893594
+2020-04-08 21:20:37,637 Epoch[5] Batch [6000-6050]	Speed: 218.61 samples/sec	accuracy=0.896094
+2020-04-08 21:21:07,127 Epoch[5] Batch [6050-6100]	Speed: 217.03 samples/sec	accuracy=0.890781
+2020-04-08 21:21:36,566 Epoch[5] Batch [6100-6150]	Speed: 217.40 samples/sec	accuracy=0.889219
+2020-04-08 21:22:05,904 Epoch[5] Batch [6150-6200]	Speed: 218.15 samples/sec	accuracy=0.888437
+2020-04-08 21:22:35,300 Epoch[5] Batch [6200-6250]	Speed: 217.72 samples/sec	accuracy=0.888594
+2020-04-08 21:23:04,640 Epoch[5] Batch [6250-6300]	Speed: 218.14 samples/sec	accuracy=0.896406
+2020-04-08 21:23:34,106 Epoch[5] Batch [6300-6350]	Speed: 217.20 samples/sec	accuracy=0.889219
+2020-04-08 21:24:03,321 Epoch[5] Batch [6350-6400]	Speed: 219.06 samples/sec	accuracy=0.886406
+2020-04-08 21:24:32,690 Epoch[5] Batch [6400-6450]	Speed: 217.92 samples/sec	accuracy=0.891719
+2020-04-08 21:25:01,863 Epoch[5] Batch [6450-6500]	Speed: 219.38 samples/sec	accuracy=0.895938
+2020-04-08 21:25:31,226 Epoch[5] Batch [6500-6550]	Speed: 217.96 samples/sec	accuracy=0.888281
+2020-04-08 21:26:00,695 Epoch[5] Batch [6550-6600]	Speed: 217.18 samples/sec	accuracy=0.881406
+2020-04-08 21:26:30,205 Epoch[5] Batch [6600-6650]	Speed: 216.88 samples/sec	accuracy=0.894219
+2020-04-08 21:26:59,662 Epoch[5] Batch [6650-6700]	Speed: 217.27 samples/sec	accuracy=0.884687
+2020-04-08 21:27:28,850 Epoch[5] Batch [6700-6750]	Speed: 219.27 samples/sec	accuracy=0.894219
+2020-04-08 21:27:58,210 Epoch[5] Batch [6750-6800]	Speed: 217.98 samples/sec	accuracy=0.892500
+2020-04-08 21:28:27,312 Epoch[5] Batch [6800-6850]	Speed: 219.91 samples/sec	accuracy=0.879219
+2020-04-08 21:28:56,595 Epoch[5] Batch [6850-6900]	Speed: 218.56 samples/sec	accuracy=0.891094
+2020-04-08 21:29:26,182 Epoch[5] Batch [6900-6950]	Speed: 216.31 samples/sec	accuracy=0.892656
+2020-04-08 21:29:55,473 Epoch[5] Batch [6950-7000]	Speed: 218.49 samples/sec	accuracy=0.887344
+2020-04-08 21:30:24,724 Epoch[5] Batch [7000-7050]	Speed: 218.80 samples/sec	accuracy=0.894219
+2020-04-08 21:30:53,961 Epoch[5] Batch [7050-7100]	Speed: 218.90 samples/sec	accuracy=0.884844
+2020-04-08 21:31:23,282 Epoch[5] Batch [7100-7150]	Speed: 218.27 samples/sec	accuracy=0.883281
+2020-04-08 21:31:52,582 Epoch[5] Batch [7150-7200]	Speed: 218.43 samples/sec	accuracy=0.893750
+2020-04-08 21:32:21,889 Epoch[5] Batch [7200-7250]	Speed: 218.38 samples/sec	accuracy=0.895156
+2020-04-08 21:32:51,343 Epoch[5] Batch [7250-7300]	Speed: 217.29 samples/sec	accuracy=0.891563
+2020-04-08 21:33:20,899 Epoch[5] Batch [7300-7350]	Speed: 216.54 samples/sec	accuracy=0.884687
+2020-04-08 21:33:50,213 Epoch[5] Batch [7350-7400]	Speed: 218.32 samples/sec	accuracy=0.893437
+2020-04-08 21:34:19,424 Epoch[5] Batch [7400-7450]	Speed: 219.10 samples/sec	accuracy=0.891719
+2020-04-08 21:34:48,901 Epoch[5] Batch [7450-7500]	Speed: 217.12 samples/sec	accuracy=0.889375
+2020-04-08 21:35:18,091 Epoch[5] Batch [7500-7550]	Speed: 219.26 samples/sec	accuracy=0.890938
+2020-04-08 21:35:47,820 Epoch[5] Batch [7550-7600]	Speed: 215.28 samples/sec	accuracy=0.892344
+2020-04-08 21:36:16,870 Epoch[5] Batch [7600-7650]	Speed: 220.31 samples/sec	accuracy=0.890625
+2020-04-08 21:36:46,167 Epoch[5] Batch [7650-7700]	Speed: 218.46 samples/sec	accuracy=0.891094
+2020-04-08 21:37:15,603 Epoch[5] Batch [7700-7750]	Speed: 217.42 samples/sec	accuracy=0.893906
+2020-04-08 21:37:44,805 Epoch[5] Batch [7750-7800]	Speed: 219.17 samples/sec	accuracy=0.886563
+2020-04-08 21:38:14,036 Epoch[5] Batch [7800-7850]	Speed: 218.94 samples/sec	accuracy=0.887813
+2020-04-08 21:38:43,693 Epoch[5] Batch [7850-7900]	Speed: 215.80 samples/sec	accuracy=0.892188
+2020-04-08 21:39:12,861 Epoch[5] Batch [7900-7950]	Speed: 219.42 samples/sec	accuracy=0.891719
+2020-04-08 21:39:42,191 Epoch[5] Batch [7950-8000]	Speed: 218.21 samples/sec	accuracy=0.886719
+2020-04-08 21:40:11,434 Epoch[5] Batch [8000-8050]	Speed: 218.86 samples/sec	accuracy=0.888281
+2020-04-08 21:40:40,805 Epoch[5] Batch [8050-8100]	Speed: 217.91 samples/sec	accuracy=0.897656
+2020-04-08 21:41:09,967 Epoch[5] Batch [8100-8150]	Speed: 219.46 samples/sec	accuracy=0.894375
+2020-04-08 21:41:39,573 Epoch[5] Batch [8150-8200]	Speed: 216.17 samples/sec	accuracy=0.888594
+2020-04-08 21:42:08,778 Epoch[5] Batch [8200-8250]	Speed: 219.15 samples/sec	accuracy=0.888437
+2020-04-08 21:42:37,990 Epoch[5] Batch [8250-8300]	Speed: 219.08 samples/sec	accuracy=0.888906
+2020-04-08 21:43:07,073 Epoch[5] Batch [8300-8350]	Speed: 220.07 samples/sec	accuracy=0.894844
+2020-04-08 21:43:36,339 Epoch[5] Batch [8350-8400]	Speed: 218.68 samples/sec	accuracy=0.887031
+2020-04-08 21:44:05,739 Epoch[5] Batch [8400-8450]	Speed: 217.69 samples/sec	accuracy=0.892656
+2020-04-08 21:44:35,031 Epoch[5] Batch [8450-8500]	Speed: 218.49 samples/sec	accuracy=0.888594
+2020-04-08 21:45:04,229 Epoch[5] Batch [8500-8550]	Speed: 219.20 samples/sec	accuracy=0.895312
+2020-04-08 21:45:33,685 Epoch[5] Batch [8550-8600]	Speed: 217.28 samples/sec	accuracy=0.889844
+2020-04-08 21:46:03,276 Epoch[5] Batch [8600-8650]	Speed: 216.28 samples/sec	accuracy=0.886406
+2020-04-08 21:46:32,674 Epoch[5] Batch [8650-8700]	Speed: 217.70 samples/sec	accuracy=0.897188
+2020-04-08 21:47:02,167 Epoch[5] Batch [8700-8750]	Speed: 217.01 samples/sec	accuracy=0.891719
+2020-04-08 21:47:31,439 Epoch[5] Batch [8750-8800]	Speed: 218.64 samples/sec	accuracy=0.892344
+2020-04-08 21:48:01,104 Epoch[5] Batch [8800-8850]	Speed: 215.74 samples/sec	accuracy=0.884687
+2020-04-08 21:48:30,445 Epoch[5] Batch [8850-8900]	Speed: 218.13 samples/sec	accuracy=0.891875
+2020-04-08 21:48:59,566 Epoch[5] Batch [8900-8950]	Speed: 219.77 samples/sec	accuracy=0.886250
+2020-04-08 21:49:29,328 Epoch[5] Batch [8950-9000]	Speed: 215.04 samples/sec	accuracy=0.890469
+2020-04-08 21:49:58,905 Epoch[5] Batch [9000-9050]	Speed: 216.39 samples/sec	accuracy=0.900625
+2020-04-08 21:50:28,551 Epoch[5] Batch [9050-9100]	Speed: 215.88 samples/sec	accuracy=0.897188
+2020-04-08 21:50:57,828 Epoch[5] Batch [9100-9150]	Speed: 218.60 samples/sec	accuracy=0.889062
+2020-04-08 21:51:27,349 Epoch[5] Batch [9150-9200]	Speed: 216.80 samples/sec	accuracy=0.892188
+2020-04-08 21:51:56,644 Epoch[5] Batch [9200-9250]	Speed: 218.47 samples/sec	accuracy=0.891094
+2020-04-08 21:52:26,003 Epoch[5] Batch [9250-9300]	Speed: 217.99 samples/sec	accuracy=0.885781
+2020-04-08 21:52:55,905 Epoch[5] Batch [9300-9350]	Speed: 214.03 samples/sec	accuracy=0.889844
+2020-04-08 21:53:24,561 Epoch[5] Batch [9350-9400]	Speed: 223.34 samples/sec	accuracy=0.893125
+2020-04-08 21:53:51,862 Epoch[5] Batch [9400-9450]	Speed: 234.42 samples/sec	accuracy=0.887500
+2020-04-08 21:54:19,233 Epoch[5] Batch [9450-9500]	Speed: 233.82 samples/sec	accuracy=0.887969
+2020-04-08 21:54:46,638 Epoch[5] Batch [9500-9550]	Speed: 233.54 samples/sec	accuracy=0.886406
+2020-04-08 21:55:14,042 Epoch[5] Batch [9550-9600]	Speed: 233.55 samples/sec	accuracy=0.883906
+2020-04-08 21:55:41,351 Epoch[5] Batch [9600-9650]	Speed: 234.36 samples/sec	accuracy=0.882969
+2020-04-08 21:56:08,617 Epoch[5] Batch [9650-9700]	Speed: 234.73 samples/sec	accuracy=0.897500
+2020-04-08 21:56:35,904 Epoch[5] Batch [9700-9750]	Speed: 234.54 samples/sec	accuracy=0.892969
+2020-04-08 21:57:03,510 Epoch[5] Batch [9750-9800]	Speed: 231.84 samples/sec	accuracy=0.887813
+2020-04-08 21:57:30,797 Epoch[5] Batch [9800-9850]	Speed: 234.54 samples/sec	accuracy=0.883906
+2020-04-08 21:57:58,097 Epoch[5] Batch [9850-9900]	Speed: 234.43 samples/sec	accuracy=0.879844
+2020-04-08 21:58:25,479 Epoch[5] Batch [9900-9950]	Speed: 233.74 samples/sec	accuracy=0.894062
+2020-04-08 21:58:53,074 Epoch[5] Batch [9950-10000]	Speed: 231.93 samples/sec	accuracy=0.899844
+2020-04-08 21:59:20,352 Epoch[5] Batch [10000-10050]	Speed: 234.62 samples/sec	accuracy=0.887969
+2020-04-08 21:59:47,698 Epoch[5] Batch [10050-10100]	Speed: 234.04 samples/sec	accuracy=0.889844
+2020-04-08 22:00:15,000 Epoch[5] Batch [10100-10150]	Speed: 234.42 samples/sec	accuracy=0.894531
+2020-04-08 22:00:42,273 Epoch[5] Batch [10150-10200]	Speed: 234.67 samples/sec	accuracy=0.896406
+2020-04-08 22:01:09,702 Epoch[5] Batch [10200-10250]	Speed: 233.32 samples/sec	accuracy=0.892500
+2020-04-08 22:01:36,929 Epoch[5] Batch [10250-10300]	Speed: 235.06 samples/sec	accuracy=0.887656
+2020-04-08 22:02:04,085 Epoch[5] Batch [10300-10350]	Speed: 235.68 samples/sec	accuracy=0.883281
+2020-04-08 22:02:31,524 Epoch[5] Batch [10350-10400]	Speed: 233.24 samples/sec	accuracy=0.897344
+2020-04-08 22:02:58,750 Epoch[5] Batch [10400-10450]	Speed: 235.07 samples/sec	accuracy=0.890469
+2020-04-08 22:03:26,160 Epoch[5] Batch [10450-10500]	Speed: 233.49 samples/sec	accuracy=0.894531
+2020-04-08 22:03:53,311 Epoch[5] Batch [10500-10550]	Speed: 235.72 samples/sec	accuracy=0.894844
+2020-04-08 22:04:20,767 Epoch[5] Batch [10550-10600]	Speed: 233.10 samples/sec	accuracy=0.891719
+2020-04-08 22:04:48,165 Epoch[5] Batch [10600-10650]	Speed: 233.59 samples/sec	accuracy=0.896094
+2020-04-08 22:05:15,422 Epoch[5] Batch [10650-10700]	Speed: 234.81 samples/sec	accuracy=0.889219
+2020-04-08 22:05:42,821 Epoch[5] Batch [10700-10750]	Speed: 233.58 samples/sec	accuracy=0.899531
+2020-04-08 22:06:10,328 Epoch[5] Batch [10750-10800]	Speed: 232.67 samples/sec	accuracy=0.890469
+2020-04-08 22:06:37,728 Epoch[5] Batch [10800-10850]	Speed: 233.58 samples/sec	accuracy=0.891875
+2020-04-08 22:07:04,985 Epoch[5] Batch [10850-10900]	Speed: 234.80 samples/sec	accuracy=0.878906
+2020-04-08 22:07:32,339 Epoch[5] Batch [10900-10950]	Speed: 233.97 samples/sec	accuracy=0.889531
+2020-04-08 22:07:59,869 Epoch[5] Batch [10950-11000]	Speed: 232.48 samples/sec	accuracy=0.895625
+2020-04-08 22:08:27,358 Epoch[5] Batch [11000-11050]	Speed: 232.82 samples/sec	accuracy=0.887969
+2020-04-08 22:08:54,582 Epoch[5] Batch [11050-11100]	Speed: 235.09 samples/sec	accuracy=0.895156
+2020-04-08 22:09:21,956 Epoch[5] Batch [11100-11150]	Speed: 233.80 samples/sec	accuracy=0.887656
+2020-04-08 22:09:49,214 Epoch[5] Batch [11150-11200]	Speed: 234.80 samples/sec	accuracy=0.889062
+2020-04-08 22:10:16,453 Epoch[5] Batch [11200-11250]	Speed: 234.95 samples/sec	accuracy=0.884219
+2020-04-08 22:10:43,659 Epoch[5] Batch [11250-11300]	Speed: 235.24 samples/sec	accuracy=0.895781
+2020-04-08 22:11:10,992 Epoch[5] Batch [11300-11350]	Speed: 234.15 samples/sec	accuracy=0.888437
+2020-04-08 22:11:38,277 Epoch[5] Batch [11350-11400]	Speed: 234.56 samples/sec	accuracy=0.889531
+2020-04-08 22:12:05,635 Epoch[5] Batch [11400-11450]	Speed: 233.94 samples/sec	accuracy=0.888281
+2020-04-08 22:12:32,771 Epoch[5] Batch [11450-11500]	Speed: 235.85 samples/sec	accuracy=0.883125
+2020-04-08 22:13:00,144 Epoch[5] Batch [11500-11550]	Speed: 233.81 samples/sec	accuracy=0.891719
+2020-04-08 22:13:27,438 Epoch[5] Batch [11550-11600]	Speed: 234.48 samples/sec	accuracy=0.895000
+2020-04-08 22:13:54,877 Epoch[5] Batch [11600-11650]	Speed: 233.24 samples/sec	accuracy=0.884531
+2020-04-08 22:14:22,111 Epoch[5] Batch [11650-11700]	Speed: 235.01 samples/sec	accuracy=0.888594
+2020-04-08 22:14:49,313 Epoch[5] Batch [11700-11750]	Speed: 235.28 samples/sec	accuracy=0.895156
+2020-04-08 22:15:16,783 Epoch[5] Batch [11750-11800]	Speed: 232.98 samples/sec	accuracy=0.895156
+2020-04-08 22:15:43,994 Epoch[5] Batch [11800-11850]	Speed: 235.20 samples/sec	accuracy=0.888906
+2020-04-08 22:16:11,338 Epoch[5] Batch [11850-11900]	Speed: 234.06 samples/sec	accuracy=0.891875
+2020-04-08 22:16:38,724 Epoch[5] Batch [11900-11950]	Speed: 233.70 samples/sec	accuracy=0.890312
+2020-04-08 22:17:06,020 Epoch[5] Batch [11950-12000]	Speed: 234.47 samples/sec	accuracy=0.890312
+2020-04-08 22:17:33,365 Epoch[5] Batch [12000-12050]	Speed: 234.05 samples/sec	accuracy=0.887031
+2020-04-08 22:18:00,734 Epoch[5] Batch [12050-12100]	Speed: 233.84 samples/sec	accuracy=0.895000
+2020-04-08 22:18:28,007 Epoch[5] Batch [12100-12150]	Speed: 234.66 samples/sec	accuracy=0.894375
+2020-04-08 22:18:55,499 Epoch[5] Batch [12150-12200]	Speed: 232.80 samples/sec	accuracy=0.899844
+2020-04-08 22:19:23,239 Epoch[5] Batch [12200-12250]	Speed: 230.72 samples/sec	accuracy=0.900312
+2020-04-08 22:19:50,538 Epoch[5] Batch [12250-12300]	Speed: 234.43 samples/sec	accuracy=0.897188
+2020-04-08 22:20:17,974 Epoch[5] Batch [12300-12350]	Speed: 233.28 samples/sec	accuracy=0.890000
+2020-04-08 22:20:45,511 Epoch[5] Batch [12350-12400]	Speed: 232.41 samples/sec	accuracy=0.894375
+2020-04-08 22:21:12,898 Epoch[5] Batch [12400-12450]	Speed: 233.69 samples/sec	accuracy=0.885781
+2020-04-08 22:21:40,315 Epoch[5] Batch [12450-12500]	Speed: 233.43 samples/sec	accuracy=0.888906
+2020-04-08 22:22:07,460 Epoch[5] Batch [12500-12550]	Speed: 235.77 samples/sec	accuracy=0.884531
+2020-04-08 22:22:34,791 Epoch[5] Batch [12550-12600]	Speed: 234.17 samples/sec	accuracy=0.889375
+2020-04-08 22:23:02,079 Epoch[5] Batch [12600-12650]	Speed: 234.54 samples/sec	accuracy=0.893750
+2020-04-08 22:23:29,713 Epoch[5] Batch [12650-12700]	Speed: 231.60 samples/sec	accuracy=0.884062
+2020-04-08 22:23:57,205 Epoch[5] Batch [12700-12750]	Speed: 232.79 samples/sec	accuracy=0.891250
+2020-04-08 22:24:24,570 Epoch[5] Batch [12750-12800]	Speed: 233.88 samples/sec	accuracy=0.885625
+2020-04-08 22:24:51,714 Epoch[5] Batch [12800-12850]	Speed: 235.78 samples/sec	accuracy=0.890000
+2020-04-08 22:25:19,143 Epoch[5] Batch [12850-12900]	Speed: 233.33 samples/sec	accuracy=0.886563
+2020-04-08 22:25:46,283 Epoch[5] Batch [12900-12950]	Speed: 235.82 samples/sec	accuracy=0.890000
+2020-04-08 22:26:13,536 Epoch[5] Batch [12950-13000]	Speed: 234.83 samples/sec	accuracy=0.892500
+2020-04-08 22:26:41,029 Epoch[5] Batch [13000-13050]	Speed: 232.79 samples/sec	accuracy=0.884687
+2020-04-08 22:27:08,208 Epoch[5] Batch [13050-13100]	Speed: 235.48 samples/sec	accuracy=0.882812
+2020-04-08 22:27:37,539 Epoch[5] Batch [13100-13150]	Speed: 218.20 samples/sec	accuracy=0.893281
+2020-04-08 22:28:06,737 Epoch[5] Batch [13150-13200]	Speed: 219.20 samples/sec	accuracy=0.883281
+2020-04-08 22:28:36,038 Epoch[5] Batch [13200-13250]	Speed: 218.42 samples/sec	accuracy=0.885469
+2020-04-08 22:29:05,515 Epoch[5] Batch [13250-13300]	Speed: 217.12 samples/sec	accuracy=0.892656
+2020-04-08 22:29:34,714 Epoch[5] Batch [13300-13350]	Speed: 219.18 samples/sec	accuracy=0.890938
+2020-04-08 22:30:04,106 Epoch[5] Batch [13350-13400]	Speed: 217.75 samples/sec	accuracy=0.888281
+2020-04-08 22:30:33,305 Epoch[5] Batch [13400-13450]	Speed: 219.18 samples/sec	accuracy=0.887500
+2020-04-08 22:31:02,564 Epoch[5] Batch [13450-13500]	Speed: 218.74 samples/sec	accuracy=0.893281
+2020-04-08 22:31:31,698 Epoch[5] Batch [13500-13550]	Speed: 219.68 samples/sec	accuracy=0.892344
+2020-04-08 22:32:01,055 Epoch[5] Batch [13550-13600]	Speed: 218.00 samples/sec	accuracy=0.891406
+2020-04-08 22:32:30,168 Epoch[5] Batch [13600-13650]	Speed: 219.84 samples/sec	accuracy=0.890781
+2020-04-08 22:32:59,909 Epoch[5] Batch [13650-13700]	Speed: 215.20 samples/sec	accuracy=0.896406
+2020-04-08 22:33:29,061 Epoch[5] Batch [13700-13750]	Speed: 219.54 samples/sec	accuracy=0.892813
+2020-04-08 22:33:58,146 Epoch[5] Batch [13750-13800]	Speed: 220.05 samples/sec	accuracy=0.895781
+2020-04-08 22:34:27,490 Epoch[5] Batch [13800-13850]	Speed: 218.10 samples/sec	accuracy=0.888594
+2020-04-08 22:34:56,641 Epoch[5] Batch [13850-13900]	Speed: 219.55 samples/sec	accuracy=0.888906
+2020-04-08 22:35:26,009 Epoch[5] Batch [13900-13950]	Speed: 217.93 samples/sec	accuracy=0.890781
+2020-04-08 22:35:55,393 Epoch[5] Batch [13950-14000]	Speed: 217.80 samples/sec	accuracy=0.892500
+2020-04-08 22:36:24,615 Epoch[5] Batch [14000-14050]	Speed: 219.02 samples/sec	accuracy=0.890156
+2020-04-08 22:36:53,883 Epoch[5] Batch [14050-14100]	Speed: 218.67 samples/sec	accuracy=0.891719
+2020-04-08 22:37:23,013 Epoch[5] Batch [14100-14150]	Speed: 219.71 samples/sec	accuracy=0.892031
+2020-04-08 22:37:52,425 Epoch[5] Batch [14150-14200]	Speed: 217.59 samples/sec	accuracy=0.891250
+2020-04-08 22:38:21,431 Epoch[5] Batch [14200-14250]	Speed: 220.65 samples/sec	accuracy=0.889062
+2020-04-08 22:38:51,098 Epoch[5] Batch [14250-14300]	Speed: 215.72 samples/sec	accuracy=0.893906
+2020-04-08 22:39:20,324 Epoch[5] Batch [14300-14350]	Speed: 218.98 samples/sec	accuracy=0.891094
+2020-04-08 22:39:49,514 Epoch[5] Batch [14350-14400]	Speed: 219.26 samples/sec	accuracy=0.889375
+2020-04-08 22:40:18,651 Epoch[5] Batch [14400-14450]	Speed: 219.65 samples/sec	accuracy=0.895469
+2020-04-08 22:40:48,046 Epoch[5] Batch [14450-14500]	Speed: 217.73 samples/sec	accuracy=0.898125
+2020-04-08 22:41:17,405 Epoch[5] Batch [14500-14550]	Speed: 218.00 samples/sec	accuracy=0.887969
+2020-04-08 22:41:46,585 Epoch[5] Batch [14550-14600]	Speed: 219.33 samples/sec	accuracy=0.885156
+2020-04-08 22:42:15,891 Epoch[5] Batch [14600-14650]	Speed: 218.39 samples/sec	accuracy=0.888125
+2020-04-08 22:42:45,240 Epoch[5] Batch [14650-14700]	Speed: 218.07 samples/sec	accuracy=0.890625
+2020-04-08 22:43:14,460 Epoch[5] Batch [14700-14750]	Speed: 219.03 samples/sec	accuracy=0.890000
+2020-04-08 22:43:43,787 Epoch[5] Batch [14750-14800]	Speed: 218.23 samples/sec	accuracy=0.889687
+2020-04-08 22:44:13,119 Epoch[5] Batch [14800-14850]	Speed: 218.19 samples/sec	accuracy=0.892813
+2020-04-08 22:44:42,480 Epoch[5] Batch [14850-14900]	Speed: 217.98 samples/sec	accuracy=0.891406
+2020-04-08 22:45:12,138 Epoch[5] Batch [14900-14950]	Speed: 215.80 samples/sec	accuracy=0.900469
+2020-04-08 22:45:41,385 Epoch[5] Batch [14950-15000]	Speed: 218.82 samples/sec	accuracy=0.897344
+2020-04-08 22:46:10,562 Epoch[5] Batch [15000-15050]	Speed: 219.35 samples/sec	accuracy=0.893594
+2020-04-08 22:46:39,971 Epoch[5] Batch [15050-15100]	Speed: 217.62 samples/sec	accuracy=0.903750
+2020-04-08 22:47:09,555 Epoch[5] Batch [15100-15150]	Speed: 216.33 samples/sec	accuracy=0.898125
+2020-04-08 22:47:38,760 Epoch[5] Batch [15150-15200]	Speed: 219.15 samples/sec	accuracy=0.891406
+2020-04-08 22:48:08,015 Epoch[5] Batch [15200-15250]	Speed: 218.76 samples/sec	accuracy=0.888906
+2020-04-08 22:48:37,349 Epoch[5] Batch [15250-15300]	Speed: 218.18 samples/sec	accuracy=0.886719
+2020-04-08 22:49:06,520 Epoch[5] Batch [15300-15350]	Speed: 219.40 samples/sec	accuracy=0.897344
+2020-04-08 22:49:35,546 Epoch[5] Batch [15350-15400]	Speed: 220.49 samples/sec	accuracy=0.890469
+2020-04-08 22:50:04,960 Epoch[5] Batch [15400-15450]	Speed: 217.59 samples/sec	accuracy=0.897344
+2020-04-08 22:50:34,228 Epoch[5] Batch [15450-15500]	Speed: 218.67 samples/sec	accuracy=0.885781
+2020-04-08 22:51:03,502 Epoch[5] Batch [15500-15550]	Speed: 218.63 samples/sec	accuracy=0.890156
+2020-04-08 22:51:32,767 Epoch[5] Batch [15550-15600]	Speed: 218.69 samples/sec	accuracy=0.892813
+2020-04-08 22:52:02,230 Epoch[5] Batch [15600-15650]	Speed: 217.23 samples/sec	accuracy=0.892656
+2020-04-08 22:52:31,767 Epoch[5] Batch [15650-15700]	Speed: 216.67 samples/sec	accuracy=0.884844
+2020-04-08 22:53:01,130 Epoch[5] Batch [15700-15750]	Speed: 217.97 samples/sec	accuracy=0.895469
+2020-04-08 22:53:30,540 Epoch[5] Batch [15750-15800]	Speed: 217.61 samples/sec	accuracy=0.890625
+2020-04-08 22:53:59,705 Epoch[5] Batch [15800-15850]	Speed: 219.44 samples/sec	accuracy=0.891250
+2020-04-08 22:54:29,254 Epoch[5] Batch [15850-15900]	Speed: 216.59 samples/sec	accuracy=0.891719
+2020-04-08 22:54:58,673 Epoch[5] Batch [15900-15950]	Speed: 217.54 samples/sec	accuracy=0.893594
+2020-04-08 22:55:28,075 Epoch[5] Batch [15950-16000]	Speed: 217.67 samples/sec	accuracy=0.898750
+2020-04-08 22:55:57,287 Epoch[5] Batch [16000-16050]	Speed: 219.09 samples/sec	accuracy=0.894531
+2020-04-08 22:56:26,607 Epoch[5] Batch [16050-16100]	Speed: 218.29 samples/sec	accuracy=0.893906
+2020-04-08 22:56:55,877 Epoch[5] Batch [16100-16150]	Speed: 218.66 samples/sec	accuracy=0.882031
+2020-04-08 22:57:25,118 Epoch[5] Batch [16150-16200]	Speed: 218.87 samples/sec	accuracy=0.887500
+2020-04-08 22:57:54,504 Epoch[5] Batch [16200-16250]	Speed: 217.79 samples/sec	accuracy=0.890469
+2020-04-08 22:58:23,688 Epoch[5] Batch [16250-16300]	Speed: 219.30 samples/sec	accuracy=0.894531
+2020-04-08 22:58:52,936 Epoch[5] Batch [16300-16350]	Speed: 218.82 samples/sec	accuracy=0.883594
+2020-04-08 22:59:22,526 Epoch[5] Batch [16350-16400]	Speed: 216.29 samples/sec	accuracy=0.894687
+2020-04-08 22:59:51,916 Epoch[5] Batch [16400-16450]	Speed: 217.77 samples/sec	accuracy=0.885312
+2020-04-08 23:00:21,120 Epoch[5] Batch [16450-16500]	Speed: 219.15 samples/sec	accuracy=0.888906
+2020-04-08 23:00:50,412 Epoch[5] Batch [16500-16550]	Speed: 218.50 samples/sec	accuracy=0.897188
+2020-04-08 23:01:19,840 Epoch[5] Batch [16550-16600]	Speed: 217.48 samples/sec	accuracy=0.889844
+2020-04-08 23:01:49,300 Epoch[5] Batch [16600-16650]	Speed: 217.25 samples/sec	accuracy=0.894062
+2020-04-08 23:02:18,932 Epoch[5] Batch [16650-16700]	Speed: 215.99 samples/sec	accuracy=0.893594
+2020-04-08 23:02:48,595 Epoch[5] Batch [16700-16750]	Speed: 215.76 samples/sec	accuracy=0.892969
+2020-04-08 23:03:17,781 Epoch[5] Batch [16750-16800]	Speed: 219.29 samples/sec	accuracy=0.886563
+2020-04-08 23:03:47,068 Epoch[5] Batch [16800-16850]	Speed: 218.53 samples/sec	accuracy=0.887344
+2020-04-08 23:04:16,230 Epoch[5] Batch [16850-16900]	Speed: 219.46 samples/sec	accuracy=0.884062
+2020-04-08 23:04:45,538 Epoch[5] Batch [16900-16950]	Speed: 218.37 samples/sec	accuracy=0.887813
+2020-04-08 23:05:14,758 Epoch[5] Batch [16950-17000]	Speed: 219.03 samples/sec	accuracy=0.891719
+2020-04-08 23:05:43,888 Epoch[5] Batch [17000-17050]	Speed: 219.71 samples/sec	accuracy=0.892813
+2020-04-08 23:06:13,375 Epoch[5] Batch [17050-17100]	Speed: 217.05 samples/sec	accuracy=0.893281
+2020-04-08 23:06:42,557 Epoch[5] Batch [17100-17150]	Speed: 219.31 samples/sec	accuracy=0.895156
+2020-04-08 23:07:11,885 Epoch[5] Batch [17150-17200]	Speed: 218.22 samples/sec	accuracy=0.896094
+2020-04-08 23:07:40,970 Epoch[5] Batch [17200-17250]	Speed: 220.04 samples/sec	accuracy=0.891875
+2020-04-08 23:08:10,636 Epoch[5] Batch [17250-17300]	Speed: 215.74 samples/sec	accuracy=0.893281
+2020-04-08 23:08:40,068 Epoch[5] Batch [17300-17350]	Speed: 217.45 samples/sec	accuracy=0.884219
+2020-04-08 23:09:09,328 Epoch[5] Batch [17350-17400]	Speed: 218.73 samples/sec	accuracy=0.893594
+2020-04-08 23:09:38,516 Epoch[5] Batch [17400-17450]	Speed: 219.26 samples/sec	accuracy=0.885469
+2020-04-08 23:10:07,979 Epoch[5] Batch [17450-17500]	Speed: 217.23 samples/sec	accuracy=0.890469
+2020-04-08 23:10:37,350 Epoch[5] Batch [17500-17550]	Speed: 217.90 samples/sec	accuracy=0.890000
+2020-04-08 23:11:06,626 Epoch[5] Batch [17550-17600]	Speed: 218.61 samples/sec	accuracy=0.886406
+2020-04-08 23:11:35,965 Epoch[5] Batch [17600-17650]	Speed: 218.14 samples/sec	accuracy=0.896406
+2020-04-08 23:12:05,060 Epoch[5] Batch [17650-17700]	Speed: 219.97 samples/sec	accuracy=0.890000
+2020-04-08 23:12:34,496 Epoch[5] Batch [17700-17750]	Speed: 217.42 samples/sec	accuracy=0.887969
+2020-04-08 23:13:03,843 Epoch[5] Batch [17750-17800]	Speed: 218.08 samples/sec	accuracy=0.888594
+2020-04-08 23:13:33,146 Epoch[5] Batch [17800-17850]	Speed: 218.41 samples/sec	accuracy=0.898125
+2020-04-08 23:14:02,256 Epoch[5] Batch [17850-17900]	Speed: 219.86 samples/sec	accuracy=0.888906
+2020-04-08 23:14:31,609 Epoch[5] Batch [17900-17950]	Speed: 218.04 samples/sec	accuracy=0.889219
+2020-04-08 23:15:00,995 Epoch[5] Batch [17950-18000]	Speed: 217.79 samples/sec	accuracy=0.898438
+2020-04-08 23:15:30,151 Epoch[5] Batch [18000-18050]	Speed: 219.51 samples/sec	accuracy=0.890469
+2020-04-08 23:15:59,355 Epoch[5] Batch [18050-18100]	Speed: 219.15 samples/sec	accuracy=0.884687
+2020-04-08 23:16:28,758 Epoch[5] Batch [18100-18150]	Speed: 217.67 samples/sec	accuracy=0.898125
+2020-04-08 23:16:57,967 Epoch[5] Batch [18150-18200]	Speed: 219.11 samples/sec	accuracy=0.885156
+2020-04-08 23:17:27,636 Epoch[5] Batch [18200-18250]	Speed: 215.72 samples/sec	accuracy=0.892344
+2020-04-08 23:17:56,817 Epoch[5] Batch [18250-18300]	Speed: 219.32 samples/sec	accuracy=0.885156
+2020-04-08 23:18:26,044 Epoch[5] Batch [18300-18350]	Speed: 218.97 samples/sec	accuracy=0.888906
+2020-04-08 23:18:55,562 Epoch[5] Batch [18350-18400]	Speed: 216.82 samples/sec	accuracy=0.898125
+2020-04-08 23:19:24,892 Epoch[5] Batch [18400-18450]	Speed: 218.21 samples/sec	accuracy=0.889687
+2020-04-08 23:19:54,173 Epoch[5] Batch [18450-18500]	Speed: 218.58 samples/sec	accuracy=0.886094
+2020-04-08 23:20:23,481 Epoch[5] Batch [18500-18550]	Speed: 218.37 samples/sec	accuracy=0.892344
+2020-04-08 23:20:52,924 Epoch[5] Batch [18550-18600]	Speed: 217.37 samples/sec	accuracy=0.893906
+2020-04-08 23:21:22,084 Epoch[5] Batch [18600-18650]	Speed: 219.48 samples/sec	accuracy=0.897969
+2020-04-08 23:21:51,360 Epoch[5] Batch [18650-18700]	Speed: 218.61 samples/sec	accuracy=0.899219
+2020-04-08 23:22:20,571 Epoch[5] Batch [18700-18750]	Speed: 219.10 samples/sec	accuracy=0.888906
+2020-04-08 23:22:50,047 Epoch[5] Batch [18750-18800]	Speed: 217.13 samples/sec	accuracy=0.890625
+2020-04-08 23:23:19,335 Epoch[5] Batch [18800-18850]	Speed: 218.52 samples/sec	accuracy=0.893594
+2020-04-08 23:23:48,714 Epoch[5] Batch [18850-18900]	Speed: 217.84 samples/sec	accuracy=0.893906
+2020-04-08 23:24:18,236 Epoch[5] Batch [18900-18950]	Speed: 216.78 samples/sec	accuracy=0.897656
+2020-04-08 23:24:47,718 Epoch[5] Batch [18950-19000]	Speed: 217.08 samples/sec	accuracy=0.897656
+2020-04-08 23:25:17,465 Epoch[5] Batch [19000-19050]	Speed: 215.15 samples/sec	accuracy=0.896250
+2020-04-08 23:25:49,450 Epoch[5] Batch [19050-19100]	Speed: 200.10 samples/sec	accuracy=0.887656
+2020-04-08 23:26:21,537 Epoch[5] Batch [19100-19150]	Speed: 199.46 samples/sec	accuracy=0.895469
+2020-04-08 23:26:53,498 Epoch[5] Batch [19150-19200]	Speed: 200.25 samples/sec	accuracy=0.895000
+2020-04-08 23:27:25,072 Epoch[5] Batch [19200-19250]	Speed: 202.70 samples/sec	accuracy=0.899687
+2020-04-08 23:27:56,827 Epoch[5] Batch [19250-19300]	Speed: 201.55 samples/sec	accuracy=0.901406
+2020-04-08 23:28:28,557 Epoch[5] Batch [19300-19350]	Speed: 201.70 samples/sec	accuracy=0.893594
+2020-04-08 23:29:00,374 Epoch[5] Batch [19350-19400]	Speed: 201.15 samples/sec	accuracy=0.891875
+2020-04-08 23:29:31,810 Epoch[5] Batch [19400-19450]	Speed: 203.59 samples/sec	accuracy=0.885781
+2020-04-08 23:30:03,743 Epoch[5] Batch [19450-19500]	Speed: 200.42 samples/sec	accuracy=0.895156
+2020-04-08 23:30:35,201 Epoch[5] Batch [19500-19550]	Speed: 203.45 samples/sec	accuracy=0.890469
+2020-04-08 23:31:07,142 Epoch[5] Batch [19550-19600]	Speed: 200.37 samples/sec	accuracy=0.892656
+2020-04-08 23:31:38,938 Epoch[5] Batch [19600-19650]	Speed: 201.29 samples/sec	accuracy=0.892188
+2020-04-08 23:32:10,712 Epoch[5] Batch [19650-19700]	Speed: 201.42 samples/sec	accuracy=0.892031
+2020-04-08 23:32:43,676 Epoch[5] Batch [19700-19750]	Speed: 194.15 samples/sec	accuracy=0.893281
+2020-04-08 23:33:15,463 Epoch[5] Batch [19750-19800]	Speed: 201.34 samples/sec	accuracy=0.885938
+2020-04-08 23:33:47,489 Epoch[5] Batch [19800-19850]	Speed: 199.84 samples/sec	accuracy=0.893750
+2020-04-08 23:34:19,361 Epoch[5] Batch [19850-19900]	Speed: 200.81 samples/sec	accuracy=0.895156
+2020-04-08 23:34:51,366 Epoch[5] Batch [19900-19950]	Speed: 199.97 samples/sec	accuracy=0.886094
+2020-04-08 23:35:22,926 Epoch[5] Batch [19950-20000]	Speed: 202.79 samples/sec	accuracy=0.890938
+2020-04-08 23:35:54,718 Epoch[5] Batch [20000-20050]	Speed: 201.31 samples/sec	accuracy=0.889062
+2020-04-08 23:36:26,340 Epoch[5] Batch [20050-20100]	Speed: 202.40 samples/sec	accuracy=0.889219
+2020-04-08 23:36:58,096 Epoch[5] Batch [20100-20150]	Speed: 201.54 samples/sec	accuracy=0.896406
+2020-04-08 23:37:30,521 Epoch[5] Batch [20150-20200]	Speed: 197.38 samples/sec	accuracy=0.889844
+2020-04-08 23:38:02,636 Epoch[5] Batch [20200-20250]	Speed: 199.29 samples/sec	accuracy=0.884062
+2020-04-08 23:38:34,512 Epoch[5] Batch [20250-20300]	Speed: 200.78 samples/sec	accuracy=0.892344
+2020-04-08 23:39:06,255 Epoch[5] Batch [20300-20350]	Speed: 201.62 samples/sec	accuracy=0.892344
+2020-04-08 23:39:38,165 Epoch[5] Batch [20350-20400]	Speed: 200.57 samples/sec	accuracy=0.885625
+2020-04-08 23:40:09,924 Epoch[5] Batch [20400-20450]	Speed: 201.52 samples/sec	accuracy=0.890000
+2020-04-08 23:40:41,461 Epoch[5] Batch [20450-20500]	Speed: 202.94 samples/sec	accuracy=0.892656
+2020-04-08 23:41:13,190 Epoch[5] Batch [20500-20550]	Speed: 201.71 samples/sec	accuracy=0.894375
+2020-04-08 23:41:45,112 Epoch[5] Batch [20550-20600]	Speed: 200.49 samples/sec	accuracy=0.898438
+2020-04-08 23:42:16,854 Epoch[5] Batch [20600-20650]	Speed: 201.62 samples/sec	accuracy=0.889219
+2020-04-08 23:42:48,623 Epoch[5] Batch [20650-20700]	Speed: 201.45 samples/sec	accuracy=0.898594
+2020-04-08 23:43:20,641 Epoch[5] Batch [20700-20750]	Speed: 199.89 samples/sec	accuracy=0.895469
+2020-04-08 23:43:52,452 Epoch[5] Batch [20750-20800]	Speed: 201.19 samples/sec	accuracy=0.884687
+2020-04-08 23:44:23,924 Epoch[5] Batch [20800-20850]	Speed: 203.36 samples/sec	accuracy=0.890781
+2020-04-08 23:44:56,064 Epoch[5] Batch [20850-20900]	Speed: 199.13 samples/sec	accuracy=0.887344
+2020-04-08 23:45:27,853 Epoch[5] Batch [20900-20950]	Speed: 201.33 samples/sec	accuracy=0.892344
+2020-04-08 23:45:59,479 Epoch[5] Batch [20950-21000]	Speed: 202.37 samples/sec	accuracy=0.897188
+2020-04-08 23:46:31,757 Epoch[5] Batch [21000-21050]	Speed: 198.28 samples/sec	accuracy=0.899375
+2020-04-08 23:47:03,299 Epoch[5] Batch [21050-21100]	Speed: 202.91 samples/sec	accuracy=0.886250
+2020-04-08 23:47:34,998 Epoch[5] Batch [21100-21150]	Speed: 201.90 samples/sec	accuracy=0.893125
+2020-04-08 23:48:06,967 Epoch[5] Batch [21150-21200]	Speed: 200.20 samples/sec	accuracy=0.895469
+2020-04-08 23:48:38,648 Epoch[5] Batch [21200-21250]	Speed: 202.02 samples/sec	accuracy=0.890156
+2020-04-08 23:49:10,402 Epoch[5] Batch [21250-21300]	Speed: 201.55 samples/sec	accuracy=0.893281
+2020-04-08 23:49:42,356 Epoch[5] Batch [21300-21350]	Speed: 200.29 samples/sec	accuracy=0.891094
+2020-04-08 23:50:14,268 Epoch[5] Batch [21350-21400]	Speed: 200.55 samples/sec	accuracy=0.888906
+2020-04-08 23:50:45,857 Epoch[5] Batch [21400-21450]	Speed: 202.61 samples/sec	accuracy=0.894219
+2020-04-08 23:51:17,523 Epoch[5] Batch [21450-21500]	Speed: 202.11 samples/sec	accuracy=0.893906
+2020-04-08 23:51:49,352 Epoch[5] Batch [21500-21550]	Speed: 201.08 samples/sec	accuracy=0.895312
+2020-04-08 23:52:21,266 Epoch[5] Batch [21550-21600]	Speed: 200.54 samples/sec	accuracy=0.895625
+2020-04-08 23:52:52,694 Epoch[5] Batch [21600-21650]	Speed: 203.64 samples/sec	accuracy=0.893281
+2020-04-08 23:53:24,352 Epoch[5] Batch [21650-21700]	Speed: 202.16 samples/sec	accuracy=0.889062
+2020-04-08 23:53:56,102 Epoch[5] Batch [21700-21750]	Speed: 201.58 samples/sec	accuracy=0.889531
+2020-04-08 23:54:28,045 Epoch[5] Batch [21750-21800]	Speed: 200.36 samples/sec	accuracy=0.890469
+2020-04-08 23:54:59,893 Epoch[5] Batch [21800-21850]	Speed: 200.96 samples/sec	accuracy=0.897344
+2020-04-08 23:55:32,003 Epoch[5] Batch [21850-21900]	Speed: 199.32 samples/sec	accuracy=0.892969
+2020-04-08 23:56:03,804 Epoch[5] Batch [21900-21950]	Speed: 201.25 samples/sec	accuracy=0.894062
+2020-04-08 23:56:35,818 Epoch[5] Batch [21950-22000]	Speed: 199.91 samples/sec	accuracy=0.888437
+2020-04-08 23:57:07,472 Epoch[5] Batch [22000-22050]	Speed: 202.19 samples/sec	accuracy=0.897500
+2020-04-08 23:57:38,705 Epoch[5] Batch [22050-22100]	Speed: 204.91 samples/sec	accuracy=0.891406
+2020-04-08 23:58:10,413 Epoch[5] Batch [22100-22150]	Speed: 201.84 samples/sec	accuracy=0.898125
+2020-04-08 23:58:42,136 Epoch[5] Batch [22150-22200]	Speed: 201.75 samples/sec	accuracy=0.895938
+2020-04-08 23:59:14,066 Epoch[5] Batch [22200-22250]	Speed: 200.44 samples/sec	accuracy=0.893437
+2020-04-08 23:59:46,295 Epoch[5] Batch [22250-22300]	Speed: 198.58 samples/sec	accuracy=0.889375
+2020-04-09 00:00:17,823 Epoch[5] Batch [22300-22350]	Speed: 203.00 samples/sec	accuracy=0.883750
+2020-04-09 00:00:49,491 Epoch[5] Batch [22350-22400]	Speed: 202.10 samples/sec	accuracy=0.897500
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+2020-04-09 00:01:53,149 Epoch[5] Batch [22450-22500]	Speed: 200.89 samples/sec	accuracy=0.890312
+2020-04-09 00:02:24,733 Epoch[5] Batch [22500-22550]	Speed: 202.63 samples/sec	accuracy=0.889531
+2020-04-09 00:02:57,456 Epoch[5] Batch [22550-22600]	Speed: 195.59 samples/sec	accuracy=0.893125
+2020-04-09 00:03:29,385 Epoch[5] Batch [22600-22650]	Speed: 200.45 samples/sec	accuracy=0.895938
+2020-04-09 00:04:01,473 Epoch[5] Batch [22650-22700]	Speed: 199.45 samples/sec	accuracy=0.891406
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+2020-04-09 00:05:36,641 Epoch[5] Batch [22800-22850]	Speed: 201.34 samples/sec	accuracy=0.891406
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+2020-04-09 00:06:40,270 Epoch[5] Batch [22900-22950]	Speed: 200.83 samples/sec	accuracy=0.895312
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+2020-04-09 00:07:43,675 Epoch[5] Batch [23000-23050]	Speed: 202.05 samples/sec	accuracy=0.887344
+2020-04-09 00:08:16,011 Epoch[5] Batch [23050-23100]	Speed: 197.92 samples/sec	accuracy=0.895781
+2020-04-09 00:08:47,869 Epoch[5] Batch [23100-23150]	Speed: 200.90 samples/sec	accuracy=0.890469
+2020-04-09 00:09:19,804 Epoch[5] Batch [23150-23200]	Speed: 200.41 samples/sec	accuracy=0.888437
+2020-04-09 00:09:51,744 Epoch[5] Batch [23200-23250]	Speed: 200.37 samples/sec	accuracy=0.888437
+2020-04-09 00:10:23,526 Epoch[5] Batch [23250-23300]	Speed: 201.38 samples/sec	accuracy=0.900625
+2020-04-09 00:10:55,080 Epoch[5] Batch [23300-23350]	Speed: 202.82 samples/sec	accuracy=0.902031
+2020-04-09 00:11:26,756 Epoch[5] Batch [23350-23400]	Speed: 202.05 samples/sec	accuracy=0.895000
+2020-04-09 00:11:58,695 Epoch[5] Batch [23400-23450]	Speed: 200.38 samples/sec	accuracy=0.889844
+2020-04-09 00:12:30,790 Epoch[5] Batch [23450-23500]	Speed: 199.40 samples/sec	accuracy=0.898281
+2020-04-09 00:13:02,786 Epoch[5] Batch [23500-23550]	Speed: 200.03 samples/sec	accuracy=0.896406
+2020-04-09 00:13:34,649 Epoch[5] Batch [23550-23600]	Speed: 200.86 samples/sec	accuracy=0.886406
+2020-04-09 00:14:06,552 Epoch[5] Batch [23600-23650]	Speed: 200.61 samples/sec	accuracy=0.895625
+2020-04-09 00:14:38,275 Epoch[5] Batch [23650-23700]	Speed: 201.75 samples/sec	accuracy=0.896875
+2020-04-09 00:15:10,130 Epoch[5] Batch [23700-23750]	Speed: 200.92 samples/sec	accuracy=0.891094
+2020-04-09 00:15:41,848 Epoch[5] Batch [23750-23800]	Speed: 201.78 samples/sec	accuracy=0.895000
+2020-04-09 00:16:13,890 Epoch[5] Batch [23800-23850]	Speed: 199.74 samples/sec	accuracy=0.889375
+2020-04-09 00:16:45,804 Epoch[5] Batch [23850-23900]	Speed: 200.54 samples/sec	accuracy=0.894219
+2020-04-09 00:17:17,419 Epoch[5] Batch [23900-23950]	Speed: 202.44 samples/sec	accuracy=0.885156
+2020-04-09 00:17:49,251 Epoch[5] Batch [23950-24000]	Speed: 201.05 samples/sec	accuracy=0.893906
+2020-04-09 00:18:21,408 Epoch[5] Batch [24000-24050]	Speed: 199.03 samples/sec	accuracy=0.892031
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+2020-04-09 00:19:25,538 Epoch[5] Batch [24100-24150]	Speed: 201.59 samples/sec	accuracy=0.888437
+2020-04-09 00:19:57,242 Epoch[5] Batch [24150-24200]	Speed: 201.86 samples/sec	accuracy=0.891406
+2020-04-09 00:20:28,962 Epoch[5] Batch [24200-24250]	Speed: 201.77 samples/sec	accuracy=0.896563
+2020-04-09 00:21:00,769 Epoch[5] Batch [24250-24300]	Speed: 201.22 samples/sec	accuracy=0.898750
+2020-04-09 00:21:32,690 Epoch[5] Batch [24300-24350]	Speed: 200.49 samples/sec	accuracy=0.894062
+2020-04-09 00:22:04,509 Epoch[5] Batch [24350-24400]	Speed: 201.14 samples/sec	accuracy=0.886406
+2020-04-09 00:22:36,179 Epoch[5] Batch [24400-24450]	Speed: 202.09 samples/sec	accuracy=0.895469
+2020-04-09 00:23:07,944 Epoch[5] Batch [24450-24500]	Speed: 201.48 samples/sec	accuracy=0.892500
+2020-04-09 00:23:39,995 Epoch[5] Batch [24500-24550]	Speed: 199.69 samples/sec	accuracy=0.881875
+2020-04-09 00:24:11,616 Epoch[5] Batch [24550-24600]	Speed: 202.39 samples/sec	accuracy=0.896094
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+2020-04-09 00:25:15,344 Epoch[5] Batch [24650-24700]	Speed: 201.51 samples/sec	accuracy=0.888125
+2020-04-09 00:25:47,264 Epoch[5] Batch [24700-24750]	Speed: 200.50 samples/sec	accuracy=0.901406
+2020-04-09 00:26:19,213 Epoch[5] Batch [24750-24800]	Speed: 200.32 samples/sec	accuracy=0.893281
+2020-04-09 00:26:51,171 Epoch[5] Batch [24800-24850]	Speed: 200.26 samples/sec	accuracy=0.893750
+2020-04-09 00:27:22,973 Epoch[5] Batch [24850-24900]	Speed: 201.24 samples/sec	accuracy=0.890000
+2020-04-09 00:27:54,994 Epoch[5] Batch [24900-24950]	Speed: 199.87 samples/sec	accuracy=0.895000
+2020-04-09 00:28:26,756 Epoch[5] Batch [24950-25000]	Speed: 201.50 samples/sec	accuracy=0.888281
+2020-04-09 00:28:58,705 Epoch[5] Batch [25000-25050]	Speed: 200.32 samples/sec	accuracy=0.895312
+2020-04-09 00:29:30,471 Epoch[5] Batch [25050-25100]	Speed: 201.47 samples/sec	accuracy=0.893281
+2020-04-09 00:30:02,173 Epoch[5] Batch [25100-25150]	Speed: 201.88 samples/sec	accuracy=0.896875
+2020-04-09 00:30:33,888 Epoch[5] Batch [25150-25200]	Speed: 201.80 samples/sec	accuracy=0.893594
+2020-04-09 00:31:05,927 Epoch[5] Batch [25200-25250]	Speed: 199.76 samples/sec	accuracy=0.892813
+2020-04-09 00:31:37,845 Epoch[5] Batch [25250-25300]	Speed: 200.52 samples/sec	accuracy=0.889844
+2020-04-09 00:32:09,742 Epoch[5] Batch [25300-25350]	Speed: 200.65 samples/sec	accuracy=0.888750
+2020-04-09 00:32:41,881 Epoch[5] Batch [25350-25400]	Speed: 199.13 samples/sec	accuracy=0.894531
+2020-04-09 00:33:13,805 Epoch[5] Batch [25400-25450]	Speed: 200.48 samples/sec	accuracy=0.895469
+2020-04-09 00:33:45,972 Epoch[5] Batch [25450-25500]	Speed: 198.96 samples/sec	accuracy=0.887813
+2020-04-09 00:34:17,735 Epoch[5] Batch [25500-25550]	Speed: 201.49 samples/sec	accuracy=0.895312
+2020-04-09 00:34:49,575 Epoch[5] Batch [25550-25600]	Speed: 201.01 samples/sec	accuracy=0.893437
+2020-04-09 00:35:21,947 Epoch[5] Batch [25600-25650]	Speed: 197.70 samples/sec	accuracy=0.890469
+2020-04-09 00:35:53,605 Epoch[5] Batch [25650-25700]	Speed: 202.17 samples/sec	accuracy=0.896250
+2020-04-09 00:36:25,231 Epoch[5] Batch [25700-25750]	Speed: 202.37 samples/sec	accuracy=0.893125
+2020-04-09 00:36:57,074 Epoch[5] Batch [25750-25800]	Speed: 200.98 samples/sec	accuracy=0.897500
+2020-04-09 00:37:29,041 Epoch[5] Batch [25800-25850]	Speed: 200.21 samples/sec	accuracy=0.891875
+2020-04-09 00:38:01,139 Epoch[5] Batch [25850-25900]	Speed: 199.39 samples/sec	accuracy=0.891094
+2020-04-09 00:38:32,962 Epoch[5] Batch [25900-25950]	Speed: 201.11 samples/sec	accuracy=0.892813
+2020-04-09 00:39:05,103 Epoch[5] Batch [25950-26000]	Speed: 199.12 samples/sec	accuracy=0.889844
+2020-04-09 00:39:36,973 Epoch[5] Batch [26000-26050]	Speed: 200.82 samples/sec	accuracy=0.900781
+2020-04-09 00:40:08,877 Epoch[5] Batch [26050-26100]	Speed: 200.60 samples/sec	accuracy=0.884375
+2020-04-09 00:40:40,911 Epoch[5] Batch [26100-26150]	Speed: 199.79 samples/sec	accuracy=0.888906
+2020-04-09 00:41:12,619 Epoch[5] Batch [26150-26200]	Speed: 201.84 samples/sec	accuracy=0.889531
+2020-04-09 00:41:44,395 Epoch[5] Batch [26200-26250]	Speed: 201.41 samples/sec	accuracy=0.890938
+2020-04-09 00:42:16,431 Epoch[5] Batch [26250-26300]	Speed: 199.78 samples/sec	accuracy=0.895312
+2020-04-09 00:42:48,232 Epoch[5] Batch [26300-26350]	Speed: 201.25 samples/sec	accuracy=0.891406
+2020-04-09 00:43:20,369 Epoch[5] Batch [26350-26400]	Speed: 199.15 samples/sec	accuracy=0.888281
+2020-04-09 00:43:52,241 Epoch[5] Batch [26400-26450]	Speed: 200.80 samples/sec	accuracy=0.890156
+2020-04-09 00:44:23,753 Epoch[5] Batch [26450-26500]	Speed: 203.10 samples/sec	accuracy=0.897813
+2020-04-09 00:44:55,370 Epoch[5] Batch [26500-26550]	Speed: 202.43 samples/sec	accuracy=0.891094
+2020-04-09 00:45:27,041 Epoch[5] Batch [26550-26600]	Speed: 202.08 samples/sec	accuracy=0.894844
+2020-04-09 00:45:58,819 Epoch[5] Batch [26600-26650]	Speed: 201.40 samples/sec	accuracy=0.891250
+2020-04-09 00:46:30,571 Epoch[5] Batch [26650-26700]	Speed: 201.56 samples/sec	accuracy=0.892344
+2020-04-09 00:47:02,285 Epoch[5] Batch [26700-26750]	Speed: 201.81 samples/sec	accuracy=0.892656
+2020-04-09 00:47:34,058 Epoch[5] Batch [26750-26800]	Speed: 201.43 samples/sec	accuracy=0.892344
+2020-04-09 00:48:06,106 Epoch[5] Batch [26800-26850]	Speed: 199.71 samples/sec	accuracy=0.893750
+2020-04-09 00:48:38,084 Epoch[5] Batch [26850-26900]	Speed: 200.14 samples/sec	accuracy=0.896094
+2020-04-09 00:49:09,647 Epoch[5] Batch [26900-26950]	Speed: 202.77 samples/sec	accuracy=0.888906
+2020-04-09 00:49:41,454 Epoch[5] Batch [26950-27000]	Speed: 201.22 samples/sec	accuracy=0.895000
+2020-04-09 00:50:13,743 Epoch[5] Batch [27000-27050]	Speed: 198.21 samples/sec	accuracy=0.893281
+2020-04-09 00:50:45,298 Epoch[5] Batch [27050-27100]	Speed: 202.82 samples/sec	accuracy=0.895156
+2020-04-09 00:51:17,748 Epoch[5] Batch [27100-27150]	Speed: 197.23 samples/sec	accuracy=0.897656
+2020-04-09 00:51:49,560 Epoch[5] Batch [27150-27200]	Speed: 201.19 samples/sec	accuracy=0.895156
+2020-04-09 00:52:21,315 Epoch[5] Batch [27200-27250]	Speed: 201.54 samples/sec	accuracy=0.901875
+2020-04-09 00:52:53,041 Epoch[5] Batch [27250-27300]	Speed: 201.73 samples/sec	accuracy=0.895625
+2020-04-09 00:53:24,876 Epoch[5] Batch [27300-27350]	Speed: 201.04 samples/sec	accuracy=0.892188
+2020-04-09 00:53:56,702 Epoch[5] Batch [27350-27400]	Speed: 201.10 samples/sec	accuracy=0.896875
+2020-04-09 00:54:28,262 Epoch[5] Batch [27400-27450]	Speed: 202.79 samples/sec	accuracy=0.897656
+2020-04-09 00:54:59,950 Epoch[5] Batch [27450-27500]	Speed: 201.97 samples/sec	accuracy=0.895781
+2020-04-09 00:55:31,689 Epoch[5] Batch [27500-27550]	Speed: 201.65 samples/sec	accuracy=0.888750
+2020-04-09 00:56:03,560 Epoch[5] Batch [27550-27600]	Speed: 200.81 samples/sec	accuracy=0.897969
+2020-04-09 00:56:35,356 Epoch[5] Batch [27600-27650]	Speed: 201.28 samples/sec	accuracy=0.887188
+2020-04-09 00:57:07,545 Epoch[5] Batch [27650-27700]	Speed: 198.82 samples/sec	accuracy=0.892656
+2020-04-09 00:57:39,385 Epoch[5] Batch [27700-27750]	Speed: 201.01 samples/sec	accuracy=0.890781
+2020-04-09 00:58:11,175 Epoch[5] Batch [27750-27800]	Speed: 201.33 samples/sec	accuracy=0.891875
+2020-04-09 00:58:43,170 Epoch[5] Batch [27800-27850]	Speed: 200.03 samples/sec	accuracy=0.894375
+2020-04-09 00:59:14,962 Epoch[5] Batch [27850-27900]	Speed: 201.31 samples/sec	accuracy=0.891250
+2020-04-09 00:59:46,795 Epoch[5] Batch [27900-27950]	Speed: 201.05 samples/sec	accuracy=0.890625
+2020-04-09 01:00:18,574 Epoch[5] Batch [27950-28000]	Speed: 201.39 samples/sec	accuracy=0.895781
+2020-04-09 01:00:50,579 Epoch[5] Batch [28000-28050]	Speed: 199.97 samples/sec	accuracy=0.889531
+2020-04-09 01:01:22,382 Epoch[5] Batch [28050-28100]	Speed: 201.24 samples/sec	accuracy=0.895000
+2020-04-09 01:01:53,610 Epoch[5] Batch [28100-28150]	Speed: 204.95 samples/sec	accuracy=0.894687
+2020-04-09 01:02:25,456 Epoch[5] Batch [28150-28200]	Speed: 200.97 samples/sec	accuracy=0.895156
+2020-04-09 01:02:49,760 Epoch[5] Train-accuracy=0.891357
+2020-04-09 01:02:49,760 Epoch[5] Time cost=16881.001
+2020-04-09 01:02:50,056 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0006.params"
+2020-04-09 01:32:54,107 Epoch[5] Validation-accuracy=0.955467
+2020-04-09 01:33:35,404 Epoch[6] Batch [0-50]	Speed: 194.14 samples/sec	accuracy=0.903339
+2020-04-09 01:34:07,087 Epoch[6] Batch [50-100]	Speed: 202.01 samples/sec	accuracy=0.895156
+2020-04-09 01:34:38,803 Epoch[6] Batch [100-150]	Speed: 201.79 samples/sec	accuracy=0.893750
+2020-04-09 01:35:11,008 Epoch[6] Batch [150-200]	Speed: 198.73 samples/sec	accuracy=0.889062
+2020-04-09 01:35:43,156 Epoch[6] Batch [200-250]	Speed: 199.08 samples/sec	accuracy=0.888906
+2020-04-09 01:36:14,775 Epoch[6] Batch [250-300]	Speed: 202.41 samples/sec	accuracy=0.896406
+2020-04-09 01:36:46,555 Epoch[6] Batch [300-350]	Speed: 201.39 samples/sec	accuracy=0.902500
+2020-04-09 01:37:18,291 Epoch[6] Batch [350-400]	Speed: 201.66 samples/sec	accuracy=0.891094
+2020-04-09 01:37:50,046 Epoch[6] Batch [400-450]	Speed: 201.54 samples/sec	accuracy=0.895938
+2020-04-09 01:38:21,709 Epoch[6] Batch [450-500]	Speed: 202.13 samples/sec	accuracy=0.901250
+2020-04-09 01:38:53,709 Epoch[6] Batch [500-550]	Speed: 200.00 samples/sec	accuracy=0.894531
+2020-04-09 01:39:25,716 Epoch[6] Batch [550-600]	Speed: 199.96 samples/sec	accuracy=0.899219
+2020-04-09 01:39:57,500 Epoch[6] Batch [600-650]	Speed: 201.36 samples/sec	accuracy=0.891094
+2020-04-09 01:40:29,463 Epoch[6] Batch [650-700]	Speed: 200.23 samples/sec	accuracy=0.892969
+2020-04-09 01:41:01,258 Epoch[6] Batch [700-750]	Speed: 201.29 samples/sec	accuracy=0.891563
+2020-04-09 01:41:33,041 Epoch[6] Batch [750-800]	Speed: 201.36 samples/sec	accuracy=0.893594
+2020-04-09 01:42:04,969 Epoch[6] Batch [800-850]	Speed: 200.46 samples/sec	accuracy=0.891563
+2020-04-09 01:42:36,630 Epoch[6] Batch [850-900]	Speed: 202.14 samples/sec	accuracy=0.893125
+2020-04-09 01:43:08,658 Epoch[6] Batch [900-950]	Speed: 199.82 samples/sec	accuracy=0.897031
+2020-04-09 01:43:40,932 Epoch[6] Batch [950-1000]	Speed: 198.31 samples/sec	accuracy=0.892656
+2020-04-09 01:44:12,885 Epoch[6] Batch [1000-1050]	Speed: 200.29 samples/sec	accuracy=0.897031
+2020-04-09 01:44:44,886 Epoch[6] Batch [1050-1100]	Speed: 199.99 samples/sec	accuracy=0.894687
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+2020-04-09 01:46:20,135 Epoch[6] Batch [1200-1250]	Speed: 199.62 samples/sec	accuracy=0.897500
+2020-04-09 01:46:52,258 Epoch[6] Batch [1250-1300]	Speed: 199.23 samples/sec	accuracy=0.891719
+2020-04-09 01:47:24,035 Epoch[6] Batch [1300-1350]	Speed: 201.41 samples/sec	accuracy=0.897656
+2020-04-09 01:47:55,776 Epoch[6] Batch [1350-1400]	Speed: 201.63 samples/sec	accuracy=0.895938
+2020-04-09 01:48:27,332 Epoch[6] Batch [1400-1450]	Speed: 202.82 samples/sec	accuracy=0.894844
+2020-04-09 01:48:58,855 Epoch[6] Batch [1450-1500]	Speed: 203.03 samples/sec	accuracy=0.892500
+2020-04-09 01:49:30,777 Epoch[6] Batch [1500-1550]	Speed: 200.49 samples/sec	accuracy=0.898750
+2020-04-09 01:50:02,567 Epoch[6] Batch [1550-1600]	Speed: 201.32 samples/sec	accuracy=0.891406
+2020-04-09 01:50:34,468 Epoch[6] Batch [1600-1650]	Speed: 200.62 samples/sec	accuracy=0.896094
+2020-04-09 01:51:06,357 Epoch[6] Batch [1650-1700]	Speed: 200.70 samples/sec	accuracy=0.893906
+2020-04-09 01:51:37,941 Epoch[6] Batch [1700-1750]	Speed: 202.63 samples/sec	accuracy=0.895000
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+2020-04-09 01:53:13,340 Epoch[6] Batch [1850-1900]	Speed: 201.00 samples/sec	accuracy=0.886719
+2020-04-09 01:53:45,093 Epoch[6] Batch [1900-1950]	Speed: 201.56 samples/sec	accuracy=0.893750
+2020-04-09 01:54:17,264 Epoch[6] Batch [1950-2000]	Speed: 198.94 samples/sec	accuracy=0.887344
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+2020-04-09 01:55:52,628 Epoch[6] Batch [2100-2150]	Speed: 201.92 samples/sec	accuracy=0.892813
+2020-04-09 01:56:24,449 Epoch[6] Batch [2150-2200]	Speed: 201.12 samples/sec	accuracy=0.897188
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+2020-04-09 01:58:01,148 Epoch[6] Batch [2300-2350]	Speed: 197.64 samples/sec	accuracy=0.893125
+2020-04-09 01:58:33,081 Epoch[6] Batch [2350-2400]	Speed: 200.42 samples/sec	accuracy=0.889375
+2020-04-09 01:59:04,941 Epoch[6] Batch [2400-2450]	Speed: 200.88 samples/sec	accuracy=0.893594
+2020-04-09 01:59:36,929 Epoch[6] Batch [2450-2500]	Speed: 200.08 samples/sec	accuracy=0.896875
+2020-04-09 02:00:08,645 Epoch[6] Batch [2500-2550]	Speed: 201.79 samples/sec	accuracy=0.902813
+2020-04-09 02:00:40,614 Epoch[6] Batch [2550-2600]	Speed: 200.19 samples/sec	accuracy=0.898438
+2020-04-09 02:01:12,417 Epoch[6] Batch [2600-2650]	Speed: 201.24 samples/sec	accuracy=0.897656
+2020-04-09 02:01:44,046 Epoch[6] Batch [2650-2700]	Speed: 202.35 samples/sec	accuracy=0.890781
+2020-04-09 02:02:16,234 Epoch[6] Batch [2700-2750]	Speed: 198.83 samples/sec	accuracy=0.899375
+2020-04-09 02:02:47,913 Epoch[6] Batch [2750-2800]	Speed: 202.03 samples/sec	accuracy=0.892656
+2020-04-09 02:03:19,753 Epoch[6] Batch [2800-2850]	Speed: 201.00 samples/sec	accuracy=0.896406
+2020-04-09 02:03:51,717 Epoch[6] Batch [2850-2900]	Speed: 200.23 samples/sec	accuracy=0.893125
+2020-04-09 02:04:23,499 Epoch[6] Batch [2900-2950]	Speed: 201.38 samples/sec	accuracy=0.891406
+2020-04-09 02:04:55,324 Epoch[6] Batch [2950-3000]	Speed: 201.10 samples/sec	accuracy=0.889531
+2020-04-09 02:05:27,122 Epoch[6] Batch [3000-3050]	Speed: 201.27 samples/sec	accuracy=0.903438
+2020-04-09 02:05:58,684 Epoch[6] Batch [3050-3100]	Speed: 202.78 samples/sec	accuracy=0.896094
+2020-04-09 02:06:30,490 Epoch[6] Batch [3100-3150]	Speed: 201.22 samples/sec	accuracy=0.896875
+2020-04-09 02:07:02,136 Epoch[6] Batch [3150-3200]	Speed: 202.24 samples/sec	accuracy=0.899062
+2020-04-09 02:07:33,791 Epoch[6] Batch [3200-3250]	Speed: 202.18 samples/sec	accuracy=0.897656
+2020-04-09 02:08:05,936 Epoch[6] Batch [3250-3300]	Speed: 199.10 samples/sec	accuracy=0.892344
+2020-04-09 02:08:37,873 Epoch[6] Batch [3300-3350]	Speed: 200.40 samples/sec	accuracy=0.894219
+2020-04-09 02:09:10,010 Epoch[6] Batch [3350-3400]	Speed: 199.15 samples/sec	accuracy=0.895625
+2020-04-09 02:09:41,701 Epoch[6] Batch [3400-3450]	Speed: 201.95 samples/sec	accuracy=0.894531
+2020-04-09 02:10:13,581 Epoch[6] Batch [3450-3500]	Speed: 200.75 samples/sec	accuracy=0.893437
+2020-04-09 02:10:45,541 Epoch[6] Batch [3500-3550]	Speed: 200.25 samples/sec	accuracy=0.899062
+2020-04-09 02:11:17,512 Epoch[6] Batch [3550-3600]	Speed: 200.19 samples/sec	accuracy=0.893437
+2020-04-09 02:11:49,302 Epoch[6] Batch [3600-3650]	Speed: 201.32 samples/sec	accuracy=0.887656
+2020-04-09 02:12:21,335 Epoch[6] Batch [3650-3700]	Speed: 199.79 samples/sec	accuracy=0.892344
+2020-04-09 02:12:53,386 Epoch[6] Batch [3700-3750]	Speed: 199.69 samples/sec	accuracy=0.891875
+2020-04-09 02:13:25,315 Epoch[6] Batch [3750-3800]	Speed: 200.44 samples/sec	accuracy=0.895781
+2020-04-09 02:13:57,540 Epoch[6] Batch [3800-3850]	Speed: 198.61 samples/sec	accuracy=0.898750
+2020-04-09 02:14:29,434 Epoch[6] Batch [3850-3900]	Speed: 200.67 samples/sec	accuracy=0.895000
+2020-04-09 02:15:01,239 Epoch[6] Batch [3900-3950]	Speed: 201.22 samples/sec	accuracy=0.892813
+2020-04-09 02:15:33,127 Epoch[6] Batch [3950-4000]	Speed: 200.71 samples/sec	accuracy=0.901875
+2020-04-09 02:16:04,937 Epoch[6] Batch [4000-4050]	Speed: 201.20 samples/sec	accuracy=0.899844
+2020-04-09 02:16:36,503 Epoch[6] Batch [4050-4100]	Speed: 202.75 samples/sec	accuracy=0.897344
+2020-04-09 02:17:08,444 Epoch[6] Batch [4100-4150]	Speed: 200.37 samples/sec	accuracy=0.897188
+2020-04-09 02:17:40,404 Epoch[6] Batch [4150-4200]	Speed: 200.25 samples/sec	accuracy=0.892656
+2020-04-09 02:18:12,337 Epoch[6] Batch [4200-4250]	Speed: 200.42 samples/sec	accuracy=0.895000
+2020-04-09 02:18:43,791 Epoch[6] Batch [4250-4300]	Speed: 203.48 samples/sec	accuracy=0.901719
+2020-04-09 02:19:15,378 Epoch[6] Batch [4300-4350]	Speed: 202.61 samples/sec	accuracy=0.890000
+2020-04-09 02:19:47,475 Epoch[6] Batch [4350-4400]	Speed: 199.40 samples/sec	accuracy=0.902188
+2020-04-09 02:20:19,432 Epoch[6] Batch [4400-4450]	Speed: 200.27 samples/sec	accuracy=0.895156
+2020-04-09 02:20:51,054 Epoch[6] Batch [4450-4500]	Speed: 202.39 samples/sec	accuracy=0.895469
+2020-04-09 02:21:22,834 Epoch[6] Batch [4500-4550]	Speed: 201.38 samples/sec	accuracy=0.894844
+2020-04-09 02:21:54,812 Epoch[6] Batch [4550-4600]	Speed: 200.14 samples/sec	accuracy=0.890000
+2020-04-09 02:22:26,402 Epoch[6] Batch [4600-4650]	Speed: 202.60 samples/sec	accuracy=0.895625
+2020-04-09 02:22:58,045 Epoch[6] Batch [4650-4700]	Speed: 202.26 samples/sec	accuracy=0.899687
+2020-04-09 02:23:29,632 Epoch[6] Batch [4700-4750]	Speed: 202.61 samples/sec	accuracy=0.892656
+2020-04-09 02:24:01,412 Epoch[6] Batch [4750-4800]	Speed: 201.39 samples/sec	accuracy=0.898438
+2020-04-09 02:24:33,444 Epoch[6] Batch [4800-4850]	Speed: 199.80 samples/sec	accuracy=0.897188
+2020-04-09 02:25:05,410 Epoch[6] Batch [4850-4900]	Speed: 200.21 samples/sec	accuracy=0.899219
+2020-04-09 02:25:37,269 Epoch[6] Batch [4900-4950]	Speed: 200.89 samples/sec	accuracy=0.892188
+2020-04-09 02:26:08,778 Epoch[6] Batch [4950-5000]	Speed: 203.12 samples/sec	accuracy=0.894062
+2020-04-09 02:26:40,715 Epoch[6] Batch [5000-5050]	Speed: 200.40 samples/sec	accuracy=0.902656
+2020-04-09 02:27:12,301 Epoch[6] Batch [5050-5100]	Speed: 202.63 samples/sec	accuracy=0.893906
+2020-04-09 02:27:44,324 Epoch[6] Batch [5100-5150]	Speed: 199.85 samples/sec	accuracy=0.892813
+2020-04-09 02:28:16,230 Epoch[6] Batch [5150-5200]	Speed: 200.59 samples/sec	accuracy=0.894062
+2020-04-09 02:28:48,040 Epoch[6] Batch [5200-5250]	Speed: 201.20 samples/sec	accuracy=0.892344
+2020-04-09 02:29:19,888 Epoch[6] Batch [5250-5300]	Speed: 200.96 samples/sec	accuracy=0.899687
+2020-04-09 02:29:51,917 Epoch[6] Batch [5300-5350]	Speed: 199.82 samples/sec	accuracy=0.900781
+2020-04-09 02:30:24,113 Epoch[6] Batch [5350-5400]	Speed: 198.78 samples/sec	accuracy=0.898281
+2020-04-09 02:30:56,063 Epoch[6] Batch [5400-5450]	Speed: 200.32 samples/sec	accuracy=0.892813
+2020-04-09 02:31:27,942 Epoch[6] Batch [5450-5500]	Speed: 200.76 samples/sec	accuracy=0.892188
+2020-04-09 02:32:00,012 Epoch[6] Batch [5500-5550]	Speed: 199.57 samples/sec	accuracy=0.892656
+2020-04-09 02:32:31,692 Epoch[6] Batch [5550-5600]	Speed: 202.02 samples/sec	accuracy=0.898438
+2020-04-09 02:33:03,746 Epoch[6] Batch [5600-5650]	Speed: 199.67 samples/sec	accuracy=0.900781
+2020-04-09 02:33:35,429 Epoch[6] Batch [5650-5700]	Speed: 202.00 samples/sec	accuracy=0.884844
+2020-04-09 02:34:07,501 Epoch[6] Batch [5700-5750]	Speed: 199.55 samples/sec	accuracy=0.891875
+2020-04-09 02:34:39,261 Epoch[6] Batch [5750-5800]	Speed: 201.51 samples/sec	accuracy=0.888750
+2020-04-09 02:35:11,074 Epoch[6] Batch [5800-5850]	Speed: 201.18 samples/sec	accuracy=0.893594
+2020-04-09 02:35:43,072 Epoch[6] Batch [5850-5900]	Speed: 200.01 samples/sec	accuracy=0.896250
+2020-04-09 02:36:14,780 Epoch[6] Batch [5900-5950]	Speed: 201.85 samples/sec	accuracy=0.900937
+2020-04-09 02:36:46,599 Epoch[6] Batch [5950-6000]	Speed: 201.13 samples/sec	accuracy=0.890156
+2020-04-09 02:37:18,554 Epoch[6] Batch [6000-6050]	Speed: 200.28 samples/sec	accuracy=0.888281
+2020-04-09 02:37:50,583 Epoch[6] Batch [6050-6100]	Speed: 199.82 samples/sec	accuracy=0.889844
+2020-04-09 02:38:21,971 Epoch[6] Batch [6100-6150]	Speed: 203.90 samples/sec	accuracy=0.894219
+2020-04-09 02:38:53,997 Epoch[6] Batch [6150-6200]	Speed: 199.84 samples/sec	accuracy=0.898906
+2020-04-09 02:39:25,825 Epoch[6] Batch [6200-6250]	Speed: 201.08 samples/sec	accuracy=0.894844
+2020-04-09 02:39:57,405 Epoch[6] Batch [6250-6300]	Speed: 202.66 samples/sec	accuracy=0.894219
+2020-04-09 02:40:29,606 Epoch[6] Batch [6300-6350]	Speed: 198.75 samples/sec	accuracy=0.887813
+2020-04-09 02:41:01,642 Epoch[6] Batch [6350-6400]	Speed: 199.78 samples/sec	accuracy=0.894844
+2020-04-09 02:41:33,583 Epoch[6] Batch [6400-6450]	Speed: 200.37 samples/sec	accuracy=0.896406
+2020-04-09 02:42:05,568 Epoch[6] Batch [6450-6500]	Speed: 200.09 samples/sec	accuracy=0.901719
+2020-04-09 02:42:37,159 Epoch[6] Batch [6500-6550]	Speed: 202.60 samples/sec	accuracy=0.891094
+2020-04-09 02:43:09,244 Epoch[6] Batch [6550-6600]	Speed: 199.47 samples/sec	accuracy=0.891719
+2020-04-09 02:43:41,082 Epoch[6] Batch [6600-6650]	Speed: 201.02 samples/sec	accuracy=0.895938
+2020-04-09 02:44:12,903 Epoch[6] Batch [6650-6700]	Speed: 201.13 samples/sec	accuracy=0.896094
+2020-04-09 02:44:44,782 Epoch[6] Batch [6700-6750]	Speed: 200.76 samples/sec	accuracy=0.890312
+2020-04-09 02:45:16,949 Epoch[6] Batch [6750-6800]	Speed: 198.97 samples/sec	accuracy=0.890938
+2020-04-09 02:45:48,392 Epoch[6] Batch [6800-6850]	Speed: 203.54 samples/sec	accuracy=0.897031
+2020-04-09 02:46:20,267 Epoch[6] Batch [6850-6900]	Speed: 200.79 samples/sec	accuracy=0.898594
+2020-04-09 02:46:52,206 Epoch[6] Batch [6900-6950]	Speed: 200.38 samples/sec	accuracy=0.892344
+2020-04-09 02:47:23,774 Epoch[6] Batch [6950-7000]	Speed: 202.74 samples/sec	accuracy=0.900781
+2020-04-09 02:47:55,531 Epoch[6] Batch [7000-7050]	Speed: 201.54 samples/sec	accuracy=0.902031
+2020-04-09 02:48:27,502 Epoch[6] Batch [7050-7100]	Speed: 200.18 samples/sec	accuracy=0.897656
+2020-04-09 02:48:59,446 Epoch[6] Batch [7100-7150]	Speed: 200.35 samples/sec	accuracy=0.896875
+2020-04-09 02:49:31,286 Epoch[6] Batch [7150-7200]	Speed: 201.01 samples/sec	accuracy=0.897188
+2020-04-09 02:50:02,963 Epoch[6] Batch [7200-7250]	Speed: 202.04 samples/sec	accuracy=0.894219
+2020-04-09 02:50:34,944 Epoch[6] Batch [7250-7300]	Speed: 200.12 samples/sec	accuracy=0.894844
+2020-04-09 02:51:06,769 Epoch[6] Batch [7300-7350]	Speed: 201.10 samples/sec	accuracy=0.890625
+2020-04-09 02:51:38,601 Epoch[6] Batch [7350-7400]	Speed: 201.06 samples/sec	accuracy=0.899531
+2020-04-09 02:52:10,364 Epoch[6] Batch [7400-7450]	Speed: 201.50 samples/sec	accuracy=0.894687
+2020-04-09 02:52:42,332 Epoch[6] Batch [7450-7500]	Speed: 200.20 samples/sec	accuracy=0.893125
+2020-04-09 02:53:14,317 Epoch[6] Batch [7500-7550]	Speed: 200.10 samples/sec	accuracy=0.896719
+2020-04-09 02:53:46,132 Epoch[6] Batch [7550-7600]	Speed: 201.16 samples/sec	accuracy=0.897344
+2020-04-09 02:54:18,159 Epoch[6] Batch [7600-7650]	Speed: 199.83 samples/sec	accuracy=0.896406
+2020-04-09 02:54:49,705 Epoch[6] Batch [7650-7700]	Speed: 202.88 samples/sec	accuracy=0.901094
+2020-04-09 02:55:21,679 Epoch[6] Batch [7700-7750]	Speed: 200.16 samples/sec	accuracy=0.895000
+2020-04-09 02:55:53,799 Epoch[6] Batch [7750-7800]	Speed: 199.26 samples/sec	accuracy=0.899844
+2020-04-09 02:56:25,479 Epoch[6] Batch [7800-7850]	Speed: 202.02 samples/sec	accuracy=0.893125
+2020-04-09 02:56:57,127 Epoch[6] Batch [7850-7900]	Speed: 202.23 samples/sec	accuracy=0.896875
+2020-04-09 02:57:29,196 Epoch[6] Batch [7900-7950]	Speed: 199.57 samples/sec	accuracy=0.892656
+2020-04-09 02:58:01,245 Epoch[6] Batch [7950-8000]	Speed: 199.70 samples/sec	accuracy=0.893437
+2020-04-09 02:58:33,154 Epoch[6] Batch [8000-8050]	Speed: 200.57 samples/sec	accuracy=0.901719
+2020-04-09 02:59:04,851 Epoch[6] Batch [8050-8100]	Speed: 201.91 samples/sec	accuracy=0.894219
+2020-04-09 02:59:36,769 Epoch[6] Batch [8100-8150]	Speed: 200.52 samples/sec	accuracy=0.892656
+2020-04-09 03:00:08,380 Epoch[6] Batch [8150-8200]	Speed: 202.47 samples/sec	accuracy=0.892656
+2020-04-09 03:00:39,982 Epoch[6] Batch [8200-8250]	Speed: 202.52 samples/sec	accuracy=0.895469
+2020-04-09 03:01:11,603 Epoch[6] Batch [8250-8300]	Speed: 202.39 samples/sec	accuracy=0.901094
+2020-04-09 03:01:44,302 Epoch[6] Batch [8300-8350]	Speed: 195.72 samples/sec	accuracy=0.901875
+2020-04-09 03:02:15,961 Epoch[6] Batch [8350-8400]	Speed: 202.16 samples/sec	accuracy=0.894531
+2020-04-09 03:02:47,838 Epoch[6] Batch [8400-8450]	Speed: 200.77 samples/sec	accuracy=0.901250
+2020-04-09 03:03:19,566 Epoch[6] Batch [8450-8500]	Speed: 201.72 samples/sec	accuracy=0.899062
+2020-04-09 03:03:51,359 Epoch[6] Batch [8500-8550]	Speed: 201.31 samples/sec	accuracy=0.896094
+2020-04-09 03:04:23,312 Epoch[6] Batch [8550-8600]	Speed: 200.29 samples/sec	accuracy=0.900781
+2020-04-09 03:04:55,226 Epoch[6] Batch [8600-8650]	Speed: 200.55 samples/sec	accuracy=0.900625
+2020-04-09 03:05:26,757 Epoch[6] Batch [8650-8700]	Speed: 202.97 samples/sec	accuracy=0.892656
+2020-04-09 03:05:58,595 Epoch[6] Batch [8700-8750]	Speed: 201.02 samples/sec	accuracy=0.898125
+2020-04-09 03:06:30,627 Epoch[6] Batch [8750-8800]	Speed: 199.80 samples/sec	accuracy=0.896094
+2020-04-09 03:07:02,183 Epoch[6] Batch [8800-8850]	Speed: 202.81 samples/sec	accuracy=0.894844
+2020-04-09 03:07:33,819 Epoch[6] Batch [8850-8900]	Speed: 202.31 samples/sec	accuracy=0.898594
+2020-04-09 03:08:05,655 Epoch[6] Batch [8900-8950]	Speed: 201.03 samples/sec	accuracy=0.895156
+2020-04-09 03:08:37,251 Epoch[6] Batch [8950-9000]	Speed: 202.56 samples/sec	accuracy=0.890469
+2020-04-09 03:09:08,883 Epoch[6] Batch [9000-9050]	Speed: 202.33 samples/sec	accuracy=0.899375
+2020-04-09 03:09:40,733 Epoch[6] Batch [9050-9100]	Speed: 200.94 samples/sec	accuracy=0.895938
+2020-04-09 03:10:12,643 Epoch[6] Batch [9100-9150]	Speed: 200.56 samples/sec	accuracy=0.896719
+2020-04-09 03:10:44,406 Epoch[6] Batch [9150-9200]	Speed: 201.49 samples/sec	accuracy=0.895000
+2020-04-09 03:11:16,293 Epoch[6] Batch [9200-9250]	Speed: 200.71 samples/sec	accuracy=0.901250
+2020-04-09 03:11:47,713 Epoch[6] Batch [9250-9300]	Speed: 203.69 samples/sec	accuracy=0.902188
+2020-04-09 03:12:19,720 Epoch[6] Batch [9300-9350]	Speed: 199.96 samples/sec	accuracy=0.895312
+2020-04-09 03:12:51,229 Epoch[6] Batch [9350-9400]	Speed: 203.12 samples/sec	accuracy=0.894219
+2020-04-09 03:13:23,344 Epoch[6] Batch [9400-9450]	Speed: 199.29 samples/sec	accuracy=0.901406
+2020-04-09 03:13:55,470 Epoch[6] Batch [9450-9500]	Speed: 199.21 samples/sec	accuracy=0.895469
+2020-04-09 03:14:27,099 Epoch[6] Batch [9500-9550]	Speed: 202.35 samples/sec	accuracy=0.893906
+2020-04-09 03:14:59,155 Epoch[6] Batch [9550-9600]	Speed: 199.65 samples/sec	accuracy=0.897188
+2020-04-09 03:15:30,857 Epoch[6] Batch [9600-9650]	Speed: 201.89 samples/sec	accuracy=0.902344
+2020-04-09 03:16:02,360 Epoch[6] Batch [9650-9700]	Speed: 203.15 samples/sec	accuracy=0.890312
+2020-04-09 03:16:34,104 Epoch[6] Batch [9700-9750]	Speed: 201.62 samples/sec	accuracy=0.891719
+2020-04-09 03:17:06,172 Epoch[6] Batch [9750-9800]	Speed: 199.58 samples/sec	accuracy=0.892031
+2020-04-09 03:17:38,204 Epoch[6] Batch [9800-9850]	Speed: 199.80 samples/sec	accuracy=0.892188
+2020-04-09 03:18:09,739 Epoch[6] Batch [9850-9900]	Speed: 202.96 samples/sec	accuracy=0.890781
+2020-04-09 03:18:41,549 Epoch[6] Batch [9900-9950]	Speed: 201.19 samples/sec	accuracy=0.896250
+2020-04-09 03:19:13,537 Epoch[6] Batch [9950-10000]	Speed: 200.08 samples/sec	accuracy=0.900156
+2020-04-09 03:19:45,412 Epoch[6] Batch [10000-10050]	Speed: 200.78 samples/sec	accuracy=0.898438
+2020-04-09 03:20:17,610 Epoch[6] Batch [10050-10100]	Speed: 198.77 samples/sec	accuracy=0.901875
+2020-04-09 03:20:49,551 Epoch[6] Batch [10100-10150]	Speed: 200.37 samples/sec	accuracy=0.887969
+2020-04-09 03:21:21,392 Epoch[6] Batch [10150-10200]	Speed: 201.00 samples/sec	accuracy=0.892813
+2020-04-09 03:21:52,935 Epoch[6] Batch [10200-10250]	Speed: 202.90 samples/sec	accuracy=0.891250
+2020-04-09 03:22:24,818 Epoch[6] Batch [10250-10300]	Speed: 200.74 samples/sec	accuracy=0.894219
+2020-04-09 03:22:56,560 Epoch[6] Batch [10300-10350]	Speed: 201.62 samples/sec	accuracy=0.894844
+2020-04-09 03:23:28,645 Epoch[6] Batch [10350-10400]	Speed: 199.47 samples/sec	accuracy=0.897344
+2020-04-09 03:24:00,490 Epoch[6] Batch [10400-10450]	Speed: 200.98 samples/sec	accuracy=0.901406
+2020-04-09 03:24:32,436 Epoch[6] Batch [10450-10500]	Speed: 200.34 samples/sec	accuracy=0.896406
+2020-04-09 03:25:04,577 Epoch[6] Batch [10500-10550]	Speed: 199.12 samples/sec	accuracy=0.895000
+2020-04-09 03:25:36,630 Epoch[6] Batch [10550-10600]	Speed: 199.67 samples/sec	accuracy=0.888750
+2020-04-09 03:26:08,180 Epoch[6] Batch [10600-10650]	Speed: 202.86 samples/sec	accuracy=0.895938
+2020-04-09 03:26:39,955 Epoch[6] Batch [10650-10700]	Speed: 201.41 samples/sec	accuracy=0.895938
+2020-04-09 03:27:12,185 Epoch[6] Batch [10700-10750]	Speed: 198.57 samples/sec	accuracy=0.892813
+2020-04-09 03:27:44,117 Epoch[6] Batch [10750-10800]	Speed: 200.43 samples/sec	accuracy=0.897969
+2020-04-09 03:28:15,628 Epoch[6] Batch [10800-10850]	Speed: 203.11 samples/sec	accuracy=0.897031
+2020-04-09 03:28:47,647 Epoch[6] Batch [10850-10900]	Speed: 199.88 samples/sec	accuracy=0.895469
+2020-04-09 03:29:19,595 Epoch[6] Batch [10900-10950]	Speed: 200.33 samples/sec	accuracy=0.900156
+2020-04-09 03:29:51,000 Epoch[6] Batch [10950-11000]	Speed: 203.79 samples/sec	accuracy=0.891875
+2020-04-09 03:30:22,740 Epoch[6] Batch [11000-11050]	Speed: 201.64 samples/sec	accuracy=0.894687
+2020-04-09 03:30:54,538 Epoch[6] Batch [11050-11100]	Speed: 201.27 samples/sec	accuracy=0.894375
+2020-04-09 03:31:26,266 Epoch[6] Batch [11100-11150]	Speed: 201.72 samples/sec	accuracy=0.894844
+2020-04-09 03:31:58,095 Epoch[6] Batch [11150-11200]	Speed: 201.07 samples/sec	accuracy=0.888594
+2020-04-09 03:32:29,960 Epoch[6] Batch [11200-11250]	Speed: 200.85 samples/sec	accuracy=0.896563
+2020-04-09 03:33:02,033 Epoch[6] Batch [11250-11300]	Speed: 199.55 samples/sec	accuracy=0.898906
+2020-04-09 03:33:34,280 Epoch[6] Batch [11300-11350]	Speed: 198.47 samples/sec	accuracy=0.898438
+2020-04-09 03:34:06,473 Epoch[6] Batch [11350-11400]	Speed: 198.80 samples/sec	accuracy=0.899375
+2020-04-09 03:34:38,182 Epoch[6] Batch [11400-11450]	Speed: 201.83 samples/sec	accuracy=0.901719
+2020-04-09 03:35:10,089 Epoch[6] Batch [11450-11500]	Speed: 200.59 samples/sec	accuracy=0.896719
+2020-04-09 03:35:42,043 Epoch[6] Batch [11500-11550]	Speed: 200.29 samples/sec	accuracy=0.897969
+2020-04-09 03:36:13,939 Epoch[6] Batch [11550-11600]	Speed: 200.65 samples/sec	accuracy=0.898438
+2020-04-09 03:36:45,861 Epoch[6] Batch [11600-11650]	Speed: 200.49 samples/sec	accuracy=0.890312
+2020-04-09 03:37:17,883 Epoch[6] Batch [11650-11700]	Speed: 199.86 samples/sec	accuracy=0.896875
+2020-04-09 03:37:49,725 Epoch[6] Batch [11700-11750]	Speed: 200.99 samples/sec	accuracy=0.895312
+2020-04-09 03:38:21,591 Epoch[6] Batch [11750-11800]	Speed: 200.84 samples/sec	accuracy=0.898750
+2020-04-09 03:38:53,508 Epoch[6] Batch [11800-11850]	Speed: 200.52 samples/sec	accuracy=0.900000
+2020-04-09 03:39:25,316 Epoch[6] Batch [11850-11900]	Speed: 201.21 samples/sec	accuracy=0.897031
+2020-04-09 03:39:56,883 Epoch[6] Batch [11900-11950]	Speed: 202.75 samples/sec	accuracy=0.897188
+2020-04-09 03:40:28,393 Epoch[6] Batch [11950-12000]	Speed: 203.11 samples/sec	accuracy=0.893281
+2020-04-09 03:41:00,180 Epoch[6] Batch [12000-12050]	Speed: 201.34 samples/sec	accuracy=0.897188
+2020-04-09 03:41:32,045 Epoch[6] Batch [12050-12100]	Speed: 200.85 samples/sec	accuracy=0.896719
+2020-04-09 03:42:04,071 Epoch[6] Batch [12100-12150]	Speed: 199.84 samples/sec	accuracy=0.888594
+2020-04-09 03:42:35,952 Epoch[6] Batch [12150-12200]	Speed: 200.75 samples/sec	accuracy=0.900937
+2020-04-09 03:43:08,058 Epoch[6] Batch [12200-12250]	Speed: 199.34 samples/sec	accuracy=0.894844
+2020-04-09 03:43:39,531 Epoch[6] Batch [12250-12300]	Speed: 203.35 samples/sec	accuracy=0.894062
+2020-04-09 03:44:11,309 Epoch[6] Batch [12300-12350]	Speed: 201.40 samples/sec	accuracy=0.898750
+2020-04-09 03:44:43,417 Epoch[6] Batch [12350-12400]	Speed: 199.33 samples/sec	accuracy=0.896875
+2020-04-09 03:45:15,225 Epoch[6] Batch [12400-12450]	Speed: 201.21 samples/sec	accuracy=0.897500
+2020-04-09 03:45:47,293 Epoch[6] Batch [12450-12500]	Speed: 199.57 samples/sec	accuracy=0.891563
+2020-04-09 03:46:18,921 Epoch[6] Batch [12500-12550]	Speed: 202.36 samples/sec	accuracy=0.903281
+2020-04-09 03:46:50,989 Epoch[6] Batch [12550-12600]	Speed: 199.58 samples/sec	accuracy=0.900781
+2020-04-09 03:47:22,696 Epoch[6] Batch [12600-12650]	Speed: 201.85 samples/sec	accuracy=0.895938
+2020-04-09 03:47:54,937 Epoch[6] Batch [12650-12700]	Speed: 198.50 samples/sec	accuracy=0.896875
+2020-04-09 03:48:26,848 Epoch[6] Batch [12700-12750]	Speed: 200.56 samples/sec	accuracy=0.900625
+2020-04-09 03:48:58,628 Epoch[6] Batch [12750-12800]	Speed: 201.38 samples/sec	accuracy=0.894219
+2020-04-09 03:49:30,456 Epoch[6] Batch [12800-12850]	Speed: 201.08 samples/sec	accuracy=0.887813
+2020-04-09 03:50:03,123 Epoch[6] Batch [12850-12900]	Speed: 195.92 samples/sec	accuracy=0.891719
+2020-04-09 03:50:35,027 Epoch[6] Batch [12900-12950]	Speed: 200.61 samples/sec	accuracy=0.900625
+2020-04-09 03:51:06,979 Epoch[6] Batch [12950-13000]	Speed: 200.30 samples/sec	accuracy=0.902813
+2020-04-09 03:51:38,662 Epoch[6] Batch [13000-13050]	Speed: 202.00 samples/sec	accuracy=0.891563
+2020-04-09 03:52:10,798 Epoch[6] Batch [13050-13100]	Speed: 199.16 samples/sec	accuracy=0.894062
+2020-04-09 03:52:42,433 Epoch[6] Batch [13100-13150]	Speed: 202.31 samples/sec	accuracy=0.896406
+2020-04-09 03:53:14,663 Epoch[6] Batch [13150-13200]	Speed: 198.58 samples/sec	accuracy=0.890469
+2020-04-09 03:53:46,919 Epoch[6] Batch [13200-13250]	Speed: 198.41 samples/sec	accuracy=0.894531
+2020-04-09 03:54:18,684 Epoch[6] Batch [13250-13300]	Speed: 201.48 samples/sec	accuracy=0.895469
+2020-04-09 03:54:50,492 Epoch[6] Batch [13300-13350]	Speed: 201.21 samples/sec	accuracy=0.898125
+2020-04-09 03:55:22,327 Epoch[6] Batch [13350-13400]	Speed: 201.04 samples/sec	accuracy=0.892969
+2020-04-09 03:55:54,416 Epoch[6] Batch [13400-13450]	Speed: 199.45 samples/sec	accuracy=0.898281
+2020-04-09 03:56:26,235 Epoch[6] Batch [13450-13500]	Speed: 201.14 samples/sec	accuracy=0.899062
+2020-04-09 03:56:58,047 Epoch[6] Batch [13500-13550]	Speed: 201.18 samples/sec	accuracy=0.890000
+2020-04-09 03:57:30,218 Epoch[6] Batch [13550-13600]	Speed: 198.94 samples/sec	accuracy=0.901094
+2020-04-09 03:58:02,088 Epoch[6] Batch [13600-13650]	Speed: 200.82 samples/sec	accuracy=0.890938
+2020-04-09 03:58:33,992 Epoch[6] Batch [13650-13700]	Speed: 200.60 samples/sec	accuracy=0.903281
+2020-04-09 03:59:05,905 Epoch[6] Batch [13700-13750]	Speed: 200.55 samples/sec	accuracy=0.901875
+2020-04-09 03:59:37,616 Epoch[6] Batch [13750-13800]	Speed: 201.82 samples/sec	accuracy=0.898438
+2020-04-09 04:00:09,646 Epoch[6] Batch [13800-13850]	Speed: 199.81 samples/sec	accuracy=0.898594
+2020-04-09 04:00:41,433 Epoch[6] Batch [13850-13900]	Speed: 201.34 samples/sec	accuracy=0.904531
+2020-04-09 04:01:13,047 Epoch[6] Batch [13900-13950]	Speed: 202.45 samples/sec	accuracy=0.898594
+2020-04-09 04:01:44,953 Epoch[6] Batch [13950-14000]	Speed: 200.59 samples/sec	accuracy=0.893750
+2020-04-09 04:02:17,131 Epoch[6] Batch [14000-14050]	Speed: 198.89 samples/sec	accuracy=0.901094
+2020-04-09 04:02:49,583 Epoch[6] Batch [14050-14100]	Speed: 197.22 samples/sec	accuracy=0.897031
+2020-04-09 04:03:21,651 Epoch[6] Batch [14100-14150]	Speed: 199.58 samples/sec	accuracy=0.900781
+2020-04-09 04:03:53,272 Epoch[6] Batch [14150-14200]	Speed: 202.40 samples/sec	accuracy=0.888281
+2020-04-09 04:04:24,989 Epoch[6] Batch [14200-14250]	Speed: 201.79 samples/sec	accuracy=0.892656
+2020-04-09 04:04:57,037 Epoch[6] Batch [14250-14300]	Speed: 199.70 samples/sec	accuracy=0.890000
+2020-04-09 04:05:29,416 Epoch[6] Batch [14300-14350]	Speed: 197.66 samples/sec	accuracy=0.900781
+2020-04-09 04:06:01,639 Epoch[6] Batch [14350-14400]	Speed: 198.62 samples/sec	accuracy=0.902188
+2020-04-09 04:06:33,669 Epoch[6] Batch [14400-14450]	Speed: 199.81 samples/sec	accuracy=0.902656
+2020-04-09 04:07:05,538 Epoch[6] Batch [14450-14500]	Speed: 200.82 samples/sec	accuracy=0.898906
+2020-04-09 04:07:37,546 Epoch[6] Batch [14500-14550]	Speed: 199.96 samples/sec	accuracy=0.892188
+2020-04-09 04:08:09,403 Epoch[6] Batch [14550-14600]	Speed: 200.90 samples/sec	accuracy=0.901406
+2020-04-09 04:08:41,448 Epoch[6] Batch [14600-14650]	Speed: 199.72 samples/sec	accuracy=0.889062
+2020-04-09 04:09:13,526 Epoch[6] Batch [14650-14700]	Speed: 199.52 samples/sec	accuracy=0.900625
+2020-04-09 04:09:45,281 Epoch[6] Batch [14700-14750]	Speed: 201.55 samples/sec	accuracy=0.892188
+2020-04-09 04:10:17,286 Epoch[6] Batch [14750-14800]	Speed: 199.97 samples/sec	accuracy=0.899062
+2020-04-09 04:10:49,121 Epoch[6] Batch [14800-14850]	Speed: 201.04 samples/sec	accuracy=0.895938
+2020-04-09 04:11:20,987 Epoch[6] Batch [14850-14900]	Speed: 200.84 samples/sec	accuracy=0.889844
+2020-04-09 04:11:52,767 Epoch[6] Batch [14900-14950]	Speed: 201.39 samples/sec	accuracy=0.893437
+2020-04-09 04:12:24,359 Epoch[6] Batch [14950-15000]	Speed: 202.58 samples/sec	accuracy=0.899062
+2020-04-09 04:12:56,399 Epoch[6] Batch [15000-15050]	Speed: 199.76 samples/sec	accuracy=0.898594
+2020-04-09 04:13:28,030 Epoch[6] Batch [15050-15100]	Speed: 202.33 samples/sec	accuracy=0.893594
+2020-04-09 04:13:59,837 Epoch[6] Batch [15100-15150]	Speed: 201.22 samples/sec	accuracy=0.896250
+2020-04-09 04:14:31,753 Epoch[6] Batch [15150-15200]	Speed: 200.53 samples/sec	accuracy=0.890156
+2020-04-09 04:15:03,756 Epoch[6] Batch [15200-15250]	Speed: 199.98 samples/sec	accuracy=0.898125
+2020-04-09 04:15:35,480 Epoch[6] Batch [15250-15300]	Speed: 201.74 samples/sec	accuracy=0.895781
+2020-04-09 04:16:07,548 Epoch[6] Batch [15300-15350]	Speed: 199.58 samples/sec	accuracy=0.900312
+2020-04-09 04:16:39,702 Epoch[6] Batch [15350-15400]	Speed: 199.05 samples/sec	accuracy=0.889219
+2020-04-09 04:17:12,018 Epoch[6] Batch [15400-15450]	Speed: 198.04 samples/sec	accuracy=0.895312
+2020-04-09 04:17:43,951 Epoch[6] Batch [15450-15500]	Speed: 200.42 samples/sec	accuracy=0.897344
+2020-04-09 04:18:15,507 Epoch[6] Batch [15500-15550]	Speed: 202.81 samples/sec	accuracy=0.898906
+2020-04-09 04:18:47,405 Epoch[6] Batch [15550-15600]	Speed: 200.64 samples/sec	accuracy=0.895469
+2020-04-09 04:19:19,181 Epoch[6] Batch [15600-15650]	Speed: 201.41 samples/sec	accuracy=0.894219
+2020-04-09 04:19:51,183 Epoch[6] Batch [15650-15700]	Speed: 199.99 samples/sec	accuracy=0.895000
+2020-04-09 04:20:23,133 Epoch[6] Batch [15700-15750]	Speed: 200.32 samples/sec	accuracy=0.901406
+2020-04-09 04:20:55,127 Epoch[6] Batch [15750-15800]	Speed: 200.04 samples/sec	accuracy=0.893906
+2020-04-09 04:21:26,608 Epoch[6] Batch [15800-15850]	Speed: 203.30 samples/sec	accuracy=0.901563
+2020-04-09 04:21:58,356 Epoch[6] Batch [15850-15900]	Speed: 201.58 samples/sec	accuracy=0.894062
+2020-04-09 04:22:31,080 Epoch[6] Batch [15900-15950]	Speed: 195.58 samples/sec	accuracy=0.896563
+2020-04-09 04:23:02,772 Epoch[6] Batch [15950-16000]	Speed: 201.95 samples/sec	accuracy=0.898125
+2020-04-09 04:23:34,418 Epoch[6] Batch [16000-16050]	Speed: 202.24 samples/sec	accuracy=0.893281
+2020-04-09 04:24:05,863 Epoch[6] Batch [16050-16100]	Speed: 203.53 samples/sec	accuracy=0.896406
+2020-04-09 04:24:36,342 Epoch[6] Batch [16100-16150]	Speed: 209.99 samples/sec	accuracy=0.897656
+2020-04-09 04:25:07,227 Epoch[6] Batch [16150-16200]	Speed: 207.22 samples/sec	accuracy=0.896094
+2020-04-09 04:25:38,271 Epoch[6] Batch [16200-16250]	Speed: 206.16 samples/sec	accuracy=0.901406
+2020-04-09 04:26:08,476 Epoch[6] Batch [16250-16300]	Speed: 211.88 samples/sec	accuracy=0.894375
+2020-04-09 04:26:39,366 Epoch[6] Batch [16300-16350]	Speed: 207.19 samples/sec	accuracy=0.893906
+2020-04-09 04:27:09,502 Epoch[6] Batch [16350-16400]	Speed: 212.37 samples/sec	accuracy=0.890312
+2020-04-09 04:27:40,660 Epoch[6] Batch [16400-16450]	Speed: 205.41 samples/sec	accuracy=0.896250
+2020-04-09 04:28:11,385 Epoch[6] Batch [16450-16500]	Speed: 208.30 samples/sec	accuracy=0.897656
+2020-04-09 04:28:41,544 Epoch[6] Batch [16500-16550]	Speed: 212.21 samples/sec	accuracy=0.891250
+2020-04-09 04:29:12,379 Epoch[6] Batch [16550-16600]	Speed: 207.55 samples/sec	accuracy=0.893437
+2020-04-09 04:29:43,225 Epoch[6] Batch [16600-16650]	Speed: 207.48 samples/sec	accuracy=0.894844
+2020-04-09 04:30:13,516 Epoch[6] Batch [16650-16700]	Speed: 211.29 samples/sec	accuracy=0.904531
+2020-04-09 04:30:43,984 Epoch[6] Batch [16700-16750]	Speed: 210.06 samples/sec	accuracy=0.896875
+2020-04-09 04:31:14,152 Epoch[6] Batch [16750-16800]	Speed: 212.15 samples/sec	accuracy=0.895625
+2020-04-09 04:31:44,668 Epoch[6] Batch [16800-16850]	Speed: 209.73 samples/sec	accuracy=0.897969
+2020-04-09 04:32:16,169 Epoch[6] Batch [16850-16900]	Speed: 203.17 samples/sec	accuracy=0.889844
+2020-04-09 04:32:46,699 Epoch[6] Batch [16900-16950]	Speed: 209.63 samples/sec	accuracy=0.895312
+2020-04-09 04:33:17,308 Epoch[6] Batch [16950-17000]	Speed: 209.09 samples/sec	accuracy=0.895938
+2020-04-09 04:33:47,923 Epoch[6] Batch [17000-17050]	Speed: 209.05 samples/sec	accuracy=0.897656
+2020-04-09 04:34:18,789 Epoch[6] Batch [17050-17100]	Speed: 207.35 samples/sec	accuracy=0.895000
+2020-04-09 04:34:49,094 Epoch[6] Batch [17100-17150]	Speed: 211.19 samples/sec	accuracy=0.895781
+2020-04-09 04:35:19,691 Epoch[6] Batch [17150-17200]	Speed: 209.17 samples/sec	accuracy=0.898750
+2020-04-09 04:35:50,210 Epoch[6] Batch [17200-17250]	Speed: 209.71 samples/sec	accuracy=0.900625
+2020-04-09 04:36:20,604 Epoch[6] Batch [17250-17300]	Speed: 210.57 samples/sec	accuracy=0.896250
+2020-04-09 04:36:51,615 Epoch[6] Batch [17300-17350]	Speed: 206.38 samples/sec	accuracy=0.891563
+2020-04-09 04:37:22,006 Epoch[6] Batch [17350-17400]	Speed: 210.58 samples/sec	accuracy=0.889375
+2020-04-09 04:37:53,184 Epoch[6] Batch [17400-17450]	Speed: 205.28 samples/sec	accuracy=0.897969
+2020-04-09 04:38:23,648 Epoch[6] Batch [17450-17500]	Speed: 210.08 samples/sec	accuracy=0.899844
+2020-04-09 04:38:54,527 Epoch[6] Batch [17500-17550]	Speed: 207.26 samples/sec	accuracy=0.895938
+2020-04-09 04:39:25,163 Epoch[6] Batch [17550-17600]	Speed: 208.91 samples/sec	accuracy=0.898438
+2020-04-09 04:39:55,688 Epoch[6] Batch [17600-17650]	Speed: 209.67 samples/sec	accuracy=0.891094
+2020-04-09 04:40:26,074 Epoch[6] Batch [17650-17700]	Speed: 210.62 samples/sec	accuracy=0.898281
+2020-04-09 04:40:57,194 Epoch[6] Batch [17700-17750]	Speed: 205.66 samples/sec	accuracy=0.898750
+2020-04-09 04:41:27,990 Epoch[6] Batch [17750-17800]	Speed: 207.82 samples/sec	accuracy=0.894062
+2020-04-09 04:41:58,540 Epoch[6] Batch [17800-17850]	Speed: 209.49 samples/sec	accuracy=0.898281
+2020-04-09 04:42:29,270 Epoch[6] Batch [17850-17900]	Speed: 208.27 samples/sec	accuracy=0.891719
+2020-04-09 04:42:59,730 Epoch[6] Batch [17900-17950]	Speed: 210.11 samples/sec	accuracy=0.893281
+2020-04-09 04:43:30,216 Epoch[6] Batch [17950-18000]	Speed: 209.93 samples/sec	accuracy=0.894375
+2020-04-09 04:44:01,018 Epoch[6] Batch [18000-18050]	Speed: 207.78 samples/sec	accuracy=0.897031
+2020-04-09 04:44:31,222 Epoch[6] Batch [18050-18100]	Speed: 211.90 samples/sec	accuracy=0.892813
+2020-04-09 04:45:01,899 Epoch[6] Batch [18100-18150]	Speed: 208.63 samples/sec	accuracy=0.898438
+2020-04-09 04:45:32,736 Epoch[6] Batch [18150-18200]	Speed: 207.54 samples/sec	accuracy=0.898438
+2020-04-09 04:46:03,183 Epoch[6] Batch [18200-18250]	Speed: 210.20 samples/sec	accuracy=0.895469
+2020-04-09 04:46:33,870 Epoch[6] Batch [18250-18300]	Speed: 208.56 samples/sec	accuracy=0.900312
+2020-04-09 04:47:04,355 Epoch[6] Batch [18300-18350]	Speed: 209.93 samples/sec	accuracy=0.897813
+2020-04-09 04:47:35,528 Epoch[6] Batch [18350-18400]	Speed: 205.31 samples/sec	accuracy=0.892500
+2020-04-09 04:48:06,058 Epoch[6] Batch [18400-18450]	Speed: 209.63 samples/sec	accuracy=0.891719
+2020-04-09 04:48:36,695 Epoch[6] Batch [18450-18500]	Speed: 208.90 samples/sec	accuracy=0.894375
+2020-04-09 04:49:06,787 Epoch[6] Batch [18500-18550]	Speed: 212.68 samples/sec	accuracy=0.894531
+2020-04-09 04:49:37,580 Epoch[6] Batch [18550-18600]	Speed: 207.85 samples/sec	accuracy=0.892500
+2020-04-09 04:50:08,292 Epoch[6] Batch [18600-18650]	Speed: 208.39 samples/sec	accuracy=0.905937
+2020-04-09 04:50:38,840 Epoch[6] Batch [18650-18700]	Speed: 209.51 samples/sec	accuracy=0.891406
+2020-04-09 04:51:09,326 Epoch[6] Batch [18700-18750]	Speed: 209.93 samples/sec	accuracy=0.898438
+2020-04-09 04:51:39,721 Epoch[6] Batch [18750-18800]	Speed: 210.56 samples/sec	accuracy=0.889687
+2020-04-09 04:52:10,141 Epoch[6] Batch [18800-18850]	Speed: 210.39 samples/sec	accuracy=0.904844
+2020-04-09 04:52:40,693 Epoch[6] Batch [18850-18900]	Speed: 209.48 samples/sec	accuracy=0.897969
+2020-04-09 04:53:11,321 Epoch[6] Batch [18900-18950]	Speed: 208.96 samples/sec	accuracy=0.896250
+2020-04-09 04:53:42,213 Epoch[6] Batch [18950-19000]	Speed: 207.17 samples/sec	accuracy=0.901563
+2020-04-09 04:54:12,376 Epoch[6] Batch [19000-19050]	Speed: 212.18 samples/sec	accuracy=0.898281
+2020-04-09 04:54:42,701 Epoch[6] Batch [19050-19100]	Speed: 211.04 samples/sec	accuracy=0.901250
+2020-04-09 04:55:13,749 Epoch[6] Batch [19100-19150]	Speed: 206.13 samples/sec	accuracy=0.897500
+2020-04-09 04:55:43,763 Epoch[6] Batch [19150-19200]	Speed: 213.24 samples/sec	accuracy=0.895312
+2020-04-09 04:56:15,564 Epoch[6] Batch [19200-19250]	Speed: 201.25 samples/sec	accuracy=0.896406
+2020-04-09 04:56:47,622 Epoch[6] Batch [19250-19300]	Speed: 199.64 samples/sec	accuracy=0.885000
+2020-04-09 04:57:19,675 Epoch[6] Batch [19300-19350]	Speed: 199.67 samples/sec	accuracy=0.896875
+2020-04-09 04:57:51,432 Epoch[6] Batch [19350-19400]	Speed: 201.53 samples/sec	accuracy=0.890938
+2020-04-09 04:58:23,165 Epoch[6] Batch [19400-19450]	Speed: 201.69 samples/sec	accuracy=0.900937
+2020-04-09 04:58:54,982 Epoch[6] Batch [19450-19500]	Speed: 201.15 samples/sec	accuracy=0.893437
+2020-04-09 04:59:26,784 Epoch[6] Batch [19500-19550]	Speed: 201.25 samples/sec	accuracy=0.897500
+2020-04-09 04:59:57,991 Epoch[6] Batch [19550-19600]	Speed: 205.09 samples/sec	accuracy=0.902813
+2020-04-09 05:00:27,394 Epoch[6] Batch [19600-19650]	Speed: 217.66 samples/sec	accuracy=0.903281
+2020-04-09 05:00:56,739 Epoch[6] Batch [19650-19700]	Speed: 218.09 samples/sec	accuracy=0.891250
+2020-04-09 05:01:26,162 Epoch[6] Batch [19700-19750]	Speed: 217.52 samples/sec	accuracy=0.898750
+2020-04-09 05:01:55,698 Epoch[6] Batch [19750-19800]	Speed: 216.69 samples/sec	accuracy=0.894062
+2020-04-09 05:02:24,968 Epoch[6] Batch [19800-19850]	Speed: 218.65 samples/sec	accuracy=0.895938
+2020-04-09 05:02:54,257 Epoch[6] Batch [19850-19900]	Speed: 218.52 samples/sec	accuracy=0.892969
+2020-04-09 05:03:23,476 Epoch[6] Batch [19900-19950]	Speed: 219.04 samples/sec	accuracy=0.895312
+2020-04-09 05:03:53,051 Epoch[6] Batch [19950-20000]	Speed: 216.39 samples/sec	accuracy=0.901406
+2020-04-09 05:04:22,422 Epoch[6] Batch [20000-20050]	Speed: 217.90 samples/sec	accuracy=0.899687
+2020-04-09 05:04:51,826 Epoch[6] Batch [20050-20100]	Speed: 217.66 samples/sec	accuracy=0.893750
+2020-04-09 05:05:20,973 Epoch[6] Batch [20100-20150]	Speed: 219.57 samples/sec	accuracy=0.899687
+2020-04-09 05:05:50,571 Epoch[6] Batch [20150-20200]	Speed: 216.23 samples/sec	accuracy=0.892344
+2020-04-09 05:06:20,002 Epoch[6] Batch [20200-20250]	Speed: 217.46 samples/sec	accuracy=0.897813
+2020-04-09 05:06:49,571 Epoch[6] Batch [20250-20300]	Speed: 216.45 samples/sec	accuracy=0.896250
+2020-04-09 05:07:18,858 Epoch[6] Batch [20300-20350]	Speed: 218.53 samples/sec	accuracy=0.896094
+2020-04-09 05:07:48,215 Epoch[6] Batch [20350-20400]	Speed: 218.01 samples/sec	accuracy=0.901250
+2020-04-09 05:08:17,458 Epoch[6] Batch [20400-20450]	Speed: 218.85 samples/sec	accuracy=0.889687
+2020-04-09 05:08:47,237 Epoch[6] Batch [20450-20500]	Speed: 214.92 samples/sec	accuracy=0.903281
+2020-04-09 05:09:16,574 Epoch[6] Batch [20500-20550]	Speed: 218.16 samples/sec	accuracy=0.899687
+2020-04-09 05:09:45,909 Epoch[6] Batch [20550-20600]	Speed: 218.16 samples/sec	accuracy=0.891563
+2020-04-09 05:10:15,350 Epoch[6] Batch [20600-20650]	Speed: 217.39 samples/sec	accuracy=0.890156
+2020-04-09 05:10:44,695 Epoch[6] Batch [20650-20700]	Speed: 218.10 samples/sec	accuracy=0.902344
+2020-04-09 05:11:14,174 Epoch[6] Batch [20700-20750]	Speed: 217.11 samples/sec	accuracy=0.901250
+2020-04-09 05:11:43,410 Epoch[6] Batch [20750-20800]	Speed: 218.91 samples/sec	accuracy=0.901094
+2020-04-09 05:12:12,948 Epoch[6] Batch [20800-20850]	Speed: 216.67 samples/sec	accuracy=0.898125
+2020-04-09 05:12:42,163 Epoch[6] Batch [20850-20900]	Speed: 219.07 samples/sec	accuracy=0.895469
+2020-04-09 05:13:11,621 Epoch[6] Batch [20900-20950]	Speed: 217.26 samples/sec	accuracy=0.901875
+2020-04-09 05:13:41,013 Epoch[6] Batch [20950-21000]	Speed: 217.75 samples/sec	accuracy=0.893906
+2020-04-09 05:14:10,570 Epoch[6] Batch [21000-21050]	Speed: 216.53 samples/sec	accuracy=0.904844
+2020-04-09 05:14:39,902 Epoch[6] Batch [21050-21100]	Speed: 218.20 samples/sec	accuracy=0.892344
+2020-04-09 05:15:09,447 Epoch[6] Batch [21100-21150]	Speed: 216.62 samples/sec	accuracy=0.895000
+2020-04-09 05:15:38,846 Epoch[6] Batch [21150-21200]	Speed: 217.70 samples/sec	accuracy=0.897969
+2020-04-09 05:16:08,282 Epoch[6] Batch [21200-21250]	Speed: 217.42 samples/sec	accuracy=0.903125
+2020-04-09 05:16:37,740 Epoch[6] Batch [21250-21300]	Speed: 217.26 samples/sec	accuracy=0.900156
+2020-04-09 05:17:07,167 Epoch[6] Batch [21300-21350]	Speed: 217.49 samples/sec	accuracy=0.900156
+2020-04-09 05:17:36,660 Epoch[6] Batch [21350-21400]	Speed: 217.00 samples/sec	accuracy=0.892031
+2020-04-09 05:18:06,033 Epoch[6] Batch [21400-21450]	Speed: 217.89 samples/sec	accuracy=0.895312
+2020-04-09 05:18:35,325 Epoch[6] Batch [21450-21500]	Speed: 218.49 samples/sec	accuracy=0.894219
+2020-04-09 05:19:04,913 Epoch[6] Batch [21500-21550]	Speed: 216.31 samples/sec	accuracy=0.893125
+2020-04-09 05:19:34,321 Epoch[6] Batch [21550-21600]	Speed: 217.63 samples/sec	accuracy=0.898750
+2020-04-09 05:20:03,634 Epoch[6] Batch [21600-21650]	Speed: 218.34 samples/sec	accuracy=0.897813
+2020-04-09 05:20:32,928 Epoch[6] Batch [21650-21700]	Speed: 218.48 samples/sec	accuracy=0.896250
+2020-04-09 05:21:02,303 Epoch[6] Batch [21700-21750]	Speed: 217.87 samples/sec	accuracy=0.895938
+2020-04-09 05:21:31,803 Epoch[6] Batch [21750-21800]	Speed: 216.96 samples/sec	accuracy=0.893750
+2020-04-09 05:22:01,085 Epoch[6] Batch [21800-21850]	Speed: 218.56 samples/sec	accuracy=0.891094
+2020-04-09 05:22:30,596 Epoch[6] Batch [21850-21900]	Speed: 216.87 samples/sec	accuracy=0.899531
+2020-04-09 05:22:59,918 Epoch[6] Batch [21900-21950]	Speed: 218.26 samples/sec	accuracy=0.896406
+2020-04-09 05:23:29,148 Epoch[6] Batch [21950-22000]	Speed: 218.96 samples/sec	accuracy=0.900625
+2020-04-09 05:23:58,866 Epoch[6] Batch [22000-22050]	Speed: 215.36 samples/sec	accuracy=0.895000
+2020-04-09 05:24:28,215 Epoch[6] Batch [22050-22100]	Speed: 218.06 samples/sec	accuracy=0.897813
+2020-04-09 05:24:57,446 Epoch[6] Batch [22100-22150]	Speed: 218.95 samples/sec	accuracy=0.907188
+2020-04-09 05:25:26,799 Epoch[6] Batch [22150-22200]	Speed: 218.04 samples/sec	accuracy=0.898125
+2020-04-09 05:25:56,054 Epoch[6] Batch [22200-22250]	Speed: 218.77 samples/sec	accuracy=0.894844
+2020-04-09 05:26:25,514 Epoch[6] Batch [22250-22300]	Speed: 217.25 samples/sec	accuracy=0.899062
+2020-04-09 05:26:54,899 Epoch[6] Batch [22300-22350]	Speed: 217.79 samples/sec	accuracy=0.894844
+2020-04-09 05:27:24,217 Epoch[6] Batch [22350-22400]	Speed: 218.30 samples/sec	accuracy=0.895000
+2020-04-09 05:27:53,740 Epoch[6] Batch [22400-22450]	Speed: 216.78 samples/sec	accuracy=0.899531
+2020-04-09 05:28:23,123 Epoch[6] Batch [22450-22500]	Speed: 217.81 samples/sec	accuracy=0.896250
+2020-04-09 05:28:52,341 Epoch[6] Batch [22500-22550]	Speed: 219.05 samples/sec	accuracy=0.892344
+2020-04-09 05:29:21,896 Epoch[6] Batch [22550-22600]	Speed: 216.54 samples/sec	accuracy=0.895312
+2020-04-09 05:29:51,090 Epoch[6] Batch [22600-22650]	Speed: 219.22 samples/sec	accuracy=0.898594
+2020-04-09 05:30:20,531 Epoch[6] Batch [22650-22700]	Speed: 217.39 samples/sec	accuracy=0.899375
+2020-04-09 05:30:49,757 Epoch[6] Batch [22700-22750]	Speed: 218.99 samples/sec	accuracy=0.901406
+2020-04-09 05:31:19,126 Epoch[6] Batch [22750-22800]	Speed: 217.92 samples/sec	accuracy=0.892031
+2020-04-09 05:31:48,521 Epoch[6] Batch [22800-22850]	Speed: 217.73 samples/sec	accuracy=0.894219
+2020-04-09 05:32:17,922 Epoch[6] Batch [22850-22900]	Speed: 217.68 samples/sec	accuracy=0.900625
+2020-04-09 05:32:47,274 Epoch[6] Batch [22900-22950]	Speed: 218.04 samples/sec	accuracy=0.893750
+2020-04-09 05:33:16,749 Epoch[6] Batch [22950-23000]	Speed: 217.14 samples/sec	accuracy=0.892188
+2020-04-09 05:33:46,026 Epoch[6] Batch [23000-23050]	Speed: 218.61 samples/sec	accuracy=0.903906
+2020-04-09 05:34:15,482 Epoch[6] Batch [23050-23100]	Speed: 217.27 samples/sec	accuracy=0.901094
+2020-04-09 05:34:44,855 Epoch[6] Batch [23100-23150]	Speed: 217.88 samples/sec	accuracy=0.898750
+2020-04-09 05:35:14,389 Epoch[6] Batch [23150-23200]	Speed: 216.70 samples/sec	accuracy=0.903594
+2020-04-09 05:35:43,614 Epoch[6] Batch [23200-23250]	Speed: 219.00 samples/sec	accuracy=0.902813
+2020-04-09 05:36:13,006 Epoch[6] Batch [23250-23300]	Speed: 217.74 samples/sec	accuracy=0.894375
+2020-04-09 05:36:42,405 Epoch[6] Batch [23300-23350]	Speed: 217.70 samples/sec	accuracy=0.897969
+2020-04-09 05:37:11,968 Epoch[6] Batch [23350-23400]	Speed: 216.49 samples/sec	accuracy=0.896094
+2020-04-09 05:37:41,136 Epoch[6] Batch [23400-23450]	Speed: 219.42 samples/sec	accuracy=0.894531
+2020-04-09 05:38:12,252 Epoch[6] Batch [23450-23500]	Speed: 205.68 samples/sec	accuracy=0.905781
+2020-04-09 05:38:44,299 Epoch[6] Batch [23500-23550]	Speed: 199.71 samples/sec	accuracy=0.894375
+2020-04-09 05:39:16,064 Epoch[6] Batch [23550-23600]	Speed: 201.48 samples/sec	accuracy=0.895156
+2020-04-09 05:39:47,628 Epoch[6] Batch [23600-23650]	Speed: 202.76 samples/sec	accuracy=0.900156
+2020-04-09 05:40:19,208 Epoch[6] Batch [23650-23700]	Speed: 202.66 samples/sec	accuracy=0.899844
+2020-04-09 05:40:51,540 Epoch[6] Batch [23700-23750]	Speed: 197.95 samples/sec	accuracy=0.896875
+2020-04-09 05:41:23,429 Epoch[6] Batch [23750-23800]	Speed: 200.69 samples/sec	accuracy=0.903750
+2020-04-09 05:41:54,924 Epoch[6] Batch [23800-23850]	Speed: 203.21 samples/sec	accuracy=0.891406
+2020-04-09 05:42:26,735 Epoch[6] Batch [23850-23900]	Speed: 201.19 samples/sec	accuracy=0.905156
+2020-04-09 05:42:58,779 Epoch[6] Batch [23900-23950]	Speed: 199.73 samples/sec	accuracy=0.892969
+2020-04-09 05:43:30,611 Epoch[6] Batch [23950-24000]	Speed: 201.05 samples/sec	accuracy=0.898125
+2020-04-09 05:44:02,443 Epoch[6] Batch [24000-24050]	Speed: 201.06 samples/sec	accuracy=0.910625
+2020-04-09 05:44:34,674 Epoch[6] Batch [24050-24100]	Speed: 198.57 samples/sec	accuracy=0.901094
+2020-04-09 05:45:06,386 Epoch[6] Batch [24100-24150]	Speed: 201.81 samples/sec	accuracy=0.895469
+2020-04-09 05:45:38,304 Epoch[6] Batch [24150-24200]	Speed: 200.52 samples/sec	accuracy=0.894687
+2020-04-09 05:46:10,285 Epoch[6] Batch [24200-24250]	Speed: 200.12 samples/sec	accuracy=0.900625
+2020-04-09 05:46:41,877 Epoch[6] Batch [24250-24300]	Speed: 202.58 samples/sec	accuracy=0.896563
+2020-04-09 05:47:13,737 Epoch[6] Batch [24300-24350]	Speed: 200.88 samples/sec	accuracy=0.902813
+2020-04-09 05:47:45,840 Epoch[6] Batch [24350-24400]	Speed: 199.36 samples/sec	accuracy=0.899219
+2020-04-09 05:48:17,801 Epoch[6] Batch [24400-24450]	Speed: 200.24 samples/sec	accuracy=0.898438
+2020-04-09 05:48:49,746 Epoch[6] Batch [24450-24500]	Speed: 200.35 samples/sec	accuracy=0.900312
+2020-04-09 05:49:21,554 Epoch[6] Batch [24500-24550]	Speed: 201.21 samples/sec	accuracy=0.898125
+2020-04-09 05:49:53,143 Epoch[6] Batch [24550-24600]	Speed: 202.60 samples/sec	accuracy=0.895625
+2020-04-09 05:50:24,817 Epoch[6] Batch [24600-24650]	Speed: 202.06 samples/sec	accuracy=0.896563
+2020-04-09 05:50:56,551 Epoch[6] Batch [24650-24700]	Speed: 201.68 samples/sec	accuracy=0.892344
+2020-04-09 05:51:28,255 Epoch[6] Batch [24700-24750]	Speed: 201.87 samples/sec	accuracy=0.894531
+2020-04-09 05:52:00,527 Epoch[6] Batch [24750-24800]	Speed: 198.31 samples/sec	accuracy=0.898125
+2020-04-09 05:52:32,795 Epoch[6] Batch [24800-24850]	Speed: 198.34 samples/sec	accuracy=0.901250
+2020-04-09 05:53:04,517 Epoch[6] Batch [24850-24900]	Speed: 201.75 samples/sec	accuracy=0.894844
+2020-04-09 05:53:36,945 Epoch[6] Batch [24900-24950]	Speed: 197.36 samples/sec	accuracy=0.897500
+2020-04-09 05:54:09,011 Epoch[6] Batch [24950-25000]	Speed: 199.59 samples/sec	accuracy=0.894219
+2020-04-09 05:54:40,865 Epoch[6] Batch [25000-25050]	Speed: 200.92 samples/sec	accuracy=0.901875
+2020-04-09 05:55:12,806 Epoch[6] Batch [25050-25100]	Speed: 200.37 samples/sec	accuracy=0.890312
+2020-04-09 05:55:44,924 Epoch[6] Batch [25100-25150]	Speed: 199.27 samples/sec	accuracy=0.892656
+2020-04-09 05:56:16,891 Epoch[6] Batch [25150-25200]	Speed: 200.21 samples/sec	accuracy=0.899531
+2020-04-09 05:56:48,998 Epoch[6] Batch [25200-25250]	Speed: 199.33 samples/sec	accuracy=0.905156
+2020-04-09 05:57:20,533 Epoch[6] Batch [25250-25300]	Speed: 202.95 samples/sec	accuracy=0.897969
+2020-04-09 05:57:52,535 Epoch[6] Batch [25300-25350]	Speed: 199.99 samples/sec	accuracy=0.899531
+2020-04-09 05:58:24,220 Epoch[6] Batch [25350-25400]	Speed: 201.99 samples/sec	accuracy=0.897500
+2020-04-09 05:58:56,125 Epoch[6] Batch [25400-25450]	Speed: 200.60 samples/sec	accuracy=0.893125
+2020-04-09 05:59:27,828 Epoch[6] Batch [25450-25500]	Speed: 201.87 samples/sec	accuracy=0.894219
+2020-04-09 06:00:00,095 Epoch[6] Batch [25500-25550]	Speed: 198.35 samples/sec	accuracy=0.899219
+2020-04-09 06:00:32,086 Epoch[6] Batch [25550-25600]	Speed: 200.06 samples/sec	accuracy=0.900937
+2020-04-09 06:01:03,744 Epoch[6] Batch [25600-25650]	Speed: 202.16 samples/sec	accuracy=0.900937
+2020-04-09 06:01:35,829 Epoch[6] Batch [25650-25700]	Speed: 199.47 samples/sec	accuracy=0.895469
+2020-04-09 06:02:07,825 Epoch[6] Batch [25700-25750]	Speed: 200.03 samples/sec	accuracy=0.898281
+2020-04-09 06:02:39,670 Epoch[6] Batch [25750-25800]	Speed: 200.97 samples/sec	accuracy=0.904531
+2020-04-09 06:03:11,868 Epoch[6] Batch [25800-25850]	Speed: 198.77 samples/sec	accuracy=0.900312
+2020-04-09 06:03:43,423 Epoch[6] Batch [25850-25900]	Speed: 202.82 samples/sec	accuracy=0.895000
+2020-04-09 06:04:15,231 Epoch[6] Batch [25900-25950]	Speed: 201.21 samples/sec	accuracy=0.890156
+2020-04-09 06:04:46,960 Epoch[6] Batch [25950-26000]	Speed: 201.71 samples/sec	accuracy=0.895156
+2020-04-09 06:05:18,652 Epoch[6] Batch [26000-26050]	Speed: 201.95 samples/sec	accuracy=0.890938
+2020-04-09 06:05:50,649 Epoch[6] Batch [26050-26100]	Speed: 200.02 samples/sec	accuracy=0.890000
+2020-04-09 06:06:22,385 Epoch[6] Batch [26100-26150]	Speed: 201.67 samples/sec	accuracy=0.899531
+2020-04-09 06:06:54,419 Epoch[6] Batch [26150-26200]	Speed: 199.78 samples/sec	accuracy=0.892344
+2020-04-09 06:07:26,637 Epoch[6] Batch [26200-26250]	Speed: 198.65 samples/sec	accuracy=0.897500
+2020-04-09 06:07:58,361 Epoch[6] Batch [26250-26300]	Speed: 201.74 samples/sec	accuracy=0.892969
+2020-04-09 06:08:30,221 Epoch[6] Batch [26300-26350]	Speed: 200.88 samples/sec	accuracy=0.900156
+2020-04-09 06:09:02,073 Epoch[6] Batch [26350-26400]	Speed: 200.93 samples/sec	accuracy=0.901250
+2020-04-09 06:09:34,138 Epoch[6] Batch [26400-26450]	Speed: 199.60 samples/sec	accuracy=0.900000
+2020-04-09 06:10:06,480 Epoch[6] Batch [26450-26500]	Speed: 197.88 samples/sec	accuracy=0.906094
+2020-04-09 06:10:38,016 Epoch[6] Batch [26500-26550]	Speed: 202.95 samples/sec	accuracy=0.895625
+2020-04-09 06:11:09,740 Epoch[6] Batch [26550-26600]	Speed: 201.74 samples/sec	accuracy=0.904531
+2020-04-09 06:11:41,331 Epoch[6] Batch [26600-26650]	Speed: 202.59 samples/sec	accuracy=0.896563
+2020-04-09 06:12:13,394 Epoch[6] Batch [26650-26700]	Speed: 199.61 samples/sec	accuracy=0.895469
+2020-04-09 06:12:44,897 Epoch[6] Batch [26700-26750]	Speed: 203.15 samples/sec	accuracy=0.899844
+2020-04-09 06:13:16,613 Epoch[6] Batch [26750-26800]	Speed: 201.79 samples/sec	accuracy=0.894531
+2020-04-09 06:13:48,197 Epoch[6] Batch [26800-26850]	Speed: 202.64 samples/sec	accuracy=0.893437
+2020-04-09 06:14:20,064 Epoch[6] Batch [26850-26900]	Speed: 200.84 samples/sec	accuracy=0.892969
+2020-04-09 06:14:51,710 Epoch[6] Batch [26900-26950]	Speed: 202.23 samples/sec	accuracy=0.889844
+2020-04-09 06:15:23,700 Epoch[6] Batch [26950-27000]	Speed: 200.07 samples/sec	accuracy=0.891094
+2020-04-09 06:15:55,587 Epoch[6] Batch [27000-27050]	Speed: 200.71 samples/sec	accuracy=0.896875
+2020-04-09 06:16:27,428 Epoch[6] Batch [27050-27100]	Speed: 201.00 samples/sec	accuracy=0.897344
+2020-04-09 06:16:59,184 Epoch[6] Batch [27100-27150]	Speed: 201.54 samples/sec	accuracy=0.896563
+2020-04-09 06:17:31,098 Epoch[6] Batch [27150-27200]	Speed: 200.54 samples/sec	accuracy=0.894219
+2020-04-09 06:18:02,865 Epoch[6] Batch [27200-27250]	Speed: 201.47 samples/sec	accuracy=0.903438
+2020-04-09 06:18:34,878 Epoch[6] Batch [27250-27300]	Speed: 199.92 samples/sec	accuracy=0.890469
+2020-04-09 06:19:06,721 Epoch[6] Batch [27300-27350]	Speed: 200.98 samples/sec	accuracy=0.902031
+2020-04-09 06:19:38,567 Epoch[6] Batch [27350-27400]	Speed: 200.97 samples/sec	accuracy=0.900000
+2020-04-09 06:20:10,647 Epoch[6] Batch [27400-27450]	Speed: 199.50 samples/sec	accuracy=0.892344
+2020-04-09 06:20:41,878 Epoch[6] Batch [27450-27500]	Speed: 204.93 samples/sec	accuracy=0.894219
+2020-04-09 06:21:13,733 Epoch[6] Batch [27500-27550]	Speed: 200.91 samples/sec	accuracy=0.897500
+2020-04-09 06:21:45,777 Epoch[6] Batch [27550-27600]	Speed: 199.73 samples/sec	accuracy=0.896563
+2020-04-09 06:22:17,375 Epoch[6] Batch [27600-27650]	Speed: 202.54 samples/sec	accuracy=0.900312
+2020-04-09 06:22:49,237 Epoch[6] Batch [27650-27700]	Speed: 200.87 samples/sec	accuracy=0.900000
+2020-04-09 06:23:20,933 Epoch[6] Batch [27700-27750]	Speed: 201.92 samples/sec	accuracy=0.898594
+2020-04-09 06:23:52,840 Epoch[6] Batch [27750-27800]	Speed: 200.58 samples/sec	accuracy=0.894844
+2020-04-09 06:24:24,551 Epoch[6] Batch [27800-27850]	Speed: 201.83 samples/sec	accuracy=0.896250
+2020-04-09 06:24:56,629 Epoch[6] Batch [27850-27900]	Speed: 199.52 samples/sec	accuracy=0.901250
+2020-04-09 06:25:28,363 Epoch[6] Batch [27900-27950]	Speed: 201.68 samples/sec	accuracy=0.897656
+2020-04-09 06:26:00,620 Epoch[6] Batch [27950-28000]	Speed: 198.41 samples/sec	accuracy=0.896406
+2020-04-09 06:26:32,539 Epoch[6] Batch [28000-28050]	Speed: 200.51 samples/sec	accuracy=0.898594
+2020-04-09 06:27:04,136 Epoch[6] Batch [28050-28100]	Speed: 202.55 samples/sec	accuracy=0.900156
+2020-04-09 06:27:35,985 Epoch[6] Batch [28100-28150]	Speed: 200.95 samples/sec	accuracy=0.900625
+2020-04-09 06:28:07,421 Epoch[6] Batch [28150-28200]	Speed: 203.58 samples/sec	accuracy=0.896719
+2020-04-09 06:28:31,803 Epoch[6] Train-accuracy=0.896314
+2020-04-09 06:28:31,803 Epoch[6] Time cost=17730.336
+2020-04-09 06:28:32,040 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0007.params"
+2020-04-09 06:58:37,653 Epoch[6] Validation-accuracy=0.957389
+2020-04-09 06:59:17,549 Epoch[7] Batch [0-50]	Speed: 202.19 samples/sec	accuracy=0.901195
+2020-04-09 06:59:49,674 Epoch[7] Batch [50-100]	Speed: 199.22 samples/sec	accuracy=0.900625
+2020-04-09 07:00:21,445 Epoch[7] Batch [100-150]	Speed: 201.44 samples/sec	accuracy=0.892969
+2020-04-09 07:00:53,470 Epoch[7] Batch [150-200]	Speed: 199.85 samples/sec	accuracy=0.903125
+2020-04-09 07:01:25,969 Epoch[7] Batch [200-250]	Speed: 196.93 samples/sec	accuracy=0.900625
+2020-04-09 07:01:57,923 Epoch[7] Batch [250-300]	Speed: 200.29 samples/sec	accuracy=0.900781
+2020-04-09 07:02:29,618 Epoch[7] Batch [300-350]	Speed: 201.92 samples/sec	accuracy=0.906719
+2020-04-09 07:03:01,619 Epoch[7] Batch [350-400]	Speed: 199.99 samples/sec	accuracy=0.897500
+2020-04-09 07:03:33,217 Epoch[7] Batch [400-450]	Speed: 202.55 samples/sec	accuracy=0.890938
+2020-04-09 07:04:05,464 Epoch[7] Batch [450-500]	Speed: 198.47 samples/sec	accuracy=0.895312
+2020-04-09 07:04:37,068 Epoch[7] Batch [500-550]	Speed: 202.51 samples/sec	accuracy=0.912188
+2020-04-09 07:05:09,246 Epoch[7] Batch [550-600]	Speed: 198.90 samples/sec	accuracy=0.904219
+2020-04-09 07:05:41,082 Epoch[7] Batch [600-650]	Speed: 201.03 samples/sec	accuracy=0.900312
+2020-04-09 07:06:13,169 Epoch[7] Batch [650-700]	Speed: 199.46 samples/sec	accuracy=0.901250
+2020-04-09 07:06:45,206 Epoch[7] Batch [700-750]	Speed: 199.77 samples/sec	accuracy=0.899687
+2020-04-09 07:07:16,947 Epoch[7] Batch [750-800]	Speed: 201.63 samples/sec	accuracy=0.900312
+2020-04-09 07:07:48,738 Epoch[7] Batch [800-850]	Speed: 201.32 samples/sec	accuracy=0.894375
+2020-04-09 07:08:20,480 Epoch[7] Batch [850-900]	Speed: 201.63 samples/sec	accuracy=0.903438
+2020-04-09 07:08:52,334 Epoch[7] Batch [900-950]	Speed: 200.92 samples/sec	accuracy=0.903125
+2020-04-09 07:09:24,185 Epoch[7] Batch [950-1000]	Speed: 200.93 samples/sec	accuracy=0.900312
+2020-04-09 07:09:55,924 Epoch[7] Batch [1000-1050]	Speed: 201.65 samples/sec	accuracy=0.897500
+2020-04-09 07:10:27,800 Epoch[7] Batch [1050-1100]	Speed: 200.78 samples/sec	accuracy=0.893750
+2020-04-09 07:10:59,997 Epoch[7] Batch [1100-1150]	Speed: 198.77 samples/sec	accuracy=0.904062
+2020-04-09 07:11:31,917 Epoch[7] Batch [1150-1200]	Speed: 200.50 samples/sec	accuracy=0.899844
+2020-04-09 07:12:03,755 Epoch[7] Batch [1200-1250]	Speed: 201.02 samples/sec	accuracy=0.894219
+2020-04-09 07:12:35,744 Epoch[7] Batch [1250-1300]	Speed: 200.07 samples/sec	accuracy=0.897969
+2020-04-09 07:13:07,694 Epoch[7] Batch [1300-1350]	Speed: 200.32 samples/sec	accuracy=0.896406
+2020-04-09 07:13:39,461 Epoch[7] Batch [1350-1400]	Speed: 201.47 samples/sec	accuracy=0.904219
+2020-04-09 07:14:11,075 Epoch[7] Batch [1400-1450]	Speed: 202.44 samples/sec	accuracy=0.900312
+2020-04-09 07:14:43,030 Epoch[7] Batch [1450-1500]	Speed: 200.28 samples/sec	accuracy=0.901094
+2020-04-09 07:15:14,871 Epoch[7] Batch [1500-1550]	Speed: 201.00 samples/sec	accuracy=0.900000
+2020-04-09 07:15:46,307 Epoch[7] Batch [1550-1600]	Speed: 203.59 samples/sec	accuracy=0.895156
+2020-04-09 07:16:17,741 Epoch[7] Batch [1600-1650]	Speed: 203.60 samples/sec	accuracy=0.903125
+2020-04-09 07:16:49,406 Epoch[7] Batch [1650-1700]	Speed: 202.12 samples/sec	accuracy=0.896250
+2020-04-09 07:17:21,475 Epoch[7] Batch [1700-1750]	Speed: 199.57 samples/sec	accuracy=0.901875
+2020-04-09 07:17:53,187 Epoch[7] Batch [1750-1800]	Speed: 201.82 samples/sec	accuracy=0.896250
+2020-04-09 07:18:25,040 Epoch[7] Batch [1800-1850]	Speed: 200.93 samples/sec	accuracy=0.903906
+2020-04-09 07:18:56,729 Epoch[7] Batch [1850-1900]	Speed: 201.96 samples/sec	accuracy=0.900156
+2020-04-09 07:19:28,659 Epoch[7] Batch [1900-1950]	Speed: 200.44 samples/sec	accuracy=0.900156
+2020-04-09 07:20:00,375 Epoch[7] Batch [1950-2000]	Speed: 201.79 samples/sec	accuracy=0.900781
+2020-04-09 07:20:32,246 Epoch[7] Batch [2000-2050]	Speed: 200.81 samples/sec	accuracy=0.896406
+2020-04-09 07:21:04,089 Epoch[7] Batch [2050-2100]	Speed: 200.98 samples/sec	accuracy=0.900781
+2020-04-09 07:21:35,846 Epoch[7] Batch [2100-2150]	Speed: 201.53 samples/sec	accuracy=0.899531
+2020-04-09 07:22:07,576 Epoch[7] Batch [2150-2200]	Speed: 201.71 samples/sec	accuracy=0.903281
+2020-04-09 07:22:39,367 Epoch[7] Batch [2200-2250]	Speed: 201.31 samples/sec	accuracy=0.901719
+2020-04-09 07:23:11,017 Epoch[7] Batch [2250-2300]	Speed: 202.21 samples/sec	accuracy=0.901719
+2020-04-09 07:23:42,952 Epoch[7] Batch [2300-2350]	Speed: 200.41 samples/sec	accuracy=0.897813
+2020-04-09 07:24:14,794 Epoch[7] Batch [2350-2400]	Speed: 200.99 samples/sec	accuracy=0.895000
+2020-04-09 07:24:46,608 Epoch[7] Batch [2400-2450]	Speed: 201.17 samples/sec	accuracy=0.901250
+2020-04-09 07:25:18,252 Epoch[7] Batch [2450-2500]	Speed: 202.25 samples/sec	accuracy=0.895000
+2020-04-09 07:25:50,447 Epoch[7] Batch [2500-2550]	Speed: 198.79 samples/sec	accuracy=0.907188
+2020-04-09 07:26:22,561 Epoch[7] Batch [2550-2600]	Speed: 199.29 samples/sec	accuracy=0.901406
+2020-04-09 07:26:54,276 Epoch[7] Batch [2600-2650]	Speed: 201.80 samples/sec	accuracy=0.896875
+2020-04-09 07:27:26,274 Epoch[7] Batch [2650-2700]	Speed: 200.02 samples/sec	accuracy=0.902031
+2020-04-09 07:27:57,915 Epoch[7] Batch [2700-2750]	Speed: 202.27 samples/sec	accuracy=0.893750
+2020-04-09 07:28:30,233 Epoch[7] Batch [2750-2800]	Speed: 198.03 samples/sec	accuracy=0.894844
+2020-04-09 07:29:01,832 Epoch[7] Batch [2800-2850]	Speed: 202.54 samples/sec	accuracy=0.895469
+2020-04-09 07:29:33,539 Epoch[7] Batch [2850-2900]	Speed: 201.84 samples/sec	accuracy=0.892969
+2020-04-09 07:30:05,750 Epoch[7] Batch [2900-2950]	Speed: 198.69 samples/sec	accuracy=0.900937
+2020-04-09 07:30:37,715 Epoch[7] Batch [2950-3000]	Speed: 200.22 samples/sec	accuracy=0.895469
+2020-04-09 07:31:09,545 Epoch[7] Batch [3000-3050]	Speed: 201.07 samples/sec	accuracy=0.898594
+2020-04-09 07:31:41,625 Epoch[7] Batch [3050-3100]	Speed: 199.50 samples/sec	accuracy=0.897500
+2020-04-09 07:32:13,634 Epoch[7] Batch [3100-3150]	Speed: 199.95 samples/sec	accuracy=0.902656
+2020-04-09 07:32:45,181 Epoch[7] Batch [3150-3200]	Speed: 202.87 samples/sec	accuracy=0.892188
+2020-04-09 07:33:17,222 Epoch[7] Batch [3200-3250]	Speed: 199.75 samples/sec	accuracy=0.900312
+2020-04-09 07:33:49,361 Epoch[7] Batch [3250-3300]	Speed: 199.14 samples/sec	accuracy=0.892813
+2020-04-09 07:34:21,448 Epoch[7] Batch [3300-3350]	Speed: 199.45 samples/sec	accuracy=0.902031
+2020-04-09 07:34:53,017 Epoch[7] Batch [3350-3400]	Speed: 202.74 samples/sec	accuracy=0.903750
+2020-04-09 07:35:24,718 Epoch[7] Batch [3400-3450]	Speed: 201.88 samples/sec	accuracy=0.898906
+2020-04-09 07:35:56,480 Epoch[7] Batch [3450-3500]	Speed: 201.50 samples/sec	accuracy=0.896875
+2020-04-09 07:36:28,208 Epoch[7] Batch [3500-3550]	Speed: 201.72 samples/sec	accuracy=0.900156
+2020-04-09 07:37:00,033 Epoch[7] Batch [3550-3600]	Speed: 201.10 samples/sec	accuracy=0.906875
+2020-04-09 07:37:31,692 Epoch[7] Batch [3600-3650]	Speed: 202.15 samples/sec	accuracy=0.897500
+2020-04-09 07:38:03,395 Epoch[7] Batch [3650-3700]	Speed: 201.88 samples/sec	accuracy=0.898906
+2020-04-09 07:38:35,483 Epoch[7] Batch [3700-3750]	Speed: 199.45 samples/sec	accuracy=0.901563
+2020-04-09 07:39:07,506 Epoch[7] Batch [3750-3800]	Speed: 199.86 samples/sec	accuracy=0.899531
+2020-04-09 07:39:39,546 Epoch[7] Batch [3800-3850]	Speed: 199.75 samples/sec	accuracy=0.903438
+2020-04-09 07:40:11,479 Epoch[7] Batch [3850-3900]	Speed: 200.42 samples/sec	accuracy=0.896406
+2020-04-09 07:40:43,596 Epoch[7] Batch [3900-3950]	Speed: 199.27 samples/sec	accuracy=0.903125
+2020-04-09 07:41:15,631 Epoch[7] Batch [3950-4000]	Speed: 199.79 samples/sec	accuracy=0.896563
+2020-04-09 07:41:47,415 Epoch[7] Batch [4000-4050]	Speed: 201.36 samples/sec	accuracy=0.899687
+2020-04-09 07:42:19,101 Epoch[7] Batch [4050-4100]	Speed: 201.98 samples/sec	accuracy=0.898281
+2020-04-09 07:42:51,375 Epoch[7] Batch [4100-4150]	Speed: 198.31 samples/sec	accuracy=0.896094
+2020-04-09 07:43:22,990 Epoch[7] Batch [4150-4200]	Speed: 202.43 samples/sec	accuracy=0.900781
+2020-04-09 07:43:54,635 Epoch[7] Batch [4200-4250]	Speed: 202.25 samples/sec	accuracy=0.893906
+2020-04-09 07:44:26,222 Epoch[7] Batch [4250-4300]	Speed: 202.61 samples/sec	accuracy=0.903594
+2020-04-09 07:44:58,096 Epoch[7] Batch [4300-4350]	Speed: 200.79 samples/sec	accuracy=0.901563
+2020-04-09 07:45:30,021 Epoch[7] Batch [4350-4400]	Speed: 200.47 samples/sec	accuracy=0.901563
+2020-04-09 07:46:02,023 Epoch[7] Batch [4400-4450]	Speed: 199.99 samples/sec	accuracy=0.898594
+2020-04-09 07:46:33,848 Epoch[7] Batch [4450-4500]	Speed: 201.10 samples/sec	accuracy=0.901563
+2020-04-09 07:47:05,552 Epoch[7] Batch [4500-4550]	Speed: 201.87 samples/sec	accuracy=0.898125
+2020-04-09 07:47:37,129 Epoch[7] Batch [4550-4600]	Speed: 202.68 samples/sec	accuracy=0.890938
+2020-04-09 07:48:09,463 Epoch[7] Batch [4600-4650]	Speed: 197.93 samples/sec	accuracy=0.904375
+2020-04-09 07:48:41,084 Epoch[7] Batch [4650-4700]	Speed: 202.40 samples/sec	accuracy=0.899687
+2020-04-09 07:49:12,914 Epoch[7] Batch [4700-4750]	Speed: 201.07 samples/sec	accuracy=0.891094
+2020-04-09 07:49:44,998 Epoch[7] Batch [4750-4800]	Speed: 199.47 samples/sec	accuracy=0.898594
+2020-04-09 07:50:17,194 Epoch[7] Batch [4800-4850]	Speed: 198.79 samples/sec	accuracy=0.899375
+2020-04-09 07:50:49,074 Epoch[7] Batch [4850-4900]	Speed: 200.75 samples/sec	accuracy=0.899531
+2020-04-09 07:51:21,018 Epoch[7] Batch [4900-4950]	Speed: 200.35 samples/sec	accuracy=0.898125
+2020-04-09 07:51:52,881 Epoch[7] Batch [4950-5000]	Speed: 200.86 samples/sec	accuracy=0.900312
+2020-04-09 07:52:24,813 Epoch[7] Batch [5000-5050]	Speed: 200.43 samples/sec	accuracy=0.903594
+2020-04-09 07:52:56,905 Epoch[7] Batch [5050-5100]	Speed: 199.43 samples/sec	accuracy=0.903906
+2020-04-09 07:53:28,567 Epoch[7] Batch [5100-5150]	Speed: 202.14 samples/sec	accuracy=0.900156
+2020-04-09 07:54:00,803 Epoch[7] Batch [5150-5200]	Speed: 198.54 samples/sec	accuracy=0.898125
+2020-04-09 07:54:32,373 Epoch[7] Batch [5200-5250]	Speed: 202.72 samples/sec	accuracy=0.896563
+2020-04-09 07:55:04,330 Epoch[7] Batch [5250-5300]	Speed: 200.27 samples/sec	accuracy=0.897344
+2020-04-09 07:55:36,131 Epoch[7] Batch [5300-5350]	Speed: 201.25 samples/sec	accuracy=0.901406
+2020-04-09 07:56:07,698 Epoch[7] Batch [5350-5400]	Speed: 202.75 samples/sec	accuracy=0.904375
+2020-04-09 07:56:39,494 Epoch[7] Batch [5400-5450]	Speed: 201.29 samples/sec	accuracy=0.900000
+2020-04-09 07:57:11,759 Epoch[7] Batch [5450-5500]	Speed: 198.36 samples/sec	accuracy=0.900937
+2020-04-09 07:57:43,921 Epoch[7] Batch [5500-5550]	Speed: 198.99 samples/sec	accuracy=0.895156
+2020-04-09 07:58:16,146 Epoch[7] Batch [5550-5600]	Speed: 198.61 samples/sec	accuracy=0.897344
+2020-04-09 07:58:48,062 Epoch[7] Batch [5600-5650]	Speed: 200.52 samples/sec	accuracy=0.893906
+2020-04-09 07:59:20,279 Epoch[7] Batch [5650-5700]	Speed: 198.66 samples/sec	accuracy=0.897031
+2020-04-09 07:59:51,960 Epoch[7] Batch [5700-5750]	Speed: 202.01 samples/sec	accuracy=0.903906
+2020-04-09 08:00:23,921 Epoch[7] Batch [5750-5800]	Speed: 200.25 samples/sec	accuracy=0.897969
+2020-04-09 08:00:55,608 Epoch[7] Batch [5800-5850]	Speed: 201.97 samples/sec	accuracy=0.895625
+2020-04-09 08:01:27,585 Epoch[7] Batch [5850-5900]	Speed: 200.15 samples/sec	accuracy=0.905000
+2020-04-09 08:01:59,525 Epoch[7] Batch [5900-5950]	Speed: 200.37 samples/sec	accuracy=0.901250
+2020-04-09 08:02:31,359 Epoch[7] Batch [5950-6000]	Speed: 201.05 samples/sec	accuracy=0.895469
+2020-04-09 08:03:03,275 Epoch[7] Batch [6000-6050]	Speed: 200.53 samples/sec	accuracy=0.900156
+2020-04-09 08:03:34,993 Epoch[7] Batch [6050-6100]	Speed: 201.78 samples/sec	accuracy=0.896406
+2020-04-09 08:04:07,100 Epoch[7] Batch [6100-6150]	Speed: 199.33 samples/sec	accuracy=0.896563
+2020-04-09 08:04:38,881 Epoch[7] Batch [6150-6200]	Speed: 201.38 samples/sec	accuracy=0.896875
+2020-04-09 08:05:11,037 Epoch[7] Batch [6200-6250]	Speed: 199.03 samples/sec	accuracy=0.896250
+2020-04-09 08:05:42,769 Epoch[7] Batch [6250-6300]	Speed: 201.69 samples/sec	accuracy=0.894531
+2020-04-09 08:06:15,462 Epoch[7] Batch [6300-6350]	Speed: 195.76 samples/sec	accuracy=0.894844
+2020-04-09 08:06:47,532 Epoch[7] Batch [6350-6400]	Speed: 199.57 samples/sec	accuracy=0.900469
+2020-04-09 08:07:19,369 Epoch[7] Batch [6400-6450]	Speed: 201.03 samples/sec	accuracy=0.893750
+2020-04-09 08:07:51,573 Epoch[7] Batch [6450-6500]	Speed: 198.73 samples/sec	accuracy=0.899219
+2020-04-09 08:08:23,136 Epoch[7] Batch [6500-6550]	Speed: 202.77 samples/sec	accuracy=0.899062
+2020-04-09 08:08:55,112 Epoch[7] Batch [6550-6600]	Speed: 200.15 samples/sec	accuracy=0.900469
+2020-04-09 08:09:26,790 Epoch[7] Batch [6600-6650]	Speed: 202.04 samples/sec	accuracy=0.904062
+2020-04-09 08:09:58,457 Epoch[7] Batch [6650-6700]	Speed: 202.10 samples/sec	accuracy=0.899844
+2020-04-09 08:10:30,359 Epoch[7] Batch [6700-6750]	Speed: 200.62 samples/sec	accuracy=0.901875
+2020-04-09 08:11:02,288 Epoch[7] Batch [6750-6800]	Speed: 200.45 samples/sec	accuracy=0.895781
+2020-04-09 08:11:33,811 Epoch[7] Batch [6800-6850]	Speed: 203.03 samples/sec	accuracy=0.901250
+2020-04-09 08:12:05,651 Epoch[7] Batch [6850-6900]	Speed: 201.01 samples/sec	accuracy=0.904062
+2020-04-09 08:12:37,715 Epoch[7] Batch [6900-6950]	Speed: 199.60 samples/sec	accuracy=0.902344
+2020-04-09 08:13:09,767 Epoch[7] Batch [6950-7000]	Speed: 199.68 samples/sec	accuracy=0.896875
+2020-04-09 08:13:41,985 Epoch[7] Batch [7000-7050]	Speed: 198.65 samples/sec	accuracy=0.903594
+2020-04-09 08:14:13,894 Epoch[7] Batch [7050-7100]	Speed: 200.57 samples/sec	accuracy=0.889375
+2020-04-09 08:14:45,891 Epoch[7] Batch [7100-7150]	Speed: 200.02 samples/sec	accuracy=0.902031
+2020-04-09 08:15:17,774 Epoch[7] Batch [7150-7200]	Speed: 200.73 samples/sec	accuracy=0.904062
+2020-04-09 08:15:49,852 Epoch[7] Batch [7200-7250]	Speed: 199.52 samples/sec	accuracy=0.899687
+2020-04-09 08:16:21,482 Epoch[7] Batch [7250-7300]	Speed: 202.34 samples/sec	accuracy=0.899375
+2020-04-09 08:16:53,462 Epoch[7] Batch [7300-7350]	Speed: 200.13 samples/sec	accuracy=0.898906
+2020-04-09 08:17:25,182 Epoch[7] Batch [7350-7400]	Speed: 201.76 samples/sec	accuracy=0.901875
+2020-04-09 08:17:56,987 Epoch[7] Batch [7400-7450]	Speed: 201.23 samples/sec	accuracy=0.897813
+2020-04-09 08:18:28,757 Epoch[7] Batch [7450-7500]	Speed: 201.45 samples/sec	accuracy=0.898750
+2020-04-09 08:19:00,396 Epoch[7] Batch [7500-7550]	Speed: 202.28 samples/sec	accuracy=0.894844
+2020-04-09 08:19:32,007 Epoch[7] Batch [7550-7600]	Speed: 202.46 samples/sec	accuracy=0.896875
+2020-04-09 08:20:03,803 Epoch[7] Batch [7600-7650]	Speed: 201.29 samples/sec	accuracy=0.901094
+2020-04-09 08:20:35,839 Epoch[7] Batch [7650-7700]	Speed: 199.77 samples/sec	accuracy=0.894219
+2020-04-09 08:21:07,414 Epoch[7] Batch [7700-7750]	Speed: 202.69 samples/sec	accuracy=0.891719
+2020-04-09 08:21:39,310 Epoch[7] Batch [7750-7800]	Speed: 200.66 samples/sec	accuracy=0.898438
+2020-04-09 08:22:11,288 Epoch[7] Batch [7800-7850]	Speed: 200.14 samples/sec	accuracy=0.897813
+2020-04-09 08:22:43,584 Epoch[7] Batch [7850-7900]	Speed: 198.17 samples/sec	accuracy=0.903438
+2020-04-09 08:23:15,182 Epoch[7] Batch [7900-7950]	Speed: 202.54 samples/sec	accuracy=0.892813
+2020-04-09 08:23:47,139 Epoch[7] Batch [7950-8000]	Speed: 200.27 samples/sec	accuracy=0.897031
+2020-04-09 08:24:18,976 Epoch[7] Batch [8000-8050]	Speed: 201.02 samples/sec	accuracy=0.890312
+2020-04-09 08:24:50,839 Epoch[7] Batch [8050-8100]	Speed: 200.87 samples/sec	accuracy=0.895781
+2020-04-09 08:25:22,771 Epoch[7] Batch [8100-8150]	Speed: 200.42 samples/sec	accuracy=0.897188
+2020-04-09 08:25:54,608 Epoch[7] Batch [8150-8200]	Speed: 201.03 samples/sec	accuracy=0.902500
+2020-04-09 08:26:26,410 Epoch[7] Batch [8200-8250]	Speed: 201.25 samples/sec	accuracy=0.898438
+2020-04-09 08:26:58,629 Epoch[7] Batch [8250-8300]	Speed: 198.64 samples/sec	accuracy=0.904219
+2020-04-09 08:27:30,342 Epoch[7] Batch [8300-8350]	Speed: 201.81 samples/sec	accuracy=0.898125
+2020-04-09 08:28:01,916 Epoch[7] Batch [8350-8400]	Speed: 202.70 samples/sec	accuracy=0.904844
+2020-04-09 08:28:33,681 Epoch[7] Batch [8400-8450]	Speed: 201.48 samples/sec	accuracy=0.901406
+2020-04-09 08:29:05,392 Epoch[7] Batch [8450-8500]	Speed: 201.82 samples/sec	accuracy=0.891875
+2020-04-09 08:29:37,464 Epoch[7] Batch [8500-8550]	Speed: 199.55 samples/sec	accuracy=0.899062
+2020-04-09 08:30:09,728 Epoch[7] Batch [8550-8600]	Speed: 198.36 samples/sec	accuracy=0.907344
+2020-04-09 08:30:41,375 Epoch[7] Batch [8600-8650]	Speed: 202.23 samples/sec	accuracy=0.903906
+2020-04-09 08:31:12,878 Epoch[7] Batch [8650-8700]	Speed: 203.16 samples/sec	accuracy=0.895469
+2020-04-09 08:31:44,746 Epoch[7] Batch [8700-8750]	Speed: 200.83 samples/sec	accuracy=0.906875
+2020-04-09 08:32:16,480 Epoch[7] Batch [8750-8800]	Speed: 201.68 samples/sec	accuracy=0.900937
+2020-04-09 08:32:48,334 Epoch[7] Batch [8800-8850]	Speed: 200.92 samples/sec	accuracy=0.896875
+2020-04-09 08:33:20,134 Epoch[7] Batch [8850-8900]	Speed: 201.26 samples/sec	accuracy=0.903281
+2020-04-09 08:33:52,192 Epoch[7] Batch [8900-8950]	Speed: 199.63 samples/sec	accuracy=0.907656
+2020-04-09 08:34:24,034 Epoch[7] Batch [8950-9000]	Speed: 201.00 samples/sec	accuracy=0.905781
+2020-04-09 08:34:56,162 Epoch[7] Batch [9000-9050]	Speed: 199.21 samples/sec	accuracy=0.905000
+2020-04-09 08:35:28,235 Epoch[7] Batch [9050-9100]	Speed: 199.55 samples/sec	accuracy=0.897656
+2020-04-09 08:36:00,284 Epoch[7] Batch [9100-9150]	Speed: 199.69 samples/sec	accuracy=0.902500
+2020-04-09 08:36:32,030 Epoch[7] Batch [9150-9200]	Speed: 201.60 samples/sec	accuracy=0.903438
+2020-04-09 08:37:04,087 Epoch[7] Batch [9200-9250]	Speed: 199.65 samples/sec	accuracy=0.899531
+2020-04-09 08:37:35,711 Epoch[7] Batch [9250-9300]	Speed: 202.38 samples/sec	accuracy=0.900000
+2020-04-09 08:38:07,697 Epoch[7] Batch [9300-9350]	Speed: 200.09 samples/sec	accuracy=0.901094
+2020-04-09 08:38:39,485 Epoch[7] Batch [9350-9400]	Speed: 201.34 samples/sec	accuracy=0.896094
+2020-04-09 08:39:11,762 Epoch[7] Batch [9400-9450]	Speed: 198.28 samples/sec	accuracy=0.901563
+2020-04-09 08:39:43,595 Epoch[7] Batch [9450-9500]	Speed: 201.05 samples/sec	accuracy=0.891875
+2020-04-09 08:40:15,692 Epoch[7] Batch [9500-9550]	Speed: 199.40 samples/sec	accuracy=0.902188
+2020-04-09 08:40:48,190 Epoch[7] Batch [9550-9600]	Speed: 196.94 samples/sec	accuracy=0.896875
+2020-04-09 08:41:20,244 Epoch[7] Batch [9600-9650]	Speed: 199.67 samples/sec	accuracy=0.904062
+2020-04-09 08:41:52,399 Epoch[7] Batch [9650-9700]	Speed: 199.04 samples/sec	accuracy=0.903750
+2020-04-09 08:42:24,189 Epoch[7] Batch [9700-9750]	Speed: 201.32 samples/sec	accuracy=0.895625
+2020-04-09 08:42:55,831 Epoch[7] Batch [9750-9800]	Speed: 202.27 samples/sec	accuracy=0.897813
+2020-04-09 08:43:27,828 Epoch[7] Batch [9800-9850]	Speed: 200.02 samples/sec	accuracy=0.902813
+2020-04-09 08:43:59,703 Epoch[7] Batch [9850-9900]	Speed: 200.79 samples/sec	accuracy=0.894531
+2020-04-09 08:44:31,509 Epoch[7] Batch [9900-9950]	Speed: 201.22 samples/sec	accuracy=0.900469
+2020-04-09 08:45:03,509 Epoch[7] Batch [9950-10000]	Speed: 200.01 samples/sec	accuracy=0.904531
+2020-04-09 08:45:35,023 Epoch[7] Batch [10000-10050]	Speed: 203.08 samples/sec	accuracy=0.898438
+2020-04-09 08:46:06,967 Epoch[7] Batch [10050-10100]	Speed: 200.36 samples/sec	accuracy=0.903281
+2020-04-09 08:46:39,080 Epoch[7] Batch [10100-10150]	Speed: 199.30 samples/sec	accuracy=0.894062
+2020-04-09 08:47:10,742 Epoch[7] Batch [10150-10200]	Speed: 202.14 samples/sec	accuracy=0.898594
+2020-04-09 08:47:42,865 Epoch[7] Batch [10200-10250]	Speed: 199.23 samples/sec	accuracy=0.900000
+2020-04-09 08:48:14,551 Epoch[7] Batch [10250-10300]	Speed: 201.99 samples/sec	accuracy=0.897031
+2020-04-09 08:48:46,269 Epoch[7] Batch [10300-10350]	Speed: 201.78 samples/sec	accuracy=0.909219
+2020-04-09 08:49:18,231 Epoch[7] Batch [10350-10400]	Speed: 200.24 samples/sec	accuracy=0.902969
+2020-04-09 08:49:50,202 Epoch[7] Batch [10400-10450]	Speed: 200.18 samples/sec	accuracy=0.897656
+2020-04-09 08:50:22,190 Epoch[7] Batch [10450-10500]	Speed: 200.07 samples/sec	accuracy=0.901563
+2020-04-09 08:50:53,949 Epoch[7] Batch [10500-10550]	Speed: 201.52 samples/sec	accuracy=0.892656
+2020-04-09 08:51:26,054 Epoch[7] Batch [10550-10600]	Speed: 199.35 samples/sec	accuracy=0.895469
+2020-04-09 08:51:57,996 Epoch[7] Batch [10600-10650]	Speed: 200.37 samples/sec	accuracy=0.899062
+2020-04-09 08:52:30,102 Epoch[7] Batch [10650-10700]	Speed: 199.34 samples/sec	accuracy=0.901875
+2020-04-09 08:53:01,733 Epoch[7] Batch [10700-10750]	Speed: 202.33 samples/sec	accuracy=0.901406
+2020-04-09 08:53:33,509 Epoch[7] Batch [10750-10800]	Speed: 201.41 samples/sec	accuracy=0.896719
+2020-04-09 08:54:05,320 Epoch[7] Batch [10800-10850]	Speed: 201.19 samples/sec	accuracy=0.907500
+2020-04-09 08:54:37,543 Epoch[7] Batch [10850-10900]	Speed: 198.61 samples/sec	accuracy=0.905937
+2020-04-09 08:55:09,274 Epoch[7] Batch [10900-10950]	Speed: 201.70 samples/sec	accuracy=0.900781
+2020-04-09 08:55:41,257 Epoch[7] Batch [10950-11000]	Speed: 200.11 samples/sec	accuracy=0.896875
+2020-04-09 08:56:13,154 Epoch[7] Batch [11000-11050]	Speed: 200.65 samples/sec	accuracy=0.895156
+2020-04-09 08:56:44,931 Epoch[7] Batch [11050-11100]	Speed: 201.40 samples/sec	accuracy=0.905625
+2020-04-09 08:57:16,908 Epoch[7] Batch [11100-11150]	Speed: 200.15 samples/sec	accuracy=0.896875
+2020-04-09 08:57:48,804 Epoch[7] Batch [11150-11200]	Speed: 200.65 samples/sec	accuracy=0.893750
+2020-04-09 08:58:20,697 Epoch[7] Batch [11200-11250]	Speed: 200.67 samples/sec	accuracy=0.892188
+2020-04-09 08:58:52,334 Epoch[7] Batch [11250-11300]	Speed: 202.29 samples/sec	accuracy=0.901250
+2020-04-09 08:59:24,347 Epoch[7] Batch [11300-11350]	Speed: 199.92 samples/sec	accuracy=0.897500
+2020-04-09 08:59:56,085 Epoch[7] Batch [11350-11400]	Speed: 201.65 samples/sec	accuracy=0.902813
+2020-04-09 09:00:27,934 Epoch[7] Batch [11400-11450]	Speed: 200.95 samples/sec	accuracy=0.902969
+2020-04-09 09:00:59,779 Epoch[7] Batch [11450-11500]	Speed: 200.97 samples/sec	accuracy=0.900156
+2020-04-09 09:01:31,629 Epoch[7] Batch [11500-11550]	Speed: 200.95 samples/sec	accuracy=0.894219
+2020-04-09 09:02:03,466 Epoch[7] Batch [11550-11600]	Speed: 201.02 samples/sec	accuracy=0.902344
+2020-04-09 09:02:35,347 Epoch[7] Batch [11600-11650]	Speed: 200.75 samples/sec	accuracy=0.902969
+2020-04-09 09:03:07,254 Epoch[7] Batch [11650-11700]	Speed: 200.58 samples/sec	accuracy=0.898281
+2020-04-09 09:03:39,306 Epoch[7] Batch [11700-11750]	Speed: 199.68 samples/sec	accuracy=0.901875
+2020-04-09 09:04:11,080 Epoch[7] Batch [11750-11800]	Speed: 201.42 samples/sec	accuracy=0.896563
+2020-04-09 09:04:43,005 Epoch[7] Batch [11800-11850]	Speed: 200.48 samples/sec	accuracy=0.899375
+2020-04-09 09:05:14,704 Epoch[7] Batch [11850-11900]	Speed: 201.90 samples/sec	accuracy=0.907969
+2020-04-09 09:05:46,843 Epoch[7] Batch [11900-11950]	Speed: 199.14 samples/sec	accuracy=0.903125
+2020-04-09 09:06:18,671 Epoch[7] Batch [11950-12000]	Speed: 201.08 samples/sec	accuracy=0.906563
+2020-04-09 09:06:50,514 Epoch[7] Batch [12000-12050]	Speed: 200.98 samples/sec	accuracy=0.899375
+2020-04-09 09:07:22,621 Epoch[7] Batch [12050-12100]	Speed: 199.34 samples/sec	accuracy=0.895312
+2020-04-09 09:07:54,524 Epoch[7] Batch [12100-12150]	Speed: 200.61 samples/sec	accuracy=0.894844
+2020-04-09 09:08:26,205 Epoch[7] Batch [12150-12200]	Speed: 202.02 samples/sec	accuracy=0.897656
+2020-04-09 09:08:58,559 Epoch[7] Batch [12200-12250]	Speed: 197.81 samples/sec	accuracy=0.906406
+2020-04-09 09:09:30,128 Epoch[7] Batch [12250-12300]	Speed: 202.73 samples/sec	accuracy=0.901563
+2020-04-09 09:10:02,115 Epoch[7] Batch [12300-12350]	Speed: 200.08 samples/sec	accuracy=0.904687
+2020-04-09 09:10:33,575 Epoch[7] Batch [12350-12400]	Speed: 203.44 samples/sec	accuracy=0.899531
+2020-04-09 09:11:05,753 Epoch[7] Batch [12400-12450]	Speed: 198.90 samples/sec	accuracy=0.896719
+2020-04-09 09:11:37,425 Epoch[7] Batch [12450-12500]	Speed: 202.07 samples/sec	accuracy=0.901250
+2020-04-09 09:12:09,324 Epoch[7] Batch [12500-12550]	Speed: 200.64 samples/sec	accuracy=0.902656
+2020-04-09 09:12:41,415 Epoch[7] Batch [12550-12600]	Speed: 199.43 samples/sec	accuracy=0.895625
+2020-04-09 09:13:13,364 Epoch[7] Batch [12600-12650]	Speed: 200.33 samples/sec	accuracy=0.897031
+2020-04-09 09:13:45,455 Epoch[7] Batch [12650-12700]	Speed: 199.43 samples/sec	accuracy=0.901250
+2020-04-09 09:14:17,193 Epoch[7] Batch [12700-12750]	Speed: 201.65 samples/sec	accuracy=0.898750
+2020-04-09 09:14:48,924 Epoch[7] Batch [12750-12800]	Speed: 201.69 samples/sec	accuracy=0.905781
+2020-04-09 09:15:20,746 Epoch[7] Batch [12800-12850]	Speed: 201.12 samples/sec	accuracy=0.897344
+2020-04-09 09:15:52,670 Epoch[7] Batch [12850-12900]	Speed: 200.48 samples/sec	accuracy=0.898750
+2020-04-09 09:16:24,476 Epoch[7] Batch [12900-12950]	Speed: 201.22 samples/sec	accuracy=0.899844
+2020-04-09 09:16:56,306 Epoch[7] Batch [12950-13000]	Speed: 201.07 samples/sec	accuracy=0.897188
+2020-04-09 09:17:28,110 Epoch[7] Batch [13000-13050]	Speed: 201.23 samples/sec	accuracy=0.900469
+2020-04-09 09:17:59,822 Epoch[7] Batch [13050-13100]	Speed: 201.82 samples/sec	accuracy=0.900625
+2020-04-09 09:18:31,710 Epoch[7] Batch [13100-13150]	Speed: 200.70 samples/sec	accuracy=0.904531
+2020-04-09 09:19:03,748 Epoch[7] Batch [13150-13200]	Speed: 199.77 samples/sec	accuracy=0.889844
+2020-04-09 09:19:35,174 Epoch[7] Batch [13200-13250]	Speed: 203.65 samples/sec	accuracy=0.898281
+2020-04-09 09:20:07,224 Epoch[7] Batch [13250-13300]	Speed: 199.69 samples/sec	accuracy=0.899531
+2020-04-09 09:20:39,218 Epoch[7] Batch [13300-13350]	Speed: 200.04 samples/sec	accuracy=0.901094
+2020-04-09 09:21:11,044 Epoch[7] Batch [13350-13400]	Speed: 201.09 samples/sec	accuracy=0.902188
+2020-04-09 09:21:42,756 Epoch[7] Batch [13400-13450]	Speed: 201.82 samples/sec	accuracy=0.905781
+2020-04-09 09:22:14,575 Epoch[7] Batch [13450-13500]	Speed: 201.14 samples/sec	accuracy=0.902813
+2020-04-09 09:22:46,383 Epoch[7] Batch [13500-13550]	Speed: 201.20 samples/sec	accuracy=0.901875
+2020-04-09 09:23:18,432 Epoch[7] Batch [13550-13600]	Speed: 199.70 samples/sec	accuracy=0.893281
+2020-04-09 09:23:50,296 Epoch[7] Batch [13600-13650]	Speed: 200.86 samples/sec	accuracy=0.900000
+2020-04-09 09:24:22,061 Epoch[7] Batch [13650-13700]	Speed: 201.48 samples/sec	accuracy=0.899687
+2020-04-09 09:24:54,497 Epoch[7] Batch [13700-13750]	Speed: 197.31 samples/sec	accuracy=0.905312
+2020-04-09 09:25:26,396 Epoch[7] Batch [13750-13800]	Speed: 200.63 samples/sec	accuracy=0.901406
+2020-04-09 09:25:58,590 Epoch[7] Batch [13800-13850]	Speed: 198.80 samples/sec	accuracy=0.903438
+2020-04-09 09:26:30,360 Epoch[7] Batch [13850-13900]	Speed: 201.45 samples/sec	accuracy=0.900000
+2020-04-09 09:27:02,083 Epoch[7] Batch [13900-13950]	Speed: 201.75 samples/sec	accuracy=0.897813
+2020-04-09 09:27:33,892 Epoch[7] Batch [13950-14000]	Speed: 201.20 samples/sec	accuracy=0.904531
+2020-04-09 09:28:05,699 Epoch[7] Batch [14000-14050]	Speed: 201.22 samples/sec	accuracy=0.897500
+2020-04-09 09:28:37,781 Epoch[7] Batch [14050-14100]	Speed: 199.49 samples/sec	accuracy=0.899531
+2020-04-09 09:29:09,435 Epoch[7] Batch [14100-14150]	Speed: 202.19 samples/sec	accuracy=0.898906
+2020-04-09 09:29:41,399 Epoch[7] Batch [14150-14200]	Speed: 200.23 samples/sec	accuracy=0.899062
+2020-04-09 09:30:13,387 Epoch[7] Batch [14200-14250]	Speed: 200.08 samples/sec	accuracy=0.906719
+2020-04-09 09:30:45,320 Epoch[7] Batch [14250-14300]	Speed: 200.42 samples/sec	accuracy=0.902813
+2020-04-09 09:31:17,217 Epoch[7] Batch [14300-14350]	Speed: 200.65 samples/sec	accuracy=0.902031
+2020-04-09 09:31:49,067 Epoch[7] Batch [14350-14400]	Speed: 200.94 samples/sec	accuracy=0.898281
+2020-04-09 09:32:21,038 Epoch[7] Batch [14400-14450]	Speed: 200.19 samples/sec	accuracy=0.899687
+2020-04-09 09:32:53,075 Epoch[7] Batch [14450-14500]	Speed: 199.77 samples/sec	accuracy=0.898438
+2020-04-09 09:33:25,047 Epoch[7] Batch [14500-14550]	Speed: 200.18 samples/sec	accuracy=0.900000
+2020-04-09 09:33:56,887 Epoch[7] Batch [14550-14600]	Speed: 201.01 samples/sec	accuracy=0.906406
+2020-04-09 09:34:28,792 Epoch[7] Batch [14600-14650]	Speed: 200.60 samples/sec	accuracy=0.902188
+2020-04-09 09:35:00,762 Epoch[7] Batch [14650-14700]	Speed: 200.19 samples/sec	accuracy=0.896719
+2020-04-09 09:35:32,573 Epoch[7] Batch [14700-14750]	Speed: 201.19 samples/sec	accuracy=0.902500
+2020-04-09 09:36:04,297 Epoch[7] Batch [14750-14800]	Speed: 201.75 samples/sec	accuracy=0.900781
+2020-04-09 09:36:36,440 Epoch[7] Batch [14800-14850]	Speed: 199.11 samples/sec	accuracy=0.898438
+2020-04-09 09:37:08,380 Epoch[7] Batch [14850-14900]	Speed: 200.37 samples/sec	accuracy=0.901406
+2020-04-09 09:37:40,197 Epoch[7] Batch [14900-14950]	Speed: 201.15 samples/sec	accuracy=0.894375
+2020-04-09 09:38:12,147 Epoch[7] Batch [14950-15000]	Speed: 200.32 samples/sec	accuracy=0.898125
+2020-04-09 09:38:43,683 Epoch[7] Batch [15000-15050]	Speed: 202.94 samples/sec	accuracy=0.892188
+2020-04-09 09:39:15,991 Epoch[7] Batch [15050-15100]	Speed: 198.09 samples/sec	accuracy=0.898125
+2020-04-09 09:39:48,054 Epoch[7] Batch [15100-15150]	Speed: 199.61 samples/sec	accuracy=0.906094
+2020-04-09 09:40:19,700 Epoch[7] Batch [15150-15200]	Speed: 202.23 samples/sec	accuracy=0.903750
+2020-04-09 09:40:51,900 Epoch[7] Batch [15200-15250]	Speed: 198.76 samples/sec	accuracy=0.908281
+2020-04-09 09:41:24,591 Epoch[7] Batch [15250-15300]	Speed: 195.77 samples/sec	accuracy=0.905312
+2020-04-09 09:41:56,324 Epoch[7] Batch [15300-15350]	Speed: 201.68 samples/sec	accuracy=0.904062
+2020-04-09 09:42:28,483 Epoch[7] Batch [15350-15400]	Speed: 199.02 samples/sec	accuracy=0.895781
+2020-04-09 09:43:00,380 Epoch[7] Batch [15400-15450]	Speed: 200.64 samples/sec	accuracy=0.903594
+2020-04-09 09:43:32,485 Epoch[7] Batch [15450-15500]	Speed: 199.35 samples/sec	accuracy=0.897969
+2020-04-09 09:44:04,444 Epoch[7] Batch [15500-15550]	Speed: 200.26 samples/sec	accuracy=0.902656
+2020-04-09 09:44:36,147 Epoch[7] Batch [15550-15600]	Speed: 201.87 samples/sec	accuracy=0.902500
+2020-04-09 09:45:08,199 Epoch[7] Batch [15600-15650]	Speed: 199.68 samples/sec	accuracy=0.902656
+2020-04-09 09:45:39,611 Epoch[7] Batch [15650-15700]	Speed: 203.75 samples/sec	accuracy=0.904062
+2020-04-09 09:46:11,694 Epoch[7] Batch [15700-15750]	Speed: 199.48 samples/sec	accuracy=0.898906
+2020-04-09 09:46:43,409 Epoch[7] Batch [15750-15800]	Speed: 201.80 samples/sec	accuracy=0.899375
+2020-04-09 09:47:15,405 Epoch[7] Batch [15800-15850]	Speed: 200.03 samples/sec	accuracy=0.896250
+2020-04-09 09:47:47,269 Epoch[7] Batch [15850-15900]	Speed: 200.85 samples/sec	accuracy=0.898125
+2020-04-09 09:48:19,561 Epoch[7] Batch [15900-15950]	Speed: 198.19 samples/sec	accuracy=0.903438
+2020-04-09 09:48:51,190 Epoch[7] Batch [15950-16000]	Speed: 202.35 samples/sec	accuracy=0.898281
+2020-04-09 09:49:23,262 Epoch[7] Batch [16000-16050]	Speed: 199.55 samples/sec	accuracy=0.900625
+2020-04-09 09:49:55,046 Epoch[7] Batch [16050-16100]	Speed: 201.36 samples/sec	accuracy=0.900312
+2020-04-09 09:50:26,649 Epoch[7] Batch [16100-16150]	Speed: 202.52 samples/sec	accuracy=0.902031
+2020-04-09 09:50:58,632 Epoch[7] Batch [16150-16200]	Speed: 200.10 samples/sec	accuracy=0.898438
+2020-04-09 09:51:29,695 Epoch[7] Batch [16200-16250]	Speed: 206.04 samples/sec	accuracy=0.901563
+2020-04-09 09:52:00,426 Epoch[7] Batch [16250-16300]	Speed: 208.26 samples/sec	accuracy=0.901875
+2020-04-09 09:52:31,201 Epoch[7] Batch [16300-16350]	Speed: 207.96 samples/sec	accuracy=0.901250
+2020-04-09 09:53:02,160 Epoch[7] Batch [16350-16400]	Speed: 206.73 samples/sec	accuracy=0.892813
+2020-04-09 09:53:32,903 Epoch[7] Batch [16400-16450]	Speed: 208.17 samples/sec	accuracy=0.899219
+2020-04-09 09:54:03,330 Epoch[7] Batch [16450-16500]	Speed: 210.35 samples/sec	accuracy=0.901094
+2020-04-09 09:54:34,123 Epoch[7] Batch [16500-16550]	Speed: 207.84 samples/sec	accuracy=0.901094
+2020-04-09 09:55:04,432 Epoch[7] Batch [16550-16600]	Speed: 211.16 samples/sec	accuracy=0.898906
+2020-04-09 09:55:35,484 Epoch[7] Batch [16600-16650]	Speed: 206.11 samples/sec	accuracy=0.900469
+2020-04-09 09:56:06,174 Epoch[7] Batch [16650-16700]	Speed: 208.54 samples/sec	accuracy=0.906250
+2020-04-09 09:56:37,058 Epoch[7] Batch [16700-16750]	Speed: 207.23 samples/sec	accuracy=0.900000
+2020-04-09 09:57:07,509 Epoch[7] Batch [16750-16800]	Speed: 210.17 samples/sec	accuracy=0.901094
+2020-04-09 09:57:38,311 Epoch[7] Batch [16800-16850]	Speed: 207.78 samples/sec	accuracy=0.895312
+2020-04-09 09:58:08,500 Epoch[7] Batch [16850-16900]	Speed: 212.00 samples/sec	accuracy=0.909531
+2020-04-09 09:58:39,311 Epoch[7] Batch [16900-16950]	Speed: 207.72 samples/sec	accuracy=0.898281
+2020-04-09 09:59:09,943 Epoch[7] Batch [16950-17000]	Speed: 208.93 samples/sec	accuracy=0.901875
+2020-04-09 09:59:40,836 Epoch[7] Batch [17000-17050]	Speed: 207.17 samples/sec	accuracy=0.902813
+2020-04-09 10:00:10,908 Epoch[7] Batch [17050-17100]	Speed: 212.83 samples/sec	accuracy=0.905625
+2020-04-09 10:00:42,043 Epoch[7] Batch [17100-17150]	Speed: 205.56 samples/sec	accuracy=0.899531
+2020-04-09 10:01:12,628 Epoch[7] Batch [17150-17200]	Speed: 209.25 samples/sec	accuracy=0.908125
+2020-04-09 10:01:43,690 Epoch[7] Batch [17200-17250]	Speed: 206.04 samples/sec	accuracy=0.909531
+2020-04-09 10:02:14,137 Epoch[7] Batch [17250-17300]	Speed: 210.20 samples/sec	accuracy=0.897031
+2020-04-09 10:02:44,413 Epoch[7] Batch [17300-17350]	Speed: 211.39 samples/sec	accuracy=0.902188
+2020-04-09 10:03:14,667 Epoch[7] Batch [17350-17400]	Speed: 211.54 samples/sec	accuracy=0.901719
+2020-04-09 10:03:45,068 Epoch[7] Batch [17400-17450]	Speed: 210.53 samples/sec	accuracy=0.900937
+2020-04-09 10:04:16,070 Epoch[7] Batch [17450-17500]	Speed: 206.44 samples/sec	accuracy=0.902656
+2020-04-09 10:04:46,629 Epoch[7] Batch [17500-17550]	Speed: 209.43 samples/sec	accuracy=0.896406
+2020-04-09 10:05:17,090 Epoch[7] Batch [17550-17600]	Speed: 210.11 samples/sec	accuracy=0.903750
+2020-04-09 10:05:47,556 Epoch[7] Batch [17600-17650]	Speed: 210.07 samples/sec	accuracy=0.903125
+2020-04-09 10:06:18,101 Epoch[7] Batch [17650-17700]	Speed: 209.53 samples/sec	accuracy=0.901719
+2020-04-09 10:06:48,733 Epoch[7] Batch [17700-17750]	Speed: 208.94 samples/sec	accuracy=0.898281
+2020-04-09 10:07:19,080 Epoch[7] Batch [17750-17800]	Speed: 210.89 samples/sec	accuracy=0.902813
+2020-04-09 10:07:49,527 Epoch[7] Batch [17800-17850]	Speed: 210.20 samples/sec	accuracy=0.892500
+2020-04-09 10:08:20,174 Epoch[7] Batch [17850-17900]	Speed: 208.83 samples/sec	accuracy=0.896875
+2020-04-09 10:08:50,816 Epoch[7] Batch [17900-17950]	Speed: 208.86 samples/sec	accuracy=0.901094
+2020-04-09 10:09:20,999 Epoch[7] Batch [17950-18000]	Speed: 212.04 samples/sec	accuracy=0.900937
+2020-04-09 10:09:51,552 Epoch[7] Batch [18000-18050]	Speed: 209.47 samples/sec	accuracy=0.909219
+2020-04-09 10:10:21,919 Epoch[7] Batch [18050-18100]	Speed: 210.76 samples/sec	accuracy=0.902656
+2020-04-09 10:10:53,488 Epoch[7] Batch [18100-18150]	Speed: 202.73 samples/sec	accuracy=0.898125
+2020-04-09 10:11:23,840 Epoch[7] Batch [18150-18200]	Speed: 210.87 samples/sec	accuracy=0.901719
+2020-04-09 10:11:54,686 Epoch[7] Batch [18200-18250]	Speed: 207.48 samples/sec	accuracy=0.904375
+2020-04-09 10:12:25,316 Epoch[7] Batch [18250-18300]	Speed: 208.95 samples/sec	accuracy=0.903750
+2020-04-09 10:12:56,630 Epoch[7] Batch [18300-18350]	Speed: 204.38 samples/sec	accuracy=0.898906
+2020-04-09 10:13:27,233 Epoch[7] Batch [18350-18400]	Speed: 209.13 samples/sec	accuracy=0.906406
+2020-04-09 10:13:58,081 Epoch[7] Batch [18400-18450]	Speed: 207.47 samples/sec	accuracy=0.896250
+2020-04-09 10:14:28,748 Epoch[7] Batch [18450-18500]	Speed: 208.70 samples/sec	accuracy=0.902969
+2020-04-09 10:14:59,855 Epoch[7] Batch [18500-18550]	Speed: 205.74 samples/sec	accuracy=0.903438
+2020-04-09 10:15:30,564 Epoch[7] Batch [18550-18600]	Speed: 208.41 samples/sec	accuracy=0.898281
+2020-04-09 10:16:01,499 Epoch[7] Batch [18600-18650]	Speed: 206.88 samples/sec	accuracy=0.904844
+2020-04-09 10:16:32,334 Epoch[7] Batch [18650-18700]	Speed: 207.56 samples/sec	accuracy=0.904375
+2020-04-09 10:17:02,969 Epoch[7] Batch [18700-18750]	Speed: 208.92 samples/sec	accuracy=0.901875
+2020-04-09 10:17:33,720 Epoch[7] Batch [18750-18800]	Speed: 208.13 samples/sec	accuracy=0.905469
+2020-04-09 10:18:04,497 Epoch[7] Batch [18800-18850]	Speed: 207.94 samples/sec	accuracy=0.902344
+2020-04-09 10:18:34,903 Epoch[7] Batch [18850-18900]	Speed: 210.48 samples/sec	accuracy=0.905156
+2020-04-09 10:19:05,475 Epoch[7] Batch [18900-18950]	Speed: 209.35 samples/sec	accuracy=0.897188
+2020-04-09 10:19:36,112 Epoch[7] Batch [18950-19000]	Speed: 208.90 samples/sec	accuracy=0.900156
+2020-04-09 10:20:06,446 Epoch[7] Batch [19000-19050]	Speed: 210.99 samples/sec	accuracy=0.907188
+2020-04-09 10:20:36,811 Epoch[7] Batch [19050-19100]	Speed: 210.77 samples/sec	accuracy=0.901875
+2020-04-09 10:21:07,015 Epoch[7] Batch [19100-19150]	Speed: 211.89 samples/sec	accuracy=0.896406
+2020-04-09 10:21:37,333 Epoch[7] Batch [19150-19200]	Speed: 211.09 samples/sec	accuracy=0.898906
+2020-04-09 10:22:08,723 Epoch[7] Batch [19200-19250]	Speed: 203.89 samples/sec	accuracy=0.901719
+2020-04-09 10:22:38,768 Epoch[7] Batch [19250-19300]	Speed: 213.01 samples/sec	accuracy=0.903906
+2020-04-09 10:23:09,489 Epoch[7] Batch [19300-19350]	Speed: 208.32 samples/sec	accuracy=0.897031
+2020-04-09 10:23:41,455 Epoch[7] Batch [19350-19400]	Speed: 200.22 samples/sec	accuracy=0.896875
+2020-04-09 10:24:13,147 Epoch[7] Batch [19400-19450]	Speed: 201.95 samples/sec	accuracy=0.896563
+2020-04-09 10:24:44,949 Epoch[7] Batch [19450-19500]	Speed: 201.25 samples/sec	accuracy=0.900156
+2020-04-09 10:25:17,110 Epoch[7] Batch [19500-19550]	Speed: 199.00 samples/sec	accuracy=0.897656
+2020-04-09 10:25:48,946 Epoch[7] Batch [19550-19600]	Speed: 201.03 samples/sec	accuracy=0.895156
+2020-04-09 10:26:20,857 Epoch[7] Batch [19600-19650]	Speed: 200.56 samples/sec	accuracy=0.910937
+2020-04-09 10:26:52,741 Epoch[7] Batch [19650-19700]	Speed: 200.73 samples/sec	accuracy=0.900156
+2020-04-09 10:27:24,541 Epoch[7] Batch [19700-19750]	Speed: 201.26 samples/sec	accuracy=0.894687
+2020-04-09 10:27:56,294 Epoch[7] Batch [19750-19800]	Speed: 201.56 samples/sec	accuracy=0.897500
+2020-04-09 10:28:28,176 Epoch[7] Batch [19800-19850]	Speed: 200.74 samples/sec	accuracy=0.900937
+2020-04-09 10:29:00,438 Epoch[7] Batch [19850-19900]	Speed: 198.38 samples/sec	accuracy=0.905469
+2020-04-09 10:29:32,289 Epoch[7] Batch [19900-19950]	Speed: 200.93 samples/sec	accuracy=0.901719
+2020-04-09 10:30:04,168 Epoch[7] Batch [19950-20000]	Speed: 200.76 samples/sec	accuracy=0.896250
+2020-04-09 10:30:36,087 Epoch[7] Batch [20000-20050]	Speed: 200.51 samples/sec	accuracy=0.900625
+2020-04-09 10:31:08,165 Epoch[7] Batch [20050-20100]	Speed: 199.52 samples/sec	accuracy=0.904062
+2020-04-09 10:31:39,856 Epoch[7] Batch [20100-20150]	Speed: 201.95 samples/sec	accuracy=0.906094
+2020-04-09 10:32:11,716 Epoch[7] Batch [20150-20200]	Speed: 200.88 samples/sec	accuracy=0.900781
+2020-04-09 10:32:43,655 Epoch[7] Batch [20200-20250]	Speed: 200.39 samples/sec	accuracy=0.899687
+2020-04-09 10:33:15,412 Epoch[7] Batch [20250-20300]	Speed: 201.53 samples/sec	accuracy=0.901563
+2020-04-09 10:33:47,347 Epoch[7] Batch [20300-20350]	Speed: 200.41 samples/sec	accuracy=0.899844
+2020-04-09 10:34:19,546 Epoch[7] Batch [20350-20400]	Speed: 198.77 samples/sec	accuracy=0.898750
+2020-04-09 10:34:51,510 Epoch[7] Batch [20400-20450]	Speed: 200.23 samples/sec	accuracy=0.902813
+2020-04-09 10:35:23,337 Epoch[7] Batch [20450-20500]	Speed: 201.09 samples/sec	accuracy=0.899844
+2020-04-09 10:35:55,004 Epoch[7] Batch [20500-20550]	Speed: 202.10 samples/sec	accuracy=0.896250
+2020-04-09 10:36:26,817 Epoch[7] Batch [20550-20600]	Speed: 201.18 samples/sec	accuracy=0.896719
+2020-04-09 10:36:58,829 Epoch[7] Batch [20600-20650]	Speed: 199.93 samples/sec	accuracy=0.902344
+2020-04-09 10:37:30,987 Epoch[7] Batch [20650-20700]	Speed: 199.02 samples/sec	accuracy=0.896563
+2020-04-09 10:38:02,699 Epoch[7] Batch [20700-20750]	Speed: 201.82 samples/sec	accuracy=0.903594
+2020-04-09 10:38:34,798 Epoch[7] Batch [20750-20800]	Speed: 199.39 samples/sec	accuracy=0.904219
+2020-04-09 10:39:07,229 Epoch[7] Batch [20800-20850]	Speed: 197.34 samples/sec	accuracy=0.896719
+2020-04-09 10:39:39,206 Epoch[7] Batch [20850-20900]	Speed: 200.15 samples/sec	accuracy=0.898594
+2020-04-09 10:40:11,235 Epoch[7] Batch [20900-20950]	Speed: 199.82 samples/sec	accuracy=0.905312
+2020-04-09 10:40:42,899 Epoch[7] Batch [20950-21000]	Speed: 202.12 samples/sec	accuracy=0.899062
+2020-04-09 10:41:14,495 Epoch[7] Batch [21000-21050]	Speed: 202.55 samples/sec	accuracy=0.903594
+2020-04-09 10:41:46,219 Epoch[7] Batch [21050-21100]	Speed: 201.75 samples/sec	accuracy=0.903125
+2020-04-09 10:42:18,459 Epoch[7] Batch [21100-21150]	Speed: 198.51 samples/sec	accuracy=0.904687
+2020-04-09 10:42:50,280 Epoch[7] Batch [21150-21200]	Speed: 201.13 samples/sec	accuracy=0.902031
+2020-04-09 10:43:22,230 Epoch[7] Batch [21200-21250]	Speed: 200.31 samples/sec	accuracy=0.902344
+2020-04-09 10:43:54,431 Epoch[7] Batch [21250-21300]	Speed: 198.75 samples/sec	accuracy=0.902813
+2020-04-09 10:44:26,326 Epoch[7] Batch [21300-21350]	Speed: 200.66 samples/sec	accuracy=0.901563
+2020-04-09 10:44:58,899 Epoch[7] Batch [21350-21400]	Speed: 196.49 samples/sec	accuracy=0.899531
+2020-04-09 10:45:30,722 Epoch[7] Batch [21400-21450]	Speed: 201.11 samples/sec	accuracy=0.899219
+2020-04-09 10:46:02,511 Epoch[7] Batch [21450-21500]	Speed: 201.33 samples/sec	accuracy=0.894219
+2020-04-09 10:46:34,479 Epoch[7] Batch [21500-21550]	Speed: 200.20 samples/sec	accuracy=0.886719
+2020-04-09 10:47:05,990 Epoch[7] Batch [21550-21600]	Speed: 203.11 samples/sec	accuracy=0.904219
+2020-04-09 10:47:37,853 Epoch[7] Batch [21600-21650]	Speed: 200.86 samples/sec	accuracy=0.909844
+2020-04-09 10:48:09,375 Epoch[7] Batch [21650-21700]	Speed: 203.03 samples/sec	accuracy=0.898125
+2020-04-09 10:48:41,316 Epoch[7] Batch [21700-21750]	Speed: 200.37 samples/sec	accuracy=0.898281
+2020-04-09 10:49:13,219 Epoch[7] Batch [21750-21800]	Speed: 200.61 samples/sec	accuracy=0.895938
+2020-04-09 10:49:45,035 Epoch[7] Batch [21800-21850]	Speed: 201.16 samples/sec	accuracy=0.904531
+2020-04-09 10:50:16,989 Epoch[7] Batch [21850-21900]	Speed: 200.29 samples/sec	accuracy=0.904687
+2020-04-09 10:50:48,672 Epoch[7] Batch [21900-21950]	Speed: 202.00 samples/sec	accuracy=0.893906
+2020-04-09 10:51:20,909 Epoch[7] Batch [21950-22000]	Speed: 198.53 samples/sec	accuracy=0.904844
+2020-04-09 10:51:52,625 Epoch[7] Batch [22000-22050]	Speed: 201.79 samples/sec	accuracy=0.906094
+2020-04-09 10:52:24,384 Epoch[7] Batch [22050-22100]	Speed: 201.52 samples/sec	accuracy=0.900781
+2020-04-09 10:52:56,312 Epoch[7] Batch [22100-22150]	Speed: 200.45 samples/sec	accuracy=0.904219
+2020-04-09 10:53:28,304 Epoch[7] Batch [22150-22200]	Speed: 200.05 samples/sec	accuracy=0.904375
+2020-04-09 10:54:00,021 Epoch[7] Batch [22200-22250]	Speed: 201.78 samples/sec	accuracy=0.905469
+2020-04-09 10:54:31,664 Epoch[7] Batch [22250-22300]	Speed: 202.26 samples/sec	accuracy=0.899844
+2020-04-09 10:55:03,668 Epoch[7] Batch [22300-22350]	Speed: 199.98 samples/sec	accuracy=0.898906
+2020-04-09 10:55:35,346 Epoch[7] Batch [22350-22400]	Speed: 202.03 samples/sec	accuracy=0.905781
+2020-04-09 10:56:07,013 Epoch[7] Batch [22400-22450]	Speed: 202.10 samples/sec	accuracy=0.901094
+2020-04-09 10:56:38,707 Epoch[7] Batch [22450-22500]	Speed: 201.93 samples/sec	accuracy=0.891094
+2020-04-09 10:57:10,266 Epoch[7] Batch [22500-22550]	Speed: 202.79 samples/sec	accuracy=0.899062
+2020-04-09 10:57:42,161 Epoch[7] Batch [22550-22600]	Speed: 200.66 samples/sec	accuracy=0.903594
+2020-04-09 10:58:14,345 Epoch[7] Batch [22600-22650]	Speed: 198.86 samples/sec	accuracy=0.894531
+2020-04-09 10:58:46,080 Epoch[7] Batch [22650-22700]	Speed: 201.67 samples/sec	accuracy=0.892344
+2020-04-09 10:59:17,722 Epoch[7] Batch [22700-22750]	Speed: 202.26 samples/sec	accuracy=0.906719
+2020-04-09 10:59:49,620 Epoch[7] Batch [22750-22800]	Speed: 200.64 samples/sec	accuracy=0.907969
+2020-04-09 11:00:21,362 Epoch[7] Batch [22800-22850]	Speed: 201.63 samples/sec	accuracy=0.895938
+2020-04-09 11:00:53,134 Epoch[7] Batch [22850-22900]	Speed: 201.44 samples/sec	accuracy=0.900000
+2020-04-09 11:01:25,481 Epoch[7] Batch [22900-22950]	Speed: 197.85 samples/sec	accuracy=0.902344
+2020-04-09 11:01:57,558 Epoch[7] Batch [22950-23000]	Speed: 199.52 samples/sec	accuracy=0.905312
+2020-04-09 11:02:29,588 Epoch[7] Batch [23000-23050]	Speed: 199.82 samples/sec	accuracy=0.909062
+2020-04-09 11:03:01,819 Epoch[7] Batch [23050-23100]	Speed: 198.56 samples/sec	accuracy=0.905156
+2020-04-09 11:03:33,932 Epoch[7] Batch [23100-23150]	Speed: 199.30 samples/sec	accuracy=0.903125
+2020-04-09 11:04:05,447 Epoch[7] Batch [23150-23200]	Speed: 203.08 samples/sec	accuracy=0.896563
+2020-04-09 11:04:37,375 Epoch[7] Batch [23200-23250]	Speed: 200.46 samples/sec	accuracy=0.904062
+2020-04-09 11:05:09,431 Epoch[7] Batch [23250-23300]	Speed: 199.65 samples/sec	accuracy=0.894219
+2020-04-09 11:05:41,401 Epoch[7] Batch [23300-23350]	Speed: 200.19 samples/sec	accuracy=0.897500
+2020-04-09 11:06:13,339 Epoch[7] Batch [23350-23400]	Speed: 200.39 samples/sec	accuracy=0.901094
+2020-04-09 11:06:45,017 Epoch[7] Batch [23400-23450]	Speed: 202.04 samples/sec	accuracy=0.898594
+2020-04-09 11:07:16,938 Epoch[7] Batch [23450-23500]	Speed: 200.50 samples/sec	accuracy=0.904375
+2020-04-09 11:07:48,952 Epoch[7] Batch [23500-23550]	Speed: 199.91 samples/sec	accuracy=0.898594
+2020-04-09 11:08:20,773 Epoch[7] Batch [23550-23600]	Speed: 201.12 samples/sec	accuracy=0.903906
+2020-04-09 11:08:52,326 Epoch[7] Batch [23600-23650]	Speed: 202.84 samples/sec	accuracy=0.907656
+2020-04-09 11:09:24,341 Epoch[7] Batch [23650-23700]	Speed: 199.91 samples/sec	accuracy=0.901875
+2020-04-09 11:09:56,586 Epoch[7] Batch [23700-23750]	Speed: 198.48 samples/sec	accuracy=0.901250
+2020-04-09 11:10:28,631 Epoch[7] Batch [23750-23800]	Speed: 199.72 samples/sec	accuracy=0.898750
+2020-04-09 11:11:00,112 Epoch[7] Batch [23800-23850]	Speed: 203.30 samples/sec	accuracy=0.900469
+2020-04-09 11:11:31,879 Epoch[7] Batch [23850-23900]	Speed: 201.47 samples/sec	accuracy=0.897344
+2020-04-09 11:12:04,133 Epoch[7] Batch [23900-23950]	Speed: 198.42 samples/sec	accuracy=0.899844
+2020-04-09 11:12:36,065 Epoch[7] Batch [23950-24000]	Speed: 200.43 samples/sec	accuracy=0.900781
+2020-04-09 11:13:07,902 Epoch[7] Batch [24000-24050]	Speed: 201.03 samples/sec	accuracy=0.901094
+2020-04-09 11:13:39,581 Epoch[7] Batch [24050-24100]	Speed: 202.03 samples/sec	accuracy=0.899531
+2020-04-09 11:14:11,205 Epoch[7] Batch [24100-24150]	Speed: 202.38 samples/sec	accuracy=0.902969
+2020-04-09 11:14:42,902 Epoch[7] Batch [24150-24200]	Speed: 201.91 samples/sec	accuracy=0.903438
+2020-04-09 11:15:14,728 Epoch[7] Batch [24200-24250]	Speed: 201.10 samples/sec	accuracy=0.899844
+2020-04-09 11:15:46,513 Epoch[7] Batch [24250-24300]	Speed: 201.35 samples/sec	accuracy=0.899844
+2020-04-09 11:16:18,113 Epoch[7] Batch [24300-24350]	Speed: 202.54 samples/sec	accuracy=0.896563
+2020-04-09 11:16:49,834 Epoch[7] Batch [24350-24400]	Speed: 201.76 samples/sec	accuracy=0.897031
+2020-04-09 11:17:22,127 Epoch[7] Batch [24400-24450]	Speed: 198.18 samples/sec	accuracy=0.897500
+2020-04-09 11:17:53,891 Epoch[7] Batch [24450-24500]	Speed: 201.49 samples/sec	accuracy=0.905000
+2020-04-09 11:18:25,731 Epoch[7] Batch [24500-24550]	Speed: 201.01 samples/sec	accuracy=0.901875
+2020-04-09 11:18:57,855 Epoch[7] Batch [24550-24600]	Speed: 199.23 samples/sec	accuracy=0.899219
+2020-04-09 11:19:29,915 Epoch[7] Batch [24600-24650]	Speed: 199.63 samples/sec	accuracy=0.897344
+2020-04-09 11:20:01,650 Epoch[7] Batch [24650-24700]	Speed: 201.67 samples/sec	accuracy=0.897500
+2020-04-09 11:20:33,848 Epoch[7] Batch [24700-24750]	Speed: 198.77 samples/sec	accuracy=0.898281
+2020-04-09 11:21:05,679 Epoch[7] Batch [24750-24800]	Speed: 201.06 samples/sec	accuracy=0.898281
+2020-04-09 11:21:37,522 Epoch[7] Batch [24800-24850]	Speed: 200.99 samples/sec	accuracy=0.905469
+2020-04-09 11:22:09,029 Epoch[7] Batch [24850-24900]	Speed: 203.13 samples/sec	accuracy=0.896406
+2020-04-09 11:22:41,097 Epoch[7] Batch [24900-24950]	Speed: 199.58 samples/sec	accuracy=0.890625
+2020-04-09 11:23:12,944 Epoch[7] Batch [24950-25000]	Speed: 200.96 samples/sec	accuracy=0.909062
+2020-04-09 11:23:44,895 Epoch[7] Batch [25000-25050]	Speed: 200.31 samples/sec	accuracy=0.889844
+2020-04-09 11:24:16,911 Epoch[7] Batch [25050-25100]	Speed: 199.90 samples/sec	accuracy=0.900312
+2020-04-09 11:24:48,757 Epoch[7] Batch [25100-25150]	Speed: 200.97 samples/sec	accuracy=0.894844
+2020-04-09 11:25:20,881 Epoch[7] Batch [25150-25200]	Speed: 199.23 samples/sec	accuracy=0.900781
+2020-04-09 11:25:52,930 Epoch[7] Batch [25200-25250]	Speed: 199.69 samples/sec	accuracy=0.902656
+2020-04-09 11:26:25,194 Epoch[7] Batch [25250-25300]	Speed: 198.36 samples/sec	accuracy=0.903594
+2020-04-09 11:26:56,847 Epoch[7] Batch [25300-25350]	Speed: 202.19 samples/sec	accuracy=0.899531
+2020-04-09 11:27:28,850 Epoch[7] Batch [25350-25400]	Speed: 199.99 samples/sec	accuracy=0.901250
+2020-04-09 11:28:00,759 Epoch[7] Batch [25400-25450]	Speed: 200.57 samples/sec	accuracy=0.905937
+2020-04-09 11:28:32,555 Epoch[7] Batch [25450-25500]	Speed: 201.28 samples/sec	accuracy=0.902813
+2020-04-09 11:29:04,416 Epoch[7] Batch [25500-25550]	Speed: 200.87 samples/sec	accuracy=0.899375
+2020-04-09 11:29:36,365 Epoch[7] Batch [25550-25600]	Speed: 200.32 samples/sec	accuracy=0.903594
+2020-04-09 11:30:08,404 Epoch[7] Batch [25600-25650]	Speed: 199.76 samples/sec	accuracy=0.906094
+2020-04-09 11:30:40,140 Epoch[7] Batch [25650-25700]	Speed: 201.66 samples/sec	accuracy=0.899062
+2020-04-09 11:31:11,855 Epoch[7] Batch [25700-25750]	Speed: 201.80 samples/sec	accuracy=0.906563
+2020-04-09 11:31:43,676 Epoch[7] Batch [25750-25800]	Speed: 201.13 samples/sec	accuracy=0.904062
+2020-04-09 11:32:15,269 Epoch[7] Batch [25800-25850]	Speed: 202.57 samples/sec	accuracy=0.902344
+2020-04-09 11:32:46,978 Epoch[7] Batch [25850-25900]	Speed: 201.84 samples/sec	accuracy=0.904687
+2020-04-09 11:33:18,403 Epoch[7] Batch [25900-25950]	Speed: 203.66 samples/sec	accuracy=0.897031
+2020-04-09 11:33:50,366 Epoch[7] Batch [25950-26000]	Speed: 200.23 samples/sec	accuracy=0.902813
+2020-04-09 11:34:22,778 Epoch[7] Batch [26000-26050]	Speed: 197.46 samples/sec	accuracy=0.909844
+2020-04-09 11:34:54,481 Epoch[7] Batch [26050-26100]	Speed: 201.88 samples/sec	accuracy=0.904375
+2020-04-09 11:35:26,430 Epoch[7] Batch [26100-26150]	Speed: 200.32 samples/sec	accuracy=0.897656
+2020-04-09 11:35:58,327 Epoch[7] Batch [26150-26200]	Speed: 200.65 samples/sec	accuracy=0.891875
+2020-04-09 11:36:30,372 Epoch[7] Batch [26200-26250]	Speed: 199.72 samples/sec	accuracy=0.892969
+2020-04-09 11:37:02,174 Epoch[7] Batch [26250-26300]	Speed: 201.25 samples/sec	accuracy=0.902031
+2020-04-09 11:37:34,002 Epoch[7] Batch [26300-26350]	Speed: 201.08 samples/sec	accuracy=0.893750
+2020-04-09 11:38:05,752 Epoch[7] Batch [26350-26400]	Speed: 201.58 samples/sec	accuracy=0.900937
+2020-04-09 11:38:37,482 Epoch[7] Batch [26400-26450]	Speed: 201.70 samples/sec	accuracy=0.895469
+2020-04-09 11:39:09,244 Epoch[7] Batch [26450-26500]	Speed: 201.50 samples/sec	accuracy=0.899062
+2020-04-09 11:39:41,093 Epoch[7] Batch [26500-26550]	Speed: 200.95 samples/sec	accuracy=0.907813
+2020-04-09 11:40:12,671 Epoch[7] Batch [26550-26600]	Speed: 202.68 samples/sec	accuracy=0.895469
+2020-04-09 11:40:44,320 Epoch[7] Batch [26600-26650]	Speed: 202.22 samples/sec	accuracy=0.899375
+2020-04-09 11:41:16,457 Epoch[7] Batch [26650-26700]	Speed: 199.15 samples/sec	accuracy=0.898906
+2020-04-09 11:41:47,803 Epoch[7] Batch [26700-26750]	Speed: 204.17 samples/sec	accuracy=0.902500
+2020-04-09 11:42:19,404 Epoch[7] Batch [26750-26800]	Speed: 202.53 samples/sec	accuracy=0.897656
+2020-04-09 11:42:50,986 Epoch[7] Batch [26800-26850]	Speed: 202.65 samples/sec	accuracy=0.902813
+2020-04-09 11:43:23,053 Epoch[7] Batch [26850-26900]	Speed: 199.58 samples/sec	accuracy=0.897500
+2020-04-09 11:43:54,963 Epoch[7] Batch [26900-26950]	Speed: 200.56 samples/sec	accuracy=0.907031
+2020-04-09 11:44:26,937 Epoch[7] Batch [26950-27000]	Speed: 200.17 samples/sec	accuracy=0.909531
+2020-04-09 11:44:59,013 Epoch[7] Batch [27000-27050]	Speed: 199.53 samples/sec	accuracy=0.905312
+2020-04-09 11:45:30,728 Epoch[7] Batch [27050-27100]	Speed: 201.80 samples/sec	accuracy=0.902344
+2020-04-09 11:46:02,511 Epoch[7] Batch [27100-27150]	Speed: 201.37 samples/sec	accuracy=0.900625
+2020-04-09 11:46:34,111 Epoch[7] Batch [27150-27200]	Speed: 202.53 samples/sec	accuracy=0.900625
+2020-04-09 11:47:06,313 Epoch[7] Batch [27200-27250]	Speed: 198.74 samples/sec	accuracy=0.898594
+2020-04-09 11:47:38,232 Epoch[7] Batch [27250-27300]	Speed: 200.51 samples/sec	accuracy=0.904687
+2020-04-09 11:48:09,788 Epoch[7] Batch [27300-27350]	Speed: 202.81 samples/sec	accuracy=0.905312
+2020-04-09 11:48:41,687 Epoch[7] Batch [27350-27400]	Speed: 200.64 samples/sec	accuracy=0.895625
+2020-04-09 11:49:13,405 Epoch[7] Batch [27400-27450]	Speed: 201.78 samples/sec	accuracy=0.899531
+2020-04-09 11:49:45,324 Epoch[7] Batch [27450-27500]	Speed: 200.50 samples/sec	accuracy=0.900625
+2020-04-09 11:50:16,991 Epoch[7] Batch [27500-27550]	Speed: 202.11 samples/sec	accuracy=0.895156
+2020-04-09 11:50:49,311 Epoch[7] Batch [27550-27600]	Speed: 198.02 samples/sec	accuracy=0.901094
+2020-04-09 11:51:21,223 Epoch[7] Batch [27600-27650]	Speed: 200.55 samples/sec	accuracy=0.894062
+2020-04-09 11:51:53,267 Epoch[7] Batch [27650-27700]	Speed: 199.72 samples/sec	accuracy=0.893125
+2020-04-09 11:52:25,086 Epoch[7] Batch [27700-27750]	Speed: 201.14 samples/sec	accuracy=0.903438
+2020-04-09 11:52:56,974 Epoch[7] Batch [27750-27800]	Speed: 200.70 samples/sec	accuracy=0.903750
+2020-04-09 11:53:28,732 Epoch[7] Batch [27800-27850]	Speed: 201.53 samples/sec	accuracy=0.904062
+2020-04-09 11:54:00,568 Epoch[7] Batch [27850-27900]	Speed: 201.03 samples/sec	accuracy=0.901719
+2020-04-09 11:54:32,394 Epoch[7] Batch [27900-27950]	Speed: 201.10 samples/sec	accuracy=0.896406
+2020-04-09 11:55:04,103 Epoch[7] Batch [27950-28000]	Speed: 201.83 samples/sec	accuracy=0.897344
+2020-04-09 11:55:36,197 Epoch[7] Batch [28000-28050]	Speed: 199.42 samples/sec	accuracy=0.903750
+2020-04-09 11:56:07,787 Epoch[7] Batch [28050-28100]	Speed: 202.60 samples/sec	accuracy=0.900469
+2020-04-09 11:56:39,408 Epoch[7] Batch [28100-28150]	Speed: 202.40 samples/sec	accuracy=0.902656
+2020-04-09 11:57:11,147 Epoch[7] Batch [28150-28200]	Speed: 201.65 samples/sec	accuracy=0.898438
+2020-04-09 11:57:35,512 Epoch[7] Train-accuracy=0.900193
+2020-04-09 11:57:35,512 Epoch[7] Time cost=17930.707
+2020-04-09 11:57:35,709 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0008.params"
+2020-04-09 12:27:58,238 Epoch[7] Validation-accuracy=0.957919
+2020-04-09 12:28:33,375 Epoch[8] Batch [0-50]	Speed: 234.02 samples/sec	accuracy=0.897672
+2020-04-09 12:29:00,731 Epoch[8] Batch [50-100]	Speed: 233.96 samples/sec	accuracy=0.905312
+2020-04-09 12:29:28,122 Epoch[8] Batch [100-150]	Speed: 233.66 samples/sec	accuracy=0.902031
+2020-04-09 12:29:55,494 Epoch[8] Batch [150-200]	Speed: 233.81 samples/sec	accuracy=0.904687
+2020-04-09 12:30:23,067 Epoch[8] Batch [200-250]	Speed: 232.12 samples/sec	accuracy=0.900937
+2020-04-09 12:30:50,108 Epoch[8] Batch [250-300]	Speed: 236.68 samples/sec	accuracy=0.899219
+2020-04-09 12:31:17,491 Epoch[8] Batch [300-350]	Speed: 233.72 samples/sec	accuracy=0.903750
+2020-04-09 12:31:44,640 Epoch[8] Batch [350-400]	Speed: 235.74 samples/sec	accuracy=0.905937
+2020-04-09 12:32:12,030 Epoch[8] Batch [400-450]	Speed: 233.66 samples/sec	accuracy=0.905156
+2020-04-09 12:32:39,295 Epoch[8] Batch [450-500]	Speed: 234.74 samples/sec	accuracy=0.907813
+2020-04-09 12:33:06,488 Epoch[8] Batch [500-550]	Speed: 235.35 samples/sec	accuracy=0.907500
+2020-04-09 12:33:34,016 Epoch[8] Batch [550-600]	Speed: 232.49 samples/sec	accuracy=0.902031
+2020-04-09 12:34:01,295 Epoch[8] Batch [600-650]	Speed: 234.62 samples/sec	accuracy=0.896250
+2020-04-09 12:34:28,473 Epoch[8] Batch [650-700]	Speed: 235.49 samples/sec	accuracy=0.904375
+2020-04-09 12:34:55,508 Epoch[8] Batch [700-750]	Speed: 236.73 samples/sec	accuracy=0.900469
+2020-04-09 12:35:22,923 Epoch[8] Batch [750-800]	Speed: 233.45 samples/sec	accuracy=0.900781
+2020-04-09 12:35:50,151 Epoch[8] Batch [800-850]	Speed: 235.06 samples/sec	accuracy=0.899062
+2020-04-09 12:36:17,354 Epoch[8] Batch [850-900]	Speed: 235.27 samples/sec	accuracy=0.903594
+2020-04-09 12:36:44,760 Epoch[8] Batch [900-950]	Speed: 233.53 samples/sec	accuracy=0.905000
+2020-04-09 12:37:11,990 Epoch[8] Batch [950-1000]	Speed: 235.04 samples/sec	accuracy=0.904062
+2020-04-09 12:37:39,343 Epoch[8] Batch [1000-1050]	Speed: 233.98 samples/sec	accuracy=0.902813
+2020-04-09 12:38:06,751 Epoch[8] Batch [1050-1100]	Speed: 233.50 samples/sec	accuracy=0.906406
+2020-04-09 12:38:34,186 Epoch[8] Batch [1100-1150]	Speed: 233.28 samples/sec	accuracy=0.910625
+2020-04-09 12:39:01,537 Epoch[8] Batch [1150-1200]	Speed: 233.99 samples/sec	accuracy=0.904531
+2020-04-09 12:39:28,846 Epoch[8] Batch [1200-1250]	Speed: 234.36 samples/sec	accuracy=0.904844
+2020-04-09 12:39:56,114 Epoch[8] Batch [1250-1300]	Speed: 234.70 samples/sec	accuracy=0.902031
+2020-04-09 12:40:23,872 Epoch[8] Batch [1300-1350]	Speed: 230.57 samples/sec	accuracy=0.900937
+2020-04-09 12:40:51,182 Epoch[8] Batch [1350-1400]	Speed: 234.35 samples/sec	accuracy=0.906563
+2020-04-09 12:41:18,433 Epoch[8] Batch [1400-1450]	Speed: 234.85 samples/sec	accuracy=0.905937
+2020-04-09 12:41:45,811 Epoch[8] Batch [1450-1500]	Speed: 233.77 samples/sec	accuracy=0.906094
+2020-04-09 12:42:13,197 Epoch[8] Batch [1500-1550]	Speed: 233.70 samples/sec	accuracy=0.907500
+2020-04-09 12:42:40,547 Epoch[8] Batch [1550-1600]	Speed: 234.01 samples/sec	accuracy=0.900156
+2020-04-09 12:43:07,778 Epoch[8] Batch [1600-1650]	Speed: 235.03 samples/sec	accuracy=0.906250
+2020-04-09 12:43:35,143 Epoch[8] Batch [1650-1700]	Speed: 233.88 samples/sec	accuracy=0.905937
+2020-04-09 12:44:02,227 Epoch[8] Batch [1700-1750]	Speed: 236.30 samples/sec	accuracy=0.911250
+2020-04-09 12:44:29,517 Epoch[8] Batch [1750-1800]	Speed: 234.52 samples/sec	accuracy=0.897969
+2020-04-09 12:44:56,776 Epoch[8] Batch [1800-1850]	Speed: 234.78 samples/sec	accuracy=0.906250
+2020-04-09 12:45:24,180 Epoch[8] Batch [1850-1900]	Speed: 233.55 samples/sec	accuracy=0.898125
+2020-04-09 12:45:51,385 Epoch[8] Batch [1900-1950]	Speed: 235.25 samples/sec	accuracy=0.903906
+2020-04-09 12:46:18,969 Epoch[8] Batch [1950-2000]	Speed: 232.02 samples/sec	accuracy=0.898438
+2020-04-09 12:46:46,517 Epoch[8] Batch [2000-2050]	Speed: 232.33 samples/sec	accuracy=0.899375
+2020-04-09 12:47:13,821 Epoch[8] Batch [2050-2100]	Speed: 234.40 samples/sec	accuracy=0.905156
+2020-04-09 12:47:41,137 Epoch[8] Batch [2100-2150]	Speed: 234.29 samples/sec	accuracy=0.902344
+2020-04-09 12:48:08,449 Epoch[8] Batch [2150-2200]	Speed: 234.33 samples/sec	accuracy=0.895781
+2020-04-09 12:48:36,029 Epoch[8] Batch [2200-2250]	Speed: 232.05 samples/sec	accuracy=0.901094
+2020-04-09 12:49:03,336 Epoch[8] Batch [2250-2300]	Speed: 234.38 samples/sec	accuracy=0.909062
+2020-04-09 12:49:30,500 Epoch[8] Batch [2300-2350]	Speed: 235.61 samples/sec	accuracy=0.905781
+2020-04-09 12:49:57,873 Epoch[8] Batch [2350-2400]	Speed: 233.81 samples/sec	accuracy=0.903750
+2020-04-09 12:50:25,245 Epoch[8] Batch [2400-2450]	Speed: 233.82 samples/sec	accuracy=0.903750
+2020-04-09 12:50:52,542 Epoch[8] Batch [2450-2500]	Speed: 234.46 samples/sec	accuracy=0.898438
+2020-04-09 12:51:19,845 Epoch[8] Batch [2500-2550]	Speed: 234.41 samples/sec	accuracy=0.897969
+2020-04-09 12:51:47,141 Epoch[8] Batch [2550-2600]	Speed: 234.47 samples/sec	accuracy=0.905625
+2020-04-09 12:52:14,570 Epoch[8] Batch [2600-2650]	Speed: 233.34 samples/sec	accuracy=0.910156
+2020-04-09 12:52:41,940 Epoch[8] Batch [2650-2700]	Speed: 233.83 samples/sec	accuracy=0.900781
+2020-04-09 12:53:09,241 Epoch[8] Batch [2700-2750]	Speed: 234.42 samples/sec	accuracy=0.905156
+2020-04-09 12:53:36,535 Epoch[8] Batch [2750-2800]	Speed: 234.49 samples/sec	accuracy=0.908438
+2020-04-09 12:54:03,871 Epoch[8] Batch [2800-2850]	Speed: 234.13 samples/sec	accuracy=0.898125
+2020-04-09 12:54:31,447 Epoch[8] Batch [2850-2900]	Speed: 232.09 samples/sec	accuracy=0.903125
+2020-04-09 12:54:58,846 Epoch[8] Batch [2900-2950]	Speed: 233.59 samples/sec	accuracy=0.903281
+2020-04-09 12:55:26,115 Epoch[8] Batch [2950-3000]	Speed: 234.70 samples/sec	accuracy=0.902656
+2020-04-09 12:55:53,961 Epoch[8] Batch [3000-3050]	Speed: 229.84 samples/sec	accuracy=0.902656
+2020-04-09 12:56:21,188 Epoch[8] Batch [3050-3100]	Speed: 235.06 samples/sec	accuracy=0.910312
+2020-04-09 12:56:49,039 Epoch[8] Batch [3100-3150]	Speed: 229.80 samples/sec	accuracy=0.897813
+2020-04-09 12:57:16,247 Epoch[8] Batch [3150-3200]	Speed: 235.22 samples/sec	accuracy=0.900937
+2020-04-09 12:57:43,545 Epoch[8] Batch [3200-3250]	Speed: 234.45 samples/sec	accuracy=0.907031
+2020-04-09 12:58:10,925 Epoch[8] Batch [3250-3300]	Speed: 233.75 samples/sec	accuracy=0.907344
+2020-04-09 12:58:38,243 Epoch[8] Batch [3300-3350]	Speed: 234.28 samples/sec	accuracy=0.899687
+2020-04-09 12:59:05,216 Epoch[8] Batch [3350-3400]	Speed: 237.27 samples/sec	accuracy=0.904062
+2020-04-09 12:59:35,231 Epoch[8] Batch [3400-3450]	Speed: 213.23 samples/sec	accuracy=0.900312
+2020-04-09 13:00:06,725 Epoch[8] Batch [3450-3500]	Speed: 203.22 samples/sec	accuracy=0.900781
+2020-04-09 13:00:38,962 Epoch[8] Batch [3500-3550]	Speed: 198.53 samples/sec	accuracy=0.895781
+2020-04-09 13:01:10,777 Epoch[8] Batch [3550-3600]	Speed: 201.16 samples/sec	accuracy=0.909062
+2020-04-09 13:01:42,709 Epoch[8] Batch [3600-3650]	Speed: 200.43 samples/sec	accuracy=0.903125
+2020-04-09 13:02:14,745 Epoch[8] Batch [3650-3700]	Speed: 199.78 samples/sec	accuracy=0.906406
+2020-04-09 13:02:46,187 Epoch[8] Batch [3700-3750]	Speed: 203.55 samples/sec	accuracy=0.904219
+2020-04-09 13:03:17,929 Epoch[8] Batch [3750-3800]	Speed: 201.62 samples/sec	accuracy=0.903281
+2020-04-09 13:03:49,789 Epoch[8] Batch [3800-3850]	Speed: 200.89 samples/sec	accuracy=0.907031
+2020-04-09 13:04:21,486 Epoch[8] Batch [3850-3900]	Speed: 201.91 samples/sec	accuracy=0.899844
+2020-04-09 13:04:53,289 Epoch[8] Batch [3900-3950]	Speed: 201.24 samples/sec	accuracy=0.897188
+2020-04-09 13:05:25,055 Epoch[8] Batch [3950-4000]	Speed: 201.48 samples/sec	accuracy=0.901563
+2020-04-09 13:05:56,768 Epoch[8] Batch [4000-4050]	Speed: 201.81 samples/sec	accuracy=0.901563
+2020-04-09 13:06:28,746 Epoch[8] Batch [4050-4100]	Speed: 200.14 samples/sec	accuracy=0.897500
+2020-04-09 13:07:00,498 Epoch[8] Batch [4100-4150]	Speed: 201.56 samples/sec	accuracy=0.905469
+2020-04-09 13:07:32,278 Epoch[8] Batch [4150-4200]	Speed: 201.39 samples/sec	accuracy=0.901094
+2020-04-09 13:08:03,860 Epoch[8] Batch [4200-4250]	Speed: 202.65 samples/sec	accuracy=0.900000
+2020-04-09 13:08:35,638 Epoch[8] Batch [4250-4300]	Speed: 201.40 samples/sec	accuracy=0.898594
+2020-04-09 13:09:07,266 Epoch[8] Batch [4300-4350]	Speed: 202.35 samples/sec	accuracy=0.907969
+2020-04-09 13:09:39,570 Epoch[8] Batch [4350-4400]	Speed: 198.12 samples/sec	accuracy=0.900156
+2020-04-09 13:10:11,229 Epoch[8] Batch [4400-4450]	Speed: 202.15 samples/sec	accuracy=0.900937
+2020-04-09 13:10:43,130 Epoch[8] Batch [4450-4500]	Speed: 200.62 samples/sec	accuracy=0.898750
+2020-04-09 13:11:15,070 Epoch[8] Batch [4500-4550]	Speed: 200.38 samples/sec	accuracy=0.902031
+2020-04-09 13:11:47,140 Epoch[8] Batch [4550-4600]	Speed: 199.57 samples/sec	accuracy=0.904062
+2020-04-09 13:12:19,238 Epoch[8] Batch [4600-4650]	Speed: 199.39 samples/sec	accuracy=0.912813
+2020-04-09 13:12:50,912 Epoch[8] Batch [4650-4700]	Speed: 202.06 samples/sec	accuracy=0.900156
+2020-04-09 13:13:22,612 Epoch[8] Batch [4700-4750]	Speed: 201.89 samples/sec	accuracy=0.906094
+2020-04-09 13:13:54,442 Epoch[8] Batch [4750-4800]	Speed: 201.07 samples/sec	accuracy=0.905937
+2020-04-09 13:14:26,234 Epoch[8] Batch [4800-4850]	Speed: 201.31 samples/sec	accuracy=0.901563
+2020-04-09 13:14:57,877 Epoch[8] Batch [4850-4900]	Speed: 202.26 samples/sec	accuracy=0.900312
+2020-04-09 13:15:29,934 Epoch[8] Batch [4900-4950]	Speed: 199.64 samples/sec	accuracy=0.898594
+2020-04-09 13:16:02,021 Epoch[8] Batch [4950-5000]	Speed: 199.46 samples/sec	accuracy=0.903906
+2020-04-09 13:16:33,366 Epoch[8] Batch [5000-5050]	Speed: 204.19 samples/sec	accuracy=0.907031
+2020-04-09 13:17:05,016 Epoch[8] Batch [5050-5100]	Speed: 202.21 samples/sec	accuracy=0.911719
+2020-04-09 13:17:36,542 Epoch[8] Batch [5100-5150]	Speed: 203.01 samples/sec	accuracy=0.900469
+2020-04-09 13:18:08,410 Epoch[8] Batch [5150-5200]	Speed: 200.83 samples/sec	accuracy=0.899531
+2020-04-09 13:18:40,226 Epoch[8] Batch [5200-5250]	Speed: 201.16 samples/sec	accuracy=0.903125
+2020-04-09 13:19:12,050 Epoch[8] Batch [5250-5300]	Speed: 201.11 samples/sec	accuracy=0.905312
+2020-04-09 13:19:44,154 Epoch[8] Batch [5300-5350]	Speed: 199.35 samples/sec	accuracy=0.904687
+2020-04-09 13:20:16,505 Epoch[8] Batch [5350-5400]	Speed: 197.83 samples/sec	accuracy=0.903438
+2020-04-09 13:20:48,396 Epoch[8] Batch [5400-5450]	Speed: 200.69 samples/sec	accuracy=0.896719
+2020-04-09 13:21:20,208 Epoch[8] Batch [5450-5500]	Speed: 201.18 samples/sec	accuracy=0.902500
+2020-04-09 13:21:52,526 Epoch[8] Batch [5500-5550]	Speed: 198.03 samples/sec	accuracy=0.905000
+2020-04-09 13:22:24,736 Epoch[8] Batch [5550-5600]	Speed: 198.69 samples/sec	accuracy=0.897656
+2020-04-09 13:22:56,415 Epoch[8] Batch [5600-5650]	Speed: 202.03 samples/sec	accuracy=0.903906
+2020-04-09 13:23:28,168 Epoch[8] Batch [5650-5700]	Speed: 201.56 samples/sec	accuracy=0.898594
+2020-04-09 13:23:59,811 Epoch[8] Batch [5700-5750]	Speed: 202.26 samples/sec	accuracy=0.901875
+2020-04-09 13:24:31,489 Epoch[8] Batch [5750-5800]	Speed: 202.04 samples/sec	accuracy=0.904531
+2020-04-09 13:25:03,270 Epoch[8] Batch [5800-5850]	Speed: 201.38 samples/sec	accuracy=0.903594
+2020-04-09 13:25:35,332 Epoch[8] Batch [5850-5900]	Speed: 199.62 samples/sec	accuracy=0.901094
+2020-04-09 13:26:07,691 Epoch[8] Batch [5900-5950]	Speed: 197.78 samples/sec	accuracy=0.901875
+2020-04-09 13:26:39,506 Epoch[8] Batch [5950-6000]	Speed: 201.16 samples/sec	accuracy=0.907813
+2020-04-09 13:27:11,335 Epoch[8] Batch [6000-6050]	Speed: 201.08 samples/sec	accuracy=0.906875
+2020-04-09 13:27:43,265 Epoch[8] Batch [6050-6100]	Speed: 200.44 samples/sec	accuracy=0.896250
+2020-04-09 13:28:15,030 Epoch[8] Batch [6100-6150]	Speed: 201.48 samples/sec	accuracy=0.910625
+2020-04-09 13:28:46,939 Epoch[8] Batch [6150-6200]	Speed: 200.57 samples/sec	accuracy=0.907813
+2020-04-09 13:29:18,708 Epoch[8] Batch [6200-6250]	Speed: 201.46 samples/sec	accuracy=0.903594
+2020-04-09 13:29:50,404 Epoch[8] Batch [6250-6300]	Speed: 201.92 samples/sec	accuracy=0.906406
+2020-04-09 13:30:22,363 Epoch[8] Batch [6300-6350]	Speed: 200.26 samples/sec	accuracy=0.899687
+2020-04-09 13:30:54,394 Epoch[8] Batch [6350-6400]	Speed: 199.81 samples/sec	accuracy=0.893906
+2020-04-09 13:31:26,148 Epoch[8] Batch [6400-6450]	Speed: 201.55 samples/sec	accuracy=0.899219
+2020-04-09 13:31:58,160 Epoch[8] Batch [6450-6500]	Speed: 199.93 samples/sec	accuracy=0.905312
+2020-04-09 13:32:30,132 Epoch[8] Batch [6500-6550]	Speed: 200.18 samples/sec	accuracy=0.898750
+2020-04-09 13:33:01,871 Epoch[8] Batch [6550-6600]	Speed: 201.64 samples/sec	accuracy=0.897969
+2020-04-09 13:33:33,719 Epoch[8] Batch [6600-6650]	Speed: 200.96 samples/sec	accuracy=0.896094
+2020-04-09 13:34:05,484 Epoch[8] Batch [6650-6700]	Speed: 201.48 samples/sec	accuracy=0.901094
+2020-04-09 13:34:37,316 Epoch[8] Batch [6700-6750]	Speed: 201.06 samples/sec	accuracy=0.900937
+2020-04-09 13:35:09,060 Epoch[8] Batch [6750-6800]	Speed: 201.61 samples/sec	accuracy=0.900312
+2020-04-09 13:35:40,748 Epoch[8] Batch [6800-6850]	Speed: 201.97 samples/sec	accuracy=0.906719
+2020-04-09 13:36:12,885 Epoch[8] Batch [6850-6900]	Speed: 199.15 samples/sec	accuracy=0.899219
+2020-04-09 13:36:44,692 Epoch[8] Batch [6900-6950]	Speed: 201.22 samples/sec	accuracy=0.899062
+2020-04-09 13:37:16,610 Epoch[8] Batch [6950-7000]	Speed: 200.52 samples/sec	accuracy=0.908281
+2020-04-09 13:37:48,602 Epoch[8] Batch [7000-7050]	Speed: 200.05 samples/sec	accuracy=0.900000
+2020-04-09 13:38:20,600 Epoch[8] Batch [7050-7100]	Speed: 200.01 samples/sec	accuracy=0.901875
+2020-04-09 13:38:52,639 Epoch[8] Batch [7100-7150]	Speed: 199.76 samples/sec	accuracy=0.905312
+2020-04-09 13:39:24,379 Epoch[8] Batch [7150-7200]	Speed: 201.64 samples/sec	accuracy=0.906250
+2020-04-09 13:39:56,231 Epoch[8] Batch [7200-7250]	Speed: 200.93 samples/sec	accuracy=0.898281
+2020-04-09 13:40:27,814 Epoch[8] Batch [7250-7300]	Speed: 202.65 samples/sec	accuracy=0.904062
+2020-04-09 13:40:59,707 Epoch[8] Batch [7300-7350]	Speed: 200.67 samples/sec	accuracy=0.905625
+2020-04-09 13:41:31,735 Epoch[8] Batch [7350-7400]	Speed: 199.83 samples/sec	accuracy=0.905156
+2020-04-09 13:42:04,085 Epoch[8] Batch [7400-7450]	Speed: 197.84 samples/sec	accuracy=0.907188
+2020-04-09 13:42:35,837 Epoch[8] Batch [7450-7500]	Speed: 201.56 samples/sec	accuracy=0.909219
+2020-04-09 13:43:07,676 Epoch[8] Batch [7500-7550]	Speed: 201.01 samples/sec	accuracy=0.897500
+2020-04-09 13:43:39,443 Epoch[8] Batch [7550-7600]	Speed: 201.47 samples/sec	accuracy=0.900156
+2020-04-09 13:44:11,241 Epoch[8] Batch [7600-7650]	Speed: 201.27 samples/sec	accuracy=0.904375
+2020-04-09 13:44:42,620 Epoch[8] Batch [7650-7700]	Speed: 203.97 samples/sec	accuracy=0.905781
+2020-04-09 13:45:14,430 Epoch[8] Batch [7700-7750]	Speed: 201.19 samples/sec	accuracy=0.905781
+2020-04-09 13:45:46,100 Epoch[8] Batch [7750-7800]	Speed: 202.09 samples/sec	accuracy=0.905312
+2020-04-09 13:46:18,050 Epoch[8] Batch [7800-7850]	Speed: 200.32 samples/sec	accuracy=0.902031
+2020-04-09 13:46:50,097 Epoch[8] Batch [7850-7900]	Speed: 199.71 samples/sec	accuracy=0.897656
+2020-04-09 13:47:21,678 Epoch[8] Batch [7900-7950]	Speed: 202.65 samples/sec	accuracy=0.903125
+2020-04-09 13:47:53,815 Epoch[8] Batch [7950-8000]	Speed: 199.15 samples/sec	accuracy=0.899531
+2020-04-09 13:48:25,670 Epoch[8] Batch [8000-8050]	Speed: 200.91 samples/sec	accuracy=0.904687
+2020-04-09 13:48:57,601 Epoch[8] Batch [8050-8100]	Speed: 200.43 samples/sec	accuracy=0.904062
+2020-04-09 13:49:29,731 Epoch[8] Batch [8100-8150]	Speed: 199.19 samples/sec	accuracy=0.906094
+2020-04-09 13:50:01,446 Epoch[8] Batch [8150-8200]	Speed: 201.80 samples/sec	accuracy=0.895938
+2020-04-09 13:50:33,056 Epoch[8] Batch [8200-8250]	Speed: 202.47 samples/sec	accuracy=0.900469
+2020-04-09 13:51:04,738 Epoch[8] Batch [8250-8300]	Speed: 202.00 samples/sec	accuracy=0.901875
+2020-04-09 13:51:36,409 Epoch[8] Batch [8300-8350]	Speed: 202.08 samples/sec	accuracy=0.899219
+2020-04-09 13:52:07,843 Epoch[8] Batch [8350-8400]	Speed: 203.60 samples/sec	accuracy=0.899219
+2020-04-09 13:52:40,064 Epoch[8] Batch [8400-8450]	Speed: 198.63 samples/sec	accuracy=0.906563
+2020-04-09 13:53:12,047 Epoch[8] Batch [8450-8500]	Speed: 200.11 samples/sec	accuracy=0.904375
+2020-04-09 13:53:44,120 Epoch[8] Batch [8500-8550]	Speed: 199.54 samples/sec	accuracy=0.904687
+2020-04-09 13:54:15,576 Epoch[8] Batch [8550-8600]	Speed: 203.46 samples/sec	accuracy=0.901563
+2020-04-09 13:54:47,487 Epoch[8] Batch [8600-8650]	Speed: 200.56 samples/sec	accuracy=0.902969
+2020-04-09 13:55:19,213 Epoch[8] Batch [8650-8700]	Speed: 201.73 samples/sec	accuracy=0.906563
+2020-04-09 13:55:51,401 Epoch[8] Batch [8700-8750]	Speed: 198.83 samples/sec	accuracy=0.901719
+2020-04-09 13:56:23,304 Epoch[8] Batch [8750-8800]	Speed: 200.61 samples/sec	accuracy=0.902656
+2020-04-09 13:56:54,798 Epoch[8] Batch [8800-8850]	Speed: 203.21 samples/sec	accuracy=0.905156
+2020-04-09 13:57:26,530 Epoch[8] Batch [8850-8900]	Speed: 201.69 samples/sec	accuracy=0.909062
+2020-04-09 13:57:58,374 Epoch[8] Batch [8900-8950]	Speed: 200.98 samples/sec	accuracy=0.897031
+2020-04-09 13:58:30,716 Epoch[8] Batch [8950-9000]	Speed: 197.89 samples/sec	accuracy=0.901719
+2020-04-09 13:59:02,909 Epoch[8] Batch [9000-9050]	Speed: 198.80 samples/sec	accuracy=0.900000
+2020-04-09 13:59:34,429 Epoch[8] Batch [9050-9100]	Speed: 203.05 samples/sec	accuracy=0.909844
+2020-04-09 14:00:06,155 Epoch[8] Batch [9100-9150]	Speed: 201.72 samples/sec	accuracy=0.902188
+2020-04-09 14:00:38,033 Epoch[8] Batch [9150-9200]	Speed: 200.77 samples/sec	accuracy=0.897500
+2020-04-09 14:01:09,795 Epoch[8] Batch [9200-9250]	Speed: 201.50 samples/sec	accuracy=0.902344
+2020-04-09 14:01:41,741 Epoch[8] Batch [9250-9300]	Speed: 200.34 samples/sec	accuracy=0.901563
+2020-04-09 14:02:13,670 Epoch[8] Batch [9300-9350]	Speed: 200.44 samples/sec	accuracy=0.902813
+2020-04-09 14:02:45,509 Epoch[8] Batch [9350-9400]	Speed: 201.01 samples/sec	accuracy=0.910156
+2020-04-09 14:03:17,383 Epoch[8] Batch [9400-9450]	Speed: 200.79 samples/sec	accuracy=0.909844
+2020-04-09 14:03:48,885 Epoch[8] Batch [9450-9500]	Speed: 203.17 samples/sec	accuracy=0.905937
+2020-04-09 14:04:20,892 Epoch[8] Batch [9500-9550]	Speed: 199.96 samples/sec	accuracy=0.900469
+2020-04-09 14:04:52,596 Epoch[8] Batch [9550-9600]	Speed: 201.86 samples/sec	accuracy=0.899687
+2020-04-09 14:05:24,353 Epoch[8] Batch [9600-9650]	Speed: 201.54 samples/sec	accuracy=0.902656
+2020-04-09 14:05:55,977 Epoch[8] Batch [9650-9700]	Speed: 202.37 samples/sec	accuracy=0.903438
+2020-04-09 14:06:27,586 Epoch[8] Batch [9700-9750]	Speed: 202.48 samples/sec	accuracy=0.909844
+2020-04-09 14:06:59,473 Epoch[8] Batch [9750-9800]	Speed: 200.71 samples/sec	accuracy=0.900625
+2020-04-09 14:07:31,097 Epoch[8] Batch [9800-9850]	Speed: 202.38 samples/sec	accuracy=0.900312
+2020-04-09 14:08:02,997 Epoch[8] Batch [9850-9900]	Speed: 200.63 samples/sec	accuracy=0.898906
+2020-04-09 14:08:34,588 Epoch[8] Batch [9900-9950]	Speed: 202.59 samples/sec	accuracy=0.903594
+2020-04-09 14:09:06,230 Epoch[8] Batch [9950-10000]	Speed: 202.27 samples/sec	accuracy=0.902813
+2020-04-09 14:09:37,950 Epoch[8] Batch [10000-10050]	Speed: 201.77 samples/sec	accuracy=0.908125
+2020-04-09 14:10:09,619 Epoch[8] Batch [10050-10100]	Speed: 202.09 samples/sec	accuracy=0.902031
+2020-04-09 14:10:41,679 Epoch[8] Batch [10100-10150]	Speed: 199.63 samples/sec	accuracy=0.902969
+2020-04-09 14:11:13,623 Epoch[8] Batch [10150-10200]	Speed: 200.35 samples/sec	accuracy=0.898281
+2020-04-09 14:11:45,236 Epoch[8] Batch [10200-10250]	Speed: 202.45 samples/sec	accuracy=0.905312
+2020-04-09 14:12:16,828 Epoch[8] Batch [10250-10300]	Speed: 202.58 samples/sec	accuracy=0.895000
+2020-04-09 14:12:48,617 Epoch[8] Batch [10300-10350]	Speed: 201.33 samples/sec	accuracy=0.896563
+2020-04-09 14:13:20,900 Epoch[8] Batch [10350-10400]	Speed: 198.25 samples/sec	accuracy=0.907031
+2020-04-09 14:13:53,186 Epoch[8] Batch [10400-10450]	Speed: 198.23 samples/sec	accuracy=0.902188
+2020-04-09 14:14:24,984 Epoch[8] Batch [10450-10500]	Speed: 201.27 samples/sec	accuracy=0.895781
+2020-04-09 14:14:56,914 Epoch[8] Batch [10500-10550]	Speed: 200.44 samples/sec	accuracy=0.902656
+2020-04-09 14:15:28,843 Epoch[8] Batch [10550-10600]	Speed: 200.44 samples/sec	accuracy=0.907969
+2020-04-09 14:16:00,508 Epoch[8] Batch [10600-10650]	Speed: 202.12 samples/sec	accuracy=0.904062
+2020-04-09 14:16:32,364 Epoch[8] Batch [10650-10700]	Speed: 200.91 samples/sec	accuracy=0.905312
+2020-04-09 14:17:04,233 Epoch[8] Batch [10700-10750]	Speed: 200.82 samples/sec	accuracy=0.898594
+2020-04-09 14:17:36,218 Epoch[8] Batch [10750-10800]	Speed: 200.09 samples/sec	accuracy=0.897500
+2020-04-09 14:18:08,106 Epoch[8] Batch [10800-10850]	Speed: 200.71 samples/sec	accuracy=0.900312
+2020-04-09 14:18:39,347 Epoch[8] Batch [10850-10900]	Speed: 204.86 samples/sec	accuracy=0.896875
+2020-04-09 14:19:11,014 Epoch[8] Batch [10900-10950]	Speed: 202.10 samples/sec	accuracy=0.904687
+2020-04-09 14:19:43,023 Epoch[8] Batch [10950-11000]	Speed: 199.94 samples/sec	accuracy=0.910469
+2020-04-09 14:20:14,548 Epoch[8] Batch [11000-11050]	Speed: 203.02 samples/sec	accuracy=0.900625
+2020-04-09 14:20:46,246 Epoch[8] Batch [11050-11100]	Speed: 201.90 samples/sec	accuracy=0.899219
+2020-04-09 14:21:17,766 Epoch[8] Batch [11100-11150]	Speed: 203.05 samples/sec	accuracy=0.905000
+2020-04-09 14:21:49,354 Epoch[8] Batch [11150-11200]	Speed: 202.61 samples/sec	accuracy=0.898438
+2020-04-09 14:22:21,244 Epoch[8] Batch [11200-11250]	Speed: 200.69 samples/sec	accuracy=0.902031
+2020-04-09 14:22:53,277 Epoch[8] Batch [11250-11300]	Speed: 199.80 samples/sec	accuracy=0.896250
+2020-04-09 14:23:25,035 Epoch[8] Batch [11300-11350]	Speed: 201.52 samples/sec	accuracy=0.899375
+2020-04-09 14:23:56,900 Epoch[8] Batch [11350-11400]	Speed: 200.85 samples/sec	accuracy=0.906094
+2020-04-09 14:24:28,748 Epoch[8] Batch [11400-11450]	Speed: 200.95 samples/sec	accuracy=0.902031
+2020-04-09 14:25:00,669 Epoch[8] Batch [11450-11500]	Speed: 200.50 samples/sec	accuracy=0.903594
+2020-04-09 14:25:32,499 Epoch[8] Batch [11500-11550]	Speed: 201.07 samples/sec	accuracy=0.907344
+2020-04-09 14:26:04,208 Epoch[8] Batch [11550-11600]	Speed: 201.83 samples/sec	accuracy=0.904062
+2020-04-09 14:26:35,992 Epoch[8] Batch [11600-11650]	Speed: 201.36 samples/sec	accuracy=0.908906
+2020-04-09 14:27:08,218 Epoch[8] Batch [11650-11700]	Speed: 198.59 samples/sec	accuracy=0.907500
+2020-04-09 14:27:39,874 Epoch[8] Batch [11700-11750]	Speed: 202.17 samples/sec	accuracy=0.904531
+2020-04-09 14:28:11,880 Epoch[8] Batch [11750-11800]	Speed: 199.97 samples/sec	accuracy=0.903281
+2020-04-09 14:28:43,428 Epoch[8] Batch [11800-11850]	Speed: 202.87 samples/sec	accuracy=0.902500
+2020-04-09 14:29:15,379 Epoch[8] Batch [11850-11900]	Speed: 200.31 samples/sec	accuracy=0.903438
+2020-04-09 14:29:47,030 Epoch[8] Batch [11900-11950]	Speed: 202.21 samples/sec	accuracy=0.900000
+2020-04-09 14:30:18,982 Epoch[8] Batch [11950-12000]	Speed: 200.30 samples/sec	accuracy=0.903125
+2020-04-09 14:30:50,628 Epoch[8] Batch [12000-12050]	Speed: 202.24 samples/sec	accuracy=0.905781
+2020-04-09 14:31:22,327 Epoch[8] Batch [12050-12100]	Speed: 201.90 samples/sec	accuracy=0.899219
+2020-04-09 14:31:54,412 Epoch[8] Batch [12100-12150]	Speed: 199.47 samples/sec	accuracy=0.903906
+2020-04-09 14:32:26,042 Epoch[8] Batch [12150-12200]	Speed: 202.34 samples/sec	accuracy=0.901563
+2020-04-09 14:32:58,129 Epoch[8] Batch [12200-12250]	Speed: 199.45 samples/sec	accuracy=0.900156
+2020-04-09 14:33:30,189 Epoch[8] Batch [12250-12300]	Speed: 199.63 samples/sec	accuracy=0.903438
+2020-04-09 14:34:02,228 Epoch[8] Batch [12300-12350]	Speed: 199.76 samples/sec	accuracy=0.902656
+2020-04-09 14:34:33,736 Epoch[8] Batch [12350-12400]	Speed: 203.12 samples/sec	accuracy=0.898438
+2020-04-09 14:35:05,330 Epoch[8] Batch [12400-12450]	Speed: 202.57 samples/sec	accuracy=0.901250
+2020-04-09 14:35:37,381 Epoch[8] Batch [12450-12500]	Speed: 199.68 samples/sec	accuracy=0.905312
+2020-04-09 14:36:09,198 Epoch[8] Batch [12500-12550]	Speed: 201.15 samples/sec	accuracy=0.903281
+2020-04-09 14:36:41,108 Epoch[8] Batch [12550-12600]	Speed: 200.56 samples/sec	accuracy=0.900625
+2020-04-09 14:37:12,760 Epoch[8] Batch [12600-12650]	Speed: 202.20 samples/sec	accuracy=0.905156
+2020-04-09 14:37:44,586 Epoch[8] Batch [12650-12700]	Speed: 201.09 samples/sec	accuracy=0.905000
+2020-04-09 14:38:16,530 Epoch[8] Batch [12700-12750]	Speed: 200.35 samples/sec	accuracy=0.902344
+2020-04-09 14:38:48,094 Epoch[8] Batch [12750-12800]	Speed: 202.77 samples/sec	accuracy=0.900000
+2020-04-09 14:39:19,892 Epoch[8] Batch [12800-12850]	Speed: 201.27 samples/sec	accuracy=0.903125
+2020-04-09 14:39:51,618 Epoch[8] Batch [12850-12900]	Speed: 201.73 samples/sec	accuracy=0.906094
+2020-04-09 14:40:23,971 Epoch[8] Batch [12900-12950]	Speed: 197.82 samples/sec	accuracy=0.905312
+2020-04-09 14:40:55,903 Epoch[8] Batch [12950-13000]	Speed: 200.43 samples/sec	accuracy=0.897969
+2020-04-09 14:41:27,535 Epoch[8] Batch [13000-13050]	Speed: 202.33 samples/sec	accuracy=0.898750
+2020-04-09 14:41:59,523 Epoch[8] Batch [13050-13100]	Speed: 200.08 samples/sec	accuracy=0.901875
+2020-04-09 14:42:31,460 Epoch[8] Batch [13100-13150]	Speed: 200.40 samples/sec	accuracy=0.910000
+2020-04-09 14:43:03,158 Epoch[8] Batch [13150-13200]	Speed: 201.91 samples/sec	accuracy=0.900937
+2020-04-09 14:43:34,683 Epoch[8] Batch [13200-13250]	Speed: 203.01 samples/sec	accuracy=0.900156
+2020-04-09 14:44:06,958 Epoch[8] Batch [13250-13300]	Speed: 198.30 samples/sec	accuracy=0.895938
+2020-04-09 14:44:39,066 Epoch[8] Batch [13300-13350]	Speed: 199.33 samples/sec	accuracy=0.900312
+2020-04-09 14:45:10,864 Epoch[8] Batch [13350-13400]	Speed: 201.27 samples/sec	accuracy=0.902031
+2020-04-09 14:45:42,627 Epoch[8] Batch [13400-13450]	Speed: 201.49 samples/sec	accuracy=0.907813
+2020-04-09 14:46:14,313 Epoch[8] Batch [13450-13500]	Speed: 201.98 samples/sec	accuracy=0.905625
+2020-04-09 14:46:45,814 Epoch[8] Batch [13500-13550]	Speed: 203.17 samples/sec	accuracy=0.905781
+2020-04-09 14:47:17,404 Epoch[8] Batch [13550-13600]	Speed: 202.60 samples/sec	accuracy=0.899062
+2020-04-09 14:47:49,375 Epoch[8] Batch [13600-13650]	Speed: 200.18 samples/sec	accuracy=0.897188
+2020-04-09 14:48:21,286 Epoch[8] Batch [13650-13700]	Speed: 200.56 samples/sec	accuracy=0.900312
+2020-04-09 14:48:53,104 Epoch[8] Batch [13700-13750]	Speed: 201.15 samples/sec	accuracy=0.900156
+2020-04-09 14:49:24,959 Epoch[8] Batch [13750-13800]	Speed: 200.92 samples/sec	accuracy=0.903906
+2020-04-09 14:49:56,786 Epoch[8] Batch [13800-13850]	Speed: 201.09 samples/sec	accuracy=0.902344
+2020-04-09 14:50:28,972 Epoch[8] Batch [13850-13900]	Speed: 198.85 samples/sec	accuracy=0.903281
+2020-04-09 14:51:00,859 Epoch[8] Batch [13900-13950]	Speed: 200.71 samples/sec	accuracy=0.903281
+2020-04-09 14:51:32,638 Epoch[8] Batch [13950-14000]	Speed: 201.39 samples/sec	accuracy=0.898906
+2020-04-09 14:52:04,790 Epoch[8] Batch [14000-14050]	Speed: 199.06 samples/sec	accuracy=0.902969
+2020-04-09 14:52:36,566 Epoch[8] Batch [14050-14100]	Speed: 201.41 samples/sec	accuracy=0.902031
+2020-04-09 14:53:08,220 Epoch[8] Batch [14100-14150]	Speed: 202.19 samples/sec	accuracy=0.899375
+2020-04-09 14:53:39,842 Epoch[8] Batch [14150-14200]	Speed: 202.40 samples/sec	accuracy=0.904531
+2020-04-09 14:54:12,007 Epoch[8] Batch [14200-14250]	Speed: 198.97 samples/sec	accuracy=0.899219
+2020-04-09 14:54:43,959 Epoch[8] Batch [14250-14300]	Speed: 200.31 samples/sec	accuracy=0.897969
+2020-04-09 14:55:15,433 Epoch[8] Batch [14300-14350]	Speed: 203.34 samples/sec	accuracy=0.901094
+2020-04-09 14:55:47,042 Epoch[8] Batch [14350-14400]	Speed: 202.47 samples/sec	accuracy=0.910781
+2020-04-09 14:56:19,081 Epoch[8] Batch [14400-14450]	Speed: 199.76 samples/sec	accuracy=0.906719
+2020-04-09 14:56:50,968 Epoch[8] Batch [14450-14500]	Speed: 200.71 samples/sec	accuracy=0.904844
+2020-04-09 14:57:22,618 Epoch[8] Batch [14500-14550]	Speed: 202.21 samples/sec	accuracy=0.909531
+2020-04-09 14:57:54,541 Epoch[8] Batch [14550-14600]	Speed: 200.49 samples/sec	accuracy=0.904219
+2020-04-09 14:58:26,210 Epoch[8] Batch [14600-14650]	Speed: 202.09 samples/sec	accuracy=0.906250
+2020-04-09 14:58:58,137 Epoch[8] Batch [14650-14700]	Speed: 200.46 samples/sec	accuracy=0.899531
+2020-04-09 14:59:29,836 Epoch[8] Batch [14700-14750]	Speed: 201.90 samples/sec	accuracy=0.900625
+2020-04-09 15:00:01,700 Epoch[8] Batch [14750-14800]	Speed: 200.86 samples/sec	accuracy=0.902969
+2020-04-09 15:00:33,940 Epoch[8] Batch [14800-14850]	Speed: 198.51 samples/sec	accuracy=0.901250
+2020-04-09 15:01:05,426 Epoch[8] Batch [14850-14900]	Speed: 203.27 samples/sec	accuracy=0.896875
+2020-04-09 15:01:37,065 Epoch[8] Batch [14900-14950]	Speed: 202.28 samples/sec	accuracy=0.905781
+2020-04-09 15:02:08,725 Epoch[8] Batch [14950-15000]	Speed: 202.15 samples/sec	accuracy=0.907500
+2020-04-09 15:02:40,532 Epoch[8] Batch [15000-15050]	Speed: 201.21 samples/sec	accuracy=0.900625
+2020-04-09 15:03:12,335 Epoch[8] Batch [15050-15100]	Speed: 201.24 samples/sec	accuracy=0.909375
+2020-04-09 15:03:43,679 Epoch[8] Batch [15100-15150]	Speed: 204.19 samples/sec	accuracy=0.894375
+2020-04-09 15:04:15,368 Epoch[8] Batch [15150-15200]	Speed: 201.96 samples/sec	accuracy=0.902344
+2020-04-09 15:04:47,252 Epoch[8] Batch [15200-15250]	Speed: 200.73 samples/sec	accuracy=0.899219
+2020-04-09 15:05:19,021 Epoch[8] Batch [15250-15300]	Speed: 201.45 samples/sec	accuracy=0.902031
+2020-04-09 15:05:50,829 Epoch[8] Batch [15300-15350]	Speed: 201.21 samples/sec	accuracy=0.907031
+2020-04-09 15:06:22,420 Epoch[8] Batch [15350-15400]	Speed: 202.59 samples/sec	accuracy=0.907188
+2020-04-09 15:06:54,329 Epoch[8] Batch [15400-15450]	Speed: 200.57 samples/sec	accuracy=0.906875
+2020-04-09 15:07:26,293 Epoch[8] Batch [15450-15500]	Speed: 200.23 samples/sec	accuracy=0.905625
+2020-04-09 15:07:57,863 Epoch[8] Batch [15500-15550]	Speed: 202.72 samples/sec	accuracy=0.908125
+2020-04-09 15:08:29,797 Epoch[8] Batch [15550-15600]	Speed: 200.41 samples/sec	accuracy=0.898125
+2020-04-09 15:09:01,565 Epoch[8] Batch [15600-15650]	Speed: 201.47 samples/sec	accuracy=0.905312
+2020-04-09 15:09:33,179 Epoch[8] Batch [15650-15700]	Speed: 202.44 samples/sec	accuracy=0.907656
+2020-04-09 15:10:04,824 Epoch[8] Batch [15700-15750]	Speed: 202.25 samples/sec	accuracy=0.904375
+2020-04-09 15:10:36,790 Epoch[8] Batch [15750-15800]	Speed: 200.21 samples/sec	accuracy=0.898750
+2020-04-09 15:11:08,620 Epoch[8] Batch [15800-15850]	Speed: 201.07 samples/sec	accuracy=0.899844
+2020-04-09 15:11:40,624 Epoch[8] Batch [15850-15900]	Speed: 199.97 samples/sec	accuracy=0.907500
+2020-04-09 15:12:12,375 Epoch[8] Batch [15900-15950]	Speed: 201.57 samples/sec	accuracy=0.902031
+2020-04-09 15:12:44,043 Epoch[8] Batch [15950-16000]	Speed: 202.10 samples/sec	accuracy=0.903438
+2020-04-09 15:13:16,226 Epoch[8] Batch [16000-16050]	Speed: 198.87 samples/sec	accuracy=0.897500
+2020-04-09 15:13:48,051 Epoch[8] Batch [16050-16100]	Speed: 201.10 samples/sec	accuracy=0.901406
+2020-04-09 15:14:19,828 Epoch[8] Batch [16100-16150]	Speed: 201.40 samples/sec	accuracy=0.907031
+2020-04-09 15:14:51,487 Epoch[8] Batch [16150-16200]	Speed: 202.16 samples/sec	accuracy=0.906094
+2020-04-09 15:15:23,775 Epoch[8] Batch [16200-16250]	Speed: 198.22 samples/sec	accuracy=0.909062
+2020-04-09 15:15:55,605 Epoch[8] Batch [16250-16300]	Speed: 201.07 samples/sec	accuracy=0.901094
+2020-04-09 15:16:27,674 Epoch[8] Batch [16300-16350]	Speed: 199.57 samples/sec	accuracy=0.900937
+2020-04-09 15:16:59,594 Epoch[8] Batch [16350-16400]	Speed: 200.50 samples/sec	accuracy=0.907969
+2020-04-09 15:17:31,624 Epoch[8] Batch [16400-16450]	Speed: 199.82 samples/sec	accuracy=0.900625
+2020-04-09 15:18:03,308 Epoch[8] Batch [16450-16500]	Speed: 202.00 samples/sec	accuracy=0.905312
+2020-04-09 15:18:35,205 Epoch[8] Batch [16500-16550]	Speed: 200.64 samples/sec	accuracy=0.900781
+2020-04-09 15:19:07,182 Epoch[8] Batch [16550-16600]	Speed: 200.14 samples/sec	accuracy=0.905000
+2020-04-09 15:19:39,261 Epoch[8] Batch [16600-16650]	Speed: 199.51 samples/sec	accuracy=0.900625
+2020-04-09 15:20:10,968 Epoch[8] Batch [16650-16700]	Speed: 201.85 samples/sec	accuracy=0.909062
+2020-04-09 15:20:42,608 Epoch[8] Batch [16700-16750]	Speed: 202.28 samples/sec	accuracy=0.902813
+2020-04-09 15:21:14,639 Epoch[8] Batch [16750-16800]	Speed: 199.81 samples/sec	accuracy=0.899687
+2020-04-09 15:21:46,210 Epoch[8] Batch [16800-16850]	Speed: 202.72 samples/sec	accuracy=0.902969
+2020-04-09 15:22:17,939 Epoch[8] Batch [16850-16900]	Speed: 201.70 samples/sec	accuracy=0.904687
+2020-04-09 15:22:50,089 Epoch[8] Batch [16900-16950]	Speed: 199.07 samples/sec	accuracy=0.901563
+2020-04-09 15:23:22,153 Epoch[8] Batch [16950-17000]	Speed: 199.60 samples/sec	accuracy=0.900156
+2020-04-09 15:23:53,918 Epoch[8] Batch [17000-17050]	Speed: 201.48 samples/sec	accuracy=0.899844
+2020-04-09 15:24:25,602 Epoch[8] Batch [17050-17100]	Speed: 202.00 samples/sec	accuracy=0.902813
+2020-04-09 15:24:57,632 Epoch[8] Batch [17100-17150]	Speed: 199.81 samples/sec	accuracy=0.902656
+2020-04-09 15:25:29,716 Epoch[8] Batch [17150-17200]	Speed: 199.48 samples/sec	accuracy=0.902500
+2020-04-09 15:26:01,388 Epoch[8] Batch [17200-17250]	Speed: 202.07 samples/sec	accuracy=0.908594
+2020-04-09 15:26:32,846 Epoch[8] Batch [17250-17300]	Speed: 203.45 samples/sec	accuracy=0.900625
+2020-04-09 15:27:04,711 Epoch[8] Batch [17300-17350]	Speed: 200.85 samples/sec	accuracy=0.907344
+2020-04-09 15:27:36,397 Epoch[8] Batch [17350-17400]	Speed: 201.98 samples/sec	accuracy=0.905312
+2020-04-09 15:28:08,043 Epoch[8] Batch [17400-17450]	Speed: 202.24 samples/sec	accuracy=0.906250
+2020-04-09 15:28:39,825 Epoch[8] Batch [17450-17500]	Speed: 201.38 samples/sec	accuracy=0.905312
+2020-04-09 15:29:11,503 Epoch[8] Batch [17500-17550]	Speed: 202.03 samples/sec	accuracy=0.912344
+2020-04-09 15:29:43,516 Epoch[8] Batch [17550-17600]	Speed: 199.92 samples/sec	accuracy=0.897656
+2020-04-09 15:30:15,198 Epoch[8] Batch [17600-17650]	Speed: 202.01 samples/sec	accuracy=0.905156
+2020-04-09 15:30:46,623 Epoch[8] Batch [17650-17700]	Speed: 203.66 samples/sec	accuracy=0.900469
+2020-04-09 15:31:18,564 Epoch[8] Batch [17700-17750]	Speed: 200.37 samples/sec	accuracy=0.905625
+2020-04-09 15:31:50,714 Epoch[8] Batch [17750-17800]	Speed: 199.07 samples/sec	accuracy=0.906875
+2020-04-09 15:32:22,611 Epoch[8] Batch [17800-17850]	Speed: 200.64 samples/sec	accuracy=0.908125
+2020-04-09 15:32:55,279 Epoch[8] Batch [17850-17900]	Speed: 195.92 samples/sec	accuracy=0.905000
+2020-04-09 15:33:27,051 Epoch[8] Batch [17900-17950]	Speed: 201.44 samples/sec	accuracy=0.907969
+2020-04-09 15:33:58,827 Epoch[8] Batch [17950-18000]	Speed: 201.41 samples/sec	accuracy=0.904687
+2020-04-09 15:34:30,580 Epoch[8] Batch [18000-18050]	Speed: 201.56 samples/sec	accuracy=0.905937
+2020-04-09 15:35:02,264 Epoch[8] Batch [18050-18100]	Speed: 202.00 samples/sec	accuracy=0.903281
+2020-04-09 15:35:33,916 Epoch[8] Batch [18100-18150]	Speed: 202.20 samples/sec	accuracy=0.903438
+2020-04-09 15:36:05,844 Epoch[8] Batch [18150-18200]	Speed: 200.46 samples/sec	accuracy=0.910312
+2020-04-09 15:36:37,771 Epoch[8] Batch [18200-18250]	Speed: 200.45 samples/sec	accuracy=0.898281
+2020-04-09 15:37:09,867 Epoch[8] Batch [18250-18300]	Speed: 199.41 samples/sec	accuracy=0.907656
+2020-04-09 15:37:41,587 Epoch[8] Batch [18300-18350]	Speed: 201.76 samples/sec	accuracy=0.903438
+2020-04-09 15:38:13,471 Epoch[8] Batch [18350-18400]	Speed: 200.73 samples/sec	accuracy=0.907969
+2020-04-09 15:38:45,269 Epoch[8] Batch [18400-18450]	Speed: 201.27 samples/sec	accuracy=0.903438
+2020-04-09 15:39:16,641 Epoch[8] Batch [18450-18500]	Speed: 204.01 samples/sec	accuracy=0.905312
+2020-04-09 15:39:48,511 Epoch[8] Batch [18500-18550]	Speed: 200.82 samples/sec	accuracy=0.904687
+2020-04-09 15:40:20,237 Epoch[8] Batch [18550-18600]	Speed: 201.73 samples/sec	accuracy=0.903594
+2020-04-09 15:40:52,295 Epoch[8] Batch [18600-18650]	Speed: 199.64 samples/sec	accuracy=0.901563
+2020-04-09 15:41:24,236 Epoch[8] Batch [18650-18700]	Speed: 200.37 samples/sec	accuracy=0.907031
+2020-04-09 15:41:55,669 Epoch[8] Batch [18700-18750]	Speed: 203.61 samples/sec	accuracy=0.901406
+2020-04-09 15:42:27,451 Epoch[8] Batch [18750-18800]	Speed: 201.37 samples/sec	accuracy=0.899687
+2020-04-09 15:42:59,487 Epoch[8] Batch [18800-18850]	Speed: 199.77 samples/sec	accuracy=0.904062
+2020-04-09 15:43:31,419 Epoch[8] Batch [18850-18900]	Speed: 200.43 samples/sec	accuracy=0.908750
+2020-04-09 15:44:03,140 Epoch[8] Batch [18900-18950]	Speed: 201.76 samples/sec	accuracy=0.900781
+2020-04-09 15:44:35,102 Epoch[8] Batch [18950-19000]	Speed: 200.24 samples/sec	accuracy=0.903438
+2020-04-09 15:45:06,770 Epoch[8] Batch [19000-19050]	Speed: 202.10 samples/sec	accuracy=0.905937
+2020-04-09 15:45:38,826 Epoch[8] Batch [19050-19100]	Speed: 199.65 samples/sec	accuracy=0.908906
+2020-04-09 15:46:10,585 Epoch[8] Batch [19100-19150]	Speed: 201.52 samples/sec	accuracy=0.904219
+2020-04-09 15:46:42,003 Epoch[8] Batch [19150-19200]	Speed: 203.70 samples/sec	accuracy=0.906875
+2020-04-09 15:47:13,845 Epoch[8] Batch [19200-19250]	Speed: 200.99 samples/sec	accuracy=0.908125
+2020-04-09 15:47:45,475 Epoch[8] Batch [19250-19300]	Speed: 202.34 samples/sec	accuracy=0.899531
+2020-04-09 15:48:17,765 Epoch[8] Batch [19300-19350]	Speed: 198.21 samples/sec	accuracy=0.899219
+2020-04-09 15:48:49,723 Epoch[8] Batch [19350-19400]	Speed: 200.26 samples/sec	accuracy=0.902031
+2020-04-09 15:49:21,550 Epoch[8] Batch [19400-19450]	Speed: 201.09 samples/sec	accuracy=0.911094
+2020-04-09 15:49:53,551 Epoch[8] Batch [19450-19500]	Speed: 200.00 samples/sec	accuracy=0.903906
+2020-04-09 15:50:25,578 Epoch[8] Batch [19500-19550]	Speed: 199.83 samples/sec	accuracy=0.907344
+2020-04-09 15:50:57,369 Epoch[8] Batch [19550-19600]	Speed: 201.32 samples/sec	accuracy=0.909219
+2020-04-09 15:51:28,975 Epoch[8] Batch [19600-19650]	Speed: 202.50 samples/sec	accuracy=0.903750
+2020-04-09 15:52:00,632 Epoch[8] Batch [19650-19700]	Speed: 202.17 samples/sec	accuracy=0.905000
+2020-04-09 15:52:32,683 Epoch[8] Batch [19700-19750]	Speed: 199.68 samples/sec	accuracy=0.907344
+2020-04-09 15:53:04,449 Epoch[8] Batch [19750-19800]	Speed: 201.48 samples/sec	accuracy=0.898594
+2020-04-09 15:53:36,079 Epoch[8] Batch [19800-19850]	Speed: 202.34 samples/sec	accuracy=0.902969
+2020-04-09 15:54:07,601 Epoch[8] Batch [19850-19900]	Speed: 203.03 samples/sec	accuracy=0.911563
+2020-04-09 15:54:39,295 Epoch[8] Batch [19900-19950]	Speed: 201.93 samples/sec	accuracy=0.906406
+2020-04-09 15:55:11,255 Epoch[8] Batch [19950-20000]	Speed: 200.25 samples/sec	accuracy=0.909219
+2020-04-09 15:55:43,330 Epoch[8] Batch [20000-20050]	Speed: 199.53 samples/sec	accuracy=0.905937
+2020-04-09 15:56:15,044 Epoch[8] Batch [20050-20100]	Speed: 201.80 samples/sec	accuracy=0.907031
+2020-04-09 15:56:46,806 Epoch[8] Batch [20100-20150]	Speed: 201.50 samples/sec	accuracy=0.906563
+2020-04-09 15:57:18,977 Epoch[8] Batch [20150-20200]	Speed: 198.94 samples/sec	accuracy=0.906719
+2020-04-09 15:57:50,769 Epoch[8] Batch [20200-20250]	Speed: 201.31 samples/sec	accuracy=0.906250
+2020-04-09 15:58:22,578 Epoch[8] Batch [20250-20300]	Speed: 201.20 samples/sec	accuracy=0.902813
+2020-04-09 15:58:54,424 Epoch[8] Batch [20300-20350]	Speed: 200.97 samples/sec	accuracy=0.903281
+2020-04-09 15:59:26,360 Epoch[8] Batch [20350-20400]	Speed: 200.40 samples/sec	accuracy=0.903281
+2020-04-09 15:59:58,039 Epoch[8] Batch [20400-20450]	Speed: 202.03 samples/sec	accuracy=0.894844
+2020-04-09 16:00:29,806 Epoch[8] Batch [20450-20500]	Speed: 201.47 samples/sec	accuracy=0.901719
+2020-04-09 16:01:01,745 Epoch[8] Batch [20500-20550]	Speed: 200.38 samples/sec	accuracy=0.905781
+2020-04-09 16:01:33,147 Epoch[8] Batch [20550-20600]	Speed: 203.81 samples/sec	accuracy=0.901719
+2020-04-09 16:02:05,294 Epoch[8] Batch [20600-20650]	Speed: 199.09 samples/sec	accuracy=0.905781
+2020-04-09 16:02:37,126 Epoch[8] Batch [20650-20700]	Speed: 201.06 samples/sec	accuracy=0.903438
+2020-04-09 16:03:08,582 Epoch[8] Batch [20700-20750]	Speed: 203.46 samples/sec	accuracy=0.903594
+2020-04-09 16:03:40,578 Epoch[8] Batch [20750-20800]	Speed: 200.02 samples/sec	accuracy=0.906406
+2020-04-09 16:04:12,248 Epoch[8] Batch [20800-20850]	Speed: 202.09 samples/sec	accuracy=0.905781
+2020-04-09 16:04:44,511 Epoch[8] Batch [20850-20900]	Speed: 198.37 samples/sec	accuracy=0.898594
+2020-04-09 16:05:16,212 Epoch[8] Batch [20900-20950]	Speed: 201.89 samples/sec	accuracy=0.902813
+2020-04-09 16:05:48,058 Epoch[8] Batch [20950-21000]	Speed: 200.97 samples/sec	accuracy=0.906250
+2020-04-09 16:06:20,208 Epoch[8] Batch [21000-21050]	Speed: 199.06 samples/sec	accuracy=0.911719
+2020-04-09 16:06:52,165 Epoch[8] Batch [21050-21100]	Speed: 200.27 samples/sec	accuracy=0.900625
+2020-04-09 16:07:23,898 Epoch[8] Batch [21100-21150]	Speed: 201.69 samples/sec	accuracy=0.904062
+2020-04-09 16:07:55,687 Epoch[8] Batch [21150-21200]	Speed: 201.32 samples/sec	accuracy=0.900312
+2020-04-09 16:08:27,357 Epoch[8] Batch [21200-21250]	Speed: 202.09 samples/sec	accuracy=0.907656
+2020-04-09 16:08:58,972 Epoch[8] Batch [21250-21300]	Speed: 202.44 samples/sec	accuracy=0.901563
+2020-04-09 16:09:30,651 Epoch[8] Batch [21300-21350]	Speed: 202.02 samples/sec	accuracy=0.904375
+2020-04-09 16:10:02,784 Epoch[8] Batch [21350-21400]	Speed: 199.18 samples/sec	accuracy=0.908438
+2020-04-09 16:10:34,625 Epoch[8] Batch [21400-21450]	Speed: 201.00 samples/sec	accuracy=0.905937
+2020-04-09 16:11:06,234 Epoch[8] Batch [21450-21500]	Speed: 202.47 samples/sec	accuracy=0.902969
+2020-04-09 16:11:38,186 Epoch[8] Batch [21500-21550]	Speed: 200.30 samples/sec	accuracy=0.901719
+2020-04-09 16:12:09,712 Epoch[8] Batch [21550-21600]	Speed: 203.01 samples/sec	accuracy=0.894844
+2020-04-09 16:12:41,694 Epoch[8] Batch [21600-21650]	Speed: 200.12 samples/sec	accuracy=0.904062
+2020-04-09 16:13:13,328 Epoch[8] Batch [21650-21700]	Speed: 202.32 samples/sec	accuracy=0.904219
+2020-04-09 16:13:45,117 Epoch[8] Batch [21700-21750]	Speed: 201.32 samples/sec	accuracy=0.896875
+2020-04-09 16:14:16,931 Epoch[8] Batch [21750-21800]	Speed: 201.18 samples/sec	accuracy=0.903438
+2020-04-09 16:14:48,586 Epoch[8] Batch [21800-21850]	Speed: 202.18 samples/sec	accuracy=0.900937
+2020-04-09 16:15:20,300 Epoch[8] Batch [21850-21900]	Speed: 201.80 samples/sec	accuracy=0.905000
+2020-04-09 16:15:51,896 Epoch[8] Batch [21900-21950]	Speed: 202.56 samples/sec	accuracy=0.897813
+2020-04-09 16:16:23,775 Epoch[8] Batch [21950-22000]	Speed: 200.76 samples/sec	accuracy=0.909844
+2020-04-09 16:16:55,689 Epoch[8] Batch [22000-22050]	Speed: 200.54 samples/sec	accuracy=0.905312
+2020-04-09 16:17:27,696 Epoch[8] Batch [22050-22100]	Speed: 199.96 samples/sec	accuracy=0.909375
+2020-04-09 16:17:59,532 Epoch[8] Batch [22100-22150]	Speed: 201.03 samples/sec	accuracy=0.910156
+2020-04-09 16:18:31,393 Epoch[8] Batch [22150-22200]	Speed: 200.88 samples/sec	accuracy=0.902656
+2020-04-09 16:19:03,387 Epoch[8] Batch [22200-22250]	Speed: 200.03 samples/sec	accuracy=0.903906
+2020-04-09 16:19:35,499 Epoch[8] Batch [22250-22300]	Speed: 199.31 samples/sec	accuracy=0.898750
+2020-04-09 16:20:07,330 Epoch[8] Batch [22300-22350]	Speed: 201.06 samples/sec	accuracy=0.899219
+2020-04-09 16:20:39,420 Epoch[8] Batch [22350-22400]	Speed: 199.44 samples/sec	accuracy=0.901250
+2020-04-09 16:21:11,038 Epoch[8] Batch [22400-22450]	Speed: 202.42 samples/sec	accuracy=0.902188
+2020-04-09 16:21:42,474 Epoch[8] Batch [22450-22500]	Speed: 203.59 samples/sec	accuracy=0.903281
+2020-04-09 16:22:14,360 Epoch[8] Batch [22500-22550]	Speed: 200.71 samples/sec	accuracy=0.910625
+2020-04-09 16:22:46,405 Epoch[8] Batch [22550-22600]	Speed: 199.72 samples/sec	accuracy=0.905937
+2020-04-09 16:23:17,910 Epoch[8] Batch [22600-22650]	Speed: 203.15 samples/sec	accuracy=0.902344
+2020-04-09 16:23:49,861 Epoch[8] Batch [22650-22700]	Speed: 200.31 samples/sec	accuracy=0.901563
+2020-04-09 16:24:21,619 Epoch[8] Batch [22700-22750]	Speed: 201.52 samples/sec	accuracy=0.901406
+2020-04-09 16:24:53,674 Epoch[8] Batch [22750-22800]	Speed: 199.66 samples/sec	accuracy=0.907188
+2020-04-09 16:25:25,134 Epoch[8] Batch [22800-22850]	Speed: 203.44 samples/sec	accuracy=0.900625
+2020-04-09 16:25:56,873 Epoch[8] Batch [22850-22900]	Speed: 201.65 samples/sec	accuracy=0.908750
+2020-04-09 16:26:28,711 Epoch[8] Batch [22900-22950]	Speed: 201.02 samples/sec	accuracy=0.908750
+2020-04-09 16:27:00,671 Epoch[8] Batch [22950-23000]	Speed: 200.25 samples/sec	accuracy=0.896094
+2020-04-09 16:27:32,443 Epoch[8] Batch [23000-23050]	Speed: 201.43 samples/sec	accuracy=0.905781
+2020-04-09 16:28:04,421 Epoch[8] Batch [23050-23100]	Speed: 200.14 samples/sec	accuracy=0.900000
+2020-04-09 16:28:36,233 Epoch[8] Batch [23100-23150]	Speed: 201.19 samples/sec	accuracy=0.902188
+2020-04-09 16:29:08,284 Epoch[8] Batch [23150-23200]	Speed: 199.68 samples/sec	accuracy=0.905312
+2020-04-09 16:29:40,055 Epoch[8] Batch [23200-23250]	Speed: 201.44 samples/sec	accuracy=0.907031
+2020-04-09 16:30:11,609 Epoch[8] Batch [23250-23300]	Speed: 202.83 samples/sec	accuracy=0.904531
+2020-04-09 16:30:43,506 Epoch[8] Batch [23300-23350]	Speed: 200.65 samples/sec	accuracy=0.899375
+2020-04-09 16:31:15,137 Epoch[8] Batch [23350-23400]	Speed: 202.34 samples/sec	accuracy=0.907188
+2020-04-09 16:31:46,854 Epoch[8] Batch [23400-23450]	Speed: 201.79 samples/sec	accuracy=0.904062
+2020-04-09 16:32:18,772 Epoch[8] Batch [23450-23500]	Speed: 200.52 samples/sec	accuracy=0.904844
+2020-04-09 16:32:50,602 Epoch[8] Batch [23500-23550]	Speed: 201.07 samples/sec	accuracy=0.907656
+2020-04-09 16:33:22,497 Epoch[8] Batch [23550-23600]	Speed: 200.66 samples/sec	accuracy=0.897656
+2020-04-09 16:33:54,113 Epoch[8] Batch [23600-23650]	Speed: 202.43 samples/sec	accuracy=0.906406
+2020-04-09 16:34:26,183 Epoch[8] Batch [23650-23700]	Speed: 199.56 samples/sec	accuracy=0.898594
+2020-04-09 16:34:57,927 Epoch[8] Batch [23700-23750]	Speed: 201.61 samples/sec	accuracy=0.910625
+2020-04-09 16:35:29,459 Epoch[8] Batch [23750-23800]	Speed: 202.97 samples/sec	accuracy=0.904844
+2020-04-09 16:36:01,133 Epoch[8] Batch [23800-23850]	Speed: 202.06 samples/sec	accuracy=0.899375
+2020-04-09 16:36:32,974 Epoch[8] Batch [23850-23900]	Speed: 201.00 samples/sec	accuracy=0.908125
+2020-04-09 16:37:05,800 Epoch[8] Batch [23900-23950]	Speed: 194.97 samples/sec	accuracy=0.903906
+2020-04-09 16:37:37,624 Epoch[8] Batch [23950-24000]	Speed: 201.11 samples/sec	accuracy=0.898750
+2020-04-09 16:38:09,239 Epoch[8] Batch [24000-24050]	Speed: 202.44 samples/sec	accuracy=0.901250
+2020-04-09 16:38:40,999 Epoch[8] Batch [24050-24100]	Speed: 201.51 samples/sec	accuracy=0.907344
+2020-04-09 16:39:12,485 Epoch[8] Batch [24100-24150]	Speed: 203.26 samples/sec	accuracy=0.905781
+2020-04-09 16:39:44,279 Epoch[8] Batch [24150-24200]	Speed: 201.30 samples/sec	accuracy=0.904062
+2020-04-09 16:40:15,997 Epoch[8] Batch [24200-24250]	Speed: 201.78 samples/sec	accuracy=0.903438
+2020-04-09 16:40:47,863 Epoch[8] Batch [24250-24300]	Speed: 200.84 samples/sec	accuracy=0.905937
+2020-04-09 16:41:19,558 Epoch[8] Batch [24300-24350]	Speed: 201.92 samples/sec	accuracy=0.899375
+2020-04-09 16:41:51,129 Epoch[8] Batch [24350-24400]	Speed: 202.72 samples/sec	accuracy=0.900781
+2020-04-09 16:42:22,983 Epoch[8] Batch [24400-24450]	Speed: 200.92 samples/sec	accuracy=0.902188
+2020-04-09 16:42:54,827 Epoch[8] Batch [24450-24500]	Speed: 200.98 samples/sec	accuracy=0.904062
+2020-04-09 16:43:26,940 Epoch[8] Batch [24500-24550]	Speed: 199.29 samples/sec	accuracy=0.910781
+2020-04-09 16:43:58,832 Epoch[8] Batch [24550-24600]	Speed: 200.68 samples/sec	accuracy=0.903281
+2020-04-09 16:44:30,441 Epoch[8] Batch [24600-24650]	Speed: 202.47 samples/sec	accuracy=0.910625
+2020-04-09 16:45:02,173 Epoch[8] Batch [24650-24700]	Speed: 201.69 samples/sec	accuracy=0.901563
+2020-04-09 16:45:34,026 Epoch[8] Batch [24700-24750]	Speed: 200.92 samples/sec	accuracy=0.898438
+2020-04-09 16:46:05,903 Epoch[8] Batch [24750-24800]	Speed: 200.78 samples/sec	accuracy=0.909687
+2020-04-09 16:46:37,927 Epoch[8] Batch [24800-24850]	Speed: 199.85 samples/sec	accuracy=0.905156
+2020-04-09 16:47:09,729 Epoch[8] Batch [24850-24900]	Speed: 201.25 samples/sec	accuracy=0.905469
+2020-04-09 16:47:41,392 Epoch[8] Batch [24900-24950]	Speed: 202.13 samples/sec	accuracy=0.903906
+2020-04-09 16:48:13,042 Epoch[8] Batch [24950-25000]	Speed: 202.21 samples/sec	accuracy=0.905156
+2020-04-09 16:48:44,481 Epoch[8] Batch [25000-25050]	Speed: 203.57 samples/sec	accuracy=0.899687
+2020-04-09 16:49:16,166 Epoch[8] Batch [25050-25100]	Speed: 201.99 samples/sec	accuracy=0.910312
+2020-04-09 16:49:48,147 Epoch[8] Batch [25100-25150]	Speed: 200.12 samples/sec	accuracy=0.912969
+2020-04-09 16:50:20,150 Epoch[8] Batch [25150-25200]	Speed: 199.98 samples/sec	accuracy=0.909531
+2020-04-09 16:50:52,188 Epoch[8] Batch [25200-25250]	Speed: 199.76 samples/sec	accuracy=0.904062
+2020-04-09 16:51:23,994 Epoch[8] Batch [25250-25300]	Speed: 201.22 samples/sec	accuracy=0.905625
+2020-04-09 16:51:56,103 Epoch[8] Batch [25300-25350]	Speed: 199.32 samples/sec	accuracy=0.905469
+2020-04-09 16:52:28,012 Epoch[8] Batch [25350-25400]	Speed: 200.57 samples/sec	accuracy=0.907344
+2020-04-09 16:52:59,973 Epoch[8] Batch [25400-25450]	Speed: 200.25 samples/sec	accuracy=0.907344
+2020-04-09 16:53:32,052 Epoch[8] Batch [25450-25500]	Speed: 199.51 samples/sec	accuracy=0.907031
+2020-04-09 16:54:04,299 Epoch[8] Batch [25500-25550]	Speed: 198.47 samples/sec	accuracy=0.902656
+2020-04-09 16:54:36,228 Epoch[8] Batch [25550-25600]	Speed: 200.45 samples/sec	accuracy=0.900312
+2020-04-09 16:55:08,072 Epoch[8] Batch [25600-25650]	Speed: 200.98 samples/sec	accuracy=0.906250
+2020-04-09 16:55:39,583 Epoch[8] Batch [25650-25700]	Speed: 203.10 samples/sec	accuracy=0.903750
+2020-04-09 16:56:11,255 Epoch[8] Batch [25700-25750]	Speed: 202.07 samples/sec	accuracy=0.908906
+2020-04-09 16:56:43,156 Epoch[8] Batch [25750-25800]	Speed: 200.63 samples/sec	accuracy=0.902656
+2020-04-09 16:57:15,216 Epoch[8] Batch [25800-25850]	Speed: 199.62 samples/sec	accuracy=0.903750
+2020-04-09 16:57:46,710 Epoch[8] Batch [25850-25900]	Speed: 203.22 samples/sec	accuracy=0.898125
+2020-04-09 16:58:18,465 Epoch[8] Batch [25900-25950]	Speed: 201.54 samples/sec	accuracy=0.903594
+2020-04-09 16:58:50,024 Epoch[8] Batch [25950-26000]	Speed: 202.79 samples/sec	accuracy=0.903594
+2020-04-09 16:59:21,484 Epoch[8] Batch [26000-26050]	Speed: 203.43 samples/sec	accuracy=0.902813
+2020-04-09 16:59:53,348 Epoch[8] Batch [26050-26100]	Speed: 200.86 samples/sec	accuracy=0.900312
+2020-04-09 17:00:25,308 Epoch[8] Batch [26100-26150]	Speed: 200.25 samples/sec	accuracy=0.909531
+2020-04-09 17:00:57,204 Epoch[8] Batch [26150-26200]	Speed: 200.65 samples/sec	accuracy=0.900000
+2020-04-09 17:01:29,045 Epoch[8] Batch [26200-26250]	Speed: 201.00 samples/sec	accuracy=0.903281
+2020-04-09 17:02:00,944 Epoch[8] Batch [26250-26300]	Speed: 200.63 samples/sec	accuracy=0.906094
+2020-04-09 17:02:32,738 Epoch[8] Batch [26300-26350]	Speed: 201.29 samples/sec	accuracy=0.902188
+2020-04-09 17:03:04,211 Epoch[8] Batch [26350-26400]	Speed: 203.35 samples/sec	accuracy=0.901563
+2020-04-09 17:03:36,121 Epoch[8] Batch [26400-26450]	Speed: 200.57 samples/sec	accuracy=0.907344
+2020-04-09 17:04:07,879 Epoch[8] Batch [26450-26500]	Speed: 201.53 samples/sec	accuracy=0.904844
+2020-04-09 17:04:39,823 Epoch[8] Batch [26500-26550]	Speed: 200.35 samples/sec	accuracy=0.905000
+2020-04-09 17:05:11,755 Epoch[8] Batch [26550-26600]	Speed: 200.43 samples/sec	accuracy=0.908438
+2020-04-09 17:05:43,510 Epoch[8] Batch [26600-26650]	Speed: 201.54 samples/sec	accuracy=0.902188
+2020-04-09 17:06:15,157 Epoch[8] Batch [26650-26700]	Speed: 202.23 samples/sec	accuracy=0.909687
+2020-04-09 17:06:47,116 Epoch[8] Batch [26700-26750]	Speed: 200.26 samples/sec	accuracy=0.901250
+2020-04-09 17:07:18,726 Epoch[8] Batch [26750-26800]	Speed: 202.47 samples/sec	accuracy=0.897969
+2020-04-09 17:07:50,564 Epoch[8] Batch [26800-26850]	Speed: 201.02 samples/sec	accuracy=0.908125
+2020-04-09 17:08:22,148 Epoch[8] Batch [26850-26900]	Speed: 202.64 samples/sec	accuracy=0.908906
+2020-04-09 17:08:53,940 Epoch[8] Batch [26900-26950]	Speed: 201.31 samples/sec	accuracy=0.902656
+2020-04-09 17:09:26,237 Epoch[8] Batch [26950-27000]	Speed: 198.16 samples/sec	accuracy=0.902188
+2020-04-09 17:09:58,134 Epoch[8] Batch [27000-27050]	Speed: 200.65 samples/sec	accuracy=0.913906
+2020-04-09 17:10:30,090 Epoch[8] Batch [27050-27100]	Speed: 200.27 samples/sec	accuracy=0.912031
+2020-04-09 17:11:01,873 Epoch[8] Batch [27100-27150]	Speed: 201.37 samples/sec	accuracy=0.904062
+2020-04-09 17:11:33,686 Epoch[8] Batch [27150-27200]	Speed: 201.18 samples/sec	accuracy=0.900625
+2020-04-09 17:12:05,307 Epoch[8] Batch [27200-27250]	Speed: 202.39 samples/sec	accuracy=0.902188
+2020-04-09 17:12:36,995 Epoch[8] Batch [27250-27300]	Speed: 201.97 samples/sec	accuracy=0.906250
+2020-04-09 17:13:08,825 Epoch[8] Batch [27300-27350]	Speed: 201.07 samples/sec	accuracy=0.904687
+2020-04-09 17:13:40,549 Epoch[8] Batch [27350-27400]	Speed: 201.74 samples/sec	accuracy=0.901719
+2020-04-09 17:14:12,338 Epoch[8] Batch [27400-27450]	Speed: 201.33 samples/sec	accuracy=0.909219
+2020-04-09 17:14:44,434 Epoch[8] Batch [27450-27500]	Speed: 199.40 samples/sec	accuracy=0.904687
+2020-04-09 17:15:16,508 Epoch[8] Batch [27500-27550]	Speed: 199.54 samples/sec	accuracy=0.903281
+2020-04-09 17:15:48,654 Epoch[8] Batch [27550-27600]	Speed: 199.09 samples/sec	accuracy=0.902188
+2020-04-09 17:16:20,720 Epoch[8] Batch [27600-27650]	Speed: 199.59 samples/sec	accuracy=0.903438
+2020-04-09 17:16:52,674 Epoch[8] Batch [27650-27700]	Speed: 200.29 samples/sec	accuracy=0.903438
+2020-04-09 17:17:24,347 Epoch[8] Batch [27700-27750]	Speed: 202.07 samples/sec	accuracy=0.904531
+2020-04-09 17:17:55,902 Epoch[8] Batch [27750-27800]	Speed: 202.82 samples/sec	accuracy=0.909531
+2020-04-09 17:18:27,887 Epoch[8] Batch [27800-27850]	Speed: 200.09 samples/sec	accuracy=0.906094
+2020-04-09 17:18:59,859 Epoch[8] Batch [27850-27900]	Speed: 200.18 samples/sec	accuracy=0.907656
+2020-04-09 17:19:31,559 Epoch[8] Batch [27900-27950]	Speed: 201.89 samples/sec	accuracy=0.902188
+2020-04-09 17:20:03,484 Epoch[8] Batch [27950-28000]	Speed: 200.47 samples/sec	accuracy=0.907813
+2020-04-09 17:20:35,418 Epoch[8] Batch [28000-28050]	Speed: 200.41 samples/sec	accuracy=0.903125
+2020-04-09 17:21:07,297 Epoch[8] Batch [28050-28100]	Speed: 200.76 samples/sec	accuracy=0.906875
+2020-04-09 17:21:38,822 Epoch[8] Batch [28100-28150]	Speed: 203.01 samples/sec	accuracy=0.903438
+2020-04-09 17:22:10,276 Epoch[8] Batch [28150-28200]	Speed: 203.47 samples/sec	accuracy=0.906250
+2020-04-09 17:22:34,560 Epoch[8] Train-accuracy=0.903505
+2020-04-09 17:22:34,561 Epoch[8] Time cost=17669.400
+2020-04-09 17:22:34,801 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0009.params"
+2020-04-09 17:52:37,784 Epoch[8] Validation-accuracy=0.959978
+2020-04-09 17:53:17,634 Epoch[9] Batch [0-50]	Speed: 201.78 samples/sec	accuracy=0.906250
+2020-04-09 17:53:49,460 Epoch[9] Batch [50-100]	Speed: 201.09 samples/sec	accuracy=0.909687
+2020-04-09 17:54:21,664 Epoch[9] Batch [100-150]	Speed: 198.73 samples/sec	accuracy=0.898281
+2020-04-09 17:54:53,657 Epoch[9] Batch [150-200]	Speed: 200.05 samples/sec	accuracy=0.902969
+2020-04-09 17:55:25,503 Epoch[9] Batch [200-250]	Speed: 200.97 samples/sec	accuracy=0.907813
+2020-04-09 17:55:57,303 Epoch[9] Batch [250-300]	Speed: 201.26 samples/sec	accuracy=0.906094
+2020-04-09 17:56:29,130 Epoch[9] Batch [300-350]	Speed: 201.09 samples/sec	accuracy=0.898594
+2020-04-09 17:57:01,033 Epoch[9] Batch [350-400]	Speed: 200.61 samples/sec	accuracy=0.902188
+2020-04-09 17:57:32,883 Epoch[9] Batch [400-450]	Speed: 200.95 samples/sec	accuracy=0.904531
+2020-04-09 17:58:03,851 Epoch[9] Batch [450-500]	Speed: 206.66 samples/sec	accuracy=0.906875
+2020-04-09 17:58:34,735 Epoch[9] Batch [500-550]	Speed: 207.23 samples/sec	accuracy=0.906406
+2020-04-09 17:59:05,331 Epoch[9] Batch [550-600]	Speed: 209.18 samples/sec	accuracy=0.916875
+2020-04-09 17:59:35,962 Epoch[9] Batch [600-650]	Speed: 208.94 samples/sec	accuracy=0.913438
+2020-04-09 18:00:07,267 Epoch[9] Batch [650-700]	Speed: 204.45 samples/sec	accuracy=0.909375
+2020-04-09 18:00:38,233 Epoch[9] Batch [700-750]	Speed: 206.68 samples/sec	accuracy=0.910781
+2020-04-09 18:01:08,564 Epoch[9] Batch [750-800]	Speed: 211.01 samples/sec	accuracy=0.899687
+2020-04-09 18:01:39,329 Epoch[9] Batch [800-850]	Speed: 208.03 samples/sec	accuracy=0.907188
+2020-04-09 18:02:09,882 Epoch[9] Batch [850-900]	Speed: 209.47 samples/sec	accuracy=0.907656
+2020-04-09 18:02:40,676 Epoch[9] Batch [900-950]	Speed: 207.84 samples/sec	accuracy=0.904687
+2020-04-09 18:03:11,560 Epoch[9] Batch [950-1000]	Speed: 207.23 samples/sec	accuracy=0.913750
+2020-04-09 18:03:42,254 Epoch[9] Batch [1000-1050]	Speed: 208.51 samples/sec	accuracy=0.913125
+2020-04-09 18:04:12,817 Epoch[9] Batch [1050-1100]	Speed: 209.41 samples/sec	accuracy=0.906094
+2020-04-09 18:04:43,197 Epoch[9] Batch [1100-1150]	Speed: 210.67 samples/sec	accuracy=0.903594
+2020-04-09 18:05:13,531 Epoch[9] Batch [1150-1200]	Speed: 210.98 samples/sec	accuracy=0.907344
+2020-04-09 18:05:44,546 Epoch[9] Batch [1200-1250]	Speed: 206.36 samples/sec	accuracy=0.907656
+2020-04-09 18:06:15,205 Epoch[9] Batch [1250-1300]	Speed: 208.75 samples/sec	accuracy=0.907344
+2020-04-09 18:06:45,679 Epoch[9] Batch [1300-1350]	Speed: 210.02 samples/sec	accuracy=0.903594
+2020-04-09 18:07:15,692 Epoch[9] Batch [1350-1400]	Speed: 213.25 samples/sec	accuracy=0.900000
+2020-04-09 18:07:46,475 Epoch[9] Batch [1400-1450]	Speed: 207.91 samples/sec	accuracy=0.904375
+2020-04-09 18:08:17,657 Epoch[9] Batch [1450-1500]	Speed: 205.25 samples/sec	accuracy=0.905156
+2020-04-09 18:08:48,532 Epoch[9] Batch [1500-1550]	Speed: 207.29 samples/sec	accuracy=0.907969
+2020-04-09 18:09:19,077 Epoch[9] Batch [1550-1600]	Speed: 209.53 samples/sec	accuracy=0.903906
+2020-04-09 18:09:49,416 Epoch[9] Batch [1600-1650]	Speed: 210.94 samples/sec	accuracy=0.904531
+2020-04-09 18:10:19,822 Epoch[9] Batch [1650-1700]	Speed: 210.49 samples/sec	accuracy=0.909687
+2020-04-09 18:10:50,711 Epoch[9] Batch [1700-1750]	Speed: 207.20 samples/sec	accuracy=0.902969
+2020-04-09 18:11:21,419 Epoch[9] Batch [1750-1800]	Speed: 208.42 samples/sec	accuracy=0.899375
+2020-04-09 18:11:52,289 Epoch[9] Batch [1800-1850]	Speed: 207.32 samples/sec	accuracy=0.902500
+2020-04-09 18:12:22,376 Epoch[9] Batch [1850-1900]	Speed: 212.72 samples/sec	accuracy=0.901406
+2020-04-09 18:12:53,069 Epoch[9] Batch [1900-1950]	Speed: 208.52 samples/sec	accuracy=0.906875
+2020-04-09 18:13:23,982 Epoch[9] Batch [1950-2000]	Speed: 207.03 samples/sec	accuracy=0.905937
+2020-04-09 18:13:54,760 Epoch[9] Batch [2000-2050]	Speed: 207.94 samples/sec	accuracy=0.903750
+2020-04-09 18:14:24,829 Epoch[9] Batch [2050-2100]	Speed: 212.84 samples/sec	accuracy=0.908750
+2020-04-09 18:14:55,844 Epoch[9] Batch [2100-2150]	Speed: 206.36 samples/sec	accuracy=0.912500
+2020-04-09 18:15:26,437 Epoch[9] Batch [2150-2200]	Speed: 209.20 samples/sec	accuracy=0.907500
+2020-04-09 18:15:57,303 Epoch[9] Batch [2200-2250]	Speed: 207.35 samples/sec	accuracy=0.905469
+2020-04-09 18:16:28,303 Epoch[9] Batch [2250-2300]	Speed: 206.45 samples/sec	accuracy=0.907813
+2020-04-09 18:16:59,171 Epoch[9] Batch [2300-2350]	Speed: 207.33 samples/sec	accuracy=0.907656
+2020-04-09 18:17:29,869 Epoch[9] Batch [2350-2400]	Speed: 208.49 samples/sec	accuracy=0.904531
+2020-04-09 18:18:01,285 Epoch[9] Batch [2400-2450]	Speed: 203.72 samples/sec	accuracy=0.899375
+2020-04-09 18:18:31,707 Epoch[9] Batch [2450-2500]	Speed: 210.37 samples/sec	accuracy=0.900156
+2020-04-09 18:19:02,624 Epoch[9] Batch [2500-2550]	Speed: 207.01 samples/sec	accuracy=0.906094
+2020-04-09 18:19:34,075 Epoch[9] Batch [2550-2600]	Speed: 203.49 samples/sec	accuracy=0.902344
+2020-04-09 18:20:05,621 Epoch[9] Batch [2600-2650]	Speed: 202.88 samples/sec	accuracy=0.905156
+2020-04-09 18:20:36,089 Epoch[9] Batch [2650-2700]	Speed: 210.05 samples/sec	accuracy=0.909844
+2020-04-09 18:21:06,618 Epoch[9] Batch [2700-2750]	Speed: 209.64 samples/sec	accuracy=0.908906
+2020-04-09 18:21:37,516 Epoch[9] Batch [2750-2800]	Speed: 207.13 samples/sec	accuracy=0.903438
+2020-04-09 18:22:07,559 Epoch[9] Batch [2800-2850]	Speed: 213.03 samples/sec	accuracy=0.905156
+2020-04-09 18:22:37,790 Epoch[9] Batch [2850-2900]	Speed: 211.70 samples/sec	accuracy=0.910156
+2020-04-09 18:23:08,235 Epoch[9] Batch [2900-2950]	Speed: 210.22 samples/sec	accuracy=0.904062
+2020-04-09 18:23:38,508 Epoch[9] Batch [2950-3000]	Speed: 211.42 samples/sec	accuracy=0.908125
+2020-04-09 18:24:09,376 Epoch[9] Batch [3000-3050]	Speed: 207.33 samples/sec	accuracy=0.909687
+2020-04-09 18:24:39,948 Epoch[9] Batch [3050-3100]	Speed: 209.35 samples/sec	accuracy=0.900312
+2020-04-09 18:25:10,347 Epoch[9] Batch [3100-3150]	Speed: 210.54 samples/sec	accuracy=0.906094
+2020-04-09 18:25:40,735 Epoch[9] Batch [3150-3200]	Speed: 210.61 samples/sec	accuracy=0.900625
+2020-04-09 18:26:12,182 Epoch[9] Batch [3200-3250]	Speed: 203.52 samples/sec	accuracy=0.897500
+2020-04-09 18:26:42,469 Epoch[9] Batch [3250-3300]	Speed: 211.31 samples/sec	accuracy=0.905781
+2020-04-09 18:27:12,837 Epoch[9] Batch [3300-3350]	Speed: 210.76 samples/sec	accuracy=0.902031
+2020-04-09 18:27:43,489 Epoch[9] Batch [3350-3400]	Speed: 208.79 samples/sec	accuracy=0.902969
+2020-04-09 18:28:15,014 Epoch[9] Batch [3400-3450]	Speed: 203.02 samples/sec	accuracy=0.901719
+2020-04-09 18:28:45,462 Epoch[9] Batch [3450-3500]	Speed: 210.20 samples/sec	accuracy=0.907656
+2020-04-09 18:29:16,253 Epoch[9] Batch [3500-3550]	Speed: 207.85 samples/sec	accuracy=0.906719
+2020-04-09 18:29:47,244 Epoch[9] Batch [3550-3600]	Speed: 206.52 samples/sec	accuracy=0.903125
+2020-04-09 18:30:19,087 Epoch[9] Batch [3600-3650]	Speed: 200.99 samples/sec	accuracy=0.900312
+2020-04-09 18:30:51,346 Epoch[9] Batch [3650-3700]	Speed: 198.39 samples/sec	accuracy=0.910937
+2020-04-09 18:31:23,070 Epoch[9] Batch [3700-3750]	Speed: 201.74 samples/sec	accuracy=0.906563
+2020-04-09 18:31:55,005 Epoch[9] Batch [3750-3800]	Speed: 200.41 samples/sec	accuracy=0.905156
+2020-04-09 18:32:27,002 Epoch[9] Batch [3800-3850]	Speed: 200.02 samples/sec	accuracy=0.909375
+2020-04-09 18:32:58,704 Epoch[9] Batch [3850-3900]	Speed: 201.88 samples/sec	accuracy=0.902344
+2020-04-09 18:33:30,523 Epoch[9] Batch [3900-3950]	Speed: 201.14 samples/sec	accuracy=0.907188
+2020-04-09 18:34:02,639 Epoch[9] Batch [3950-4000]	Speed: 199.28 samples/sec	accuracy=0.901250
+2020-04-09 18:34:34,593 Epoch[9] Batch [4000-4050]	Speed: 200.29 samples/sec	accuracy=0.906250
+2020-04-09 18:35:06,604 Epoch[9] Batch [4050-4100]	Speed: 199.93 samples/sec	accuracy=0.911250
+2020-04-09 18:35:38,750 Epoch[9] Batch [4100-4150]	Speed: 199.10 samples/sec	accuracy=0.905937
+2020-04-09 18:36:10,657 Epoch[9] Batch [4150-4200]	Speed: 200.58 samples/sec	accuracy=0.904844
+2020-04-09 18:36:42,384 Epoch[9] Batch [4200-4250]	Speed: 201.72 samples/sec	accuracy=0.902188
+2020-04-09 18:37:14,337 Epoch[9] Batch [4250-4300]	Speed: 200.29 samples/sec	accuracy=0.909219
+2020-04-09 18:37:45,672 Epoch[9] Batch [4300-4350]	Speed: 204.25 samples/sec	accuracy=0.908125
+2020-04-09 18:38:17,535 Epoch[9] Batch [4350-4400]	Speed: 200.86 samples/sec	accuracy=0.904531
+2020-04-09 18:38:49,043 Epoch[9] Batch [4400-4450]	Speed: 203.13 samples/sec	accuracy=0.908281
+2020-04-09 18:39:20,814 Epoch[9] Batch [4450-4500]	Speed: 201.44 samples/sec	accuracy=0.908125
+2020-04-09 18:39:52,888 Epoch[9] Batch [4500-4550]	Speed: 199.55 samples/sec	accuracy=0.908750
+2020-04-09 18:40:24,922 Epoch[9] Batch [4550-4600]	Speed: 199.79 samples/sec	accuracy=0.907656
+2020-04-09 18:40:56,811 Epoch[9] Batch [4600-4650]	Speed: 200.69 samples/sec	accuracy=0.910937
+2020-04-09 18:41:28,661 Epoch[9] Batch [4650-4700]	Speed: 200.94 samples/sec	accuracy=0.913750
+2020-04-09 18:42:00,377 Epoch[9] Batch [4700-4750]	Speed: 201.79 samples/sec	accuracy=0.908594
+2020-04-09 18:42:32,474 Epoch[9] Batch [4750-4800]	Speed: 199.40 samples/sec	accuracy=0.907188
+2020-04-09 18:43:04,400 Epoch[9] Batch [4800-4850]	Speed: 200.46 samples/sec	accuracy=0.907188
+2020-04-09 18:43:36,170 Epoch[9] Batch [4850-4900]	Speed: 201.45 samples/sec	accuracy=0.905937
+2020-04-09 18:44:08,164 Epoch[9] Batch [4900-4950]	Speed: 200.04 samples/sec	accuracy=0.904062
+2020-04-09 18:44:40,254 Epoch[9] Batch [4950-5000]	Speed: 199.44 samples/sec	accuracy=0.907344
+2020-04-09 18:45:12,286 Epoch[9] Batch [5000-5050]	Speed: 199.80 samples/sec	accuracy=0.901875
+2020-04-09 18:45:43,886 Epoch[9] Batch [5050-5100]	Speed: 202.53 samples/sec	accuracy=0.906406
+2020-04-09 18:46:15,698 Epoch[9] Batch [5100-5150]	Speed: 201.18 samples/sec	accuracy=0.909062
+2020-04-09 18:46:47,639 Epoch[9] Batch [5150-5200]	Speed: 200.37 samples/sec	accuracy=0.912969
+2020-04-09 18:47:19,680 Epoch[9] Batch [5200-5250]	Speed: 199.75 samples/sec	accuracy=0.906094
+2020-04-09 18:47:51,627 Epoch[9] Batch [5250-5300]	Speed: 200.33 samples/sec	accuracy=0.905312
+2020-04-09 18:48:23,716 Epoch[9] Batch [5300-5350]	Speed: 199.44 samples/sec	accuracy=0.908594
+2020-04-09 18:48:55,282 Epoch[9] Batch [5350-5400]	Speed: 202.76 samples/sec	accuracy=0.910156
+2020-04-09 18:49:27,076 Epoch[9] Batch [5400-5450]	Speed: 201.30 samples/sec	accuracy=0.899687
+2020-04-09 18:49:58,847 Epoch[9] Batch [5450-5500]	Speed: 201.44 samples/sec	accuracy=0.910312
+2020-04-09 18:50:30,757 Epoch[9] Batch [5500-5550]	Speed: 200.57 samples/sec	accuracy=0.902344
+2020-04-09 18:51:02,532 Epoch[9] Batch [5550-5600]	Speed: 201.41 samples/sec	accuracy=0.902969
+2020-04-09 18:51:34,726 Epoch[9] Batch [5600-5650]	Speed: 198.80 samples/sec	accuracy=0.902969
+2020-04-09 18:52:06,621 Epoch[9] Batch [5650-5700]	Speed: 200.66 samples/sec	accuracy=0.906875
+2020-04-09 18:52:38,474 Epoch[9] Batch [5700-5750]	Speed: 200.92 samples/sec	accuracy=0.913594
+2020-04-09 18:53:10,214 Epoch[9] Batch [5750-5800]	Speed: 201.64 samples/sec	accuracy=0.907188
+2020-04-09 18:53:42,121 Epoch[9] Batch [5800-5850]	Speed: 200.58 samples/sec	accuracy=0.906250
+2020-04-09 18:54:14,187 Epoch[9] Batch [5850-5900]	Speed: 199.59 samples/sec	accuracy=0.905781
+2020-04-09 18:54:46,170 Epoch[9] Batch [5900-5950]	Speed: 200.11 samples/sec	accuracy=0.900469
+2020-04-09 18:55:17,978 Epoch[9] Batch [5950-6000]	Speed: 201.21 samples/sec	accuracy=0.911406
+2020-04-09 18:55:49,897 Epoch[9] Batch [6000-6050]	Speed: 200.51 samples/sec	accuracy=0.906875
+2020-04-09 18:56:21,682 Epoch[9] Batch [6050-6100]	Speed: 201.36 samples/sec	accuracy=0.905937
+2020-04-09 18:56:53,620 Epoch[9] Batch [6100-6150]	Speed: 200.39 samples/sec	accuracy=0.901875
+2020-04-09 18:57:25,570 Epoch[9] Batch [6150-6200]	Speed: 200.31 samples/sec	accuracy=0.902031
+2020-04-09 18:57:57,267 Epoch[9] Batch [6200-6250]	Speed: 201.91 samples/sec	accuracy=0.900469
+2020-04-09 18:58:29,297 Epoch[9] Batch [6250-6300]	Speed: 199.81 samples/sec	accuracy=0.904375
+2020-04-09 18:59:01,123 Epoch[9] Batch [6300-6350]	Speed: 201.09 samples/sec	accuracy=0.897656
+2020-04-09 18:59:32,798 Epoch[9] Batch [6350-6400]	Speed: 202.05 samples/sec	accuracy=0.905625
+2020-04-09 19:00:04,447 Epoch[9] Batch [6400-6450]	Speed: 202.22 samples/sec	accuracy=0.909062
+2020-04-09 19:00:36,447 Epoch[9] Batch [6450-6500]	Speed: 200.00 samples/sec	accuracy=0.904531
+2020-04-09 19:01:08,085 Epoch[9] Batch [6500-6550]	Speed: 202.29 samples/sec	accuracy=0.907500
+2020-04-09 19:01:39,931 Epoch[9] Batch [6550-6600]	Speed: 200.97 samples/sec	accuracy=0.907188
+2020-04-09 19:02:11,637 Epoch[9] Batch [6600-6650]	Speed: 201.85 samples/sec	accuracy=0.899219
+2020-04-09 19:02:43,659 Epoch[9] Batch [6650-6700]	Speed: 199.87 samples/sec	accuracy=0.902969
+2020-04-09 19:03:15,441 Epoch[9] Batch [6700-6750]	Speed: 201.37 samples/sec	accuracy=0.907813
+2020-04-09 19:03:48,541 Epoch[9] Batch [6750-6800]	Speed: 193.36 samples/sec	accuracy=0.909844
+2020-04-09 19:04:19,988 Epoch[9] Batch [6800-6850]	Speed: 203.52 samples/sec	accuracy=0.912500
+2020-04-09 19:04:51,641 Epoch[9] Batch [6850-6900]	Speed: 202.19 samples/sec	accuracy=0.906406
+2020-04-09 19:05:23,734 Epoch[9] Batch [6900-6950]	Speed: 199.42 samples/sec	accuracy=0.906250
+2020-04-09 19:05:55,295 Epoch[9] Batch [6950-7000]	Speed: 202.79 samples/sec	accuracy=0.908281
+2020-04-09 19:06:27,139 Epoch[9] Batch [7000-7050]	Speed: 200.98 samples/sec	accuracy=0.906094
+2020-04-09 19:06:58,873 Epoch[9] Batch [7050-7100]	Speed: 201.68 samples/sec	accuracy=0.910469
+2020-04-09 19:07:30,646 Epoch[9] Batch [7100-7150]	Speed: 201.42 samples/sec	accuracy=0.909531
+2020-04-09 19:08:02,713 Epoch[9] Batch [7150-7200]	Speed: 199.59 samples/sec	accuracy=0.911250
+2020-04-09 19:08:34,508 Epoch[9] Batch [7200-7250]	Speed: 201.29 samples/sec	accuracy=0.912500
+2020-04-09 19:09:06,461 Epoch[9] Batch [7250-7300]	Speed: 200.29 samples/sec	accuracy=0.908281
+2020-04-09 19:09:37,914 Epoch[9] Batch [7300-7350]	Speed: 203.48 samples/sec	accuracy=0.904219
+2020-04-09 19:10:09,958 Epoch[9] Batch [7350-7400]	Speed: 199.73 samples/sec	accuracy=0.906406
+2020-04-09 19:10:41,677 Epoch[9] Batch [7400-7450]	Speed: 201.77 samples/sec	accuracy=0.902969
+2020-04-09 19:11:13,361 Epoch[9] Batch [7450-7500]	Speed: 202.00 samples/sec	accuracy=0.906875
+2020-04-09 19:11:45,302 Epoch[9] Batch [7500-7550]	Speed: 200.37 samples/sec	accuracy=0.909531
+2020-04-09 19:12:17,377 Epoch[9] Batch [7550-7600]	Speed: 199.54 samples/sec	accuracy=0.903594
+2020-04-09 19:12:48,881 Epoch[9] Batch [7600-7650]	Speed: 203.15 samples/sec	accuracy=0.896406
+2020-04-09 19:13:20,696 Epoch[9] Batch [7650-7700]	Speed: 201.17 samples/sec	accuracy=0.906875
+2020-04-09 19:13:52,468 Epoch[9] Batch [7700-7750]	Speed: 201.43 samples/sec	accuracy=0.908125
+2020-04-09 19:14:24,308 Epoch[9] Batch [7750-7800]	Speed: 201.01 samples/sec	accuracy=0.898438
+2020-04-09 19:14:56,200 Epoch[9] Batch [7800-7850]	Speed: 200.68 samples/sec	accuracy=0.905469
+2020-04-09 19:15:27,869 Epoch[9] Batch [7850-7900]	Speed: 202.09 samples/sec	accuracy=0.907969
+2020-04-09 19:15:59,152 Epoch[9] Batch [7900-7950]	Speed: 204.58 samples/sec	accuracy=0.905156
+2020-04-09 19:16:31,079 Epoch[9] Batch [7950-8000]	Speed: 200.46 samples/sec	accuracy=0.898281
+2020-04-09 19:17:03,173 Epoch[9] Batch [8000-8050]	Speed: 199.41 samples/sec	accuracy=0.904531
+2020-04-09 19:17:35,060 Epoch[9] Batch [8050-8100]	Speed: 200.71 samples/sec	accuracy=0.908594
+2020-04-09 19:18:07,015 Epoch[9] Batch [8100-8150]	Speed: 200.28 samples/sec	accuracy=0.900156
+2020-04-09 19:18:38,874 Epoch[9] Batch [8150-8200]	Speed: 200.89 samples/sec	accuracy=0.907969
+2020-04-09 19:19:11,048 Epoch[9] Batch [8200-8250]	Speed: 198.92 samples/sec	accuracy=0.903125
+2020-04-09 19:19:43,887 Epoch[9] Batch [8250-8300]	Speed: 194.89 samples/sec	accuracy=0.907031
+2020-04-09 19:20:15,115 Epoch[9] Batch [8300-8350]	Speed: 204.94 samples/sec	accuracy=0.906094
+2020-04-09 19:20:46,906 Epoch[9] Batch [8350-8400]	Speed: 201.31 samples/sec	accuracy=0.905469
+2020-04-09 19:21:18,719 Epoch[9] Batch [8400-8450]	Speed: 201.18 samples/sec	accuracy=0.906406
+2020-04-09 19:21:50,546 Epoch[9] Batch [8450-8500]	Speed: 201.09 samples/sec	accuracy=0.908594
+2020-04-09 19:22:22,619 Epoch[9] Batch [8500-8550]	Speed: 199.54 samples/sec	accuracy=0.909219
+2020-04-09 19:22:54,278 Epoch[9] Batch [8550-8600]	Speed: 202.15 samples/sec	accuracy=0.904687
+2020-04-09 19:23:26,035 Epoch[9] Batch [8600-8650]	Speed: 201.53 samples/sec	accuracy=0.909531
+2020-04-09 19:23:57,569 Epoch[9] Batch [8650-8700]	Speed: 202.96 samples/sec	accuracy=0.902813
+2020-04-09 19:24:29,036 Epoch[9] Batch [8700-8750]	Speed: 203.39 samples/sec	accuracy=0.901719
+2020-04-09 19:25:01,180 Epoch[9] Batch [8750-8800]	Speed: 199.11 samples/sec	accuracy=0.902969
+2020-04-09 19:25:32,735 Epoch[9] Batch [8800-8850]	Speed: 202.82 samples/sec	accuracy=0.901094
+2020-04-09 19:26:04,436 Epoch[9] Batch [8850-8900]	Speed: 201.89 samples/sec	accuracy=0.909219
+2020-04-09 19:26:35,830 Epoch[9] Batch [8900-8950]	Speed: 203.87 samples/sec	accuracy=0.912813
+2020-04-09 19:27:07,759 Epoch[9] Batch [8950-9000]	Speed: 200.45 samples/sec	accuracy=0.905312
+2020-04-09 19:27:39,858 Epoch[9] Batch [9000-9050]	Speed: 199.38 samples/sec	accuracy=0.900781
+2020-04-09 19:28:11,471 Epoch[9] Batch [9050-9100]	Speed: 202.45 samples/sec	accuracy=0.908906
+2020-04-09 19:28:42,952 Epoch[9] Batch [9100-9150]	Speed: 203.30 samples/sec	accuracy=0.904219
+2020-04-09 19:29:14,891 Epoch[9] Batch [9150-9200]	Speed: 200.38 samples/sec	accuracy=0.902656
+2020-04-09 19:29:46,919 Epoch[9] Batch [9200-9250]	Speed: 199.83 samples/sec	accuracy=0.908906
+2020-04-09 19:30:18,910 Epoch[9] Batch [9250-9300]	Speed: 200.05 samples/sec	accuracy=0.903281
+2020-04-09 19:30:50,331 Epoch[9] Batch [9300-9350]	Speed: 203.69 samples/sec	accuracy=0.908125
+2020-04-09 19:31:22,030 Epoch[9] Batch [9350-9400]	Speed: 201.90 samples/sec	accuracy=0.902031
+2020-04-09 19:31:53,940 Epoch[9] Batch [9400-9450]	Speed: 200.56 samples/sec	accuracy=0.904687
+2020-04-09 19:32:25,675 Epoch[9] Batch [9450-9500]	Speed: 201.67 samples/sec	accuracy=0.903125
+2020-04-09 19:32:57,380 Epoch[9] Batch [9500-9550]	Speed: 201.86 samples/sec	accuracy=0.905156
+2020-04-09 19:33:29,235 Epoch[9] Batch [9550-9600]	Speed: 200.91 samples/sec	accuracy=0.903906
+2020-04-09 19:34:01,172 Epoch[9] Batch [9600-9650]	Speed: 200.40 samples/sec	accuracy=0.902813
+2020-04-09 19:34:33,036 Epoch[9] Batch [9650-9700]	Speed: 200.86 samples/sec	accuracy=0.906719
+2020-04-09 19:35:04,979 Epoch[9] Batch [9700-9750]	Speed: 200.36 samples/sec	accuracy=0.908750
+2020-04-09 19:35:36,661 Epoch[9] Batch [9750-9800]	Speed: 202.01 samples/sec	accuracy=0.907188
+2020-04-09 19:36:08,640 Epoch[9] Batch [9800-9850]	Speed: 200.13 samples/sec	accuracy=0.907344
+2020-04-09 19:36:41,019 Epoch[9] Batch [9850-9900]	Speed: 197.66 samples/sec	accuracy=0.910156
+2020-04-09 19:37:12,669 Epoch[9] Batch [9900-9950]	Speed: 202.21 samples/sec	accuracy=0.914375
+2020-04-09 19:37:44,505 Epoch[9] Batch [9950-10000]	Speed: 201.03 samples/sec	accuracy=0.900937
+2020-04-09 19:38:16,669 Epoch[9] Batch [10000-10050]	Speed: 198.98 samples/sec	accuracy=0.910781
+2020-04-09 19:38:48,880 Epoch[9] Batch [10050-10100]	Speed: 198.69 samples/sec	accuracy=0.906094
+2020-04-09 19:39:20,926 Epoch[9] Batch [10100-10150]	Speed: 199.72 samples/sec	accuracy=0.902969
+2020-04-09 19:39:52,392 Epoch[9] Batch [10150-10200]	Speed: 203.40 samples/sec	accuracy=0.904219
+2020-04-09 19:40:24,495 Epoch[9] Batch [10200-10250]	Speed: 199.36 samples/sec	accuracy=0.901719
+2020-04-09 19:40:56,350 Epoch[9] Batch [10250-10300]	Speed: 200.91 samples/sec	accuracy=0.905156
+2020-04-09 19:41:28,226 Epoch[9] Batch [10300-10350]	Speed: 200.78 samples/sec	accuracy=0.901719
+2020-04-09 19:41:59,965 Epoch[9] Batch [10350-10400]	Speed: 201.65 samples/sec	accuracy=0.911563
+2020-04-09 19:42:31,724 Epoch[9] Batch [10400-10450]	Speed: 201.52 samples/sec	accuracy=0.903906
+2020-04-09 19:43:03,721 Epoch[9] Batch [10450-10500]	Speed: 200.02 samples/sec	accuracy=0.903438
+2020-04-09 19:43:35,194 Epoch[9] Batch [10500-10550]	Speed: 203.35 samples/sec	accuracy=0.904062
+2020-04-09 19:44:07,056 Epoch[9] Batch [10550-10600]	Speed: 200.87 samples/sec	accuracy=0.905469
+2020-04-09 19:44:38,772 Epoch[9] Batch [10600-10650]	Speed: 201.79 samples/sec	accuracy=0.904219
+2020-04-09 19:45:10,421 Epoch[9] Batch [10650-10700]	Speed: 202.22 samples/sec	accuracy=0.899375
+2020-04-09 19:45:42,345 Epoch[9] Batch [10700-10750]	Speed: 200.48 samples/sec	accuracy=0.905312
+2020-04-09 19:46:14,306 Epoch[9] Batch [10750-10800]	Speed: 200.25 samples/sec	accuracy=0.900781
+2020-04-09 19:46:46,289 Epoch[9] Batch [10800-10850]	Speed: 200.11 samples/sec	accuracy=0.901875
+2020-04-09 19:47:18,141 Epoch[9] Batch [10850-10900]	Speed: 200.93 samples/sec	accuracy=0.903906
+2020-04-09 19:47:49,853 Epoch[9] Batch [10900-10950]	Speed: 201.82 samples/sec	accuracy=0.905625
+2020-04-09 19:48:21,472 Epoch[9] Batch [10950-11000]	Speed: 202.41 samples/sec	accuracy=0.908281
+2020-04-09 19:48:53,041 Epoch[9] Batch [11000-11050]	Speed: 202.74 samples/sec	accuracy=0.901250
+2020-04-09 19:49:24,917 Epoch[9] Batch [11050-11100]	Speed: 200.78 samples/sec	accuracy=0.905000
+2020-04-09 19:49:56,991 Epoch[9] Batch [11100-11150]	Speed: 199.54 samples/sec	accuracy=0.902188
+2020-04-09 19:50:29,111 Epoch[9] Batch [11150-11200]	Speed: 199.26 samples/sec	accuracy=0.901875
+2020-04-09 19:51:00,656 Epoch[9] Batch [11200-11250]	Speed: 202.88 samples/sec	accuracy=0.905781
+2020-04-09 19:51:32,072 Epoch[9] Batch [11250-11300]	Speed: 203.73 samples/sec	accuracy=0.907344
+2020-04-09 19:52:02,283 Epoch[9] Batch [11300-11350]	Speed: 211.84 samples/sec	accuracy=0.910156
+2020-04-09 19:52:31,665 Epoch[9] Batch [11350-11400]	Speed: 217.82 samples/sec	accuracy=0.914844
+2020-04-09 19:53:01,533 Epoch[9] Batch [11400-11450]	Speed: 214.28 samples/sec	accuracy=0.904531
+2020-04-09 19:53:30,837 Epoch[9] Batch [11450-11500]	Speed: 218.40 samples/sec	accuracy=0.907188
+2020-04-09 19:54:00,289 Epoch[9] Batch [11500-11550]	Speed: 217.30 samples/sec	accuracy=0.905469
+2020-04-09 19:54:29,621 Epoch[9] Batch [11550-11600]	Speed: 218.20 samples/sec	accuracy=0.904844
+2020-04-09 19:54:59,015 Epoch[9] Batch [11600-11650]	Speed: 217.73 samples/sec	accuracy=0.913125
+2020-04-09 19:55:28,255 Epoch[9] Batch [11650-11700]	Speed: 218.88 samples/sec	accuracy=0.910312
+2020-04-09 19:55:57,611 Epoch[9] Batch [11700-11750]	Speed: 218.02 samples/sec	accuracy=0.905000
+2020-04-09 19:56:26,988 Epoch[9] Batch [11750-11800]	Speed: 217.85 samples/sec	accuracy=0.904687
+2020-04-09 19:56:56,455 Epoch[9] Batch [11800-11850]	Speed: 217.20 samples/sec	accuracy=0.907656
+2020-04-09 19:57:25,830 Epoch[9] Batch [11850-11900]	Speed: 217.87 samples/sec	accuracy=0.905469
+2020-04-09 19:57:55,339 Epoch[9] Batch [11900-11950]	Speed: 216.89 samples/sec	accuracy=0.907656
+2020-04-09 19:58:24,826 Epoch[9] Batch [11950-12000]	Speed: 217.05 samples/sec	accuracy=0.905781
+2020-04-09 19:58:54,061 Epoch[9] Batch [12000-12050]	Speed: 218.92 samples/sec	accuracy=0.912031
+2020-04-09 19:59:23,353 Epoch[9] Batch [12050-12100]	Speed: 218.49 samples/sec	accuracy=0.905000
+2020-04-09 19:59:52,750 Epoch[9] Batch [12100-12150]	Speed: 217.71 samples/sec	accuracy=0.910625
+2020-04-09 20:00:21,940 Epoch[9] Batch [12150-12200]	Speed: 219.26 samples/sec	accuracy=0.909844
+2020-04-09 20:00:51,474 Epoch[9] Batch [12200-12250]	Speed: 216.70 samples/sec	accuracy=0.903594
+2020-04-09 20:01:20,769 Epoch[9] Batch [12250-12300]	Speed: 218.47 samples/sec	accuracy=0.910625
+2020-04-09 20:01:49,969 Epoch[9] Batch [12300-12350]	Speed: 219.18 samples/sec	accuracy=0.903438
+2020-04-09 20:02:19,388 Epoch[9] Batch [12350-12400]	Speed: 217.55 samples/sec	accuracy=0.902031
+2020-04-09 20:02:48,815 Epoch[9] Batch [12400-12450]	Speed: 217.48 samples/sec	accuracy=0.905312
+2020-04-09 20:03:18,099 Epoch[9] Batch [12450-12500]	Speed: 218.56 samples/sec	accuracy=0.916094
+2020-04-09 20:03:47,409 Epoch[9] Batch [12500-12550]	Speed: 218.36 samples/sec	accuracy=0.905625
+2020-04-09 20:04:16,809 Epoch[9] Batch [12550-12600]	Speed: 217.69 samples/sec	accuracy=0.907344
+2020-04-09 20:04:46,136 Epoch[9] Batch [12600-12650]	Speed: 218.23 samples/sec	accuracy=0.900000
+2020-04-09 20:05:15,874 Epoch[9] Batch [12650-12700]	Speed: 215.22 samples/sec	accuracy=0.901563
+2020-04-09 20:05:45,052 Epoch[9] Batch [12700-12750]	Speed: 219.34 samples/sec	accuracy=0.902813
+2020-04-09 20:06:14,508 Epoch[9] Batch [12750-12800]	Speed: 217.28 samples/sec	accuracy=0.906094
+2020-04-09 20:06:43,790 Epoch[9] Batch [12800-12850]	Speed: 218.56 samples/sec	accuracy=0.902969
+2020-04-09 20:07:13,225 Epoch[9] Batch [12850-12900]	Speed: 217.43 samples/sec	accuracy=0.907656
+2020-04-09 20:07:42,738 Epoch[9] Batch [12900-12950]	Speed: 216.85 samples/sec	accuracy=0.899375
+2020-04-09 20:08:12,675 Epoch[9] Batch [12950-13000]	Speed: 213.78 samples/sec	accuracy=0.907969
+2020-04-09 20:08:42,143 Epoch[9] Batch [13000-13050]	Speed: 217.19 samples/sec	accuracy=0.909531
+2020-04-09 20:09:11,377 Epoch[9] Batch [13050-13100]	Speed: 218.93 samples/sec	accuracy=0.905469
+2020-04-09 20:09:40,647 Epoch[9] Batch [13100-13150]	Speed: 218.66 samples/sec	accuracy=0.911250
+2020-04-09 20:10:10,144 Epoch[9] Batch [13150-13200]	Speed: 216.97 samples/sec	accuracy=0.910781
+2020-04-09 20:10:39,312 Epoch[9] Batch [13200-13250]	Speed: 219.42 samples/sec	accuracy=0.907656
+2020-04-09 20:11:08,557 Epoch[9] Batch [13250-13300]	Speed: 218.84 samples/sec	accuracy=0.907656
+2020-04-09 20:11:38,017 Epoch[9] Batch [13300-13350]	Speed: 217.25 samples/sec	accuracy=0.909844
+2020-04-09 20:12:07,431 Epoch[9] Batch [13350-13400]	Speed: 217.59 samples/sec	accuracy=0.900312
+2020-04-09 20:12:36,620 Epoch[9] Batch [13400-13450]	Speed: 219.26 samples/sec	accuracy=0.905000
+2020-04-09 20:13:06,253 Epoch[9] Batch [13450-13500]	Speed: 215.98 samples/sec	accuracy=0.902656
+2020-04-09 20:13:35,486 Epoch[9] Batch [13500-13550]	Speed: 218.94 samples/sec	accuracy=0.905469
+2020-04-09 20:14:04,724 Epoch[9] Batch [13550-13600]	Speed: 218.90 samples/sec	accuracy=0.905000
+2020-04-09 20:14:34,173 Epoch[9] Batch [13600-13650]	Speed: 217.32 samples/sec	accuracy=0.904687
+2020-04-09 20:15:03,642 Epoch[9] Batch [13650-13700]	Speed: 217.18 samples/sec	accuracy=0.912813
+2020-04-09 20:15:33,164 Epoch[9] Batch [13700-13750]	Speed: 216.79 samples/sec	accuracy=0.913281
+2020-04-09 20:16:02,265 Epoch[9] Batch [13750-13800]	Speed: 219.92 samples/sec	accuracy=0.911094
+2020-04-09 20:16:31,603 Epoch[9] Batch [13800-13850]	Speed: 218.15 samples/sec	accuracy=0.911563
+2020-04-09 20:17:01,091 Epoch[9] Batch [13850-13900]	Speed: 217.04 samples/sec	accuracy=0.910781
+2020-04-09 20:17:30,560 Epoch[9] Batch [13900-13950]	Speed: 217.18 samples/sec	accuracy=0.901094
+2020-04-09 20:17:59,770 Epoch[9] Batch [13950-14000]	Speed: 219.11 samples/sec	accuracy=0.905937
+2020-04-09 20:18:29,313 Epoch[9] Batch [14000-14050]	Speed: 216.63 samples/sec	accuracy=0.901094
+2020-04-09 20:18:58,624 Epoch[9] Batch [14050-14100]	Speed: 218.35 samples/sec	accuracy=0.903438
+2020-04-09 20:19:28,057 Epoch[9] Batch [14100-14150]	Speed: 217.45 samples/sec	accuracy=0.910156
+2020-04-09 20:19:57,539 Epoch[9] Batch [14150-14200]	Speed: 217.09 samples/sec	accuracy=0.909844
+2020-04-09 20:20:26,838 Epoch[9] Batch [14200-14250]	Speed: 218.43 samples/sec	accuracy=0.903438
+2020-04-09 20:20:56,248 Epoch[9] Batch [14250-14300]	Speed: 217.61 samples/sec	accuracy=0.905469
+2020-04-09 20:21:25,637 Epoch[9] Batch [14300-14350]	Speed: 217.78 samples/sec	accuracy=0.897656
+2020-04-09 20:21:55,018 Epoch[9] Batch [14350-14400]	Speed: 217.82 samples/sec	accuracy=0.912969
+2020-04-09 20:22:24,287 Epoch[9] Batch [14400-14450]	Speed: 218.67 samples/sec	accuracy=0.906250
+2020-04-09 20:22:54,054 Epoch[9] Batch [14450-14500]	Speed: 215.00 samples/sec	accuracy=0.902656
+2020-04-09 20:23:23,365 Epoch[9] Batch [14500-14550]	Speed: 218.35 samples/sec	accuracy=0.900781
+2020-04-09 20:23:52,988 Epoch[9] Batch [14550-14600]	Speed: 216.05 samples/sec	accuracy=0.900625
+2020-04-09 20:24:22,132 Epoch[9] Batch [14600-14650]	Speed: 219.60 samples/sec	accuracy=0.899375
+2020-04-09 20:24:51,406 Epoch[9] Batch [14650-14700]	Speed: 218.63 samples/sec	accuracy=0.906875
+2020-04-09 20:25:20,849 Epoch[9] Batch [14700-14750]	Speed: 217.37 samples/sec	accuracy=0.912031
+2020-04-09 20:25:50,087 Epoch[9] Batch [14750-14800]	Speed: 218.89 samples/sec	accuracy=0.909062
+2020-04-09 20:26:19,458 Epoch[9] Batch [14800-14850]	Speed: 217.91 samples/sec	accuracy=0.910156
+2020-04-09 20:26:48,909 Epoch[9] Batch [14850-14900]	Speed: 217.31 samples/sec	accuracy=0.913125
+2020-04-09 20:27:18,149 Epoch[9] Batch [14900-14950]	Speed: 218.88 samples/sec	accuracy=0.901719
+2020-04-09 20:27:47,599 Epoch[9] Batch [14950-15000]	Speed: 217.32 samples/sec	accuracy=0.903125
+2020-04-09 20:28:17,113 Epoch[9] Batch [15000-15050]	Speed: 216.84 samples/sec	accuracy=0.902500
+2020-04-09 20:28:46,412 Epoch[9] Batch [15050-15100]	Speed: 218.44 samples/sec	accuracy=0.908906
+2020-04-09 20:29:15,674 Epoch[9] Batch [15100-15150]	Speed: 218.72 samples/sec	accuracy=0.906563
+2020-04-09 20:29:44,438 Epoch[9] Batch [15150-15200]	Speed: 222.50 samples/sec	accuracy=0.899844
+2020-04-09 20:30:16,232 Epoch[9] Batch [15200-15250]	Speed: 201.29 samples/sec	accuracy=0.908750
+2020-04-09 20:30:48,179 Epoch[9] Batch [15250-15300]	Speed: 200.33 samples/sec	accuracy=0.907344
+2020-04-09 20:31:20,144 Epoch[9] Batch [15300-15350]	Speed: 200.22 samples/sec	accuracy=0.914531
+2020-04-09 20:31:52,115 Epoch[9] Batch [15350-15400]	Speed: 200.19 samples/sec	accuracy=0.908281
+2020-04-09 20:32:24,132 Epoch[9] Batch [15400-15450]	Speed: 199.89 samples/sec	accuracy=0.904687
+2020-04-09 20:32:55,847 Epoch[9] Batch [15450-15500]	Speed: 201.80 samples/sec	accuracy=0.905312
+2020-04-09 20:33:27,598 Epoch[9] Batch [15500-15550]	Speed: 201.57 samples/sec	accuracy=0.906719
+2020-04-09 20:33:59,585 Epoch[9] Batch [15550-15600]	Speed: 200.08 samples/sec	accuracy=0.908750
+2020-04-09 20:34:31,106 Epoch[9] Batch [15600-15650]	Speed: 203.04 samples/sec	accuracy=0.905156
+2020-04-09 20:35:02,641 Epoch[9] Batch [15650-15700]	Speed: 202.95 samples/sec	accuracy=0.909687
+2020-04-09 20:35:34,567 Epoch[9] Batch [15700-15750]	Speed: 200.47 samples/sec	accuracy=0.907969
+2020-04-09 20:36:06,514 Epoch[9] Batch [15750-15800]	Speed: 200.34 samples/sec	accuracy=0.905937
+2020-04-09 20:36:37,975 Epoch[9] Batch [15800-15850]	Speed: 203.43 samples/sec	accuracy=0.901875
+2020-04-09 20:37:09,965 Epoch[9] Batch [15850-15900]	Speed: 200.06 samples/sec	accuracy=0.903750
+2020-04-09 20:37:41,703 Epoch[9] Batch [15900-15950]	Speed: 201.65 samples/sec	accuracy=0.904687
+2020-04-09 20:38:13,496 Epoch[9] Batch [15950-16000]	Speed: 201.30 samples/sec	accuracy=0.908438
+2020-04-09 20:38:45,930 Epoch[9] Batch [16000-16050]	Speed: 197.32 samples/sec	accuracy=0.905937
+2020-04-09 20:39:17,711 Epoch[9] Batch [16050-16100]	Speed: 201.38 samples/sec	accuracy=0.905625
+2020-04-09 20:39:49,389 Epoch[9] Batch [16100-16150]	Speed: 202.04 samples/sec	accuracy=0.902344
+2020-04-09 20:40:21,011 Epoch[9] Batch [16150-16200]	Speed: 202.39 samples/sec	accuracy=0.904375
+2020-04-09 20:40:52,800 Epoch[9] Batch [16200-16250]	Speed: 201.33 samples/sec	accuracy=0.907969
+2020-04-09 20:41:24,627 Epoch[9] Batch [16250-16300]	Speed: 201.09 samples/sec	accuracy=0.909531
+2020-04-09 20:41:56,650 Epoch[9] Batch [16300-16350]	Speed: 199.85 samples/sec	accuracy=0.910000
+2020-04-09 20:42:28,517 Epoch[9] Batch [16350-16400]	Speed: 200.84 samples/sec	accuracy=0.904219
+2020-04-09 20:43:00,498 Epoch[9] Batch [16400-16450]	Speed: 200.12 samples/sec	accuracy=0.909219
+2020-04-09 20:43:32,082 Epoch[9] Batch [16450-16500]	Speed: 202.63 samples/sec	accuracy=0.907500
+2020-04-09 20:44:03,726 Epoch[9] Batch [16500-16550]	Speed: 202.25 samples/sec	accuracy=0.912813
+2020-04-09 20:44:35,506 Epoch[9] Batch [16550-16600]	Speed: 201.39 samples/sec	accuracy=0.901563
+2020-04-09 20:45:07,141 Epoch[9] Batch [16600-16650]	Speed: 202.31 samples/sec	accuracy=0.912031
+2020-04-09 20:45:38,678 Epoch[9] Batch [16650-16700]	Speed: 202.94 samples/sec	accuracy=0.906719
+2020-04-09 20:46:10,466 Epoch[9] Batch [16700-16750]	Speed: 201.34 samples/sec	accuracy=0.908281
+2020-04-09 20:46:42,255 Epoch[9] Batch [16750-16800]	Speed: 201.33 samples/sec	accuracy=0.906406
+2020-04-09 20:47:14,109 Epoch[9] Batch [16800-16850]	Speed: 200.92 samples/sec	accuracy=0.904687
+2020-04-09 20:47:46,349 Epoch[9] Batch [16850-16900]	Speed: 198.51 samples/sec	accuracy=0.907969
+2020-04-09 20:48:18,135 Epoch[9] Batch [16900-16950]	Speed: 201.35 samples/sec	accuracy=0.912500
+2020-04-09 20:48:49,499 Epoch[9] Batch [16950-17000]	Speed: 204.06 samples/sec	accuracy=0.904062
+2020-04-09 20:49:20,980 Epoch[9] Batch [17000-17050]	Speed: 203.30 samples/sec	accuracy=0.908281
+2020-04-09 20:49:52,766 Epoch[9] Batch [17050-17100]	Speed: 201.35 samples/sec	accuracy=0.904531
+2020-04-09 20:50:24,691 Epoch[9] Batch [17100-17150]	Speed: 200.47 samples/sec	accuracy=0.909531
+2020-04-09 20:50:56,381 Epoch[9] Batch [17150-17200]	Speed: 201.96 samples/sec	accuracy=0.901719
+2020-04-09 20:51:28,152 Epoch[9] Batch [17200-17250]	Speed: 201.44 samples/sec	accuracy=0.907813
+2020-04-09 20:52:00,580 Epoch[9] Batch [17250-17300]	Speed: 197.36 samples/sec	accuracy=0.899531
+2020-04-09 20:52:32,076 Epoch[9] Batch [17300-17350]	Speed: 203.20 samples/sec	accuracy=0.907656
+2020-04-09 20:53:03,852 Epoch[9] Batch [17350-17400]	Speed: 201.41 samples/sec	accuracy=0.902344
+2020-04-09 20:53:35,640 Epoch[9] Batch [17400-17450]	Speed: 201.33 samples/sec	accuracy=0.908125
+2020-04-09 20:54:07,520 Epoch[9] Batch [17450-17500]	Speed: 200.76 samples/sec	accuracy=0.897344
+2020-04-09 20:54:39,551 Epoch[9] Batch [17500-17550]	Speed: 199.81 samples/sec	accuracy=0.907656
+2020-04-09 20:55:11,341 Epoch[9] Batch [17550-17600]	Speed: 201.33 samples/sec	accuracy=0.901406
+2020-04-09 20:55:43,356 Epoch[9] Batch [17600-17650]	Speed: 199.90 samples/sec	accuracy=0.908438
+2020-04-09 20:56:15,109 Epoch[9] Batch [17650-17700]	Speed: 201.56 samples/sec	accuracy=0.903125
+2020-04-09 20:56:46,678 Epoch[9] Batch [17700-17750]	Speed: 202.73 samples/sec	accuracy=0.907031
+2020-04-09 20:57:18,595 Epoch[9] Batch [17750-17800]	Speed: 200.53 samples/sec	accuracy=0.903906
+2020-04-09 20:57:50,374 Epoch[9] Batch [17800-17850]	Speed: 201.39 samples/sec	accuracy=0.903750
+2020-04-09 20:58:22,074 Epoch[9] Batch [17850-17900]	Speed: 201.90 samples/sec	accuracy=0.902500
+2020-04-09 20:58:53,922 Epoch[9] Batch [17900-17950]	Speed: 200.96 samples/sec	accuracy=0.905937
+2020-04-09 20:59:25,596 Epoch[9] Batch [17950-18000]	Speed: 202.06 samples/sec	accuracy=0.903281
+2020-04-09 20:59:57,460 Epoch[9] Batch [18000-18050]	Speed: 200.86 samples/sec	accuracy=0.907813
+2020-04-09 21:00:29,159 Epoch[9] Batch [18050-18100]	Speed: 201.90 samples/sec	accuracy=0.898125
+2020-04-09 21:01:00,846 Epoch[9] Batch [18100-18150]	Speed: 201.98 samples/sec	accuracy=0.908125
+2020-04-09 21:01:32,509 Epoch[9] Batch [18150-18200]	Speed: 202.13 samples/sec	accuracy=0.910781
+2020-04-09 21:02:04,624 Epoch[9] Batch [18200-18250]	Speed: 199.29 samples/sec	accuracy=0.912656
+2020-04-09 21:02:36,560 Epoch[9] Batch [18250-18300]	Speed: 200.40 samples/sec	accuracy=0.915156
+2020-04-09 21:03:08,227 Epoch[9] Batch [18300-18350]	Speed: 202.10 samples/sec	accuracy=0.910625
+2020-04-09 21:03:39,700 Epoch[9] Batch [18350-18400]	Speed: 203.35 samples/sec	accuracy=0.917031
+2020-04-09 21:04:11,338 Epoch[9] Batch [18400-18450]	Speed: 202.29 samples/sec	accuracy=0.909531
+2020-04-09 21:04:43,189 Epoch[9] Batch [18450-18500]	Speed: 200.93 samples/sec	accuracy=0.907656
+2020-04-09 21:05:15,125 Epoch[9] Batch [18500-18550]	Speed: 200.40 samples/sec	accuracy=0.898906
+2020-04-09 21:05:47,163 Epoch[9] Batch [18550-18600]	Speed: 199.76 samples/sec	accuracy=0.906563
+2020-04-09 21:06:18,919 Epoch[9] Batch [18600-18650]	Speed: 201.54 samples/sec	accuracy=0.899687
+2020-04-09 21:06:50,779 Epoch[9] Batch [18650-18700]	Speed: 200.88 samples/sec	accuracy=0.906094
+2020-04-09 21:07:22,820 Epoch[9] Batch [18700-18750]	Speed: 199.75 samples/sec	accuracy=0.904687
+2020-04-09 21:07:54,648 Epoch[9] Batch [18750-18800]	Speed: 201.08 samples/sec	accuracy=0.907188
+2020-04-09 21:08:27,355 Epoch[9] Batch [18800-18850]	Speed: 195.68 samples/sec	accuracy=0.905469
+2020-04-09 21:08:59,265 Epoch[9] Batch [18850-18900]	Speed: 200.57 samples/sec	accuracy=0.908125
+2020-04-09 21:09:31,126 Epoch[9] Batch [18900-18950]	Speed: 200.88 samples/sec	accuracy=0.904531
+2020-04-09 21:10:02,894 Epoch[9] Batch [18950-19000]	Speed: 201.46 samples/sec	accuracy=0.905625
+2020-04-09 21:10:34,540 Epoch[9] Batch [19000-19050]	Speed: 202.24 samples/sec	accuracy=0.904375
+2020-04-09 21:11:06,342 Epoch[9] Batch [19050-19100]	Speed: 201.25 samples/sec	accuracy=0.905000
+2020-04-09 21:11:38,116 Epoch[9] Batch [19100-19150]	Speed: 201.42 samples/sec	accuracy=0.911875
+2020-04-09 21:12:09,737 Epoch[9] Batch [19150-19200]	Speed: 202.40 samples/sec	accuracy=0.906094
+2020-04-09 21:12:41,602 Epoch[9] Batch [19200-19250]	Speed: 200.85 samples/sec	accuracy=0.913125
+2020-04-09 21:13:13,439 Epoch[9] Batch [19250-19300]	Speed: 201.02 samples/sec	accuracy=0.904687
+2020-04-09 21:13:45,247 Epoch[9] Batch [19300-19350]	Speed: 201.21 samples/sec	accuracy=0.902969
+2020-04-09 21:14:17,318 Epoch[9] Batch [19350-19400]	Speed: 199.56 samples/sec	accuracy=0.906406
+2020-04-09 21:14:48,847 Epoch[9] Batch [19400-19450]	Speed: 202.99 samples/sec	accuracy=0.907344
+2020-04-09 21:15:20,885 Epoch[9] Batch [19450-19500]	Speed: 199.76 samples/sec	accuracy=0.904687
+2020-04-09 21:15:52,675 Epoch[9] Batch [19500-19550]	Speed: 201.32 samples/sec	accuracy=0.904844
+2020-04-09 21:16:24,256 Epoch[9] Batch [19550-19600]	Speed: 202.66 samples/sec	accuracy=0.907813
+2020-04-09 21:16:56,117 Epoch[9] Batch [19600-19650]	Speed: 200.87 samples/sec	accuracy=0.906719
+2020-04-09 21:17:27,788 Epoch[9] Batch [19650-19700]	Speed: 202.07 samples/sec	accuracy=0.906875
+2020-04-09 21:17:59,767 Epoch[9] Batch [19700-19750]	Speed: 200.13 samples/sec	accuracy=0.905469
+2020-04-09 21:18:31,783 Epoch[9] Batch [19750-19800]	Speed: 199.90 samples/sec	accuracy=0.906094
+2020-04-09 21:19:03,208 Epoch[9] Batch [19800-19850]	Speed: 203.66 samples/sec	accuracy=0.911406
+2020-04-09 21:19:35,573 Epoch[9] Batch [19850-19900]	Speed: 197.75 samples/sec	accuracy=0.904062
+2020-04-09 21:20:07,192 Epoch[9] Batch [19900-19950]	Speed: 202.41 samples/sec	accuracy=0.911094
+2020-04-09 21:20:39,071 Epoch[9] Batch [19950-20000]	Speed: 200.76 samples/sec	accuracy=0.901094
+2020-04-09 21:21:10,891 Epoch[9] Batch [20000-20050]	Speed: 201.14 samples/sec	accuracy=0.902500
+2020-04-09 21:21:42,186 Epoch[9] Batch [20050-20100]	Speed: 204.51 samples/sec	accuracy=0.907344
+2020-04-09 21:22:13,642 Epoch[9] Batch [20100-20150]	Speed: 203.46 samples/sec	accuracy=0.910781
+2020-04-09 21:22:45,882 Epoch[9] Batch [20150-20200]	Speed: 198.52 samples/sec	accuracy=0.908281
+2020-04-09 21:23:17,616 Epoch[9] Batch [20200-20250]	Speed: 201.68 samples/sec	accuracy=0.907813
+2020-04-09 21:23:49,306 Epoch[9] Batch [20250-20300]	Speed: 201.96 samples/sec	accuracy=0.905000
+2020-04-09 21:24:20,982 Epoch[9] Batch [20300-20350]	Speed: 202.04 samples/sec	accuracy=0.913125
+2020-04-09 21:24:53,070 Epoch[9] Batch [20350-20400]	Speed: 199.45 samples/sec	accuracy=0.909844
+2020-04-09 21:25:24,925 Epoch[9] Batch [20400-20450]	Speed: 200.91 samples/sec	accuracy=0.907188
+2020-04-09 21:25:56,837 Epoch[9] Batch [20450-20500]	Speed: 200.56 samples/sec	accuracy=0.906250
+2020-04-09 21:26:28,492 Epoch[9] Batch [20500-20550]	Speed: 202.18 samples/sec	accuracy=0.900156
+2020-04-09 21:27:00,230 Epoch[9] Batch [20550-20600]	Speed: 201.65 samples/sec	accuracy=0.900312
+2020-04-09 21:27:31,680 Epoch[9] Batch [20600-20650]	Speed: 203.50 samples/sec	accuracy=0.898594
+2020-04-09 21:28:03,693 Epoch[9] Batch [20650-20700]	Speed: 199.92 samples/sec	accuracy=0.905312
+2020-04-09 21:28:35,335 Epoch[9] Batch [20700-20750]	Speed: 202.26 samples/sec	accuracy=0.914062
+2020-04-09 21:29:06,660 Epoch[9] Batch [20750-20800]	Speed: 204.31 samples/sec	accuracy=0.904687
+2020-04-09 21:29:38,430 Epoch[9] Batch [20800-20850]	Speed: 201.45 samples/sec	accuracy=0.907188
+2020-04-09 21:30:10,725 Epoch[9] Batch [20850-20900]	Speed: 198.18 samples/sec	accuracy=0.896719
+2020-04-09 21:30:42,621 Epoch[9] Batch [20900-20950]	Speed: 200.65 samples/sec	accuracy=0.912500
+2020-04-09 21:31:14,367 Epoch[9] Batch [20950-21000]	Speed: 201.60 samples/sec	accuracy=0.903750
+2020-04-09 21:31:46,194 Epoch[9] Batch [21000-21050]	Speed: 201.09 samples/sec	accuracy=0.902969
+2020-04-09 21:32:17,804 Epoch[9] Batch [21050-21100]	Speed: 202.47 samples/sec	accuracy=0.909844
+2020-04-09 21:32:49,680 Epoch[9] Batch [21100-21150]	Speed: 200.78 samples/sec	accuracy=0.902500
+2020-04-09 21:33:21,878 Epoch[9] Batch [21150-21200]	Speed: 198.77 samples/sec	accuracy=0.904219
+2020-04-09 21:33:53,806 Epoch[9] Batch [21200-21250]	Speed: 200.46 samples/sec	accuracy=0.913750
+2020-04-09 21:34:25,738 Epoch[9] Batch [21250-21300]	Speed: 200.43 samples/sec	accuracy=0.909531
+2020-04-09 21:34:57,871 Epoch[9] Batch [21300-21350]	Speed: 199.17 samples/sec	accuracy=0.908750
+2020-04-09 21:35:29,951 Epoch[9] Batch [21350-21400]	Speed: 199.50 samples/sec	accuracy=0.909687
+2020-04-09 21:36:02,018 Epoch[9] Batch [21400-21450]	Speed: 199.58 samples/sec	accuracy=0.900156
+2020-04-09 21:36:33,433 Epoch[9] Batch [21450-21500]	Speed: 203.73 samples/sec	accuracy=0.910000
+2020-04-09 21:37:05,175 Epoch[9] Batch [21500-21550]	Speed: 201.63 samples/sec	accuracy=0.905000
+2020-04-09 21:37:37,124 Epoch[9] Batch [21550-21600]	Speed: 200.32 samples/sec	accuracy=0.913125
+2020-04-09 21:38:09,028 Epoch[9] Batch [21600-21650]	Speed: 200.60 samples/sec	accuracy=0.909375
+2020-04-09 21:38:40,742 Epoch[9] Batch [21650-21700]	Speed: 201.81 samples/sec	accuracy=0.916094
+2020-04-09 21:39:12,479 Epoch[9] Batch [21700-21750]	Speed: 201.66 samples/sec	accuracy=0.908281
+2020-04-09 21:39:44,436 Epoch[9] Batch [21750-21800]	Speed: 200.27 samples/sec	accuracy=0.904219
+2020-04-09 21:40:16,247 Epoch[9] Batch [21800-21850]	Speed: 201.19 samples/sec	accuracy=0.906563
+2020-04-09 21:40:48,595 Epoch[9] Batch [21850-21900]	Speed: 197.85 samples/sec	accuracy=0.905000
+2020-04-09 21:41:20,570 Epoch[9] Batch [21900-21950]	Speed: 200.15 samples/sec	accuracy=0.908438
+2020-04-09 21:41:52,383 Epoch[9] Batch [21950-22000]	Speed: 201.18 samples/sec	accuracy=0.908438
+2020-04-09 21:42:23,799 Epoch[9] Batch [22000-22050]	Speed: 203.72 samples/sec	accuracy=0.909219
+2020-04-09 21:42:55,744 Epoch[9] Batch [22050-22100]	Speed: 200.35 samples/sec	accuracy=0.909375
+2020-04-09 21:43:27,599 Epoch[9] Batch [22100-22150]	Speed: 200.91 samples/sec	accuracy=0.902344
+2020-04-09 21:43:59,457 Epoch[9] Batch [22150-22200]	Speed: 200.89 samples/sec	accuracy=0.901719
+2020-04-09 21:44:31,432 Epoch[9] Batch [22200-22250]	Speed: 200.16 samples/sec	accuracy=0.903906
+2020-04-09 21:45:03,386 Epoch[9] Batch [22250-22300]	Speed: 200.28 samples/sec	accuracy=0.899062
+2020-04-09 21:45:35,196 Epoch[9] Batch [22300-22350]	Speed: 201.20 samples/sec	accuracy=0.906875
+2020-04-09 21:46:07,214 Epoch[9] Batch [22350-22400]	Speed: 199.89 samples/sec	accuracy=0.905469
+2020-04-09 21:46:39,258 Epoch[9] Batch [22400-22450]	Speed: 199.72 samples/sec	accuracy=0.905625
+2020-04-09 21:47:11,037 Epoch[9] Batch [22450-22500]	Speed: 201.39 samples/sec	accuracy=0.908281
+2020-04-09 21:47:43,078 Epoch[9] Batch [22500-22550]	Speed: 199.75 samples/sec	accuracy=0.909531
+2020-04-09 21:48:15,290 Epoch[9] Batch [22550-22600]	Speed: 198.69 samples/sec	accuracy=0.904531
+2020-04-09 21:48:46,995 Epoch[9] Batch [22600-22650]	Speed: 201.86 samples/sec	accuracy=0.906094
+2020-04-09 21:49:18,877 Epoch[9] Batch [22650-22700]	Speed: 200.74 samples/sec	accuracy=0.905156
+2020-04-09 21:49:50,820 Epoch[9] Batch [22700-22750]	Speed: 200.36 samples/sec	accuracy=0.914375
+2020-04-09 21:50:22,755 Epoch[9] Batch [22750-22800]	Speed: 200.41 samples/sec	accuracy=0.909375
+2020-04-09 21:50:54,755 Epoch[9] Batch [22800-22850]	Speed: 200.01 samples/sec	accuracy=0.907656
+2020-04-09 21:51:26,579 Epoch[9] Batch [22850-22900]	Speed: 201.10 samples/sec	accuracy=0.903281
+2020-04-09 21:51:58,234 Epoch[9] Batch [22900-22950]	Speed: 202.19 samples/sec	accuracy=0.904375
+2020-04-09 21:52:30,337 Epoch[9] Batch [22950-23000]	Speed: 199.36 samples/sec	accuracy=0.910625
+2020-04-09 21:53:02,408 Epoch[9] Batch [23000-23050]	Speed: 199.56 samples/sec	accuracy=0.904531
+2020-04-09 21:53:34,001 Epoch[9] Batch [23050-23100]	Speed: 202.58 samples/sec	accuracy=0.905937
+2020-04-09 21:54:05,885 Epoch[9] Batch [23100-23150]	Speed: 200.73 samples/sec	accuracy=0.911250
+2020-04-09 21:54:37,691 Epoch[9] Batch [23150-23200]	Speed: 201.22 samples/sec	accuracy=0.910156
+2020-04-09 21:55:09,634 Epoch[9] Batch [23200-23250]	Speed: 200.36 samples/sec	accuracy=0.906094
+2020-04-09 21:55:41,464 Epoch[9] Batch [23250-23300]	Speed: 201.07 samples/sec	accuracy=0.896250
+2020-04-09 21:56:13,777 Epoch[9] Batch [23300-23350]	Speed: 198.07 samples/sec	accuracy=0.906563
+2020-04-09 21:56:45,537 Epoch[9] Batch [23350-23400]	Speed: 201.51 samples/sec	accuracy=0.908125
+2020-04-09 21:57:17,232 Epoch[9] Batch [23400-23450]	Speed: 201.93 samples/sec	accuracy=0.907031
+2020-04-09 21:57:49,242 Epoch[9] Batch [23450-23500]	Speed: 199.93 samples/sec	accuracy=0.908906
+2020-04-09 21:58:20,907 Epoch[9] Batch [23500-23550]	Speed: 202.12 samples/sec	accuracy=0.910469
+2020-04-09 21:58:52,893 Epoch[9] Batch [23550-23600]	Speed: 200.09 samples/sec	accuracy=0.910000
+2020-04-09 21:59:24,718 Epoch[9] Batch [23600-23650]	Speed: 201.11 samples/sec	accuracy=0.914844
+2020-04-09 21:59:56,660 Epoch[9] Batch [23650-23700]	Speed: 200.36 samples/sec	accuracy=0.906875
+2020-04-09 22:00:28,494 Epoch[9] Batch [23700-23750]	Speed: 201.04 samples/sec	accuracy=0.915312
+2020-04-09 22:01:00,579 Epoch[9] Batch [23750-23800]	Speed: 199.47 samples/sec	accuracy=0.911563
+2020-04-09 22:01:32,725 Epoch[9] Batch [23800-23850]	Speed: 199.09 samples/sec	accuracy=0.914219
+2020-04-09 22:02:04,755 Epoch[9] Batch [23850-23900]	Speed: 199.81 samples/sec	accuracy=0.906250
+2020-04-09 22:02:36,693 Epoch[9] Batch [23900-23950]	Speed: 200.39 samples/sec	accuracy=0.909062
+2020-04-09 22:03:08,605 Epoch[9] Batch [23950-24000]	Speed: 200.55 samples/sec	accuracy=0.905312
+2020-04-09 22:03:40,650 Epoch[9] Batch [24000-24050]	Speed: 199.72 samples/sec	accuracy=0.912031
+2020-04-09 22:04:12,375 Epoch[9] Batch [24050-24100]	Speed: 201.73 samples/sec	accuracy=0.910937
+2020-04-09 22:04:44,308 Epoch[9] Batch [24100-24150]	Speed: 200.42 samples/sec	accuracy=0.902500
+2020-04-09 22:05:16,330 Epoch[9] Batch [24150-24200]	Speed: 199.86 samples/sec	accuracy=0.913594
+2020-04-09 22:05:48,333 Epoch[9] Batch [24200-24250]	Speed: 199.98 samples/sec	accuracy=0.907500
+2020-04-09 22:06:20,089 Epoch[9] Batch [24250-24300]	Speed: 201.54 samples/sec	accuracy=0.911719
+2020-04-09 22:06:51,820 Epoch[9] Batch [24300-24350]	Speed: 201.70 samples/sec	accuracy=0.908750
+2020-04-09 22:07:23,587 Epoch[9] Batch [24350-24400]	Speed: 201.47 samples/sec	accuracy=0.903594
+2020-04-09 22:07:55,718 Epoch[9] Batch [24400-24450]	Speed: 199.19 samples/sec	accuracy=0.907500
+2020-04-09 22:08:27,512 Epoch[9] Batch [24450-24500]	Speed: 201.30 samples/sec	accuracy=0.903438
+2020-04-09 22:08:59,017 Epoch[9] Batch [24500-24550]	Speed: 203.14 samples/sec	accuracy=0.900469
+2020-04-09 22:09:30,932 Epoch[9] Batch [24550-24600]	Speed: 200.53 samples/sec	accuracy=0.912344
+2020-04-09 22:10:02,783 Epoch[9] Batch [24600-24650]	Speed: 200.94 samples/sec	accuracy=0.904687
+2020-04-09 22:10:34,857 Epoch[9] Batch [24650-24700]	Speed: 199.54 samples/sec	accuracy=0.908906
+2020-04-09 22:11:06,733 Epoch[9] Batch [24700-24750]	Speed: 200.78 samples/sec	accuracy=0.906719
+2020-04-09 22:11:38,640 Epoch[9] Batch [24750-24800]	Speed: 200.59 samples/sec	accuracy=0.897188
+2020-04-09 22:12:10,352 Epoch[9] Batch [24800-24850]	Speed: 201.82 samples/sec	accuracy=0.907188
+2020-04-09 22:12:42,485 Epoch[9] Batch [24850-24900]	Speed: 199.17 samples/sec	accuracy=0.903906
+2020-04-09 22:13:14,530 Epoch[9] Batch [24900-24950]	Speed: 199.72 samples/sec	accuracy=0.908438
+2020-04-09 22:13:46,252 Epoch[9] Batch [24950-25000]	Speed: 201.75 samples/sec	accuracy=0.905000
+2020-04-09 22:14:18,183 Epoch[9] Batch [25000-25050]	Speed: 200.43 samples/sec	accuracy=0.908750
+2020-04-09 22:14:50,128 Epoch[9] Batch [25050-25100]	Speed: 200.35 samples/sec	accuracy=0.909219
+2020-04-09 22:15:21,866 Epoch[9] Batch [25100-25150]	Speed: 201.65 samples/sec	accuracy=0.900937
+2020-04-09 22:15:53,553 Epoch[9] Batch [25150-25200]	Speed: 201.98 samples/sec	accuracy=0.902031
+2020-04-09 22:16:25,516 Epoch[9] Batch [25200-25250]	Speed: 200.23 samples/sec	accuracy=0.909844
+2020-04-09 22:16:57,220 Epoch[9] Batch [25250-25300]	Speed: 201.87 samples/sec	accuracy=0.910625
+2020-04-09 22:17:29,113 Epoch[9] Batch [25300-25350]	Speed: 200.67 samples/sec	accuracy=0.905156
+2020-04-09 22:18:01,076 Epoch[9] Batch [25350-25400]	Speed: 200.24 samples/sec	accuracy=0.906719
+2020-04-09 22:18:33,139 Epoch[9] Batch [25400-25450]	Speed: 199.61 samples/sec	accuracy=0.913750
+2020-04-09 22:19:05,039 Epoch[9] Batch [25450-25500]	Speed: 200.63 samples/sec	accuracy=0.904844
+2020-04-09 22:19:36,971 Epoch[9] Batch [25500-25550]	Speed: 200.43 samples/sec	accuracy=0.906094
+2020-04-09 22:20:08,382 Epoch[9] Batch [25550-25600]	Speed: 203.75 samples/sec	accuracy=0.910781
+2020-04-09 22:20:40,241 Epoch[9] Batch [25600-25650]	Speed: 200.89 samples/sec	accuracy=0.906250
+2020-04-09 22:21:11,934 Epoch[9] Batch [25650-25700]	Speed: 201.94 samples/sec	accuracy=0.901094
+2020-04-09 22:21:44,138 Epoch[9] Batch [25700-25750]	Speed: 198.74 samples/sec	accuracy=0.917031
+2020-04-09 22:22:16,040 Epoch[9] Batch [25750-25800]	Speed: 200.62 samples/sec	accuracy=0.912969
+2020-04-09 22:22:47,645 Epoch[9] Batch [25800-25850]	Speed: 202.50 samples/sec	accuracy=0.904375
+2020-04-09 22:23:19,725 Epoch[9] Batch [25850-25900]	Speed: 199.50 samples/sec	accuracy=0.910469
+2020-04-09 22:23:51,745 Epoch[9] Batch [25900-25950]	Speed: 199.88 samples/sec	accuracy=0.908906
+2020-04-09 22:24:23,601 Epoch[9] Batch [25950-26000]	Speed: 200.90 samples/sec	accuracy=0.915469
+2020-04-09 22:24:55,723 Epoch[9] Batch [26000-26050]	Speed: 199.24 samples/sec	accuracy=0.908281
+2020-04-09 22:25:27,559 Epoch[9] Batch [26050-26100]	Speed: 201.04 samples/sec	accuracy=0.908594
+2020-04-09 22:25:59,367 Epoch[9] Batch [26100-26150]	Speed: 201.20 samples/sec	accuracy=0.908594
+2020-04-09 22:26:31,405 Epoch[9] Batch [26150-26200]	Speed: 199.77 samples/sec	accuracy=0.907656
+2020-04-09 22:27:03,656 Epoch[9] Batch [26200-26250]	Speed: 198.44 samples/sec	accuracy=0.900312
+2020-04-09 22:27:35,436 Epoch[9] Batch [26250-26300]	Speed: 201.39 samples/sec	accuracy=0.911875
+2020-04-09 22:28:07,033 Epoch[9] Batch [26300-26350]	Speed: 202.55 samples/sec	accuracy=0.912656
+2020-04-09 22:28:39,115 Epoch[9] Batch [26350-26400]	Speed: 199.49 samples/sec	accuracy=0.908438
+2020-04-09 22:29:10,990 Epoch[9] Batch [26400-26450]	Speed: 200.78 samples/sec	accuracy=0.907188
+2020-04-09 22:29:42,698 Epoch[9] Batch [26450-26500]	Speed: 201.84 samples/sec	accuracy=0.902344
+2020-04-09 22:30:14,553 Epoch[9] Batch [26500-26550]	Speed: 200.91 samples/sec	accuracy=0.904844
+2020-04-09 22:30:46,709 Epoch[9] Batch [26550-26600]	Speed: 199.03 samples/sec	accuracy=0.910625
+2020-04-09 22:31:18,555 Epoch[9] Batch [26600-26650]	Speed: 200.97 samples/sec	accuracy=0.903281
+2020-04-09 22:31:50,738 Epoch[9] Batch [26650-26700]	Speed: 198.87 samples/sec	accuracy=0.897656
+2020-04-09 22:32:22,577 Epoch[9] Batch [26700-26750]	Speed: 201.01 samples/sec	accuracy=0.903594
+2020-04-09 22:32:54,341 Epoch[9] Batch [26750-26800]	Speed: 201.48 samples/sec	accuracy=0.908594
+2020-04-09 22:33:26,056 Epoch[9] Batch [26800-26850]	Speed: 201.80 samples/sec	accuracy=0.907188
+2020-04-09 22:33:57,986 Epoch[9] Batch [26850-26900]	Speed: 200.44 samples/sec	accuracy=0.913750
+2020-04-09 22:34:29,759 Epoch[9] Batch [26900-26950]	Speed: 201.43 samples/sec	accuracy=0.911563
+2020-04-09 22:35:01,577 Epoch[9] Batch [26950-27000]	Speed: 201.15 samples/sec	accuracy=0.906875
+2020-04-09 22:35:33,153 Epoch[9] Batch [27000-27050]	Speed: 202.69 samples/sec	accuracy=0.904375
+2020-04-09 22:36:05,048 Epoch[9] Batch [27050-27100]	Speed: 200.66 samples/sec	accuracy=0.902188
+2020-04-09 22:36:37,025 Epoch[9] Batch [27100-27150]	Speed: 200.15 samples/sec	accuracy=0.908438
+2020-04-09 22:37:08,847 Epoch[9] Batch [27150-27200]	Speed: 201.12 samples/sec	accuracy=0.908594
+2020-04-09 22:37:40,823 Epoch[9] Batch [27200-27250]	Speed: 200.15 samples/sec	accuracy=0.907031
+2020-04-09 22:38:12,596 Epoch[9] Batch [27250-27300]	Speed: 201.43 samples/sec	accuracy=0.912344
+2020-04-09 22:38:44,361 Epoch[9] Batch [27300-27350]	Speed: 201.48 samples/sec	accuracy=0.901094
+2020-04-09 22:39:16,201 Epoch[9] Batch [27350-27400]	Speed: 201.01 samples/sec	accuracy=0.910781
+2020-04-09 22:39:48,208 Epoch[9] Batch [27400-27450]	Speed: 199.96 samples/sec	accuracy=0.910469
+2020-04-09 22:40:20,222 Epoch[9] Batch [27450-27500]	Speed: 199.92 samples/sec	accuracy=0.904375
+2020-04-09 22:40:51,954 Epoch[9] Batch [27500-27550]	Speed: 201.69 samples/sec	accuracy=0.913125
+2020-04-09 22:41:24,000 Epoch[9] Batch [27550-27600]	Speed: 199.72 samples/sec	accuracy=0.906406
+2020-04-09 22:41:55,865 Epoch[9] Batch [27600-27650]	Speed: 200.85 samples/sec	accuracy=0.909687
+2020-04-09 22:42:27,565 Epoch[9] Batch [27650-27700]	Speed: 201.89 samples/sec	accuracy=0.900156
+2020-04-09 22:42:59,725 Epoch[9] Batch [27700-27750]	Speed: 199.01 samples/sec	accuracy=0.909375
+2020-04-09 22:43:31,642 Epoch[9] Batch [27750-27800]	Speed: 200.52 samples/sec	accuracy=0.904687
+2020-04-09 22:44:03,470 Epoch[9] Batch [27800-27850]	Speed: 201.08 samples/sec	accuracy=0.908281
+2020-04-09 22:44:35,130 Epoch[9] Batch [27850-27900]	Speed: 202.15 samples/sec	accuracy=0.902969
+2020-04-09 22:45:06,698 Epoch[9] Batch [27900-27950]	Speed: 202.74 samples/sec	accuracy=0.904844
+2020-04-09 22:45:38,538 Epoch[9] Batch [27950-28000]	Speed: 201.00 samples/sec	accuracy=0.905156
+2020-04-09 22:46:10,415 Epoch[9] Batch [28000-28050]	Speed: 200.78 samples/sec	accuracy=0.903281
+2020-04-09 22:46:42,392 Epoch[9] Batch [28050-28100]	Speed: 200.14 samples/sec	accuracy=0.907969
+2020-04-09 22:47:14,224 Epoch[9] Batch [28100-28150]	Speed: 201.06 samples/sec	accuracy=0.912500
+2020-04-09 22:47:45,692 Epoch[9] Batch [28150-28200]	Speed: 203.38 samples/sec	accuracy=0.910937
+2020-04-09 22:48:10,339 Epoch[9] Train-accuracy=0.906411
+2020-04-09 22:48:10,340 Epoch[9] Time cost=17725.506
+2020-04-09 22:48:10,557 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0010.params"
+2020-04-09 23:18:14,311 Epoch[9] Validation-accuracy=0.961113
+2020-04-09 23:40:55,696 Using 1 threads for decoding...
+2020-04-09 23:40:55,697 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
+2020-04-09 23:40:55,697 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
+2020-04-09 23:41:06,415 Using 1 threads for decoding...
+2020-04-09 23:41:06,415 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
+2020-04-09 23:41:06,415 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
+2020-04-09 23:41:07,448 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0010.params
+[23:41:23] 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)
+2020-04-09 23:41:59,784 Epoch[10] Batch [0-50]	Speed: 202.01 samples/sec	accuracy=0.917433
+2020-04-09 23:42:30,457 Epoch[10] Batch [50-100]	Speed: 208.65 samples/sec	accuracy=0.909062
+2020-04-09 23:43:01,688 Epoch[10] Batch [100-150]	Speed: 204.93 samples/sec	accuracy=0.908750
+2020-04-09 23:43:32,167 Epoch[10] Batch [150-200]	Speed: 209.98 samples/sec	accuracy=0.912813
+2020-04-09 23:44:02,910 Epoch[10] Batch [200-250]	Speed: 208.18 samples/sec	accuracy=0.910781
+2020-04-09 23:44:33,691 Epoch[10] Batch [250-300]	Speed: 207.92 samples/sec	accuracy=0.914062
+2020-04-09 23:45:04,900 Epoch[10] Batch [300-350]	Speed: 205.07 samples/sec	accuracy=0.916562
+2020-04-09 23:45:36,078 Epoch[10] Batch [350-400]	Speed: 205.27 samples/sec	accuracy=0.911719
+2020-04-09 23:46:06,663 Epoch[10] Batch [400-450]	Speed: 209.25 samples/sec	accuracy=0.920469
+2020-04-09 23:46:37,199 Epoch[10] Batch [450-500]	Speed: 209.59 samples/sec	accuracy=0.917188
+2020-04-09 23:47:08,023 Epoch[10] Batch [500-550]	Speed: 207.63 samples/sec	accuracy=0.917500
+2020-04-09 23:47:38,718 Epoch[10] Batch [550-600]	Speed: 208.50 samples/sec	accuracy=0.910937
+2020-04-09 23:48:09,025 Epoch[10] Batch [600-650]	Speed: 211.18 samples/sec	accuracy=0.917656
+2020-04-09 23:48:40,566 Epoch[10] Batch [650-700]	Speed: 202.91 samples/sec	accuracy=0.915625
+2020-04-09 23:49:10,525 Epoch[10] Batch [700-750]	Speed: 213.63 samples/sec	accuracy=0.917656
+2020-04-09 23:49:40,970 Epoch[10] Batch [750-800]	Speed: 210.22 samples/sec	accuracy=0.915625
+2020-04-09 23:50:12,099 Epoch[10] Batch [800-850]	Speed: 205.60 samples/sec	accuracy=0.912344
+2020-04-09 23:50:42,956 Epoch[10] Batch [850-900]	Speed: 207.41 samples/sec	accuracy=0.922656
+2020-04-09 23:51:13,339 Epoch[10] Batch [900-950]	Speed: 210.64 samples/sec	accuracy=0.917500
+2020-04-09 23:51:44,000 Epoch[10] Batch [950-1000]	Speed: 208.74 samples/sec	accuracy=0.913125
+2020-04-09 23:52:14,863 Epoch[10] Batch [1000-1050]	Speed: 207.37 samples/sec	accuracy=0.916406
+2020-04-09 23:52:45,463 Epoch[10] Batch [1050-1100]	Speed: 209.15 samples/sec	accuracy=0.916562
+2020-04-09 23:53:16,219 Epoch[10] Batch [1100-1150]	Speed: 208.09 samples/sec	accuracy=0.922656
+2020-04-09 23:53:46,897 Epoch[10] Batch [1150-1200]	Speed: 208.62 samples/sec	accuracy=0.918281
+2020-04-09 23:54:18,581 Epoch[10] Batch [1200-1250]	Speed: 202.00 samples/sec	accuracy=0.921562
+2020-04-09 23:54:49,511 Epoch[10] Batch [1250-1300]	Speed: 206.91 samples/sec	accuracy=0.922031
+2020-04-09 23:55:21,006 Epoch[10] Batch [1300-1350]	Speed: 203.21 samples/sec	accuracy=0.911875
+2020-04-09 23:55:52,724 Epoch[10] Batch [1350-1400]	Speed: 201.78 samples/sec	accuracy=0.916250
+2020-04-09 23:56:24,615 Epoch[10] Batch [1400-1450]	Speed: 200.68 samples/sec	accuracy=0.920937
+2020-04-09 23:56:56,449 Epoch[10] Batch [1450-1500]	Speed: 201.05 samples/sec	accuracy=0.918906
+2020-04-09 23:57:28,419 Epoch[10] Batch [1500-1550]	Speed: 200.19 samples/sec	accuracy=0.911875
+2020-04-09 23:58:00,395 Epoch[10] Batch [1550-1600]	Speed: 200.15 samples/sec	accuracy=0.913594
+2020-04-09 23:58:32,121 Epoch[10] Batch [1600-1650]	Speed: 201.73 samples/sec	accuracy=0.917813
+2020-04-09 23:59:03,953 Epoch[10] Batch [1650-1700]	Speed: 201.05 samples/sec	accuracy=0.916250
+2020-04-09 23:59:36,244 Epoch[10] Batch [1700-1750]	Speed: 198.20 samples/sec	accuracy=0.923281
+2020-04-10 00:00:09,521 Epoch[10] Batch [1750-1800]	Speed: 192.33 samples/sec	accuracy=0.928281
+2020-04-10 00:00:42,502 Epoch[10] Batch [1800-1850]	Speed: 194.05 samples/sec	accuracy=0.923750
+2020-04-10 00:01:14,727 Epoch[10] Batch [1850-1900]	Speed: 198.60 samples/sec	accuracy=0.915937
+2020-04-10 00:01:46,899 Epoch[10] Batch [1900-1950]	Speed: 198.93 samples/sec	accuracy=0.925312
+2020-04-10 00:02:18,628 Epoch[10] Batch [1950-2000]	Speed: 201.71 samples/sec	accuracy=0.917656
+2020-04-10 00:02:50,223 Epoch[10] Batch [2000-2050]	Speed: 202.57 samples/sec	accuracy=0.917969
+2020-04-10 00:03:22,129 Epoch[10] Batch [2050-2100]	Speed: 200.58 samples/sec	accuracy=0.920781
+2020-04-10 00:03:53,771 Epoch[10] Batch [2100-2150]	Speed: 202.27 samples/sec	accuracy=0.922656
+2020-04-10 00:04:25,377 Epoch[10] Batch [2150-2200]	Speed: 202.49 samples/sec	accuracy=0.912500
+2020-04-10 00:04:56,890 Epoch[10] Batch [2200-2250]	Speed: 203.09 samples/sec	accuracy=0.917969
+2020-04-10 00:05:28,954 Epoch[10] Batch [2250-2300]	Speed: 199.60 samples/sec	accuracy=0.921719
+2020-04-10 00:06:01,012 Epoch[10] Batch [2300-2350]	Speed: 199.64 samples/sec	accuracy=0.914375
+2020-04-10 00:06:32,946 Epoch[10] Batch [2350-2400]	Speed: 200.41 samples/sec	accuracy=0.922188
+2020-04-10 00:07:04,818 Epoch[10] Batch [2400-2450]	Speed: 200.80 samples/sec	accuracy=0.918750
+2020-04-10 00:07:36,991 Epoch[10] Batch [2450-2500]	Speed: 198.93 samples/sec	accuracy=0.919375
+2020-04-10 00:08:08,757 Epoch[10] Batch [2500-2550]	Speed: 201.48 samples/sec	accuracy=0.921250
+2020-04-10 00:08:40,519 Epoch[10] Batch [2550-2600]	Speed: 201.50 samples/sec	accuracy=0.917188
+2020-04-10 00:09:12,093 Epoch[10] Batch [2600-2650]	Speed: 202.70 samples/sec	accuracy=0.915469
+2020-04-10 00:09:43,887 Epoch[10] Batch [2650-2700]	Speed: 201.30 samples/sec	accuracy=0.917969
+2020-04-10 00:10:15,769 Epoch[10] Batch [2700-2750]	Speed: 200.74 samples/sec	accuracy=0.916562
+2020-04-10 00:10:48,404 Epoch[10] Batch [2750-2800]	Speed: 196.11 samples/sec	accuracy=0.914375
+2020-04-10 00:11:20,033 Epoch[10] Batch [2800-2850]	Speed: 202.35 samples/sec	accuracy=0.919844
+2020-04-10 00:11:52,204 Epoch[10] Batch [2850-2900]	Speed: 198.94 samples/sec	accuracy=0.914375
+2020-04-10 00:12:24,358 Epoch[10] Batch [2900-2950]	Speed: 199.04 samples/sec	accuracy=0.916875
+2020-04-10 00:12:56,367 Epoch[10] Batch [2950-3000]	Speed: 199.94 samples/sec	accuracy=0.915156
+2020-04-10 00:13:28,603 Epoch[10] Batch [3000-3050]	Speed: 198.54 samples/sec	accuracy=0.917344
+2020-04-10 00:14:00,126 Epoch[10] Batch [3050-3100]	Speed: 203.03 samples/sec	accuracy=0.919687
+2020-04-10 00:14:31,845 Epoch[10] Batch [3100-3150]	Speed: 201.78 samples/sec	accuracy=0.920937
+2020-04-10 00:15:03,929 Epoch[10] Batch [3150-3200]	Speed: 199.47 samples/sec	accuracy=0.914531
+2020-04-10 00:15:35,860 Epoch[10] Batch [3200-3250]	Speed: 200.43 samples/sec	accuracy=0.914375
+2020-04-10 00:16:07,497 Epoch[10] Batch [3250-3300]	Speed: 202.30 samples/sec	accuracy=0.917813
+2020-04-10 00:16:39,616 Epoch[10] Batch [3300-3350]	Speed: 199.26 samples/sec	accuracy=0.916875
+2020-04-10 00:17:11,645 Epoch[10] Batch [3350-3400]	Speed: 199.82 samples/sec	accuracy=0.918281
+2020-04-10 00:17:43,785 Epoch[10] Batch [3400-3450]	Speed: 199.13 samples/sec	accuracy=0.915312
+2020-04-10 00:18:15,418 Epoch[10] Batch [3450-3500]	Speed: 202.32 samples/sec	accuracy=0.917969
+2020-04-10 00:18:47,310 Epoch[10] Batch [3500-3550]	Speed: 200.68 samples/sec	accuracy=0.918438
+2020-04-10 00:19:19,531 Epoch[10] Batch [3550-3600]	Speed: 198.63 samples/sec	accuracy=0.918594
+2020-04-10 00:19:51,308 Epoch[10] Batch [3600-3650]	Speed: 201.40 samples/sec	accuracy=0.918438
+2020-04-10 00:20:23,234 Epoch[10] Batch [3650-3700]	Speed: 200.47 samples/sec	accuracy=0.920000
+2020-04-10 00:20:54,832 Epoch[10] Batch [3700-3750]	Speed: 202.54 samples/sec	accuracy=0.910625
+2020-04-10 00:21:26,689 Epoch[10] Batch [3750-3800]	Speed: 200.90 samples/sec	accuracy=0.919844
+2020-04-10 00:21:58,646 Epoch[10] Batch [3800-3850]	Speed: 200.27 samples/sec	accuracy=0.919687
+2020-04-10 00:22:30,700 Epoch[10] Batch [3850-3900]	Speed: 199.67 samples/sec	accuracy=0.917813
+2020-04-10 00:23:02,711 Epoch[10] Batch [3900-3950]	Speed: 199.93 samples/sec	accuracy=0.914375
+2020-04-10 00:23:35,322 Epoch[10] Batch [3950-4000]	Speed: 196.26 samples/sec	accuracy=0.913438
+2020-04-10 00:24:06,972 Epoch[10] Batch [4000-4050]	Speed: 202.21 samples/sec	accuracy=0.915625
+2020-04-10 00:24:39,216 Epoch[10] Batch [4050-4100]	Speed: 198.49 samples/sec	accuracy=0.922188
+2020-04-10 00:25:11,399 Epoch[10] Batch [4100-4150]	Speed: 198.87 samples/sec	accuracy=0.916875
+2020-04-10 00:25:43,198 Epoch[10] Batch [4150-4200]	Speed: 201.26 samples/sec	accuracy=0.924375
+2020-04-10 00:26:14,790 Epoch[10] Batch [4200-4250]	Speed: 202.59 samples/sec	accuracy=0.912500
+2020-04-10 00:26:46,941 Epoch[10] Batch [4250-4300]	Speed: 199.06 samples/sec	accuracy=0.920625
+2020-04-10 00:27:18,863 Epoch[10] Batch [4300-4350]	Speed: 200.49 samples/sec	accuracy=0.915625
+2020-04-10 00:27:50,676 Epoch[10] Batch [4350-4400]	Speed: 201.17 samples/sec	accuracy=0.914219
+2020-04-10 00:28:22,436 Epoch[10] Batch [4400-4450]	Speed: 201.51 samples/sec	accuracy=0.919063
+2020-04-10 00:28:54,312 Epoch[10] Batch [4450-4500]	Speed: 200.78 samples/sec	accuracy=0.920156
+2020-04-10 00:29:25,899 Epoch[10] Batch [4500-4550]	Speed: 202.61 samples/sec	accuracy=0.920156
+2020-04-10 00:29:57,803 Epoch[10] Batch [4550-4600]	Speed: 200.61 samples/sec	accuracy=0.917656
+2020-04-10 00:30:29,611 Epoch[10] Batch [4600-4650]	Speed: 201.20 samples/sec	accuracy=0.914844
+2020-04-10 00:31:01,248 Epoch[10] Batch [4650-4700]	Speed: 202.30 samples/sec	accuracy=0.920156
+2020-04-10 00:31:32,962 Epoch[10] Batch [4700-4750]	Speed: 201.81 samples/sec	accuracy=0.922031
+2020-04-10 00:32:05,003 Epoch[10] Batch [4750-4800]	Speed: 199.74 samples/sec	accuracy=0.919375
+2020-04-10 00:32:37,199 Epoch[10] Batch [4800-4850]	Speed: 198.79 samples/sec	accuracy=0.918438
+2020-04-10 00:33:09,178 Epoch[10] Batch [4850-4900]	Speed: 200.13 samples/sec	accuracy=0.916562
+2020-04-10 00:33:40,947 Epoch[10] Batch [4900-4950]	Speed: 201.46 samples/sec	accuracy=0.911563
+2020-04-10 00:34:12,728 Epoch[10] Batch [4950-5000]	Speed: 201.37 samples/sec	accuracy=0.917500
+2020-04-10 00:34:44,412 Epoch[10] Batch [5000-5050]	Speed: 202.00 samples/sec	accuracy=0.923906
+2020-04-10 00:35:16,507 Epoch[10] Batch [5050-5100]	Speed: 199.41 samples/sec	accuracy=0.923906
+2020-04-10 00:35:48,142 Epoch[10] Batch [5100-5150]	Speed: 202.31 samples/sec	accuracy=0.914687
+2020-04-10 00:36:20,076 Epoch[10] Batch [5150-5200]	Speed: 200.41 samples/sec	accuracy=0.917031
+2020-04-10 00:36:52,716 Epoch[10] Batch [5200-5250]	Speed: 196.08 samples/sec	accuracy=0.920625
+2020-04-10 00:37:24,631 Epoch[10] Batch [5250-5300]	Speed: 200.54 samples/sec	accuracy=0.921250
+2020-04-10 00:37:56,334 Epoch[10] Batch [5300-5350]	Speed: 201.88 samples/sec	accuracy=0.922813
+2020-04-10 00:38:28,076 Epoch[10] Batch [5350-5400]	Speed: 201.63 samples/sec	accuracy=0.918750
+2020-04-10 00:38:59,776 Epoch[10] Batch [5400-5450]	Speed: 201.89 samples/sec	accuracy=0.920156
+2020-04-10 00:39:31,784 Epoch[10] Batch [5450-5500]	Speed: 199.95 samples/sec	accuracy=0.923281
+2020-04-10 00:40:03,947 Epoch[10] Batch [5500-5550]	Speed: 198.99 samples/sec	accuracy=0.915469
+2020-04-10 00:40:35,759 Epoch[10] Batch [5550-5600]	Speed: 201.18 samples/sec	accuracy=0.923906
+2020-04-10 00:41:07,611 Epoch[10] Batch [5600-5650]	Speed: 200.93 samples/sec	accuracy=0.916250
+2020-04-10 00:41:39,405 Epoch[10] Batch [5650-5700]	Speed: 201.30 samples/sec	accuracy=0.917188
+2020-04-10 00:42:11,142 Epoch[10] Batch [5700-5750]	Speed: 201.66 samples/sec	accuracy=0.918281
+2020-04-10 00:42:42,844 Epoch[10] Batch [5750-5800]	Speed: 201.88 samples/sec	accuracy=0.922656
+2020-04-10 00:43:14,743 Epoch[10] Batch [5800-5850]	Speed: 200.64 samples/sec	accuracy=0.922656
+2020-04-10 00:43:46,784 Epoch[10] Batch [5850-5900]	Speed: 199.75 samples/sec	accuracy=0.915781
+2020-04-10 00:44:18,999 Epoch[10] Batch [5900-5950]	Speed: 198.67 samples/sec	accuracy=0.920937
+2020-04-10 00:44:51,068 Epoch[10] Batch [5950-6000]	Speed: 199.57 samples/sec	accuracy=0.921719
+2020-04-10 00:45:22,717 Epoch[10] Batch [6000-6050]	Speed: 202.22 samples/sec	accuracy=0.925312
+2020-04-10 00:45:54,747 Epoch[10] Batch [6050-6100]	Speed: 199.82 samples/sec	accuracy=0.914844
+2020-04-10 00:46:26,628 Epoch[10] Batch [6100-6150]	Speed: 200.74 samples/sec	accuracy=0.917969
+2020-04-10 00:46:58,378 Epoch[10] Batch [6150-6200]	Speed: 201.58 samples/sec	accuracy=0.919063
+2020-04-10 00:47:30,382 Epoch[10] Batch [6200-6250]	Speed: 199.97 samples/sec	accuracy=0.920156
+2020-04-10 00:48:02,539 Epoch[10] Batch [6250-6300]	Speed: 199.03 samples/sec	accuracy=0.919219
+2020-04-10 00:48:34,775 Epoch[10] Batch [6300-6350]	Speed: 198.54 samples/sec	accuracy=0.920625
+2020-04-10 00:49:06,511 Epoch[10] Batch [6350-6400]	Speed: 201.67 samples/sec	accuracy=0.917969
+2020-04-10 00:49:38,515 Epoch[10] Batch [6400-6450]	Speed: 199.97 samples/sec	accuracy=0.918125
+2020-04-10 00:50:10,499 Epoch[10] Batch [6450-6500]	Speed: 200.10 samples/sec	accuracy=0.920469
+2020-04-10 00:50:42,490 Epoch[10] Batch [6500-6550]	Speed: 200.06 samples/sec	accuracy=0.915156
+2020-04-10 00:51:14,477 Epoch[10] Batch [6550-6600]	Speed: 200.08 samples/sec	accuracy=0.919844
+2020-04-10 00:51:46,563 Epoch[10] Batch [6600-6650]	Speed: 199.46 samples/sec	accuracy=0.920000
+2020-04-10 00:52:18,041 Epoch[10] Batch [6650-6700]	Speed: 203.32 samples/sec	accuracy=0.909844
+2020-04-10 00:52:49,741 Epoch[10] Batch [6700-6750]	Speed: 201.90 samples/sec	accuracy=0.922500
+2020-04-10 00:53:21,419 Epoch[10] Batch [6750-6800]	Speed: 202.03 samples/sec	accuracy=0.915625
+2020-04-10 00:53:53,244 Epoch[10] Batch [6800-6850]	Speed: 201.10 samples/sec	accuracy=0.917500
+2020-04-10 00:54:25,324 Epoch[10] Batch [6850-6900]	Speed: 199.50 samples/sec	accuracy=0.920312
+2020-04-10 00:54:57,138 Epoch[10] Batch [6900-6950]	Speed: 201.17 samples/sec	accuracy=0.922969
+2020-04-10 00:55:29,207 Epoch[10] Batch [6950-7000]	Speed: 199.57 samples/sec	accuracy=0.919063
+2020-04-10 00:56:01,308 Epoch[10] Batch [7000-7050]	Speed: 199.37 samples/sec	accuracy=0.915781
+2020-04-10 00:56:33,165 Epoch[10] Batch [7050-7100]	Speed: 200.90 samples/sec	accuracy=0.928281
+2020-04-10 00:57:05,059 Epoch[10] Batch [7100-7150]	Speed: 200.66 samples/sec	accuracy=0.915937
+2020-04-10 00:57:37,072 Epoch[10] Batch [7150-7200]	Speed: 199.92 samples/sec	accuracy=0.923438
+2020-04-10 00:58:09,090 Epoch[10] Batch [7200-7250]	Speed: 199.89 samples/sec	accuracy=0.923125
+2020-04-10 00:58:41,004 Epoch[10] Batch [7250-7300]	Speed: 200.55 samples/sec	accuracy=0.924375
+2020-04-10 00:59:12,887 Epoch[10] Batch [7300-7350]	Speed: 200.73 samples/sec	accuracy=0.922656
+2020-04-10 00:59:44,802 Epoch[10] Batch [7350-7400]	Speed: 200.53 samples/sec	accuracy=0.916250
+2020-04-10 01:00:16,478 Epoch[10] Batch [7400-7450]	Speed: 202.05 samples/sec	accuracy=0.924375
+2020-04-10 01:00:48,053 Epoch[10] Batch [7450-7500]	Speed: 202.69 samples/sec	accuracy=0.913125
+2020-04-10 01:01:19,985 Epoch[10] Batch [7500-7550]	Speed: 200.43 samples/sec	accuracy=0.918125
+2020-04-10 01:01:51,736 Epoch[10] Batch [7550-7600]	Speed: 201.57 samples/sec	accuracy=0.920000
+2020-04-10 01:02:23,727 Epoch[10] Batch [7600-7650]	Speed: 200.06 samples/sec	accuracy=0.923594
+2020-04-10 01:02:55,530 Epoch[10] Batch [7650-7700]	Speed: 201.24 samples/sec	accuracy=0.913438
+2020-04-10 01:03:27,577 Epoch[10] Batch [7700-7750]	Speed: 199.71 samples/sec	accuracy=0.919063
+2020-04-10 01:04:00,740 Epoch[10] Batch [7750-7800]	Speed: 192.99 samples/sec	accuracy=0.926875
+2020-04-10 01:04:32,989 Epoch[10] Batch [7800-7850]	Speed: 198.45 samples/sec	accuracy=0.917188
+2020-04-10 01:05:04,766 Epoch[10] Batch [7850-7900]	Speed: 201.41 samples/sec	accuracy=0.921562
+2020-04-10 01:05:36,779 Epoch[10] Batch [7900-7950]	Speed: 199.92 samples/sec	accuracy=0.920781
+2020-04-10 01:06:08,673 Epoch[10] Batch [7950-8000]	Speed: 200.67 samples/sec	accuracy=0.923281
+2020-04-10 01:06:40,356 Epoch[10] Batch [8000-8050]	Speed: 202.00 samples/sec	accuracy=0.919375
+2020-04-10 01:07:12,282 Epoch[10] Batch [8050-8100]	Speed: 200.47 samples/sec	accuracy=0.919844
+2020-04-10 01:07:43,820 Epoch[10] Batch [8100-8150]	Speed: 202.93 samples/sec	accuracy=0.918906
+2020-04-10 01:08:15,551 Epoch[10] Batch [8150-8200]	Speed: 201.70 samples/sec	accuracy=0.913125
+2020-04-10 01:08:47,472 Epoch[10] Batch [8200-8250]	Speed: 200.49 samples/sec	accuracy=0.922188
+2020-04-10 01:09:19,620 Epoch[10] Batch [8250-8300]	Speed: 199.08 samples/sec	accuracy=0.915469
+2020-04-10 01:09:51,260 Epoch[10] Batch [8300-8350]	Speed: 202.28 samples/sec	accuracy=0.922188
+2020-04-10 01:10:23,135 Epoch[10] Batch [8350-8400]	Speed: 200.79 samples/sec	accuracy=0.916875
+2020-04-10 01:10:55,048 Epoch[10] Batch [8400-8450]	Speed: 200.54 samples/sec	accuracy=0.920000
+2020-04-10 01:11:27,013 Epoch[10] Batch [8450-8500]	Speed: 200.22 samples/sec	accuracy=0.920625
+2020-04-10 01:11:58,916 Epoch[10] Batch [8500-8550]	Speed: 200.61 samples/sec	accuracy=0.921719
+2020-04-10 01:12:31,172 Epoch[10] Batch [8550-8600]	Speed: 198.41 samples/sec	accuracy=0.916875
+2020-04-10 01:13:03,270 Epoch[10] Batch [8600-8650]	Speed: 199.39 samples/sec	accuracy=0.921406
+2020-04-10 01:13:34,974 Epoch[10] Batch [8650-8700]	Speed: 201.87 samples/sec	accuracy=0.920312
+2020-04-10 01:14:06,774 Epoch[10] Batch [8700-8750]	Speed: 201.26 samples/sec	accuracy=0.920156
+2020-04-10 01:14:38,491 Epoch[10] Batch [8750-8800]	Speed: 201.78 samples/sec	accuracy=0.915781
+2020-04-10 01:15:10,386 Epoch[10] Batch [8800-8850]	Speed: 200.66 samples/sec	accuracy=0.924219
+2020-04-10 01:15:42,476 Epoch[10] Batch [8850-8900]	Speed: 199.44 samples/sec	accuracy=0.925625
+2020-04-10 01:16:14,487 Epoch[10] Batch [8900-8950]	Speed: 199.93 samples/sec	accuracy=0.914531
+2020-04-10 01:16:46,558 Epoch[10] Batch [8950-9000]	Speed: 199.56 samples/sec	accuracy=0.922500
+2020-04-10 01:17:18,699 Epoch[10] Batch [9000-9050]	Speed: 199.13 samples/sec	accuracy=0.917344
+2020-04-10 01:17:50,847 Epoch[10] Batch [9050-9100]	Speed: 199.08 samples/sec	accuracy=0.917344
+2020-04-10 01:18:22,402 Epoch[10] Batch [9100-9150]	Speed: 202.83 samples/sec	accuracy=0.923125
+2020-04-10 01:18:54,336 Epoch[10] Batch [9150-9200]	Speed: 200.41 samples/sec	accuracy=0.919375
+2020-04-10 01:19:25,686 Epoch[10] Batch [9200-9250]	Speed: 204.15 samples/sec	accuracy=0.919687
+2020-04-10 01:19:57,387 Epoch[10] Batch [9250-9300]	Speed: 201.88 samples/sec	accuracy=0.927188
+2020-04-10 01:20:29,007 Epoch[10] Batch [9300-9350]	Speed: 202.41 samples/sec	accuracy=0.919687
+2020-04-10 01:21:00,867 Epoch[10] Batch [9350-9400]	Speed: 200.88 samples/sec	accuracy=0.922188
+2020-04-10 01:21:32,798 Epoch[10] Batch [9400-9450]	Speed: 200.43 samples/sec	accuracy=0.919531
+2020-04-10 01:22:04,302 Epoch[10] Batch [9450-9500]	Speed: 203.15 samples/sec	accuracy=0.921094
+2020-04-10 01:22:36,241 Epoch[10] Batch [9500-9550]	Speed: 200.38 samples/sec	accuracy=0.914219
+2020-04-10 01:23:08,061 Epoch[10] Batch [9550-9600]	Speed: 201.13 samples/sec	accuracy=0.919063
+2020-04-10 01:23:39,984 Epoch[10] Batch [9600-9650]	Speed: 200.48 samples/sec	accuracy=0.915156
+2020-04-10 01:24:12,030 Epoch[10] Batch [9650-9700]	Speed: 199.71 samples/sec	accuracy=0.919219
+2020-04-10 01:24:44,124 Epoch[10] Batch [9700-9750]	Speed: 199.42 samples/sec	accuracy=0.924375
+2020-04-10 01:25:16,291 Epoch[10] Batch [9750-9800]	Speed: 198.96 samples/sec	accuracy=0.918750
+2020-04-10 01:25:48,295 Epoch[10] Batch [9800-9850]	Speed: 199.98 samples/sec	accuracy=0.922656
+2020-04-10 01:26:19,860 Epoch[10] Batch [9850-9900]	Speed: 202.76 samples/sec	accuracy=0.920156
+2020-04-10 01:26:51,580 Epoch[10] Batch [9900-9950]	Speed: 201.76 samples/sec	accuracy=0.915000
+2020-04-10 01:27:23,371 Epoch[10] Batch [9950-10000]	Speed: 201.32 samples/sec	accuracy=0.921719
+2020-04-10 01:27:55,100 Epoch[10] Batch [10000-10050]	Speed: 201.71 samples/sec	accuracy=0.922969
+2020-04-10 01:28:26,562 Epoch[10] Batch [10050-10100]	Speed: 203.42 samples/sec	accuracy=0.918125
+2020-04-10 01:28:58,402 Epoch[10] Batch [10100-10150]	Speed: 201.00 samples/sec	accuracy=0.918750
+2020-04-10 01:29:30,222 Epoch[10] Batch [10150-10200]	Speed: 201.13 samples/sec	accuracy=0.922813
+2020-04-10 01:30:02,076 Epoch[10] Batch [10200-10250]	Speed: 200.92 samples/sec	accuracy=0.916562
+2020-04-10 01:30:34,200 Epoch[10] Batch [10250-10300]	Speed: 199.23 samples/sec	accuracy=0.921562
+2020-04-10 01:31:05,958 Epoch[10] Batch [10300-10350]	Speed: 201.52 samples/sec	accuracy=0.922813
+2020-04-10 01:31:37,867 Epoch[10] Batch [10350-10400]	Speed: 200.58 samples/sec	accuracy=0.923281
+2020-04-10 01:32:09,407 Epoch[10] Batch [10400-10450]	Speed: 202.91 samples/sec	accuracy=0.922656
+2020-04-10 01:32:41,379 Epoch[10] Batch [10450-10500]	Speed: 200.18 samples/sec	accuracy=0.925625
+2020-04-10 01:33:13,379 Epoch[10] Batch [10500-10550]	Speed: 200.00 samples/sec	accuracy=0.919219
+2020-04-10 01:33:45,760 Epoch[10] Batch [10550-10600]	Speed: 197.65 samples/sec	accuracy=0.916562
+2020-04-10 01:34:17,390 Epoch[10] Batch [10600-10650]	Speed: 202.35 samples/sec	accuracy=0.916719
+2020-04-10 01:34:49,506 Epoch[10] Batch [10650-10700]	Speed: 199.28 samples/sec	accuracy=0.926250
+2020-04-10 01:35:21,404 Epoch[10] Batch [10700-10750]	Speed: 200.64 samples/sec	accuracy=0.916875
+2020-04-10 01:35:53,504 Epoch[10] Batch [10750-10800]	Speed: 199.38 samples/sec	accuracy=0.921562
+2020-04-10 01:36:25,434 Epoch[10] Batch [10800-10850]	Speed: 200.45 samples/sec	accuracy=0.921719
+2020-04-10 01:36:57,268 Epoch[10] Batch [10850-10900]	Speed: 201.04 samples/sec	accuracy=0.919531
+2020-04-10 01:37:29,516 Epoch[10] Batch [10900-10950]	Speed: 198.47 samples/sec	accuracy=0.925156
+2020-04-10 01:38:01,252 Epoch[10] Batch [10950-11000]	Speed: 201.66 samples/sec	accuracy=0.928594
+2020-04-10 01:38:32,901 Epoch[10] Batch [11000-11050]	Speed: 202.22 samples/sec	accuracy=0.913281
+2020-04-10 01:39:05,062 Epoch[10] Batch [11050-11100]	Speed: 199.00 samples/sec	accuracy=0.920312
+2020-04-10 01:39:36,642 Epoch[10] Batch [11100-11150]	Speed: 202.67 samples/sec	accuracy=0.918438
+2020-04-10 01:40:08,089 Epoch[10] Batch [11150-11200]	Speed: 203.52 samples/sec	accuracy=0.921094
+2020-04-10 01:40:39,818 Epoch[10] Batch [11200-11250]	Speed: 201.71 samples/sec	accuracy=0.922031
+2020-04-10 01:41:11,545 Epoch[10] Batch [11250-11300]	Speed: 201.73 samples/sec	accuracy=0.921562
+2020-04-10 01:41:43,182 Epoch[10] Batch [11300-11350]	Speed: 202.30 samples/sec	accuracy=0.925937
+2020-04-10 01:42:15,046 Epoch[10] Batch [11350-11400]	Speed: 200.85 samples/sec	accuracy=0.917031
+2020-04-10 01:42:46,887 Epoch[10] Batch [11400-11450]	Speed: 201.00 samples/sec	accuracy=0.923906
+2020-04-10 01:43:18,305 Epoch[10] Batch [11450-11500]	Speed: 203.71 samples/sec	accuracy=0.923594
+2020-04-10 01:43:50,427 Epoch[10] Batch [11500-11550]	Speed: 199.24 samples/sec	accuracy=0.921562
+2020-04-10 01:44:22,582 Epoch[10] Batch [11550-11600]	Speed: 199.04 samples/sec	accuracy=0.918594
+2020-04-10 01:44:54,264 Epoch[10] Batch [11600-11650]	Speed: 202.01 samples/sec	accuracy=0.921562
+2020-04-10 01:45:26,490 Epoch[10] Batch [11650-11700]	Speed: 198.60 samples/sec	accuracy=0.919219
+2020-04-10 01:45:58,403 Epoch[10] Batch [11700-11750]	Speed: 200.55 samples/sec	accuracy=0.923906
+2020-04-10 01:46:30,060 Epoch[10] Batch [11750-11800]	Speed: 202.17 samples/sec	accuracy=0.923281
+2020-04-10 01:47:01,667 Epoch[10] Batch [11800-11850]	Speed: 202.49 samples/sec	accuracy=0.920469
+2020-04-10 01:47:33,388 Epoch[10] Batch [11850-11900]	Speed: 201.76 samples/sec	accuracy=0.920937
+2020-04-10 01:48:05,333 Epoch[10] Batch [11900-11950]	Speed: 200.34 samples/sec	accuracy=0.917031
+2020-04-10 01:48:37,073 Epoch[10] Batch [11950-12000]	Speed: 201.64 samples/sec	accuracy=0.916719
+2020-04-10 01:49:09,229 Epoch[10] Batch [12000-12050]	Speed: 199.03 samples/sec	accuracy=0.923750
+2020-04-10 01:49:41,149 Epoch[10] Batch [12050-12100]	Speed: 200.50 samples/sec	accuracy=0.920000
+2020-04-10 01:50:13,189 Epoch[10] Batch [12100-12150]	Speed: 199.75 samples/sec	accuracy=0.922188
+2020-04-10 01:50:45,026 Epoch[10] Batch [12150-12200]	Speed: 201.02 samples/sec	accuracy=0.915312
+2020-04-10 01:51:16,827 Epoch[10] Batch [12200-12250]	Speed: 201.25 samples/sec	accuracy=0.914375
+2020-04-10 01:51:48,620 Epoch[10] Batch [12250-12300]	Speed: 201.31 samples/sec	accuracy=0.914687
+2020-04-10 01:52:20,559 Epoch[10] Batch [12300-12350]	Speed: 200.38 samples/sec	accuracy=0.920781
+2020-04-10 01:52:52,280 Epoch[10] Batch [12350-12400]	Speed: 201.76 samples/sec	accuracy=0.923594
+2020-04-10 01:53:24,227 Epoch[10] Batch [12400-12450]	Speed: 200.33 samples/sec	accuracy=0.921562
+2020-04-10 01:53:55,850 Epoch[10] Batch [12450-12500]	Speed: 202.39 samples/sec	accuracy=0.917656
+2020-04-10 01:54:27,862 Epoch[10] Batch [12500-12550]	Speed: 199.93 samples/sec	accuracy=0.923438
+2020-04-10 01:54:59,957 Epoch[10] Batch [12550-12600]	Speed: 199.41 samples/sec	accuracy=0.920781
+2020-04-10 01:55:31,951 Epoch[10] Batch [12600-12650]	Speed: 200.04 samples/sec	accuracy=0.917969
+2020-04-10 01:56:04,070 Epoch[10] Batch [12650-12700]	Speed: 199.26 samples/sec	accuracy=0.918750
+2020-04-10 01:56:36,217 Epoch[10] Batch [12700-12750]	Speed: 199.09 samples/sec	accuracy=0.922188
+2020-04-10 01:57:08,141 Epoch[10] Batch [12750-12800]	Speed: 200.48 samples/sec	accuracy=0.919063
+2020-04-10 01:57:40,141 Epoch[10] Batch [12800-12850]	Speed: 200.00 samples/sec	accuracy=0.920000
+2020-04-10 01:58:11,913 Epoch[10] Batch [12850-12900]	Speed: 201.44 samples/sec	accuracy=0.924219
+2020-04-10 01:58:43,803 Epoch[10] Batch [12900-12950]	Speed: 200.69 samples/sec	accuracy=0.922344
+2020-04-10 01:59:15,808 Epoch[10] Batch [12950-13000]	Speed: 199.97 samples/sec	accuracy=0.911875
+2020-04-10 01:59:47,794 Epoch[10] Batch [13000-13050]	Speed: 200.09 samples/sec	accuracy=0.916875
+2020-04-10 02:00:19,533 Epoch[10] Batch [13050-13100]	Speed: 201.65 samples/sec	accuracy=0.926406
+2020-04-10 02:00:51,464 Epoch[10] Batch [13100-13150]	Speed: 200.43 samples/sec	accuracy=0.914844
+2020-04-10 02:01:23,456 Epoch[10] Batch [13150-13200]	Speed: 200.05 samples/sec	accuracy=0.917344
+2020-04-10 02:01:55,060 Epoch[10] Batch [13200-13250]	Speed: 202.50 samples/sec	accuracy=0.923125
+2020-04-10 02:02:27,237 Epoch[10] Batch [13250-13300]	Speed: 198.90 samples/sec	accuracy=0.917188
+2020-04-10 02:02:59,136 Epoch[10] Batch [13300-13350]	Speed: 200.64 samples/sec	accuracy=0.917813
+2020-04-10 02:03:30,964 Epoch[10] Batch [13350-13400]	Speed: 201.08 samples/sec	accuracy=0.918906
+2020-04-10 02:04:02,749 Epoch[10] Batch [13400-13450]	Speed: 201.35 samples/sec	accuracy=0.922188
+2020-04-10 02:04:35,133 Epoch[10] Batch [13450-13500]	Speed: 197.63 samples/sec	accuracy=0.919219
+2020-04-10 02:05:06,717 Epoch[10] Batch [13500-13550]	Speed: 202.63 samples/sec	accuracy=0.916250
+2020-04-10 02:05:38,546 Epoch[10] Batch [13550-13600]	Speed: 201.08 samples/sec	accuracy=0.923906
+2020-04-10 02:06:10,250 Epoch[10] Batch [13600-13650]	Speed: 201.87 samples/sec	accuracy=0.922813
+2020-04-10 02:06:42,007 Epoch[10] Batch [13650-13700]	Speed: 201.53 samples/sec	accuracy=0.921719
+2020-04-10 02:07:13,981 Epoch[10] Batch [13700-13750]	Speed: 200.17 samples/sec	accuracy=0.919687
+2020-04-10 02:07:45,903 Epoch[10] Batch [13750-13800]	Speed: 200.49 samples/sec	accuracy=0.919687
+2020-04-10 02:08:17,644 Epoch[10] Batch [13800-13850]	Speed: 201.64 samples/sec	accuracy=0.912813
+2020-04-10 02:08:49,228 Epoch[10] Batch [13850-13900]	Speed: 202.63 samples/sec	accuracy=0.923125
+2020-04-10 02:09:21,016 Epoch[10] Batch [13900-13950]	Speed: 201.33 samples/sec	accuracy=0.916250
+2020-04-10 02:09:52,763 Epoch[10] Batch [13950-14000]	Speed: 201.59 samples/sec	accuracy=0.920781
+2020-04-10 02:10:24,597 Epoch[10] Batch [14000-14050]	Speed: 201.05 samples/sec	accuracy=0.921562
+2020-04-10 02:10:56,526 Epoch[10] Batch [14050-14100]	Speed: 200.45 samples/sec	accuracy=0.917500
+2020-04-10 02:11:28,614 Epoch[10] Batch [14100-14150]	Speed: 199.45 samples/sec	accuracy=0.921250
+2020-04-10 02:12:00,442 Epoch[10] Batch [14150-14200]	Speed: 201.08 samples/sec	accuracy=0.918281
+2020-04-10 02:12:32,244 Epoch[10] Batch [14200-14250]	Speed: 201.25 samples/sec	accuracy=0.920156
+2020-04-10 02:13:04,166 Epoch[10] Batch [14250-14300]	Speed: 200.49 samples/sec	accuracy=0.917188
+2020-04-10 02:13:36,005 Epoch[10] Batch [14300-14350]	Speed: 201.01 samples/sec	accuracy=0.919375
+2020-04-10 02:14:07,897 Epoch[10] Batch [14350-14400]	Speed: 200.68 samples/sec	accuracy=0.921406
+2020-04-10 02:14:39,814 Epoch[10] Batch [14400-14450]	Speed: 200.53 samples/sec	accuracy=0.925469
+2020-04-10 02:15:11,575 Epoch[10] Batch [14450-14500]	Speed: 201.50 samples/sec	accuracy=0.922188
+2020-04-10 02:15:43,535 Epoch[10] Batch [14500-14550]	Speed: 200.25 samples/sec	accuracy=0.920469
+2020-04-10 02:16:15,174 Epoch[10] Batch [14550-14600]	Speed: 202.28 samples/sec	accuracy=0.920469
+2020-04-10 02:16:46,767 Epoch[10] Batch [14600-14650]	Speed: 202.58 samples/sec	accuracy=0.925781
+2020-04-10 02:17:18,576 Epoch[10] Batch [14650-14700]	Speed: 201.20 samples/sec	accuracy=0.921562
+2020-04-10 02:17:51,170 Epoch[10] Batch [14700-14750]	Speed: 196.36 samples/sec	accuracy=0.918438
+2020-04-10 02:18:23,051 Epoch[10] Batch [14750-14800]	Speed: 200.75 samples/sec	accuracy=0.925000
+2020-04-10 02:18:54,718 Epoch[10] Batch [14800-14850]	Speed: 202.10 samples/sec	accuracy=0.914375
+2020-04-10 02:19:26,438 Epoch[10] Batch [14850-14900]	Speed: 201.77 samples/sec	accuracy=0.924063
+2020-04-10 02:19:58,283 Epoch[10] Batch [14900-14950]	Speed: 200.97 samples/sec	accuracy=0.917031
+2020-04-10 02:20:30,145 Epoch[10] Batch [14950-15000]	Speed: 200.87 samples/sec	accuracy=0.926250
+2020-04-10 02:21:02,174 Epoch[10] Batch [15000-15050]	Speed: 199.82 samples/sec	accuracy=0.921562
+2020-04-10 02:21:34,322 Epoch[10] Batch [15050-15100]	Speed: 199.08 samples/sec	accuracy=0.922500
+2020-04-10 02:22:06,055 Epoch[10] Batch [15100-15150]	Speed: 201.69 samples/sec	accuracy=0.915156
+2020-04-10 02:22:37,851 Epoch[10] Batch [15150-15200]	Speed: 201.28 samples/sec	accuracy=0.921250
+2020-04-10 02:23:10,002 Epoch[10] Batch [15200-15250]	Speed: 199.07 samples/sec	accuracy=0.915312
+2020-04-10 02:23:41,970 Epoch[10] Batch [15250-15300]	Speed: 200.20 samples/sec	accuracy=0.913594
+2020-04-10 02:24:14,024 Epoch[10] Batch [15300-15350]	Speed: 199.67 samples/sec	accuracy=0.923750
+2020-04-10 02:24:45,888 Epoch[10] Batch [15350-15400]	Speed: 200.86 samples/sec	accuracy=0.916406
+2020-04-10 02:25:17,792 Epoch[10] Batch [15400-15450]	Speed: 200.60 samples/sec	accuracy=0.921562
+2020-04-10 02:25:49,460 Epoch[10] Batch [15450-15500]	Speed: 202.10 samples/sec	accuracy=0.918281
+2020-04-10 02:26:21,163 Epoch[10] Batch [15500-15550]	Speed: 201.87 samples/sec	accuracy=0.922344
+2020-04-10 02:26:52,985 Epoch[10] Batch [15550-15600]	Speed: 201.12 samples/sec	accuracy=0.923281
+2020-04-10 02:27:24,766 Epoch[10] Batch [15600-15650]	Speed: 201.37 samples/sec	accuracy=0.916875
+2020-04-10 02:27:56,494 Epoch[10] Batch [15650-15700]	Speed: 201.72 samples/sec	accuracy=0.922344
+2020-04-10 02:28:28,356 Epoch[10] Batch [15700-15750]	Speed: 200.87 samples/sec	accuracy=0.925000
+2020-04-10 02:29:00,361 Epoch[10] Batch [15750-15800]	Speed: 199.97 samples/sec	accuracy=0.923438
+2020-04-10 02:29:32,424 Epoch[10] Batch [15800-15850]	Speed: 199.61 samples/sec	accuracy=0.916875
+2020-04-10 02:30:04,550 Epoch[10] Batch [15850-15900]	Speed: 199.22 samples/sec	accuracy=0.914062
+2020-04-10 02:30:36,550 Epoch[10] Batch [15900-15950]	Speed: 200.00 samples/sec	accuracy=0.921719
+2020-04-10 02:31:08,446 Epoch[10] Batch [15950-16000]	Speed: 200.66 samples/sec	accuracy=0.920625
+2020-04-10 02:31:40,457 Epoch[10] Batch [16000-16050]	Speed: 199.93 samples/sec	accuracy=0.918594
+2020-04-10 02:32:12,226 Epoch[10] Batch [16050-16100]	Speed: 201.46 samples/sec	accuracy=0.927031
+2020-04-10 02:32:43,897 Epoch[10] Batch [16100-16150]	Speed: 202.08 samples/sec	accuracy=0.917344
+2020-04-10 02:33:16,362 Epoch[10] Batch [16150-16200]	Speed: 197.13 samples/sec	accuracy=0.916250
+2020-04-10 02:33:48,184 Epoch[10] Batch [16200-16250]	Speed: 201.12 samples/sec	accuracy=0.925937
+2020-04-10 02:34:19,891 Epoch[10] Batch [16250-16300]	Speed: 201.86 samples/sec	accuracy=0.922188
+2020-04-10 02:34:51,531 Epoch[10] Batch [16300-16350]	Speed: 202.27 samples/sec	accuracy=0.914062
+2020-04-10 02:35:23,265 Epoch[10] Batch [16350-16400]	Speed: 201.68 samples/sec	accuracy=0.925781
+2020-04-10 02:35:55,547 Epoch[10] Batch [16400-16450]	Speed: 198.25 samples/sec	accuracy=0.917031
+2020-04-10 02:36:27,525 Epoch[10] Batch [16450-16500]	Speed: 200.14 samples/sec	accuracy=0.915937
+2020-04-10 02:36:59,439 Epoch[10] Batch [16500-16550]	Speed: 200.54 samples/sec	accuracy=0.917813
+2020-04-10 02:37:31,309 Epoch[10] Batch [16550-16600]	Speed: 200.82 samples/sec	accuracy=0.918750
+2020-04-10 02:38:02,877 Epoch[10] Batch [16600-16650]	Speed: 202.73 samples/sec	accuracy=0.917500
+2020-04-10 02:38:34,700 Epoch[10] Batch [16650-16700]	Speed: 201.11 samples/sec	accuracy=0.919375
+2020-04-10 02:39:06,327 Epoch[10] Batch [16700-16750]	Speed: 202.36 samples/sec	accuracy=0.918750
+2020-04-10 02:39:38,250 Epoch[10] Batch [16750-16800]	Speed: 200.49 samples/sec	accuracy=0.921719
+2020-04-10 02:40:10,096 Epoch[10] Batch [16800-16850]	Speed: 200.97 samples/sec	accuracy=0.918906
+2020-04-10 02:40:42,268 Epoch[10] Batch [16850-16900]	Speed: 198.93 samples/sec	accuracy=0.922344
+2020-04-10 02:41:13,979 Epoch[10] Batch [16900-16950]	Speed: 201.82 samples/sec	accuracy=0.926719
+2020-04-10 02:41:46,181 Epoch[10] Batch [16950-17000]	Speed: 198.75 samples/sec	accuracy=0.918594
+2020-04-10 02:42:18,021 Epoch[10] Batch [17000-17050]	Speed: 201.00 samples/sec	accuracy=0.920000
+2020-04-10 02:42:49,550 Epoch[10] Batch [17050-17100]	Speed: 202.99 samples/sec	accuracy=0.917188
+2020-04-10 02:43:21,813 Epoch[10] Batch [17100-17150]	Speed: 198.37 samples/sec	accuracy=0.922188
+2020-04-10 02:43:54,054 Epoch[10] Batch [17150-17200]	Speed: 198.51 samples/sec	accuracy=0.920000
+2020-04-10 02:44:25,617 Epoch[10] Batch [17200-17250]	Speed: 202.78 samples/sec	accuracy=0.922656
+2020-04-10 02:44:57,282 Epoch[10] Batch [17250-17300]	Speed: 202.11 samples/sec	accuracy=0.921562
+2020-04-10 02:45:28,826 Epoch[10] Batch [17300-17350]	Speed: 202.89 samples/sec	accuracy=0.926406
+2020-04-10 02:46:00,637 Epoch[10] Batch [17350-17400]	Speed: 201.19 samples/sec	accuracy=0.923750
+2020-04-10 02:46:32,639 Epoch[10] Batch [17400-17450]	Speed: 199.99 samples/sec	accuracy=0.918906
+2020-04-10 02:47:04,606 Epoch[10] Batch [17450-17500]	Speed: 200.21 samples/sec	accuracy=0.915469
+2020-04-10 02:47:36,373 Epoch[10] Batch [17500-17550]	Speed: 201.47 samples/sec	accuracy=0.925312
+2020-04-10 02:48:08,446 Epoch[10] Batch [17550-17600]	Speed: 199.55 samples/sec	accuracy=0.923906
+2020-04-10 02:48:40,404 Epoch[10] Batch [17600-17650]	Speed: 200.26 samples/sec	accuracy=0.915312
+2020-04-10 02:49:12,416 Epoch[10] Batch [17650-17700]	Speed: 199.93 samples/sec	accuracy=0.916562
+2020-04-10 02:49:44,368 Epoch[10] Batch [17700-17750]	Speed: 200.30 samples/sec	accuracy=0.914375
+2020-04-10 02:50:16,055 Epoch[10] Batch [17750-17800]	Speed: 201.98 samples/sec	accuracy=0.915781
+2020-04-10 02:50:48,051 Epoch[10] Batch [17800-17850]	Speed: 200.03 samples/sec	accuracy=0.921094
+2020-04-10 02:51:20,132 Epoch[10] Batch [17850-17900]	Speed: 199.49 samples/sec	accuracy=0.918594
+2020-04-10 02:51:51,891 Epoch[10] Batch [17900-17950]	Speed: 201.52 samples/sec	accuracy=0.925625
+2020-04-10 02:52:23,596 Epoch[10] Batch [17950-18000]	Speed: 201.87 samples/sec	accuracy=0.922656
+2020-04-10 02:52:55,513 Epoch[10] Batch [18000-18050]	Speed: 200.52 samples/sec	accuracy=0.919219
+2020-04-10 02:53:27,671 Epoch[10] Batch [18050-18100]	Speed: 199.02 samples/sec	accuracy=0.924844
+2020-04-10 02:53:59,248 Epoch[10] Batch [18100-18150]	Speed: 202.68 samples/sec	accuracy=0.922813
+2020-04-10 02:54:31,328 Epoch[10] Batch [18150-18200]	Speed: 199.50 samples/sec	accuracy=0.916719
+2020-04-10 02:55:03,360 Epoch[10] Batch [18200-18250]	Speed: 199.80 samples/sec	accuracy=0.917188
+2020-04-10 02:55:35,268 Epoch[10] Batch [18250-18300]	Speed: 200.58 samples/sec	accuracy=0.922344
+2020-04-10 02:56:07,852 Epoch[10] Batch [18300-18350]	Speed: 196.42 samples/sec	accuracy=0.921719
+2020-04-10 02:56:39,735 Epoch[10] Batch [18350-18400]	Speed: 200.74 samples/sec	accuracy=0.915312
+2020-04-10 02:57:11,503 Epoch[10] Batch [18400-18450]	Speed: 201.46 samples/sec	accuracy=0.919844
+2020-04-10 02:57:43,749 Epoch[10] Batch [18450-18500]	Speed: 198.47 samples/sec	accuracy=0.916719
+2020-04-10 02:58:15,723 Epoch[10] Batch [18500-18550]	Speed: 200.17 samples/sec	accuracy=0.921562
+2020-04-10 02:58:47,395 Epoch[10] Batch [18550-18600]	Speed: 202.07 samples/sec	accuracy=0.923438
+2020-04-10 02:59:19,156 Epoch[10] Batch [18600-18650]	Speed: 201.51 samples/sec	accuracy=0.926094
+2020-04-10 02:59:51,119 Epoch[10] Batch [18650-18700]	Speed: 200.23 samples/sec	accuracy=0.920000
+2020-04-10 03:00:22,976 Epoch[10] Batch [18700-18750]	Speed: 200.90 samples/sec	accuracy=0.923438
+2020-04-10 03:00:55,201 Epoch[10] Batch [18750-18800]	Speed: 198.60 samples/sec	accuracy=0.918281
+2020-04-10 03:01:26,946 Epoch[10] Batch [18800-18850]	Speed: 201.61 samples/sec	accuracy=0.919063
+2020-04-10 03:01:58,521 Epoch[10] Batch [18850-18900]	Speed: 202.70 samples/sec	accuracy=0.919531
+2020-04-10 03:02:30,381 Epoch[10] Batch [18900-18950]	Speed: 200.88 samples/sec	accuracy=0.919844
+2020-04-10 03:03:02,153 Epoch[10] Batch [18950-19000]	Speed: 201.44 samples/sec	accuracy=0.920000
+2020-04-10 03:03:34,298 Epoch[10] Batch [19000-19050]	Speed: 199.10 samples/sec	accuracy=0.923438
+2020-04-10 03:04:06,289 Epoch[10] Batch [19050-19100]	Speed: 200.05 samples/sec	accuracy=0.922344
+2020-04-10 03:04:38,403 Epoch[10] Batch [19100-19150]	Speed: 199.29 samples/sec	accuracy=0.918281
+2020-04-10 03:05:10,822 Epoch[10] Batch [19150-19200]	Speed: 197.42 samples/sec	accuracy=0.915937
+2020-04-10 03:05:42,734 Epoch[10] Batch [19200-19250]	Speed: 200.56 samples/sec	accuracy=0.920312
+2020-04-10 03:06:14,678 Epoch[10] Batch [19250-19300]	Speed: 200.35 samples/sec	accuracy=0.924063
+2020-04-10 03:06:46,201 Epoch[10] Batch [19300-19350]	Speed: 203.03 samples/sec	accuracy=0.917656
+2020-04-10 03:07:18,316 Epoch[10] Batch [19350-19400]	Speed: 199.28 samples/sec	accuracy=0.921875
+2020-04-10 03:07:50,363 Epoch[10] Batch [19400-19450]	Speed: 199.70 samples/sec	accuracy=0.920156
+2020-04-10 03:08:22,349 Epoch[10] Batch [19450-19500]	Speed: 200.09 samples/sec	accuracy=0.920625
+2020-04-10 03:08:54,119 Epoch[10] Batch [19500-19550]	Speed: 201.46 samples/sec	accuracy=0.925000
+2020-04-10 03:09:26,416 Epoch[10] Batch [19550-19600]	Speed: 198.16 samples/sec	accuracy=0.919844
+2020-04-10 03:09:58,285 Epoch[10] Batch [19600-19650]	Speed: 200.82 samples/sec	accuracy=0.923594
+2020-04-10 03:10:30,309 Epoch[10] Batch [19650-19700]	Speed: 199.85 samples/sec	accuracy=0.924531
+2020-04-10 03:11:02,235 Epoch[10] Batch [19700-19750]	Speed: 200.47 samples/sec	accuracy=0.918281
+2020-04-10 03:11:34,038 Epoch[10] Batch [19750-19800]	Speed: 201.24 samples/sec	accuracy=0.918281
+2020-04-10 03:12:05,867 Epoch[10] Batch [19800-19850]	Speed: 201.08 samples/sec	accuracy=0.917969
+2020-04-10 03:12:37,716 Epoch[10] Batch [19850-19900]	Speed: 200.95 samples/sec	accuracy=0.922188
+2020-04-10 03:13:10,031 Epoch[10] Batch [19900-19950]	Speed: 198.05 samples/sec	accuracy=0.922656
+2020-04-10 03:13:42,149 Epoch[10] Batch [19950-20000]	Speed: 199.27 samples/sec	accuracy=0.922656
+2020-04-10 03:14:14,232 Epoch[10] Batch [20000-20050]	Speed: 199.48 samples/sec	accuracy=0.923438
+2020-04-10 03:14:45,899 Epoch[10] Batch [20050-20100]	Speed: 202.11 samples/sec	accuracy=0.918750
+2020-04-10 03:15:17,626 Epoch[10] Batch [20100-20150]	Speed: 201.72 samples/sec	accuracy=0.915156
+2020-04-10 03:15:48,989 Epoch[10] Batch [20150-20200]	Speed: 204.06 samples/sec	accuracy=0.917031
+2020-04-10 03:16:21,001 Epoch[10] Batch [20200-20250]	Speed: 199.92 samples/sec	accuracy=0.919063
+2020-04-10 03:16:52,671 Epoch[10] Batch [20250-20300]	Speed: 202.08 samples/sec	accuracy=0.917031
+2020-04-10 03:17:24,782 Epoch[10] Batch [20300-20350]	Speed: 199.31 samples/sec	accuracy=0.921406
+2020-04-10 03:17:56,473 Epoch[10] Batch [20350-20400]	Speed: 201.95 samples/sec	accuracy=0.916094
+2020-04-10 03:18:26,407 Epoch[10] Batch [20400-20450]	Speed: 213.80 samples/sec	accuracy=0.923594
+2020-04-10 03:18:55,871 Epoch[10] Batch [20450-20500]	Speed: 217.22 samples/sec	accuracy=0.922031
+2020-04-10 03:19:25,114 Epoch[10] Batch [20500-20550]	Speed: 218.85 samples/sec	accuracy=0.919063
+2020-04-10 03:19:54,520 Epoch[10] Batch [20550-20600]	Speed: 217.64 samples/sec	accuracy=0.921719
+2020-04-10 03:20:24,022 Epoch[10] Batch [20600-20650]	Speed: 216.93 samples/sec	accuracy=0.917969
+2020-04-10 03:20:53,919 Epoch[10] Batch [20650-20700]	Speed: 214.07 samples/sec	accuracy=0.918281
+2020-04-10 03:21:23,391 Epoch[10] Batch [20700-20750]	Speed: 217.16 samples/sec	accuracy=0.915000
+2020-04-10 03:21:52,786 Epoch[10] Batch [20750-20800]	Speed: 217.72 samples/sec	accuracy=0.920469
+2020-04-10 03:22:22,263 Epoch[10] Batch [20800-20850]	Speed: 217.12 samples/sec	accuracy=0.924687
+2020-04-10 03:22:51,659 Epoch[10] Batch [20850-20900]	Speed: 217.72 samples/sec	accuracy=0.919063
+2020-04-10 03:23:21,105 Epoch[10] Batch [20900-20950]	Speed: 217.35 samples/sec	accuracy=0.921875
+2020-04-10 03:23:50,488 Epoch[10] Batch [20950-21000]	Speed: 217.82 samples/sec	accuracy=0.918281
+2020-04-10 03:24:20,045 Epoch[10] Batch [21000-21050]	Speed: 216.53 samples/sec	accuracy=0.918750
+2020-04-10 03:24:49,824 Epoch[10] Batch [21050-21100]	Speed: 214.92 samples/sec	accuracy=0.920469
+2020-04-10 03:25:19,430 Epoch[10] Batch [21100-21150]	Speed: 216.18 samples/sec	accuracy=0.916719
+2020-04-10 03:25:48,885 Epoch[10] Batch [21150-21200]	Speed: 217.28 samples/sec	accuracy=0.917500
+2020-04-10 03:26:18,279 Epoch[10] Batch [21200-21250]	Speed: 217.74 samples/sec	accuracy=0.919219
+2020-04-10 03:26:47,685 Epoch[10] Batch [21250-21300]	Speed: 217.64 samples/sec	accuracy=0.919531
+2020-04-10 03:27:17,215 Epoch[10] Batch [21300-21350]	Speed: 216.73 samples/sec	accuracy=0.913125
+2020-04-10 03:27:46,651 Epoch[10] Batch [21350-21400]	Speed: 217.43 samples/sec	accuracy=0.924375
+2020-04-10 03:28:16,047 Epoch[10] Batch [21400-21450]	Speed: 217.72 samples/sec	accuracy=0.920937
+2020-04-10 03:28:45,429 Epoch[10] Batch [21450-21500]	Speed: 217.83 samples/sec	accuracy=0.919219
+2020-04-10 03:29:14,937 Epoch[10] Batch [21500-21550]	Speed: 216.89 samples/sec	accuracy=0.918594
+2020-04-10 03:29:44,263 Epoch[10] Batch [21550-21600]	Speed: 218.24 samples/sec	accuracy=0.917656
+2020-04-10 03:30:13,674 Epoch[10] Batch [21600-21650]	Speed: 217.60 samples/sec	accuracy=0.922031
+2020-04-10 03:30:43,078 Epoch[10] Batch [21650-21700]	Speed: 217.66 samples/sec	accuracy=0.921406
+2020-04-10 03:31:12,624 Epoch[10] Batch [21700-21750]	Speed: 216.61 samples/sec	accuracy=0.917344
+2020-04-10 03:31:42,105 Epoch[10] Batch [21750-21800]	Speed: 217.09 samples/sec	accuracy=0.923750
+2020-04-10 03:32:11,590 Epoch[10] Batch [21800-21850]	Speed: 217.06 samples/sec	accuracy=0.920937
+2020-04-10 03:32:41,009 Epoch[10] Batch [21850-21900]	Speed: 217.55 samples/sec	accuracy=0.920156
+2020-04-10 03:33:10,498 Epoch[10] Batch [21900-21950]	Speed: 217.03 samples/sec	accuracy=0.925469
+2020-04-10 03:33:39,950 Epoch[10] Batch [21950-22000]	Speed: 217.30 samples/sec	accuracy=0.921719
+2020-04-10 03:34:09,609 Epoch[10] Batch [22000-22050]	Speed: 215.79 samples/sec	accuracy=0.922500
+2020-04-10 03:34:39,006 Epoch[10] Batch [22050-22100]	Speed: 217.71 samples/sec	accuracy=0.918906
+2020-04-10 03:35:08,491 Epoch[10] Batch [22100-22150]	Speed: 217.07 samples/sec	accuracy=0.923125
+2020-04-10 03:35:37,815 Epoch[10] Batch [22150-22200]	Speed: 218.25 samples/sec	accuracy=0.921562
+2020-04-10 03:36:07,359 Epoch[10] Batch [22200-22250]	Speed: 216.63 samples/sec	accuracy=0.914219
+2020-04-10 03:36:37,236 Epoch[10] Batch [22250-22300]	Speed: 214.21 samples/sec	accuracy=0.917344
+2020-04-10 03:37:06,913 Epoch[10] Batch [22300-22350]	Speed: 215.66 samples/sec	accuracy=0.917344
+2020-04-10 03:37:36,532 Epoch[10] Batch [22350-22400]	Speed: 216.08 samples/sec	accuracy=0.920000
+2020-04-10 03:38:06,081 Epoch[10] Batch [22400-22450]	Speed: 216.59 samples/sec	accuracy=0.920937
+2020-04-10 03:38:35,532 Epoch[10] Batch [22450-22500]	Speed: 217.31 samples/sec	accuracy=0.916250
+2020-04-10 03:39:05,074 Epoch[10] Batch [22500-22550]	Speed: 216.64 samples/sec	accuracy=0.920937
+2020-04-10 03:39:34,507 Epoch[10] Batch [22550-22600]	Speed: 217.45 samples/sec	accuracy=0.914062
+2020-04-10 03:40:03,763 Epoch[10] Batch [22600-22650]	Speed: 218.76 samples/sec	accuracy=0.929531
+2020-04-10 03:40:33,366 Epoch[10] Batch [22650-22700]	Speed: 216.20 samples/sec	accuracy=0.924844
+2020-04-10 03:41:02,725 Epoch[10] Batch [22700-22750]	Speed: 217.99 samples/sec	accuracy=0.923750
+2020-04-10 03:41:32,307 Epoch[10] Batch [22750-22800]	Speed: 216.35 samples/sec	accuracy=0.918125
+2020-04-10 03:42:01,620 Epoch[10] Batch [22800-22850]	Speed: 218.33 samples/sec	accuracy=0.918750
+2020-04-10 03:42:31,089 Epoch[10] Batch [22850-22900]	Speed: 217.18 samples/sec	accuracy=0.921719
+2020-04-10 03:43:00,731 Epoch[10] Batch [22900-22950]	Speed: 215.91 samples/sec	accuracy=0.918750
+2020-04-10 03:43:30,112 Epoch[10] Batch [22950-23000]	Speed: 217.83 samples/sec	accuracy=0.918750
+2020-04-10 03:43:59,593 Epoch[10] Batch [23000-23050]	Speed: 217.09 samples/sec	accuracy=0.924375
+2020-04-10 03:44:29,062 Epoch[10] Batch [23050-23100]	Speed: 217.18 samples/sec	accuracy=0.924219
+2020-04-10 03:44:58,611 Epoch[10] Batch [23100-23150]	Speed: 216.59 samples/sec	accuracy=0.925469
+2020-04-10 03:45:28,125 Epoch[10] Batch [23150-23200]	Speed: 216.85 samples/sec	accuracy=0.908281
+2020-04-10 03:45:57,400 Epoch[10] Batch [23200-23250]	Speed: 218.62 samples/sec	accuracy=0.919687
+2020-04-10 03:46:27,100 Epoch[10] Batch [23250-23300]	Speed: 215.49 samples/sec	accuracy=0.921250
+2020-04-10 03:46:56,684 Epoch[10] Batch [23300-23350]	Speed: 216.34 samples/sec	accuracy=0.925781
+2020-04-10 03:47:26,164 Epoch[10] Batch [23350-23400]	Speed: 217.09 samples/sec	accuracy=0.919375
+2020-04-10 03:47:55,744 Epoch[10] Batch [23400-23450]	Speed: 216.37 samples/sec	accuracy=0.925312
+2020-04-10 03:48:25,375 Epoch[10] Batch [23450-23500]	Speed: 215.99 samples/sec	accuracy=0.914375
+2020-04-10 03:48:54,763 Epoch[10] Batch [23500-23550]	Speed: 217.78 samples/sec	accuracy=0.917500
+2020-04-10 03:49:24,653 Epoch[10] Batch [23550-23600]	Speed: 214.12 samples/sec	accuracy=0.926875
+2020-04-10 03:49:54,238 Epoch[10] Batch [23600-23650]	Speed: 216.33 samples/sec	accuracy=0.921406
+2020-04-10 03:50:23,693 Epoch[10] Batch [23650-23700]	Speed: 217.28 samples/sec	accuracy=0.920156
+2020-04-10 03:50:53,222 Epoch[10] Batch [23700-23750]	Speed: 216.74 samples/sec	accuracy=0.921094
+2020-04-10 03:51:22,706 Epoch[10] Batch [23750-23800]	Speed: 217.07 samples/sec	accuracy=0.918750
+2020-04-10 03:51:52,082 Epoch[10] Batch [23800-23850]	Speed: 217.87 samples/sec	accuracy=0.917656
+2020-04-10 03:52:21,523 Epoch[10] Batch [23850-23900]	Speed: 217.39 samples/sec	accuracy=0.919531
+2020-04-10 03:52:51,029 Epoch[10] Batch [23900-23950]	Speed: 216.91 samples/sec	accuracy=0.920000
+2020-04-10 03:53:20,223 Epoch[10] Batch [23950-24000]	Speed: 219.22 samples/sec	accuracy=0.921406
+2020-04-10 03:53:49,706 Epoch[10] Batch [24000-24050]	Speed: 217.08 samples/sec	accuracy=0.920469
+2020-04-10 03:54:19,200 Epoch[10] Batch [24050-24100]	Speed: 216.99 samples/sec	accuracy=0.922344
+2020-04-10 03:54:48,697 Epoch[10] Batch [24100-24150]	Speed: 216.97 samples/sec	accuracy=0.922656
+2020-04-10 03:55:18,079 Epoch[10] Batch [24150-24200]	Speed: 217.82 samples/sec	accuracy=0.918438
+2020-04-10 03:55:47,487 Epoch[10] Batch [24200-24250]	Speed: 217.63 samples/sec	accuracy=0.924375
+2020-04-10 03:56:17,961 Epoch[10] Batch [24250-24300]	Speed: 210.01 samples/sec	accuracy=0.921562
+2020-04-10 03:56:49,770 Epoch[10] Batch [24300-24350]	Speed: 201.21 samples/sec	accuracy=0.921250
+2020-04-10 03:57:21,858 Epoch[10] Batch [24350-24400]	Speed: 199.45 samples/sec	accuracy=0.918906
+2020-04-10 03:57:53,644 Epoch[10] Batch [24400-24450]	Speed: 201.35 samples/sec	accuracy=0.923438
+2020-04-10 03:58:25,432 Epoch[10] Batch [24450-24500]	Speed: 201.33 samples/sec	accuracy=0.929844
+2020-04-10 03:58:57,668 Epoch[10] Batch [24500-24550]	Speed: 198.53 samples/sec	accuracy=0.921094
+2020-04-10 03:59:29,467 Epoch[10] Batch [24550-24600]	Speed: 201.27 samples/sec	accuracy=0.912969
+2020-04-10 04:00:01,355 Epoch[10] Batch [24600-24650]	Speed: 200.71 samples/sec	accuracy=0.922500
+2020-04-10 04:00:33,030 Epoch[10] Batch [24650-24700]	Speed: 202.05 samples/sec	accuracy=0.919531
+2020-04-10 04:01:04,716 Epoch[10] Batch [24700-24750]	Speed: 201.99 samples/sec	accuracy=0.923438
+2020-04-10 04:01:36,509 Epoch[10] Batch [24750-24800]	Speed: 201.31 samples/sec	accuracy=0.919844
+2020-04-10 04:02:08,655 Epoch[10] Batch [24800-24850]	Speed: 199.09 samples/sec	accuracy=0.921406
+2020-04-10 04:02:40,466 Epoch[10] Batch [24850-24900]	Speed: 201.19 samples/sec	accuracy=0.917969
+2020-04-10 04:03:12,477 Epoch[10] Batch [24900-24950]	Speed: 199.93 samples/sec	accuracy=0.917188
+2020-04-10 04:03:44,357 Epoch[10] Batch [24950-25000]	Speed: 200.75 samples/sec	accuracy=0.924844
+2020-04-10 04:04:16,356 Epoch[10] Batch [25000-25050]	Speed: 200.00 samples/sec	accuracy=0.922969
+2020-04-10 04:04:48,826 Epoch[10] Batch [25050-25100]	Speed: 197.11 samples/sec	accuracy=0.917031
+2020-04-10 04:05:20,579 Epoch[10] Batch [25100-25150]	Speed: 201.56 samples/sec	accuracy=0.917813
+2020-04-10 04:05:52,236 Epoch[10] Batch [25150-25200]	Speed: 202.17 samples/sec	accuracy=0.917344
+2020-04-10 04:06:23,943 Epoch[10] Batch [25200-25250]	Speed: 201.85 samples/sec	accuracy=0.922344
+2020-04-10 04:06:55,821 Epoch[10] Batch [25250-25300]	Speed: 200.76 samples/sec	accuracy=0.921094
+2020-04-10 04:07:27,601 Epoch[10] Batch [25300-25350]	Speed: 201.39 samples/sec	accuracy=0.918906
+2020-04-10 04:07:59,470 Epoch[10] Batch [25350-25400]	Speed: 200.82 samples/sec	accuracy=0.915781
+2020-04-10 04:08:31,264 Epoch[10] Batch [25400-25450]	Speed: 201.30 samples/sec	accuracy=0.926406
+2020-04-10 04:09:03,561 Epoch[10] Batch [25450-25500]	Speed: 198.16 samples/sec	accuracy=0.920156
+2020-04-10 04:09:35,427 Epoch[10] Batch [25500-25550]	Speed: 200.84 samples/sec	accuracy=0.925156
+2020-04-10 04:10:07,353 Epoch[10] Batch [25550-25600]	Speed: 200.46 samples/sec	accuracy=0.922969
+2020-04-10 04:10:39,697 Epoch[10] Batch [25600-25650]	Speed: 197.87 samples/sec	accuracy=0.917344
+2020-04-10 04:11:11,852 Epoch[10] Batch [25650-25700]	Speed: 199.04 samples/sec	accuracy=0.919219
+2020-04-10 04:11:43,951 Epoch[10] Batch [25700-25750]	Speed: 199.38 samples/sec	accuracy=0.918125
+2020-04-10 04:12:15,704 Epoch[10] Batch [25750-25800]	Speed: 201.56 samples/sec	accuracy=0.919531
+2020-04-10 04:12:47,989 Epoch[10] Batch [25800-25850]	Speed: 198.24 samples/sec	accuracy=0.927031
+2020-04-10 04:13:19,787 Epoch[10] Batch [25850-25900]	Speed: 201.27 samples/sec	accuracy=0.923438
+2020-04-10 04:13:51,649 Epoch[10] Batch [25900-25950]	Speed: 200.87 samples/sec	accuracy=0.921250
+2020-04-10 04:14:23,603 Epoch[10] Batch [25950-26000]	Speed: 200.29 samples/sec	accuracy=0.924219
+2020-04-10 04:14:55,531 Epoch[10] Batch [26000-26050]	Speed: 200.45 samples/sec	accuracy=0.918594
+2020-04-10 04:15:27,538 Epoch[10] Batch [26050-26100]	Speed: 199.96 samples/sec	accuracy=0.922813
+2020-04-10 04:15:59,061 Epoch[10] Batch [26100-26150]	Speed: 203.03 samples/sec	accuracy=0.921406
+2020-04-10 04:16:31,070 Epoch[10] Batch [26150-26200]	Speed: 199.94 samples/sec	accuracy=0.916250
+2020-04-10 04:17:03,165 Epoch[10] Batch [26200-26250]	Speed: 199.41 samples/sec	accuracy=0.918438
+2020-04-10 04:17:35,110 Epoch[10] Batch [26250-26300]	Speed: 200.35 samples/sec	accuracy=0.916875
+2020-04-10 04:18:06,682 Epoch[10] Batch [26300-26350]	Speed: 202.71 samples/sec	accuracy=0.923281
+2020-04-10 04:18:38,465 Epoch[10] Batch [26350-26400]	Speed: 201.37 samples/sec	accuracy=0.920937
+2020-04-10 04:19:10,440 Epoch[10] Batch [26400-26450]	Speed: 200.15 samples/sec	accuracy=0.918438
+2020-04-10 04:19:42,595 Epoch[10] Batch [26450-26500]	Speed: 199.03 samples/sec	accuracy=0.923594
+2020-04-10 04:20:14,544 Epoch[10] Batch [26500-26550]	Speed: 200.33 samples/sec	accuracy=0.925156
+2020-04-10 04:20:46,702 Epoch[10] Batch [26550-26600]	Speed: 199.02 samples/sec	accuracy=0.927344
+2020-04-10 04:21:18,566 Epoch[10] Batch [26600-26650]	Speed: 200.86 samples/sec	accuracy=0.922813
+2020-04-10 04:21:50,690 Epoch[10] Batch [26650-26700]	Speed: 199.23 samples/sec	accuracy=0.923906
+2020-04-10 04:22:22,758 Epoch[10] Batch [26700-26750]	Speed: 199.58 samples/sec	accuracy=0.922188
+2020-04-10 04:22:54,748 Epoch[10] Batch [26750-26800]	Speed: 200.06 samples/sec	accuracy=0.918906
+2020-04-10 04:23:27,076 Epoch[10] Batch [26800-26850]	Speed: 197.98 samples/sec	accuracy=0.919844
+2020-04-10 04:23:58,851 Epoch[10] Batch [26850-26900]	Speed: 201.42 samples/sec	accuracy=0.920625
+2020-04-10 04:24:30,614 Epoch[10] Batch [26900-26950]	Speed: 201.49 samples/sec	accuracy=0.921250
+2020-04-10 04:25:02,716 Epoch[10] Batch [26950-27000]	Speed: 199.37 samples/sec	accuracy=0.918438
+2020-04-10 04:25:34,897 Epoch[10] Batch [27000-27050]	Speed: 198.88 samples/sec	accuracy=0.920312
+2020-04-10 04:26:06,501 Epoch[10] Batch [27050-27100]	Speed: 202.51 samples/sec	accuracy=0.920156
+2020-04-10 04:26:38,480 Epoch[10] Batch [27100-27150]	Speed: 200.13 samples/sec	accuracy=0.919219
+2020-04-10 04:27:10,235 Epoch[10] Batch [27150-27200]	Speed: 201.55 samples/sec	accuracy=0.918281
+2020-04-10 04:27:42,260 Epoch[10] Batch [27200-27250]	Speed: 199.84 samples/sec	accuracy=0.917656
+2020-04-10 04:28:14,186 Epoch[10] Batch [27250-27300]	Speed: 200.46 samples/sec	accuracy=0.922188
+2020-04-10 04:28:46,245 Epoch[10] Batch [27300-27350]	Speed: 199.64 samples/sec	accuracy=0.921406
+2020-04-10 04:29:17,810 Epoch[10] Batch [27350-27400]	Speed: 202.76 samples/sec	accuracy=0.920469
+2020-04-10 04:29:49,814 Epoch[10] Batch [27400-27450]	Speed: 199.97 samples/sec	accuracy=0.918750
+2020-04-10 04:30:21,607 Epoch[10] Batch [27450-27500]	Speed: 201.31 samples/sec	accuracy=0.920625
+2020-04-10 04:30:53,533 Epoch[10] Batch [27500-27550]	Speed: 200.46 samples/sec	accuracy=0.915312
+2020-04-10 04:31:25,314 Epoch[10] Batch [27550-27600]	Speed: 201.38 samples/sec	accuracy=0.920781
+2020-04-10 04:31:57,213 Epoch[10] Batch [27600-27650]	Speed: 200.64 samples/sec	accuracy=0.918438
+2020-04-10 04:32:29,314 Epoch[10] Batch [27650-27700]	Speed: 199.37 samples/sec	accuracy=0.915781
+2020-04-10 04:33:01,097 Epoch[10] Batch [27700-27750]	Speed: 201.37 samples/sec	accuracy=0.918125
+2020-04-10 04:33:33,089 Epoch[10] Batch [27750-27800]	Speed: 200.05 samples/sec	accuracy=0.922969
+2020-04-10 04:34:04,975 Epoch[10] Batch [27800-27850]	Speed: 200.71 samples/sec	accuracy=0.925312
+2020-04-10 04:34:36,706 Epoch[10] Batch [27850-27900]	Speed: 201.70 samples/sec	accuracy=0.922500
+2020-04-10 04:35:08,784 Epoch[10] Batch [27900-27950]	Speed: 199.51 samples/sec	accuracy=0.920937
+2020-04-10 04:35:40,591 Epoch[10] Batch [27950-28000]	Speed: 201.22 samples/sec	accuracy=0.919687
+2020-04-10 04:36:12,528 Epoch[10] Batch [28000-28050]	Speed: 200.40 samples/sec	accuracy=0.916094
+2020-04-10 04:36:44,771 Epoch[10] Batch [28050-28100]	Speed: 198.49 samples/sec	accuracy=0.922500
+2020-04-10 04:37:16,783 Epoch[10] Batch [28100-28150]	Speed: 199.93 samples/sec	accuracy=0.914219
+2020-04-10 04:37:48,726 Epoch[10] Batch [28150-28200]	Speed: 200.36 samples/sec	accuracy=0.919844
+2020-04-10 04:38:13,115 Epoch[10] Train-accuracy=0.919736
+2020-04-10 04:38:13,115 Epoch[10] Time cost=17810.683
+2020-04-10 04:38:13,300 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0011.params"
+2020-04-10 05:09:06,452 Epoch[10] Validation-accuracy=0.966474
+2020-04-10 05:09:45,268 Epoch[11] Batch [0-50]	Speed: 208.82 samples/sec	accuracy=0.923407
+2020-04-10 05:10:16,366 Epoch[11] Batch [50-100]	Speed: 205.80 samples/sec	accuracy=0.915156
+2020-04-10 05:10:47,493 Epoch[11] Batch [100-150]	Speed: 205.61 samples/sec	accuracy=0.919063
+2020-04-10 05:11:18,234 Epoch[11] Batch [150-200]	Speed: 208.19 samples/sec	accuracy=0.920625
+2020-04-10 05:11:49,915 Epoch[11] Batch [200-250]	Speed: 202.01 samples/sec	accuracy=0.919063
+2020-04-10 05:12:19,918 Epoch[11] Batch [250-300]	Speed: 213.32 samples/sec	accuracy=0.921719
+2020-04-10 05:12:51,192 Epoch[11] Batch [300-350]	Speed: 204.64 samples/sec	accuracy=0.925781
+2020-04-10 05:13:21,946 Epoch[11] Batch [350-400]	Speed: 208.11 samples/sec	accuracy=0.920625
+2020-04-10 05:13:53,814 Epoch[11] Batch [400-450]	Speed: 200.83 samples/sec	accuracy=0.920000
+2020-04-10 05:14:25,944 Epoch[11] Batch [450-500]	Speed: 199.19 samples/sec	accuracy=0.924375
+2020-04-10 05:14:57,370 Epoch[11] Batch [500-550]	Speed: 203.66 samples/sec	accuracy=0.926094
+2020-04-10 05:15:28,509 Epoch[11] Batch [550-600]	Speed: 205.53 samples/sec	accuracy=0.919375
+2020-04-10 05:15:59,785 Epoch[11] Batch [600-650]	Speed: 204.63 samples/sec	accuracy=0.922344
+2020-04-10 05:16:32,242 Epoch[11] Batch [650-700]	Speed: 197.18 samples/sec	accuracy=0.923906
+2020-04-10 05:17:03,401 Epoch[11] Batch [700-750]	Speed: 205.40 samples/sec	accuracy=0.921406
+2020-04-10 05:17:34,412 Epoch[11] Batch [750-800]	Speed: 206.38 samples/sec	accuracy=0.925000
+2020-04-10 05:18:06,998 Epoch[11] Batch [800-850]	Speed: 196.41 samples/sec	accuracy=0.925156
+2020-04-10 05:18:37,570 Epoch[11] Batch [850-900]	Speed: 209.34 samples/sec	accuracy=0.919219
+2020-04-10 05:19:09,459 Epoch[11] Batch [900-950]	Speed: 200.70 samples/sec	accuracy=0.915312
+2020-04-10 05:19:39,688 Epoch[11] Batch [950-1000]	Speed: 211.72 samples/sec	accuracy=0.925000
+2020-04-10 05:20:10,614 Epoch[11] Batch [1000-1050]	Speed: 206.94 samples/sec	accuracy=0.922500
+2020-04-10 05:20:41,444 Epoch[11] Batch [1050-1100]	Speed: 207.60 samples/sec	accuracy=0.921562
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+2020-04-10 05:21:42,651 Epoch[11] Batch [1150-1200]	Speed: 211.61 samples/sec	accuracy=0.917969
+2020-04-10 05:22:13,839 Epoch[11] Batch [1200-1250]	Speed: 205.21 samples/sec	accuracy=0.913906
+2020-04-10 05:22:45,006 Epoch[11] Batch [1250-1300]	Speed: 205.35 samples/sec	accuracy=0.919687
+2020-04-10 05:23:15,320 Epoch[11] Batch [1300-1350]	Speed: 211.13 samples/sec	accuracy=0.919844
+2020-04-10 05:23:44,967 Epoch[11] Batch [1350-1400]	Speed: 215.88 samples/sec	accuracy=0.923750
+2020-04-10 05:24:14,728 Epoch[11] Batch [1400-1450]	Speed: 215.04 samples/sec	accuracy=0.926250
+2020-04-10 05:24:44,101 Epoch[11] Batch [1450-1500]	Speed: 217.89 samples/sec	accuracy=0.923125
+2020-04-10 05:25:13,643 Epoch[11] Batch [1500-1550]	Speed: 216.64 samples/sec	accuracy=0.913594
+2020-04-10 05:25:43,329 Epoch[11] Batch [1550-1600]	Speed: 215.59 samples/sec	accuracy=0.915625
+2020-04-10 05:26:12,984 Epoch[11] Batch [1600-1650]	Speed: 215.81 samples/sec	accuracy=0.923281
+2020-04-10 05:26:42,645 Epoch[11] Batch [1650-1700]	Speed: 215.78 samples/sec	accuracy=0.927031
+2020-04-10 05:27:12,276 Epoch[11] Batch [1700-1750]	Speed: 215.99 samples/sec	accuracy=0.920937
+2020-04-10 05:27:41,847 Epoch[11] Batch [1750-1800]	Speed: 216.43 samples/sec	accuracy=0.919687
+2020-04-10 05:28:11,395 Epoch[11] Batch [1800-1850]	Speed: 216.60 samples/sec	accuracy=0.917656
+2020-04-10 05:28:41,424 Epoch[11] Batch [1850-1900]	Speed: 213.13 samples/sec	accuracy=0.917969
+2020-04-10 05:29:10,912 Epoch[11] Batch [1900-1950]	Speed: 217.04 samples/sec	accuracy=0.921406
+2020-04-10 05:29:40,485 Epoch[11] Batch [1950-2000]	Speed: 216.41 samples/sec	accuracy=0.917656
+2020-04-10 05:30:10,116 Epoch[11] Batch [2000-2050]	Speed: 216.00 samples/sec	accuracy=0.915937
+2020-04-10 05:30:39,918 Epoch[11] Batch [2050-2100]	Speed: 214.75 samples/sec	accuracy=0.918906
+2020-04-10 05:31:09,484 Epoch[11] Batch [2100-2150]	Speed: 216.46 samples/sec	accuracy=0.924375
+2020-04-10 05:31:39,139 Epoch[11] Batch [2150-2200]	Speed: 215.82 samples/sec	accuracy=0.923594
+2020-04-10 05:32:08,874 Epoch[11] Batch [2200-2250]	Speed: 215.23 samples/sec	accuracy=0.920000
+2020-04-10 05:32:38,489 Epoch[11] Batch [2250-2300]	Speed: 216.11 samples/sec	accuracy=0.916094
+2020-04-10 05:33:08,148 Epoch[11] Batch [2300-2350]	Speed: 215.79 samples/sec	accuracy=0.919687
+2020-04-10 05:33:37,611 Epoch[11] Batch [2350-2400]	Speed: 217.22 samples/sec	accuracy=0.920000
+2020-04-10 05:34:07,364 Epoch[11] Batch [2400-2450]	Speed: 215.11 samples/sec	accuracy=0.922813
+2020-04-10 05:34:36,908 Epoch[11] Batch [2450-2500]	Speed: 216.63 samples/sec	accuracy=0.922500
+2020-04-10 05:35:06,601 Epoch[11] Batch [2500-2550]	Speed: 215.54 samples/sec	accuracy=0.918594
+2020-04-10 05:35:36,402 Epoch[11] Batch [2550-2600]	Speed: 214.76 samples/sec	accuracy=0.917656
+2020-04-10 05:36:05,955 Epoch[11] Batch [2600-2650]	Speed: 216.57 samples/sec	accuracy=0.921094
+2020-04-10 05:36:35,585 Epoch[11] Batch [2650-2700]	Speed: 215.99 samples/sec	accuracy=0.920156
+2020-04-10 05:37:05,326 Epoch[11] Batch [2700-2750]	Speed: 215.20 samples/sec	accuracy=0.920156
+2020-04-10 05:37:35,176 Epoch[11] Batch [2750-2800]	Speed: 214.41 samples/sec	accuracy=0.917188
+2020-04-10 05:38:05,005 Epoch[11] Batch [2800-2850]	Speed: 214.55 samples/sec	accuracy=0.922656
+2020-04-10 05:38:34,918 Epoch[11] Batch [2850-2900]	Speed: 213.96 samples/sec	accuracy=0.921094
+2020-04-10 05:39:04,716 Epoch[11] Batch [2900-2950]	Speed: 214.78 samples/sec	accuracy=0.919063
+2020-04-10 05:39:34,137 Epoch[11] Batch [2950-3000]	Speed: 217.53 samples/sec	accuracy=0.919063
+2020-04-10 05:40:03,909 Epoch[11] Batch [3000-3050]	Speed: 214.97 samples/sec	accuracy=0.917813
+2020-04-10 05:40:33,386 Epoch[11] Batch [3050-3100]	Speed: 217.12 samples/sec	accuracy=0.924687
+2020-04-10 05:41:03,014 Epoch[11] Batch [3100-3150]	Speed: 216.02 samples/sec	accuracy=0.920937
+2020-04-10 05:41:32,541 Epoch[11] Batch [3150-3200]	Speed: 216.75 samples/sec	accuracy=0.916719
+2020-04-10 05:42:02,165 Epoch[11] Batch [3200-3250]	Speed: 216.04 samples/sec	accuracy=0.926094
+2020-04-10 05:42:31,978 Epoch[11] Batch [3250-3300]	Speed: 214.67 samples/sec	accuracy=0.923281
+2020-04-10 05:43:01,448 Epoch[11] Batch [3300-3350]	Speed: 217.18 samples/sec	accuracy=0.919687
+2020-04-10 05:43:31,145 Epoch[11] Batch [3350-3400]	Speed: 215.51 samples/sec	accuracy=0.914219
+2020-04-10 05:44:00,829 Epoch[11] Batch [3400-3450]	Speed: 215.60 samples/sec	accuracy=0.923438
+2020-04-10 05:44:30,966 Epoch[11] Batch [3450-3500]	Speed: 212.37 samples/sec	accuracy=0.922031
+2020-04-10 05:45:00,626 Epoch[11] Batch [3500-3550]	Speed: 215.78 samples/sec	accuracy=0.920937
+2020-04-10 05:45:30,277 Epoch[11] Batch [3550-3600]	Speed: 215.85 samples/sec	accuracy=0.919375
+2020-04-10 05:46:00,031 Epoch[11] Batch [3600-3650]	Speed: 215.10 samples/sec	accuracy=0.921875
+2020-04-10 05:46:29,958 Epoch[11] Batch [3650-3700]	Speed: 213.85 samples/sec	accuracy=0.921250
+2020-04-10 05:46:59,770 Epoch[11] Batch [3700-3750]	Speed: 214.68 samples/sec	accuracy=0.914687
+2020-04-10 05:47:29,442 Epoch[11] Batch [3750-3800]	Speed: 215.69 samples/sec	accuracy=0.919375
+2020-04-10 05:47:59,316 Epoch[11] Batch [3800-3850]	Speed: 214.24 samples/sec	accuracy=0.925312
+2020-04-10 05:48:28,781 Epoch[11] Batch [3850-3900]	Speed: 217.20 samples/sec	accuracy=0.924844
+2020-04-10 05:48:58,594 Epoch[11] Batch [3900-3950]	Speed: 214.67 samples/sec	accuracy=0.924844
+2020-04-10 05:49:28,455 Epoch[11] Batch [3950-4000]	Speed: 214.33 samples/sec	accuracy=0.919687
+2020-04-10 05:49:58,198 Epoch[11] Batch [4000-4050]	Speed: 215.18 samples/sec	accuracy=0.916875
+2020-04-10 05:50:27,970 Epoch[11] Batch [4050-4100]	Speed: 214.97 samples/sec	accuracy=0.916250
+2020-04-10 05:50:57,379 Epoch[11] Batch [4100-4150]	Speed: 217.62 samples/sec	accuracy=0.925000
+2020-04-10 05:51:26,969 Epoch[11] Batch [4150-4200]	Speed: 216.29 samples/sec	accuracy=0.918750
+2020-04-10 05:51:57,057 Epoch[11] Batch [4200-4250]	Speed: 212.71 samples/sec	accuracy=0.920000
+2020-04-10 05:52:26,888 Epoch[11] Batch [4250-4300]	Speed: 214.54 samples/sec	accuracy=0.923125
+2020-04-10 05:52:56,471 Epoch[11] Batch [4300-4350]	Speed: 216.34 samples/sec	accuracy=0.922188
+2020-04-10 05:53:26,081 Epoch[11] Batch [4350-4400]	Speed: 216.14 samples/sec	accuracy=0.913906
+2020-04-10 05:53:55,868 Epoch[11] Batch [4400-4450]	Speed: 214.86 samples/sec	accuracy=0.919219
+2020-04-10 05:54:25,436 Epoch[11] Batch [4450-4500]	Speed: 216.45 samples/sec	accuracy=0.923438
+2020-04-10 05:54:54,881 Epoch[11] Batch [4500-4550]	Speed: 217.36 samples/sec	accuracy=0.922813
+2020-04-10 05:55:24,774 Epoch[11] Batch [4550-4600]	Speed: 214.10 samples/sec	accuracy=0.922813
+2020-04-10 05:55:54,492 Epoch[11] Batch [4600-4650]	Speed: 215.36 samples/sec	accuracy=0.919844
+2020-04-10 05:56:24,318 Epoch[11] Batch [4650-4700]	Speed: 214.58 samples/sec	accuracy=0.923750
+2020-04-10 05:56:54,038 Epoch[11] Batch [4700-4750]	Speed: 215.34 samples/sec	accuracy=0.926094
+2020-04-10 05:57:23,663 Epoch[11] Batch [4750-4800]	Speed: 216.04 samples/sec	accuracy=0.917344
+2020-04-10 05:57:53,389 Epoch[11] Batch [4800-4850]	Speed: 215.30 samples/sec	accuracy=0.926562
+2020-04-10 05:58:22,895 Epoch[11] Batch [4850-4900]	Speed: 216.91 samples/sec	accuracy=0.927188
+2020-04-10 05:58:52,568 Epoch[11] Batch [4900-4950]	Speed: 215.69 samples/sec	accuracy=0.926875
+2020-04-10 05:59:22,190 Epoch[11] Batch [4950-5000]	Speed: 216.06 samples/sec	accuracy=0.918906
+2020-04-10 05:59:52,313 Epoch[11] Batch [5000-5050]	Speed: 212.46 samples/sec	accuracy=0.922031
+2020-04-10 06:00:21,914 Epoch[11] Batch [5050-5100]	Speed: 216.21 samples/sec	accuracy=0.925312
+2020-04-10 06:00:51,872 Epoch[11] Batch [5100-5150]	Speed: 213.63 samples/sec	accuracy=0.920625
+2020-04-10 06:01:21,701 Epoch[11] Batch [5150-5200]	Speed: 214.56 samples/sec	accuracy=0.920781
+2020-04-10 06:01:51,356 Epoch[11] Batch [5200-5250]	Speed: 215.81 samples/sec	accuracy=0.922500
+2020-04-10 06:02:20,993 Epoch[11] Batch [5250-5300]	Speed: 215.95 samples/sec	accuracy=0.924531
+2020-04-10 06:02:50,753 Epoch[11] Batch [5300-5350]	Speed: 215.06 samples/sec	accuracy=0.923750
+2020-04-10 06:03:20,449 Epoch[11] Batch [5350-5400]	Speed: 215.52 samples/sec	accuracy=0.922344
+2020-04-10 06:03:50,250 Epoch[11] Batch [5400-5450]	Speed: 214.76 samples/sec	accuracy=0.916094
+2020-04-10 06:04:19,887 Epoch[11] Batch [5450-5500]	Speed: 215.95 samples/sec	accuracy=0.916406
+2020-04-10 06:04:49,483 Epoch[11] Batch [5500-5550]	Speed: 216.24 samples/sec	accuracy=0.920312
+2020-04-10 06:05:19,066 Epoch[11] Batch [5550-5600]	Speed: 216.35 samples/sec	accuracy=0.916406
+2020-04-10 06:05:48,640 Epoch[11] Batch [5600-5650]	Speed: 216.40 samples/sec	accuracy=0.917031
+2020-04-10 06:06:18,430 Epoch[11] Batch [5650-5700]	Speed: 214.84 samples/sec	accuracy=0.913750
+2020-04-10 06:06:47,953 Epoch[11] Batch [5700-5750]	Speed: 216.79 samples/sec	accuracy=0.924687
+2020-04-10 06:07:17,378 Epoch[11] Batch [5750-5800]	Speed: 217.50 samples/sec	accuracy=0.920156
+2020-04-10 06:07:47,184 Epoch[11] Batch [5800-5850]	Speed: 214.73 samples/sec	accuracy=0.924844
+2020-04-10 06:08:16,940 Epoch[11] Batch [5850-5900]	Speed: 215.09 samples/sec	accuracy=0.917500
+2020-04-10 06:08:46,627 Epoch[11] Batch [5900-5950]	Speed: 215.58 samples/sec	accuracy=0.919687
+2020-04-10 06:09:16,669 Epoch[11] Batch [5950-6000]	Speed: 213.04 samples/sec	accuracy=0.922969
+2020-04-10 06:09:46,330 Epoch[11] Batch [6000-6050]	Speed: 215.77 samples/sec	accuracy=0.923281
+2020-04-10 06:10:16,049 Epoch[11] Batch [6050-6100]	Speed: 215.35 samples/sec	accuracy=0.921094
+2020-04-10 06:10:45,769 Epoch[11] Batch [6100-6150]	Speed: 215.34 samples/sec	accuracy=0.926094
+2020-04-10 06:11:15,448 Epoch[11] Batch [6150-6200]	Speed: 215.64 samples/sec	accuracy=0.926406
+2020-04-10 06:11:44,967 Epoch[11] Batch [6200-6250]	Speed: 216.81 samples/sec	accuracy=0.918281
+2020-04-10 06:12:14,518 Epoch[11] Batch [6250-6300]	Speed: 216.58 samples/sec	accuracy=0.921875
+2020-04-10 06:12:44,194 Epoch[11] Batch [6300-6350]	Speed: 215.67 samples/sec	accuracy=0.921875
+2020-04-10 06:13:14,301 Epoch[11] Batch [6350-6400]	Speed: 212.58 samples/sec	accuracy=0.931406
+2020-04-10 06:13:43,906 Epoch[11] Batch [6400-6450]	Speed: 216.18 samples/sec	accuracy=0.922813
+2020-04-10 06:14:13,628 Epoch[11] Batch [6450-6500]	Speed: 215.33 samples/sec	accuracy=0.918594
+2020-04-10 06:14:43,763 Epoch[11] Batch [6500-6550]	Speed: 212.38 samples/sec	accuracy=0.919219
+2020-04-10 06:15:13,270 Epoch[11] Batch [6550-6600]	Speed: 216.90 samples/sec	accuracy=0.924844
+2020-04-10 06:15:43,219 Epoch[11] Batch [6600-6650]	Speed: 213.70 samples/sec	accuracy=0.920625
+2020-04-10 06:16:12,659 Epoch[11] Batch [6650-6700]	Speed: 217.39 samples/sec	accuracy=0.923125
+2020-04-10 06:16:42,302 Epoch[11] Batch [6700-6750]	Speed: 215.90 samples/sec	accuracy=0.922813
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+2020-04-10 06:17:41,465 Epoch[11] Batch [6800-6850]	Speed: 217.89 samples/sec	accuracy=0.921719
+2020-04-10 06:18:11,273 Epoch[11] Batch [6850-6900]	Speed: 214.71 samples/sec	accuracy=0.919687
+2020-04-10 06:18:40,802 Epoch[11] Batch [6900-6950]	Speed: 216.74 samples/sec	accuracy=0.923125
+2020-04-10 06:19:10,445 Epoch[11] Batch [6950-7000]	Speed: 215.91 samples/sec	accuracy=0.927031
+2020-04-10 06:19:40,154 Epoch[11] Batch [7000-7050]	Speed: 215.43 samples/sec	accuracy=0.924375
+2020-04-10 06:20:10,020 Epoch[11] Batch [7050-7100]	Speed: 214.29 samples/sec	accuracy=0.919531
+2020-04-10 06:20:39,773 Epoch[11] Batch [7100-7150]	Speed: 215.11 samples/sec	accuracy=0.930000
+2020-04-10 06:21:09,449 Epoch[11] Batch [7150-7200]	Speed: 215.66 samples/sec	accuracy=0.921562
+2020-04-10 06:21:39,317 Epoch[11] Batch [7200-7250]	Speed: 214.28 samples/sec	accuracy=0.917656
+2020-04-10 06:22:08,896 Epoch[11] Batch [7250-7300]	Speed: 216.37 samples/sec	accuracy=0.927656
+2020-04-10 06:22:38,540 Epoch[11] Batch [7300-7350]	Speed: 215.89 samples/sec	accuracy=0.921562
+2020-04-10 06:23:08,288 Epoch[11] Batch [7350-7400]	Speed: 215.14 samples/sec	accuracy=0.923125
+2020-04-10 06:23:38,070 Epoch[11] Batch [7400-7450]	Speed: 214.90 samples/sec	accuracy=0.925156
+2020-04-10 06:24:07,750 Epoch[11] Batch [7450-7500]	Speed: 215.64 samples/sec	accuracy=0.920312
+2020-04-10 06:24:37,524 Epoch[11] Batch [7500-7550]	Speed: 214.96 samples/sec	accuracy=0.919531
+2020-04-10 06:25:07,137 Epoch[11] Batch [7550-7600]	Speed: 216.12 samples/sec	accuracy=0.924375
+2020-04-10 06:25:36,546 Epoch[11] Batch [7600-7650]	Speed: 217.62 samples/sec	accuracy=0.922656
+2020-04-10 06:26:06,125 Epoch[11] Batch [7650-7700]	Speed: 216.37 samples/sec	accuracy=0.920469
+2020-04-10 06:26:35,891 Epoch[11] Batch [7700-7750]	Speed: 215.02 samples/sec	accuracy=0.920156
+2020-04-10 06:27:05,563 Epoch[11] Batch [7750-7800]	Speed: 215.69 samples/sec	accuracy=0.916875
+2020-04-10 06:27:35,390 Epoch[11] Batch [7800-7850]	Speed: 214.57 samples/sec	accuracy=0.920312
+2020-04-10 06:28:05,038 Epoch[11] Batch [7850-7900]	Speed: 215.87 samples/sec	accuracy=0.927344
+2020-04-10 06:28:34,602 Epoch[11] Batch [7900-7950]	Speed: 216.48 samples/sec	accuracy=0.918281
+2020-04-10 06:29:04,176 Epoch[11] Batch [7950-8000]	Speed: 216.40 samples/sec	accuracy=0.921719
+2020-04-10 06:29:33,934 Epoch[11] Batch [8000-8050]	Speed: 215.07 samples/sec	accuracy=0.917188
+2020-04-10 06:30:03,983 Epoch[11] Batch [8050-8100]	Speed: 212.99 samples/sec	accuracy=0.919687
+2020-04-10 06:30:33,510 Epoch[11] Batch [8100-8150]	Speed: 216.75 samples/sec	accuracy=0.925781
+2020-04-10 06:31:03,131 Epoch[11] Batch [8150-8200]	Speed: 216.07 samples/sec	accuracy=0.922188
+2020-04-10 06:31:32,674 Epoch[11] Batch [8200-8250]	Speed: 216.63 samples/sec	accuracy=0.913125
+2020-04-10 06:32:02,296 Epoch[11] Batch [8250-8300]	Speed: 216.06 samples/sec	accuracy=0.919063
+2020-04-10 06:32:31,804 Epoch[11] Batch [8300-8350]	Speed: 216.90 samples/sec	accuracy=0.920000
+2020-04-10 06:33:01,473 Epoch[11] Batch [8350-8400]	Speed: 215.71 samples/sec	accuracy=0.917969
+2020-04-10 06:33:31,277 Epoch[11] Batch [8400-8450]	Speed: 214.74 samples/sec	accuracy=0.923750
+2020-04-10 06:34:00,864 Epoch[11] Batch [8450-8500]	Speed: 216.32 samples/sec	accuracy=0.919687
+2020-04-10 06:34:30,346 Epoch[11] Batch [8500-8550]	Speed: 217.08 samples/sec	accuracy=0.924063
+2020-04-10 06:35:00,083 Epoch[11] Batch [8550-8600]	Speed: 215.22 samples/sec	accuracy=0.920781
+2020-04-10 06:35:29,704 Epoch[11] Batch [8600-8650]	Speed: 216.07 samples/sec	accuracy=0.918438
+2020-04-10 06:35:59,196 Epoch[11] Batch [8650-8700]	Speed: 217.01 samples/sec	accuracy=0.923125
+2020-04-10 06:36:28,752 Epoch[11] Batch [8700-8750]	Speed: 216.54 samples/sec	accuracy=0.924844
+2020-04-10 06:36:58,698 Epoch[11] Batch [8750-8800]	Speed: 213.71 samples/sec	accuracy=0.921875
+2020-04-10 06:37:28,330 Epoch[11] Batch [8800-8850]	Speed: 215.99 samples/sec	accuracy=0.924844
+2020-04-10 06:37:58,211 Epoch[11] Batch [8850-8900]	Speed: 214.18 samples/sec	accuracy=0.929844
+2020-04-10 06:38:27,928 Epoch[11] Batch [8900-8950]	Speed: 215.36 samples/sec	accuracy=0.920312
+2020-04-10 06:38:57,807 Epoch[11] Batch [8950-9000]	Speed: 214.20 samples/sec	accuracy=0.922500
+2020-04-10 06:39:27,727 Epoch[11] Batch [9000-9050]	Speed: 213.91 samples/sec	accuracy=0.922031
+2020-04-10 06:39:57,597 Epoch[11] Batch [9050-9100]	Speed: 214.26 samples/sec	accuracy=0.921250
+2020-04-10 06:40:27,083 Epoch[11] Batch [9100-9150]	Speed: 217.06 samples/sec	accuracy=0.917344
+2020-04-10 06:40:56,734 Epoch[11] Batch [9150-9200]	Speed: 215.84 samples/sec	accuracy=0.920000
+2020-04-10 06:41:26,390 Epoch[11] Batch [9200-9250]	Speed: 215.81 samples/sec	accuracy=0.919375
+2020-04-10 06:41:56,125 Epoch[11] Batch [9250-9300]	Speed: 215.24 samples/sec	accuracy=0.924531
+2020-04-10 06:42:25,789 Epoch[11] Batch [9300-9350]	Speed: 215.76 samples/sec	accuracy=0.914531
+2020-04-10 06:42:55,382 Epoch[11] Batch [9350-9400]	Speed: 216.27 samples/sec	accuracy=0.926250
+2020-04-10 06:43:24,888 Epoch[11] Batch [9400-9450]	Speed: 216.90 samples/sec	accuracy=0.921875
+2020-04-10 06:43:54,665 Epoch[11] Batch [9450-9500]	Speed: 214.93 samples/sec	accuracy=0.914062
+2020-04-10 06:44:24,325 Epoch[11] Batch [9500-9550]	Speed: 215.79 samples/sec	accuracy=0.924531
+2020-04-10 06:44:54,066 Epoch[11] Batch [9550-9600]	Speed: 215.19 samples/sec	accuracy=0.921406
+2020-04-10 06:45:24,006 Epoch[11] Batch [9600-9650]	Speed: 213.76 samples/sec	accuracy=0.920625
+2020-04-10 06:45:53,526 Epoch[11] Batch [9650-9700]	Speed: 216.81 samples/sec	accuracy=0.921562
+2020-04-10 06:46:23,124 Epoch[11] Batch [9700-9750]	Speed: 216.24 samples/sec	accuracy=0.923750
+2020-04-10 06:46:52,587 Epoch[11] Batch [9750-9800]	Speed: 217.22 samples/sec	accuracy=0.925000
+2020-04-10 06:47:22,352 Epoch[11] Batch [9800-9850]	Speed: 215.02 samples/sec	accuracy=0.925000
+2020-04-10 06:47:51,963 Epoch[11] Batch [9850-9900]	Speed: 216.13 samples/sec	accuracy=0.922188
+2020-04-10 06:48:21,633 Epoch[11] Batch [9900-9950]	Speed: 215.71 samples/sec	accuracy=0.924063
+2020-04-10 06:48:51,195 Epoch[11] Batch [9950-10000]	Speed: 216.49 samples/sec	accuracy=0.921094
+2020-04-10 06:49:20,790 Epoch[11] Batch [10000-10050]	Speed: 216.26 samples/sec	accuracy=0.924063
+2020-04-10 06:49:50,345 Epoch[11] Batch [10050-10100]	Speed: 216.54 samples/sec	accuracy=0.921875
+2020-04-10 06:50:20,253 Epoch[11] Batch [10100-10150]	Speed: 214.00 samples/sec	accuracy=0.923906
+2020-04-10 06:50:49,960 Epoch[11] Batch [10150-10200]	Speed: 215.44 samples/sec	accuracy=0.923594
+2020-04-10 06:51:19,664 Epoch[11] Batch [10200-10250]	Speed: 215.46 samples/sec	accuracy=0.922813
+2020-04-10 06:51:49,193 Epoch[11] Batch [10250-10300]	Speed: 216.73 samples/sec	accuracy=0.923125
+2020-04-10 06:52:18,946 Epoch[11] Batch [10300-10350]	Speed: 215.11 samples/sec	accuracy=0.918281
+2020-04-10 06:52:48,550 Epoch[11] Batch [10350-10400]	Speed: 216.19 samples/sec	accuracy=0.920312
+2020-04-10 06:53:18,108 Epoch[11] Batch [10400-10450]	Speed: 216.52 samples/sec	accuracy=0.922656
+2020-04-10 06:53:47,807 Epoch[11] Batch [10450-10500]	Speed: 215.50 samples/sec	accuracy=0.921719
+2020-04-10 06:54:17,495 Epoch[11] Batch [10500-10550]	Speed: 215.57 samples/sec	accuracy=0.923750
+2020-04-10 06:54:47,163 Epoch[11] Batch [10550-10600]	Speed: 215.72 samples/sec	accuracy=0.922031
+2020-04-10 06:55:16,879 Epoch[11] Batch [10600-10650]	Speed: 215.38 samples/sec	accuracy=0.923750
+2020-04-10 06:55:46,427 Epoch[11] Batch [10650-10700]	Speed: 216.60 samples/sec	accuracy=0.925625
+2020-04-10 06:56:16,561 Epoch[11] Batch [10700-10750]	Speed: 212.39 samples/sec	accuracy=0.921094
+2020-04-10 06:56:46,520 Epoch[11] Batch [10750-10800]	Speed: 213.63 samples/sec	accuracy=0.921875
+2020-04-10 06:57:16,198 Epoch[11] Batch [10800-10850]	Speed: 215.65 samples/sec	accuracy=0.920781
+2020-04-10 06:57:46,218 Epoch[11] Batch [10850-10900]	Speed: 213.20 samples/sec	accuracy=0.925625
+2020-04-10 06:58:15,805 Epoch[11] Batch [10900-10950]	Speed: 216.31 samples/sec	accuracy=0.926406
+2020-04-10 06:58:45,525 Epoch[11] Batch [10950-11000]	Speed: 215.34 samples/sec	accuracy=0.919531
+2020-04-10 06:59:15,273 Epoch[11] Batch [11000-11050]	Speed: 215.15 samples/sec	accuracy=0.921875
+2020-04-10 06:59:45,176 Epoch[11] Batch [11050-11100]	Speed: 214.03 samples/sec	accuracy=0.921562
+2020-04-10 07:00:14,749 Epoch[11] Batch [11100-11150]	Speed: 216.41 samples/sec	accuracy=0.920625
+2020-04-10 07:00:44,348 Epoch[11] Batch [11150-11200]	Speed: 216.22 samples/sec	accuracy=0.925781
+2020-04-10 07:01:14,009 Epoch[11] Batch [11200-11250]	Speed: 215.77 samples/sec	accuracy=0.929219
+2020-04-10 07:01:44,084 Epoch[11] Batch [11250-11300]	Speed: 212.81 samples/sec	accuracy=0.921719
+2020-04-10 07:02:14,094 Epoch[11] Batch [11300-11350]	Speed: 213.26 samples/sec	accuracy=0.921094
+2020-04-10 07:02:43,799 Epoch[11] Batch [11350-11400]	Speed: 215.45 samples/sec	accuracy=0.925625
+2020-04-10 07:03:13,330 Epoch[11] Batch [11400-11450]	Speed: 216.73 samples/sec	accuracy=0.924219
+2020-04-10 07:03:42,935 Epoch[11] Batch [11450-11500]	Speed: 216.18 samples/sec	accuracy=0.920625
+2020-04-10 07:04:12,601 Epoch[11] Batch [11500-11550]	Speed: 215.74 samples/sec	accuracy=0.924063
+2020-04-10 07:04:42,196 Epoch[11] Batch [11550-11600]	Speed: 216.25 samples/sec	accuracy=0.922813
+2020-04-10 07:05:11,987 Epoch[11] Batch [11600-11650]	Speed: 214.83 samples/sec	accuracy=0.918281
+2020-04-10 07:05:41,876 Epoch[11] Batch [11650-11700]	Speed: 214.13 samples/sec	accuracy=0.922031
+2020-04-10 07:06:11,446 Epoch[11] Batch [11700-11750]	Speed: 216.44 samples/sec	accuracy=0.920000
+2020-04-10 07:06:41,219 Epoch[11] Batch [11750-11800]	Speed: 214.96 samples/sec	accuracy=0.920469
+2020-04-10 07:07:10,800 Epoch[11] Batch [11800-11850]	Speed: 216.35 samples/sec	accuracy=0.923438
+2020-04-10 07:07:40,378 Epoch[11] Batch [11850-11900]	Speed: 216.38 samples/sec	accuracy=0.919844
+2020-04-10 07:08:10,017 Epoch[11] Batch [11900-11950]	Speed: 215.93 samples/sec	accuracy=0.922031
+2020-04-10 07:08:39,603 Epoch[11] Batch [11950-12000]	Speed: 216.32 samples/sec	accuracy=0.924844
+2020-04-10 07:09:09,452 Epoch[11] Batch [12000-12050]	Speed: 214.42 samples/sec	accuracy=0.922500
+2020-04-10 07:09:39,202 Epoch[11] Batch [12050-12100]	Speed: 215.13 samples/sec	accuracy=0.923438
+2020-04-10 07:10:08,675 Epoch[11] Batch [12100-12150]	Speed: 217.15 samples/sec	accuracy=0.917031
+2020-04-10 07:10:38,068 Epoch[11] Batch [12150-12200]	Speed: 217.74 samples/sec	accuracy=0.925000
+2020-04-10 07:11:07,731 Epoch[11] Batch [12200-12250]	Speed: 215.76 samples/sec	accuracy=0.927188
+2020-04-10 07:11:37,504 Epoch[11] Batch [12250-12300]	Speed: 214.96 samples/sec	accuracy=0.918438
+2020-04-10 07:12:07,199 Epoch[11] Batch [12300-12350]	Speed: 215.52 samples/sec	accuracy=0.918750
+2020-04-10 07:12:37,407 Epoch[11] Batch [12350-12400]	Speed: 211.87 samples/sec	accuracy=0.919063
+2020-04-10 07:13:07,017 Epoch[11] Batch [12400-12450]	Speed: 216.15 samples/sec	accuracy=0.922969
+2020-04-10 07:13:36,462 Epoch[11] Batch [12450-12500]	Speed: 217.36 samples/sec	accuracy=0.924063
+2020-04-10 07:14:06,021 Epoch[11] Batch [12500-12550]	Speed: 216.52 samples/sec	accuracy=0.919531
+2020-04-10 07:14:36,111 Epoch[11] Batch [12550-12600]	Speed: 212.69 samples/sec	accuracy=0.922188
+2020-04-10 07:15:05,808 Epoch[11] Batch [12600-12650]	Speed: 215.52 samples/sec	accuracy=0.917031
+2020-04-10 07:15:35,390 Epoch[11] Batch [12650-12700]	Speed: 216.34 samples/sec	accuracy=0.922188
+2020-04-10 07:16:04,967 Epoch[11] Batch [12700-12750]	Speed: 216.39 samples/sec	accuracy=0.925312
+2020-04-10 07:16:34,780 Epoch[11] Batch [12750-12800]	Speed: 214.67 samples/sec	accuracy=0.921406
+2020-04-10 07:17:04,196 Epoch[11] Batch [12800-12850]	Speed: 217.57 samples/sec	accuracy=0.918125
+2020-04-10 07:17:33,845 Epoch[11] Batch [12850-12900]	Speed: 215.86 samples/sec	accuracy=0.925469
+2020-04-10 07:18:03,619 Epoch[11] Batch [12900-12950]	Speed: 214.96 samples/sec	accuracy=0.919375
+2020-04-10 07:18:33,190 Epoch[11] Batch [12950-13000]	Speed: 216.43 samples/sec	accuracy=0.927500
+2020-04-10 07:19:02,881 Epoch[11] Batch [13000-13050]	Speed: 215.56 samples/sec	accuracy=0.919687
+2020-04-10 07:19:32,417 Epoch[11] Batch [13050-13100]	Speed: 216.68 samples/sec	accuracy=0.923281
+2020-04-10 07:20:02,239 Epoch[11] Batch [13100-13150]	Speed: 214.61 samples/sec	accuracy=0.927500
+2020-04-10 07:20:31,712 Epoch[11] Batch [13150-13200]	Speed: 217.15 samples/sec	accuracy=0.919063
+2020-04-10 07:21:01,270 Epoch[11] Batch [13200-13250]	Speed: 216.52 samples/sec	accuracy=0.924531
+2020-04-10 07:21:31,045 Epoch[11] Batch [13250-13300]	Speed: 214.95 samples/sec	accuracy=0.916562
+2020-04-10 07:22:00,487 Epoch[11] Batch [13300-13350]	Speed: 217.37 samples/sec	accuracy=0.922188
+2020-04-10 07:22:30,138 Epoch[11] Batch [13350-13400]	Speed: 215.85 samples/sec	accuracy=0.916562
+2020-04-10 07:22:59,776 Epoch[11] Batch [13400-13450]	Speed: 215.94 samples/sec	accuracy=0.928125
+2020-04-10 07:23:29,250 Epoch[11] Batch [13450-13500]	Speed: 217.14 samples/sec	accuracy=0.922813
+2020-04-10 07:23:58,880 Epoch[11] Batch [13500-13550]	Speed: 216.00 samples/sec	accuracy=0.918906
+2020-04-10 07:24:28,590 Epoch[11] Batch [13550-13600]	Speed: 215.42 samples/sec	accuracy=0.922031
+2020-04-10 07:24:58,504 Epoch[11] Batch [13600-13650]	Speed: 213.95 samples/sec	accuracy=0.930312
+2020-04-10 07:25:28,227 Epoch[11] Batch [13650-13700]	Speed: 215.32 samples/sec	accuracy=0.920781
+2020-04-10 07:25:58,112 Epoch[11] Batch [13700-13750]	Speed: 214.16 samples/sec	accuracy=0.923438
+2020-04-10 07:26:27,722 Epoch[11] Batch [13750-13800]	Speed: 216.14 samples/sec	accuracy=0.921719
+2020-04-10 07:26:57,360 Epoch[11] Batch [13800-13850]	Speed: 215.94 samples/sec	accuracy=0.926562
+2020-04-10 07:27:26,925 Epoch[11] Batch [13850-13900]	Speed: 216.47 samples/sec	accuracy=0.924375
+2020-04-10 07:27:56,419 Epoch[11] Batch [13900-13950]	Speed: 217.00 samples/sec	accuracy=0.926406
+2020-04-10 07:28:25,784 Epoch[11] Batch [13950-14000]	Speed: 217.95 samples/sec	accuracy=0.924687
+2020-04-10 07:28:55,385 Epoch[11] Batch [14000-14050]	Speed: 216.21 samples/sec	accuracy=0.920156
+2020-04-10 07:29:25,212 Epoch[11] Batch [14050-14100]	Speed: 214.58 samples/sec	accuracy=0.922656
+2020-04-10 07:29:55,289 Epoch[11] Batch [14100-14150]	Speed: 212.79 samples/sec	accuracy=0.923750
+2020-04-10 07:30:24,896 Epoch[11] Batch [14150-14200]	Speed: 216.17 samples/sec	accuracy=0.916562
+2020-04-10 07:30:54,958 Epoch[11] Batch [14200-14250]	Speed: 212.89 samples/sec	accuracy=0.922969
+2020-04-10 07:31:24,524 Epoch[11] Batch [14250-14300]	Speed: 216.47 samples/sec	accuracy=0.919687
+2020-04-10 07:31:54,185 Epoch[11] Batch [14300-14350]	Speed: 215.78 samples/sec	accuracy=0.918906
+2020-04-10 07:32:24,111 Epoch[11] Batch [14350-14400]	Speed: 213.86 samples/sec	accuracy=0.925781
+2020-04-10 07:32:53,841 Epoch[11] Batch [14400-14450]	Speed: 215.27 samples/sec	accuracy=0.926250
+2020-04-10 07:33:23,466 Epoch[11] Batch [14450-14500]	Speed: 216.03 samples/sec	accuracy=0.922500
+2020-04-10 07:33:53,081 Epoch[11] Batch [14500-14550]	Speed: 216.11 samples/sec	accuracy=0.927969
+2020-04-10 07:34:22,645 Epoch[11] Batch [14550-14600]	Speed: 216.49 samples/sec	accuracy=0.928125
+2020-04-10 07:34:52,151 Epoch[11] Batch [14600-14650]	Speed: 216.90 samples/sec	accuracy=0.924531
+2020-04-10 07:35:21,596 Epoch[11] Batch [14650-14700]	Speed: 217.35 samples/sec	accuracy=0.922188
+2020-04-10 07:35:51,161 Epoch[11] Batch [14700-14750]	Speed: 216.48 samples/sec	accuracy=0.924063
+2020-04-10 07:36:20,819 Epoch[11] Batch [14750-14800]	Speed: 215.79 samples/sec	accuracy=0.920000
+2020-04-10 07:36:50,579 Epoch[11] Batch [14800-14850]	Speed: 215.06 samples/sec	accuracy=0.923438
+2020-04-10 07:37:20,317 Epoch[11] Batch [14850-14900]	Speed: 215.21 samples/sec	accuracy=0.922500
+2020-04-10 07:37:49,783 Epoch[11] Batch [14900-14950]	Speed: 217.20 samples/sec	accuracy=0.915937
+2020-04-10 07:38:19,460 Epoch[11] Batch [14950-15000]	Speed: 215.66 samples/sec	accuracy=0.921250
+2020-04-10 07:38:49,117 Epoch[11] Batch [15000-15050]	Speed: 215.80 samples/sec	accuracy=0.919375
+2020-04-10 07:39:18,870 Epoch[11] Batch [15050-15100]	Speed: 215.10 samples/sec	accuracy=0.921250
+2020-04-10 07:39:48,522 Epoch[11] Batch [15100-15150]	Speed: 215.84 samples/sec	accuracy=0.921875
+2020-04-10 07:40:18,039 Epoch[11] Batch [15150-15200]	Speed: 216.83 samples/sec	accuracy=0.924063
+2020-04-10 07:40:47,556 Epoch[11] Batch [15200-15250]	Speed: 216.82 samples/sec	accuracy=0.919687
+2020-04-10 07:41:17,213 Epoch[11] Batch [15250-15300]	Speed: 215.80 samples/sec	accuracy=0.915312
+2020-04-10 07:41:46,798 Epoch[11] Batch [15300-15350]	Speed: 216.33 samples/sec	accuracy=0.920937
+2020-04-10 07:42:16,317 Epoch[11] Batch [15350-15400]	Speed: 216.81 samples/sec	accuracy=0.918438
+2020-04-10 07:42:45,826 Epoch[11] Batch [15400-15450]	Speed: 216.89 samples/sec	accuracy=0.924531
+2020-04-10 07:43:15,352 Epoch[11] Batch [15450-15500]	Speed: 216.76 samples/sec	accuracy=0.924687
+2020-04-10 07:43:45,101 Epoch[11] Batch [15500-15550]	Speed: 215.14 samples/sec	accuracy=0.921250
+2020-04-10 07:44:14,556 Epoch[11] Batch [15550-15600]	Speed: 217.28 samples/sec	accuracy=0.918281
+2020-04-10 07:44:44,134 Epoch[11] Batch [15600-15650]	Speed: 216.38 samples/sec	accuracy=0.921719
+2020-04-10 07:45:14,334 Epoch[11] Batch [15650-15700]	Speed: 211.92 samples/sec	accuracy=0.922188
+2020-04-10 07:45:44,097 Epoch[11] Batch [15700-15750]	Speed: 215.03 samples/sec	accuracy=0.922969
+2020-04-10 07:46:13,735 Epoch[11] Batch [15750-15800]	Speed: 215.94 samples/sec	accuracy=0.921562
+2020-04-10 07:46:43,329 Epoch[11] Batch [15800-15850]	Speed: 216.26 samples/sec	accuracy=0.919687
+2020-04-10 07:47:12,919 Epoch[11] Batch [15850-15900]	Speed: 216.29 samples/sec	accuracy=0.917188
+2020-04-10 07:47:42,738 Epoch[11] Batch [15900-15950]	Speed: 214.63 samples/sec	accuracy=0.921562
+2020-04-10 07:48:12,279 Epoch[11] Batch [15950-16000]	Speed: 216.65 samples/sec	accuracy=0.923594
+2020-04-10 07:48:41,983 Epoch[11] Batch [16000-16050]	Speed: 215.46 samples/sec	accuracy=0.920937
+2020-04-10 07:49:11,409 Epoch[11] Batch [16050-16100]	Speed: 217.50 samples/sec	accuracy=0.918906
+2020-04-10 07:49:41,149 Epoch[11] Batch [16100-16150]	Speed: 215.20 samples/sec	accuracy=0.920312
+2020-04-10 07:50:10,742 Epoch[11] Batch [16150-16200]	Speed: 216.27 samples/sec	accuracy=0.922813
+2020-04-10 07:50:40,387 Epoch[11] Batch [16200-16250]	Speed: 215.89 samples/sec	accuracy=0.917188
+2020-04-10 07:51:09,829 Epoch[11] Batch [16250-16300]	Speed: 217.37 samples/sec	accuracy=0.920625
+2020-04-10 07:51:39,589 Epoch[11] Batch [16300-16350]	Speed: 215.05 samples/sec	accuracy=0.917813
+2020-04-10 07:52:09,475 Epoch[11] Batch [16350-16400]	Speed: 214.15 samples/sec	accuracy=0.919531
+2020-04-10 07:52:39,218 Epoch[11] Batch [16400-16450]	Speed: 215.18 samples/sec	accuracy=0.921562
+2020-04-10 07:53:08,887 Epoch[11] Batch [16450-16500]	Speed: 215.71 samples/sec	accuracy=0.923438
+2020-04-10 07:53:38,732 Epoch[11] Batch [16500-16550]	Speed: 214.44 samples/sec	accuracy=0.920312
+2020-04-10 07:54:08,367 Epoch[11] Batch [16550-16600]	Speed: 215.97 samples/sec	accuracy=0.924219
+2020-04-10 07:54:38,020 Epoch[11] Batch [16600-16650]	Speed: 215.83 samples/sec	accuracy=0.922188
+2020-04-10 07:55:07,750 Epoch[11] Batch [16650-16700]	Speed: 215.27 samples/sec	accuracy=0.917813
+2020-04-10 07:55:37,423 Epoch[11] Batch [16700-16750]	Speed: 215.69 samples/sec	accuracy=0.924375
+2020-04-10 07:56:06,975 Epoch[11] Batch [16750-16800]	Speed: 216.56 samples/sec	accuracy=0.919531
+2020-04-10 07:56:36,556 Epoch[11] Batch [16800-16850]	Speed: 216.36 samples/sec	accuracy=0.915312
+2020-04-10 07:57:06,324 Epoch[11] Batch [16850-16900]	Speed: 215.00 samples/sec	accuracy=0.921875
+2020-04-10 07:57:35,765 Epoch[11] Batch [16900-16950]	Speed: 217.39 samples/sec	accuracy=0.924844
+2020-04-10 07:58:05,220 Epoch[11] Batch [16950-17000]	Speed: 217.29 samples/sec	accuracy=0.923594
+2020-04-10 07:58:34,771 Epoch[11] Batch [17000-17050]	Speed: 216.57 samples/sec	accuracy=0.917813
+2020-04-10 07:59:04,325 Epoch[11] Batch [17050-17100]	Speed: 216.56 samples/sec	accuracy=0.915469
+2020-04-10 07:59:34,184 Epoch[11] Batch [17100-17150]	Speed: 214.34 samples/sec	accuracy=0.928125
+2020-04-10 08:00:04,209 Epoch[11] Batch [17150-17200]	Speed: 213.16 samples/sec	accuracy=0.919063
+2020-04-10 08:00:33,729 Epoch[11] Batch [17200-17250]	Speed: 216.81 samples/sec	accuracy=0.922500
+2020-04-10 08:01:03,236 Epoch[11] Batch [17250-17300]	Speed: 216.90 samples/sec	accuracy=0.916406
+2020-04-10 08:01:32,935 Epoch[11] Batch [17300-17350]	Speed: 215.50 samples/sec	accuracy=0.916875
+2020-04-10 08:02:02,493 Epoch[11] Batch [17350-17400]	Speed: 216.52 samples/sec	accuracy=0.923438
+2020-04-10 08:02:32,146 Epoch[11] Batch [17400-17450]	Speed: 215.84 samples/sec	accuracy=0.928125
+2020-04-10 08:03:01,681 Epoch[11] Batch [17450-17500]	Speed: 216.69 samples/sec	accuracy=0.918594
+2020-04-10 08:03:31,234 Epoch[11] Batch [17500-17550]	Speed: 216.56 samples/sec	accuracy=0.925937
+2020-04-10 08:04:00,852 Epoch[11] Batch [17550-17600]	Speed: 216.08 samples/sec	accuracy=0.923125
+2020-04-10 08:04:30,660 Epoch[11] Batch [17600-17650]	Speed: 214.71 samples/sec	accuracy=0.915156
+2020-04-10 08:05:00,212 Epoch[11] Batch [17650-17700]	Speed: 216.57 samples/sec	accuracy=0.919375
+2020-04-10 08:05:29,810 Epoch[11] Batch [17700-17750]	Speed: 216.23 samples/sec	accuracy=0.917500
+2020-04-10 08:05:59,437 Epoch[11] Batch [17750-17800]	Speed: 216.02 samples/sec	accuracy=0.920156
+2020-04-10 08:06:29,334 Epoch[11] Batch [17800-17850]	Speed: 214.07 samples/sec	accuracy=0.926094
+2020-04-10 08:06:59,002 Epoch[11] Batch [17850-17900]	Speed: 215.72 samples/sec	accuracy=0.922813
+2020-04-10 08:07:28,602 Epoch[11] Batch [17900-17950]	Speed: 216.22 samples/sec	accuracy=0.926094
+2020-04-10 08:07:58,260 Epoch[11] Batch [17950-18000]	Speed: 215.79 samples/sec	accuracy=0.919687
+2020-04-10 08:08:28,103 Epoch[11] Batch [18000-18050]	Speed: 214.46 samples/sec	accuracy=0.919375
+2020-04-10 08:08:57,669 Epoch[11] Batch [18050-18100]	Speed: 216.46 samples/sec	accuracy=0.922188
+2020-04-10 08:09:27,234 Epoch[11] Batch [18100-18150]	Speed: 216.48 samples/sec	accuracy=0.924219
+2020-04-10 08:09:57,090 Epoch[11] Batch [18150-18200]	Speed: 214.36 samples/sec	accuracy=0.924844
+2020-04-10 08:10:26,658 Epoch[11] Batch [18200-18250]	Speed: 216.46 samples/sec	accuracy=0.922188
+2020-04-10 08:10:56,395 Epoch[11] Batch [18250-18300]	Speed: 215.22 samples/sec	accuracy=0.923438
+2020-04-10 08:11:25,949 Epoch[11] Batch [18300-18350]	Speed: 216.56 samples/sec	accuracy=0.920625
+2020-04-10 08:11:55,693 Epoch[11] Batch [18350-18400]	Speed: 215.17 samples/sec	accuracy=0.921719
+2020-04-10 08:12:25,670 Epoch[11] Batch [18400-18450]	Speed: 213.49 samples/sec	accuracy=0.921094
+2020-04-10 08:12:55,478 Epoch[11] Batch [18450-18500]	Speed: 214.71 samples/sec	accuracy=0.926406
+2020-04-10 08:13:25,122 Epoch[11] Batch [18500-18550]	Speed: 215.90 samples/sec	accuracy=0.918125
+2020-04-10 08:13:54,733 Epoch[11] Batch [18550-18600]	Speed: 216.14 samples/sec	accuracy=0.920156
+2020-04-10 08:14:24,886 Epoch[11] Batch [18600-18650]	Speed: 212.25 samples/sec	accuracy=0.926094
+2020-04-10 08:14:54,550 Epoch[11] Batch [18650-18700]	Speed: 215.76 samples/sec	accuracy=0.927813
+2020-04-10 08:15:24,350 Epoch[11] Batch [18700-18750]	Speed: 214.77 samples/sec	accuracy=0.920625
+2020-04-10 08:15:53,803 Epoch[11] Batch [18750-18800]	Speed: 217.29 samples/sec	accuracy=0.926875
+2020-04-10 08:16:23,401 Epoch[11] Batch [18800-18850]	Speed: 216.23 samples/sec	accuracy=0.922344
+2020-04-10 08:16:52,890 Epoch[11] Batch [18850-18900]	Speed: 217.03 samples/sec	accuracy=0.923906
+2020-04-10 08:17:22,573 Epoch[11] Batch [18900-18950]	Speed: 215.61 samples/sec	accuracy=0.913750
+2020-04-10 08:17:52,123 Epoch[11] Batch [18950-19000]	Speed: 216.58 samples/sec	accuracy=0.924844
+2020-04-10 08:18:21,687 Epoch[11] Batch [19000-19050]	Speed: 216.48 samples/sec	accuracy=0.923281
+2020-04-10 08:18:51,344 Epoch[11] Batch [19050-19100]	Speed: 215.80 samples/sec	accuracy=0.925781
+2020-04-10 08:19:20,778 Epoch[11] Batch [19100-19150]	Speed: 217.44 samples/sec	accuracy=0.922344
+2020-04-10 08:19:50,633 Epoch[11] Batch [19150-19200]	Speed: 214.37 samples/sec	accuracy=0.920469
+2020-04-10 08:20:21,126 Epoch[11] Batch [19200-19250]	Speed: 209.88 samples/sec	accuracy=0.916562
+2020-04-10 08:20:50,570 Epoch[11] Batch [19250-19300]	Speed: 217.37 samples/sec	accuracy=0.922813
+2020-04-10 08:21:20,385 Epoch[11] Batch [19300-19350]	Speed: 214.65 samples/sec	accuracy=0.918906
+2020-04-10 08:21:50,293 Epoch[11] Batch [19350-19400]	Speed: 213.99 samples/sec	accuracy=0.921875
+2020-04-10 08:22:19,861 Epoch[11] Batch [19400-19450]	Speed: 216.45 samples/sec	accuracy=0.918906
+2020-04-10 08:22:49,375 Epoch[11] Batch [19450-19500]	Speed: 216.85 samples/sec	accuracy=0.920469
+2020-04-10 08:23:18,991 Epoch[11] Batch [19500-19550]	Speed: 216.10 samples/sec	accuracy=0.917656
+2020-04-10 08:23:48,793 Epoch[11] Batch [19550-19600]	Speed: 214.75 samples/sec	accuracy=0.920625
+2020-04-10 08:24:18,637 Epoch[11] Batch [19600-19650]	Speed: 214.45 samples/sec	accuracy=0.922344
+2020-04-10 08:24:48,256 Epoch[11] Batch [19650-19700]	Speed: 216.08 samples/sec	accuracy=0.917813
+2020-04-10 08:25:18,017 Epoch[11] Batch [19700-19750]	Speed: 215.05 samples/sec	accuracy=0.925000
+2020-04-10 08:25:47,563 Epoch[11] Batch [19750-19800]	Speed: 216.62 samples/sec	accuracy=0.922188
+2020-04-10 08:26:17,300 Epoch[11] Batch [19800-19850]	Speed: 215.22 samples/sec	accuracy=0.920781
+2020-04-10 08:26:47,007 Epoch[11] Batch [19850-19900]	Speed: 215.44 samples/sec	accuracy=0.925156
+2020-04-10 08:27:16,659 Epoch[11] Batch [19900-19950]	Speed: 215.84 samples/sec	accuracy=0.920312
+2020-04-10 08:27:46,352 Epoch[11] Batch [19950-20000]	Speed: 215.54 samples/sec	accuracy=0.922969
+2020-04-10 08:28:15,939 Epoch[11] Batch [20000-20050]	Speed: 216.31 samples/sec	accuracy=0.915625
+2020-04-10 08:28:45,525 Epoch[11] Batch [20050-20100]	Speed: 216.32 samples/sec	accuracy=0.922500
+2020-04-10 08:29:15,343 Epoch[11] Batch [20100-20150]	Speed: 214.64 samples/sec	accuracy=0.920937
+2020-04-10 08:29:45,321 Epoch[11] Batch [20150-20200]	Speed: 213.49 samples/sec	accuracy=0.925625
+2020-04-10 08:30:15,081 Epoch[11] Batch [20200-20250]	Speed: 215.06 samples/sec	accuracy=0.922813
+2020-04-10 08:30:44,566 Epoch[11] Batch [20250-20300]	Speed: 217.06 samples/sec	accuracy=0.921094
+2020-04-10 08:31:14,288 Epoch[11] Batch [20300-20350]	Speed: 215.33 samples/sec	accuracy=0.919375
+2020-04-10 08:31:43,774 Epoch[11] Batch [20350-20400]	Speed: 217.05 samples/sec	accuracy=0.920312
+2020-04-10 08:32:13,267 Epoch[11] Batch [20400-20450]	Speed: 217.00 samples/sec	accuracy=0.925156
+2020-04-10 08:32:42,870 Epoch[11] Batch [20450-20500]	Speed: 216.20 samples/sec	accuracy=0.926719
+2020-04-10 08:33:12,462 Epoch[11] Batch [20500-20550]	Speed: 216.28 samples/sec	accuracy=0.921875
+2020-04-10 08:33:42,202 Epoch[11] Batch [20550-20600]	Speed: 215.20 samples/sec	accuracy=0.920469
+2020-04-10 08:34:12,018 Epoch[11] Batch [20600-20650]	Speed: 214.65 samples/sec	accuracy=0.917813
+2020-04-10 08:34:41,575 Epoch[11] Batch [20650-20700]	Speed: 216.53 samples/sec	accuracy=0.920625
+2020-04-10 08:35:11,128 Epoch[11] Batch [20700-20750]	Speed: 216.56 samples/sec	accuracy=0.915625
+2020-04-10 08:35:40,782 Epoch[11] Batch [20750-20800]	Speed: 215.82 samples/sec	accuracy=0.922188
+2020-04-10 08:36:10,334 Epoch[11] Batch [20800-20850]	Speed: 216.57 samples/sec	accuracy=0.919687
+2020-04-10 08:36:39,933 Epoch[11] Batch [20850-20900]	Speed: 216.22 samples/sec	accuracy=0.920469
+2020-04-10 08:37:09,728 Epoch[11] Batch [20900-20950]	Speed: 214.81 samples/sec	accuracy=0.919063
+2020-04-10 08:37:39,455 Epoch[11] Batch [20950-21000]	Speed: 215.29 samples/sec	accuracy=0.919687
+2020-04-10 08:38:09,161 Epoch[11] Batch [21000-21050]	Speed: 215.44 samples/sec	accuracy=0.918125
+2020-04-10 08:38:38,817 Epoch[11] Batch [21050-21100]	Speed: 215.81 samples/sec	accuracy=0.923438
+2020-04-10 08:39:08,427 Epoch[11] Batch [21100-21150]	Speed: 216.14 samples/sec	accuracy=0.925156
+2020-04-10 08:39:38,164 Epoch[11] Batch [21150-21200]	Speed: 215.22 samples/sec	accuracy=0.914687
+2020-04-10 08:40:07,877 Epoch[11] Batch [21200-21250]	Speed: 215.40 samples/sec	accuracy=0.923906
+2020-04-10 08:40:37,523 Epoch[11] Batch [21250-21300]	Speed: 215.88 samples/sec	accuracy=0.914844
+2020-04-10 08:41:06,900 Epoch[11] Batch [21300-21350]	Speed: 217.86 samples/sec	accuracy=0.925156
+2020-04-10 08:41:36,433 Epoch[11] Batch [21350-21400]	Speed: 216.71 samples/sec	accuracy=0.921094
+2020-04-10 08:42:06,048 Epoch[11] Batch [21400-21450]	Speed: 216.11 samples/sec	accuracy=0.920312
+2020-04-10 08:42:35,569 Epoch[11] Batch [21450-21500]	Speed: 216.80 samples/sec	accuracy=0.917031
+2020-04-10 08:43:05,197 Epoch[11] Batch [21500-21550]	Speed: 216.01 samples/sec	accuracy=0.910937
+2020-04-10 08:43:34,948 Epoch[11] Batch [21550-21600]	Speed: 215.13 samples/sec	accuracy=0.924687
+2020-04-10 08:44:04,953 Epoch[11] Batch [21600-21650]	Speed: 213.30 samples/sec	accuracy=0.926250
+2020-04-10 08:44:34,570 Epoch[11] Batch [21650-21700]	Speed: 216.09 samples/sec	accuracy=0.922969
+2020-04-10 08:45:04,101 Epoch[11] Batch [21700-21750]	Speed: 216.72 samples/sec	accuracy=0.915625
+2020-04-10 08:45:33,618 Epoch[11] Batch [21750-21800]	Speed: 216.83 samples/sec	accuracy=0.923125
+2020-04-10 08:46:03,300 Epoch[11] Batch [21800-21850]	Speed: 215.62 samples/sec	accuracy=0.922969
+2020-04-10 08:46:32,918 Epoch[11] Batch [21850-21900]	Speed: 216.09 samples/sec	accuracy=0.922813
+2020-04-10 08:47:02,645 Epoch[11] Batch [21900-21950]	Speed: 215.29 samples/sec	accuracy=0.925781
+2020-04-10 08:47:32,204 Epoch[11] Batch [21950-22000]	Speed: 216.52 samples/sec	accuracy=0.916406
+2020-04-10 08:48:01,940 Epoch[11] Batch [22000-22050]	Speed: 215.23 samples/sec	accuracy=0.917969
+2020-04-10 08:48:31,554 Epoch[11] Batch [22050-22100]	Speed: 216.12 samples/sec	accuracy=0.916875
+2020-04-10 08:49:01,095 Epoch[11] Batch [22100-22150]	Speed: 216.65 samples/sec	accuracy=0.920156
+2020-04-10 08:49:30,920 Epoch[11] Batch [22150-22200]	Speed: 214.59 samples/sec	accuracy=0.919063
+2020-04-10 08:50:01,047 Epoch[11] Batch [22200-22250]	Speed: 212.44 samples/sec	accuracy=0.927969
+2020-04-10 08:50:30,758 Epoch[11] Batch [22250-22300]	Speed: 215.41 samples/sec	accuracy=0.918594
+2020-04-10 08:51:00,290 Epoch[11] Batch [22300-22350]	Speed: 216.71 samples/sec	accuracy=0.916562
+2020-04-10 08:51:29,911 Epoch[11] Batch [22350-22400]	Speed: 216.07 samples/sec	accuracy=0.917969
+2020-04-10 08:51:59,634 Epoch[11] Batch [22400-22450]	Speed: 215.32 samples/sec	accuracy=0.924063
+2020-04-10 08:52:29,251 Epoch[11] Batch [22450-22500]	Speed: 216.09 samples/sec	accuracy=0.922188
+2020-04-10 08:52:58,772 Epoch[11] Batch [22500-22550]	Speed: 216.80 samples/sec	accuracy=0.920781
+2020-04-10 08:53:28,578 Epoch[11] Batch [22550-22600]	Speed: 214.72 samples/sec	accuracy=0.926719
+2020-04-10 08:53:58,336 Epoch[11] Batch [22600-22650]	Speed: 215.06 samples/sec	accuracy=0.923750
+2020-04-10 08:54:28,034 Epoch[11] Batch [22650-22700]	Speed: 215.50 samples/sec	accuracy=0.919844
+2020-04-10 08:54:57,662 Epoch[11] Batch [22700-22750]	Speed: 216.02 samples/sec	accuracy=0.913906
+2020-04-10 08:55:27,522 Epoch[11] Batch [22750-22800]	Speed: 214.34 samples/sec	accuracy=0.924063
+2020-04-10 08:55:57,168 Epoch[11] Batch [22800-22850]	Speed: 215.88 samples/sec	accuracy=0.919687
+2020-04-10 08:56:26,936 Epoch[11] Batch [22850-22900]	Speed: 215.00 samples/sec	accuracy=0.917813
+2020-04-10 08:56:56,824 Epoch[11] Batch [22900-22950]	Speed: 214.14 samples/sec	accuracy=0.919531
+2020-04-10 08:57:26,503 Epoch[11] Batch [22950-23000]	Speed: 215.65 samples/sec	accuracy=0.918594
+2020-04-10 08:57:56,064 Epoch[11] Batch [23000-23050]	Speed: 216.50 samples/sec	accuracy=0.922656
+2020-04-10 08:58:25,586 Epoch[11] Batch [23050-23100]	Speed: 216.79 samples/sec	accuracy=0.918750
+2020-04-10 08:58:55,106 Epoch[11] Batch [23100-23150]	Speed: 216.80 samples/sec	accuracy=0.923438
+2020-04-10 08:59:25,034 Epoch[11] Batch [23150-23200]	Speed: 213.85 samples/sec	accuracy=0.915469
+2020-04-10 08:59:54,639 Epoch[11] Batch [23200-23250]	Speed: 216.18 samples/sec	accuracy=0.916875
+2020-04-10 09:00:24,294 Epoch[11] Batch [23250-23300]	Speed: 215.81 samples/sec	accuracy=0.920156
+2020-04-10 09:00:53,826 Epoch[11] Batch [23300-23350]	Speed: 216.72 samples/sec	accuracy=0.918438
+2020-04-10 09:01:23,670 Epoch[11] Batch [23350-23400]	Speed: 214.45 samples/sec	accuracy=0.921094
+2020-04-10 09:01:53,252 Epoch[11] Batch [23400-23450]	Speed: 216.35 samples/sec	accuracy=0.918125
+2020-04-10 09:02:23,044 Epoch[11] Batch [23450-23500]	Speed: 214.83 samples/sec	accuracy=0.917969
+2020-04-10 09:02:52,641 Epoch[11] Batch [23500-23550]	Speed: 216.24 samples/sec	accuracy=0.918281
+2020-04-10 09:03:22,309 Epoch[11] Batch [23550-23600]	Speed: 215.73 samples/sec	accuracy=0.918438
+2020-04-10 09:03:52,084 Epoch[11] Batch [23600-23650]	Speed: 214.95 samples/sec	accuracy=0.923438
+2020-04-10 09:04:21,930 Epoch[11] Batch [23650-23700]	Speed: 214.43 samples/sec	accuracy=0.916719
+2020-04-10 09:04:51,472 Epoch[11] Batch [23700-23750]	Speed: 216.64 samples/sec	accuracy=0.919219
+2020-04-10 09:05:21,078 Epoch[11] Batch [23750-23800]	Speed: 216.17 samples/sec	accuracy=0.924219
+2020-04-10 09:05:51,045 Epoch[11] Batch [23800-23850]	Speed: 213.57 samples/sec	accuracy=0.920000
+2020-04-10 09:06:20,648 Epoch[11] Batch [23850-23900]	Speed: 216.20 samples/sec	accuracy=0.921250
+2020-04-10 09:06:50,402 Epoch[11] Batch [23900-23950]	Speed: 215.09 samples/sec	accuracy=0.920469
+2020-04-10 09:07:20,134 Epoch[11] Batch [23950-24000]	Speed: 215.26 samples/sec	accuracy=0.921875
+2020-04-10 09:07:49,946 Epoch[11] Batch [24000-24050]	Speed: 214.68 samples/sec	accuracy=0.927656
+2020-04-10 09:08:19,548 Epoch[11] Batch [24050-24100]	Speed: 216.21 samples/sec	accuracy=0.919219
+2020-04-10 09:08:49,407 Epoch[11] Batch [24100-24150]	Speed: 214.34 samples/sec	accuracy=0.920469
+2020-04-10 09:09:19,005 Epoch[11] Batch [24150-24200]	Speed: 216.23 samples/sec	accuracy=0.923125
+2020-04-10 09:09:48,738 Epoch[11] Batch [24200-24250]	Speed: 215.25 samples/sec	accuracy=0.922813
+2020-04-10 09:10:18,299 Epoch[11] Batch [24250-24300]	Speed: 216.50 samples/sec	accuracy=0.921875
+2020-04-10 09:10:48,107 Epoch[11] Batch [24300-24350]	Speed: 214.71 samples/sec	accuracy=0.920625
+2020-04-10 09:11:17,702 Epoch[11] Batch [24350-24400]	Speed: 216.25 samples/sec	accuracy=0.917031
+2020-04-10 09:11:47,503 Epoch[11] Batch [24400-24450]	Speed: 214.76 samples/sec	accuracy=0.922500
+2020-04-10 09:12:17,328 Epoch[11] Batch [24450-24500]	Speed: 214.58 samples/sec	accuracy=0.921719
+2020-04-10 09:12:47,080 Epoch[11] Batch [24500-24550]	Speed: 215.11 samples/sec	accuracy=0.922031
+2020-04-10 09:13:16,691 Epoch[11] Batch [24550-24600]	Speed: 216.14 samples/sec	accuracy=0.922500
+2020-04-10 09:13:46,247 Epoch[11] Batch [24600-24650]	Speed: 216.54 samples/sec	accuracy=0.923594
+2020-04-10 09:14:15,790 Epoch[11] Batch [24650-24700]	Speed: 216.63 samples/sec	accuracy=0.923281
+2020-04-10 09:14:45,860 Epoch[11] Batch [24700-24750]	Speed: 212.84 samples/sec	accuracy=0.920312
+2020-04-10 09:15:15,359 Epoch[11] Batch [24750-24800]	Speed: 216.96 samples/sec	accuracy=0.922969
+2020-04-10 09:15:45,024 Epoch[11] Batch [24800-24850]	Speed: 215.75 samples/sec	accuracy=0.921562
+2020-04-10 09:16:14,653 Epoch[11] Batch [24850-24900]	Speed: 216.01 samples/sec	accuracy=0.918750
+2020-04-10 09:16:44,417 Epoch[11] Batch [24900-24950]	Speed: 215.02 samples/sec	accuracy=0.920469
+2020-04-10 09:17:14,130 Epoch[11] Batch [24950-25000]	Speed: 215.40 samples/sec	accuracy=0.917188
+2020-04-10 09:17:43,807 Epoch[11] Batch [25000-25050]	Speed: 215.66 samples/sec	accuracy=0.920781
+2020-04-10 09:18:13,370 Epoch[11] Batch [25050-25100]	Speed: 216.48 samples/sec	accuracy=0.926250
+2020-04-10 09:18:42,817 Epoch[11] Batch [25100-25150]	Speed: 217.34 samples/sec	accuracy=0.924063
+2020-04-10 09:19:12,541 Epoch[11] Batch [25150-25200]	Speed: 215.32 samples/sec	accuracy=0.920937
+2020-04-10 09:19:42,413 Epoch[11] Batch [25200-25250]	Speed: 214.25 samples/sec	accuracy=0.921250
+2020-04-10 09:20:12,340 Epoch[11] Batch [25250-25300]	Speed: 213.86 samples/sec	accuracy=0.924531
+2020-04-10 09:20:42,102 Epoch[11] Batch [25300-25350]	Speed: 215.04 samples/sec	accuracy=0.921562
+2020-04-10 09:21:11,742 Epoch[11] Batch [25350-25400]	Speed: 215.92 samples/sec	accuracy=0.921719
+2020-04-10 09:21:39,409 Epoch[11] Batch [25400-25450]	Speed: 231.33 samples/sec	accuracy=0.915469
+2020-04-10 09:22:07,097 Epoch[11] Batch [25450-25500]	Speed: 231.15 samples/sec	accuracy=0.919531
+2020-04-10 09:22:34,651 Epoch[11] Batch [25500-25550]	Speed: 232.27 samples/sec	accuracy=0.921250
+2020-04-10 09:23:02,151 Epoch[11] Batch [25550-25600]	Speed: 232.73 samples/sec	accuracy=0.920312
+2020-04-10 09:23:29,785 Epoch[11] Batch [25600-25650]	Speed: 231.61 samples/sec	accuracy=0.921250
+2020-04-10 09:23:57,432 Epoch[11] Batch [25650-25700]	Speed: 231.49 samples/sec	accuracy=0.926406
+2020-04-10 09:24:25,034 Epoch[11] Batch [25700-25750]	Speed: 231.86 samples/sec	accuracy=0.919687
+2020-04-10 09:24:52,613 Epoch[11] Batch [25750-25800]	Speed: 232.06 samples/sec	accuracy=0.917656
+2020-04-10 09:25:20,161 Epoch[11] Batch [25800-25850]	Speed: 232.32 samples/sec	accuracy=0.919844
+2020-04-10 09:25:47,842 Epoch[11] Batch [25850-25900]	Speed: 231.21 samples/sec	accuracy=0.920625
+2020-04-10 09:26:15,478 Epoch[11] Batch [25900-25950]	Speed: 231.58 samples/sec	accuracy=0.918125
+2020-04-10 09:26:43,075 Epoch[11] Batch [25950-26000]	Speed: 231.91 samples/sec	accuracy=0.922031
+2020-04-10 09:27:10,743 Epoch[11] Batch [26000-26050]	Speed: 231.32 samples/sec	accuracy=0.916875
+2020-04-10 09:27:38,518 Epoch[11] Batch [26050-26100]	Speed: 230.43 samples/sec	accuracy=0.925156
+2020-04-10 09:28:06,355 Epoch[11] Batch [26100-26150]	Speed: 229.91 samples/sec	accuracy=0.918281
+2020-04-10 09:28:34,081 Epoch[11] Batch [26150-26200]	Speed: 230.84 samples/sec	accuracy=0.913125
+2020-04-10 09:29:01,960 Epoch[11] Batch [26200-26250]	Speed: 229.56 samples/sec	accuracy=0.919063
+2020-04-10 09:29:29,459 Epoch[11] Batch [26250-26300]	Speed: 232.74 samples/sec	accuracy=0.916250
+2020-04-10 09:29:56,984 Epoch[11] Batch [26300-26350]	Speed: 232.52 samples/sec	accuracy=0.926875
+2020-04-10 09:30:24,433 Epoch[11] Batch [26350-26400]	Speed: 233.16 samples/sec	accuracy=0.926562
+2020-04-10 09:30:51,905 Epoch[11] Batch [26400-26450]	Speed: 232.97 samples/sec	accuracy=0.926094
+2020-04-10 09:31:19,377 Epoch[11] Batch [26450-26500]	Speed: 232.97 samples/sec	accuracy=0.923750
+2020-04-10 09:31:47,203 Epoch[11] Batch [26500-26550]	Speed: 230.00 samples/sec	accuracy=0.924063
+2020-04-10 09:32:14,660 Epoch[11] Batch [26550-26600]	Speed: 233.10 samples/sec	accuracy=0.922969
+2020-04-10 09:32:42,270 Epoch[11] Batch [26600-26650]	Speed: 231.80 samples/sec	accuracy=0.919219
+2020-04-10 09:33:09,845 Epoch[11] Batch [26650-26700]	Speed: 232.09 samples/sec	accuracy=0.924687
+2020-04-10 09:33:37,334 Epoch[11] Batch [26700-26750]	Speed: 232.82 samples/sec	accuracy=0.917656
+2020-04-10 09:34:04,878 Epoch[11] Batch [26750-26800]	Speed: 232.36 samples/sec	accuracy=0.919844
+2020-04-10 09:34:32,601 Epoch[11] Batch [26800-26850]	Speed: 230.86 samples/sec	accuracy=0.913594
+2020-04-10 09:35:00,425 Epoch[11] Batch [26850-26900]	Speed: 230.02 samples/sec	accuracy=0.927344
+2020-04-10 09:35:28,098 Epoch[11] Batch [26900-26950]	Speed: 231.28 samples/sec	accuracy=0.922344
+2020-04-10 09:35:55,843 Epoch[11] Batch [26950-27000]	Speed: 230.67 samples/sec	accuracy=0.921406
+2020-04-10 09:36:23,407 Epoch[11] Batch [27000-27050]	Speed: 232.19 samples/sec	accuracy=0.921562
+2020-04-10 09:36:50,915 Epoch[11] Batch [27050-27100]	Speed: 232.67 samples/sec	accuracy=0.921875
+2020-04-10 09:37:18,359 Epoch[11] Batch [27100-27150]	Speed: 233.20 samples/sec	accuracy=0.921094
+2020-04-10 09:37:45,968 Epoch[11] Batch [27150-27200]	Speed: 231.81 samples/sec	accuracy=0.921406
+2020-04-10 09:38:13,575 Epoch[11] Batch [27200-27250]	Speed: 231.82 samples/sec	accuracy=0.920000
+2020-04-10 09:38:41,265 Epoch[11] Batch [27250-27300]	Speed: 231.14 samples/sec	accuracy=0.925625
+2020-04-10 09:39:08,948 Epoch[11] Batch [27300-27350]	Speed: 231.18 samples/sec	accuracy=0.920000
+2020-04-10 09:39:36,462 Epoch[11] Batch [27350-27400]	Speed: 232.61 samples/sec	accuracy=0.917344
+2020-04-10 09:40:04,263 Epoch[11] Batch [27400-27450]	Speed: 230.21 samples/sec	accuracy=0.923125
+2020-04-10 09:40:31,790 Epoch[11] Batch [27450-27500]	Speed: 232.50 samples/sec	accuracy=0.929531
+2020-04-10 09:40:59,434 Epoch[11] Batch [27500-27550]	Speed: 231.51 samples/sec	accuracy=0.923438
+2020-04-10 09:41:27,039 Epoch[11] Batch [27550-27600]	Speed: 231.85 samples/sec	accuracy=0.912656
+2020-04-10 09:41:54,639 Epoch[11] Batch [27600-27650]	Speed: 231.88 samples/sec	accuracy=0.921094
+2020-04-10 09:42:22,346 Epoch[11] Batch [27650-27700]	Speed: 231.00 samples/sec	accuracy=0.921719
+2020-04-10 09:42:50,136 Epoch[11] Batch [27700-27750]	Speed: 230.29 samples/sec	accuracy=0.925156
+2020-04-10 09:43:18,379 Epoch[11] Batch [27750-27800]	Speed: 226.61 samples/sec	accuracy=0.927969
+2020-04-10 09:43:46,069 Epoch[11] Batch [27800-27850]	Speed: 231.13 samples/sec	accuracy=0.918906
+2020-04-10 09:44:13,618 Epoch[11] Batch [27850-27900]	Speed: 232.31 samples/sec	accuracy=0.929219
+2020-04-10 09:44:41,127 Epoch[11] Batch [27900-27950]	Speed: 232.66 samples/sec	accuracy=0.926875
+2020-04-10 09:45:08,846 Epoch[11] Batch [27950-28000]	Speed: 230.89 samples/sec	accuracy=0.923125
+2020-04-10 09:45:36,562 Epoch[11] Batch [28000-28050]	Speed: 230.91 samples/sec	accuracy=0.918594
+2020-04-10 09:46:04,003 Epoch[11] Batch [28050-28100]	Speed: 233.23 samples/sec	accuracy=0.917813
+2020-04-10 09:46:31,801 Epoch[11] Batch [28100-28150]	Speed: 230.24 samples/sec	accuracy=0.922656
+2020-04-10 09:46:59,199 Epoch[11] Batch [28150-28200]	Speed: 233.59 samples/sec	accuracy=0.925469
+2020-04-10 09:47:20,712 Epoch[11] Train-accuracy=0.921439
+2020-04-10 09:47:20,713 Epoch[11] Time cost=16687.172
+2020-04-10 09:47:20,753 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0012.params"
+2020-04-10 10:16:34,687 Epoch[11] Validation-accuracy=0.966841
+2020-04-10 10:17:15,110 Epoch[12] Batch [0-50]	Speed: 199.27 samples/sec	accuracy=0.921109
+2020-04-10 10:17:47,089 Epoch[12] Batch [50-100]	Speed: 200.14 samples/sec	accuracy=0.915781
+2020-04-10 10:18:18,913 Epoch[12] Batch [100-150]	Speed: 201.11 samples/sec	accuracy=0.920469
+2020-04-10 10:18:51,037 Epoch[12] Batch [150-200]	Speed: 199.23 samples/sec	accuracy=0.918906
+2020-04-10 10:19:22,855 Epoch[12] Batch [200-250]	Speed: 201.15 samples/sec	accuracy=0.919375
+2020-04-10 10:19:55,008 Epoch[12] Batch [250-300]	Speed: 199.05 samples/sec	accuracy=0.918750
+2020-04-10 10:20:27,160 Epoch[12] Batch [300-350]	Speed: 199.06 samples/sec	accuracy=0.919219
+2020-04-10 10:20:59,126 Epoch[12] Batch [350-400]	Speed: 200.21 samples/sec	accuracy=0.917656
+2020-04-10 10:21:30,853 Epoch[12] Batch [400-450]	Speed: 201.72 samples/sec	accuracy=0.923125
+2020-04-10 10:22:02,798 Epoch[12] Batch [450-500]	Speed: 200.35 samples/sec	accuracy=0.920156
+2020-04-10 10:22:34,847 Epoch[12] Batch [500-550]	Speed: 199.70 samples/sec	accuracy=0.920625
+2020-04-10 10:23:06,892 Epoch[12] Batch [550-600]	Speed: 199.72 samples/sec	accuracy=0.917344
+2020-04-10 10:23:39,116 Epoch[12] Batch [600-650]	Speed: 198.61 samples/sec	accuracy=0.920312
+2020-04-10 10:24:11,066 Epoch[12] Batch [650-700]	Speed: 200.31 samples/sec	accuracy=0.926562
+2020-04-10 10:24:42,789 Epoch[12] Batch [700-750]	Speed: 201.75 samples/sec	accuracy=0.923281
+2020-04-10 10:25:14,915 Epoch[12] Batch [750-800]	Speed: 199.22 samples/sec	accuracy=0.927500
+2020-04-10 10:25:47,135 Epoch[12] Batch [800-850]	Speed: 198.63 samples/sec	accuracy=0.916875
+2020-04-10 10:26:19,253 Epoch[12] Batch [850-900]	Speed: 199.27 samples/sec	accuracy=0.921562
+2020-04-10 10:26:50,874 Epoch[12] Batch [900-950]	Speed: 202.40 samples/sec	accuracy=0.923906
+2020-04-10 10:27:23,169 Epoch[12] Batch [950-1000]	Speed: 198.17 samples/sec	accuracy=0.922344
+2020-04-10 10:27:55,298 Epoch[12] Batch [1000-1050]	Speed: 199.20 samples/sec	accuracy=0.924063
+2020-04-10 10:28:27,383 Epoch[12] Batch [1050-1100]	Speed: 199.48 samples/sec	accuracy=0.927500
+2020-04-10 10:28:59,191 Epoch[12] Batch [1100-1150]	Speed: 201.20 samples/sec	accuracy=0.928594
+2020-04-10 10:29:31,165 Epoch[12] Batch [1150-1200]	Speed: 200.16 samples/sec	accuracy=0.920625
+2020-04-10 10:30:02,891 Epoch[12] Batch [1200-1250]	Speed: 201.73 samples/sec	accuracy=0.921406
+2020-04-10 10:30:34,924 Epoch[12] Batch [1250-1300]	Speed: 199.79 samples/sec	accuracy=0.923750
+2020-04-10 10:31:06,923 Epoch[12] Batch [1300-1350]	Speed: 200.01 samples/sec	accuracy=0.925625
+2020-04-10 10:31:39,016 Epoch[12] Batch [1350-1400]	Speed: 199.42 samples/sec	accuracy=0.923906
+2020-04-10 10:32:11,071 Epoch[12] Batch [1400-1450]	Speed: 199.66 samples/sec	accuracy=0.929844
+2020-04-10 10:32:42,749 Epoch[12] Batch [1450-1500]	Speed: 202.04 samples/sec	accuracy=0.924063
+2020-04-10 10:33:14,875 Epoch[12] Batch [1500-1550]	Speed: 199.21 samples/sec	accuracy=0.921094
+2020-04-10 10:33:46,925 Epoch[12] Batch [1550-1600]	Speed: 199.69 samples/sec	accuracy=0.920469
+2020-04-10 10:34:19,502 Epoch[12] Batch [1600-1650]	Speed: 196.46 samples/sec	accuracy=0.928125
+2020-04-10 10:34:51,507 Epoch[12] Batch [1650-1700]	Speed: 199.97 samples/sec	accuracy=0.928750
+2020-04-10 10:35:23,188 Epoch[12] Batch [1700-1750]	Speed: 202.01 samples/sec	accuracy=0.922656
+2020-04-10 10:35:55,267 Epoch[12] Batch [1750-1800]	Speed: 199.51 samples/sec	accuracy=0.921094
+2020-04-10 10:36:27,156 Epoch[12] Batch [1800-1850]	Speed: 200.70 samples/sec	accuracy=0.921406
+2020-04-10 10:36:59,193 Epoch[12] Batch [1850-1900]	Speed: 199.77 samples/sec	accuracy=0.920625
+2020-04-10 10:37:30,716 Epoch[12] Batch [1900-1950]	Speed: 203.03 samples/sec	accuracy=0.928594
+2020-04-10 10:38:02,833 Epoch[12] Batch [1950-2000]	Speed: 199.28 samples/sec	accuracy=0.920469
+2020-04-10 10:38:34,846 Epoch[12] Batch [2000-2050]	Speed: 199.91 samples/sec	accuracy=0.922188
+2020-04-10 10:39:07,053 Epoch[12] Batch [2050-2100]	Speed: 198.72 samples/sec	accuracy=0.926562
+2020-04-10 10:39:39,191 Epoch[12] Batch [2100-2150]	Speed: 199.14 samples/sec	accuracy=0.921094
+2020-04-10 10:40:11,187 Epoch[12] Batch [2150-2200]	Speed: 200.02 samples/sec	accuracy=0.924219
+2020-04-10 10:40:43,428 Epoch[12] Batch [2200-2250]	Speed: 198.51 samples/sec	accuracy=0.925312
+2020-04-10 10:41:14,997 Epoch[12] Batch [2250-2300]	Speed: 202.74 samples/sec	accuracy=0.919687
+2020-04-10 10:41:47,207 Epoch[12] Batch [2300-2350]	Speed: 198.69 samples/sec	accuracy=0.922969
+2020-04-10 10:42:18,909 Epoch[12] Batch [2350-2400]	Speed: 201.88 samples/sec	accuracy=0.925000
+2020-04-10 10:42:50,814 Epoch[12] Batch [2400-2450]	Speed: 200.60 samples/sec	accuracy=0.921719
+2020-04-10 10:43:21,322 Epoch[12] Batch [2450-2500]	Speed: 209.78 samples/sec	accuracy=0.920156
+2020-04-10 10:44:10,452 Using 1 threads for decoding...
+2020-04-10 10:44:10,453 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
+2020-04-10 10:44:10,453 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
+2020-04-10 10:44:20,898 Using 1 threads for decoding...
+2020-04-10 10:44:20,898 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
+2020-04-10 10:44:20,899 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
+2020-04-10 10:44:21,632 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 10:44:21,932 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0012.params
+[10:44:33] 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 10:45:07,946 Epoch[12] Batch [0-50]	Speed: 230.51 samples/sec	accuracy=0.924020
+2020-04-10 10:45:37,749 Epoch[12] Batch [50-100]	Speed: 214.75 samples/sec	accuracy=0.922656
+2020-04-10 10:46:09,324 Epoch[12] Batch [100-150]	Speed: 202.69 samples/sec	accuracy=0.918594
+2020-04-10 10:46:41,086 Epoch[12] Batch [150-200]	Speed: 201.50 samples/sec	accuracy=0.926250
+2020-04-10 10:47:13,081 Epoch[12] Batch [200-250]	Speed: 200.04 samples/sec	accuracy=0.925156
+2020-04-10 10:47:44,811 Epoch[12] Batch [250-300]	Speed: 201.70 samples/sec	accuracy=0.926250
+2020-04-10 10:48:16,960 Epoch[12] Batch [300-350]	Speed: 199.07 samples/sec	accuracy=0.922500
+2020-04-10 10:48:48,918 Epoch[12] Batch [350-400]	Speed: 200.26 samples/sec	accuracy=0.925000
+2020-04-10 10:49:20,580 Epoch[12] Batch [400-450]	Speed: 202.13 samples/sec	accuracy=0.925625
+2020-04-10 10:49:52,249 Epoch[12] Batch [450-500]	Speed: 202.09 samples/sec	accuracy=0.919375
+2020-04-10 10:50:24,120 Epoch[12] Batch [500-550]	Speed: 200.81 samples/sec	accuracy=0.929531
+2020-04-10 10:50:56,069 Epoch[12] Batch [550-600]	Speed: 200.32 samples/sec	accuracy=0.922500
+2020-04-10 10:51:28,084 Epoch[12] Batch [600-650]	Speed: 199.91 samples/sec	accuracy=0.924375
+2020-04-10 10:51:59,691 Epoch[12] Batch [650-700]	Speed: 202.49 samples/sec	accuracy=0.930000
+2020-04-10 10:52:31,490 Epoch[12] Batch [700-750]	Speed: 201.26 samples/sec	accuracy=0.921094
+2020-04-10 10:53:03,406 Epoch[12] Batch [750-800]	Speed: 200.53 samples/sec	accuracy=0.927813
+2020-04-10 10:53:35,026 Epoch[12] Batch [800-850]	Speed: 202.41 samples/sec	accuracy=0.922656
+2020-04-10 10:54:06,636 Epoch[12] Batch [850-900]	Speed: 202.47 samples/sec	accuracy=0.928438
+2020-04-10 10:54:38,744 Epoch[12] Batch [900-950]	Speed: 199.33 samples/sec	accuracy=0.919219
+2020-04-10 10:55:10,265 Epoch[12] Batch [950-1000]	Speed: 203.04 samples/sec	accuracy=0.925156
+2020-04-10 10:55:41,891 Epoch[12] Batch [1000-1050]	Speed: 202.37 samples/sec	accuracy=0.925937
+2020-04-10 10:56:13,644 Epoch[12] Batch [1050-1100]	Speed: 201.56 samples/sec	accuracy=0.933906
+2020-04-10 10:56:45,576 Epoch[12] Batch [1100-1150]	Speed: 200.43 samples/sec	accuracy=0.925469
+2020-04-10 10:57:17,451 Epoch[12] Batch [1150-1200]	Speed: 200.78 samples/sec	accuracy=0.922031
+2020-04-10 10:57:49,060 Epoch[12] Batch [1200-1250]	Speed: 202.47 samples/sec	accuracy=0.927813
+2020-04-10 10:58:20,680 Epoch[12] Batch [1250-1300]	Speed: 202.41 samples/sec	accuracy=0.920625
+2020-04-10 10:58:52,709 Epoch[12] Batch [1300-1350]	Speed: 199.82 samples/sec	accuracy=0.925469
+2020-04-10 10:59:24,829 Epoch[12] Batch [1350-1400]	Speed: 199.26 samples/sec	accuracy=0.921406
+2020-04-10 10:59:56,801 Epoch[12] Batch [1400-1450]	Speed: 200.18 samples/sec	accuracy=0.923750
+2020-04-10 11:00:28,681 Epoch[12] Batch [1450-1500]	Speed: 200.75 samples/sec	accuracy=0.927344
+2020-04-10 11:01:00,000 Epoch[12] Batch [1500-1550]	Speed: 204.35 samples/sec	accuracy=0.929375
+2020-04-10 11:01:31,785 Epoch[12] Batch [1550-1600]	Speed: 201.36 samples/sec	accuracy=0.919375
+2020-04-10 11:02:03,675 Epoch[12] Batch [1600-1650]	Speed: 200.69 samples/sec	accuracy=0.917344
+2020-04-10 11:02:35,489 Epoch[12] Batch [1650-1700]	Speed: 201.17 samples/sec	accuracy=0.923281
+2020-04-10 11:03:07,590 Epoch[12] Batch [1700-1750]	Speed: 199.37 samples/sec	accuracy=0.924063
+2020-04-10 11:03:39,520 Epoch[12] Batch [1750-1800]	Speed: 200.44 samples/sec	accuracy=0.926094
+2020-04-10 11:04:11,074 Epoch[12] Batch [1800-1850]	Speed: 202.82 samples/sec	accuracy=0.924687
+2020-04-10 11:04:42,597 Epoch[12] Batch [1850-1900]	Speed: 203.03 samples/sec	accuracy=0.923594
+2020-04-10 11:05:14,803 Epoch[12] Batch [1900-1950]	Speed: 198.72 samples/sec	accuracy=0.921719
+2020-04-10 11:05:46,925 Epoch[12] Batch [1950-2000]	Speed: 199.24 samples/sec	accuracy=0.925000
+2020-04-10 11:06:18,395 Epoch[12] Batch [2000-2050]	Speed: 203.37 samples/sec	accuracy=0.927188
+2020-04-10 11:06:50,326 Epoch[12] Batch [2050-2100]	Speed: 200.43 samples/sec	accuracy=0.924531
+2020-04-10 11:07:21,911 Epoch[12] Batch [2100-2150]	Speed: 202.63 samples/sec	accuracy=0.925781
+2020-04-10 11:07:53,593 Epoch[12] Batch [2150-2200]	Speed: 202.01 samples/sec	accuracy=0.926875
+2020-04-10 11:08:25,188 Epoch[12] Batch [2200-2250]	Speed: 202.56 samples/sec	accuracy=0.927813
+2020-04-10 11:08:57,065 Epoch[12] Batch [2250-2300]	Speed: 200.77 samples/sec	accuracy=0.926875
+2020-04-10 11:09:29,047 Epoch[12] Batch [2300-2350]	Speed: 200.12 samples/sec	accuracy=0.927500
+2020-04-10 11:10:00,865 Epoch[12] Batch [2350-2400]	Speed: 201.14 samples/sec	accuracy=0.927188
+2020-04-10 11:10:32,456 Epoch[12] Batch [2400-2450]	Speed: 202.59 samples/sec	accuracy=0.929844
+2020-04-10 11:11:04,521 Epoch[12] Batch [2450-2500]	Speed: 199.60 samples/sec	accuracy=0.930469
+2020-04-10 11:11:36,283 Epoch[12] Batch [2500-2550]	Speed: 201.50 samples/sec	accuracy=0.929844
+2020-04-10 11:12:08,370 Epoch[12] Batch [2550-2600]	Speed: 199.46 samples/sec	accuracy=0.923594
+2020-04-10 11:12:40,365 Epoch[12] Batch [2600-2650]	Speed: 200.03 samples/sec	accuracy=0.918438
+2020-04-10 11:13:12,449 Epoch[12] Batch [2650-2700]	Speed: 199.48 samples/sec	accuracy=0.930156
+2020-04-10 11:13:44,427 Epoch[12] Batch [2700-2750]	Speed: 200.14 samples/sec	accuracy=0.922344
+2020-04-10 11:14:16,670 Epoch[12] Batch [2750-2800]	Speed: 198.49 samples/sec	accuracy=0.924219
+2020-04-10 11:14:48,672 Epoch[12] Batch [2800-2850]	Speed: 199.99 samples/sec	accuracy=0.927500
+2020-04-10 11:15:20,717 Epoch[12] Batch [2850-2900]	Speed: 199.72 samples/sec	accuracy=0.925312
+2020-04-10 11:15:52,898 Epoch[12] Batch [2900-2950]	Speed: 198.88 samples/sec	accuracy=0.927813
+2020-04-10 11:16:24,770 Epoch[12] Batch [2950-3000]	Speed: 200.80 samples/sec	accuracy=0.924219
+2020-04-10 11:16:56,518 Epoch[12] Batch [3000-3050]	Speed: 201.59 samples/sec	accuracy=0.926719
+2020-04-10 11:17:28,090 Epoch[12] Batch [3050-3100]	Speed: 202.72 samples/sec	accuracy=0.927188
+2020-04-10 11:17:59,786 Epoch[12] Batch [3100-3150]	Speed: 201.92 samples/sec	accuracy=0.930625
+2020-04-10 11:18:31,821 Epoch[12] Batch [3150-3200]	Speed: 199.78 samples/sec	accuracy=0.928438
+2020-04-10 11:19:03,818 Epoch[12] Batch [3200-3250]	Speed: 200.02 samples/sec	accuracy=0.926875
+2020-04-10 11:19:35,801 Epoch[12] Batch [3250-3300]	Speed: 200.11 samples/sec	accuracy=0.924375
+2020-04-10 11:20:07,419 Epoch[12] Batch [3300-3350]	Speed: 202.41 samples/sec	accuracy=0.924219
+2020-04-10 11:20:39,100 Epoch[12] Batch [3350-3400]	Speed: 202.02 samples/sec	accuracy=0.930312
+2020-04-10 11:21:10,806 Epoch[12] Batch [3400-3450]	Speed: 201.85 samples/sec	accuracy=0.927969
+2020-04-10 11:21:42,428 Epoch[12] Batch [3450-3500]	Speed: 202.39 samples/sec	accuracy=0.924531
+2020-04-10 11:22:14,305 Epoch[12] Batch [3500-3550]	Speed: 200.78 samples/sec	accuracy=0.928594
+2020-04-10 11:22:46,040 Epoch[12] Batch [3550-3600]	Speed: 201.67 samples/sec	accuracy=0.925781
+2020-04-10 11:23:17,984 Epoch[12] Batch [3600-3650]	Speed: 200.35 samples/sec	accuracy=0.922031
+2020-04-10 11:23:49,448 Epoch[12] Batch [3650-3700]	Speed: 203.40 samples/sec	accuracy=0.931094
+2020-04-10 11:24:21,248 Epoch[12] Batch [3700-3750]	Speed: 201.26 samples/sec	accuracy=0.932344
+2020-04-10 11:24:52,773 Epoch[12] Batch [3750-3800]	Speed: 203.02 samples/sec	accuracy=0.927656
+2020-04-10 11:25:24,274 Epoch[12] Batch [3800-3850]	Speed: 203.17 samples/sec	accuracy=0.922188
+2020-04-10 11:25:55,749 Epoch[12] Batch [3850-3900]	Speed: 203.34 samples/sec	accuracy=0.928594
+2020-04-10 11:26:27,268 Epoch[12] Batch [3900-3950]	Speed: 203.05 samples/sec	accuracy=0.927813
+2020-04-10 11:26:59,741 Epoch[12] Batch [3950-4000]	Speed: 197.09 samples/sec	accuracy=0.923906
+2020-04-10 11:27:31,511 Epoch[12] Batch [4000-4050]	Speed: 201.45 samples/sec	accuracy=0.924063
+2020-04-10 11:28:03,312 Epoch[12] Batch [4050-4100]	Speed: 201.25 samples/sec	accuracy=0.920625
+2020-04-10 11:28:34,895 Epoch[12] Batch [4100-4150]	Speed: 202.64 samples/sec	accuracy=0.925625
+2020-04-10 11:29:06,701 Epoch[12] Batch [4150-4200]	Speed: 201.22 samples/sec	accuracy=0.924844
+2020-04-10 11:29:38,587 Epoch[12] Batch [4200-4250]	Speed: 200.72 samples/sec	accuracy=0.927031
+2020-04-10 11:30:10,621 Epoch[12] Batch [4250-4300]	Speed: 199.78 samples/sec	accuracy=0.929063
+2020-04-10 11:30:42,623 Epoch[12] Batch [4300-4350]	Speed: 199.99 samples/sec	accuracy=0.927813
+2020-04-10 11:31:14,847 Epoch[12] Batch [4350-4400]	Speed: 198.61 samples/sec	accuracy=0.922031
+2020-04-10 11:31:46,815 Epoch[12] Batch [4400-4450]	Speed: 200.20 samples/sec	accuracy=0.925000
+2020-04-10 11:32:19,056 Epoch[12] Batch [4450-4500]	Speed: 198.50 samples/sec	accuracy=0.924375
+2020-04-10 11:32:50,799 Epoch[12] Batch [4500-4550]	Speed: 201.62 samples/sec	accuracy=0.923125
+2020-04-10 11:33:22,582 Epoch[12] Batch [4550-4600]	Speed: 201.37 samples/sec	accuracy=0.924219
+2020-04-10 11:33:54,941 Epoch[12] Batch [4600-4650]	Speed: 197.78 samples/sec	accuracy=0.919844
+2020-04-10 11:34:26,801 Epoch[12] Batch [4650-4700]	Speed: 200.88 samples/sec	accuracy=0.923750
+2020-04-10 11:34:58,290 Epoch[12] Batch [4700-4750]	Speed: 203.24 samples/sec	accuracy=0.924844
+2020-04-10 11:35:30,109 Epoch[12] Batch [4750-4800]	Speed: 201.14 samples/sec	accuracy=0.925156
+2020-04-10 11:36:01,894 Epoch[12] Batch [4800-4850]	Speed: 201.35 samples/sec	accuracy=0.925625
+2020-04-10 11:36:33,753 Epoch[12] Batch [4850-4900]	Speed: 200.89 samples/sec	accuracy=0.931250
+2020-04-10 11:37:05,599 Epoch[12] Batch [4900-4950]	Speed: 200.97 samples/sec	accuracy=0.927500
+2020-04-10 11:37:37,602 Epoch[12] Batch [4950-5000]	Speed: 199.98 samples/sec	accuracy=0.929063
+2020-04-10 11:38:09,897 Epoch[12] Batch [5000-5050]	Speed: 198.18 samples/sec	accuracy=0.924531
+2020-04-10 11:38:42,017 Epoch[12] Batch [5050-5100]	Speed: 199.26 samples/sec	accuracy=0.927500
+2020-04-10 11:39:13,927 Epoch[12] Batch [5100-5150]	Speed: 200.56 samples/sec	accuracy=0.927500
+2020-04-10 11:39:45,419 Epoch[12] Batch [5150-5200]	Speed: 203.23 samples/sec	accuracy=0.923125
+2020-04-10 11:40:17,096 Epoch[12] Batch [5200-5250]	Speed: 202.04 samples/sec	accuracy=0.924844
+2020-04-10 11:40:49,089 Epoch[12] Batch [5250-5300]	Speed: 200.05 samples/sec	accuracy=0.924531
+2020-04-10 11:41:21,122 Epoch[12] Batch [5300-5350]	Speed: 199.79 samples/sec	accuracy=0.925781
+2020-04-10 11:41:53,062 Epoch[12] Batch [5350-5400]	Speed: 200.38 samples/sec	accuracy=0.925625
+2020-04-10 11:42:25,057 Epoch[12] Batch [5400-5450]	Speed: 200.04 samples/sec	accuracy=0.935937
+2020-04-10 11:42:57,277 Epoch[12] Batch [5450-5500]	Speed: 198.64 samples/sec	accuracy=0.925156
+2020-04-10 11:43:28,929 Epoch[12] Batch [5500-5550]	Speed: 202.20 samples/sec	accuracy=0.922813
+2020-04-10 11:44:00,902 Epoch[12] Batch [5550-5600]	Speed: 200.17 samples/sec	accuracy=0.927188
+2020-04-10 11:44:32,626 Epoch[12] Batch [5600-5650]	Speed: 201.74 samples/sec	accuracy=0.923750
+2020-04-10 11:45:04,646 Epoch[12] Batch [5650-5700]	Speed: 199.88 samples/sec	accuracy=0.926875
+2020-04-10 11:45:36,503 Epoch[12] Batch [5700-5750]	Speed: 200.90 samples/sec	accuracy=0.919375
+2020-04-10 11:46:07,849 Epoch[12] Batch [5750-5800]	Speed: 204.18 samples/sec	accuracy=0.924531
+2020-04-10 11:46:40,111 Epoch[12] Batch [5800-5850]	Speed: 198.37 samples/sec	accuracy=0.923906
+2020-04-10 11:47:12,258 Epoch[12] Batch [5850-5900]	Speed: 199.09 samples/sec	accuracy=0.922813
+2020-04-10 11:47:44,133 Epoch[12] Batch [5900-5950]	Speed: 200.78 samples/sec	accuracy=0.921719
+2020-04-10 11:48:16,185 Epoch[12] Batch [5950-6000]	Speed: 199.68 samples/sec	accuracy=0.926250
+2020-04-10 11:48:48,374 Epoch[12] Batch [6000-6050]	Speed: 198.83 samples/sec	accuracy=0.927500
+2020-04-10 11:49:20,548 Epoch[12] Batch [6050-6100]	Speed: 198.92 samples/sec	accuracy=0.926094
+2020-04-10 11:49:52,373 Epoch[12] Batch [6100-6150]	Speed: 201.10 samples/sec	accuracy=0.931562
+2020-04-10 11:50:24,008 Epoch[12] Batch [6150-6200]	Speed: 202.31 samples/sec	accuracy=0.928750
+2020-04-10 11:50:55,766 Epoch[12] Batch [6200-6250]	Speed: 201.52 samples/sec	accuracy=0.927031
+2020-04-10 11:51:27,830 Epoch[12] Batch [6250-6300]	Speed: 199.61 samples/sec	accuracy=0.927813
+2020-04-10 11:52:00,100 Epoch[12] Batch [6300-6350]	Speed: 198.33 samples/sec	accuracy=0.925312
+2020-04-10 11:52:32,515 Epoch[12] Batch [6350-6400]	Speed: 197.44 samples/sec	accuracy=0.924531
+2020-04-10 11:53:04,843 Epoch[12] Batch [6400-6450]	Speed: 197.97 samples/sec	accuracy=0.926875
+2020-04-10 11:53:37,203 Epoch[12] Batch [6450-6500]	Speed: 197.78 samples/sec	accuracy=0.926406
+2020-04-10 11:54:09,061 Epoch[12] Batch [6500-6550]	Speed: 200.89 samples/sec	accuracy=0.920469
+2020-04-10 11:54:40,967 Epoch[12] Batch [6550-6600]	Speed: 200.59 samples/sec	accuracy=0.929375
+2020-04-10 11:55:13,201 Epoch[12] Batch [6600-6650]	Speed: 198.55 samples/sec	accuracy=0.929375
+2020-04-10 11:55:45,160 Epoch[12] Batch [6650-6700]	Speed: 200.26 samples/sec	accuracy=0.924063
+2020-04-10 11:56:17,101 Epoch[12] Batch [6700-6750]	Speed: 200.37 samples/sec	accuracy=0.927969
+2020-04-10 11:56:48,982 Epoch[12] Batch [6750-6800]	Speed: 200.75 samples/sec	accuracy=0.924844
+2020-04-10 11:57:21,095 Epoch[12] Batch [6800-6850]	Speed: 199.29 samples/sec	accuracy=0.927188
+2020-04-10 11:57:53,111 Epoch[12] Batch [6850-6900]	Speed: 199.91 samples/sec	accuracy=0.921562
+2020-04-10 11:58:24,880 Epoch[12] Batch [6900-6950]	Speed: 201.45 samples/sec	accuracy=0.932344
+2020-04-10 11:58:56,764 Epoch[12] Batch [6950-7000]	Speed: 200.73 samples/sec	accuracy=0.925937
+2020-04-10 11:59:28,414 Epoch[12] Batch [7000-7050]	Speed: 202.21 samples/sec	accuracy=0.926250
+2020-04-10 11:59:59,727 Epoch[12] Batch [7050-7100]	Speed: 204.39 samples/sec	accuracy=0.924375
+2020-04-10 12:00:31,245 Epoch[12] Batch [7100-7150]	Speed: 203.06 samples/sec	accuracy=0.924375
+2020-04-10 12:01:03,084 Epoch[12] Batch [7150-7200]	Speed: 201.02 samples/sec	accuracy=0.923281
+2020-04-10 12:01:35,170 Epoch[12] Batch [7200-7250]	Speed: 199.46 samples/sec	accuracy=0.930156
+2020-04-10 12:02:06,920 Epoch[12] Batch [7250-7300]	Speed: 201.58 samples/sec	accuracy=0.925312
+2020-04-10 12:02:38,799 Epoch[12] Batch [7300-7350]	Speed: 200.76 samples/sec	accuracy=0.928438
+2020-04-10 12:03:10,612 Epoch[12] Batch [7350-7400]	Speed: 201.18 samples/sec	accuracy=0.919844
+2020-04-10 12:03:42,358 Epoch[12] Batch [7400-7450]	Speed: 201.60 samples/sec	accuracy=0.927656
+2020-04-10 12:04:14,237 Epoch[12] Batch [7450-7500]	Speed: 200.76 samples/sec	accuracy=0.917344
+2020-04-10 12:04:46,002 Epoch[12] Batch [7500-7550]	Speed: 201.48 samples/sec	accuracy=0.929219
+2020-04-10 12:05:17,385 Epoch[12] Batch [7550-7600]	Speed: 203.94 samples/sec	accuracy=0.926094
+2020-04-10 12:05:49,091 Epoch[12] Batch [7600-7650]	Speed: 201.85 samples/sec	accuracy=0.926719
+2020-04-10 12:06:21,277 Epoch[12] Batch [7650-7700]	Speed: 198.85 samples/sec	accuracy=0.923125
+2020-04-10 12:06:53,405 Epoch[12] Batch [7700-7750]	Speed: 199.21 samples/sec	accuracy=0.932813
+2020-04-10 12:07:25,803 Epoch[12] Batch [7750-7800]	Speed: 197.54 samples/sec	accuracy=0.931094
+2020-04-10 12:07:57,598 Epoch[12] Batch [7800-7850]	Speed: 201.29 samples/sec	accuracy=0.922656
+2020-04-10 12:08:29,395 Epoch[12] Batch [7850-7900]	Speed: 201.28 samples/sec	accuracy=0.919844
+2020-04-10 12:09:01,260 Epoch[12] Batch [7900-7950]	Speed: 200.85 samples/sec	accuracy=0.932813
+2020-04-10 12:09:33,444 Epoch[12] Batch [7950-8000]	Speed: 198.86 samples/sec	accuracy=0.925469
+2020-04-10 12:10:05,170 Epoch[12] Batch [8000-8050]	Speed: 201.72 samples/sec	accuracy=0.927813
+2020-04-10 12:10:36,974 Epoch[12] Batch [8050-8100]	Speed: 201.24 samples/sec	accuracy=0.924687
+2020-04-10 12:11:09,109 Epoch[12] Batch [8100-8150]	Speed: 199.16 samples/sec	accuracy=0.921250
+2020-04-10 12:11:40,705 Epoch[12] Batch [8150-8200]	Speed: 202.56 samples/sec	accuracy=0.930312
+2020-04-10 12:12:12,725 Epoch[12] Batch [8200-8250]	Speed: 199.87 samples/sec	accuracy=0.925625
+2020-04-10 12:12:44,537 Epoch[12] Batch [8250-8300]	Speed: 201.18 samples/sec	accuracy=0.923438
+2020-04-10 12:13:16,523 Epoch[12] Batch [8300-8350]	Speed: 200.09 samples/sec	accuracy=0.926562
+2020-04-10 12:13:47,914 Epoch[12] Batch [8350-8400]	Speed: 203.88 samples/sec	accuracy=0.929531
+2020-04-10 12:14:19,486 Epoch[12] Batch [8400-8450]	Speed: 202.71 samples/sec	accuracy=0.927188
+2020-04-10 12:14:51,316 Epoch[12] Batch [8450-8500]	Speed: 201.07 samples/sec	accuracy=0.927031
+2020-04-10 12:15:23,161 Epoch[12] Batch [8500-8550]	Speed: 200.98 samples/sec	accuracy=0.926875
+2020-04-10 12:15:55,060 Epoch[12] Batch [8550-8600]	Speed: 200.63 samples/sec	accuracy=0.927813
+2020-04-10 12:16:27,105 Epoch[12] Batch [8600-8650]	Speed: 199.72 samples/sec	accuracy=0.926875
+2020-04-10 12:16:59,012 Epoch[12] Batch [8650-8700]	Speed: 200.59 samples/sec	accuracy=0.933281
+2020-04-10 12:17:30,824 Epoch[12] Batch [8700-8750]	Speed: 201.18 samples/sec	accuracy=0.929219
+2020-04-10 12:18:02,589 Epoch[12] Batch [8750-8800]	Speed: 201.48 samples/sec	accuracy=0.920937
+2020-04-10 12:18:34,461 Epoch[12] Batch [8800-8850]	Speed: 200.80 samples/sec	accuracy=0.925156
+2020-04-10 12:19:06,437 Epoch[12] Batch [8850-8900]	Speed: 200.15 samples/sec	accuracy=0.929531
+2020-04-10 12:19:38,629 Epoch[12] Batch [8900-8950]	Speed: 198.81 samples/sec	accuracy=0.921875
+2020-04-10 12:20:10,160 Epoch[12] Batch [8950-9000]	Speed: 202.98 samples/sec	accuracy=0.927813
+2020-04-10 12:20:41,952 Epoch[12] Batch [9000-9050]	Speed: 201.31 samples/sec	accuracy=0.924531
+2020-04-10 12:21:13,855 Epoch[12] Batch [9050-9100]	Speed: 200.61 samples/sec	accuracy=0.929531
+2020-04-10 12:21:45,709 Epoch[12] Batch [9100-9150]	Speed: 200.92 samples/sec	accuracy=0.923438
+2020-04-10 12:22:17,830 Epoch[12] Batch [9150-9200]	Speed: 199.25 samples/sec	accuracy=0.931406
+2020-04-10 12:22:49,990 Epoch[12] Batch [9200-9250]	Speed: 199.00 samples/sec	accuracy=0.926094
+2020-04-10 12:23:21,802 Epoch[12] Batch [9250-9300]	Speed: 201.19 samples/sec	accuracy=0.921406
+2020-04-10 12:23:53,567 Epoch[12] Batch [9300-9350]	Speed: 201.48 samples/sec	accuracy=0.926719
+2020-04-10 12:24:25,465 Epoch[12] Batch [9350-9400]	Speed: 200.64 samples/sec	accuracy=0.922969
+2020-04-10 12:24:56,967 Epoch[12] Batch [9400-9450]	Speed: 203.17 samples/sec	accuracy=0.931406
+2020-04-10 12:25:28,619 Epoch[12] Batch [9450-9500]	Speed: 202.20 samples/sec	accuracy=0.925781
+2020-04-10 12:26:00,348 Epoch[12] Batch [9500-9550]	Speed: 201.71 samples/sec	accuracy=0.925937
+2020-04-10 12:26:32,341 Epoch[12] Batch [9550-9600]	Speed: 200.05 samples/sec	accuracy=0.929688
+2020-04-10 12:27:04,286 Epoch[12] Batch [9600-9650]	Speed: 200.35 samples/sec	accuracy=0.930781
+2020-04-10 12:27:36,223 Epoch[12] Batch [9650-9700]	Speed: 200.39 samples/sec	accuracy=0.923438
+2020-04-10 12:28:08,152 Epoch[12] Batch [9700-9750]	Speed: 200.45 samples/sec	accuracy=0.928438
+2020-04-10 12:28:40,173 Epoch[12] Batch [9750-9800]	Speed: 199.87 samples/sec	accuracy=0.922031
+2020-04-10 12:29:12,095 Epoch[12] Batch [9800-9850]	Speed: 200.49 samples/sec	accuracy=0.921875
+2020-04-10 12:29:44,245 Epoch[12] Batch [9850-9900]	Speed: 199.06 samples/sec	accuracy=0.930937
+2020-04-10 12:30:16,032 Epoch[12] Batch [9900-9950]	Speed: 201.34 samples/sec	accuracy=0.929375
+2020-04-10 12:30:47,847 Epoch[12] Batch [9950-10000]	Speed: 201.16 samples/sec	accuracy=0.930000
+2020-04-10 12:31:19,703 Epoch[12] Batch [10000-10050]	Speed: 200.90 samples/sec	accuracy=0.924219
+2020-04-10 12:31:51,415 Epoch[12] Batch [10050-10100]	Speed: 201.82 samples/sec	accuracy=0.926875
+2020-04-10 12:32:23,254 Epoch[12] Batch [10100-10150]	Speed: 201.01 samples/sec	accuracy=0.930625
+2020-04-10 12:32:55,028 Epoch[12] Batch [10150-10200]	Speed: 201.43 samples/sec	accuracy=0.926875
+2020-04-10 12:33:27,086 Epoch[12] Batch [10200-10250]	Speed: 199.64 samples/sec	accuracy=0.925312
+2020-04-10 12:33:59,036 Epoch[12] Batch [10250-10300]	Speed: 200.31 samples/sec	accuracy=0.927031
+2020-04-10 12:34:31,106 Epoch[12] Batch [10300-10350]	Speed: 199.56 samples/sec	accuracy=0.927344
+2020-04-10 12:35:03,054 Epoch[12] Batch [10350-10400]	Speed: 200.33 samples/sec	accuracy=0.927656
+2020-04-10 12:35:34,889 Epoch[12] Batch [10400-10450]	Speed: 201.04 samples/sec	accuracy=0.929531
+2020-04-10 12:36:07,264 Epoch[12] Batch [10450-10500]	Speed: 197.69 samples/sec	accuracy=0.926562
+2020-04-10 12:36:39,302 Epoch[12] Batch [10500-10550]	Speed: 199.76 samples/sec	accuracy=0.923125
+2020-04-10 12:37:11,157 Epoch[12] Batch [10550-10600]	Speed: 200.91 samples/sec	accuracy=0.922656
+2020-04-10 12:37:43,462 Epoch[12] Batch [10600-10650]	Speed: 198.11 samples/sec	accuracy=0.925156
+2020-04-10 12:38:15,608 Epoch[12] Batch [10650-10700]	Speed: 199.09 samples/sec	accuracy=0.924219
+2020-04-10 12:38:47,465 Epoch[12] Batch [10700-10750]	Speed: 200.90 samples/sec	accuracy=0.920000
+2020-04-10 12:39:18,967 Epoch[12] Batch [10750-10800]	Speed: 203.16 samples/sec	accuracy=0.929219
+2020-04-10 12:39:50,711 Epoch[12] Batch [10800-10850]	Speed: 201.61 samples/sec	accuracy=0.924375
+2020-04-10 12:40:22,702 Epoch[12] Batch [10850-10900]	Speed: 200.06 samples/sec	accuracy=0.923906
+2020-04-10 12:40:54,677 Epoch[12] Batch [10900-10950]	Speed: 200.15 samples/sec	accuracy=0.930625
+2020-04-10 12:41:26,658 Epoch[12] Batch [10950-11000]	Speed: 200.12 samples/sec	accuracy=0.926094
+2020-04-10 12:41:58,734 Epoch[12] Batch [11000-11050]	Speed: 199.53 samples/sec	accuracy=0.925781
+2020-04-10 12:42:30,684 Epoch[12] Batch [11050-11100]	Speed: 200.31 samples/sec	accuracy=0.925781
+2020-04-10 12:43:02,557 Epoch[12] Batch [11100-11150]	Speed: 200.80 samples/sec	accuracy=0.927500
+2020-04-10 12:43:34,756 Epoch[12] Batch [11150-11200]	Speed: 198.76 samples/sec	accuracy=0.930937
+2020-04-10 12:44:06,392 Epoch[12] Batch [11200-11250]	Speed: 202.30 samples/sec	accuracy=0.926406
+2020-04-10 12:44:38,417 Epoch[12] Batch [11250-11300]	Speed: 199.85 samples/sec	accuracy=0.930781
+2020-04-10 12:45:10,420 Epoch[12] Batch [11300-11350]	Speed: 199.98 samples/sec	accuracy=0.924219
+2020-04-10 12:45:41,999 Epoch[12] Batch [11350-11400]	Speed: 202.67 samples/sec	accuracy=0.924375
+2020-04-10 12:46:14,441 Epoch[12] Batch [11400-11450]	Speed: 197.28 samples/sec	accuracy=0.927813
+2020-04-10 12:46:46,300 Epoch[12] Batch [11450-11500]	Speed: 200.89 samples/sec	accuracy=0.927500
+2020-04-10 12:47:18,403 Epoch[12] Batch [11500-11550]	Speed: 199.36 samples/sec	accuracy=0.924375
+2020-04-10 12:47:50,191 Epoch[12] Batch [11550-11600]	Speed: 201.33 samples/sec	accuracy=0.925781
+2020-04-10 12:48:22,108 Epoch[12] Batch [11600-11650]	Speed: 200.52 samples/sec	accuracy=0.920781
+2020-04-10 12:48:53,381 Epoch[12] Batch [11650-11700]	Speed: 204.65 samples/sec	accuracy=0.931875
+2020-04-10 12:49:25,585 Epoch[12] Batch [11700-11750]	Speed: 198.74 samples/sec	accuracy=0.929688
+2020-04-10 12:49:57,118 Epoch[12] Batch [11750-11800]	Speed: 202.96 samples/sec	accuracy=0.925156
+2020-04-10 12:50:29,285 Epoch[12] Batch [11800-11850]	Speed: 198.96 samples/sec	accuracy=0.922813
+2020-04-10 12:51:01,163 Epoch[12] Batch [11850-11900]	Speed: 200.77 samples/sec	accuracy=0.926094
+2020-04-10 12:51:33,097 Epoch[12] Batch [11900-11950]	Speed: 200.41 samples/sec	accuracy=0.926562
+2020-04-10 12:52:05,022 Epoch[12] Batch [11950-12000]	Speed: 200.47 samples/sec	accuracy=0.926406
+2020-04-10 12:52:36,991 Epoch[12] Batch [12000-12050]	Speed: 200.20 samples/sec	accuracy=0.935625
+2020-04-10 12:53:09,401 Epoch[12] Batch [12050-12100]	Speed: 197.47 samples/sec	accuracy=0.933281
+2020-04-10 12:53:41,321 Epoch[12] Batch [12100-12150]	Speed: 200.51 samples/sec	accuracy=0.927500
+2020-04-10 12:54:12,838 Epoch[12] Batch [12150-12200]	Speed: 203.06 samples/sec	accuracy=0.933281
+2020-04-10 12:54:44,297 Epoch[12] Batch [12200-12250]	Speed: 203.44 samples/sec	accuracy=0.927031
+2020-04-10 12:55:16,310 Epoch[12] Batch [12250-12300]	Speed: 199.92 samples/sec	accuracy=0.926094
+2020-04-10 12:55:48,144 Epoch[12] Batch [12300-12350]	Speed: 201.04 samples/sec	accuracy=0.928281
+2020-04-10 12:56:19,840 Epoch[12] Batch [12350-12400]	Speed: 201.92 samples/sec	accuracy=0.929844
+2020-04-10 12:56:52,143 Epoch[12] Batch [12400-12450]	Speed: 198.13 samples/sec	accuracy=0.927500
+2020-04-10 12:57:23,935 Epoch[12] Batch [12450-12500]	Speed: 201.31 samples/sec	accuracy=0.924063
+2020-04-10 12:57:56,153 Epoch[12] Batch [12500-12550]	Speed: 198.65 samples/sec	accuracy=0.928750
+2020-04-10 12:58:27,696 Epoch[12] Batch [12550-12600]	Speed: 202.90 samples/sec	accuracy=0.933281
+2020-04-10 12:58:59,399 Epoch[12] Batch [12600-12650]	Speed: 201.87 samples/sec	accuracy=0.927031
+2020-04-10 12:59:31,485 Epoch[12] Batch [12650-12700]	Speed: 199.46 samples/sec	accuracy=0.933125
+2020-04-10 13:00:03,594 Epoch[12] Batch [12700-12750]	Speed: 199.32 samples/sec	accuracy=0.923594
+2020-04-10 13:00:35,691 Epoch[12] Batch [12750-12800]	Speed: 199.40 samples/sec	accuracy=0.926562
+2020-04-10 13:01:07,915 Epoch[12] Batch [12800-12850]	Speed: 198.61 samples/sec	accuracy=0.923125
+2020-04-10 13:01:40,072 Epoch[12] Batch [12850-12900]	Speed: 199.03 samples/sec	accuracy=0.924063
+2020-04-10 13:02:12,158 Epoch[12] Batch [12900-12950]	Speed: 199.46 samples/sec	accuracy=0.919844
+2020-04-10 13:02:44,163 Epoch[12] Batch [12950-13000]	Speed: 199.98 samples/sec	accuracy=0.927031
+2020-04-10 13:03:16,108 Epoch[12] Batch [13000-13050]	Speed: 200.34 samples/sec	accuracy=0.925625
+2020-04-10 13:03:47,819 Epoch[12] Batch [13050-13100]	Speed: 201.82 samples/sec	accuracy=0.923125
+2020-04-10 13:04:19,731 Epoch[12] Batch [13100-13150]	Speed: 200.55 samples/sec	accuracy=0.919687
+2020-04-10 13:04:51,634 Epoch[12] Batch [13150-13200]	Speed: 200.61 samples/sec	accuracy=0.925000
+2020-04-10 13:05:23,575 Epoch[12] Batch [13200-13250]	Speed: 200.37 samples/sec	accuracy=0.922813
+2020-04-10 13:05:55,549 Epoch[12] Batch [13250-13300]	Speed: 200.17 samples/sec	accuracy=0.929375
+2020-04-10 13:06:27,738 Epoch[12] Batch [13300-13350]	Speed: 198.83 samples/sec	accuracy=0.924687
+2020-04-10 13:06:59,447 Epoch[12] Batch [13350-13400]	Speed: 201.84 samples/sec	accuracy=0.925625
+2020-04-10 13:07:31,227 Epoch[12] Batch [13400-13450]	Speed: 201.39 samples/sec	accuracy=0.928125
+2020-04-10 13:08:02,951 Epoch[12] Batch [13450-13500]	Speed: 201.74 samples/sec	accuracy=0.921094
+2020-04-10 13:08:35,347 Epoch[12] Batch [13500-13550]	Speed: 197.56 samples/sec	accuracy=0.924844
+2020-04-10 13:09:07,344 Epoch[12] Batch [13550-13600]	Speed: 200.02 samples/sec	accuracy=0.921719
+2020-04-10 13:09:39,100 Epoch[12] Batch [13600-13650]	Speed: 201.54 samples/sec	accuracy=0.925312
+2020-04-10 13:10:11,201 Epoch[12] Batch [13650-13700]	Speed: 199.37 samples/sec	accuracy=0.924219
+2020-04-10 13:10:43,473 Epoch[12] Batch [13700-13750]	Speed: 198.31 samples/sec	accuracy=0.929844
+2020-04-10 13:11:15,313 Epoch[12] Batch [13750-13800]	Speed: 201.00 samples/sec	accuracy=0.924531
+2020-04-10 13:11:47,151 Epoch[12] Batch [13800-13850]	Speed: 201.02 samples/sec	accuracy=0.926094
+2020-04-10 13:12:19,048 Epoch[12] Batch [13850-13900]	Speed: 200.65 samples/sec	accuracy=0.931406
+2020-04-10 13:12:51,038 Epoch[12] Batch [13900-13950]	Speed: 200.06 samples/sec	accuracy=0.923125
+2020-04-10 13:13:22,983 Epoch[12] Batch [13950-14000]	Speed: 200.34 samples/sec	accuracy=0.924219
+2020-04-10 13:13:54,982 Epoch[12] Batch [14000-14050]	Speed: 200.01 samples/sec	accuracy=0.924219
+2020-04-10 13:14:26,874 Epoch[12] Batch [14050-14100]	Speed: 200.68 samples/sec	accuracy=0.925156
+2020-04-10 13:14:58,746 Epoch[12] Batch [14100-14150]	Speed: 200.81 samples/sec	accuracy=0.927813
+2020-04-10 13:15:30,646 Epoch[12] Batch [14150-14200]	Speed: 200.62 samples/sec	accuracy=0.924531
+2020-04-10 13:16:02,531 Epoch[12] Batch [14200-14250]	Speed: 200.72 samples/sec	accuracy=0.923125
+2020-04-10 13:16:34,063 Epoch[12] Batch [14250-14300]	Speed: 202.97 samples/sec	accuracy=0.924375
+2020-04-10 13:17:05,720 Epoch[12] Batch [14300-14350]	Speed: 202.17 samples/sec	accuracy=0.931875
+2020-04-10 13:17:38,090 Epoch[12] Batch [14350-14400]	Speed: 197.71 samples/sec	accuracy=0.925469
+2020-04-10 13:18:09,897 Epoch[12] Batch [14400-14450]	Speed: 201.21 samples/sec	accuracy=0.925156
+2020-04-10 13:18:42,140 Epoch[12] Batch [14450-14500]	Speed: 198.49 samples/sec	accuracy=0.927656
+2020-04-10 13:19:14,177 Epoch[12] Batch [14500-14550]	Speed: 199.77 samples/sec	accuracy=0.928281
+2020-04-10 13:19:45,827 Epoch[12] Batch [14550-14600]	Speed: 202.22 samples/sec	accuracy=0.925469
+2020-04-10 13:20:17,693 Epoch[12] Batch [14600-14650]	Speed: 200.84 samples/sec	accuracy=0.922969
+2020-04-10 13:20:49,803 Epoch[12] Batch [14650-14700]	Speed: 199.32 samples/sec	accuracy=0.926406
+2020-04-10 13:21:21,278 Epoch[12] Batch [14700-14750]	Speed: 203.34 samples/sec	accuracy=0.923906
+2020-04-10 13:21:53,058 Epoch[12] Batch [14750-14800]	Speed: 201.39 samples/sec	accuracy=0.924375
+2020-04-10 13:22:24,584 Epoch[12] Batch [14800-14850]	Speed: 203.01 samples/sec	accuracy=0.927344
+2020-04-10 13:22:56,237 Epoch[12] Batch [14850-14900]	Speed: 202.20 samples/sec	accuracy=0.926719
+2020-04-10 13:23:28,528 Epoch[12] Batch [14900-14950]	Speed: 198.20 samples/sec	accuracy=0.928438
+2020-04-10 13:24:00,943 Epoch[12] Batch [14950-15000]	Speed: 197.44 samples/sec	accuracy=0.922656
+2020-04-10 13:24:32,845 Epoch[12] Batch [15000-15050]	Speed: 200.62 samples/sec	accuracy=0.928594
+2020-04-10 13:25:04,683 Epoch[12] Batch [15050-15100]	Speed: 201.02 samples/sec	accuracy=0.927969
+2020-04-10 13:25:36,917 Epoch[12] Batch [15100-15150]	Speed: 198.55 samples/sec	accuracy=0.933125
+2020-04-10 13:26:08,859 Epoch[12] Batch [15150-15200]	Speed: 200.37 samples/sec	accuracy=0.932500
+2020-04-10 13:26:40,352 Epoch[12] Batch [15200-15250]	Speed: 203.22 samples/sec	accuracy=0.925000
+2020-04-10 13:27:11,866 Epoch[12] Batch [15250-15300]	Speed: 203.09 samples/sec	accuracy=0.922656
+2020-04-10 13:27:43,930 Epoch[12] Batch [15300-15350]	Speed: 199.60 samples/sec	accuracy=0.930781
+2020-04-10 13:28:16,115 Epoch[12] Batch [15350-15400]	Speed: 198.85 samples/sec	accuracy=0.916562
+2020-04-10 13:28:47,803 Epoch[12] Batch [15400-15450]	Speed: 201.97 samples/sec	accuracy=0.923594
+2020-04-10 13:29:19,873 Epoch[12] Batch [15450-15500]	Speed: 199.56 samples/sec	accuracy=0.928906
+2020-04-10 13:29:51,760 Epoch[12] Batch [15500-15550]	Speed: 200.71 samples/sec	accuracy=0.926562
+2020-04-10 13:30:23,737 Epoch[12] Batch [15550-15600]	Speed: 200.15 samples/sec	accuracy=0.927813
+2020-04-10 13:30:55,722 Epoch[12] Batch [15600-15650]	Speed: 200.09 samples/sec	accuracy=0.922188
+2020-04-10 13:31:27,531 Epoch[12] Batch [15650-15700]	Speed: 201.20 samples/sec	accuracy=0.927969
+2020-04-10 13:31:59,484 Epoch[12] Batch [15700-15750]	Speed: 200.30 samples/sec	accuracy=0.916719
+2020-04-10 13:32:31,378 Epoch[12] Batch [15750-15800]	Speed: 200.67 samples/sec	accuracy=0.922656
+2020-04-10 13:33:03,180 Epoch[12] Batch [15800-15850]	Speed: 201.25 samples/sec	accuracy=0.927188
+2020-04-10 13:33:34,751 Epoch[12] Batch [15850-15900]	Speed: 202.72 samples/sec	accuracy=0.926406
+2020-04-10 13:34:06,617 Epoch[12] Batch [15900-15950]	Speed: 200.84 samples/sec	accuracy=0.925937
+2020-04-10 13:34:38,871 Epoch[12] Batch [15950-16000]	Speed: 198.43 samples/sec	accuracy=0.929063
+2020-04-10 13:35:10,735 Epoch[12] Batch [16000-16050]	Speed: 200.86 samples/sec	accuracy=0.923125
+2020-04-10 13:35:42,409 Epoch[12] Batch [16050-16100]	Speed: 202.06 samples/sec	accuracy=0.922969
+2020-04-10 13:36:14,447 Epoch[12] Batch [16100-16150]	Speed: 199.76 samples/sec	accuracy=0.921094
+2020-04-10 13:36:46,059 Epoch[12] Batch [16150-16200]	Speed: 202.46 samples/sec	accuracy=0.928750
+2020-04-10 13:37:17,344 Epoch[12] Batch [16200-16250]	Speed: 204.57 samples/sec	accuracy=0.927813
+2020-04-10 13:37:49,106 Epoch[12] Batch [16250-16300]	Speed: 201.50 samples/sec	accuracy=0.925312
+2020-04-10 13:38:21,248 Epoch[12] Batch [16300-16350]	Speed: 199.12 samples/sec	accuracy=0.917813
+2020-04-10 13:38:53,052 Epoch[12] Batch [16350-16400]	Speed: 201.24 samples/sec	accuracy=0.926719
+2020-04-10 13:39:24,602 Epoch[12] Batch [16400-16450]	Speed: 202.85 samples/sec	accuracy=0.926562
+2020-04-10 13:39:57,218 Epoch[12] Batch [16450-16500]	Speed: 196.22 samples/sec	accuracy=0.923438
+2020-04-10 13:40:29,246 Epoch[12] Batch [16500-16550]	Speed: 199.82 samples/sec	accuracy=0.922344
+2020-04-10 13:41:01,133 Epoch[12] Batch [16550-16600]	Speed: 200.71 samples/sec	accuracy=0.931875
+2020-04-10 13:41:33,243 Epoch[12] Batch [16600-16650]	Speed: 199.31 samples/sec	accuracy=0.929219
+2020-04-10 13:42:05,357 Epoch[12] Batch [16650-16700]	Speed: 199.29 samples/sec	accuracy=0.930156
+2020-04-10 13:42:36,890 Epoch[12] Batch [16700-16750]	Speed: 202.96 samples/sec	accuracy=0.925937
+2020-04-10 13:43:09,068 Epoch[12] Batch [16750-16800]	Speed: 198.90 samples/sec	accuracy=0.927813
+2020-04-10 13:43:40,793 Epoch[12] Batch [16800-16850]	Speed: 201.73 samples/sec	accuracy=0.923750
+2020-04-10 13:44:12,695 Epoch[12] Batch [16850-16900]	Speed: 200.62 samples/sec	accuracy=0.930781
+2020-04-10 13:44:44,710 Epoch[12] Batch [16900-16950]	Speed: 199.91 samples/sec	accuracy=0.927500
+2020-04-10 13:45:16,647 Epoch[12] Batch [16950-17000]	Speed: 200.39 samples/sec	accuracy=0.925000
+2020-04-10 13:45:48,617 Epoch[12] Batch [17000-17050]	Speed: 200.19 samples/sec	accuracy=0.929063
+2020-04-10 13:46:20,766 Epoch[12] Batch [17050-17100]	Speed: 199.07 samples/sec	accuracy=0.924063
+2020-04-10 13:46:52,700 Epoch[12] Batch [17100-17150]	Speed: 200.42 samples/sec	accuracy=0.920156
+2020-04-10 13:47:24,650 Epoch[12] Batch [17150-17200]	Speed: 200.32 samples/sec	accuracy=0.926719
+2020-04-10 13:47:56,816 Epoch[12] Batch [17200-17250]	Speed: 198.97 samples/sec	accuracy=0.921094
+2020-04-10 13:48:28,605 Epoch[12] Batch [17250-17300]	Speed: 201.33 samples/sec	accuracy=0.924219
+2020-04-10 13:49:00,123 Epoch[12] Batch [17300-17350]	Speed: 203.06 samples/sec	accuracy=0.932187
+2020-04-10 13:49:32,216 Epoch[12] Batch [17350-17400]	Speed: 199.42 samples/sec	accuracy=0.926094
+2020-04-10 13:50:04,196 Epoch[12] Batch [17400-17450]	Speed: 200.13 samples/sec	accuracy=0.932969
+2020-04-10 13:50:36,093 Epoch[12] Batch [17450-17500]	Speed: 200.65 samples/sec	accuracy=0.931250
+2020-04-10 13:51:07,954 Epoch[12] Batch [17500-17550]	Speed: 200.88 samples/sec	accuracy=0.922813
+2020-04-10 13:51:40,137 Epoch[12] Batch [17550-17600]	Speed: 198.86 samples/sec	accuracy=0.927656
+2020-04-10 13:52:12,315 Epoch[12] Batch [17600-17650]	Speed: 198.90 samples/sec	accuracy=0.924375
+2020-04-10 13:52:44,507 Epoch[12] Batch [17650-17700]	Speed: 198.81 samples/sec	accuracy=0.923750
+2020-04-10 13:53:16,273 Epoch[12] Batch [17700-17750]	Speed: 201.48 samples/sec	accuracy=0.929844
+2020-04-10 13:53:48,238 Epoch[12] Batch [17750-17800]	Speed: 200.22 samples/sec	accuracy=0.927969
+2020-04-10 13:54:20,152 Epoch[12] Batch [17800-17850]	Speed: 200.54 samples/sec	accuracy=0.926562
+2020-04-10 13:54:51,963 Epoch[12] Batch [17850-17900]	Speed: 201.19 samples/sec	accuracy=0.924375
+2020-04-10 13:55:23,884 Epoch[12] Batch [17900-17950]	Speed: 200.49 samples/sec	accuracy=0.930156
+2020-04-10 13:55:56,179 Epoch[12] Batch [17950-18000]	Speed: 198.18 samples/sec	accuracy=0.928125
+2020-04-10 13:56:28,164 Epoch[12] Batch [18000-18050]	Speed: 200.10 samples/sec	accuracy=0.930781
+2020-04-10 13:57:00,249 Epoch[12] Batch [18050-18100]	Speed: 199.47 samples/sec	accuracy=0.928750
+2020-04-10 13:57:32,412 Epoch[12] Batch [18100-18150]	Speed: 198.99 samples/sec	accuracy=0.925312
+2020-04-10 13:58:04,515 Epoch[12] Batch [18150-18200]	Speed: 199.36 samples/sec	accuracy=0.927188
+2020-04-10 13:58:36,490 Epoch[12] Batch [18200-18250]	Speed: 200.16 samples/sec	accuracy=0.921406
+2020-04-10 13:59:08,345 Epoch[12] Batch [18250-18300]	Speed: 200.91 samples/sec	accuracy=0.924219
+2020-04-10 13:59:40,195 Epoch[12] Batch [18300-18350]	Speed: 200.94 samples/sec	accuracy=0.926094
+2020-04-10 14:00:12,591 Epoch[12] Batch [18350-18400]	Speed: 197.55 samples/sec	accuracy=0.928594
+2020-04-10 14:00:44,250 Epoch[12] Batch [18400-18450]	Speed: 202.16 samples/sec	accuracy=0.931094
+2020-04-10 14:01:16,215 Epoch[12] Batch [18450-18500]	Speed: 200.22 samples/sec	accuracy=0.923594
+2020-04-10 14:01:48,173 Epoch[12] Batch [18500-18550]	Speed: 200.26 samples/sec	accuracy=0.920469
+2020-04-10 14:02:20,211 Epoch[12] Batch [18550-18600]	Speed: 199.76 samples/sec	accuracy=0.924219
+2020-04-10 14:02:52,397 Epoch[12] Batch [18600-18650]	Speed: 198.85 samples/sec	accuracy=0.925625
+2020-04-10 14:03:24,685 Epoch[12] Batch [18650-18700]	Speed: 198.22 samples/sec	accuracy=0.922500
+2020-04-10 14:03:56,607 Epoch[12] Batch [18700-18750]	Speed: 200.49 samples/sec	accuracy=0.930469
+2020-04-10 14:04:28,621 Epoch[12] Batch [18750-18800]	Speed: 199.91 samples/sec	accuracy=0.929375
+2020-04-10 14:05:00,350 Epoch[12] Batch [18800-18850]	Speed: 201.71 samples/sec	accuracy=0.926406
+2020-04-10 14:05:32,475 Epoch[12] Batch [18850-18900]	Speed: 199.22 samples/sec	accuracy=0.925312
+2020-04-10 14:06:04,446 Epoch[12] Batch [18900-18950]	Speed: 200.18 samples/sec	accuracy=0.927188
+2020-04-10 14:06:36,257 Epoch[12] Batch [18950-19000]	Speed: 201.19 samples/sec	accuracy=0.926562
+2020-04-10 14:07:08,330 Epoch[12] Batch [19000-19050]	Speed: 199.55 samples/sec	accuracy=0.922500
+2020-04-10 14:07:40,417 Epoch[12] Batch [19050-19100]	Speed: 199.46 samples/sec	accuracy=0.919687
+2020-04-10 14:08:12,382 Epoch[12] Batch [19100-19150]	Speed: 200.22 samples/sec	accuracy=0.924375
+2020-04-10 14:08:44,171 Epoch[12] Batch [19150-19200]	Speed: 201.33 samples/sec	accuracy=0.932813
+2020-04-10 14:09:16,379 Epoch[12] Batch [19200-19250]	Speed: 198.71 samples/sec	accuracy=0.924687
+2020-04-10 14:09:48,408 Epoch[12] Batch [19250-19300]	Speed: 199.82 samples/sec	accuracy=0.931875
+2020-04-10 14:10:20,563 Epoch[12] Batch [19300-19350]	Speed: 199.04 samples/sec	accuracy=0.925625
+2020-04-10 14:10:52,307 Epoch[12] Batch [19350-19400]	Speed: 201.62 samples/sec	accuracy=0.929219
+2020-04-10 14:11:24,476 Epoch[12] Batch [19400-19450]	Speed: 198.95 samples/sec	accuracy=0.930156
+2020-04-10 14:11:57,303 Epoch[12] Batch [19450-19500]	Speed: 194.96 samples/sec	accuracy=0.919375
+2020-04-10 14:12:29,413 Epoch[12] Batch [19500-19550]	Speed: 199.32 samples/sec	accuracy=0.926094
+2020-04-10 14:13:01,167 Epoch[12] Batch [19550-19600]	Speed: 201.55 samples/sec	accuracy=0.929375
+2020-04-10 14:13:33,401 Epoch[12] Batch [19600-19650]	Speed: 198.55 samples/sec	accuracy=0.929063
+2020-04-10 14:14:05,354 Epoch[12] Batch [19650-19700]	Speed: 200.29 samples/sec	accuracy=0.921875
+2020-04-10 14:14:37,093 Epoch[12] Batch [19700-19750]	Speed: 201.65 samples/sec	accuracy=0.926250
+2020-04-10 14:15:08,734 Epoch[12] Batch [19750-19800]	Speed: 202.27 samples/sec	accuracy=0.926094
+2020-04-10 14:15:40,794 Epoch[12] Batch [19800-19850]	Speed: 199.62 samples/sec	accuracy=0.924687
+2020-04-10 14:16:12,749 Epoch[12] Batch [19850-19900]	Speed: 200.28 samples/sec	accuracy=0.927344
+2020-04-10 14:16:44,790 Epoch[12] Batch [19900-19950]	Speed: 199.75 samples/sec	accuracy=0.929219
+2020-04-10 14:17:16,268 Epoch[12] Batch [19950-20000]	Speed: 203.32 samples/sec	accuracy=0.929219
+2020-04-10 14:17:48,150 Epoch[12] Batch [20000-20050]	Speed: 200.74 samples/sec	accuracy=0.925000
+2020-04-10 14:18:20,186 Epoch[12] Batch [20050-20100]	Speed: 199.78 samples/sec	accuracy=0.928906
+2020-04-10 14:18:52,307 Epoch[12] Batch [20100-20150]	Speed: 199.24 samples/sec	accuracy=0.928281
+2020-04-10 14:19:24,748 Epoch[12] Batch [20150-20200]	Speed: 197.29 samples/sec	accuracy=0.924531
+2020-04-10 14:19:56,689 Epoch[12] Batch [20200-20250]	Speed: 200.37 samples/sec	accuracy=0.926094
+2020-04-10 14:20:28,604 Epoch[12] Batch [20250-20300]	Speed: 200.53 samples/sec	accuracy=0.925469
+2020-04-10 14:21:00,479 Epoch[12] Batch [20300-20350]	Speed: 200.79 samples/sec	accuracy=0.934375
+2020-04-10 14:21:32,317 Epoch[12] Batch [20350-20400]	Speed: 201.01 samples/sec	accuracy=0.923906
+2020-04-10 14:22:04,284 Epoch[12] Batch [20400-20450]	Speed: 200.21 samples/sec	accuracy=0.930937
+2020-04-10 14:22:35,918 Epoch[12] Batch [20450-20500]	Speed: 202.32 samples/sec	accuracy=0.924219
+2020-04-10 14:23:07,510 Epoch[12] Batch [20500-20550]	Speed: 202.58 samples/sec	accuracy=0.925312
+2020-04-10 14:23:39,631 Epoch[12] Batch [20550-20600]	Speed: 199.25 samples/sec	accuracy=0.927031
+2020-04-10 14:24:11,858 Epoch[12] Batch [20600-20650]	Speed: 198.59 samples/sec	accuracy=0.922656
+2020-04-10 14:24:43,780 Epoch[12] Batch [20650-20700]	Speed: 200.49 samples/sec	accuracy=0.931094
+2020-04-10 14:25:15,347 Epoch[12] Batch [20700-20750]	Speed: 202.74 samples/sec	accuracy=0.927031
+2020-04-10 14:25:47,320 Epoch[12] Batch [20750-20800]	Speed: 200.17 samples/sec	accuracy=0.926562
+2020-04-10 14:26:19,306 Epoch[12] Batch [20800-20850]	Speed: 200.09 samples/sec	accuracy=0.925312
+2020-04-10 14:26:51,105 Epoch[12] Batch [20850-20900]	Speed: 201.26 samples/sec	accuracy=0.925937
+2020-04-10 14:27:23,149 Epoch[12] Batch [20900-20950]	Speed: 199.73 samples/sec	accuracy=0.933438
+2020-04-10 14:27:55,556 Epoch[12] Batch [20950-21000]	Speed: 197.49 samples/sec	accuracy=0.925937
+2020-04-10 14:28:27,027 Epoch[12] Batch [21000-21050]	Speed: 203.37 samples/sec	accuracy=0.921562
+2020-04-10 14:28:58,878 Epoch[12] Batch [21050-21100]	Speed: 200.94 samples/sec	accuracy=0.927031
+2020-04-10 14:29:31,055 Epoch[12] Batch [21100-21150]	Speed: 198.90 samples/sec	accuracy=0.925469
+2020-04-10 14:30:03,305 Epoch[12] Batch [21150-21200]	Speed: 198.45 samples/sec	accuracy=0.927969
+2020-04-10 14:30:35,240 Epoch[12] Batch [21200-21250]	Speed: 200.41 samples/sec	accuracy=0.930156
+2020-04-10 14:31:06,785 Epoch[12] Batch [21250-21300]	Speed: 202.89 samples/sec	accuracy=0.928125
+2020-04-10 14:31:38,446 Epoch[12] Batch [21300-21350]	Speed: 202.15 samples/sec	accuracy=0.924687
+2020-04-10 14:32:10,330 Epoch[12] Batch [21350-21400]	Speed: 200.73 samples/sec	accuracy=0.927500
+2020-04-10 14:32:42,656 Epoch[12] Batch [21400-21450]	Speed: 197.98 samples/sec	accuracy=0.922188
+2020-04-10 14:33:14,655 Epoch[12] Batch [21450-21500]	Speed: 200.01 samples/sec	accuracy=0.923750
+2020-04-10 14:33:46,904 Epoch[12] Batch [21500-21550]	Speed: 198.46 samples/sec	accuracy=0.926250
+2020-04-10 14:34:18,493 Epoch[12] Batch [21550-21600]	Speed: 202.60 samples/sec	accuracy=0.924063
+2020-04-10 14:34:50,836 Epoch[12] Batch [21600-21650]	Speed: 197.88 samples/sec	accuracy=0.919687
+2020-04-10 14:35:22,605 Epoch[12] Batch [21650-21700]	Speed: 201.46 samples/sec	accuracy=0.922969
+2020-04-10 14:35:54,709 Epoch[12] Batch [21700-21750]	Speed: 199.36 samples/sec	accuracy=0.932969
+2020-04-10 14:36:27,112 Epoch[12] Batch [21750-21800]	Speed: 197.51 samples/sec	accuracy=0.927031
+2020-04-10 14:36:58,660 Epoch[12] Batch [21800-21850]	Speed: 202.87 samples/sec	accuracy=0.930156
+2020-04-10 14:37:30,650 Epoch[12] Batch [21850-21900]	Speed: 200.06 samples/sec	accuracy=0.923906
+2020-04-10 14:38:02,665 Epoch[12] Batch [21900-21950]	Speed: 199.91 samples/sec	accuracy=0.931719
+2020-04-10 14:38:34,783 Epoch[12] Batch [21950-22000]	Speed: 199.27 samples/sec	accuracy=0.924219
+2020-04-10 14:39:06,928 Epoch[12] Batch [22000-22050]	Speed: 199.10 samples/sec	accuracy=0.923125
+2020-04-10 14:39:38,847 Epoch[12] Batch [22050-22100]	Speed: 200.51 samples/sec	accuracy=0.921406
+2020-04-10 14:40:11,143 Epoch[12] Batch [22100-22150]	Speed: 198.17 samples/sec	accuracy=0.930469
+2020-04-10 14:40:43,004 Epoch[12] Batch [22150-22200]	Speed: 200.87 samples/sec	accuracy=0.923438
+2020-04-10 14:41:14,857 Epoch[12] Batch [22200-22250]	Speed: 200.93 samples/sec	accuracy=0.923750
+2020-04-10 14:41:46,844 Epoch[12] Batch [22250-22300]	Speed: 200.08 samples/sec	accuracy=0.928125
+2020-04-10 14:42:18,354 Epoch[12] Batch [22300-22350]	Speed: 203.11 samples/sec	accuracy=0.927344
+2020-04-10 14:42:50,124 Epoch[12] Batch [22350-22400]	Speed: 201.45 samples/sec	accuracy=0.915156
+2020-04-10 14:43:21,825 Epoch[12] Batch [22400-22450]	Speed: 201.89 samples/sec	accuracy=0.920000
+2020-04-10 14:43:53,666 Epoch[12] Batch [22450-22500]	Speed: 201.00 samples/sec	accuracy=0.928125
+2020-04-10 14:44:25,566 Epoch[12] Batch [22500-22550]	Speed: 200.63 samples/sec	accuracy=0.925156
+2020-04-10 14:44:57,500 Epoch[12] Batch [22550-22600]	Speed: 200.41 samples/sec	accuracy=0.932656
+2020-04-10 14:45:29,523 Epoch[12] Batch [22600-22650]	Speed: 199.86 samples/sec	accuracy=0.928438
+2020-04-10 14:46:01,798 Epoch[12] Batch [22650-22700]	Speed: 198.29 samples/sec	accuracy=0.921562
+2020-04-10 14:46:34,294 Epoch[12] Batch [22700-22750]	Speed: 196.95 samples/sec	accuracy=0.924531
+2020-04-10 14:47:06,383 Epoch[12] Batch [22750-22800]	Speed: 199.45 samples/sec	accuracy=0.923750
+2020-04-10 14:47:38,330 Epoch[12] Batch [22800-22850]	Speed: 200.33 samples/sec	accuracy=0.932031
+2020-04-10 14:48:10,049 Epoch[12] Batch [22850-22900]	Speed: 201.77 samples/sec	accuracy=0.922188
+2020-04-10 14:48:41,874 Epoch[12] Batch [22900-22950]	Speed: 201.11 samples/sec	accuracy=0.918750
+2020-04-10 14:49:13,538 Epoch[12] Batch [22950-23000]	Speed: 202.12 samples/sec	accuracy=0.927031
+2020-04-10 14:49:45,306 Epoch[12] Batch [23000-23050]	Speed: 201.46 samples/sec	accuracy=0.926719
+2020-04-10 14:50:17,460 Epoch[12] Batch [23050-23100]	Speed: 199.04 samples/sec	accuracy=0.928438
+2020-04-10 14:50:49,129 Epoch[12] Batch [23100-23150]	Speed: 202.09 samples/sec	accuracy=0.923438
+2020-04-10 14:51:20,756 Epoch[12] Batch [23150-23200]	Speed: 202.36 samples/sec	accuracy=0.920937
+2020-04-10 14:51:52,815 Epoch[12] Batch [23200-23250]	Speed: 199.64 samples/sec	accuracy=0.926562
+2020-04-10 14:52:24,861 Epoch[12] Batch [23250-23300]	Speed: 199.71 samples/sec	accuracy=0.927500
+2020-04-10 14:52:57,076 Epoch[12] Batch [23300-23350]	Speed: 198.67 samples/sec	accuracy=0.927813
+2020-04-10 14:53:28,838 Epoch[12] Batch [23350-23400]	Speed: 201.50 samples/sec	accuracy=0.930469
+2020-04-10 14:54:01,098 Epoch[12] Batch [23400-23450]	Speed: 198.39 samples/sec	accuracy=0.926406
+2020-04-10 14:54:32,984 Epoch[12] Batch [23450-23500]	Speed: 200.71 samples/sec	accuracy=0.925156
+2020-04-10 14:55:04,929 Epoch[12] Batch [23500-23550]	Speed: 200.35 samples/sec	accuracy=0.923438
+2020-04-10 14:55:36,809 Epoch[12] Batch [23550-23600]	Speed: 200.75 samples/sec	accuracy=0.928906
+2020-04-10 14:56:08,856 Epoch[12] Batch [23600-23650]	Speed: 199.71 samples/sec	accuracy=0.922344
+2020-04-10 14:56:41,098 Epoch[12] Batch [23650-23700]	Speed: 198.50 samples/sec	accuracy=0.922813
+2020-04-10 14:57:13,010 Epoch[12] Batch [23700-23750]	Speed: 200.55 samples/sec	accuracy=0.929375
+2020-04-10 14:57:45,029 Epoch[12] Batch [23750-23800]	Speed: 199.88 samples/sec	accuracy=0.929063
+2020-04-10 14:58:17,115 Epoch[12] Batch [23800-23850]	Speed: 199.46 samples/sec	accuracy=0.927188
+2020-04-10 14:58:49,334 Epoch[12] Batch [23850-23900]	Speed: 198.64 samples/sec	accuracy=0.929063
+2020-04-10 14:59:21,137 Epoch[12] Batch [23900-23950]	Speed: 201.24 samples/sec	accuracy=0.928906
+2020-04-10 14:59:53,465 Epoch[12] Batch [23950-24000]	Speed: 197.97 samples/sec	accuracy=0.928594
+2020-04-10 15:00:26,341 Epoch[12] Batch [24000-24050]	Speed: 194.67 samples/sec	accuracy=0.928125
+2020-04-10 15:00:58,987 Epoch[12] Batch [24050-24100]	Speed: 196.05 samples/sec	accuracy=0.922344
+2020-04-10 15:01:30,891 Epoch[12] Batch [24100-24150]	Speed: 200.60 samples/sec	accuracy=0.927969
+2020-04-10 15:02:03,284 Epoch[12] Batch [24150-24200]	Speed: 197.57 samples/sec	accuracy=0.928438
+2020-04-10 15:02:36,208 Epoch[12] Batch [24200-24250]	Speed: 194.39 samples/sec	accuracy=0.925000
+2020-04-10 15:03:09,117 Epoch[12] Batch [24250-24300]	Speed: 194.48 samples/sec	accuracy=0.921406
+2020-04-10 15:03:41,737 Epoch[12] Batch [24300-24350]	Speed: 196.20 samples/sec	accuracy=0.923750
+2020-04-10 15:04:14,635 Epoch[12] Batch [24350-24400]	Speed: 194.54 samples/sec	accuracy=0.928125
+2020-04-10 15:04:47,453 Epoch[12] Batch [24400-24450]	Speed: 195.02 samples/sec	accuracy=0.929219
+2020-04-10 15:05:20,037 Epoch[12] Batch [24450-24500]	Speed: 196.42 samples/sec	accuracy=0.923906
+2020-04-10 15:05:52,608 Epoch[12] Batch [24500-24550]	Speed: 196.49 samples/sec	accuracy=0.924219
+2020-04-10 15:06:25,389 Epoch[12] Batch [24550-24600]	Speed: 195.24 samples/sec	accuracy=0.923281
+2020-04-10 15:06:58,056 Epoch[12] Batch [24600-24650]	Speed: 195.92 samples/sec	accuracy=0.919375
+2020-04-10 15:07:30,946 Epoch[12] Batch [24650-24700]	Speed: 194.59 samples/sec	accuracy=0.931250
+2020-04-10 15:08:03,882 Epoch[12] Batch [24700-24750]	Speed: 194.32 samples/sec	accuracy=0.929844
+2020-04-10 15:08:36,755 Epoch[12] Batch [24750-24800]	Speed: 194.69 samples/sec	accuracy=0.919531
+2020-04-10 15:09:09,535 Epoch[12] Batch [24800-24850]	Speed: 195.24 samples/sec	accuracy=0.922656
+2020-04-10 15:09:42,213 Epoch[12] Batch [24850-24900]	Speed: 195.85 samples/sec	accuracy=0.924219
+2020-04-10 15:10:14,981 Epoch[12] Batch [24900-24950]	Speed: 195.31 samples/sec	accuracy=0.927344
+2020-04-10 15:10:47,653 Epoch[12] Batch [24950-25000]	Speed: 195.89 samples/sec	accuracy=0.927188
+2020-04-10 15:11:20,199 Epoch[12] Batch [25000-25050]	Speed: 196.64 samples/sec	accuracy=0.926719
+2020-04-10 15:11:53,039 Epoch[12] Batch [25050-25100]	Speed: 194.89 samples/sec	accuracy=0.925156
+2020-04-10 15:12:25,679 Epoch[12] Batch [25100-25150]	Speed: 196.07 samples/sec	accuracy=0.929844
+2020-04-10 15:12:58,401 Epoch[12] Batch [25150-25200]	Speed: 195.59 samples/sec	accuracy=0.924219
+2020-04-10 15:13:31,343 Epoch[12] Batch [25200-25250]	Speed: 194.28 samples/sec	accuracy=0.931562
+2020-04-10 15:14:03,956 Epoch[12] Batch [25250-25300]	Speed: 196.24 samples/sec	accuracy=0.929063
+2020-04-10 15:14:36,838 Epoch[12] Batch [25300-25350]	Speed: 194.64 samples/sec	accuracy=0.927344
+2020-04-10 15:15:09,456 Epoch[12] Batch [25350-25400]	Speed: 196.21 samples/sec	accuracy=0.924219
+2020-04-10 15:15:42,056 Epoch[12] Batch [25400-25450]	Speed: 196.32 samples/sec	accuracy=0.925625
+2020-04-10 15:16:14,758 Epoch[12] Batch [25450-25500]	Speed: 195.71 samples/sec	accuracy=0.925625
+2020-04-10 15:16:47,428 Epoch[12] Batch [25500-25550]	Speed: 195.90 samples/sec	accuracy=0.923906
+2020-04-10 15:17:20,115 Epoch[12] Batch [25550-25600]	Speed: 195.80 samples/sec	accuracy=0.925312
+2020-04-10 15:17:52,692 Epoch[12] Batch [25600-25650]	Speed: 196.46 samples/sec	accuracy=0.926094
+2020-04-10 15:18:24,684 Epoch[12] Batch [25650-25700]	Speed: 200.05 samples/sec	accuracy=0.934531
+2020-04-10 15:18:57,572 Epoch[12] Batch [25700-25750]	Speed: 194.60 samples/sec	accuracy=0.928750
+2020-04-10 15:19:30,147 Epoch[12] Batch [25750-25800]	Speed: 196.47 samples/sec	accuracy=0.926094
+2020-04-10 15:20:02,047 Epoch[12] Batch [25800-25850]	Speed: 200.62 samples/sec	accuracy=0.921562
+2020-04-10 15:20:34,784 Epoch[12] Batch [25850-25900]	Speed: 195.50 samples/sec	accuracy=0.927969
+2020-04-10 15:21:07,451 Epoch[12] Batch [25900-25950]	Speed: 195.92 samples/sec	accuracy=0.923125
+2020-04-10 15:21:39,930 Epoch[12] Batch [25950-26000]	Speed: 197.05 samples/sec	accuracy=0.929219
+2020-04-10 15:22:12,721 Epoch[12] Batch [26000-26050]	Speed: 195.18 samples/sec	accuracy=0.924687
+2020-04-10 15:22:45,457 Epoch[12] Batch [26050-26100]	Speed: 195.50 samples/sec	accuracy=0.923125
+2020-04-10 15:23:18,066 Epoch[12] Batch [26100-26150]	Speed: 196.27 samples/sec	accuracy=0.929688
+2020-04-10 15:23:50,823 Epoch[12] Batch [26150-26200]	Speed: 195.38 samples/sec	accuracy=0.928281
+2020-04-10 15:24:23,446 Epoch[12] Batch [26200-26250]	Speed: 196.18 samples/sec	accuracy=0.925625
+2020-04-10 15:24:55,919 Epoch[12] Batch [26250-26300]	Speed: 197.08 samples/sec	accuracy=0.922500
+2020-04-10 15:25:28,482 Epoch[12] Batch [26300-26350]	Speed: 196.54 samples/sec	accuracy=0.928594
+2020-04-10 15:26:01,340 Epoch[12] Batch [26350-26400]	Speed: 194.78 samples/sec	accuracy=0.932187
+2020-04-10 15:26:34,136 Epoch[12] Batch [26400-26450]	Speed: 195.15 samples/sec	accuracy=0.922500
+2020-04-10 15:27:06,960 Epoch[12] Batch [26450-26500]	Speed: 194.98 samples/sec	accuracy=0.928750
+2020-04-10 15:27:39,751 Epoch[12] Batch [26500-26550]	Speed: 195.18 samples/sec	accuracy=0.926406
+2020-04-10 15:28:12,471 Epoch[12] Batch [26550-26600]	Speed: 195.60 samples/sec	accuracy=0.926875
+2020-04-10 15:28:45,344 Epoch[12] Batch [26600-26650]	Speed: 194.69 samples/sec	accuracy=0.928125
+2020-04-10 15:29:17,854 Epoch[12] Batch [26650-26700]	Speed: 196.87 samples/sec	accuracy=0.924375
+2020-04-10 15:29:50,699 Epoch[12] Batch [26700-26750]	Speed: 194.85 samples/sec	accuracy=0.927813
+2020-04-10 15:30:23,326 Epoch[12] Batch [26750-26800]	Speed: 196.16 samples/sec	accuracy=0.929688
+2020-04-10 15:30:56,115 Epoch[12] Batch [26800-26850]	Speed: 195.19 samples/sec	accuracy=0.924844
+2020-04-10 15:31:28,808 Epoch[12] Batch [26850-26900]	Speed: 195.76 samples/sec	accuracy=0.928906
+2020-04-10 15:32:01,560 Epoch[12] Batch [26900-26950]	Speed: 195.41 samples/sec	accuracy=0.926562
+2020-04-10 15:32:33,579 Epoch[12] Batch [26950-27000]	Speed: 199.88 samples/sec	accuracy=0.927813
+2020-04-10 15:33:05,293 Epoch[12] Batch [27000-27050]	Speed: 201.81 samples/sec	accuracy=0.930000
+2020-04-10 15:33:37,178 Epoch[12] Batch [27050-27100]	Speed: 200.72 samples/sec	accuracy=0.925469
+2020-04-10 15:34:09,185 Epoch[12] Batch [27100-27150]	Speed: 199.96 samples/sec	accuracy=0.930781
+2020-04-10 15:34:40,530 Epoch[12] Batch [27150-27200]	Speed: 204.18 samples/sec	accuracy=0.925312
+2020-04-10 15:35:12,514 Epoch[12] Batch [27200-27250]	Speed: 200.10 samples/sec	accuracy=0.929688
+2020-04-10 15:35:44,604 Epoch[12] Batch [27250-27300]	Speed: 199.44 samples/sec	accuracy=0.932187
+2020-04-10 15:36:16,453 Epoch[12] Batch [27300-27350]	Speed: 200.95 samples/sec	accuracy=0.923906
+2020-04-10 15:36:48,229 Epoch[12] Batch [27350-27400]	Speed: 201.41 samples/sec	accuracy=0.925781
+2020-04-10 15:37:20,195 Epoch[12] Batch [27400-27450]	Speed: 200.21 samples/sec	accuracy=0.930469
+2020-04-10 15:37:52,291 Epoch[12] Batch [27450-27500]	Speed: 199.40 samples/sec	accuracy=0.927656
+2020-04-10 15:38:24,175 Epoch[12] Batch [27500-27550]	Speed: 200.73 samples/sec	accuracy=0.925000
+2020-04-10 15:38:56,263 Epoch[12] Batch [27550-27600]	Speed: 199.46 samples/sec	accuracy=0.922969
+2020-04-10 15:39:28,371 Epoch[12] Batch [27600-27650]	Speed: 199.33 samples/sec	accuracy=0.929531
+2020-04-10 15:40:00,479 Epoch[12] Batch [27650-27700]	Speed: 199.33 samples/sec	accuracy=0.922344
+2020-04-10 15:40:32,801 Epoch[12] Batch [27700-27750]	Speed: 198.01 samples/sec	accuracy=0.924687
+2020-04-10 15:41:04,808 Epoch[12] Batch [27750-27800]	Speed: 199.96 samples/sec	accuracy=0.927813
+2020-04-10 15:41:36,898 Epoch[12] Batch [27800-27850]	Speed: 199.44 samples/sec	accuracy=0.926875
+2020-04-10 15:42:09,090 Epoch[12] Batch [27850-27900]	Speed: 198.81 samples/sec	accuracy=0.928750
+2020-04-10 15:42:40,610 Epoch[12] Batch [27900-27950]	Speed: 203.05 samples/sec	accuracy=0.924531
+2020-04-10 15:43:12,538 Epoch[12] Batch [27950-28000]	Speed: 200.45 samples/sec	accuracy=0.927500
+2020-04-10 15:43:44,341 Epoch[12] Batch [28000-28050]	Speed: 201.24 samples/sec	accuracy=0.922813
+2020-04-10 15:44:16,518 Epoch[12] Batch [28050-28100]	Speed: 198.90 samples/sec	accuracy=0.924687
+2020-04-10 15:44:48,410 Epoch[12] Batch [28100-28150]	Speed: 200.68 samples/sec	accuracy=0.928125
+2020-04-10 15:45:20,354 Epoch[12] Batch [28150-28200]	Speed: 200.35 samples/sec	accuracy=0.925469
+2020-04-10 15:45:44,976 Epoch[12] Train-accuracy=0.926144
+2020-04-10 15:45:44,976 Epoch[12] Time cost=18072.548
+2020-04-10 15:45:45,200 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0013.params"
+2020-04-10 16:17:08,953 Epoch[12] Validation-accuracy=0.968480
+2020-04-10 16:17:49,210 Epoch[13] Batch [0-50]	Speed: 199.56 samples/sec	accuracy=0.927083
+2020-04-10 16:18:21,346 Epoch[13] Batch [50-100]	Speed: 199.16 samples/sec	accuracy=0.926406
+2020-04-10 16:18:53,833 Epoch[13] Batch [100-150]	Speed: 197.00 samples/sec	accuracy=0.929375
+2020-04-10 16:19:25,781 Epoch[13] Batch [150-200]	Speed: 200.32 samples/sec	accuracy=0.928594
+2020-04-10 16:19:57,669 Epoch[13] Batch [200-250]	Speed: 200.71 samples/sec	accuracy=0.933125
+2020-04-10 16:20:29,837 Epoch[13] Batch [250-300]	Speed: 198.95 samples/sec	accuracy=0.920937
+2020-04-10 16:21:01,936 Epoch[13] Batch [300-350]	Speed: 199.39 samples/sec	accuracy=0.925781
+2020-04-10 16:21:33,624 Epoch[13] Batch [350-400]	Speed: 201.97 samples/sec	accuracy=0.926250
+2020-04-10 16:22:05,571 Epoch[13] Batch [400-450]	Speed: 200.34 samples/sec	accuracy=0.925625
+2020-04-10 16:22:37,443 Epoch[13] Batch [450-500]	Speed: 200.80 samples/sec	accuracy=0.927031
+2020-04-10 16:23:09,331 Epoch[13] Batch [500-550]	Speed: 200.71 samples/sec	accuracy=0.932656
+2020-04-10 16:23:41,666 Epoch[13] Batch [550-600]	Speed: 197.93 samples/sec	accuracy=0.928594
+2020-04-10 16:24:14,245 Epoch[13] Batch [600-650]	Speed: 196.45 samples/sec	accuracy=0.919687
+2020-04-10 16:24:46,032 Epoch[13] Batch [650-700]	Speed: 201.34 samples/sec	accuracy=0.926562
+2020-04-10 16:25:17,706 Epoch[13] Batch [700-750]	Speed: 202.05 samples/sec	accuracy=0.927656
+2020-04-10 16:25:50,044 Epoch[13] Batch [750-800]	Speed: 197.91 samples/sec	accuracy=0.925000
+2020-04-10 16:26:22,305 Epoch[13] Batch [800-850]	Speed: 198.39 samples/sec	accuracy=0.926094
+2020-04-10 16:26:54,496 Epoch[13] Batch [850-900]	Speed: 198.82 samples/sec	accuracy=0.927813
+2020-04-10 16:27:26,565 Epoch[13] Batch [900-950]	Speed: 199.57 samples/sec	accuracy=0.924219
+2020-04-10 16:27:58,829 Epoch[13] Batch [950-1000]	Speed: 198.36 samples/sec	accuracy=0.927813
+2020-04-10 16:28:30,582 Epoch[13] Batch [1000-1050]	Speed: 201.56 samples/sec	accuracy=0.928750
+2020-04-10 16:29:02,610 Epoch[13] Batch [1050-1100]	Speed: 199.83 samples/sec	accuracy=0.928906
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+2020-04-10 16:30:39,204 Epoch[13] Batch [1200-1250]	Speed: 198.96 samples/sec	accuracy=0.928594
+2020-04-10 16:31:10,952 Epoch[13] Batch [1250-1300]	Speed: 201.59 samples/sec	accuracy=0.922813
+2020-04-10 16:31:43,086 Epoch[13] Batch [1300-1350]	Speed: 199.17 samples/sec	accuracy=0.929375
+2020-04-10 16:32:15,205 Epoch[13] Batch [1350-1400]	Speed: 199.26 samples/sec	accuracy=0.926406
+2020-04-10 16:32:47,397 Epoch[13] Batch [1400-1450]	Speed: 198.81 samples/sec	accuracy=0.929219
+2020-04-10 16:33:19,396 Epoch[13] Batch [1450-1500]	Speed: 200.01 samples/sec	accuracy=0.928594
+2020-04-10 16:33:51,428 Epoch[13] Batch [1500-1550]	Speed: 199.80 samples/sec	accuracy=0.930156
+2020-04-10 16:34:23,436 Epoch[13] Batch [1550-1600]	Speed: 199.95 samples/sec	accuracy=0.925000
+2020-04-10 16:34:55,671 Epoch[13] Batch [1600-1650]	Speed: 198.54 samples/sec	accuracy=0.926562
+2020-04-10 16:35:27,447 Epoch[13] Batch [1650-1700]	Speed: 201.41 samples/sec	accuracy=0.920625
+2020-04-10 16:35:59,639 Epoch[13] Batch [1700-1750]	Speed: 198.80 samples/sec	accuracy=0.927813
+2020-04-10 16:36:31,833 Epoch[13] Batch [1750-1800]	Speed: 198.80 samples/sec	accuracy=0.931562
+2020-04-10 16:37:03,790 Epoch[13] Batch [1800-1850]	Speed: 200.27 samples/sec	accuracy=0.931406
+2020-04-10 16:37:35,857 Epoch[13] Batch [1850-1900]	Speed: 199.58 samples/sec	accuracy=0.930937
+2020-04-10 16:38:08,209 Epoch[13] Batch [1900-1950]	Speed: 197.82 samples/sec	accuracy=0.927344
+2020-04-10 16:38:40,211 Epoch[13] Batch [1950-2000]	Speed: 199.99 samples/sec	accuracy=0.920781
+2020-04-10 16:39:12,390 Epoch[13] Batch [2000-2050]	Speed: 198.89 samples/sec	accuracy=0.927344
+2020-04-10 16:39:44,629 Epoch[13] Batch [2050-2100]	Speed: 198.52 samples/sec	accuracy=0.925937
+2020-04-10 16:40:17,228 Epoch[13] Batch [2100-2150]	Speed: 196.33 samples/sec	accuracy=0.920625
+2020-04-10 16:40:48,682 Epoch[13] Batch [2150-2200]	Speed: 203.47 samples/sec	accuracy=0.926406
+2020-04-10 16:41:20,927 Epoch[13] Batch [2200-2250]	Speed: 198.48 samples/sec	accuracy=0.927031
+2020-04-10 16:41:52,962 Epoch[13] Batch [2250-2300]	Speed: 199.78 samples/sec	accuracy=0.923594
+2020-04-10 16:42:24,781 Epoch[13] Batch [2300-2350]	Speed: 201.14 samples/sec	accuracy=0.925937
+2020-04-10 16:42:56,798 Epoch[13] Batch [2350-2400]	Speed: 199.90 samples/sec	accuracy=0.924375
+2020-04-10 16:43:28,829 Epoch[13] Batch [2400-2450]	Speed: 199.81 samples/sec	accuracy=0.923594
+2020-04-10 16:44:00,715 Epoch[13] Batch [2450-2500]	Speed: 200.72 samples/sec	accuracy=0.929375
+2020-04-10 16:44:32,479 Epoch[13] Batch [2500-2550]	Speed: 201.48 samples/sec	accuracy=0.930156
+2020-04-10 16:45:04,473 Epoch[13] Batch [2550-2600]	Speed: 200.04 samples/sec	accuracy=0.925156
+2020-04-10 16:45:34,071 Epoch[13] Batch [2600-2650]	Speed: 216.23 samples/sec	accuracy=0.934375
+2020-04-10 16:46:03,392 Epoch[13] Batch [2650-2700]	Speed: 218.28 samples/sec	accuracy=0.933125
+2020-04-10 16:46:32,700 Epoch[13] Batch [2700-2750]	Speed: 218.37 samples/sec	accuracy=0.931719
+2020-04-10 16:47:02,132 Epoch[13] Batch [2750-2800]	Speed: 217.45 samples/sec	accuracy=0.926094
+2020-04-10 16:47:31,415 Epoch[13] Batch [2800-2850]	Speed: 218.56 samples/sec	accuracy=0.922969
+2020-04-10 16:48:00,787 Epoch[13] Batch [2850-2900]	Speed: 217.90 samples/sec	accuracy=0.921250
+2020-04-10 16:48:30,078 Epoch[13] Batch [2900-2950]	Speed: 218.50 samples/sec	accuracy=0.927188
+2020-04-10 16:48:59,530 Epoch[13] Batch [2950-3000]	Speed: 217.30 samples/sec	accuracy=0.921719
+2020-04-10 16:49:28,787 Epoch[13] Batch [3000-3050]	Speed: 218.76 samples/sec	accuracy=0.927500
+2020-04-10 16:49:58,128 Epoch[13] Batch [3050-3100]	Speed: 218.13 samples/sec	accuracy=0.926562
+2020-04-10 16:50:27,488 Epoch[13] Batch [3100-3150]	Speed: 217.98 samples/sec	accuracy=0.926406
+2020-04-10 16:50:57,080 Epoch[13] Batch [3150-3200]	Speed: 216.27 samples/sec	accuracy=0.930156
+2020-04-10 16:51:26,597 Epoch[13] Batch [3200-3250]	Speed: 216.83 samples/sec	accuracy=0.923906
+2020-04-10 16:51:56,130 Epoch[13] Batch [3250-3300]	Speed: 216.71 samples/sec	accuracy=0.926094
+2020-04-10 16:52:25,377 Epoch[13] Batch [3300-3350]	Speed: 218.83 samples/sec	accuracy=0.932813
+2020-04-10 16:52:54,857 Epoch[13] Batch [3350-3400]	Speed: 217.10 samples/sec	accuracy=0.928750
+2020-04-10 16:53:24,200 Epoch[13] Batch [3400-3450]	Speed: 218.11 samples/sec	accuracy=0.927969
+2020-04-10 16:53:53,681 Epoch[13] Batch [3450-3500]	Speed: 217.09 samples/sec	accuracy=0.927344
+2020-04-10 16:54:23,018 Epoch[13] Batch [3500-3550]	Speed: 218.16 samples/sec	accuracy=0.922656
+2020-04-10 16:54:52,205 Epoch[13] Batch [3550-3600]	Speed: 219.27 samples/sec	accuracy=0.929688
+2020-04-10 16:55:21,509 Epoch[13] Batch [3600-3650]	Speed: 218.41 samples/sec	accuracy=0.932031
+2020-04-10 16:55:51,367 Epoch[13] Batch [3650-3700]	Speed: 214.35 samples/sec	accuracy=0.923125
+2020-04-10 16:56:20,488 Epoch[13] Batch [3700-3750]	Speed: 219.77 samples/sec	accuracy=0.924063
+2020-04-10 16:56:49,842 Epoch[13] Batch [3750-3800]	Speed: 218.03 samples/sec	accuracy=0.925312
+2020-04-10 16:57:19,212 Epoch[13] Batch [3800-3850]	Speed: 217.91 samples/sec	accuracy=0.927969
+2020-04-10 16:57:48,513 Epoch[13] Batch [3850-3900]	Speed: 218.42 samples/sec	accuracy=0.927500
+2020-04-10 16:58:17,780 Epoch[13] Batch [3900-3950]	Speed: 218.67 samples/sec	accuracy=0.927969
+2020-04-10 16:58:47,063 Epoch[13] Batch [3950-4000]	Speed: 218.56 samples/sec	accuracy=0.930469
+2020-04-10 16:59:16,420 Epoch[13] Batch [4000-4050]	Speed: 218.01 samples/sec	accuracy=0.922031
+2020-04-10 16:59:45,692 Epoch[13] Batch [4050-4100]	Speed: 218.64 samples/sec	accuracy=0.926719
+2020-04-10 17:00:14,937 Epoch[13] Batch [4100-4150]	Speed: 218.85 samples/sec	accuracy=0.924844
+2020-04-10 17:00:44,252 Epoch[13] Batch [4150-4200]	Speed: 218.32 samples/sec	accuracy=0.922344
+2020-04-10 17:01:13,559 Epoch[13] Batch [4200-4250]	Speed: 218.38 samples/sec	accuracy=0.928438
+2020-04-10 17:01:42,982 Epoch[13] Batch [4250-4300]	Speed: 217.52 samples/sec	accuracy=0.929531
+2020-04-10 17:02:12,547 Epoch[13] Batch [4300-4350]	Speed: 216.47 samples/sec	accuracy=0.925000
+2020-04-10 17:02:42,026 Epoch[13] Batch [4350-4400]	Speed: 217.11 samples/sec	accuracy=0.926094
+2020-04-10 17:03:11,384 Epoch[13] Batch [4400-4450]	Speed: 218.00 samples/sec	accuracy=0.927188
+2020-04-10 17:03:40,818 Epoch[13] Batch [4450-4500]	Speed: 217.43 samples/sec	accuracy=0.924531
+2020-04-10 17:04:10,565 Epoch[13] Batch [4500-4550]	Speed: 215.15 samples/sec	accuracy=0.921875
+2020-04-10 17:04:39,949 Epoch[13] Batch [4550-4600]	Speed: 217.81 samples/sec	accuracy=0.930156
+2020-04-10 17:05:09,250 Epoch[13] Batch [4600-4650]	Speed: 218.42 samples/sec	accuracy=0.923125
+2020-04-10 17:05:38,547 Epoch[13] Batch [4650-4700]	Speed: 218.45 samples/sec	accuracy=0.925781
+2020-04-10 17:06:07,902 Epoch[13] Batch [4700-4750]	Speed: 218.03 samples/sec	accuracy=0.926562
+2020-04-10 17:06:37,303 Epoch[13] Batch [4750-4800]	Speed: 217.68 samples/sec	accuracy=0.924844
+2020-04-10 17:07:06,706 Epoch[13] Batch [4800-4850]	Speed: 217.67 samples/sec	accuracy=0.929844
+2020-04-10 17:07:35,974 Epoch[13] Batch [4850-4900]	Speed: 218.67 samples/sec	accuracy=0.926094
+2020-04-10 17:08:05,276 Epoch[13] Batch [4900-4950]	Speed: 218.42 samples/sec	accuracy=0.924687
+2020-04-10 17:08:34,547 Epoch[13] Batch [4950-5000]	Speed: 218.65 samples/sec	accuracy=0.928125
+2020-04-10 17:09:04,180 Epoch[13] Batch [5000-5050]	Speed: 215.98 samples/sec	accuracy=0.927031
+2020-04-10 17:09:33,315 Epoch[13] Batch [5050-5100]	Speed: 219.67 samples/sec	accuracy=0.928125
+2020-04-10 17:10:02,880 Epoch[13] Batch [5100-5150]	Speed: 216.47 samples/sec	accuracy=0.927031
+2020-04-10 17:10:32,600 Epoch[13] Batch [5150-5200]	Speed: 215.35 samples/sec	accuracy=0.921094
+2020-04-10 17:11:01,891 Epoch[13] Batch [5200-5250]	Speed: 218.50 samples/sec	accuracy=0.926562
+2020-04-10 17:11:31,269 Epoch[13] Batch [5250-5300]	Speed: 217.85 samples/sec	accuracy=0.929844
+2020-04-10 17:12:00,404 Epoch[13] Batch [5300-5350]	Speed: 219.67 samples/sec	accuracy=0.928750
+2020-04-10 17:12:29,548 Epoch[13] Batch [5350-5400]	Speed: 219.60 samples/sec	accuracy=0.925312
+2020-04-10 17:12:58,865 Epoch[13] Batch [5400-5450]	Speed: 218.30 samples/sec	accuracy=0.927500
+2020-04-10 17:13:28,117 Epoch[13] Batch [5450-5500]	Speed: 218.79 samples/sec	accuracy=0.926875
+2020-04-10 17:13:57,673 Epoch[13] Batch [5500-5550]	Speed: 216.54 samples/sec	accuracy=0.929688
+2020-04-10 17:14:27,007 Epoch[13] Batch [5550-5600]	Speed: 218.18 samples/sec	accuracy=0.926250
+2020-04-10 17:14:56,295 Epoch[13] Batch [5600-5650]	Speed: 218.52 samples/sec	accuracy=0.926719
+2020-04-10 17:15:25,638 Epoch[13] Batch [5650-5700]	Speed: 218.12 samples/sec	accuracy=0.927969
+2020-04-10 17:15:55,054 Epoch[13] Batch [5700-5750]	Speed: 217.57 samples/sec	accuracy=0.927969
+2020-04-10 17:16:24,274 Epoch[13] Batch [5750-5800]	Speed: 219.03 samples/sec	accuracy=0.925000
+2020-04-10 17:16:53,620 Epoch[13] Batch [5800-5850]	Speed: 218.09 samples/sec	accuracy=0.928750
+2020-04-10 17:17:22,993 Epoch[13] Batch [5850-5900]	Speed: 217.89 samples/sec	accuracy=0.931094
+2020-04-10 17:17:52,443 Epoch[13] Batch [5900-5950]	Speed: 217.32 samples/sec	accuracy=0.921562
+2020-04-10 17:18:21,629 Epoch[13] Batch [5950-6000]	Speed: 219.29 samples/sec	accuracy=0.925937
+2020-04-10 17:18:50,878 Epoch[13] Batch [6000-6050]	Speed: 218.81 samples/sec	accuracy=0.928594
+2020-04-10 17:19:20,145 Epoch[13] Batch [6050-6100]	Speed: 218.68 samples/sec	accuracy=0.929063
+2020-04-10 17:19:49,346 Epoch[13] Batch [6100-6150]	Speed: 219.17 samples/sec	accuracy=0.926250
+2020-04-10 17:20:18,666 Epoch[13] Batch [6150-6200]	Speed: 218.28 samples/sec	accuracy=0.919687
+2020-04-10 17:20:50,402 Epoch[13] Batch [6200-6250]	Speed: 201.67 samples/sec	accuracy=0.926562
+2020-04-10 17:21:22,151 Epoch[13] Batch [6250-6300]	Speed: 201.58 samples/sec	accuracy=0.929219
+2020-04-10 17:21:53,949 Epoch[13] Batch [6300-6350]	Speed: 201.27 samples/sec	accuracy=0.928438
+2020-04-10 17:22:25,542 Epoch[13] Batch [6350-6400]	Speed: 202.58 samples/sec	accuracy=0.929688
+2020-04-10 17:22:56,961 Epoch[13] Batch [6400-6450]	Speed: 203.70 samples/sec	accuracy=0.926406
+2020-04-10 17:23:28,757 Epoch[13] Batch [6450-6500]	Speed: 201.29 samples/sec	accuracy=0.925000
+2020-04-10 17:24:00,183 Epoch[13] Batch [6500-6550]	Speed: 203.66 samples/sec	accuracy=0.930156
+2020-04-10 17:24:32,137 Epoch[13] Batch [6550-6600]	Speed: 200.29 samples/sec	accuracy=0.929063
+2020-04-10 17:25:03,728 Epoch[13] Batch [6600-6650]	Speed: 202.59 samples/sec	accuracy=0.927188
+2020-04-10 17:25:35,604 Epoch[13] Batch [6650-6700]	Speed: 200.77 samples/sec	accuracy=0.922813
+2020-04-10 17:26:08,071 Epoch[13] Batch [6700-6750]	Speed: 197.13 samples/sec	accuracy=0.928750
+2020-04-10 17:26:40,095 Epoch[13] Batch [6750-6800]	Speed: 199.85 samples/sec	accuracy=0.925781
+2020-04-10 17:27:11,746 Epoch[13] Batch [6800-6850]	Speed: 202.21 samples/sec	accuracy=0.929375
+2020-04-10 17:27:43,616 Epoch[13] Batch [6850-6900]	Speed: 200.82 samples/sec	accuracy=0.931562
+2020-04-10 17:28:15,726 Epoch[13] Batch [6900-6950]	Speed: 199.32 samples/sec	accuracy=0.926719
+2020-04-10 17:28:47,784 Epoch[13] Batch [6950-7000]	Speed: 199.64 samples/sec	accuracy=0.928438
+2020-04-10 17:29:19,715 Epoch[13] Batch [7000-7050]	Speed: 200.43 samples/sec	accuracy=0.926562
+2020-04-10 17:29:51,563 Epoch[13] Batch [7050-7100]	Speed: 200.95 samples/sec	accuracy=0.930781
+2020-04-10 17:30:23,055 Epoch[13] Batch [7100-7150]	Speed: 203.23 samples/sec	accuracy=0.925469
+2020-04-10 17:30:55,408 Epoch[13] Batch [7150-7200]	Speed: 197.82 samples/sec	accuracy=0.931875
+2020-04-10 17:31:27,295 Epoch[13] Batch [7200-7250]	Speed: 200.71 samples/sec	accuracy=0.923594
+2020-04-10 17:31:58,970 Epoch[13] Batch [7250-7300]	Speed: 202.06 samples/sec	accuracy=0.930156
+2020-04-10 17:32:30,912 Epoch[13] Batch [7300-7350]	Speed: 200.36 samples/sec	accuracy=0.931875
+2020-04-10 17:33:02,894 Epoch[13] Batch [7350-7400]	Speed: 200.12 samples/sec	accuracy=0.936875
+2020-04-10 17:33:34,975 Epoch[13] Batch [7400-7450]	Speed: 199.49 samples/sec	accuracy=0.931250
+2020-04-10 17:34:06,972 Epoch[13] Batch [7450-7500]	Speed: 200.02 samples/sec	accuracy=0.925156
+2020-04-10 17:34:38,470 Epoch[13] Batch [7500-7550]	Speed: 203.19 samples/sec	accuracy=0.922656
+2020-04-10 17:35:10,503 Epoch[13] Batch [7550-7600]	Speed: 199.79 samples/sec	accuracy=0.931094
+2020-04-10 17:35:42,948 Epoch[13] Batch [7600-7650]	Speed: 197.26 samples/sec	accuracy=0.923594
+2020-04-10 17:36:14,703 Epoch[13] Batch [7650-7700]	Speed: 201.54 samples/sec	accuracy=0.925312
+2020-04-10 17:36:46,569 Epoch[13] Batch [7700-7750]	Speed: 200.84 samples/sec	accuracy=0.924063
+2020-04-10 17:37:18,442 Epoch[13] Batch [7750-7800]	Speed: 200.80 samples/sec	accuracy=0.923594
+2020-04-10 17:37:50,386 Epoch[13] Batch [7800-7850]	Speed: 200.35 samples/sec	accuracy=0.924063
+2020-04-10 17:38:22,419 Epoch[13] Batch [7850-7900]	Speed: 199.80 samples/sec	accuracy=0.926719
+2020-04-10 17:38:54,195 Epoch[13] Batch [7900-7950]	Speed: 201.41 samples/sec	accuracy=0.931094
+2020-04-10 17:39:26,102 Epoch[13] Batch [7950-8000]	Speed: 200.59 samples/sec	accuracy=0.925781
+2020-04-10 17:39:57,998 Epoch[13] Batch [8000-8050]	Speed: 200.65 samples/sec	accuracy=0.921250
+2020-04-10 17:40:29,748 Epoch[13] Batch [8050-8100]	Speed: 201.58 samples/sec	accuracy=0.925312
+2020-04-10 17:41:01,429 Epoch[13] Batch [8100-8150]	Speed: 202.01 samples/sec	accuracy=0.928438
+2020-04-10 17:41:33,415 Epoch[13] Batch [8150-8200]	Speed: 200.09 samples/sec	accuracy=0.925625
+2020-04-10 17:42:05,457 Epoch[13] Batch [8200-8250]	Speed: 199.74 samples/sec	accuracy=0.927344
+2020-04-10 17:42:37,698 Epoch[13] Batch [8250-8300]	Speed: 198.50 samples/sec	accuracy=0.925469
+2020-04-10 17:43:09,724 Epoch[13] Batch [8300-8350]	Speed: 199.84 samples/sec	accuracy=0.928438
+2020-04-10 17:43:41,642 Epoch[13] Batch [8350-8400]	Speed: 200.52 samples/sec	accuracy=0.928750
+2020-04-10 17:44:13,195 Epoch[13] Batch [8400-8450]	Speed: 202.83 samples/sec	accuracy=0.925937
+2020-04-10 17:44:44,806 Epoch[13] Batch [8450-8500]	Speed: 202.46 samples/sec	accuracy=0.923594
+2020-04-10 17:45:16,648 Epoch[13] Batch [8500-8550]	Speed: 201.00 samples/sec	accuracy=0.922813
+2020-04-10 17:45:48,833 Epoch[13] Batch [8550-8600]	Speed: 198.85 samples/sec	accuracy=0.928125
+2020-04-10 17:46:20,588 Epoch[13] Batch [8600-8650]	Speed: 201.54 samples/sec	accuracy=0.921250
+2020-04-10 17:46:53,083 Epoch[13] Batch [8650-8700]	Speed: 196.96 samples/sec	accuracy=0.926406
+2020-04-10 17:47:24,945 Epoch[13] Batch [8700-8750]	Speed: 200.87 samples/sec	accuracy=0.919531
+2020-04-10 17:47:57,069 Epoch[13] Batch [8750-8800]	Speed: 199.23 samples/sec	accuracy=0.923125
+2020-04-10 17:48:29,075 Epoch[13] Batch [8800-8850]	Speed: 199.96 samples/sec	accuracy=0.929063
+2020-04-10 17:49:01,198 Epoch[13] Batch [8850-8900]	Speed: 199.23 samples/sec	accuracy=0.919844
+2020-04-10 17:49:32,948 Epoch[13] Batch [8900-8950]	Speed: 201.58 samples/sec	accuracy=0.923906
+2020-04-10 17:50:04,832 Epoch[13] Batch [8950-9000]	Speed: 200.73 samples/sec	accuracy=0.927031
+2020-04-10 17:50:36,684 Epoch[13] Batch [9000-9050]	Speed: 200.93 samples/sec	accuracy=0.928750
+2020-04-10 17:51:08,571 Epoch[13] Batch [9050-9100]	Speed: 200.71 samples/sec	accuracy=0.923594
+2020-04-10 17:51:40,515 Epoch[13] Batch [9100-9150]	Speed: 200.35 samples/sec	accuracy=0.927031
+2020-04-10 17:52:12,782 Epoch[13] Batch [9150-9200]	Speed: 198.35 samples/sec	accuracy=0.923750
+2020-04-10 17:52:44,559 Epoch[13] Batch [9200-9250]	Speed: 201.41 samples/sec	accuracy=0.927813
+2020-04-10 17:53:16,659 Epoch[13] Batch [9250-9300]	Speed: 199.38 samples/sec	accuracy=0.924219
+2020-04-10 17:53:48,632 Epoch[13] Batch [9300-9350]	Speed: 200.17 samples/sec	accuracy=0.920312
+2020-04-10 17:54:20,448 Epoch[13] Batch [9350-9400]	Speed: 201.16 samples/sec	accuracy=0.919844
+2020-04-10 17:54:52,253 Epoch[13] Batch [9400-9450]	Speed: 201.23 samples/sec	accuracy=0.925625
+2020-04-10 17:55:24,506 Epoch[13] Batch [9450-9500]	Speed: 198.44 samples/sec	accuracy=0.930312
+2020-04-10 17:55:56,294 Epoch[13] Batch [9500-9550]	Speed: 201.33 samples/sec	accuracy=0.932969
+2020-04-10 17:56:28,263 Epoch[13] Batch [9550-9600]	Speed: 200.20 samples/sec	accuracy=0.932500
+2020-04-10 17:57:00,417 Epoch[13] Batch [9600-9650]	Speed: 199.04 samples/sec	accuracy=0.928438
+2020-04-10 17:57:32,184 Epoch[13] Batch [9650-9700]	Speed: 201.47 samples/sec	accuracy=0.924531
+2020-04-10 17:58:04,510 Epoch[13] Batch [9700-9750]	Speed: 197.98 samples/sec	accuracy=0.923906
+2020-04-10 17:58:37,120 Epoch[13] Batch [9750-9800]	Speed: 196.26 samples/sec	accuracy=0.923906
+2020-04-10 17:59:09,551 Epoch[13] Batch [9800-9850]	Speed: 197.34 samples/sec	accuracy=0.924219
+2020-04-10 17:59:41,083 Epoch[13] Batch [9850-9900]	Speed: 202.97 samples/sec	accuracy=0.930156
+2020-04-10 18:00:12,876 Epoch[13] Batch [9900-9950]	Speed: 201.31 samples/sec	accuracy=0.921875
+2020-04-10 18:00:44,897 Epoch[13] Batch [9950-10000]	Speed: 199.87 samples/sec	accuracy=0.931250
+2020-04-10 18:01:16,930 Epoch[13] Batch [10000-10050]	Speed: 199.80 samples/sec	accuracy=0.922656
+2020-04-10 18:01:49,140 Epoch[13] Batch [10050-10100]	Speed: 198.70 samples/sec	accuracy=0.924375
+2020-04-10 18:02:21,026 Epoch[13] Batch [10100-10150]	Speed: 200.71 samples/sec	accuracy=0.929844
+2020-04-10 18:02:52,766 Epoch[13] Batch [10150-10200]	Speed: 201.64 samples/sec	accuracy=0.927344
+2020-04-10 18:03:25,000 Epoch[13] Batch [10200-10250]	Speed: 198.55 samples/sec	accuracy=0.925156
+2020-04-10 18:03:57,106 Epoch[13] Batch [10250-10300]	Speed: 199.34 samples/sec	accuracy=0.932344
+2020-04-10 18:04:29,014 Epoch[13] Batch [10300-10350]	Speed: 200.58 samples/sec	accuracy=0.934063
+2020-04-10 18:05:01,418 Epoch[13] Batch [10350-10400]	Speed: 197.51 samples/sec	accuracy=0.922188
+2020-04-10 18:05:33,359 Epoch[13] Batch [10400-10450]	Speed: 200.37 samples/sec	accuracy=0.927188
+2020-04-10 18:06:05,383 Epoch[13] Batch [10450-10500]	Speed: 199.85 samples/sec	accuracy=0.933125
+2020-04-10 18:06:37,139 Epoch[13] Batch [10500-10550]	Speed: 201.54 samples/sec	accuracy=0.928594
+2020-04-10 18:07:08,872 Epoch[13] Batch [10550-10600]	Speed: 201.69 samples/sec	accuracy=0.925625
+2020-04-10 18:07:40,967 Epoch[13] Batch [10600-10650]	Speed: 199.41 samples/sec	accuracy=0.927344
+2020-04-10 18:08:12,899 Epoch[13] Batch [10650-10700]	Speed: 200.43 samples/sec	accuracy=0.924063
+2020-04-10 18:08:45,078 Epoch[13] Batch [10700-10750]	Speed: 198.89 samples/sec	accuracy=0.926719
+2020-04-10 18:09:16,861 Epoch[13] Batch [10750-10800]	Speed: 201.37 samples/sec	accuracy=0.928438
+2020-04-10 18:09:48,834 Epoch[13] Batch [10800-10850]	Speed: 200.17 samples/sec	accuracy=0.931719
+2020-04-10 18:10:21,096 Epoch[13] Batch [10850-10900]	Speed: 198.37 samples/sec	accuracy=0.925312
+2020-04-10 18:10:53,189 Epoch[13] Batch [10900-10950]	Speed: 199.42 samples/sec	accuracy=0.929531
+2020-04-10 18:11:24,895 Epoch[13] Batch [10950-11000]	Speed: 201.85 samples/sec	accuracy=0.930937
+2020-04-10 18:11:57,469 Epoch[13] Batch [11000-11050]	Speed: 196.48 samples/sec	accuracy=0.927344
+2020-04-10 18:12:29,433 Epoch[13] Batch [11050-11100]	Speed: 200.23 samples/sec	accuracy=0.929219
+2020-04-10 18:13:01,749 Epoch[13] Batch [11100-11150]	Speed: 198.04 samples/sec	accuracy=0.927969
+2020-04-10 18:13:33,825 Epoch[13] Batch [11150-11200]	Speed: 199.53 samples/sec	accuracy=0.928281
+2020-04-10 18:14:05,638 Epoch[13] Batch [11200-11250]	Speed: 201.18 samples/sec	accuracy=0.925469
+2020-04-10 18:14:37,812 Epoch[13] Batch [11250-11300]	Speed: 198.92 samples/sec	accuracy=0.928281
+2020-04-10 18:15:09,872 Epoch[13] Batch [11300-11350]	Speed: 199.63 samples/sec	accuracy=0.929688
+2020-04-10 18:15:42,001 Epoch[13] Batch [11350-11400]	Speed: 199.20 samples/sec	accuracy=0.927188
+2020-04-10 18:16:13,686 Epoch[13] Batch [11400-11450]	Speed: 201.99 samples/sec	accuracy=0.930781
+2020-04-10 18:16:45,974 Epoch[13] Batch [11450-11500]	Speed: 198.22 samples/sec	accuracy=0.927031
+2020-04-10 18:17:18,098 Epoch[13] Batch [11500-11550]	Speed: 199.23 samples/sec	accuracy=0.928906
+2020-04-10 18:17:50,081 Epoch[13] Batch [11550-11600]	Speed: 200.11 samples/sec	accuracy=0.928750
+2020-04-10 18:18:22,234 Epoch[13] Batch [11600-11650]	Speed: 199.05 samples/sec	accuracy=0.930312
+2020-04-10 18:18:54,158 Epoch[13] Batch [11650-11700]	Speed: 200.48 samples/sec	accuracy=0.924219
+2020-04-10 18:19:26,251 Epoch[13] Batch [11700-11750]	Speed: 199.42 samples/sec	accuracy=0.923125
+2020-04-10 18:19:58,042 Epoch[13] Batch [11750-11800]	Speed: 201.32 samples/sec	accuracy=0.926406
+2020-04-10 18:20:29,696 Epoch[13] Batch [11800-11850]	Speed: 202.19 samples/sec	accuracy=0.924063
+2020-04-10 18:21:02,094 Epoch[13] Batch [11850-11900]	Speed: 197.54 samples/sec	accuracy=0.925625
+2020-04-10 18:21:33,801 Epoch[13] Batch [11900-11950]	Speed: 201.85 samples/sec	accuracy=0.923906
+2020-04-10 18:22:06,167 Epoch[13] Batch [11950-12000]	Speed: 197.74 samples/sec	accuracy=0.925781
+2020-04-10 18:22:37,997 Epoch[13] Batch [12000-12050]	Speed: 201.07 samples/sec	accuracy=0.927500
+2020-04-10 18:23:09,517 Epoch[13] Batch [12050-12100]	Speed: 203.04 samples/sec	accuracy=0.926406
+2020-04-10 18:23:41,243 Epoch[13] Batch [12100-12150]	Speed: 201.73 samples/sec	accuracy=0.932500
+2020-04-10 18:24:13,299 Epoch[13] Batch [12150-12200]	Speed: 199.65 samples/sec	accuracy=0.925625
+2020-04-10 18:24:45,218 Epoch[13] Batch [12200-12250]	Speed: 200.51 samples/sec	accuracy=0.926562
+2020-04-10 18:25:16,770 Epoch[13] Batch [12250-12300]	Speed: 202.84 samples/sec	accuracy=0.928125
+2020-04-10 18:25:48,720 Epoch[13] Batch [12300-12350]	Speed: 200.31 samples/sec	accuracy=0.931406
+2020-04-10 18:26:20,394 Epoch[13] Batch [12350-12400]	Speed: 202.06 samples/sec	accuracy=0.928750
+2020-04-10 18:26:52,406 Epoch[13] Batch [12400-12450]	Speed: 199.93 samples/sec	accuracy=0.923281
+2020-04-10 18:27:24,515 Epoch[13] Batch [12450-12500]	Speed: 199.32 samples/sec	accuracy=0.925312
+2020-04-10 18:27:56,658 Epoch[13] Batch [12500-12550]	Speed: 199.11 samples/sec	accuracy=0.931406
+2020-04-10 18:28:28,844 Epoch[13] Batch [12550-12600]	Speed: 198.85 samples/sec	accuracy=0.930625
+2020-04-10 18:29:00,823 Epoch[13] Batch [12600-12650]	Speed: 200.14 samples/sec	accuracy=0.922656
+2020-04-10 18:29:33,105 Epoch[13] Batch [12650-12700]	Speed: 198.25 samples/sec	accuracy=0.921875
+2020-04-10 18:30:05,254 Epoch[13] Batch [12700-12750]	Speed: 199.08 samples/sec	accuracy=0.929219
+2020-04-10 18:30:36,980 Epoch[13] Batch [12750-12800]	Speed: 201.73 samples/sec	accuracy=0.922813
+2020-04-10 18:31:09,061 Epoch[13] Batch [12800-12850]	Speed: 199.49 samples/sec	accuracy=0.928438
+2020-04-10 18:31:41,738 Epoch[13] Batch [12850-12900]	Speed: 195.85 samples/sec	accuracy=0.927500
+2020-04-10 18:32:13,235 Epoch[13] Batch [12900-12950]	Speed: 203.20 samples/sec	accuracy=0.923438
+2020-04-10 18:32:44,876 Epoch[13] Batch [12950-13000]	Speed: 202.27 samples/sec	accuracy=0.927031
+2020-04-10 18:33:16,740 Epoch[13] Batch [13000-13050]	Speed: 200.85 samples/sec	accuracy=0.930625
+2020-04-10 18:33:48,838 Epoch[13] Batch [13050-13100]	Speed: 199.39 samples/sec	accuracy=0.927969
+2020-04-10 18:34:20,795 Epoch[13] Batch [13100-13150]	Speed: 200.27 samples/sec	accuracy=0.929531
+2020-04-10 18:34:52,601 Epoch[13] Batch [13150-13200]	Speed: 201.22 samples/sec	accuracy=0.925937
+2020-04-10 18:35:24,676 Epoch[13] Batch [13200-13250]	Speed: 199.54 samples/sec	accuracy=0.918594
+2020-04-10 18:35:56,651 Epoch[13] Batch [13250-13300]	Speed: 200.15 samples/sec	accuracy=0.922813
+2020-04-10 18:36:28,547 Epoch[13] Batch [13300-13350]	Speed: 200.65 samples/sec	accuracy=0.920781
+2020-04-10 18:37:00,695 Epoch[13] Batch [13350-13400]	Speed: 199.08 samples/sec	accuracy=0.920625
+2020-04-10 18:37:32,732 Epoch[13] Batch [13400-13450]	Speed: 199.77 samples/sec	accuracy=0.927188
+2020-04-10 18:38:04,788 Epoch[13] Batch [13450-13500]	Speed: 199.65 samples/sec	accuracy=0.925625
+2020-04-10 18:38:36,930 Epoch[13] Batch [13500-13550]	Speed: 199.11 samples/sec	accuracy=0.927344
+2020-04-10 18:39:08,691 Epoch[13] Batch [13550-13600]	Speed: 201.51 samples/sec	accuracy=0.923906
+2020-04-10 18:39:40,950 Epoch[13] Batch [13600-13650]	Speed: 198.39 samples/sec	accuracy=0.923594
+2020-04-10 18:40:12,577 Epoch[13] Batch [13650-13700]	Speed: 202.36 samples/sec	accuracy=0.922500
+2020-04-10 18:40:44,505 Epoch[13] Batch [13700-13750]	Speed: 200.45 samples/sec	accuracy=0.925781
+2020-04-10 18:41:16,798 Epoch[13] Batch [13750-13800]	Speed: 198.19 samples/sec	accuracy=0.932031
+2020-04-10 18:41:48,817 Epoch[13] Batch [13800-13850]	Speed: 199.88 samples/sec	accuracy=0.929063
+2020-04-10 18:42:20,784 Epoch[13] Batch [13850-13900]	Speed: 200.21 samples/sec	accuracy=0.927188
+2020-04-10 18:42:52,563 Epoch[13] Batch [13900-13950]	Speed: 201.40 samples/sec	accuracy=0.929688
+2020-04-10 18:43:24,183 Epoch[13] Batch [13950-14000]	Speed: 202.40 samples/sec	accuracy=0.929063
+2020-04-10 18:43:56,369 Epoch[13] Batch [14000-14050]	Speed: 198.85 samples/sec	accuracy=0.924687
+2020-04-10 18:44:28,165 Epoch[13] Batch [14050-14100]	Speed: 201.28 samples/sec	accuracy=0.930156
+2020-04-10 18:45:00,487 Epoch[13] Batch [14100-14150]	Speed: 198.01 samples/sec	accuracy=0.927656
+2020-04-10 18:45:32,474 Epoch[13] Batch [14150-14200]	Speed: 200.09 samples/sec	accuracy=0.932187
+2020-04-10 18:46:04,535 Epoch[13] Batch [14200-14250]	Speed: 199.62 samples/sec	accuracy=0.932031
+2020-04-10 18:46:36,677 Epoch[13] Batch [14250-14300]	Speed: 199.12 samples/sec	accuracy=0.928594
+2020-04-10 18:47:08,490 Epoch[13] Batch [14300-14350]	Speed: 201.18 samples/sec	accuracy=0.928125
+2020-04-10 18:47:41,332 Epoch[13] Batch [14350-14400]	Speed: 194.87 samples/sec	accuracy=0.933281
+2020-04-10 18:48:13,112 Epoch[13] Batch [14400-14450]	Speed: 201.39 samples/sec	accuracy=0.925312
+2020-04-10 18:48:44,747 Epoch[13] Batch [14450-14500]	Speed: 202.31 samples/sec	accuracy=0.927656
+2020-04-10 18:49:16,868 Epoch[13] Batch [14500-14550]	Speed: 199.25 samples/sec	accuracy=0.935312
+2020-04-10 18:49:48,635 Epoch[13] Batch [14550-14600]	Speed: 201.47 samples/sec	accuracy=0.926719
+2020-04-10 18:50:20,470 Epoch[13] Batch [14600-14650]	Speed: 201.04 samples/sec	accuracy=0.930312
+2020-04-10 18:50:52,469 Epoch[13] Batch [14650-14700]	Speed: 200.01 samples/sec	accuracy=0.930469
+2020-04-10 18:51:23,944 Epoch[13] Batch [14700-14750]	Speed: 203.33 samples/sec	accuracy=0.927031
+2020-04-10 18:51:56,251 Epoch[13] Batch [14750-14800]	Speed: 198.10 samples/sec	accuracy=0.928438
+2020-04-10 18:52:28,032 Epoch[13] Batch [14800-14850]	Speed: 201.38 samples/sec	accuracy=0.921875
+2020-04-10 18:53:00,253 Epoch[13] Batch [14850-14900]	Speed: 198.63 samples/sec	accuracy=0.927656
+2020-04-10 18:53:32,441 Epoch[13] Batch [14900-14950]	Speed: 198.84 samples/sec	accuracy=0.932656
+2020-04-10 18:54:04,357 Epoch[13] Batch [14950-15000]	Speed: 200.53 samples/sec	accuracy=0.926250
+2020-04-10 18:54:36,096 Epoch[13] Batch [15000-15050]	Speed: 201.64 samples/sec	accuracy=0.923125
+2020-04-10 18:55:07,813 Epoch[13] Batch [15050-15100]	Speed: 201.79 samples/sec	accuracy=0.922344
+2020-04-10 18:55:39,881 Epoch[13] Batch [15100-15150]	Speed: 199.58 samples/sec	accuracy=0.927031
+2020-04-10 18:56:11,685 Epoch[13] Batch [15150-15200]	Speed: 201.23 samples/sec	accuracy=0.922813
+2020-04-10 18:56:43,129 Epoch[13] Batch [15200-15250]	Speed: 203.53 samples/sec	accuracy=0.929375
+2020-04-10 18:57:14,486 Epoch[13] Batch [15250-15300]	Speed: 204.10 samples/sec	accuracy=0.926250
+2020-04-10 18:57:46,144 Epoch[13] Batch [15300-15350]	Speed: 202.16 samples/sec	accuracy=0.933438
+2020-04-10 18:58:18,229 Epoch[13] Batch [15350-15400]	Speed: 199.47 samples/sec	accuracy=0.925937
+2020-04-10 18:58:49,999 Epoch[13] Batch [15400-15450]	Speed: 201.45 samples/sec	accuracy=0.928906
+2020-04-10 18:59:22,267 Epoch[13] Batch [15450-15500]	Speed: 198.34 samples/sec	accuracy=0.926719
+2020-04-10 18:59:54,224 Epoch[13] Batch [15500-15550]	Speed: 200.27 samples/sec	accuracy=0.921719
+2020-04-10 19:00:26,584 Epoch[13] Batch [15550-15600]	Speed: 197.78 samples/sec	accuracy=0.929531
+2020-04-10 19:00:58,908 Epoch[13] Batch [15600-15650]	Speed: 197.99 samples/sec	accuracy=0.929375
+2020-04-10 19:01:31,120 Epoch[13] Batch [15650-15700]	Speed: 198.69 samples/sec	accuracy=0.925000
+2020-04-10 19:02:03,223 Epoch[13] Batch [15700-15750]	Speed: 199.36 samples/sec	accuracy=0.927031
+2020-04-10 19:02:35,182 Epoch[13] Batch [15750-15800]	Speed: 200.26 samples/sec	accuracy=0.926719
+2020-04-10 19:03:06,982 Epoch[13] Batch [15800-15850]	Speed: 201.26 samples/sec	accuracy=0.927656
+2020-04-10 19:03:38,706 Epoch[13] Batch [15850-15900]	Speed: 201.74 samples/sec	accuracy=0.934531
+2020-04-10 19:04:11,069 Epoch[13] Batch [15900-15950]	Speed: 197.76 samples/sec	accuracy=0.922500
+2020-04-10 19:04:42,942 Epoch[13] Batch [15950-16000]	Speed: 200.80 samples/sec	accuracy=0.927500
+2020-04-10 19:05:14,538 Epoch[13] Batch [16000-16050]	Speed: 202.56 samples/sec	accuracy=0.926562
+2020-04-10 19:05:46,698 Epoch[13] Batch [16050-16100]	Speed: 199.01 samples/sec	accuracy=0.929844
+2020-04-10 19:06:18,804 Epoch[13] Batch [16100-16150]	Speed: 199.34 samples/sec	accuracy=0.931719
+2020-04-10 19:06:50,923 Epoch[13] Batch [16150-16200]	Speed: 199.26 samples/sec	accuracy=0.927188
+2020-04-10 19:07:22,525 Epoch[13] Batch [16200-16250]	Speed: 202.52 samples/sec	accuracy=0.919063
+2020-04-10 19:07:54,387 Epoch[13] Batch [16250-16300]	Speed: 200.87 samples/sec	accuracy=0.928281
+2020-04-10 19:08:25,952 Epoch[13] Batch [16300-16350]	Speed: 202.76 samples/sec	accuracy=0.930156
+2020-04-10 19:08:57,520 Epoch[13] Batch [16350-16400]	Speed: 202.74 samples/sec	accuracy=0.925156
+2020-04-10 19:09:29,372 Epoch[13] Batch [16400-16450]	Speed: 200.93 samples/sec	accuracy=0.925625
+2020-04-10 19:10:01,745 Epoch[13] Batch [16450-16500]	Speed: 197.70 samples/sec	accuracy=0.925312
+2020-04-10 19:10:33,948 Epoch[13] Batch [16500-16550]	Speed: 198.74 samples/sec	accuracy=0.928750
+2020-04-10 19:11:05,760 Epoch[13] Batch [16550-16600]	Speed: 201.18 samples/sec	accuracy=0.927188
+2020-04-10 19:11:37,666 Epoch[13] Batch [16600-16650]	Speed: 200.59 samples/sec	accuracy=0.924063
+2020-04-10 19:12:09,200 Epoch[13] Batch [16650-16700]	Speed: 202.96 samples/sec	accuracy=0.925781
+2020-04-10 19:12:40,995 Epoch[13] Batch [16700-16750]	Speed: 201.29 samples/sec	accuracy=0.927969
+2020-04-10 19:13:13,079 Epoch[13] Batch [16750-16800]	Speed: 199.48 samples/sec	accuracy=0.930781
+2020-04-10 19:13:45,091 Epoch[13] Batch [16800-16850]	Speed: 199.93 samples/sec	accuracy=0.925156
+2020-04-10 19:14:17,287 Epoch[13] Batch [16850-16900]	Speed: 198.78 samples/sec	accuracy=0.926094
+2020-04-10 19:14:49,255 Epoch[13] Batch [16900-16950]	Speed: 200.20 samples/sec	accuracy=0.924531
+2020-04-10 19:15:21,275 Epoch[13] Batch [16950-17000]	Speed: 199.87 samples/sec	accuracy=0.927500
+2020-04-10 19:15:53,395 Epoch[13] Batch [17000-17050]	Speed: 199.26 samples/sec	accuracy=0.924531
+2020-04-10 19:16:25,305 Epoch[13] Batch [17050-17100]	Speed: 200.56 samples/sec	accuracy=0.928438
+2020-04-10 19:16:57,159 Epoch[13] Batch [17100-17150]	Speed: 200.92 samples/sec	accuracy=0.923750
+2020-04-10 19:17:28,729 Epoch[13] Batch [17150-17200]	Speed: 202.72 samples/sec	accuracy=0.925937
+2020-04-10 19:18:00,844 Epoch[13] Batch [17200-17250]	Speed: 199.29 samples/sec	accuracy=0.925781
+2020-04-10 19:18:32,221 Epoch[13] Batch [17250-17300]	Speed: 203.97 samples/sec	accuracy=0.923750
+2020-04-10 19:19:04,275 Epoch[13] Batch [17300-17350]	Speed: 199.67 samples/sec	accuracy=0.928281
+2020-04-10 19:19:36,387 Epoch[13] Batch [17350-17400]	Speed: 199.30 samples/sec	accuracy=0.926875
+2020-04-10 19:20:08,232 Epoch[13] Batch [17400-17450]	Speed: 200.97 samples/sec	accuracy=0.930312
+2020-04-10 19:20:40,808 Epoch[13] Batch [17450-17500]	Speed: 196.46 samples/sec	accuracy=0.925625
+2020-04-10 19:21:12,944 Epoch[13] Batch [17500-17550]	Speed: 199.16 samples/sec	accuracy=0.926719
+2020-04-10 19:21:45,274 Epoch[13] Batch [17550-17600]	Speed: 197.96 samples/sec	accuracy=0.924531
+2020-04-10 19:22:17,123 Epoch[13] Batch [17600-17650]	Speed: 200.96 samples/sec	accuracy=0.928281
+2020-04-10 19:22:49,215 Epoch[13] Batch [17650-17700]	Speed: 199.43 samples/sec	accuracy=0.927656
+2020-04-10 19:23:20,962 Epoch[13] Batch [17700-17750]	Speed: 201.60 samples/sec	accuracy=0.927813
+2020-04-10 19:23:52,706 Epoch[13] Batch [17750-17800]	Speed: 201.62 samples/sec	accuracy=0.929844
+2020-04-10 19:24:25,129 Epoch[13] Batch [17800-17850]	Speed: 197.39 samples/sec	accuracy=0.929219
+2020-04-10 19:24:57,119 Epoch[13] Batch [17850-17900]	Speed: 200.06 samples/sec	accuracy=0.930937
+2020-04-10 19:25:29,139 Epoch[13] Batch [17900-17950]	Speed: 199.88 samples/sec	accuracy=0.920781
+2020-04-10 19:26:01,163 Epoch[13] Batch [17950-18000]	Speed: 199.85 samples/sec	accuracy=0.930156
+2020-04-10 19:26:33,077 Epoch[13] Batch [18000-18050]	Speed: 200.54 samples/sec	accuracy=0.924219
+2020-04-10 19:27:04,541 Epoch[13] Batch [18050-18100]	Speed: 203.41 samples/sec	accuracy=0.927813
+2020-04-10 19:27:36,276 Epoch[13] Batch [18100-18150]	Speed: 201.67 samples/sec	accuracy=0.928125
+2020-04-10 19:28:08,434 Epoch[13] Batch [18150-18200]	Speed: 199.02 samples/sec	accuracy=0.923906
+2020-04-10 19:28:40,497 Epoch[13] Batch [18200-18250]	Speed: 199.61 samples/sec	accuracy=0.924844
+2020-04-10 19:29:12,345 Epoch[13] Batch [18250-18300]	Speed: 200.95 samples/sec	accuracy=0.924219
+2020-04-10 19:29:44,053 Epoch[13] Batch [18300-18350]	Speed: 201.85 samples/sec	accuracy=0.925156
+2020-04-10 19:30:16,309 Epoch[13] Batch [18350-18400]	Speed: 198.41 samples/sec	accuracy=0.926562
+2020-04-10 19:30:48,086 Epoch[13] Batch [18400-18450]	Speed: 201.40 samples/sec	accuracy=0.926094
+2020-04-10 19:31:20,120 Epoch[13] Batch [18450-18500]	Speed: 199.79 samples/sec	accuracy=0.929219
+2020-04-10 19:31:52,036 Epoch[13] Batch [18500-18550]	Speed: 200.53 samples/sec	accuracy=0.928906
+2020-04-10 19:32:24,289 Epoch[13] Batch [18550-18600]	Speed: 198.43 samples/sec	accuracy=0.931875
+2020-04-10 19:32:56,454 Epoch[13] Batch [18600-18650]	Speed: 198.98 samples/sec	accuracy=0.927813
+2020-04-10 19:33:28,355 Epoch[13] Batch [18650-18700]	Speed: 200.62 samples/sec	accuracy=0.930312
+2020-04-10 19:34:00,166 Epoch[13] Batch [18700-18750]	Speed: 201.19 samples/sec	accuracy=0.925937
+2020-04-10 19:34:32,068 Epoch[13] Batch [18750-18800]	Speed: 200.62 samples/sec	accuracy=0.919375
+2020-04-10 19:35:03,856 Epoch[13] Batch [18800-18850]	Speed: 201.33 samples/sec	accuracy=0.927031
+2020-04-10 19:35:35,951 Epoch[13] Batch [18850-18900]	Speed: 199.41 samples/sec	accuracy=0.927188
+2020-04-10 19:36:08,081 Epoch[13] Batch [18900-18950]	Speed: 199.19 samples/sec	accuracy=0.925469
+2020-04-10 19:36:40,212 Epoch[13] Batch [18950-19000]	Speed: 199.18 samples/sec	accuracy=0.927031
+2020-04-10 19:37:12,756 Epoch[13] Batch [19000-19050]	Speed: 196.66 samples/sec	accuracy=0.925937
+2020-04-10 19:37:44,643 Epoch[13] Batch [19050-19100]	Speed: 200.71 samples/sec	accuracy=0.929688
+2020-04-10 19:38:16,332 Epoch[13] Batch [19100-19150]	Speed: 201.96 samples/sec	accuracy=0.930156
+2020-04-10 19:38:48,312 Epoch[13] Batch [19150-19200]	Speed: 200.13 samples/sec	accuracy=0.925625
+2020-04-10 19:39:19,836 Epoch[13] Batch [19200-19250]	Speed: 203.02 samples/sec	accuracy=0.928594
+2020-04-10 19:39:51,859 Epoch[13] Batch [19250-19300]	Speed: 199.86 samples/sec	accuracy=0.928906
+2020-04-10 19:40:23,769 Epoch[13] Batch [19300-19350]	Speed: 200.56 samples/sec	accuracy=0.925781
+2020-04-10 19:40:55,683 Epoch[13] Batch [19350-19400]	Speed: 200.54 samples/sec	accuracy=0.928281
+2020-04-10 19:41:27,880 Epoch[13] Batch [19400-19450]	Speed: 198.78 samples/sec	accuracy=0.927656
+2020-04-10 19:41:59,958 Epoch[13] Batch [19450-19500]	Speed: 199.51 samples/sec	accuracy=0.927656
+2020-04-10 19:42:31,667 Epoch[13] Batch [19500-19550]	Speed: 201.84 samples/sec	accuracy=0.928438
+2020-04-10 19:43:03,953 Epoch[13] Batch [19550-19600]	Speed: 198.23 samples/sec	accuracy=0.926094
+2020-04-10 19:43:36,125 Epoch[13] Batch [19600-19650]	Speed: 198.93 samples/sec	accuracy=0.924531
+2020-04-10 19:44:08,249 Epoch[13] Batch [19650-19700]	Speed: 199.23 samples/sec	accuracy=0.920625
+2020-04-10 19:44:40,717 Epoch[13] Batch [19700-19750]	Speed: 197.12 samples/sec	accuracy=0.928281
+2020-04-10 19:45:12,860 Epoch[13] Batch [19750-19800]	Speed: 199.11 samples/sec	accuracy=0.928125
+2020-04-10 19:45:45,131 Epoch[13] Batch [19800-19850]	Speed: 198.33 samples/sec	accuracy=0.928750
+2020-04-10 19:46:16,899 Epoch[13] Batch [19850-19900]	Speed: 201.46 samples/sec	accuracy=0.930781
+2020-04-10 19:46:48,536 Epoch[13] Batch [19900-19950]	Speed: 202.30 samples/sec	accuracy=0.935937
+2020-04-10 19:47:20,449 Epoch[13] Batch [19950-20000]	Speed: 200.55 samples/sec	accuracy=0.924063
+2020-04-10 19:47:52,309 Epoch[13] Batch [20000-20050]	Speed: 200.88 samples/sec	accuracy=0.934531
+2020-04-10 19:48:24,163 Epoch[13] Batch [20050-20100]	Speed: 200.92 samples/sec	accuracy=0.920469
+2020-04-10 19:48:56,013 Epoch[13] Batch [20100-20150]	Speed: 200.94 samples/sec	accuracy=0.930781
+2020-04-10 19:49:27,706 Epoch[13] Batch [20150-20200]	Speed: 201.94 samples/sec	accuracy=0.925469
+2020-04-10 19:49:59,684 Epoch[13] Batch [20200-20250]	Speed: 200.13 samples/sec	accuracy=0.928438
+2020-04-10 19:50:31,463 Epoch[13] Batch [20250-20300]	Speed: 201.39 samples/sec	accuracy=0.932344
+2020-04-10 19:51:03,859 Epoch[13] Batch [20300-20350]	Speed: 197.56 samples/sec	accuracy=0.921406
+2020-04-10 19:51:35,732 Epoch[13] Batch [20350-20400]	Speed: 200.80 samples/sec	accuracy=0.927031
+2020-04-10 19:52:07,741 Epoch[13] Batch [20400-20450]	Speed: 199.94 samples/sec	accuracy=0.926406
+2020-04-10 19:52:39,644 Epoch[13] Batch [20450-20500]	Speed: 200.61 samples/sec	accuracy=0.930000
+2020-04-10 19:53:11,517 Epoch[13] Batch [20500-20550]	Speed: 200.80 samples/sec	accuracy=0.928750
+2020-04-10 19:53:43,935 Epoch[13] Batch [20550-20600]	Speed: 197.42 samples/sec	accuracy=0.922656
+2020-04-10 19:54:15,694 Epoch[13] Batch [20600-20650]	Speed: 201.52 samples/sec	accuracy=0.927500
+2020-04-10 19:54:47,759 Epoch[13] Batch [20650-20700]	Speed: 199.59 samples/sec	accuracy=0.925312
+2020-04-10 19:55:19,859 Epoch[13] Batch [20700-20750]	Speed: 199.38 samples/sec	accuracy=0.925469
+2020-04-10 19:55:51,835 Epoch[13] Batch [20750-20800]	Speed: 200.15 samples/sec	accuracy=0.924219
+2020-04-10 19:56:23,736 Epoch[13] Batch [20800-20850]	Speed: 200.62 samples/sec	accuracy=0.929531
+2020-04-10 19:56:55,529 Epoch[13] Batch [20850-20900]	Speed: 201.30 samples/sec	accuracy=0.927188
+2020-04-10 19:57:27,485 Epoch[13] Batch [20900-20950]	Speed: 200.28 samples/sec	accuracy=0.928594
+2020-04-10 19:57:59,213 Epoch[13] Batch [20950-21000]	Speed: 201.71 samples/sec	accuracy=0.929219
+2020-04-10 19:58:30,933 Epoch[13] Batch [21000-21050]	Speed: 201.77 samples/sec	accuracy=0.930156
+2020-04-10 19:59:02,910 Epoch[13] Batch [21050-21100]	Speed: 200.14 samples/sec	accuracy=0.923281
+2020-04-10 19:59:34,782 Epoch[13] Batch [21100-21150]	Speed: 200.80 samples/sec	accuracy=0.925625
+2020-04-10 20:00:06,620 Epoch[13] Batch [21150-21200]	Speed: 201.02 samples/sec	accuracy=0.927969
+2020-04-10 20:00:38,640 Epoch[13] Batch [21200-21250]	Speed: 199.88 samples/sec	accuracy=0.926250
+2020-04-10 20:01:10,639 Epoch[13] Batch [21250-21300]	Speed: 200.01 samples/sec	accuracy=0.923281
+2020-04-10 20:01:42,863 Epoch[13] Batch [21300-21350]	Speed: 198.61 samples/sec	accuracy=0.932969
+2020-04-10 20:02:14,399 Epoch[13] Batch [21350-21400]	Speed: 202.95 samples/sec	accuracy=0.931250
+2020-04-10 20:02:46,585 Epoch[13] Batch [21400-21450]	Speed: 198.84 samples/sec	accuracy=0.928750
+2020-04-10 20:03:18,395 Epoch[13] Batch [21450-21500]	Speed: 201.20 samples/sec	accuracy=0.923125
+2020-04-10 20:03:50,111 Epoch[13] Batch [21500-21550]	Speed: 201.79 samples/sec	accuracy=0.923594
+2020-04-10 20:04:22,253 Epoch[13] Batch [21550-21600]	Speed: 199.12 samples/sec	accuracy=0.926250
+2020-04-10 20:04:54,440 Epoch[13] Batch [21600-21650]	Speed: 198.84 samples/sec	accuracy=0.931406
+2020-04-10 20:05:26,030 Epoch[13] Batch [21650-21700]	Speed: 202.60 samples/sec	accuracy=0.926094
+2020-04-10 20:05:57,929 Epoch[13] Batch [21700-21750]	Speed: 200.64 samples/sec	accuracy=0.928438
+2020-04-10 20:06:29,898 Epoch[13] Batch [21750-21800]	Speed: 200.20 samples/sec	accuracy=0.925000
+2020-04-10 20:07:01,551 Epoch[13] Batch [21800-21850]	Speed: 202.19 samples/sec	accuracy=0.928750
+2020-04-10 20:07:33,549 Epoch[13] Batch [21850-21900]	Speed: 200.02 samples/sec	accuracy=0.928125
+2020-04-10 20:08:05,533 Epoch[13] Batch [21900-21950]	Speed: 200.10 samples/sec	accuracy=0.926875
+2020-04-10 20:08:37,255 Epoch[13] Batch [21950-22000]	Speed: 201.75 samples/sec	accuracy=0.929531
+2020-04-10 20:09:09,117 Epoch[13] Batch [22000-22050]	Speed: 200.87 samples/sec	accuracy=0.934219
+2020-04-10 20:09:41,006 Epoch[13] Batch [22050-22100]	Speed: 200.70 samples/sec	accuracy=0.925156
+2020-04-10 20:10:12,875 Epoch[13] Batch [22100-22150]	Speed: 200.82 samples/sec	accuracy=0.927656
+2020-04-10 20:10:45,450 Epoch[13] Batch [22150-22200]	Speed: 196.47 samples/sec	accuracy=0.923438
+2020-04-10 20:11:17,359 Epoch[13] Batch [22200-22250]	Speed: 200.57 samples/sec	accuracy=0.926406
+2020-04-10 20:11:49,574 Epoch[13] Batch [22250-22300]	Speed: 198.67 samples/sec	accuracy=0.929688
+2020-04-10 20:12:21,214 Epoch[13] Batch [22300-22350]	Speed: 202.28 samples/sec	accuracy=0.926406
+2020-04-10 20:12:53,168 Epoch[13] Batch [22350-22400]	Speed: 200.29 samples/sec	accuracy=0.929531
+2020-04-10 20:13:24,922 Epoch[13] Batch [22400-22450]	Speed: 201.55 samples/sec	accuracy=0.928125
+2020-04-10 20:13:56,760 Epoch[13] Batch [22450-22500]	Speed: 201.02 samples/sec	accuracy=0.929844
+2020-04-10 20:14:28,853 Epoch[13] Batch [22500-22550]	Speed: 199.42 samples/sec	accuracy=0.926719
+2020-04-10 20:15:00,940 Epoch[13] Batch [22550-22600]	Speed: 199.46 samples/sec	accuracy=0.926875
+2020-04-10 20:15:33,131 Epoch[13] Batch [22600-22650]	Speed: 198.81 samples/sec	accuracy=0.920000
+2020-04-10 20:16:04,779 Epoch[13] Batch [22650-22700]	Speed: 202.22 samples/sec	accuracy=0.931094
+2020-04-10 20:16:36,480 Epoch[13] Batch [22700-22750]	Speed: 201.89 samples/sec	accuracy=0.931875
+2020-04-10 20:17:08,536 Epoch[13] Batch [22750-22800]	Speed: 199.65 samples/sec	accuracy=0.932031
+2020-04-10 20:17:40,788 Epoch[13] Batch [22800-22850]	Speed: 198.44 samples/sec	accuracy=0.922656
+2020-04-10 20:18:12,640 Epoch[13] Batch [22850-22900]	Speed: 200.93 samples/sec	accuracy=0.929063
+2020-04-10 20:18:44,428 Epoch[13] Batch [22900-22950]	Speed: 201.33 samples/sec	accuracy=0.936094
+2020-04-10 20:19:16,533 Epoch[13] Batch [22950-23000]	Speed: 199.35 samples/sec	accuracy=0.929531
+2020-04-10 20:19:48,359 Epoch[13] Batch [23000-23050]	Speed: 201.09 samples/sec	accuracy=0.924531
+2020-04-10 20:20:20,498 Epoch[13] Batch [23050-23100]	Speed: 199.14 samples/sec	accuracy=0.926094
+2020-04-10 20:20:52,113 Epoch[13] Batch [23100-23150]	Speed: 202.44 samples/sec	accuracy=0.927188
+2020-04-10 20:21:24,154 Epoch[13] Batch [23150-23200]	Speed: 199.75 samples/sec	accuracy=0.923125
+2020-04-10 20:21:56,282 Epoch[13] Batch [23200-23250]	Speed: 199.21 samples/sec	accuracy=0.928125
+2020-04-10 20:22:28,160 Epoch[13] Batch [23250-23300]	Speed: 200.76 samples/sec	accuracy=0.929688
+2020-04-10 20:23:00,255 Epoch[13] Batch [23300-23350]	Speed: 199.41 samples/sec	accuracy=0.925781
+2020-04-10 20:23:32,144 Epoch[13] Batch [23350-23400]	Speed: 200.69 samples/sec	accuracy=0.927813
+2020-04-10 20:24:04,275 Epoch[13] Batch [23400-23450]	Speed: 199.18 samples/sec	accuracy=0.928906
+2020-04-10 20:24:36,367 Epoch[13] Batch [23450-23500]	Speed: 199.43 samples/sec	accuracy=0.921094
+2020-04-10 20:25:08,264 Epoch[13] Batch [23500-23550]	Speed: 200.65 samples/sec	accuracy=0.927031
+2020-04-10 20:25:40,391 Epoch[13] Batch [23550-23600]	Speed: 199.21 samples/sec	accuracy=0.923438
+2020-04-10 20:26:12,471 Epoch[13] Batch [23600-23650]	Speed: 199.50 samples/sec	accuracy=0.927500
+2020-04-10 20:26:44,875 Epoch[13] Batch [23650-23700]	Speed: 197.50 samples/sec	accuracy=0.928125
+2020-04-10 20:27:16,791 Epoch[13] Batch [23700-23750]	Speed: 200.53 samples/sec	accuracy=0.927500
+2020-04-10 20:27:48,879 Epoch[13] Batch [23750-23800]	Speed: 199.45 samples/sec	accuracy=0.922344
+2020-04-10 20:28:21,354 Epoch[13] Batch [23800-23850]	Speed: 197.08 samples/sec	accuracy=0.928906
+2020-04-10 20:28:53,679 Epoch[13] Batch [23850-23900]	Speed: 197.99 samples/sec	accuracy=0.927813
+2020-04-10 20:29:25,794 Epoch[13] Batch [23900-23950]	Speed: 199.29 samples/sec	accuracy=0.927344
+2020-04-10 20:29:57,643 Epoch[13] Batch [23950-24000]	Speed: 200.95 samples/sec	accuracy=0.923750
+2020-04-10 20:30:29,415 Epoch[13] Batch [24000-24050]	Speed: 201.43 samples/sec	accuracy=0.927500
+2020-04-10 20:31:02,200 Epoch[13] Batch [24050-24100]	Speed: 195.21 samples/sec	accuracy=0.922031
+2020-04-10 20:31:34,936 Epoch[13] Batch [24100-24150]	Speed: 195.50 samples/sec	accuracy=0.923906
+2020-04-10 20:32:07,810 Epoch[13] Batch [24150-24200]	Speed: 194.69 samples/sec	accuracy=0.930937
+2020-04-10 20:32:40,374 Epoch[13] Batch [24200-24250]	Speed: 196.53 samples/sec	accuracy=0.926406
+2020-04-10 20:33:13,063 Epoch[13] Batch [24250-24300]	Speed: 195.79 samples/sec	accuracy=0.929531
+2020-04-10 20:33:45,672 Epoch[13] Batch [24300-24350]	Speed: 196.27 samples/sec	accuracy=0.921562
+2020-04-10 20:34:18,129 Epoch[13] Batch [24350-24400]	Speed: 197.18 samples/sec	accuracy=0.923438
+2020-04-10 20:34:49,262 Epoch[13] Batch [24400-24450]	Speed: 205.57 samples/sec	accuracy=0.920000
+2020-04-10 20:35:20,284 Epoch[13] Batch [24450-24500]	Speed: 206.31 samples/sec	accuracy=0.929375
+2020-04-10 20:35:52,991 Epoch[13] Batch [24500-24550]	Speed: 195.68 samples/sec	accuracy=0.930625
+2020-04-10 20:36:25,899 Epoch[13] Batch [24550-24600]	Speed: 194.48 samples/sec	accuracy=0.928281
+2020-04-10 20:36:58,681 Epoch[13] Batch [24600-24650]	Speed: 195.23 samples/sec	accuracy=0.929375
+2020-04-10 20:37:31,854 Epoch[13] Batch [24650-24700]	Speed: 192.93 samples/sec	accuracy=0.926406
+2020-04-10 20:38:04,677 Epoch[13] Batch [24700-24750]	Speed: 194.98 samples/sec	accuracy=0.933438
+2020-04-10 20:38:37,486 Epoch[13] Batch [24750-24800]	Speed: 195.07 samples/sec	accuracy=0.930469
+2020-04-10 20:39:10,456 Epoch[13] Batch [24800-24850]	Speed: 194.11 samples/sec	accuracy=0.927344
+2020-04-10 20:39:43,307 Epoch[13] Batch [24850-24900]	Speed: 194.82 samples/sec	accuracy=0.925625
+2020-04-10 20:40:16,151 Epoch[13] Batch [24900-24950]	Speed: 194.86 samples/sec	accuracy=0.930156
+2020-04-10 20:40:49,011 Epoch[13] Batch [24950-25000]	Speed: 194.77 samples/sec	accuracy=0.927344
+2020-04-10 20:41:21,788 Epoch[13] Batch [25000-25050]	Speed: 195.26 samples/sec	accuracy=0.926250
+2020-04-10 20:41:54,655 Epoch[13] Batch [25050-25100]	Speed: 194.72 samples/sec	accuracy=0.925156
+2020-04-10 20:42:27,510 Epoch[13] Batch [25100-25150]	Speed: 194.80 samples/sec	accuracy=0.920625
+2020-04-10 20:43:00,453 Epoch[13] Batch [25150-25200]	Speed: 194.27 samples/sec	accuracy=0.924687
+2020-04-10 20:43:32,516 Epoch[13] Batch [25200-25250]	Speed: 199.61 samples/sec	accuracy=0.924219
+2020-04-10 20:44:05,399 Epoch[13] Batch [25250-25300]	Speed: 194.63 samples/sec	accuracy=0.921875
+2020-04-10 20:44:38,577 Epoch[13] Batch [25300-25350]	Speed: 192.90 samples/sec	accuracy=0.931719
+2020-04-10 20:45:11,475 Epoch[13] Batch [25350-25400]	Speed: 194.54 samples/sec	accuracy=0.922500
+2020-04-10 20:45:44,378 Epoch[13] Batch [25400-25450]	Speed: 194.52 samples/sec	accuracy=0.929375
+2020-04-10 20:46:17,253 Epoch[13] Batch [25450-25500]	Speed: 194.68 samples/sec	accuracy=0.924531
+2020-04-10 20:46:49,877 Epoch[13] Batch [25500-25550]	Speed: 196.18 samples/sec	accuracy=0.923906
+2020-04-10 20:47:21,325 Epoch[13] Batch [25550-25600]	Speed: 203.51 samples/sec	accuracy=0.928281
+2020-04-10 20:47:54,112 Epoch[13] Batch [25600-25650]	Speed: 195.20 samples/sec	accuracy=0.924063
+2020-04-10 20:48:26,998 Epoch[13] Batch [25650-25700]	Speed: 194.61 samples/sec	accuracy=0.924375
+2020-04-10 20:48:59,642 Epoch[13] Batch [25700-25750]	Speed: 196.06 samples/sec	accuracy=0.922969
+2020-04-10 20:49:32,508 Epoch[13] Batch [25750-25800]	Speed: 194.73 samples/sec	accuracy=0.926406
+2020-04-10 20:50:05,418 Epoch[13] Batch [25800-25850]	Speed: 194.47 samples/sec	accuracy=0.926250
+2020-04-10 20:50:38,190 Epoch[13] Batch [25850-25900]	Speed: 195.29 samples/sec	accuracy=0.929063
+2020-04-10 20:51:10,978 Epoch[13] Batch [25900-25950]	Speed: 195.20 samples/sec	accuracy=0.928750
+2020-04-10 20:51:43,857 Epoch[13] Batch [25950-26000]	Speed: 194.65 samples/sec	accuracy=0.920156
+2020-04-10 20:52:16,540 Epoch[13] Batch [26000-26050]	Speed: 195.82 samples/sec	accuracy=0.926250
+2020-04-10 20:52:49,149 Epoch[13] Batch [26050-26100]	Speed: 196.27 samples/sec	accuracy=0.930000
+2020-04-10 20:53:21,915 Epoch[13] Batch [26100-26150]	Speed: 195.33 samples/sec	accuracy=0.931875
+2020-04-10 20:53:54,590 Epoch[13] Batch [26150-26200]	Speed: 195.87 samples/sec	accuracy=0.929375
+2020-04-10 20:54:27,471 Epoch[13] Batch [26200-26250]	Speed: 194.64 samples/sec	accuracy=0.926719
+2020-04-10 20:55:00,160 Epoch[13] Batch [26250-26300]	Speed: 195.79 samples/sec	accuracy=0.924063
+2020-04-10 20:55:33,017 Epoch[13] Batch [26300-26350]	Speed: 194.79 samples/sec	accuracy=0.925625
+2020-04-10 20:56:05,996 Epoch[13] Batch [26350-26400]	Speed: 194.06 samples/sec	accuracy=0.933438
+2020-04-10 20:56:38,647 Epoch[13] Batch [26400-26450]	Speed: 196.02 samples/sec	accuracy=0.922656
+2020-04-10 20:57:11,460 Epoch[13] Batch [26450-26500]	Speed: 195.05 samples/sec	accuracy=0.926719
+2020-04-10 20:57:44,179 Epoch[13] Batch [26500-26550]	Speed: 195.60 samples/sec	accuracy=0.925312
+2020-04-10 20:58:16,885 Epoch[13] Batch [26550-26600]	Speed: 195.69 samples/sec	accuracy=0.926094
+2020-04-10 20:58:49,615 Epoch[13] Batch [26600-26650]	Speed: 195.54 samples/sec	accuracy=0.922656
+2020-04-10 20:59:22,456 Epoch[13] Batch [26650-26700]	Speed: 194.88 samples/sec	accuracy=0.924844
+2020-04-10 20:59:55,117 Epoch[13] Batch [26700-26750]	Speed: 195.95 samples/sec	accuracy=0.928750
+2020-04-10 21:00:27,875 Epoch[13] Batch [26750-26800]	Speed: 195.38 samples/sec	accuracy=0.926094
+2020-04-10 21:01:00,743 Epoch[13] Batch [26800-26850]	Speed: 194.72 samples/sec	accuracy=0.923750
+2020-04-10 21:01:33,544 Epoch[13] Batch [26850-26900]	Speed: 195.12 samples/sec	accuracy=0.929531
+2020-04-10 21:02:06,368 Epoch[13] Batch [26900-26950]	Speed: 194.98 samples/sec	accuracy=0.930625
+2020-04-10 21:02:39,125 Epoch[13] Batch [26950-27000]	Speed: 195.38 samples/sec	accuracy=0.929688
+2020-04-10 21:03:10,503 Epoch[13] Batch [27000-27050]	Speed: 203.97 samples/sec	accuracy=0.921406
+2020-04-10 21:03:42,030 Epoch[13] Batch [27050-27100]	Speed: 203.00 samples/sec	accuracy=0.924844
+2020-04-10 21:04:14,039 Epoch[13] Batch [27100-27150]	Speed: 199.95 samples/sec	accuracy=0.926562
+2020-04-10 21:04:45,789 Epoch[13] Batch [27150-27200]	Speed: 201.57 samples/sec	accuracy=0.925937
+2020-04-10 21:05:17,703 Epoch[13] Batch [27200-27250]	Speed: 200.54 samples/sec	accuracy=0.920781
+2020-04-10 21:05:49,685 Epoch[13] Batch [27250-27300]	Speed: 200.12 samples/sec	accuracy=0.927344
+2020-04-10 21:06:21,344 Epoch[13] Batch [27300-27350]	Speed: 202.15 samples/sec	accuracy=0.932500
+2020-04-10 21:06:53,157 Epoch[13] Batch [27350-27400]	Speed: 201.18 samples/sec	accuracy=0.927813
+2020-04-10 21:07:25,269 Epoch[13] Batch [27400-27450]	Speed: 199.30 samples/sec	accuracy=0.927656
+2020-04-10 21:07:56,973 Epoch[13] Batch [27450-27500]	Speed: 201.87 samples/sec	accuracy=0.931562
+2020-04-10 21:08:28,834 Epoch[13] Batch [27500-27550]	Speed: 200.87 samples/sec	accuracy=0.930469
+2020-04-10 21:09:00,807 Epoch[13] Batch [27550-27600]	Speed: 200.17 samples/sec	accuracy=0.922656
+2020-04-10 21:09:32,965 Epoch[13] Batch [27600-27650]	Speed: 199.02 samples/sec	accuracy=0.924219
+2020-04-10 21:10:04,695 Epoch[13] Batch [27650-27700]	Speed: 201.70 samples/sec	accuracy=0.925625
+2020-04-10 21:10:36,844 Epoch[13] Batch [27700-27750]	Speed: 199.07 samples/sec	accuracy=0.927031
+2020-04-10 21:11:08,637 Epoch[13] Batch [27750-27800]	Speed: 201.30 samples/sec	accuracy=0.925937
+2020-04-10 21:11:40,605 Epoch[13] Batch [27800-27850]	Speed: 200.20 samples/sec	accuracy=0.926250
+2020-04-10 21:12:12,624 Epoch[13] Batch [27850-27900]	Speed: 199.88 samples/sec	accuracy=0.923594
+2020-04-10 21:12:44,508 Epoch[13] Batch [27900-27950]	Speed: 200.73 samples/sec	accuracy=0.923438
+2020-04-10 21:13:16,308 Epoch[13] Batch [27950-28000]	Speed: 201.26 samples/sec	accuracy=0.920156
+2020-04-10 21:13:48,275 Epoch[13] Batch [28000-28050]	Speed: 200.21 samples/sec	accuracy=0.928125
+2020-04-10 21:14:19,968 Epoch[13] Batch [28050-28100]	Speed: 201.94 samples/sec	accuracy=0.930937
+2020-04-10 21:14:51,789 Epoch[13] Batch [28100-28150]	Speed: 201.13 samples/sec	accuracy=0.924063
+2020-04-10 21:15:23,943 Epoch[13] Batch [28150-28200]	Speed: 199.04 samples/sec	accuracy=0.929531
+2020-04-10 21:15:49,046 Epoch[13] Train-accuracy=0.926905
+2020-04-10 21:15:49,046 Epoch[13] Time cost=17912.907
+2020-04-10 21:15:49,280 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0014.params"
+2020-04-10 21:47:13,073 Epoch[13] Validation-accuracy=0.968236
+2020-04-10 21:47:53,743 Epoch[14] Batch [0-50]	Speed: 198.74 samples/sec	accuracy=0.930147
+2020-04-10 21:48:25,272 Epoch[14] Batch [50-100]	Speed: 202.99 samples/sec	accuracy=0.926562
+2020-04-10 21:48:57,059 Epoch[14] Batch [100-150]	Speed: 201.34 samples/sec	accuracy=0.931406
+2020-04-10 21:49:28,682 Epoch[14] Batch [150-200]	Speed: 202.39 samples/sec	accuracy=0.926250
+2020-04-10 21:50:00,580 Epoch[14] Batch [200-250]	Speed: 200.64 samples/sec	accuracy=0.925937
+2020-04-10 21:50:32,492 Epoch[14] Batch [250-300]	Speed: 200.55 samples/sec	accuracy=0.928750
+2020-04-10 21:51:04,584 Epoch[14] Batch [300-350]	Speed: 199.43 samples/sec	accuracy=0.925312
+2020-04-10 21:51:37,121 Epoch[14] Batch [350-400]	Speed: 196.70 samples/sec	accuracy=0.924531
+2020-04-10 21:52:08,917 Epoch[14] Batch [400-450]	Speed: 201.28 samples/sec	accuracy=0.929063
+2020-04-10 21:52:41,091 Epoch[14] Batch [450-500]	Speed: 198.92 samples/sec	accuracy=0.926406
+2020-04-10 21:53:12,784 Epoch[14] Batch [500-550]	Speed: 201.94 samples/sec	accuracy=0.928594
+2020-04-10 21:53:44,712 Epoch[14] Batch [550-600]	Speed: 200.45 samples/sec	accuracy=0.925781
+2020-04-10 21:54:16,783 Epoch[14] Batch [600-650]	Speed: 199.56 samples/sec	accuracy=0.923594
+2020-04-10 21:54:48,831 Epoch[14] Batch [650-700]	Speed: 199.70 samples/sec	accuracy=0.930156
+2020-04-10 21:55:20,541 Epoch[14] Batch [700-750]	Speed: 201.83 samples/sec	accuracy=0.926406
+2020-04-10 21:55:52,139 Epoch[14] Batch [750-800]	Speed: 202.55 samples/sec	accuracy=0.923125
+2020-04-10 21:56:24,057 Epoch[14] Batch [800-850]	Speed: 200.51 samples/sec	accuracy=0.930625
+2020-04-10 21:56:55,847 Epoch[14] Batch [850-900]	Speed: 201.32 samples/sec	accuracy=0.935000
+2020-04-10 21:57:27,684 Epoch[14] Batch [900-950]	Speed: 201.02 samples/sec	accuracy=0.927969
+2020-04-10 21:57:59,966 Epoch[14] Batch [950-1000]	Speed: 198.25 samples/sec	accuracy=0.924844
+2020-04-10 21:58:31,831 Epoch[14] Batch [1000-1050]	Speed: 200.85 samples/sec	accuracy=0.929844
+2020-04-10 21:59:03,970 Epoch[14] Batch [1050-1100]	Speed: 199.14 samples/sec	accuracy=0.924063
+2020-04-10 21:59:35,753 Epoch[14] Batch [1100-1150]	Speed: 201.37 samples/sec	accuracy=0.934219
+2020-04-10 22:00:07,302 Epoch[14] Batch [1150-1200]	Speed: 202.86 samples/sec	accuracy=0.924531
+2020-04-10 22:00:38,948 Epoch[14] Batch [1200-1250]	Speed: 202.24 samples/sec	accuracy=0.933125
+2020-04-10 22:01:11,099 Epoch[14] Batch [1250-1300]	Speed: 199.06 samples/sec	accuracy=0.927188
+2020-04-10 22:01:43,350 Epoch[14] Batch [1300-1350]	Speed: 198.45 samples/sec	accuracy=0.919063
+2020-04-10 22:02:15,187 Epoch[14] Batch [1350-1400]	Speed: 201.02 samples/sec	accuracy=0.930156
+2020-04-10 22:02:46,777 Epoch[14] Batch [1400-1450]	Speed: 202.60 samples/sec	accuracy=0.928750
+2020-04-10 22:03:18,535 Epoch[14] Batch [1450-1500]	Speed: 201.52 samples/sec	accuracy=0.931406
+2020-04-10 22:03:50,338 Epoch[14] Batch [1500-1550]	Speed: 201.24 samples/sec	accuracy=0.921719
+2020-04-10 22:04:22,049 Epoch[14] Batch [1550-1600]	Speed: 201.82 samples/sec	accuracy=0.924844
+2020-04-10 22:04:53,651 Epoch[14] Batch [1600-1650]	Speed: 202.52 samples/sec	accuracy=0.927500
+2020-04-10 22:05:26,193 Epoch[14] Batch [1650-1700]	Speed: 196.67 samples/sec	accuracy=0.930156
+2020-04-10 22:05:58,047 Epoch[14] Batch [1700-1750]	Speed: 200.92 samples/sec	accuracy=0.925937
+2020-04-10 22:06:29,647 Epoch[14] Batch [1750-1800]	Speed: 202.53 samples/sec	accuracy=0.921562
+2020-04-10 22:07:01,355 Epoch[14] Batch [1800-1850]	Speed: 201.84 samples/sec	accuracy=0.920781
+2020-04-10 22:07:33,140 Epoch[14] Batch [1850-1900]	Speed: 201.36 samples/sec	accuracy=0.929688
+2020-04-10 22:08:04,996 Epoch[14] Batch [1900-1950]	Speed: 200.91 samples/sec	accuracy=0.924063
+2020-04-10 22:08:36,870 Epoch[14] Batch [1950-2000]	Speed: 200.79 samples/sec	accuracy=0.927188
+2020-04-10 22:09:08,246 Epoch[14] Batch [2000-2050]	Speed: 203.98 samples/sec	accuracy=0.925156
+2020-04-10 22:09:40,568 Epoch[14] Batch [2050-2100]	Speed: 198.01 samples/sec	accuracy=0.928281
+2020-04-10 22:10:12,433 Epoch[14] Batch [2100-2150]	Speed: 200.85 samples/sec	accuracy=0.930781
+2020-04-10 22:10:44,130 Epoch[14] Batch [2150-2200]	Speed: 201.91 samples/sec	accuracy=0.927344
+2020-04-10 22:11:15,686 Epoch[14] Batch [2200-2250]	Speed: 202.82 samples/sec	accuracy=0.927500
+2020-04-10 22:11:47,938 Epoch[14] Batch [2250-2300]	Speed: 198.44 samples/sec	accuracy=0.925781
+2020-04-10 22:12:19,940 Epoch[14] Batch [2300-2350]	Speed: 199.99 samples/sec	accuracy=0.926875
+2020-04-10 22:12:52,141 Epoch[14] Batch [2350-2400]	Speed: 198.75 samples/sec	accuracy=0.929219
+2020-04-10 22:13:24,184 Epoch[14] Batch [2400-2450]	Speed: 199.74 samples/sec	accuracy=0.926562
+2020-04-10 22:13:55,959 Epoch[14] Batch [2450-2500]	Speed: 201.41 samples/sec	accuracy=0.926719
+2020-04-10 22:14:27,920 Epoch[14] Batch [2500-2550]	Speed: 200.25 samples/sec	accuracy=0.928750
+2020-04-10 22:14:59,562 Epoch[14] Batch [2550-2600]	Speed: 202.26 samples/sec	accuracy=0.922188
+2020-04-10 22:15:31,215 Epoch[14] Batch [2600-2650]	Speed: 202.19 samples/sec	accuracy=0.926094
+2020-04-10 22:16:02,716 Epoch[14] Batch [2650-2700]	Speed: 203.17 samples/sec	accuracy=0.926719
+2020-04-10 22:16:34,734 Epoch[14] Batch [2700-2750]	Speed: 199.89 samples/sec	accuracy=0.926094
+2020-04-10 22:17:07,015 Epoch[14] Batch [2750-2800]	Speed: 198.26 samples/sec	accuracy=0.926406
+2020-04-10 22:17:38,726 Epoch[14] Batch [2800-2850]	Speed: 201.82 samples/sec	accuracy=0.923125
+2020-04-10 22:18:10,457 Epoch[14] Batch [2850-2900]	Speed: 201.70 samples/sec	accuracy=0.926250
+2020-04-10 22:18:42,758 Epoch[14] Batch [2900-2950]	Speed: 198.13 samples/sec	accuracy=0.926406
+2020-04-10 22:19:14,609 Epoch[14] Batch [2950-3000]	Speed: 200.94 samples/sec	accuracy=0.928594
+2020-04-10 22:19:46,472 Epoch[14] Batch [3000-3050]	Speed: 200.87 samples/sec	accuracy=0.935000
+2020-04-10 22:20:18,560 Epoch[14] Batch [3050-3100]	Speed: 199.45 samples/sec	accuracy=0.929688
+2020-04-10 22:20:50,264 Epoch[14] Batch [3100-3150]	Speed: 201.87 samples/sec	accuracy=0.930156
+2020-04-10 22:21:22,051 Epoch[14] Batch [3150-3200]	Speed: 201.34 samples/sec	accuracy=0.925000
+2020-04-10 22:21:54,612 Epoch[14] Batch [3200-3250]	Speed: 196.56 samples/sec	accuracy=0.930937
+2020-04-10 22:22:26,569 Epoch[14] Batch [3250-3300]	Speed: 200.27 samples/sec	accuracy=0.930156
+2020-04-10 22:22:58,666 Epoch[14] Batch [3300-3350]	Speed: 199.40 samples/sec	accuracy=0.920781
+2020-04-10 22:23:30,559 Epoch[14] Batch [3350-3400]	Speed: 200.67 samples/sec	accuracy=0.925000
+2020-04-10 22:24:02,697 Epoch[14] Batch [3400-3450]	Speed: 199.14 samples/sec	accuracy=0.930781
+2020-04-10 22:24:34,578 Epoch[14] Batch [3450-3500]	Speed: 200.75 samples/sec	accuracy=0.926094
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+2020-04-10 22:25:38,245 Epoch[14] Batch [3550-3600]	Speed: 200.53 samples/sec	accuracy=0.928750
+2020-04-10 22:26:10,254 Epoch[14] Batch [3600-3650]	Speed: 199.95 samples/sec	accuracy=0.932187
+2020-04-10 22:26:42,043 Epoch[14] Batch [3650-3700]	Speed: 201.33 samples/sec	accuracy=0.928125
+2020-04-10 22:27:14,099 Epoch[14] Batch [3700-3750]	Speed: 199.65 samples/sec	accuracy=0.921562
+2020-04-10 22:27:46,068 Epoch[14] Batch [3750-3800]	Speed: 200.20 samples/sec	accuracy=0.923594
+2020-04-10 22:28:17,779 Epoch[14] Batch [3800-3850]	Speed: 201.82 samples/sec	accuracy=0.930937
+2020-04-10 22:28:49,592 Epoch[14] Batch [3850-3900]	Speed: 201.17 samples/sec	accuracy=0.926250
+2020-04-10 22:29:20,761 Epoch[14] Batch [3900-3950]	Speed: 205.33 samples/sec	accuracy=0.921875
+2020-04-10 22:29:52,459 Epoch[14] Batch [3950-4000]	Speed: 201.91 samples/sec	accuracy=0.922500
+2020-04-10 22:30:24,420 Epoch[14] Batch [4000-4050]	Speed: 200.24 samples/sec	accuracy=0.931250
+2020-04-10 22:30:56,319 Epoch[14] Batch [4050-4100]	Speed: 200.64 samples/sec	accuracy=0.920000
+2020-04-10 22:31:27,961 Epoch[14] Batch [4100-4150]	Speed: 202.26 samples/sec	accuracy=0.929375
+2020-04-10 22:31:59,356 Epoch[14] Batch [4150-4200]	Speed: 203.85 samples/sec	accuracy=0.934375
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+2020-04-10 22:33:03,592 Epoch[14] Batch [4250-4300]	Speed: 198.62 samples/sec	accuracy=0.930156
+2020-04-10 22:33:35,048 Epoch[14] Batch [4300-4350]	Speed: 203.46 samples/sec	accuracy=0.919687
+2020-04-10 22:34:06,905 Epoch[14] Batch [4350-4400]	Speed: 200.90 samples/sec	accuracy=0.927344
+2020-04-10 22:34:38,620 Epoch[14] Batch [4400-4450]	Speed: 201.80 samples/sec	accuracy=0.930000
+2020-04-10 22:35:10,787 Epoch[14] Batch [4450-4500]	Speed: 198.96 samples/sec	accuracy=0.926875
+2020-04-10 22:35:42,577 Epoch[14] Batch [4500-4550]	Speed: 201.32 samples/sec	accuracy=0.929375
+2020-04-10 22:36:14,591 Epoch[14] Batch [4550-4600]	Speed: 199.91 samples/sec	accuracy=0.927656
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+2020-04-10 22:37:17,894 Epoch[14] Batch [4650-4700]	Speed: 203.25 samples/sec	accuracy=0.924531
+2020-04-10 22:37:49,974 Epoch[14] Batch [4700-4750]	Speed: 199.50 samples/sec	accuracy=0.925625
+2020-04-10 22:38:22,735 Epoch[14] Batch [4750-4800]	Speed: 195.36 samples/sec	accuracy=0.928594
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+2020-04-10 22:39:26,921 Epoch[14] Batch [4850-4900]	Speed: 199.56 samples/sec	accuracy=0.924531
+2020-04-10 22:39:58,761 Epoch[14] Batch [4900-4950]	Speed: 201.01 samples/sec	accuracy=0.928125
+2020-04-10 22:40:30,729 Epoch[14] Batch [4950-5000]	Speed: 200.20 samples/sec	accuracy=0.932813
+2020-04-10 22:41:02,881 Epoch[14] Batch [5000-5050]	Speed: 199.05 samples/sec	accuracy=0.921562
+2020-04-10 22:41:34,681 Epoch[14] Batch [5050-5100]	Speed: 201.26 samples/sec	accuracy=0.926250
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+2020-04-10 22:42:38,159 Epoch[14] Batch [5150-5200]	Speed: 200.88 samples/sec	accuracy=0.925625
+2020-04-10 22:43:10,188 Epoch[14] Batch [5200-5250]	Speed: 199.82 samples/sec	accuracy=0.928125
+2020-04-10 22:43:41,584 Epoch[14] Batch [5250-5300]	Speed: 203.85 samples/sec	accuracy=0.930156
+2020-04-10 22:44:13,171 Epoch[14] Batch [5300-5350]	Speed: 202.62 samples/sec	accuracy=0.922813
+2020-04-10 22:44:45,296 Epoch[14] Batch [5350-5400]	Speed: 199.22 samples/sec	accuracy=0.930937
+2020-04-10 22:45:17,306 Epoch[14] Batch [5400-5450]	Speed: 199.94 samples/sec	accuracy=0.923125
+2020-04-10 22:45:49,591 Epoch[14] Batch [5450-5500]	Speed: 198.24 samples/sec	accuracy=0.930469
+2020-04-10 22:46:21,424 Epoch[14] Batch [5500-5550]	Speed: 201.05 samples/sec	accuracy=0.922813
+2020-04-10 22:46:53,431 Epoch[14] Batch [5550-5600]	Speed: 199.95 samples/sec	accuracy=0.930781
+2020-04-10 22:47:25,314 Epoch[14] Batch [5600-5650]	Speed: 200.74 samples/sec	accuracy=0.922656
+2020-04-10 22:47:57,022 Epoch[14] Batch [5650-5700]	Speed: 201.84 samples/sec	accuracy=0.927813
+2020-04-10 22:48:28,790 Epoch[14] Batch [5700-5750]	Speed: 201.46 samples/sec	accuracy=0.925312
+2020-04-10 22:49:00,590 Epoch[14] Batch [5750-5800]	Speed: 201.26 samples/sec	accuracy=0.927969
+2020-04-10 22:49:32,910 Epoch[14] Batch [5800-5850]	Speed: 198.02 samples/sec	accuracy=0.920469
+2020-04-10 22:50:04,445 Epoch[14] Batch [5850-5900]	Speed: 202.95 samples/sec	accuracy=0.931094
+2020-04-10 22:50:36,332 Epoch[14] Batch [5900-5950]	Speed: 200.71 samples/sec	accuracy=0.927344
+2020-04-10 22:51:08,140 Epoch[14] Batch [5950-6000]	Speed: 201.20 samples/sec	accuracy=0.920781
+2020-04-10 22:51:39,701 Epoch[14] Batch [6000-6050]	Speed: 202.78 samples/sec	accuracy=0.926562
+2020-04-10 22:52:11,828 Epoch[14] Batch [6050-6100]	Speed: 199.21 samples/sec	accuracy=0.928438
+2020-04-10 22:52:43,596 Epoch[14] Batch [6100-6150]	Speed: 201.47 samples/sec	accuracy=0.930312
+2020-04-10 22:53:15,546 Epoch[14] Batch [6150-6200]	Speed: 200.31 samples/sec	accuracy=0.925937
+2020-04-10 22:53:47,450 Epoch[14] Batch [6200-6250]	Speed: 200.61 samples/sec	accuracy=0.934219
+2020-04-10 22:54:19,719 Epoch[14] Batch [6250-6300]	Speed: 198.33 samples/sec	accuracy=0.925625
+2020-04-10 22:54:51,864 Epoch[14] Batch [6300-6350]	Speed: 199.10 samples/sec	accuracy=0.928594
+2020-04-10 22:55:24,253 Epoch[14] Batch [6350-6400]	Speed: 197.60 samples/sec	accuracy=0.926875
+2020-04-10 22:55:56,346 Epoch[14] Batch [6400-6450]	Speed: 199.42 samples/sec	accuracy=0.929531
+2020-04-10 22:56:27,827 Epoch[14] Batch [6450-6500]	Speed: 203.30 samples/sec	accuracy=0.930156
+2020-04-10 22:56:59,691 Epoch[14] Batch [6500-6550]	Speed: 200.86 samples/sec	accuracy=0.925781
+2020-04-10 22:57:31,421 Epoch[14] Batch [6550-6600]	Speed: 201.70 samples/sec	accuracy=0.927656
+2020-04-10 22:58:03,535 Epoch[14] Batch [6600-6650]	Speed: 199.29 samples/sec	accuracy=0.924844
+2020-04-10 22:58:35,601 Epoch[14] Batch [6650-6700]	Speed: 199.58 samples/sec	accuracy=0.927500
+2020-04-10 22:59:07,640 Epoch[14] Batch [6700-6750]	Speed: 199.76 samples/sec	accuracy=0.924063
+2020-04-10 22:59:39,706 Epoch[14] Batch [6750-6800]	Speed: 199.59 samples/sec	accuracy=0.923281
+2020-04-10 23:00:11,640 Epoch[14] Batch [6800-6850]	Speed: 200.41 samples/sec	accuracy=0.931562
+2020-04-10 23:00:43,364 Epoch[14] Batch [6850-6900]	Speed: 201.74 samples/sec	accuracy=0.926562
+2020-04-10 23:01:15,180 Epoch[14] Batch [6900-6950]	Speed: 201.16 samples/sec	accuracy=0.933906
+2020-04-10 23:01:47,176 Epoch[14] Batch [6950-7000]	Speed: 200.02 samples/sec	accuracy=0.928906
+2020-04-10 23:02:19,415 Epoch[14] Batch [7000-7050]	Speed: 198.52 samples/sec	accuracy=0.925625
+2020-04-10 23:02:51,449 Epoch[14] Batch [7050-7100]	Speed: 199.79 samples/sec	accuracy=0.923906
+2020-04-10 23:03:23,673 Epoch[14] Batch [7100-7150]	Speed: 198.61 samples/sec	accuracy=0.925000
+2020-04-10 23:03:55,272 Epoch[14] Batch [7150-7200]	Speed: 202.54 samples/sec	accuracy=0.928125
+2020-04-10 23:04:26,871 Epoch[14] Batch [7200-7250]	Speed: 202.54 samples/sec	accuracy=0.928125
+2020-04-10 23:04:58,879 Epoch[14] Batch [7250-7300]	Speed: 199.95 samples/sec	accuracy=0.924219
+2020-04-10 23:05:31,092 Epoch[14] Batch [7300-7350]	Speed: 198.68 samples/sec	accuracy=0.929375
+2020-04-10 23:06:03,159 Epoch[14] Batch [7350-7400]	Speed: 199.59 samples/sec	accuracy=0.927500
+2020-04-10 23:06:35,224 Epoch[14] Batch [7400-7450]	Speed: 199.59 samples/sec	accuracy=0.932969
+2020-04-10 23:07:07,740 Epoch[14] Batch [7450-7500]	Speed: 196.83 samples/sec	accuracy=0.920312
+2020-04-10 23:07:39,593 Epoch[14] Batch [7500-7550]	Speed: 200.92 samples/sec	accuracy=0.932500
+2020-04-10 23:08:11,704 Epoch[14] Batch [7550-7600]	Speed: 199.31 samples/sec	accuracy=0.930000
+2020-04-10 23:08:43,422 Epoch[14] Batch [7600-7650]	Speed: 201.78 samples/sec	accuracy=0.925312
+2020-04-10 23:09:15,546 Epoch[14] Batch [7650-7700]	Speed: 199.23 samples/sec	accuracy=0.923906
+2020-04-10 23:09:47,575 Epoch[14] Batch [7700-7750]	Speed: 199.82 samples/sec	accuracy=0.924063
+2020-04-10 23:10:19,507 Epoch[14] Batch [7750-7800]	Speed: 200.43 samples/sec	accuracy=0.927031
+2020-04-10 23:10:51,944 Epoch[14] Batch [7800-7850]	Speed: 197.31 samples/sec	accuracy=0.921719
+2020-04-10 23:11:24,216 Epoch[14] Batch [7850-7900]	Speed: 198.31 samples/sec	accuracy=0.926094
+2020-04-10 23:11:55,667 Epoch[14] Batch [7900-7950]	Speed: 203.49 samples/sec	accuracy=0.922813
+2020-04-10 23:12:27,474 Epoch[14] Batch [7950-8000]	Speed: 201.22 samples/sec	accuracy=0.930625
+2020-04-10 23:12:59,427 Epoch[14] Batch [8000-8050]	Speed: 200.30 samples/sec	accuracy=0.926875
+2020-04-10 23:13:31,276 Epoch[14] Batch [8050-8100]	Speed: 200.95 samples/sec	accuracy=0.925625
+2020-04-10 23:14:02,845 Epoch[14] Batch [8100-8150]	Speed: 202.74 samples/sec	accuracy=0.925937
+2020-04-10 23:14:35,068 Epoch[14] Batch [8150-8200]	Speed: 198.62 samples/sec	accuracy=0.928750
+2020-04-10 23:15:07,221 Epoch[14] Batch [8200-8250]	Speed: 199.05 samples/sec	accuracy=0.922031
+2020-04-10 23:15:39,326 Epoch[14] Batch [8250-8300]	Speed: 199.34 samples/sec	accuracy=0.931406
+2020-04-10 23:16:11,157 Epoch[14] Batch [8300-8350]	Speed: 201.07 samples/sec	accuracy=0.928906
+2020-04-10 23:16:42,968 Epoch[14] Batch [8350-8400]	Speed: 201.19 samples/sec	accuracy=0.927969
+2020-04-10 23:17:14,602 Epoch[14] Batch [8400-8450]	Speed: 202.32 samples/sec	accuracy=0.930469
+2020-04-10 23:17:46,699 Epoch[14] Batch [8450-8500]	Speed: 199.39 samples/sec	accuracy=0.925625
+2020-04-10 23:18:18,662 Epoch[14] Batch [8500-8550]	Speed: 200.23 samples/sec	accuracy=0.930781
+2020-04-10 23:18:50,936 Epoch[14] Batch [8550-8600]	Speed: 198.31 samples/sec	accuracy=0.923906
+2020-04-10 23:19:22,885 Epoch[14] Batch [8600-8650]	Speed: 200.32 samples/sec	accuracy=0.932031
+2020-04-10 23:19:54,672 Epoch[14] Batch [8650-8700]	Speed: 201.34 samples/sec	accuracy=0.920000
+2020-04-10 23:20:24,491 Epoch[14] Batch [8700-8750]	Speed: 214.63 samples/sec	accuracy=0.925625
+2020-04-10 23:20:53,937 Epoch[14] Batch [8750-8800]	Speed: 217.35 samples/sec	accuracy=0.928438
+2020-04-10 23:21:23,198 Epoch[14] Batch [8800-8850]	Speed: 218.73 samples/sec	accuracy=0.924375
+2020-04-10 23:21:52,607 Epoch[14] Batch [8850-8900]	Speed: 217.62 samples/sec	accuracy=0.928281
+2020-04-10 23:22:21,692 Epoch[14] Batch [8900-8950]	Speed: 220.05 samples/sec	accuracy=0.929219
+2020-04-10 23:22:51,093 Epoch[14] Batch [8950-9000]	Speed: 217.68 samples/sec	accuracy=0.922969
+2020-04-10 23:23:20,331 Epoch[14] Batch [9000-9050]	Speed: 218.89 samples/sec	accuracy=0.923750
+2020-04-10 23:23:49,750 Epoch[14] Batch [9050-9100]	Speed: 217.55 samples/sec	accuracy=0.926094
+2020-04-10 23:24:19,093 Epoch[14] Batch [9100-9150]	Speed: 218.11 samples/sec	accuracy=0.934844
+2020-04-10 23:24:48,270 Epoch[14] Batch [9150-9200]	Speed: 219.35 samples/sec	accuracy=0.926875
+2020-04-10 23:25:17,238 Epoch[14] Batch [9200-9250]	Speed: 220.94 samples/sec	accuracy=0.930469
+2020-04-10 23:25:46,363 Epoch[14] Batch [9250-9300]	Speed: 219.74 samples/sec	accuracy=0.929375
+2020-04-10 23:26:15,869 Epoch[14] Batch [9300-9350]	Speed: 216.91 samples/sec	accuracy=0.931719
+2020-04-10 23:26:45,078 Epoch[14] Batch [9350-9400]	Speed: 219.11 samples/sec	accuracy=0.923906
+2020-04-10 23:27:14,481 Epoch[14] Batch [9400-9450]	Speed: 217.67 samples/sec	accuracy=0.931562
+2020-04-10 23:27:43,896 Epoch[14] Batch [9450-9500]	Speed: 217.57 samples/sec	accuracy=0.919531
+2020-04-10 23:28:13,378 Epoch[14] Batch [9500-9550]	Speed: 217.09 samples/sec	accuracy=0.926094
+2020-04-10 23:28:42,949 Epoch[14] Batch [9550-9600]	Speed: 216.43 samples/sec	accuracy=0.930469
+2020-04-10 23:29:12,404 Epoch[14] Batch [9600-9650]	Speed: 217.28 samples/sec	accuracy=0.922969
+2020-04-10 23:29:41,639 Epoch[14] Batch [9650-9700]	Speed: 218.92 samples/sec	accuracy=0.927813
+2020-04-10 23:30:11,101 Epoch[14] Batch [9700-9750]	Speed: 217.23 samples/sec	accuracy=0.925625
+2020-04-10 23:30:40,430 Epoch[14] Batch [9750-9800]	Speed: 218.22 samples/sec	accuracy=0.919687
+2020-04-10 23:31:09,812 Epoch[14] Batch [9800-9850]	Speed: 217.82 samples/sec	accuracy=0.932656
+2020-04-10 23:31:38,907 Epoch[14] Batch [9850-9900]	Speed: 219.97 samples/sec	accuracy=0.933125
+2020-04-10 23:32:08,314 Epoch[14] Batch [9900-9950]	Speed: 217.63 samples/sec	accuracy=0.928750
+2020-04-10 23:32:37,579 Epoch[14] Batch [9950-10000]	Speed: 218.70 samples/sec	accuracy=0.925156
+2020-04-10 23:33:07,068 Epoch[14] Batch [10000-10050]	Speed: 217.03 samples/sec	accuracy=0.929375
+2020-04-10 23:33:36,403 Epoch[14] Batch [10050-10100]	Speed: 218.17 samples/sec	accuracy=0.928125
+2020-04-10 23:34:05,599 Epoch[14] Batch [10100-10150]	Speed: 219.21 samples/sec	accuracy=0.925937
+2020-04-10 23:34:34,932 Epoch[14] Batch [10150-10200]	Speed: 218.19 samples/sec	accuracy=0.924219
+2020-04-10 23:35:04,275 Epoch[14] Batch [10200-10250]	Speed: 218.12 samples/sec	accuracy=0.922344
+2020-04-10 23:35:33,581 Epoch[14] Batch [10250-10300]	Speed: 218.39 samples/sec	accuracy=0.929063
+2020-04-10 23:36:02,939 Epoch[14] Batch [10300-10350]	Speed: 218.00 samples/sec	accuracy=0.927969
+2020-04-10 23:36:32,379 Epoch[14] Batch [10350-10400]	Speed: 217.39 samples/sec	accuracy=0.929063
+2020-04-10 23:37:01,701 Epoch[14] Batch [10400-10450]	Speed: 218.27 samples/sec	accuracy=0.926250
+2020-04-10 23:37:30,942 Epoch[14] Batch [10450-10500]	Speed: 218.88 samples/sec	accuracy=0.925000
+2020-04-10 23:38:00,113 Epoch[14] Batch [10500-10550]	Speed: 219.39 samples/sec	accuracy=0.928438
+2020-04-10 23:38:29,496 Epoch[14] Batch [10550-10600]	Speed: 217.81 samples/sec	accuracy=0.924063
+2020-04-10 23:38:58,831 Epoch[14] Batch [10600-10650]	Speed: 218.17 samples/sec	accuracy=0.927969
+2020-04-10 23:39:28,330 Epoch[14] Batch [10650-10700]	Speed: 216.95 samples/sec	accuracy=0.927500
+2020-04-10 23:39:57,700 Epoch[14] Batch [10700-10750]	Speed: 217.91 samples/sec	accuracy=0.924531
+2020-04-10 23:40:27,047 Epoch[14] Batch [10750-10800]	Speed: 218.08 samples/sec	accuracy=0.928594
+2020-04-10 23:40:56,596 Epoch[14] Batch [10800-10850]	Speed: 216.59 samples/sec	accuracy=0.925781
+2020-04-10 23:41:26,520 Epoch[14] Batch [10850-10900]	Speed: 213.88 samples/sec	accuracy=0.928281
+2020-04-10 23:41:55,952 Epoch[14] Batch [10900-10950]	Speed: 217.46 samples/sec	accuracy=0.931094
+2020-04-10 23:42:25,322 Epoch[14] Batch [10950-11000]	Speed: 217.91 samples/sec	accuracy=0.928125
+2020-04-10 23:42:54,565 Epoch[14] Batch [11000-11050]	Speed: 218.86 samples/sec	accuracy=0.928125
+2020-04-10 23:43:23,963 Epoch[14] Batch [11050-11100]	Speed: 217.70 samples/sec	accuracy=0.920469
+2020-04-10 23:43:53,375 Epoch[14] Batch [11100-11150]	Speed: 217.60 samples/sec	accuracy=0.926875
+2020-04-10 23:44:22,557 Epoch[14] Batch [11150-11200]	Speed: 219.31 samples/sec	accuracy=0.926719
+2020-04-10 23:44:51,726 Epoch[14] Batch [11200-11250]	Speed: 219.42 samples/sec	accuracy=0.926719
+2020-04-10 23:45:21,628 Epoch[14] Batch [11250-11300]	Speed: 214.04 samples/sec	accuracy=0.922656
+2020-04-10 23:45:51,049 Epoch[14] Batch [11300-11350]	Speed: 217.53 samples/sec	accuracy=0.927656
+2020-04-10 23:46:20,337 Epoch[14] Batch [11350-11400]	Speed: 218.52 samples/sec	accuracy=0.928906
+2020-04-10 23:46:49,587 Epoch[14] Batch [11400-11450]	Speed: 218.81 samples/sec	accuracy=0.927656
+2020-04-10 23:47:18,763 Epoch[14] Batch [11450-11500]	Speed: 219.36 samples/sec	accuracy=0.927656
+2020-04-10 23:47:48,231 Epoch[14] Batch [11500-11550]	Speed: 217.18 samples/sec	accuracy=0.925937
+2020-04-10 23:48:17,512 Epoch[14] Batch [11550-11600]	Speed: 218.58 samples/sec	accuracy=0.931562
+2020-04-10 23:48:46,864 Epoch[14] Batch [11600-11650]	Speed: 218.04 samples/sec	accuracy=0.925781
+2020-04-10 23:49:16,155 Epoch[14] Batch [11650-11700]	Speed: 218.50 samples/sec	accuracy=0.924687
+2020-04-10 23:49:45,551 Epoch[14] Batch [11700-11750]	Speed: 217.72 samples/sec	accuracy=0.927188
+2020-04-10 23:50:15,168 Epoch[14] Batch [11750-11800]	Speed: 216.09 samples/sec	accuracy=0.933125
+2020-04-10 23:50:44,565 Epoch[14] Batch [11800-11850]	Speed: 217.71 samples/sec	accuracy=0.926875
+2020-04-10 23:51:13,776 Epoch[14] Batch [11850-11900]	Speed: 219.10 samples/sec	accuracy=0.930781
+2020-04-10 23:51:43,066 Epoch[14] Batch [11900-11950]	Speed: 218.50 samples/sec	accuracy=0.930312
+2020-04-10 23:52:12,196 Epoch[14] Batch [11950-12000]	Speed: 219.71 samples/sec	accuracy=0.927500
+2020-04-10 23:52:41,573 Epoch[14] Batch [12000-12050]	Speed: 217.86 samples/sec	accuracy=0.927969
+2020-04-10 23:53:10,689 Epoch[14] Batch [12050-12100]	Speed: 219.81 samples/sec	accuracy=0.926875
+2020-04-10 23:53:40,119 Epoch[14] Batch [12100-12150]	Speed: 217.46 samples/sec	accuracy=0.922656
+2020-04-10 23:54:09,535 Epoch[14] Batch [12150-12200]	Speed: 217.58 samples/sec	accuracy=0.927344
+2020-04-10 23:54:38,859 Epoch[14] Batch [12200-12250]	Speed: 218.25 samples/sec	accuracy=0.922656
+2020-04-10 23:55:07,979 Epoch[14] Batch [12250-12300]	Speed: 219.78 samples/sec	accuracy=0.930312
+2020-04-10 23:55:40,065 Epoch[14] Batch [12300-12350]	Speed: 199.47 samples/sec	accuracy=0.931875
+2020-04-10 23:56:11,907 Epoch[14] Batch [12350-12400]	Speed: 200.99 samples/sec	accuracy=0.929688
+2020-04-10 23:56:43,655 Epoch[14] Batch [12400-12450]	Speed: 201.59 samples/sec	accuracy=0.921250
+2020-04-10 23:57:15,125 Epoch[14] Batch [12450-12500]	Speed: 203.37 samples/sec	accuracy=0.925469
+2020-04-10 23:57:46,921 Epoch[14] Batch [12500-12550]	Speed: 201.29 samples/sec	accuracy=0.932500
+2020-04-10 23:58:19,278 Epoch[14] Batch [12550-12600]	Speed: 197.79 samples/sec	accuracy=0.922188
+2020-04-10 23:58:50,916 Epoch[14] Batch [12600-12650]	Speed: 202.29 samples/sec	accuracy=0.927031
+2020-04-10 23:59:22,425 Epoch[14] Batch [12650-12700]	Speed: 203.12 samples/sec	accuracy=0.927656
+2020-04-10 23:59:54,440 Epoch[14] Batch [12700-12750]	Speed: 199.91 samples/sec	accuracy=0.924063
+2020-04-11 00:00:26,189 Epoch[14] Batch [12750-12800]	Speed: 201.58 samples/sec	accuracy=0.925469
+2020-04-11 00:00:58,201 Epoch[14] Batch [12800-12850]	Speed: 199.93 samples/sec	accuracy=0.926875
+2020-04-11 00:01:29,895 Epoch[14] Batch [12850-12900]	Speed: 201.93 samples/sec	accuracy=0.926719
+2020-04-11 00:02:01,368 Epoch[14] Batch [12900-12950]	Speed: 203.35 samples/sec	accuracy=0.928125
+2020-04-11 00:02:33,400 Epoch[14] Batch [12950-13000]	Speed: 199.80 samples/sec	accuracy=0.923750
+2020-04-11 00:03:05,130 Epoch[14] Batch [13000-13050]	Speed: 201.70 samples/sec	accuracy=0.931094
+2020-04-11 00:03:37,277 Epoch[14] Batch [13050-13100]	Speed: 199.09 samples/sec	accuracy=0.925000
+2020-04-11 00:04:09,383 Epoch[14] Batch [13100-13150]	Speed: 199.34 samples/sec	accuracy=0.931250
+2020-04-11 00:04:41,108 Epoch[14] Batch [13150-13200]	Speed: 201.73 samples/sec	accuracy=0.927500
+2020-04-11 00:05:12,922 Epoch[14] Batch [13200-13250]	Speed: 201.17 samples/sec	accuracy=0.922813
+2020-04-11 00:05:45,021 Epoch[14] Batch [13250-13300]	Speed: 199.39 samples/sec	accuracy=0.925312
+2020-04-11 00:06:16,783 Epoch[14] Batch [13300-13350]	Speed: 201.50 samples/sec	accuracy=0.929219
+2020-04-11 00:06:48,650 Epoch[14] Batch [13350-13400]	Speed: 200.83 samples/sec	accuracy=0.925937
+2020-04-11 00:07:20,490 Epoch[14] Batch [13400-13450]	Speed: 201.01 samples/sec	accuracy=0.927031
+2020-04-11 00:07:52,316 Epoch[14] Batch [13450-13500]	Speed: 201.09 samples/sec	accuracy=0.923750
+2020-04-11 00:08:24,005 Epoch[14] Batch [13500-13550]	Speed: 201.97 samples/sec	accuracy=0.931562
+2020-04-11 00:08:55,988 Epoch[14] Batch [13550-13600]	Speed: 200.11 samples/sec	accuracy=0.925781
+2020-04-11 00:09:28,380 Epoch[14] Batch [13600-13650]	Speed: 197.58 samples/sec	accuracy=0.924219
+2020-04-11 00:10:00,146 Epoch[14] Batch [13650-13700]	Speed: 201.47 samples/sec	accuracy=0.925625
+2020-04-11 00:10:32,193 Epoch[14] Batch [13700-13750]	Speed: 199.71 samples/sec	accuracy=0.927500
+2020-04-11 00:11:04,281 Epoch[14] Batch [13750-13800]	Speed: 199.45 samples/sec	accuracy=0.930156
+2020-04-11 00:11:36,549 Epoch[14] Batch [13800-13850]	Speed: 198.34 samples/sec	accuracy=0.922500
+2020-04-11 00:12:09,344 Epoch[14] Batch [13850-13900]	Speed: 195.16 samples/sec	accuracy=0.926562
+2020-04-11 00:12:41,358 Epoch[14] Batch [13900-13950]	Speed: 199.91 samples/sec	accuracy=0.930156
+2020-04-11 00:13:13,438 Epoch[14] Batch [13950-14000]	Speed: 199.50 samples/sec	accuracy=0.929219
+2020-04-11 00:13:45,225 Epoch[14] Batch [14000-14050]	Speed: 201.34 samples/sec	accuracy=0.934219
+2020-04-11 00:14:17,417 Epoch[14] Batch [14050-14100]	Speed: 198.81 samples/sec	accuracy=0.929375
+2020-04-11 00:14:49,109 Epoch[14] Batch [14100-14150]	Speed: 201.95 samples/sec	accuracy=0.927031
+2020-04-11 00:15:21,146 Epoch[14] Batch [14150-14200]	Speed: 199.77 samples/sec	accuracy=0.926406
+2020-04-11 00:15:52,945 Epoch[14] Batch [14200-14250]	Speed: 201.27 samples/sec	accuracy=0.928750
+2020-04-11 00:16:25,224 Epoch[14] Batch [14250-14300]	Speed: 198.27 samples/sec	accuracy=0.927344
+2020-04-11 00:16:57,247 Epoch[14] Batch [14300-14350]	Speed: 199.86 samples/sec	accuracy=0.925469
+2020-04-11 00:17:29,154 Epoch[14] Batch [14350-14400]	Speed: 200.58 samples/sec	accuracy=0.923906
+2020-04-11 00:18:00,955 Epoch[14] Batch [14400-14450]	Speed: 201.25 samples/sec	accuracy=0.922344
+2020-04-11 00:18:33,037 Epoch[14] Batch [14450-14500]	Speed: 199.49 samples/sec	accuracy=0.932813
+2020-04-11 00:19:04,869 Epoch[14] Batch [14500-14550]	Speed: 201.06 samples/sec	accuracy=0.924531
+2020-04-11 00:19:36,911 Epoch[14] Batch [14550-14600]	Speed: 199.74 samples/sec	accuracy=0.928594
+2020-04-11 00:20:09,214 Epoch[14] Batch [14600-14650]	Speed: 198.13 samples/sec	accuracy=0.927500
+2020-04-11 00:20:41,223 Epoch[14] Batch [14650-14700]	Speed: 199.94 samples/sec	accuracy=0.926406
+2020-04-11 00:21:13,033 Epoch[14] Batch [14700-14750]	Speed: 201.19 samples/sec	accuracy=0.927031
+2020-04-11 00:21:45,067 Epoch[14] Batch [14750-14800]	Speed: 199.79 samples/sec	accuracy=0.931875
+2020-04-11 00:22:16,956 Epoch[14] Batch [14800-14850]	Speed: 200.70 samples/sec	accuracy=0.922188
+2020-04-11 00:22:48,867 Epoch[14] Batch [14850-14900]	Speed: 200.56 samples/sec	accuracy=0.925937
+2020-04-11 00:23:21,059 Epoch[14] Batch [14900-14950]	Speed: 198.81 samples/sec	accuracy=0.922031
+2020-04-11 00:23:53,142 Epoch[14] Batch [14950-15000]	Speed: 199.48 samples/sec	accuracy=0.921250
+2020-04-11 00:24:24,721 Epoch[14] Batch [15000-15050]	Speed: 202.66 samples/sec	accuracy=0.928438
+2020-04-11 00:24:56,895 Epoch[14] Batch [15050-15100]	Speed: 198.92 samples/sec	accuracy=0.926406
+2020-04-11 00:25:28,811 Epoch[14] Batch [15100-15150]	Speed: 200.53 samples/sec	accuracy=0.924219
+2020-04-11 00:26:00,796 Epoch[14] Batch [15150-15200]	Speed: 200.09 samples/sec	accuracy=0.934844
+2020-04-11 00:26:32,845 Epoch[14] Batch [15200-15250]	Speed: 199.70 samples/sec	accuracy=0.927188
+2020-04-11 00:27:04,811 Epoch[14] Batch [15250-15300]	Speed: 200.22 samples/sec	accuracy=0.927500
+2020-04-11 00:27:36,708 Epoch[14] Batch [15300-15350]	Speed: 200.65 samples/sec	accuracy=0.922344
+2020-04-11 00:28:08,923 Epoch[14] Batch [15350-15400]	Speed: 198.67 samples/sec	accuracy=0.930000
+2020-04-11 00:28:41,075 Epoch[14] Batch [15400-15450]	Speed: 199.06 samples/sec	accuracy=0.928438
+2020-04-11 00:29:12,730 Epoch[14] Batch [15450-15500]	Speed: 202.18 samples/sec	accuracy=0.924219
+2020-04-11 00:29:44,649 Epoch[14] Batch [15500-15550]	Speed: 200.51 samples/sec	accuracy=0.925000
+2020-04-11 00:30:16,432 Epoch[14] Batch [15550-15600]	Speed: 201.37 samples/sec	accuracy=0.934688
+2020-04-11 00:30:48,604 Epoch[14] Batch [15600-15650]	Speed: 198.93 samples/sec	accuracy=0.922344
+2020-04-11 00:31:20,856 Epoch[14] Batch [15650-15700]	Speed: 198.43 samples/sec	accuracy=0.926094
+2020-04-11 00:31:52,600 Epoch[14] Batch [15700-15750]	Speed: 201.62 samples/sec	accuracy=0.928438
+2020-04-11 00:32:24,496 Epoch[14] Batch [15750-15800]	Speed: 200.65 samples/sec	accuracy=0.925312
+2020-04-11 00:32:56,520 Epoch[14] Batch [15800-15850]	Speed: 199.85 samples/sec	accuracy=0.924219
+2020-04-11 00:33:28,511 Epoch[14] Batch [15850-15900]	Speed: 200.06 samples/sec	accuracy=0.921875
+2020-04-11 00:34:00,361 Epoch[14] Batch [15900-15950]	Speed: 200.94 samples/sec	accuracy=0.933125
+2020-04-11 00:34:32,327 Epoch[14] Batch [15950-16000]	Speed: 200.22 samples/sec	accuracy=0.925156
+2020-04-11 00:35:04,205 Epoch[14] Batch [16000-16050]	Speed: 200.77 samples/sec	accuracy=0.922188
+2020-04-11 00:35:35,811 Epoch[14] Batch [16050-16100]	Speed: 202.50 samples/sec	accuracy=0.924844
+2020-04-11 00:36:07,080 Epoch[14] Batch [16100-16150]	Speed: 204.68 samples/sec	accuracy=0.926719
+2020-04-11 00:36:38,927 Epoch[14] Batch [16150-16200]	Speed: 200.96 samples/sec	accuracy=0.930156
+2020-04-11 00:37:10,785 Epoch[14] Batch [16200-16250]	Speed: 200.89 samples/sec	accuracy=0.924531
+2020-04-11 00:37:42,791 Epoch[14] Batch [16250-16300]	Speed: 199.96 samples/sec	accuracy=0.921875
+2020-04-11 00:38:15,075 Epoch[14] Batch [16300-16350]	Speed: 198.24 samples/sec	accuracy=0.921250
+2020-04-11 00:38:47,086 Epoch[14] Batch [16350-16400]	Speed: 199.94 samples/sec	accuracy=0.920312
+2020-04-11 00:39:18,724 Epoch[14] Batch [16400-16450]	Speed: 202.29 samples/sec	accuracy=0.930312
+2020-04-11 00:39:50,906 Epoch[14] Batch [16450-16500]	Speed: 198.87 samples/sec	accuracy=0.926562
+2020-04-11 00:40:22,759 Epoch[14] Batch [16500-16550]	Speed: 200.92 samples/sec	accuracy=0.929219
+2020-04-11 00:40:54,600 Epoch[14] Batch [16550-16600]	Speed: 201.00 samples/sec	accuracy=0.924063
+2020-04-11 00:41:26,626 Epoch[14] Batch [16600-16650]	Speed: 199.84 samples/sec	accuracy=0.928125
+2020-04-11 00:41:58,180 Epoch[14] Batch [16650-16700]	Speed: 202.83 samples/sec	accuracy=0.925156
+2020-04-11 00:42:29,733 Epoch[14] Batch [16700-16750]	Speed: 202.83 samples/sec	accuracy=0.932031
+2020-04-11 00:43:01,907 Epoch[14] Batch [16750-16800]	Speed: 198.92 samples/sec	accuracy=0.929063
+2020-04-11 00:43:34,026 Epoch[14] Batch [16800-16850]	Speed: 199.26 samples/sec	accuracy=0.925625
+2020-04-11 00:44:06,164 Epoch[14] Batch [16850-16900]	Speed: 199.15 samples/sec	accuracy=0.926250
+2020-04-11 00:44:38,643 Epoch[14] Batch [16900-16950]	Speed: 197.05 samples/sec	accuracy=0.927344
+2020-04-11 00:45:10,174 Epoch[14] Batch [16950-17000]	Speed: 202.98 samples/sec	accuracy=0.924219
+2020-04-11 00:45:42,330 Epoch[14] Batch [17000-17050]	Speed: 199.03 samples/sec	accuracy=0.925000
+2020-04-11 00:46:13,962 Epoch[14] Batch [17050-17100]	Speed: 202.33 samples/sec	accuracy=0.931875
+2020-04-11 00:46:45,984 Epoch[14] Batch [17100-17150]	Speed: 199.87 samples/sec	accuracy=0.925156
+2020-04-11 00:47:17,442 Epoch[14] Batch [17150-17200]	Speed: 203.45 samples/sec	accuracy=0.933281
+2020-04-11 00:47:49,520 Epoch[14] Batch [17200-17250]	Speed: 199.51 samples/sec	accuracy=0.934688
+2020-04-11 00:48:21,346 Epoch[14] Batch [17250-17300]	Speed: 201.09 samples/sec	accuracy=0.929375
+2020-04-11 00:48:53,339 Epoch[14] Batch [17300-17350]	Speed: 200.04 samples/sec	accuracy=0.930469
+2020-04-11 00:49:25,295 Epoch[14] Batch [17350-17400]	Speed: 200.28 samples/sec	accuracy=0.926094
+2020-04-11 00:49:57,519 Epoch[14] Batch [17400-17450]	Speed: 198.61 samples/sec	accuracy=0.927656
+2020-04-11 00:50:29,221 Epoch[14] Batch [17450-17500]	Speed: 201.88 samples/sec	accuracy=0.923281
+2020-04-11 00:51:01,095 Epoch[14] Batch [17500-17550]	Speed: 200.80 samples/sec	accuracy=0.927656
+2020-04-11 00:51:33,213 Epoch[14] Batch [17550-17600]	Speed: 199.26 samples/sec	accuracy=0.930156
+2020-04-11 00:52:05,207 Epoch[14] Batch [17600-17650]	Speed: 200.04 samples/sec	accuracy=0.925625
+2020-04-11 00:52:37,285 Epoch[14] Batch [17650-17700]	Speed: 199.51 samples/sec	accuracy=0.926250
+2020-04-11 00:53:09,663 Epoch[14] Batch [17700-17750]	Speed: 197.67 samples/sec	accuracy=0.926406
+2020-04-11 00:53:41,749 Epoch[14] Batch [17750-17800]	Speed: 199.46 samples/sec	accuracy=0.927500
+2020-04-11 00:54:13,738 Epoch[14] Batch [17800-17850]	Speed: 200.07 samples/sec	accuracy=0.928750
+2020-04-11 00:54:45,903 Epoch[14] Batch [17850-17900]	Speed: 198.98 samples/sec	accuracy=0.928750
+2020-04-11 00:55:17,954 Epoch[14] Batch [17900-17950]	Speed: 199.68 samples/sec	accuracy=0.926094
+2020-04-11 00:55:49,785 Epoch[14] Batch [17950-18000]	Speed: 201.06 samples/sec	accuracy=0.926719
+2020-04-11 00:56:21,691 Epoch[14] Batch [18000-18050]	Speed: 200.59 samples/sec	accuracy=0.924687
+2020-04-11 00:56:53,605 Epoch[14] Batch [18050-18100]	Speed: 200.54 samples/sec	accuracy=0.925781
+2020-04-11 00:57:25,626 Epoch[14] Batch [18100-18150]	Speed: 199.87 samples/sec	accuracy=0.931094
+2020-04-11 00:57:57,623 Epoch[14] Batch [18150-18200]	Speed: 200.02 samples/sec	accuracy=0.924219
+2020-04-11 00:58:29,796 Epoch[14] Batch [18200-18250]	Speed: 198.92 samples/sec	accuracy=0.930469
+2020-04-11 00:59:01,453 Epoch[14] Batch [18250-18300]	Speed: 202.17 samples/sec	accuracy=0.922656
+2020-04-11 00:59:33,527 Epoch[14] Batch [18300-18350]	Speed: 199.55 samples/sec	accuracy=0.925000
+2020-04-11 01:00:05,477 Epoch[14] Batch [18350-18400]	Speed: 200.31 samples/sec	accuracy=0.930000
+2020-04-11 01:00:37,630 Epoch[14] Batch [18400-18450]	Speed: 199.05 samples/sec	accuracy=0.925312
+2020-04-11 01:01:10,112 Epoch[14] Batch [18450-18500]	Speed: 197.03 samples/sec	accuracy=0.932187
+2020-04-11 01:01:41,715 Epoch[14] Batch [18500-18550]	Speed: 202.52 samples/sec	accuracy=0.931094
+2020-04-11 01:02:13,683 Epoch[14] Batch [18550-18600]	Speed: 200.20 samples/sec	accuracy=0.929219
+2020-04-11 01:02:45,701 Epoch[14] Batch [18600-18650]	Speed: 199.89 samples/sec	accuracy=0.928281
+2020-04-11 01:03:17,332 Epoch[14] Batch [18650-18700]	Speed: 202.34 samples/sec	accuracy=0.922969
+2020-04-11 01:03:49,304 Epoch[14] Batch [18700-18750]	Speed: 200.17 samples/sec	accuracy=0.927813
+2020-04-11 01:04:20,901 Epoch[14] Batch [18750-18800]	Speed: 202.56 samples/sec	accuracy=0.925000
+2020-04-11 01:04:52,823 Epoch[14] Batch [18800-18850]	Speed: 200.49 samples/sec	accuracy=0.924531
+2020-04-11 01:05:24,683 Epoch[14] Batch [18850-18900]	Speed: 200.88 samples/sec	accuracy=0.928750
+2020-04-11 01:05:56,437 Epoch[14] Batch [18900-18950]	Speed: 201.56 samples/sec	accuracy=0.924844
+2020-04-11 01:06:28,679 Epoch[14] Batch [18950-19000]	Speed: 198.50 samples/sec	accuracy=0.930156
+2020-04-11 01:07:00,877 Epoch[14] Batch [19000-19050]	Speed: 198.77 samples/sec	accuracy=0.926406
+2020-04-11 01:07:32,948 Epoch[14] Batch [19050-19100]	Speed: 199.55 samples/sec	accuracy=0.924687
+2020-04-11 01:08:05,149 Epoch[14] Batch [19100-19150]	Speed: 198.76 samples/sec	accuracy=0.925312
+2020-04-11 01:08:36,729 Epoch[14] Batch [19150-19200]	Speed: 202.66 samples/sec	accuracy=0.926719
+2020-04-11 01:09:08,290 Epoch[14] Batch [19200-19250]	Speed: 202.78 samples/sec	accuracy=0.927344
+2020-04-11 01:09:40,273 Epoch[14] Batch [19250-19300]	Speed: 200.11 samples/sec	accuracy=0.925469
+2020-04-11 01:10:12,481 Epoch[14] Batch [19300-19350]	Speed: 198.71 samples/sec	accuracy=0.920469
+2020-04-11 01:10:44,007 Epoch[14] Batch [19350-19400]	Speed: 203.00 samples/sec	accuracy=0.925625
+2020-04-11 01:11:15,850 Epoch[14] Batch [19400-19450]	Speed: 200.99 samples/sec	accuracy=0.930625
+2020-04-11 01:11:48,199 Epoch[14] Batch [19450-19500]	Speed: 197.84 samples/sec	accuracy=0.931719
+2020-04-11 01:12:20,109 Epoch[14] Batch [19500-19550]	Speed: 200.57 samples/sec	accuracy=0.920937
+2020-04-11 01:12:52,082 Epoch[14] Batch [19550-19600]	Speed: 200.17 samples/sec	accuracy=0.926406
+2020-04-11 01:13:23,573 Epoch[14] Batch [19600-19650]	Speed: 203.23 samples/sec	accuracy=0.923750
+2020-04-11 01:13:55,627 Epoch[14] Batch [19650-19700]	Speed: 199.66 samples/sec	accuracy=0.925937
+2020-04-11 01:14:27,558 Epoch[14] Batch [19700-19750]	Speed: 200.43 samples/sec	accuracy=0.921094
+2020-04-11 01:14:59,434 Epoch[14] Batch [19750-19800]	Speed: 200.78 samples/sec	accuracy=0.926875
+2020-04-11 01:15:31,242 Epoch[14] Batch [19800-19850]	Speed: 201.21 samples/sec	accuracy=0.927813
+2020-04-11 01:16:03,027 Epoch[14] Batch [19850-19900]	Speed: 201.35 samples/sec	accuracy=0.925156
+2020-04-11 01:16:35,267 Epoch[14] Batch [19900-19950]	Speed: 198.51 samples/sec	accuracy=0.928438
+2020-04-11 01:17:07,231 Epoch[14] Batch [19950-20000]	Speed: 200.23 samples/sec	accuracy=0.922344
+2020-04-11 01:17:39,849 Epoch[14] Batch [20000-20050]	Speed: 196.21 samples/sec	accuracy=0.927344
+2020-04-11 01:18:11,801 Epoch[14] Batch [20050-20100]	Speed: 200.30 samples/sec	accuracy=0.922656
+2020-04-11 01:18:43,941 Epoch[14] Batch [20100-20150]	Speed: 199.13 samples/sec	accuracy=0.931875
+2020-04-11 01:19:15,713 Epoch[14] Batch [20150-20200]	Speed: 201.44 samples/sec	accuracy=0.930469
+2020-04-11 01:19:47,283 Epoch[14] Batch [20200-20250]	Speed: 202.73 samples/sec	accuracy=0.928906
+2020-04-11 01:20:19,232 Epoch[14] Batch [20250-20300]	Speed: 200.32 samples/sec	accuracy=0.922969
+2020-04-11 01:20:51,328 Epoch[14] Batch [20300-20350]	Speed: 199.40 samples/sec	accuracy=0.925469
+2020-04-11 01:21:23,122 Epoch[14] Batch [20350-20400]	Speed: 201.30 samples/sec	accuracy=0.928594
+2020-04-11 01:21:54,897 Epoch[14] Batch [20400-20450]	Speed: 201.42 samples/sec	accuracy=0.922969
+2020-04-11 01:22:27,055 Epoch[14] Batch [20450-20500]	Speed: 199.02 samples/sec	accuracy=0.927500
+2020-04-11 01:22:59,171 Epoch[14] Batch [20500-20550]	Speed: 199.28 samples/sec	accuracy=0.927813
+2020-04-11 01:23:31,450 Epoch[14] Batch [20550-20600]	Speed: 198.28 samples/sec	accuracy=0.928281
+2020-04-11 01:24:03,524 Epoch[14] Batch [20600-20650]	Speed: 199.54 samples/sec	accuracy=0.925469
+2020-04-11 01:24:35,119 Epoch[14] Batch [20650-20700]	Speed: 202.57 samples/sec	accuracy=0.925937
+2020-04-11 01:25:06,974 Epoch[14] Batch [20700-20750]	Speed: 200.91 samples/sec	accuracy=0.930781
+2020-04-11 01:25:39,086 Epoch[14] Batch [20750-20800]	Speed: 199.30 samples/sec	accuracy=0.926719
+2020-04-11 01:26:10,737 Epoch[14] Batch [20800-20850]	Speed: 202.20 samples/sec	accuracy=0.929063
+2020-04-11 01:26:43,079 Epoch[14] Batch [20850-20900]	Speed: 197.89 samples/sec	accuracy=0.921875
+2020-04-11 01:27:15,105 Epoch[14] Batch [20900-20950]	Speed: 199.84 samples/sec	accuracy=0.922500
+2020-04-11 01:27:47,228 Epoch[14] Batch [20950-21000]	Speed: 199.24 samples/sec	accuracy=0.926719
+2020-04-11 01:28:19,207 Epoch[14] Batch [21000-21050]	Speed: 200.14 samples/sec	accuracy=0.930781
+2020-04-11 01:28:50,822 Epoch[14] Batch [21050-21100]	Speed: 202.44 samples/sec	accuracy=0.932187
+2020-04-11 01:29:22,733 Epoch[14] Batch [21100-21150]	Speed: 200.56 samples/sec	accuracy=0.929531
+2020-04-11 01:29:54,295 Epoch[14] Batch [21150-21200]	Speed: 202.78 samples/sec	accuracy=0.921094
+2020-04-11 01:30:26,450 Epoch[14] Batch [21200-21250]	Speed: 199.04 samples/sec	accuracy=0.932656
+2020-04-11 01:30:58,662 Epoch[14] Batch [21250-21300]	Speed: 198.69 samples/sec	accuracy=0.931250
+2020-04-11 01:31:30,518 Epoch[14] Batch [21300-21350]	Speed: 200.90 samples/sec	accuracy=0.931875
+2020-04-11 01:32:02,114 Epoch[14] Batch [21350-21400]	Speed: 202.56 samples/sec	accuracy=0.928906
+2020-04-11 01:32:34,263 Epoch[14] Batch [21400-21450]	Speed: 199.08 samples/sec	accuracy=0.924531
+2020-04-11 01:33:06,227 Epoch[14] Batch [21450-21500]	Speed: 200.22 samples/sec	accuracy=0.932031
+2020-04-11 01:33:38,552 Epoch[14] Batch [21500-21550]	Speed: 197.99 samples/sec	accuracy=0.921562
+2020-04-11 01:34:10,476 Epoch[14] Batch [21550-21600]	Speed: 200.48 samples/sec	accuracy=0.928906
+2020-04-11 01:34:41,963 Epoch[14] Batch [21600-21650]	Speed: 203.26 samples/sec	accuracy=0.930312
+2020-04-11 01:35:13,446 Epoch[14] Batch [21650-21700]	Speed: 203.29 samples/sec	accuracy=0.930937
+2020-04-11 01:35:45,113 Epoch[14] Batch [21700-21750]	Speed: 202.10 samples/sec	accuracy=0.924844
+2020-04-11 01:36:16,813 Epoch[14] Batch [21750-21800]	Speed: 201.90 samples/sec	accuracy=0.929688
+2020-04-11 01:36:48,975 Epoch[14] Batch [21800-21850]	Speed: 198.99 samples/sec	accuracy=0.925000
+2020-04-11 01:37:20,921 Epoch[14] Batch [21850-21900]	Speed: 200.34 samples/sec	accuracy=0.930469
+2020-04-11 01:37:52,821 Epoch[14] Batch [21900-21950]	Speed: 200.63 samples/sec	accuracy=0.928281
+2020-04-11 01:38:24,839 Epoch[14] Batch [21950-22000]	Speed: 199.89 samples/sec	accuracy=0.928906
+2020-04-11 01:38:56,884 Epoch[14] Batch [22000-22050]	Speed: 199.72 samples/sec	accuracy=0.924063
+2020-04-11 01:39:29,071 Epoch[14] Batch [22050-22100]	Speed: 198.84 samples/sec	accuracy=0.922656
+2020-04-11 01:40:01,132 Epoch[14] Batch [22100-22150]	Speed: 199.62 samples/sec	accuracy=0.932187
+2020-04-11 01:40:33,201 Epoch[14] Batch [22150-22200]	Speed: 199.57 samples/sec	accuracy=0.930781
+2020-04-11 01:41:05,226 Epoch[14] Batch [22200-22250]	Speed: 199.84 samples/sec	accuracy=0.922344
+2020-04-11 01:41:37,053 Epoch[14] Batch [22250-22300]	Speed: 201.09 samples/sec	accuracy=0.923438
+2020-04-11 01:42:08,890 Epoch[14] Batch [22300-22350]	Speed: 201.02 samples/sec	accuracy=0.925312
+2020-04-11 01:42:40,750 Epoch[14] Batch [22350-22400]	Speed: 200.88 samples/sec	accuracy=0.920469
+2020-04-11 01:43:12,756 Epoch[14] Batch [22400-22450]	Speed: 199.96 samples/sec	accuracy=0.926406
+2020-04-11 01:43:44,671 Epoch[14] Batch [22450-22500]	Speed: 200.54 samples/sec	accuracy=0.926250
+2020-04-11 01:44:17,104 Epoch[14] Batch [22500-22550]	Speed: 197.33 samples/sec	accuracy=0.926875
+2020-04-11 01:44:49,014 Epoch[14] Batch [22550-22600]	Speed: 200.56 samples/sec	accuracy=0.924844
+2020-04-11 01:45:20,828 Epoch[14] Batch [22600-22650]	Speed: 201.18 samples/sec	accuracy=0.931094
+2020-04-11 01:45:52,604 Epoch[14] Batch [22650-22700]	Speed: 201.41 samples/sec	accuracy=0.928750
+2020-04-11 01:46:24,506 Epoch[14] Batch [22700-22750]	Speed: 200.62 samples/sec	accuracy=0.929531
+2020-04-11 01:46:56,270 Epoch[14] Batch [22750-22800]	Speed: 201.49 samples/sec	accuracy=0.923594
+2020-04-11 01:47:28,384 Epoch[14] Batch [22800-22850]	Speed: 199.29 samples/sec	accuracy=0.930156
+2020-04-11 01:48:00,562 Epoch[14] Batch [22850-22900]	Speed: 198.90 samples/sec	accuracy=0.928281
+2020-04-11 01:48:32,288 Epoch[14] Batch [22900-22950]	Speed: 201.73 samples/sec	accuracy=0.919687
+2020-04-11 01:49:04,460 Epoch[14] Batch [22950-23000]	Speed: 198.93 samples/sec	accuracy=0.924531
+2020-04-11 01:49:36,630 Epoch[14] Batch [23000-23050]	Speed: 198.95 samples/sec	accuracy=0.921250
+2020-04-11 01:50:08,970 Epoch[14] Batch [23050-23100]	Speed: 197.90 samples/sec	accuracy=0.927344
+2020-04-11 01:50:41,072 Epoch[14] Batch [23100-23150]	Speed: 199.36 samples/sec	accuracy=0.924687
+2020-04-11 01:51:13,211 Epoch[14] Batch [23150-23200]	Speed: 199.14 samples/sec	accuracy=0.930625
+2020-04-11 01:51:45,296 Epoch[14] Batch [23200-23250]	Speed: 199.47 samples/sec	accuracy=0.933750
+2020-04-11 01:52:17,018 Epoch[14] Batch [23250-23300]	Speed: 201.75 samples/sec	accuracy=0.927344
+2020-04-11 01:52:49,196 Epoch[14] Batch [23300-23350]	Speed: 198.89 samples/sec	accuracy=0.929063
+2020-04-11 01:53:21,070 Epoch[14] Batch [23350-23400]	Speed: 200.79 samples/sec	accuracy=0.930625
+2020-04-11 01:53:52,793 Epoch[14] Batch [23400-23450]	Speed: 201.75 samples/sec	accuracy=0.925156
+2020-04-11 01:54:24,312 Epoch[14] Batch [23450-23500]	Speed: 203.06 samples/sec	accuracy=0.930156
+2020-04-11 01:54:56,190 Epoch[14] Batch [23500-23550]	Speed: 200.77 samples/sec	accuracy=0.930000
+2020-04-11 01:55:28,360 Epoch[14] Batch [23550-23600]	Speed: 198.95 samples/sec	accuracy=0.927656
+2020-04-11 01:56:00,412 Epoch[14] Batch [23600-23650]	Speed: 199.67 samples/sec	accuracy=0.917656
+2020-04-11 01:56:32,102 Epoch[14] Batch [23650-23700]	Speed: 201.96 samples/sec	accuracy=0.929063
+2020-04-11 01:57:04,022 Epoch[14] Batch [23700-23750]	Speed: 200.50 samples/sec	accuracy=0.933438
+2020-04-11 01:57:35,895 Epoch[14] Batch [23750-23800]	Speed: 200.80 samples/sec	accuracy=0.929844
+2020-04-11 01:58:08,025 Epoch[14] Batch [23800-23850]	Speed: 199.19 samples/sec	accuracy=0.930469
+2020-04-11 01:58:40,031 Epoch[14] Batch [23850-23900]	Speed: 199.96 samples/sec	accuracy=0.929375
+2020-04-11 01:59:12,114 Epoch[14] Batch [23900-23950]	Speed: 199.48 samples/sec	accuracy=0.927188
+2020-04-11 01:59:44,112 Epoch[14] Batch [23950-24000]	Speed: 200.02 samples/sec	accuracy=0.929531
+2020-04-11 02:00:16,135 Epoch[14] Batch [24000-24050]	Speed: 199.86 samples/sec	accuracy=0.929688
+2020-04-11 02:00:48,350 Epoch[14] Batch [24050-24100]	Speed: 198.67 samples/sec	accuracy=0.919531
+2020-04-11 02:01:21,099 Epoch[14] Batch [24100-24150]	Speed: 195.43 samples/sec	accuracy=0.929375
+2020-04-11 02:01:54,001 Epoch[14] Batch [24150-24200]	Speed: 194.52 samples/sec	accuracy=0.927188
+2020-04-11 02:02:26,794 Epoch[14] Batch [24200-24250]	Speed: 195.17 samples/sec	accuracy=0.922031
+2020-04-11 02:02:59,591 Epoch[14] Batch [24250-24300]	Speed: 195.15 samples/sec	accuracy=0.929063
+2020-04-11 02:03:32,578 Epoch[14] Batch [24300-24350]	Speed: 194.01 samples/sec	accuracy=0.935000
+2020-04-11 02:04:05,281 Epoch[14] Batch [24350-24400]	Speed: 195.70 samples/sec	accuracy=0.931094
+2020-04-11 02:04:37,987 Epoch[14] Batch [24400-24450]	Speed: 195.68 samples/sec	accuracy=0.928594
+2020-04-11 02:05:10,772 Epoch[14] Batch [24450-24500]	Speed: 195.21 samples/sec	accuracy=0.929688
+2020-04-11 02:05:43,552 Epoch[14] Batch [24500-24550]	Speed: 195.24 samples/sec	accuracy=0.927656
+2020-04-11 02:06:16,384 Epoch[14] Batch [24550-24600]	Speed: 194.94 samples/sec	accuracy=0.929844
+2020-04-11 02:06:49,097 Epoch[14] Batch [24600-24650]	Speed: 195.64 samples/sec	accuracy=0.925312
+2020-04-11 02:07:21,851 Epoch[14] Batch [24650-24700]	Speed: 195.40 samples/sec	accuracy=0.924219
+2020-04-11 02:07:53,282 Epoch[14] Batch [24700-24750]	Speed: 203.62 samples/sec	accuracy=0.929688
+2020-04-11 02:08:26,015 Epoch[14] Batch [24750-24800]	Speed: 195.53 samples/sec	accuracy=0.926562
+2020-04-11 02:08:57,661 Epoch[14] Batch [24800-24850]	Speed: 202.23 samples/sec	accuracy=0.926562
+2020-04-11 02:09:30,659 Epoch[14] Batch [24850-24900]	Speed: 193.95 samples/sec	accuracy=0.930781
+2020-04-11 02:10:03,305 Epoch[14] Batch [24900-24950]	Speed: 196.04 samples/sec	accuracy=0.925312
+2020-04-11 02:10:35,984 Epoch[14] Batch [24950-25000]	Speed: 195.84 samples/sec	accuracy=0.930000
+2020-04-11 02:11:08,781 Epoch[14] Batch [25000-25050]	Speed: 195.14 samples/sec	accuracy=0.938125
+2020-04-11 02:11:41,663 Epoch[14] Batch [25050-25100]	Speed: 194.63 samples/sec	accuracy=0.931719
+2020-04-11 02:12:14,490 Epoch[14] Batch [25100-25150]	Speed: 194.96 samples/sec	accuracy=0.925781
+2020-04-11 02:12:47,448 Epoch[14] Batch [25150-25200]	Speed: 194.19 samples/sec	accuracy=0.930625
+2020-04-11 02:13:20,335 Epoch[14] Batch [25200-25250]	Speed: 194.61 samples/sec	accuracy=0.929531
+2020-04-11 02:13:53,150 Epoch[14] Batch [25250-25300]	Speed: 195.04 samples/sec	accuracy=0.923906
+2020-04-11 02:14:26,074 Epoch[14] Batch [25300-25350]	Speed: 194.39 samples/sec	accuracy=0.929531
+2020-04-11 02:14:58,873 Epoch[14] Batch [25350-25400]	Speed: 195.13 samples/sec	accuracy=0.930000
+2020-04-11 02:15:31,648 Epoch[14] Batch [25400-25450]	Speed: 195.28 samples/sec	accuracy=0.924375
+2020-04-11 02:16:04,318 Epoch[14] Batch [25450-25500]	Speed: 195.90 samples/sec	accuracy=0.926406
+2020-04-11 02:16:37,158 Epoch[14] Batch [25500-25550]	Speed: 194.88 samples/sec	accuracy=0.926875
+2020-04-11 02:17:09,896 Epoch[14] Batch [25550-25600]	Speed: 195.49 samples/sec	accuracy=0.925469
+2020-04-11 02:17:42,568 Epoch[14] Batch [25600-25650]	Speed: 195.89 samples/sec	accuracy=0.926250
+2020-04-11 02:18:15,376 Epoch[14] Batch [25650-25700]	Speed: 195.07 samples/sec	accuracy=0.930625
+2020-04-11 02:18:48,324 Epoch[14] Batch [25700-25750]	Speed: 194.25 samples/sec	accuracy=0.922656
+2020-04-11 02:19:21,112 Epoch[14] Batch [25750-25800]	Speed: 195.19 samples/sec	accuracy=0.933438
+2020-04-11 02:19:53,764 Epoch[14] Batch [25800-25850]	Speed: 196.01 samples/sec	accuracy=0.926562
+2020-04-11 02:20:26,618 Epoch[14] Batch [25850-25900]	Speed: 194.81 samples/sec	accuracy=0.934063
+2020-04-11 02:20:59,375 Epoch[14] Batch [25900-25950]	Speed: 195.38 samples/sec	accuracy=0.922813
+2020-04-11 02:21:31,199 Epoch[14] Batch [25950-26000]	Speed: 201.10 samples/sec	accuracy=0.924063
+2020-04-11 02:22:03,692 Epoch[14] Batch [26000-26050]	Speed: 196.97 samples/sec	accuracy=0.929688
+2020-04-11 02:22:36,525 Epoch[14] Batch [26050-26100]	Speed: 194.92 samples/sec	accuracy=0.929219
+2020-04-11 02:23:09,144 Epoch[14] Batch [26100-26150]	Speed: 196.21 samples/sec	accuracy=0.923438
+2020-04-11 02:23:42,077 Epoch[14] Batch [26150-26200]	Speed: 194.33 samples/sec	accuracy=0.929063
+2020-04-11 02:24:14,785 Epoch[14] Batch [26200-26250]	Speed: 195.67 samples/sec	accuracy=0.925156
+2020-04-11 02:24:47,728 Epoch[14] Batch [26250-26300]	Speed: 194.28 samples/sec	accuracy=0.928438
+2020-04-11 02:25:20,560 Epoch[14] Batch [26300-26350]	Speed: 194.93 samples/sec	accuracy=0.924375
+2020-04-11 02:25:53,242 Epoch[14] Batch [26350-26400]	Speed: 195.83 samples/sec	accuracy=0.925937
+2020-04-11 02:26:25,864 Epoch[14] Batch [26400-26450]	Speed: 196.18 samples/sec	accuracy=0.927344
+2020-04-11 02:26:58,614 Epoch[14] Batch [26450-26500]	Speed: 195.43 samples/sec	accuracy=0.928281
+2020-04-11 02:27:31,193 Epoch[14] Batch [26500-26550]	Speed: 196.45 samples/sec	accuracy=0.926562
+2020-04-11 02:28:03,427 Epoch[14] Batch [26550-26600]	Speed: 198.55 samples/sec	accuracy=0.928125
+2020-04-11 02:28:36,473 Epoch[14] Batch [26600-26650]	Speed: 193.67 samples/sec	accuracy=0.923750
+2020-04-11 02:29:09,289 Epoch[14] Batch [26650-26700]	Speed: 195.03 samples/sec	accuracy=0.930312
+2020-04-11 02:29:42,195 Epoch[14] Batch [26700-26750]	Speed: 194.49 samples/sec	accuracy=0.923750
+2020-04-11 02:30:14,817 Epoch[14] Batch [26750-26800]	Speed: 196.19 samples/sec	accuracy=0.929531
+2020-04-11 02:30:47,921 Epoch[14] Batch [26800-26850]	Speed: 193.33 samples/sec	accuracy=0.929063
+2020-04-11 02:31:20,772 Epoch[14] Batch [26850-26900]	Speed: 194.82 samples/sec	accuracy=0.923906
+2020-04-11 02:31:53,752 Epoch[14] Batch [26900-26950]	Speed: 194.06 samples/sec	accuracy=0.933594
+2020-04-11 02:32:26,694 Epoch[14] Batch [26950-27000]	Speed: 194.28 samples/sec	accuracy=0.934688
+2020-04-11 02:32:58,711 Epoch[14] Batch [27000-27050]	Speed: 199.89 samples/sec	accuracy=0.923594
+2020-04-11 02:33:30,878 Epoch[14] Batch [27050-27100]	Speed: 198.97 samples/sec	accuracy=0.932031
+2020-04-11 02:34:02,727 Epoch[14] Batch [27100-27150]	Speed: 200.95 samples/sec	accuracy=0.931094
+2020-04-11 02:34:34,470 Epoch[14] Batch [27150-27200]	Speed: 201.62 samples/sec	accuracy=0.919844
+2020-04-11 02:35:06,164 Epoch[14] Batch [27200-27250]	Speed: 201.93 samples/sec	accuracy=0.928750
+2020-04-11 02:35:38,296 Epoch[14] Batch [27250-27300]	Speed: 199.19 samples/sec	accuracy=0.925625
+2020-04-11 02:36:10,147 Epoch[14] Batch [27300-27350]	Speed: 200.93 samples/sec	accuracy=0.925625
+2020-04-11 02:36:42,088 Epoch[14] Batch [27350-27400]	Speed: 200.37 samples/sec	accuracy=0.927344
+2020-04-11 02:37:14,029 Epoch[14] Batch [27400-27450]	Speed: 200.37 samples/sec	accuracy=0.926562
+2020-04-11 02:37:46,120 Epoch[14] Batch [27450-27500]	Speed: 199.43 samples/sec	accuracy=0.929375
+2020-04-11 02:38:18,308 Epoch[14] Batch [27500-27550]	Speed: 198.83 samples/sec	accuracy=0.925000
+2020-04-11 02:38:50,422 Epoch[14] Batch [27550-27600]	Speed: 199.29 samples/sec	accuracy=0.928125
+2020-04-11 02:39:22,885 Epoch[14] Batch [27600-27650]	Speed: 197.15 samples/sec	accuracy=0.930781
+2020-04-11 02:39:54,893 Epoch[14] Batch [27650-27700]	Speed: 199.95 samples/sec	accuracy=0.925469
+2020-04-11 02:40:26,751 Epoch[14] Batch [27700-27750]	Speed: 200.89 samples/sec	accuracy=0.922031
+2020-04-11 02:40:58,714 Epoch[14] Batch [27750-27800]	Speed: 200.23 samples/sec	accuracy=0.928438
+2020-04-11 02:41:30,912 Epoch[14] Batch [27800-27850]	Speed: 198.77 samples/sec	accuracy=0.930000
+2020-04-11 02:42:02,992 Epoch[14] Batch [27850-27900]	Speed: 199.50 samples/sec	accuracy=0.927031
+2020-04-11 02:42:34,733 Epoch[14] Batch [27900-27950]	Speed: 201.63 samples/sec	accuracy=0.926719
+2020-04-11 02:43:06,771 Epoch[14] Batch [27950-28000]	Speed: 199.76 samples/sec	accuracy=0.929375
+2020-04-11 02:43:38,673 Epoch[14] Batch [28000-28050]	Speed: 200.62 samples/sec	accuracy=0.927031
+2020-04-11 02:44:10,713 Epoch[14] Batch [28050-28100]	Speed: 199.75 samples/sec	accuracy=0.928281
+2020-04-11 02:44:42,825 Epoch[14] Batch [28100-28150]	Speed: 199.31 samples/sec	accuracy=0.926562
+2020-04-11 02:45:14,565 Epoch[14] Batch [28150-28200]	Speed: 201.64 samples/sec	accuracy=0.925000
+2020-04-11 02:45:39,166 Epoch[14] Train-accuracy=0.927157
+2020-04-11 02:45:39,166 Epoch[14] Time cost=17898.749
+2020-04-11 02:45:39,389 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0015.params"
+2020-04-11 03:17:15,632 Epoch[14] Validation-accuracy=0.968283
+2020-04-11 03:17:55,955 Epoch[15] Batch [0-50]	Speed: 198.95 samples/sec	accuracy=0.924173
+2020-04-11 03:18:28,220 Epoch[15] Batch [50-100]	Speed: 198.35 samples/sec	accuracy=0.927813
+2020-04-11 03:19:00,196 Epoch[15] Batch [100-150]	Speed: 200.15 samples/sec	accuracy=0.929844
+2020-04-11 03:19:31,888 Epoch[15] Batch [150-200]	Speed: 201.94 samples/sec	accuracy=0.929063
+2020-04-11 03:20:04,185 Epoch[15] Batch [200-250]	Speed: 198.17 samples/sec	accuracy=0.927188
+2020-04-11 03:20:36,205 Epoch[15] Batch [250-300]	Speed: 199.88 samples/sec	accuracy=0.930312
+2020-04-11 03:21:08,097 Epoch[15] Batch [300-350]	Speed: 200.68 samples/sec	accuracy=0.937031
+2020-04-11 03:21:40,141 Epoch[15] Batch [350-400]	Speed: 199.73 samples/sec	accuracy=0.931406
+2020-04-11 03:22:11,919 Epoch[15] Batch [400-450]	Speed: 201.40 samples/sec	accuracy=0.922656
+2020-04-11 03:22:43,719 Epoch[15] Batch [450-500]	Speed: 201.26 samples/sec	accuracy=0.928281
+2020-04-11 03:23:15,713 Epoch[15] Batch [500-550]	Speed: 200.04 samples/sec	accuracy=0.934063
+2020-04-11 03:23:47,477 Epoch[15] Batch [550-600]	Speed: 201.49 samples/sec	accuracy=0.927813
+2020-04-11 03:24:19,073 Epoch[15] Batch [600-650]	Speed: 202.56 samples/sec	accuracy=0.924844
+2020-04-11 03:24:50,734 Epoch[15] Batch [650-700]	Speed: 202.14 samples/sec	accuracy=0.921875
+2020-04-11 03:25:22,611 Epoch[15] Batch [700-750]	Speed: 200.78 samples/sec	accuracy=0.929531
+2020-04-11 03:25:54,511 Epoch[15] Batch [750-800]	Speed: 200.62 samples/sec	accuracy=0.923125
+2020-04-11 03:26:26,603 Epoch[15] Batch [800-850]	Speed: 199.43 samples/sec	accuracy=0.931406
+2020-04-11 03:26:58,541 Epoch[15] Batch [850-900]	Speed: 200.39 samples/sec	accuracy=0.921094
+2020-04-11 03:27:30,362 Epoch[15] Batch [900-950]	Speed: 201.12 samples/sec	accuracy=0.927344
+2020-04-11 03:28:02,428 Epoch[15] Batch [950-1000]	Speed: 199.59 samples/sec	accuracy=0.921094
+2020-04-11 03:28:34,391 Epoch[15] Batch [1000-1050]	Speed: 200.23 samples/sec	accuracy=0.925312
+2020-04-11 03:29:06,434 Epoch[15] Batch [1050-1100]	Speed: 199.73 samples/sec	accuracy=0.930625
+2020-04-11 03:29:38,468 Epoch[15] Batch [1100-1150]	Speed: 199.79 samples/sec	accuracy=0.924531
+2020-04-11 03:30:10,675 Epoch[15] Batch [1150-1200]	Speed: 198.72 samples/sec	accuracy=0.922188
+2020-04-11 03:30:42,530 Epoch[15] Batch [1200-1250]	Speed: 200.91 samples/sec	accuracy=0.925156
+2020-04-11 03:31:14,399 Epoch[15] Batch [1250-1300]	Speed: 200.83 samples/sec	accuracy=0.931562
+2020-04-11 03:31:45,969 Epoch[15] Batch [1300-1350]	Speed: 202.72 samples/sec	accuracy=0.923281
+2020-04-11 03:32:18,280 Epoch[15] Batch [1350-1400]	Speed: 198.08 samples/sec	accuracy=0.926562
+2020-04-11 03:32:50,047 Epoch[15] Batch [1400-1450]	Speed: 201.47 samples/sec	accuracy=0.929063
+2020-04-11 03:33:21,920 Epoch[15] Batch [1450-1500]	Speed: 200.80 samples/sec	accuracy=0.923906
+2020-04-11 03:33:53,719 Epoch[15] Batch [1500-1550]	Speed: 201.26 samples/sec	accuracy=0.926875
+2020-04-11 03:34:26,248 Epoch[15] Batch [1550-1600]	Speed: 196.75 samples/sec	accuracy=0.922500
+2020-04-11 03:34:58,246 Epoch[15] Batch [1600-1650]	Speed: 200.02 samples/sec	accuracy=0.925312
+2020-04-11 03:35:30,228 Epoch[15] Batch [1650-1700]	Speed: 200.11 samples/sec	accuracy=0.933750
+2020-04-11 03:36:02,139 Epoch[15] Batch [1700-1750]	Speed: 200.56 samples/sec	accuracy=0.933594
+2020-04-11 03:36:33,913 Epoch[15] Batch [1750-1800]	Speed: 201.43 samples/sec	accuracy=0.927188
+2020-04-11 03:37:05,921 Epoch[15] Batch [1800-1850]	Speed: 199.95 samples/sec	accuracy=0.928906
+2020-04-11 03:37:37,874 Epoch[15] Batch [1850-1900]	Speed: 200.30 samples/sec	accuracy=0.923125
+2020-04-11 03:38:09,702 Epoch[15] Batch [1900-1950]	Speed: 201.08 samples/sec	accuracy=0.924375
+2020-04-11 03:38:41,573 Epoch[15] Batch [1950-2000]	Speed: 200.81 samples/sec	accuracy=0.926250
+2020-04-11 03:39:13,726 Epoch[15] Batch [2000-2050]	Speed: 199.05 samples/sec	accuracy=0.932500
+2020-04-11 03:39:45,776 Epoch[15] Batch [2050-2100]	Speed: 199.69 samples/sec	accuracy=0.930781
+2020-04-11 03:40:17,456 Epoch[15] Batch [2100-2150]	Speed: 202.02 samples/sec	accuracy=0.923906
+2020-04-11 03:40:49,343 Epoch[15] Batch [2150-2200]	Speed: 200.71 samples/sec	accuracy=0.926094
+2020-04-11 03:41:21,317 Epoch[15] Batch [2200-2250]	Speed: 200.16 samples/sec	accuracy=0.923438
+2020-04-11 03:41:53,418 Epoch[15] Batch [2250-2300]	Speed: 199.37 samples/sec	accuracy=0.931719
+2020-04-11 03:42:25,520 Epoch[15] Batch [2300-2350]	Speed: 199.37 samples/sec	accuracy=0.923906
+2020-04-11 03:42:57,499 Epoch[15] Batch [2350-2400]	Speed: 200.13 samples/sec	accuracy=0.925156
+2020-04-11 03:43:29,426 Epoch[15] Batch [2400-2450]	Speed: 200.46 samples/sec	accuracy=0.925937
+2020-04-11 03:44:01,686 Epoch[15] Batch [2450-2500]	Speed: 198.39 samples/sec	accuracy=0.929531
+2020-04-11 03:44:33,624 Epoch[15] Batch [2500-2550]	Speed: 200.39 samples/sec	accuracy=0.929531
+2020-04-11 03:45:05,441 Epoch[15] Batch [2550-2600]	Speed: 201.15 samples/sec	accuracy=0.930469
+2020-04-11 03:45:37,374 Epoch[15] Batch [2600-2650]	Speed: 200.42 samples/sec	accuracy=0.925000
+2020-04-11 03:46:09,661 Epoch[15] Batch [2650-2700]	Speed: 198.22 samples/sec	accuracy=0.932187
+2020-04-11 03:46:41,527 Epoch[15] Batch [2700-2750]	Speed: 200.84 samples/sec	accuracy=0.929688
+2020-04-11 03:47:13,282 Epoch[15] Batch [2750-2800]	Speed: 201.54 samples/sec	accuracy=0.924063
+2020-04-11 03:47:45,546 Epoch[15] Batch [2800-2850]	Speed: 198.37 samples/sec	accuracy=0.930625
+2020-04-11 03:48:17,815 Epoch[15] Batch [2850-2900]	Speed: 198.33 samples/sec	accuracy=0.924375
+2020-04-11 03:48:49,850 Epoch[15] Batch [2900-2950]	Speed: 199.78 samples/sec	accuracy=0.931562
+2020-04-11 03:49:22,313 Epoch[15] Batch [2950-3000]	Speed: 197.15 samples/sec	accuracy=0.924687
+2020-04-11 03:49:54,393 Epoch[15] Batch [3000-3050]	Speed: 199.50 samples/sec	accuracy=0.922969
+2020-04-11 03:50:26,299 Epoch[15] Batch [3050-3100]	Speed: 200.59 samples/sec	accuracy=0.934375
+2020-04-11 03:50:58,277 Epoch[15] Batch [3100-3150]	Speed: 200.13 samples/sec	accuracy=0.927031
+2020-04-11 03:51:30,139 Epoch[15] Batch [3150-3200]	Speed: 200.87 samples/sec	accuracy=0.925625
+2020-04-11 03:52:01,917 Epoch[15] Batch [3200-3250]	Speed: 201.40 samples/sec	accuracy=0.927813
+2020-04-11 03:52:33,955 Epoch[15] Batch [3250-3300]	Speed: 199.76 samples/sec	accuracy=0.928906
+2020-04-11 03:53:05,535 Epoch[15] Batch [3300-3350]	Speed: 202.66 samples/sec	accuracy=0.933594
+2020-04-11 03:53:37,361 Epoch[15] Batch [3350-3400]	Speed: 201.10 samples/sec	accuracy=0.927656
+2020-04-11 03:54:09,594 Epoch[15] Batch [3400-3450]	Speed: 198.55 samples/sec	accuracy=0.927031
+2020-04-11 03:54:41,508 Epoch[15] Batch [3450-3500]	Speed: 200.54 samples/sec	accuracy=0.930000
+2020-04-11 03:55:13,169 Epoch[15] Batch [3500-3550]	Speed: 202.14 samples/sec	accuracy=0.924844
+2020-04-11 03:55:44,981 Epoch[15] Batch [3550-3600]	Speed: 201.19 samples/sec	accuracy=0.927656
+2020-04-11 03:56:16,829 Epoch[15] Batch [3600-3650]	Speed: 200.95 samples/sec	accuracy=0.923906
+2020-04-11 03:56:49,068 Epoch[15] Batch [3650-3700]	Speed: 198.52 samples/sec	accuracy=0.930625
+2020-04-11 03:57:21,384 Epoch[15] Batch [3700-3750]	Speed: 198.05 samples/sec	accuracy=0.922500
+2020-04-11 03:57:53,157 Epoch[15] Batch [3750-3800]	Speed: 201.43 samples/sec	accuracy=0.932187
+2020-04-11 03:58:25,386 Epoch[15] Batch [3800-3850]	Speed: 198.58 samples/sec	accuracy=0.932813
+2020-04-11 03:58:57,769 Epoch[15] Batch [3850-3900]	Speed: 197.63 samples/sec	accuracy=0.924063
+2020-04-11 03:59:29,683 Epoch[15] Batch [3900-3950]	Speed: 200.54 samples/sec	accuracy=0.927344
+2020-04-11 04:00:01,515 Epoch[15] Batch [3950-4000]	Speed: 201.06 samples/sec	accuracy=0.928750
+2020-04-11 04:00:33,860 Epoch[15] Batch [4000-4050]	Speed: 197.87 samples/sec	accuracy=0.922969
+2020-04-11 04:01:05,889 Epoch[15] Batch [4050-4100]	Speed: 199.82 samples/sec	accuracy=0.930312
+2020-04-11 04:01:38,144 Epoch[15] Batch [4100-4150]	Speed: 198.42 samples/sec	accuracy=0.926094
+2020-04-11 04:02:10,185 Epoch[15] Batch [4150-4200]	Speed: 199.74 samples/sec	accuracy=0.929531
+2020-04-11 04:02:41,777 Epoch[15] Batch [4200-4250]	Speed: 202.59 samples/sec	accuracy=0.926094
+2020-04-11 04:03:13,579 Epoch[15] Batch [4250-4300]	Speed: 201.24 samples/sec	accuracy=0.925312
+2020-04-11 04:03:45,671 Epoch[15] Batch [4300-4350]	Speed: 199.43 samples/sec	accuracy=0.927344
+2020-04-11 04:04:17,904 Epoch[15] Batch [4350-4400]	Speed: 198.56 samples/sec	accuracy=0.923281
+2020-04-11 04:04:50,169 Epoch[15] Batch [4400-4450]	Speed: 198.36 samples/sec	accuracy=0.933281
+2020-04-11 04:05:21,557 Epoch[15] Batch [4450-4500]	Speed: 203.90 samples/sec	accuracy=0.924063
+2020-04-11 04:05:53,676 Epoch[15] Batch [4500-4550]	Speed: 199.26 samples/sec	accuracy=0.929844
+2020-04-11 04:06:25,872 Epoch[15] Batch [4550-4600]	Speed: 198.78 samples/sec	accuracy=0.931094
+2020-04-11 04:06:57,592 Epoch[15] Batch [4600-4650]	Speed: 201.77 samples/sec	accuracy=0.924844
+2020-04-11 04:07:29,283 Epoch[15] Batch [4650-4700]	Speed: 201.95 samples/sec	accuracy=0.928438
+2020-04-11 04:08:00,975 Epoch[15] Batch [4700-4750]	Speed: 201.95 samples/sec	accuracy=0.925156
+2020-04-11 04:08:32,914 Epoch[15] Batch [4750-4800]	Speed: 200.38 samples/sec	accuracy=0.930312
+2020-04-11 04:09:05,072 Epoch[15] Batch [4800-4850]	Speed: 199.02 samples/sec	accuracy=0.924219
+2020-04-11 04:09:36,684 Epoch[15] Batch [4850-4900]	Speed: 202.46 samples/sec	accuracy=0.932656
+2020-04-11 04:10:09,054 Epoch[15] Batch [4900-4950]	Speed: 197.72 samples/sec	accuracy=0.925469
+2020-04-11 04:10:40,716 Epoch[15] Batch [4950-5000]	Speed: 202.13 samples/sec	accuracy=0.923281
+2020-04-11 04:11:12,988 Epoch[15] Batch [5000-5050]	Speed: 198.32 samples/sec	accuracy=0.928594
+2020-04-11 04:11:45,187 Epoch[15] Batch [5050-5100]	Speed: 198.76 samples/sec	accuracy=0.926250
+2020-04-11 04:12:17,448 Epoch[15] Batch [5100-5150]	Speed: 198.39 samples/sec	accuracy=0.928281
+2020-04-11 04:12:49,290 Epoch[15] Batch [5150-5200]	Speed: 200.99 samples/sec	accuracy=0.929531
+2020-04-11 04:13:21,068 Epoch[15] Batch [5200-5250]	Speed: 201.40 samples/sec	accuracy=0.923906
+2020-04-11 04:13:53,007 Epoch[15] Batch [5250-5300]	Speed: 200.38 samples/sec	accuracy=0.930469
+2020-04-11 04:14:24,967 Epoch[15] Batch [5300-5350]	Speed: 200.25 samples/sec	accuracy=0.930469
+2020-04-11 04:14:57,406 Epoch[15] Batch [5350-5400]	Speed: 197.30 samples/sec	accuracy=0.929531
+2020-04-11 04:15:29,519 Epoch[15] Batch [5400-5450]	Speed: 199.30 samples/sec	accuracy=0.921406
+2020-04-11 04:16:01,616 Epoch[15] Batch [5450-5500]	Speed: 199.40 samples/sec	accuracy=0.922656
+2020-04-11 04:16:33,450 Epoch[15] Batch [5500-5550]	Speed: 201.04 samples/sec	accuracy=0.929688
+2020-04-11 04:17:05,421 Epoch[15] Batch [5550-5600]	Speed: 200.18 samples/sec	accuracy=0.931250
+2020-04-11 04:17:37,343 Epoch[15] Batch [5600-5650]	Speed: 200.49 samples/sec	accuracy=0.928906
+2020-04-11 04:18:09,396 Epoch[15] Batch [5650-5700]	Speed: 199.67 samples/sec	accuracy=0.930781
+2020-04-11 04:18:41,360 Epoch[15] Batch [5700-5750]	Speed: 200.23 samples/sec	accuracy=0.928281
+2020-04-11 04:19:12,640 Epoch[15] Batch [5750-5800]	Speed: 204.60 samples/sec	accuracy=0.928906
+2020-04-11 04:19:44,721 Epoch[15] Batch [5800-5850]	Speed: 199.50 samples/sec	accuracy=0.925000
+2020-04-11 04:20:16,968 Epoch[15] Batch [5850-5900]	Speed: 198.47 samples/sec	accuracy=0.924375
+2020-04-11 04:20:48,756 Epoch[15] Batch [5900-5950]	Speed: 201.33 samples/sec	accuracy=0.927500
+2020-04-11 04:21:20,596 Epoch[15] Batch [5950-6000]	Speed: 201.01 samples/sec	accuracy=0.928594
+2020-04-11 04:21:52,680 Epoch[15] Batch [6000-6050]	Speed: 199.48 samples/sec	accuracy=0.924531
+2020-04-11 04:22:24,597 Epoch[15] Batch [6050-6100]	Speed: 200.52 samples/sec	accuracy=0.932344
+2020-04-11 04:22:56,642 Epoch[15] Batch [6100-6150]	Speed: 199.72 samples/sec	accuracy=0.926875
+2020-04-11 04:23:28,640 Epoch[15] Batch [6150-6200]	Speed: 200.02 samples/sec	accuracy=0.927813
+2020-04-11 04:24:00,837 Epoch[15] Batch [6200-6250]	Speed: 198.78 samples/sec	accuracy=0.928125
+2020-04-11 04:24:32,588 Epoch[15] Batch [6250-6300]	Speed: 201.56 samples/sec	accuracy=0.924687
+2020-04-11 04:25:04,559 Epoch[15] Batch [6300-6350]	Speed: 200.19 samples/sec	accuracy=0.919531
+2020-04-11 04:25:36,740 Epoch[15] Batch [6350-6400]	Speed: 198.87 samples/sec	accuracy=0.924687
+2020-04-11 04:26:08,886 Epoch[15] Batch [6400-6450]	Speed: 199.09 samples/sec	accuracy=0.924687
+2020-04-11 04:26:40,982 Epoch[15] Batch [6450-6500]	Speed: 199.41 samples/sec	accuracy=0.929531
+2020-04-11 04:27:13,056 Epoch[15] Batch [6500-6550]	Speed: 199.54 samples/sec	accuracy=0.926875
+2020-04-11 04:27:44,975 Epoch[15] Batch [6550-6600]	Speed: 200.51 samples/sec	accuracy=0.924844
+2020-04-11 04:28:17,103 Epoch[15] Batch [6600-6650]	Speed: 199.20 samples/sec	accuracy=0.923594
+2020-04-11 04:28:48,903 Epoch[15] Batch [6650-6700]	Speed: 201.26 samples/sec	accuracy=0.924844
+2020-04-11 04:29:21,076 Epoch[15] Batch [6700-6750]	Speed: 198.93 samples/sec	accuracy=0.927188
+2020-04-11 04:29:52,870 Epoch[15] Batch [6750-6800]	Speed: 201.29 samples/sec	accuracy=0.930156
+2020-04-11 04:30:24,458 Epoch[15] Batch [6800-6850]	Speed: 202.61 samples/sec	accuracy=0.930000
+2020-04-11 04:30:56,524 Epoch[15] Batch [6850-6900]	Speed: 199.59 samples/sec	accuracy=0.931250
+2020-04-11 04:31:28,777 Epoch[15] Batch [6900-6950]	Speed: 198.43 samples/sec	accuracy=0.924687
+2020-04-11 04:32:00,647 Epoch[15] Batch [6950-7000]	Speed: 200.81 samples/sec	accuracy=0.930781
+2020-04-11 04:32:32,741 Epoch[15] Batch [7000-7050]	Speed: 199.42 samples/sec	accuracy=0.926562
+2020-04-11 04:33:04,540 Epoch[15] Batch [7050-7100]	Speed: 201.26 samples/sec	accuracy=0.924375
+2020-04-11 04:33:36,715 Epoch[15] Batch [7100-7150]	Speed: 198.91 samples/sec	accuracy=0.924219
+2020-04-11 04:34:09,065 Epoch[15] Batch [7150-7200]	Speed: 197.84 samples/sec	accuracy=0.928125
+2020-04-11 04:34:40,627 Epoch[15] Batch [7200-7250]	Speed: 202.78 samples/sec	accuracy=0.931406
+2020-04-11 04:35:12,370 Epoch[15] Batch [7250-7300]	Speed: 201.62 samples/sec	accuracy=0.924531
+2020-04-11 04:35:44,390 Epoch[15] Batch [7300-7350]	Speed: 199.88 samples/sec	accuracy=0.930469
+2020-04-11 04:36:16,177 Epoch[15] Batch [7350-7400]	Speed: 201.35 samples/sec	accuracy=0.927031
+2020-04-11 04:36:48,356 Epoch[15] Batch [7400-7450]	Speed: 198.89 samples/sec	accuracy=0.926250
+2020-04-11 04:37:20,669 Epoch[15] Batch [7450-7500]	Speed: 198.06 samples/sec	accuracy=0.925156
+2020-04-11 04:37:52,606 Epoch[15] Batch [7500-7550]	Speed: 200.39 samples/sec	accuracy=0.922656
+2020-04-11 04:38:24,471 Epoch[15] Batch [7550-7600]	Speed: 200.85 samples/sec	accuracy=0.930156
+2020-04-11 04:38:56,472 Epoch[15] Batch [7600-7650]	Speed: 199.99 samples/sec	accuracy=0.928594
+2020-04-11 04:39:28,865 Epoch[15] Batch [7650-7700]	Speed: 197.57 samples/sec	accuracy=0.926250
+2020-04-11 04:40:00,834 Epoch[15] Batch [7700-7750]	Speed: 200.20 samples/sec	accuracy=0.931094
+2020-04-11 04:40:32,609 Epoch[15] Batch [7750-7800]	Speed: 201.42 samples/sec	accuracy=0.927813
+2020-04-11 04:41:04,694 Epoch[15] Batch [7800-7850]	Speed: 199.47 samples/sec	accuracy=0.926875
+2020-04-11 04:41:36,697 Epoch[15] Batch [7850-7900]	Speed: 199.98 samples/sec	accuracy=0.923438
+2020-04-11 04:42:08,580 Epoch[15] Batch [7900-7950]	Speed: 200.73 samples/sec	accuracy=0.921094
+2020-04-11 04:42:40,384 Epoch[15] Batch [7950-8000]	Speed: 201.24 samples/sec	accuracy=0.923750
+2020-04-11 04:43:12,636 Epoch[15] Batch [8000-8050]	Speed: 198.44 samples/sec	accuracy=0.927188
+2020-04-11 04:43:44,724 Epoch[15] Batch [8050-8100]	Speed: 199.45 samples/sec	accuracy=0.927656
+2020-04-11 04:44:16,600 Epoch[15] Batch [8100-8150]	Speed: 200.78 samples/sec	accuracy=0.932187
+2020-04-11 04:44:48,593 Epoch[15] Batch [8150-8200]	Speed: 200.05 samples/sec	accuracy=0.930625
+2020-04-11 04:45:20,671 Epoch[15] Batch [8200-8250]	Speed: 199.51 samples/sec	accuracy=0.928750
+2020-04-11 04:45:52,515 Epoch[15] Batch [8250-8300]	Speed: 200.98 samples/sec	accuracy=0.931250
+2020-04-11 04:46:24,729 Epoch[15] Batch [8300-8350]	Speed: 198.68 samples/sec	accuracy=0.930625
+2020-04-11 04:46:57,084 Epoch[15] Batch [8350-8400]	Speed: 197.80 samples/sec	accuracy=0.927188
+2020-04-11 04:47:28,576 Epoch[15] Batch [8400-8450]	Speed: 203.23 samples/sec	accuracy=0.925000
+2020-04-11 04:48:00,514 Epoch[15] Batch [8450-8500]	Speed: 200.39 samples/sec	accuracy=0.927656
+2020-04-11 04:48:32,917 Epoch[15] Batch [8500-8550]	Speed: 197.51 samples/sec	accuracy=0.930156
+2020-04-11 04:49:05,136 Epoch[15] Batch [8550-8600]	Speed: 198.65 samples/sec	accuracy=0.929375
+2020-04-11 04:49:36,971 Epoch[15] Batch [8600-8650]	Speed: 201.04 samples/sec	accuracy=0.928438
+2020-04-11 04:50:09,104 Epoch[15] Batch [8650-8700]	Speed: 199.17 samples/sec	accuracy=0.927188
+2020-04-11 04:50:41,281 Epoch[15] Batch [8700-8750]	Speed: 198.90 samples/sec	accuracy=0.936562
+2020-04-11 04:51:13,166 Epoch[15] Batch [8750-8800]	Speed: 200.73 samples/sec	accuracy=0.927344
+2020-04-11 04:51:45,325 Epoch[15] Batch [8800-8850]	Speed: 199.01 samples/sec	accuracy=0.929531
+2020-04-11 04:52:17,244 Epoch[15] Batch [8850-8900]	Speed: 200.50 samples/sec	accuracy=0.919531
+2020-04-11 04:52:49,367 Epoch[15] Batch [8900-8950]	Speed: 199.24 samples/sec	accuracy=0.934219
+2020-04-11 04:53:21,523 Epoch[15] Batch [8950-9000]	Speed: 199.03 samples/sec	accuracy=0.930156
+2020-04-11 04:53:53,288 Epoch[15] Batch [9000-9050]	Speed: 201.48 samples/sec	accuracy=0.929531
+2020-04-11 04:54:25,384 Epoch[15] Batch [9050-9100]	Speed: 199.40 samples/sec	accuracy=0.932813
+2020-04-11 04:54:57,656 Epoch[15] Batch [9100-9150]	Speed: 198.32 samples/sec	accuracy=0.928906
+2020-04-11 04:55:29,663 Epoch[15] Batch [9150-9200]	Speed: 199.96 samples/sec	accuracy=0.928594
+2020-04-11 04:56:01,339 Epoch[15] Batch [9200-9250]	Speed: 202.05 samples/sec	accuracy=0.928906
+2020-04-11 04:56:33,183 Epoch[15] Batch [9250-9300]	Speed: 200.98 samples/sec	accuracy=0.926562
+2020-04-11 04:57:05,191 Epoch[15] Batch [9300-9350]	Speed: 199.95 samples/sec	accuracy=0.932969
+2020-04-11 04:57:37,562 Epoch[15] Batch [9350-9400]	Speed: 197.71 samples/sec	accuracy=0.922031
+2020-04-11 04:58:09,467 Epoch[15] Batch [9400-9450]	Speed: 200.60 samples/sec	accuracy=0.930156
+2020-04-11 04:58:41,522 Epoch[15] Batch [9450-9500]	Speed: 199.66 samples/sec	accuracy=0.931562
+2020-04-11 04:59:13,789 Epoch[15] Batch [9500-9550]	Speed: 198.34 samples/sec	accuracy=0.929531
+2020-04-11 04:59:45,902 Epoch[15] Batch [9550-9600]	Speed: 199.30 samples/sec	accuracy=0.931250
+2020-04-11 05:00:17,797 Epoch[15] Batch [9600-9650]	Speed: 200.66 samples/sec	accuracy=0.930000
+2020-04-11 05:00:49,733 Epoch[15] Batch [9650-9700]	Speed: 200.40 samples/sec	accuracy=0.930937
+2020-04-11 05:01:21,792 Epoch[15] Batch [9700-9750]	Speed: 199.63 samples/sec	accuracy=0.929531
+2020-04-11 05:01:54,186 Epoch[15] Batch [9750-9800]	Speed: 197.57 samples/sec	accuracy=0.931562
+2020-04-11 05:02:25,595 Epoch[15] Batch [9800-9850]	Speed: 203.76 samples/sec	accuracy=0.921719
+2020-04-11 05:02:57,422 Epoch[15] Batch [9850-9900]	Speed: 201.09 samples/sec	accuracy=0.931250
+2020-04-11 05:03:29,434 Epoch[15] Batch [9900-9950]	Speed: 199.93 samples/sec	accuracy=0.927813
+2020-04-11 05:04:01,458 Epoch[15] Batch [9950-10000]	Speed: 199.85 samples/sec	accuracy=0.922500
+2020-04-11 05:04:33,451 Epoch[15] Batch [10000-10050]	Speed: 200.05 samples/sec	accuracy=0.929688
+2020-04-11 05:05:05,837 Epoch[15] Batch [10050-10100]	Speed: 197.61 samples/sec	accuracy=0.926875
+2020-04-11 05:05:37,921 Epoch[15] Batch [10100-10150]	Speed: 199.48 samples/sec	accuracy=0.927500
+2020-04-11 05:06:10,194 Epoch[15] Batch [10150-10200]	Speed: 198.31 samples/sec	accuracy=0.927500
+2020-04-11 05:06:41,945 Epoch[15] Batch [10200-10250]	Speed: 201.57 samples/sec	accuracy=0.928594
+2020-04-11 05:07:13,515 Epoch[15] Batch [10250-10300]	Speed: 202.73 samples/sec	accuracy=0.928438
+2020-04-11 05:07:45,714 Epoch[15] Batch [10300-10350]	Speed: 198.77 samples/sec	accuracy=0.923438
+2020-04-11 05:08:17,927 Epoch[15] Batch [10350-10400]	Speed: 198.68 samples/sec	accuracy=0.924219
+2020-04-11 05:08:50,098 Epoch[15] Batch [10400-10450]	Speed: 198.94 samples/sec	accuracy=0.921875
+2020-04-11 05:09:22,353 Epoch[15] Batch [10450-10500]	Speed: 198.42 samples/sec	accuracy=0.927656
+2020-04-11 05:09:54,466 Epoch[15] Batch [10500-10550]	Speed: 199.30 samples/sec	accuracy=0.928438
+2020-04-11 05:10:26,479 Epoch[15] Batch [10550-10600]	Speed: 199.92 samples/sec	accuracy=0.927031
+2020-04-11 05:10:58,571 Epoch[15] Batch [10600-10650]	Speed: 199.43 samples/sec	accuracy=0.927500
+2020-04-11 05:11:30,602 Epoch[15] Batch [10650-10700]	Speed: 199.81 samples/sec	accuracy=0.927500
+2020-04-11 05:12:02,102 Epoch[15] Batch [10700-10750]	Speed: 203.18 samples/sec	accuracy=0.929219
+2020-04-11 05:12:33,809 Epoch[15] Batch [10750-10800]	Speed: 201.85 samples/sec	accuracy=0.930937
+2020-04-11 05:13:06,142 Epoch[15] Batch [10800-10850]	Speed: 197.94 samples/sec	accuracy=0.930312
+2020-04-11 05:13:37,676 Epoch[15] Batch [10850-10900]	Speed: 202.96 samples/sec	accuracy=0.930625
+2020-04-11 05:14:09,273 Epoch[15] Batch [10900-10950]	Speed: 202.55 samples/sec	accuracy=0.922969
+2020-04-11 05:14:41,026 Epoch[15] Batch [10950-11000]	Speed: 201.56 samples/sec	accuracy=0.930000
+2020-04-11 05:15:13,035 Epoch[15] Batch [11000-11050]	Speed: 199.94 samples/sec	accuracy=0.925000
+2020-04-11 05:15:44,910 Epoch[15] Batch [11050-11100]	Speed: 200.79 samples/sec	accuracy=0.925781
+2020-04-11 05:16:17,118 Epoch[15] Batch [11100-11150]	Speed: 198.71 samples/sec	accuracy=0.927813
+2020-04-11 05:16:49,474 Epoch[15] Batch [11150-11200]	Speed: 197.80 samples/sec	accuracy=0.925000
+2020-04-11 05:17:21,626 Epoch[15] Batch [11200-11250]	Speed: 199.06 samples/sec	accuracy=0.926562
+2020-04-11 05:17:53,697 Epoch[15] Batch [11250-11300]	Speed: 199.55 samples/sec	accuracy=0.929063
+2020-04-11 05:18:25,689 Epoch[15] Batch [11300-11350]	Speed: 200.05 samples/sec	accuracy=0.924219
+2020-04-11 05:18:57,888 Epoch[15] Batch [11350-11400]	Speed: 198.77 samples/sec	accuracy=0.925156
+2020-04-11 05:19:30,030 Epoch[15] Batch [11400-11450]	Speed: 199.12 samples/sec	accuracy=0.922813
+2020-04-11 05:20:02,298 Epoch[15] Batch [11450-11500]	Speed: 198.34 samples/sec	accuracy=0.927969
+2020-04-11 05:20:34,227 Epoch[15] Batch [11500-11550]	Speed: 200.45 samples/sec	accuracy=0.927969
+2020-04-11 05:21:06,232 Epoch[15] Batch [11550-11600]	Speed: 199.97 samples/sec	accuracy=0.925156
+2020-04-11 05:21:38,299 Epoch[15] Batch [11600-11650]	Speed: 199.58 samples/sec	accuracy=0.928750
+2020-04-11 05:22:10,383 Epoch[15] Batch [11650-11700]	Speed: 199.48 samples/sec	accuracy=0.924375
+2020-04-11 05:22:42,170 Epoch[15] Batch [11700-11750]	Speed: 201.34 samples/sec	accuracy=0.927031
+2020-04-11 05:23:14,361 Epoch[15] Batch [11750-11800]	Speed: 198.81 samples/sec	accuracy=0.920625
+2020-04-11 05:23:46,549 Epoch[15] Batch [11800-11850]	Speed: 198.83 samples/sec	accuracy=0.928594
+2020-04-11 05:24:19,122 Epoch[15] Batch [11850-11900]	Speed: 196.48 samples/sec	accuracy=0.924844
+2020-04-11 05:24:51,428 Epoch[15] Batch [11900-11950]	Speed: 198.11 samples/sec	accuracy=0.924063
+2020-04-11 05:25:23,396 Epoch[15] Batch [11950-12000]	Speed: 200.20 samples/sec	accuracy=0.925625
+2020-04-11 05:25:55,987 Epoch[15] Batch [12000-12050]	Speed: 196.38 samples/sec	accuracy=0.927344
+2020-04-11 05:26:28,369 Epoch[15] Batch [12050-12100]	Speed: 197.64 samples/sec	accuracy=0.930781
+2020-04-11 05:27:00,716 Epoch[15] Batch [12100-12150]	Speed: 197.85 samples/sec	accuracy=0.929688
+2020-04-11 05:27:32,409 Epoch[15] Batch [12150-12200]	Speed: 201.94 samples/sec	accuracy=0.930625
+2020-04-11 05:28:04,311 Epoch[15] Batch [12200-12250]	Speed: 200.61 samples/sec	accuracy=0.922969
+2020-04-11 05:28:36,526 Epoch[15] Batch [12250-12300]	Speed: 198.67 samples/sec	accuracy=0.925156
+2020-04-11 05:29:08,714 Epoch[15] Batch [12300-12350]	Speed: 198.83 samples/sec	accuracy=0.926562
+2020-04-11 05:29:40,687 Epoch[15] Batch [12350-12400]	Speed: 200.17 samples/sec	accuracy=0.928438
+2020-04-11 05:30:13,031 Epoch[15] Batch [12400-12450]	Speed: 197.88 samples/sec	accuracy=0.930156
+2020-04-11 05:30:44,932 Epoch[15] Batch [12450-12500]	Speed: 200.62 samples/sec	accuracy=0.924687
+2020-04-11 05:31:16,922 Epoch[15] Batch [12500-12550]	Speed: 200.07 samples/sec	accuracy=0.926875
+2020-04-11 05:31:48,697 Epoch[15] Batch [12550-12600]	Speed: 201.42 samples/sec	accuracy=0.929531
+2020-04-11 05:32:20,882 Epoch[15] Batch [12600-12650]	Speed: 198.85 samples/sec	accuracy=0.927344
+2020-04-11 05:32:53,168 Epoch[15] Batch [12650-12700]	Speed: 198.23 samples/sec	accuracy=0.922188
+2020-04-11 05:33:25,334 Epoch[15] Batch [12700-12750]	Speed: 198.97 samples/sec	accuracy=0.928750
+2020-04-11 05:33:57,482 Epoch[15] Batch [12750-12800]	Speed: 199.08 samples/sec	accuracy=0.931875
+2020-04-11 05:34:29,815 Epoch[15] Batch [12800-12850]	Speed: 197.94 samples/sec	accuracy=0.926406
+2020-04-11 05:35:01,728 Epoch[15] Batch [12850-12900]	Speed: 200.55 samples/sec	accuracy=0.926875
+2020-04-11 05:35:33,651 Epoch[15] Batch [12900-12950]	Speed: 200.48 samples/sec	accuracy=0.928906
+2020-04-11 05:36:05,684 Epoch[15] Batch [12950-13000]	Speed: 199.80 samples/sec	accuracy=0.926562
+2020-04-11 05:36:37,792 Epoch[15] Batch [13000-13050]	Speed: 199.33 samples/sec	accuracy=0.926875
+2020-04-11 05:37:09,991 Epoch[15] Batch [13050-13100]	Speed: 198.77 samples/sec	accuracy=0.929844
+2020-04-11 05:37:42,163 Epoch[15] Batch [13100-13150]	Speed: 198.93 samples/sec	accuracy=0.927500
+2020-04-11 05:38:13,983 Epoch[15] Batch [13150-13200]	Speed: 201.13 samples/sec	accuracy=0.924687
+2020-04-11 05:38:45,915 Epoch[15] Batch [13200-13250]	Speed: 200.43 samples/sec	accuracy=0.928125
+2020-04-11 05:39:18,106 Epoch[15] Batch [13250-13300]	Speed: 198.81 samples/sec	accuracy=0.929688
+2020-04-11 05:39:50,231 Epoch[15] Batch [13300-13350]	Speed: 199.23 samples/sec	accuracy=0.929063
+2020-04-11 05:40:22,220 Epoch[15] Batch [13350-13400]	Speed: 200.07 samples/sec	accuracy=0.922656
+2020-04-11 05:40:54,366 Epoch[15] Batch [13400-13450]	Speed: 199.09 samples/sec	accuracy=0.920781
+2020-04-11 05:41:26,067 Epoch[15] Batch [13450-13500]	Speed: 201.89 samples/sec	accuracy=0.932031
+2020-04-11 05:41:58,099 Epoch[15] Batch [13500-13550]	Speed: 199.80 samples/sec	accuracy=0.924219
+2020-04-11 05:42:30,848 Epoch[15] Batch [13550-13600]	Speed: 195.42 samples/sec	accuracy=0.923750
+2020-04-11 05:43:02,845 Epoch[15] Batch [13600-13650]	Speed: 200.02 samples/sec	accuracy=0.923750
+2020-04-11 05:43:34,759 Epoch[15] Batch [13650-13700]	Speed: 200.54 samples/sec	accuracy=0.927813
+2020-04-11 05:44:06,782 Epoch[15] Batch [13700-13750]	Speed: 199.86 samples/sec	accuracy=0.924687
+2020-04-11 05:44:39,049 Epoch[15] Batch [13750-13800]	Speed: 198.35 samples/sec	accuracy=0.926250
+2020-04-11 05:45:11,052 Epoch[15] Batch [13800-13850]	Speed: 199.98 samples/sec	accuracy=0.925781
+2020-04-11 05:45:42,821 Epoch[15] Batch [13850-13900]	Speed: 201.46 samples/sec	accuracy=0.932500
+2020-04-11 05:46:15,104 Epoch[15] Batch [13900-13950]	Speed: 198.25 samples/sec	accuracy=0.929688
+2020-04-11 05:46:47,110 Epoch[15] Batch [13950-14000]	Speed: 199.96 samples/sec	accuracy=0.928594
+2020-04-11 05:47:19,316 Epoch[15] Batch [14000-14050]	Speed: 198.72 samples/sec	accuracy=0.925000
+2020-04-11 05:47:51,142 Epoch[15] Batch [14050-14100]	Speed: 201.10 samples/sec	accuracy=0.922813
+2020-04-11 05:48:22,989 Epoch[15] Batch [14100-14150]	Speed: 200.96 samples/sec	accuracy=0.928594
+2020-04-11 05:48:55,126 Epoch[15] Batch [14150-14200]	Speed: 199.14 samples/sec	accuracy=0.927969
+2020-04-11 05:49:27,330 Epoch[15] Batch [14200-14250]	Speed: 198.74 samples/sec	accuracy=0.930937
+2020-04-11 05:49:59,563 Epoch[15] Batch [14250-14300]	Speed: 198.55 samples/sec	accuracy=0.929688
+2020-04-11 05:50:31,725 Epoch[15] Batch [14300-14350]	Speed: 199.00 samples/sec	accuracy=0.923438
+2020-04-11 05:51:03,895 Epoch[15] Batch [14350-14400]	Speed: 198.94 samples/sec	accuracy=0.924531
+2020-04-11 05:51:36,117 Epoch[15] Batch [14400-14450]	Speed: 198.62 samples/sec	accuracy=0.934688
+2020-04-11 05:52:08,252 Epoch[15] Batch [14450-14500]	Speed: 199.16 samples/sec	accuracy=0.926094
+2020-04-11 05:52:39,819 Epoch[15] Batch [14500-14550]	Speed: 202.75 samples/sec	accuracy=0.929219
+2020-04-11 05:53:11,238 Epoch[15] Batch [14550-14600]	Speed: 203.70 samples/sec	accuracy=0.920781
+2020-04-11 05:53:43,268 Epoch[15] Batch [14600-14650]	Speed: 199.82 samples/sec	accuracy=0.931875
+2020-04-11 05:54:15,108 Epoch[15] Batch [14650-14700]	Speed: 201.00 samples/sec	accuracy=0.925156
+2020-04-11 05:54:44,544 Epoch[15] Batch [14700-14750]	Speed: 217.42 samples/sec	accuracy=0.928594
+2020-04-11 05:55:13,970 Epoch[15] Batch [14750-14800]	Speed: 217.50 samples/sec	accuracy=0.927656
+2020-04-11 05:55:43,240 Epoch[15] Batch [14800-14850]	Speed: 218.65 samples/sec	accuracy=0.926719
+2020-04-11 05:56:12,495 Epoch[15] Batch [14850-14900]	Speed: 218.77 samples/sec	accuracy=0.930156
+2020-04-11 05:56:42,151 Epoch[15] Batch [14900-14950]	Speed: 215.80 samples/sec	accuracy=0.927969
+2020-04-11 05:57:11,292 Epoch[15] Batch [14950-15000]	Speed: 219.63 samples/sec	accuracy=0.928438
+2020-04-11 05:57:40,450 Epoch[15] Batch [15000-15050]	Speed: 219.49 samples/sec	accuracy=0.930000
+2020-04-11 05:58:09,949 Epoch[15] Batch [15050-15100]	Speed: 216.96 samples/sec	accuracy=0.928438
+2020-04-11 05:58:39,710 Epoch[15] Batch [15100-15150]	Speed: 215.05 samples/sec	accuracy=0.933594
+2020-04-11 05:59:09,277 Epoch[15] Batch [15150-15200]	Speed: 216.46 samples/sec	accuracy=0.929531
+2020-04-11 05:59:38,575 Epoch[15] Batch [15200-15250]	Speed: 218.45 samples/sec	accuracy=0.926250
+2020-04-11 06:00:08,188 Epoch[15] Batch [15250-15300]	Speed: 216.12 samples/sec	accuracy=0.924375
+2020-04-11 06:00:37,446 Epoch[15] Batch [15300-15350]	Speed: 218.75 samples/sec	accuracy=0.923906
+2020-04-11 06:01:06,730 Epoch[15] Batch [15350-15400]	Speed: 218.55 samples/sec	accuracy=0.923906
+2020-04-11 06:01:36,330 Epoch[15] Batch [15400-15450]	Speed: 216.22 samples/sec	accuracy=0.927813
+2020-04-11 06:02:05,706 Epoch[15] Batch [15450-15500]	Speed: 217.87 samples/sec	accuracy=0.931094
+2020-04-11 06:02:35,307 Epoch[15] Batch [15500-15550]	Speed: 216.21 samples/sec	accuracy=0.925937
+2020-04-11 06:03:04,684 Epoch[15] Batch [15550-15600]	Speed: 217.86 samples/sec	accuracy=0.928281
+2020-04-11 06:03:33,850 Epoch[15] Batch [15600-15650]	Speed: 219.44 samples/sec	accuracy=0.930469
+2020-04-11 06:04:03,460 Epoch[15] Batch [15650-15700]	Speed: 216.14 samples/sec	accuracy=0.922031
+2020-04-11 06:04:32,897 Epoch[15] Batch [15700-15750]	Speed: 217.42 samples/sec	accuracy=0.927500
+2020-04-11 06:05:02,257 Epoch[15] Batch [15750-15800]	Speed: 217.99 samples/sec	accuracy=0.931094
+2020-04-11 06:05:31,679 Epoch[15] Batch [15800-15850]	Speed: 217.52 samples/sec	accuracy=0.923594
+2020-04-11 06:06:01,249 Epoch[15] Batch [15850-15900]	Speed: 216.44 samples/sec	accuracy=0.929844
+2020-04-11 06:06:30,835 Epoch[15] Batch [15900-15950]	Speed: 216.32 samples/sec	accuracy=0.924531
+2020-04-11 06:07:00,216 Epoch[15] Batch [15950-16000]	Speed: 217.83 samples/sec	accuracy=0.930312
+2020-04-11 06:07:29,416 Epoch[15] Batch [16000-16050]	Speed: 219.18 samples/sec	accuracy=0.925937
+2020-04-11 06:07:58,815 Epoch[15] Batch [16050-16100]	Speed: 217.70 samples/sec	accuracy=0.923594
+2020-04-11 06:08:28,339 Epoch[15] Batch [16100-16150]	Speed: 216.78 samples/sec	accuracy=0.923750
+2020-04-11 06:08:57,968 Epoch[15] Batch [16150-16200]	Speed: 216.01 samples/sec	accuracy=0.922500
+2020-04-11 06:09:27,555 Epoch[15] Batch [16200-16250]	Speed: 216.31 samples/sec	accuracy=0.925000
+2020-04-11 06:09:57,100 Epoch[15] Batch [16250-16300]	Speed: 216.62 samples/sec	accuracy=0.928281
+2020-04-11 06:10:26,582 Epoch[15] Batch [16300-16350]	Speed: 217.09 samples/sec	accuracy=0.930469
+2020-04-11 06:10:56,177 Epoch[15] Batch [16350-16400]	Speed: 216.25 samples/sec	accuracy=0.932187
+2020-04-11 06:11:25,656 Epoch[15] Batch [16400-16450]	Speed: 217.10 samples/sec	accuracy=0.920312
+2020-04-11 06:11:55,244 Epoch[15] Batch [16450-16500]	Speed: 216.31 samples/sec	accuracy=0.932500
+2020-04-11 06:12:24,543 Epoch[15] Batch [16500-16550]	Speed: 218.43 samples/sec	accuracy=0.928281
+2020-04-11 06:12:53,865 Epoch[15] Batch [16550-16600]	Speed: 218.27 samples/sec	accuracy=0.925937
+2020-04-11 06:13:23,735 Epoch[15] Batch [16600-16650]	Speed: 214.26 samples/sec	accuracy=0.925937
+2020-04-11 06:13:53,210 Epoch[15] Batch [16650-16700]	Speed: 217.14 samples/sec	accuracy=0.924531
+2020-04-11 06:14:22,491 Epoch[15] Batch [16700-16750]	Speed: 218.57 samples/sec	accuracy=0.930625
+2020-04-11 06:14:51,677 Epoch[15] Batch [16750-16800]	Speed: 219.29 samples/sec	accuracy=0.922813
+2020-04-11 06:15:21,082 Epoch[15] Batch [16800-16850]	Speed: 217.65 samples/sec	accuracy=0.933281
+2020-04-11 06:15:50,462 Epoch[15] Batch [16850-16900]	Speed: 217.83 samples/sec	accuracy=0.930312
+2020-04-11 06:16:19,707 Epoch[15] Batch [16900-16950]	Speed: 218.84 samples/sec	accuracy=0.926406
+2020-04-11 06:16:49,010 Epoch[15] Batch [16950-17000]	Speed: 218.42 samples/sec	accuracy=0.929063
+2020-04-11 06:17:18,660 Epoch[15] Batch [17000-17050]	Speed: 215.85 samples/sec	accuracy=0.925156
+2020-04-11 06:17:48,095 Epoch[15] Batch [17050-17100]	Speed: 217.43 samples/sec	accuracy=0.925156
+2020-04-11 06:18:17,270 Epoch[15] Batch [17100-17150]	Speed: 219.37 samples/sec	accuracy=0.932187
+2020-04-11 06:18:46,624 Epoch[15] Batch [17150-17200]	Speed: 218.03 samples/sec	accuracy=0.932813
+2020-04-11 06:19:15,908 Epoch[15] Batch [17200-17250]	Speed: 218.55 samples/sec	accuracy=0.925781
+2020-04-11 06:19:45,214 Epoch[15] Batch [17250-17300]	Speed: 218.39 samples/sec	accuracy=0.930156
+2020-04-11 06:20:14,316 Epoch[15] Batch [17300-17350]	Speed: 219.92 samples/sec	accuracy=0.929219
+2020-04-11 06:20:43,758 Epoch[15] Batch [17350-17400]	Speed: 217.38 samples/sec	accuracy=0.926719
+2020-04-11 06:21:13,190 Epoch[15] Batch [17400-17450]	Speed: 217.45 samples/sec	accuracy=0.928125
+2020-04-11 06:21:42,700 Epoch[15] Batch [17450-17500]	Speed: 216.88 samples/sec	accuracy=0.927813
+2020-04-11 06:22:12,070 Epoch[15] Batch [17500-17550]	Speed: 217.91 samples/sec	accuracy=0.923906
+2020-04-11 06:22:41,248 Epoch[15] Batch [17550-17600]	Speed: 219.34 samples/sec	accuracy=0.924063
+2020-04-11 06:23:10,654 Epoch[15] Batch [17600-17650]	Speed: 217.64 samples/sec	accuracy=0.927344
+2020-04-11 06:23:40,296 Epoch[15] Batch [17650-17700]	Speed: 215.91 samples/sec	accuracy=0.927188
+2020-04-11 06:24:09,353 Epoch[15] Batch [17700-17750]	Speed: 220.26 samples/sec	accuracy=0.928750
+2020-04-11 06:24:38,721 Epoch[15] Batch [17750-17800]	Speed: 217.93 samples/sec	accuracy=0.926406
+2020-04-11 06:25:08,016 Epoch[15] Batch [17800-17850]	Speed: 218.47 samples/sec	accuracy=0.924844
+2020-04-11 06:25:37,453 Epoch[15] Batch [17850-17900]	Speed: 217.42 samples/sec	accuracy=0.927969
+2020-04-11 06:26:06,795 Epoch[15] Batch [17900-17950]	Speed: 218.12 samples/sec	accuracy=0.930781
+2020-04-11 06:26:36,053 Epoch[15] Batch [17950-18000]	Speed: 218.74 samples/sec	accuracy=0.925000
+2020-04-11 06:27:05,592 Epoch[15] Batch [18000-18050]	Speed: 216.66 samples/sec	accuracy=0.926562
+2020-04-11 06:27:34,929 Epoch[15] Batch [18050-18100]	Speed: 218.16 samples/sec	accuracy=0.926406
+2020-04-11 06:28:04,655 Epoch[15] Batch [18100-18150]	Speed: 215.30 samples/sec	accuracy=0.926562
+2020-04-11 06:28:33,958 Epoch[15] Batch [18150-18200]	Speed: 218.41 samples/sec	accuracy=0.928750
+2020-04-11 06:29:03,614 Epoch[15] Batch [18200-18250]	Speed: 215.81 samples/sec	accuracy=0.928125
+2020-04-11 06:29:33,950 Epoch[15] Batch [18250-18300]	Speed: 210.97 samples/sec	accuracy=0.928281
+2020-04-11 06:30:05,696 Epoch[15] Batch [18300-18350]	Speed: 201.60 samples/sec	accuracy=0.924687
+2020-04-11 06:30:37,342 Epoch[15] Batch [18350-18400]	Speed: 202.24 samples/sec	accuracy=0.926406
+2020-04-11 06:31:09,009 Epoch[15] Batch [18400-18450]	Speed: 202.10 samples/sec	accuracy=0.936094
+2020-04-11 06:31:40,766 Epoch[15] Batch [18450-18500]	Speed: 201.53 samples/sec	accuracy=0.930625
+2020-04-11 06:32:12,774 Epoch[15] Batch [18500-18550]	Speed: 199.95 samples/sec	accuracy=0.928438
+2020-04-11 06:32:44,660 Epoch[15] Batch [18550-18600]	Speed: 200.71 samples/sec	accuracy=0.926094
+2020-04-11 06:33:16,497 Epoch[15] Batch [18600-18650]	Speed: 201.03 samples/sec	accuracy=0.918750
+2020-04-11 06:33:48,455 Epoch[15] Batch [18650-18700]	Speed: 200.26 samples/sec	accuracy=0.927500
+2020-04-11 06:34:20,193 Epoch[15] Batch [18700-18750]	Speed: 201.65 samples/sec	accuracy=0.929063
+2020-04-11 06:34:52,025 Epoch[15] Batch [18750-18800]	Speed: 201.06 samples/sec	accuracy=0.929531
+2020-04-11 06:35:24,022 Epoch[15] Batch [18800-18850]	Speed: 200.02 samples/sec	accuracy=0.928438
+2020-04-11 06:35:55,991 Epoch[15] Batch [18850-18900]	Speed: 200.20 samples/sec	accuracy=0.927188
+2020-04-11 06:36:27,804 Epoch[15] Batch [18900-18950]	Speed: 201.18 samples/sec	accuracy=0.931250
+2020-04-11 06:37:00,012 Epoch[15] Batch [18950-19000]	Speed: 198.71 samples/sec	accuracy=0.925000
+2020-04-11 06:37:31,911 Epoch[15] Batch [19000-19050]	Speed: 200.63 samples/sec	accuracy=0.925781
+2020-04-11 06:38:03,814 Epoch[15] Batch [19050-19100]	Speed: 200.61 samples/sec	accuracy=0.929688
+2020-04-11 06:38:35,624 Epoch[15] Batch [19100-19150]	Speed: 201.20 samples/sec	accuracy=0.922188
+2020-04-11 06:39:07,599 Epoch[15] Batch [19150-19200]	Speed: 200.16 samples/sec	accuracy=0.932500
+2020-04-11 06:39:39,601 Epoch[15] Batch [19200-19250]	Speed: 199.99 samples/sec	accuracy=0.930625
+2020-04-11 06:40:11,758 Epoch[15] Batch [19250-19300]	Speed: 199.03 samples/sec	accuracy=0.924375
+2020-04-11 06:40:43,783 Epoch[15] Batch [19300-19350]	Speed: 199.85 samples/sec	accuracy=0.932187
+2020-04-11 06:41:16,038 Epoch[15] Batch [19350-19400]	Speed: 198.42 samples/sec	accuracy=0.932187
+2020-04-11 06:41:48,106 Epoch[15] Batch [19400-19450]	Speed: 199.57 samples/sec	accuracy=0.931250
+2020-04-11 06:42:19,714 Epoch[15] Batch [19450-19500]	Speed: 202.48 samples/sec	accuracy=0.922188
+2020-04-11 06:42:51,610 Epoch[15] Batch [19500-19550]	Speed: 200.66 samples/sec	accuracy=0.925625
+2020-04-11 06:43:23,543 Epoch[15] Batch [19550-19600]	Speed: 200.42 samples/sec	accuracy=0.927656
+2020-04-11 06:43:55,628 Epoch[15] Batch [19600-19650]	Speed: 199.47 samples/sec	accuracy=0.928594
+2020-04-11 06:44:28,254 Epoch[15] Batch [19650-19700]	Speed: 196.16 samples/sec	accuracy=0.926875
+2020-04-11 06:45:00,467 Epoch[15] Batch [19700-19750]	Speed: 198.68 samples/sec	accuracy=0.928594
+2020-04-11 06:45:32,492 Epoch[15] Batch [19750-19800]	Speed: 199.84 samples/sec	accuracy=0.932031
+2020-04-11 06:46:04,680 Epoch[15] Batch [19800-19850]	Speed: 198.84 samples/sec	accuracy=0.932031
+2020-04-11 06:46:36,821 Epoch[15] Batch [19850-19900]	Speed: 199.12 samples/sec	accuracy=0.929844
+2020-04-11 06:47:08,946 Epoch[15] Batch [19900-19950]	Speed: 199.23 samples/sec	accuracy=0.925781
+2020-04-11 06:47:41,214 Epoch[15] Batch [19950-20000]	Speed: 198.34 samples/sec	accuracy=0.927969
+2020-04-11 06:48:13,278 Epoch[15] Batch [20000-20050]	Speed: 199.60 samples/sec	accuracy=0.923750
+2020-04-11 06:48:45,162 Epoch[15] Batch [20050-20100]	Speed: 200.72 samples/sec	accuracy=0.925000
+2020-04-11 06:49:17,463 Epoch[15] Batch [20100-20150]	Speed: 198.14 samples/sec	accuracy=0.923438
+2020-04-11 06:49:49,616 Epoch[15] Batch [20150-20200]	Speed: 199.05 samples/sec	accuracy=0.925625
+2020-04-11 06:50:21,247 Epoch[15] Batch [20200-20250]	Speed: 202.34 samples/sec	accuracy=0.929375
+2020-04-11 06:50:53,034 Epoch[15] Batch [20250-20300]	Speed: 201.34 samples/sec	accuracy=0.930781
+2020-04-11 06:51:24,460 Epoch[15] Batch [20300-20350]	Speed: 203.66 samples/sec	accuracy=0.926875
+2020-04-11 06:51:56,449 Epoch[15] Batch [20350-20400]	Speed: 200.07 samples/sec	accuracy=0.925312
+2020-04-11 06:52:28,573 Epoch[15] Batch [20400-20450]	Speed: 199.23 samples/sec	accuracy=0.930937
+2020-04-11 06:53:00,771 Epoch[15] Batch [20450-20500]	Speed: 198.77 samples/sec	accuracy=0.927344
+2020-04-11 06:53:32,650 Epoch[15] Batch [20500-20550]	Speed: 200.76 samples/sec	accuracy=0.928438
+2020-04-11 06:54:04,383 Epoch[15] Batch [20550-20600]	Speed: 201.69 samples/sec	accuracy=0.927500
+2020-04-11 06:54:36,301 Epoch[15] Batch [20600-20650]	Speed: 200.51 samples/sec	accuracy=0.923281
+2020-04-11 06:55:07,988 Epoch[15] Batch [20650-20700]	Speed: 201.98 samples/sec	accuracy=0.923594
+2020-04-11 06:55:39,994 Epoch[15] Batch [20700-20750]	Speed: 199.96 samples/sec	accuracy=0.930937
+2020-04-11 06:56:12,441 Epoch[15] Batch [20750-20800]	Speed: 197.25 samples/sec	accuracy=0.925781
+2020-04-11 06:56:44,776 Epoch[15] Batch [20800-20850]	Speed: 197.93 samples/sec	accuracy=0.932187
+2020-04-11 06:57:16,889 Epoch[15] Batch [20850-20900]	Speed: 199.30 samples/sec	accuracy=0.926094
+2020-04-11 06:57:48,713 Epoch[15] Batch [20900-20950]	Speed: 201.11 samples/sec	accuracy=0.923750
+2020-04-11 06:58:20,869 Epoch[15] Batch [20950-21000]	Speed: 199.03 samples/sec	accuracy=0.926562
+2020-04-11 06:58:53,281 Epoch[15] Batch [21000-21050]	Speed: 197.46 samples/sec	accuracy=0.925156
+2020-04-11 06:59:25,028 Epoch[15] Batch [21050-21100]	Speed: 201.59 samples/sec	accuracy=0.929375
+2020-04-11 06:59:57,262 Epoch[15] Batch [21100-21150]	Speed: 198.55 samples/sec	accuracy=0.927344
+2020-04-11 07:00:29,264 Epoch[15] Batch [21150-21200]	Speed: 199.99 samples/sec	accuracy=0.925781
+2020-04-11 07:01:01,584 Epoch[15] Batch [21200-21250]	Speed: 198.02 samples/sec	accuracy=0.922813
+2020-04-11 07:01:33,747 Epoch[15] Batch [21250-21300]	Speed: 198.99 samples/sec	accuracy=0.928281
+2020-04-11 07:02:05,890 Epoch[15] Batch [21300-21350]	Speed: 199.11 samples/sec	accuracy=0.930625
+2020-04-11 07:02:37,776 Epoch[15] Batch [21350-21400]	Speed: 200.72 samples/sec	accuracy=0.933281
+2020-04-11 07:03:09,773 Epoch[15] Batch [21400-21450]	Speed: 200.02 samples/sec	accuracy=0.925781
+2020-04-11 07:03:41,457 Epoch[15] Batch [21450-21500]	Speed: 201.99 samples/sec	accuracy=0.923125
+2020-04-11 07:04:13,654 Epoch[15] Batch [21500-21550]	Speed: 198.78 samples/sec	accuracy=0.925312
+2020-04-11 07:04:45,901 Epoch[15] Batch [21550-21600]	Speed: 198.47 samples/sec	accuracy=0.928594
+2020-04-11 07:05:17,577 Epoch[15] Batch [21600-21650]	Speed: 202.05 samples/sec	accuracy=0.924219
+2020-04-11 07:05:49,568 Epoch[15] Batch [21650-21700]	Speed: 200.05 samples/sec	accuracy=0.923438
+2020-04-11 07:06:21,592 Epoch[15] Batch [21700-21750]	Speed: 199.85 samples/sec	accuracy=0.930781
+2020-04-11 07:06:53,274 Epoch[15] Batch [21750-21800]	Speed: 202.01 samples/sec	accuracy=0.934688
+2020-04-11 07:07:25,185 Epoch[15] Batch [21800-21850]	Speed: 200.56 samples/sec	accuracy=0.931562
+2020-04-11 07:07:56,858 Epoch[15] Batch [21850-21900]	Speed: 202.07 samples/sec	accuracy=0.928281
+2020-04-11 07:08:28,953 Epoch[15] Batch [21900-21950]	Speed: 199.41 samples/sec	accuracy=0.931719
+2020-04-11 07:09:00,799 Epoch[15] Batch [21950-22000]	Speed: 200.96 samples/sec	accuracy=0.921250
+2020-04-11 07:09:32,793 Epoch[15] Batch [22000-22050]	Speed: 200.04 samples/sec	accuracy=0.929219
+2020-04-11 07:10:04,662 Epoch[15] Batch [22050-22100]	Speed: 200.82 samples/sec	accuracy=0.928750
+2020-04-11 07:10:36,763 Epoch[15] Batch [22100-22150]	Speed: 199.38 samples/sec	accuracy=0.929531
+2020-04-11 07:11:09,133 Epoch[15] Batch [22150-22200]	Speed: 197.71 samples/sec	accuracy=0.926719
+2020-04-11 07:11:41,337 Epoch[15] Batch [22200-22250]	Speed: 198.74 samples/sec	accuracy=0.925937
+2020-04-11 07:12:13,446 Epoch[15] Batch [22250-22300]	Speed: 199.32 samples/sec	accuracy=0.921562
+2020-04-11 07:12:45,889 Epoch[15] Batch [22300-22350]	Speed: 197.28 samples/sec	accuracy=0.928594
+2020-04-11 07:13:17,743 Epoch[15] Batch [22350-22400]	Speed: 200.92 samples/sec	accuracy=0.921719
+2020-04-11 07:13:49,493 Epoch[15] Batch [22400-22450]	Speed: 201.58 samples/sec	accuracy=0.923281
+2020-04-11 07:14:21,735 Epoch[15] Batch [22450-22500]	Speed: 198.50 samples/sec	accuracy=0.921406
+2020-04-11 07:14:53,643 Epoch[15] Batch [22500-22550]	Speed: 200.58 samples/sec	accuracy=0.931562
+2020-04-11 07:15:26,033 Epoch[15] Batch [22550-22600]	Speed: 197.59 samples/sec	accuracy=0.927656
+2020-04-11 07:15:58,066 Epoch[15] Batch [22600-22650]	Speed: 199.79 samples/sec	accuracy=0.923906
+2020-04-11 07:16:30,433 Epoch[15] Batch [22650-22700]	Speed: 197.73 samples/sec	accuracy=0.931094
+2020-04-11 07:17:02,714 Epoch[15] Batch [22700-22750]	Speed: 198.26 samples/sec	accuracy=0.932187
+2020-04-11 07:17:34,864 Epoch[15] Batch [22750-22800]	Speed: 199.07 samples/sec	accuracy=0.924219
+2020-04-11 07:18:06,862 Epoch[15] Batch [22800-22850]	Speed: 200.01 samples/sec	accuracy=0.927344
+2020-04-11 07:18:39,032 Epoch[15] Batch [22850-22900]	Speed: 198.95 samples/sec	accuracy=0.935312
+2020-04-11 07:19:10,806 Epoch[15] Batch [22900-22950]	Speed: 201.42 samples/sec	accuracy=0.930312
+2020-04-11 07:19:42,701 Epoch[15] Batch [22950-23000]	Speed: 200.66 samples/sec	accuracy=0.929844
+2020-04-11 07:20:14,888 Epoch[15] Batch [23000-23050]	Speed: 198.84 samples/sec	accuracy=0.926719
+2020-04-11 07:20:46,945 Epoch[15] Batch [23050-23100]	Speed: 199.64 samples/sec	accuracy=0.932969
+2020-04-11 07:21:19,128 Epoch[15] Batch [23100-23150]	Speed: 198.87 samples/sec	accuracy=0.922969
+2020-04-11 07:21:51,025 Epoch[15] Batch [23150-23200]	Speed: 200.65 samples/sec	accuracy=0.928125
+2020-04-11 07:22:22,574 Epoch[15] Batch [23200-23250]	Speed: 202.86 samples/sec	accuracy=0.928125
+2020-04-11 07:22:54,277 Epoch[15] Batch [23250-23300]	Speed: 201.87 samples/sec	accuracy=0.929063
+2020-04-11 07:23:26,556 Epoch[15] Batch [23300-23350]	Speed: 198.27 samples/sec	accuracy=0.925312
+2020-04-11 07:23:58,550 Epoch[15] Batch [23350-23400]	Speed: 200.04 samples/sec	accuracy=0.926094
+2020-04-11 07:24:30,684 Epoch[15] Batch [23400-23450]	Speed: 199.17 samples/sec	accuracy=0.924844
+2020-04-11 07:25:02,558 Epoch[15] Batch [23450-23500]	Speed: 200.79 samples/sec	accuracy=0.927344
+2020-04-11 07:25:34,939 Epoch[15] Batch [23500-23550]	Speed: 197.64 samples/sec	accuracy=0.926406
+2020-04-11 07:26:06,903 Epoch[15] Batch [23550-23600]	Speed: 200.23 samples/sec	accuracy=0.922188
+2020-04-11 07:26:39,127 Epoch[15] Batch [23600-23650]	Speed: 198.61 samples/sec	accuracy=0.924375
+2020-04-11 07:27:11,425 Epoch[15] Batch [23650-23700]	Speed: 198.16 samples/sec	accuracy=0.925469
+2020-04-11 07:27:43,313 Epoch[15] Batch [23700-23750]	Speed: 200.71 samples/sec	accuracy=0.925625
+2020-04-11 07:28:15,324 Epoch[15] Batch [23750-23800]	Speed: 199.94 samples/sec	accuracy=0.927188
+2020-04-11 07:28:47,185 Epoch[15] Batch [23800-23850]	Speed: 200.87 samples/sec	accuracy=0.924844
+2020-04-11 07:29:18,993 Epoch[15] Batch [23850-23900]	Speed: 201.20 samples/sec	accuracy=0.931406
+2020-04-11 07:29:50,837 Epoch[15] Batch [23900-23950]	Speed: 200.98 samples/sec	accuracy=0.926562
+2020-04-11 07:30:22,879 Epoch[15] Batch [23950-24000]	Speed: 199.74 samples/sec	accuracy=0.924219
+2020-04-11 07:30:55,354 Epoch[15] Batch [24000-24050]	Speed: 197.08 samples/sec	accuracy=0.926250
+2020-04-11 07:31:27,655 Epoch[15] Batch [24050-24100]	Speed: 198.13 samples/sec	accuracy=0.932031
+2020-04-11 07:31:59,942 Epoch[15] Batch [24100-24150]	Speed: 198.23 samples/sec	accuracy=0.924687
+2020-04-11 07:32:32,671 Epoch[15] Batch [24150-24200]	Speed: 195.55 samples/sec	accuracy=0.929375
+2020-04-11 07:33:05,504 Epoch[15] Batch [24200-24250]	Speed: 194.93 samples/sec	accuracy=0.924531
+2020-04-11 07:33:38,233 Epoch[15] Batch [24250-24300]	Speed: 195.54 samples/sec	accuracy=0.930156
+2020-04-11 07:34:11,130 Epoch[15] Batch [24300-24350]	Speed: 194.55 samples/sec	accuracy=0.923594
+2020-04-11 07:34:43,838 Epoch[15] Batch [24350-24400]	Speed: 195.68 samples/sec	accuracy=0.924375
+2020-04-11 07:35:15,950 Epoch[15] Batch [24400-24450]	Speed: 199.30 samples/sec	accuracy=0.926562
+2020-04-11 07:35:47,359 Epoch[15] Batch [24450-24500]	Speed: 203.76 samples/sec	accuracy=0.929219
+2020-04-11 07:36:19,149 Epoch[15] Batch [24500-24550]	Speed: 201.32 samples/sec	accuracy=0.934375
+2020-04-11 07:36:51,764 Epoch[15] Batch [24550-24600]	Speed: 196.23 samples/sec	accuracy=0.927344
+2020-04-11 07:37:24,515 Epoch[15] Batch [24600-24650]	Speed: 195.41 samples/sec	accuracy=0.928594
+2020-04-11 07:37:56,407 Epoch[15] Batch [24650-24700]	Speed: 200.68 samples/sec	accuracy=0.927813
+2020-04-11 07:38:29,086 Epoch[15] Batch [24700-24750]	Speed: 195.85 samples/sec	accuracy=0.929063
+2020-04-11 07:39:02,057 Epoch[15] Batch [24750-24800]	Speed: 194.11 samples/sec	accuracy=0.922656
+2020-04-11 07:39:34,955 Epoch[15] Batch [24800-24850]	Speed: 194.54 samples/sec	accuracy=0.922188
+2020-04-11 07:40:07,652 Epoch[15] Batch [24850-24900]	Speed: 195.74 samples/sec	accuracy=0.931250
+2020-04-11 07:40:40,662 Epoch[15] Batch [24900-24950]	Speed: 193.88 samples/sec	accuracy=0.927188
+2020-04-11 07:41:13,156 Epoch[15] Batch [24950-25000]	Speed: 196.96 samples/sec	accuracy=0.923594
+2020-04-11 07:41:45,951 Epoch[15] Batch [25000-25050]	Speed: 195.16 samples/sec	accuracy=0.927344
+2020-04-11 07:42:18,649 Epoch[15] Batch [25050-25100]	Speed: 195.73 samples/sec	accuracy=0.929531
+2020-04-11 07:42:51,311 Epoch[15] Batch [25100-25150]	Speed: 195.95 samples/sec	accuracy=0.931250
+2020-04-11 07:43:23,329 Epoch[15] Batch [25150-25200]	Speed: 199.89 samples/sec	accuracy=0.924844
+2020-04-11 07:43:55,239 Epoch[15] Batch [25200-25250]	Speed: 200.57 samples/sec	accuracy=0.925937
+2020-04-11 07:44:28,000 Epoch[15] Batch [25250-25300]	Speed: 195.36 samples/sec	accuracy=0.932656
+2020-04-11 07:45:00,845 Epoch[15] Batch [25300-25350]	Speed: 194.85 samples/sec	accuracy=0.922344
+2020-04-11 07:45:33,601 Epoch[15] Batch [25350-25400]	Speed: 195.39 samples/sec	accuracy=0.927500
+2020-04-11 07:46:06,513 Epoch[15] Batch [25400-25450]	Speed: 194.45 samples/sec	accuracy=0.922031
+2020-04-11 07:46:39,428 Epoch[15] Batch [25450-25500]	Speed: 194.44 samples/sec	accuracy=0.928281
+2020-04-11 07:47:12,356 Epoch[15] Batch [25500-25550]	Speed: 194.37 samples/sec	accuracy=0.924219
+2020-04-11 07:47:45,118 Epoch[15] Batch [25550-25600]	Speed: 195.35 samples/sec	accuracy=0.927500
+2020-04-11 07:48:17,521 Epoch[15] Batch [25600-25650]	Speed: 197.51 samples/sec	accuracy=0.929531
+2020-04-11 07:48:50,200 Epoch[15] Batch [25650-25700]	Speed: 195.85 samples/sec	accuracy=0.927813
+2020-04-11 07:49:23,005 Epoch[15] Batch [25700-25750]	Speed: 195.09 samples/sec	accuracy=0.923125
+2020-04-11 07:49:55,733 Epoch[15] Batch [25750-25800]	Speed: 195.55 samples/sec	accuracy=0.925469
+2020-04-11 07:50:28,492 Epoch[15] Batch [25800-25850]	Speed: 195.37 samples/sec	accuracy=0.924687
+2020-04-11 07:51:01,508 Epoch[15] Batch [25850-25900]	Speed: 193.84 samples/sec	accuracy=0.924687
+2020-04-11 07:51:34,429 Epoch[15] Batch [25900-25950]	Speed: 194.41 samples/sec	accuracy=0.925625
+2020-04-11 07:52:07,230 Epoch[15] Batch [25950-26000]	Speed: 195.12 samples/sec	accuracy=0.930937
+2020-04-11 07:52:40,033 Epoch[15] Batch [26000-26050]	Speed: 195.10 samples/sec	accuracy=0.926719
+2020-04-11 07:53:11,802 Epoch[15] Batch [26050-26100]	Speed: 201.46 samples/sec	accuracy=0.935156
+2020-04-11 07:53:44,271 Epoch[15] Batch [26100-26150]	Speed: 197.12 samples/sec	accuracy=0.922188
+2020-04-11 07:54:17,121 Epoch[15] Batch [26150-26200]	Speed: 194.82 samples/sec	accuracy=0.929531
+2020-04-11 07:54:49,837 Epoch[15] Batch [26200-26250]	Speed: 195.62 samples/sec	accuracy=0.929531
+2020-04-11 07:55:22,781 Epoch[15] Batch [26250-26300]	Speed: 194.27 samples/sec	accuracy=0.926094
+2020-04-11 07:55:55,551 Epoch[15] Batch [26300-26350]	Speed: 195.30 samples/sec	accuracy=0.926562
+2020-04-11 07:56:28,258 Epoch[15] Batch [26350-26400]	Speed: 195.68 samples/sec	accuracy=0.930781
+2020-04-11 07:57:01,194 Epoch[15] Batch [26400-26450]	Speed: 194.32 samples/sec	accuracy=0.919687
+2020-04-11 07:57:34,177 Epoch[15] Batch [26450-26500]	Speed: 194.04 samples/sec	accuracy=0.930000
+2020-04-11 07:58:06,983 Epoch[15] Batch [26500-26550]	Speed: 195.09 samples/sec	accuracy=0.927500
+2020-04-11 07:58:39,817 Epoch[15] Batch [26550-26600]	Speed: 194.93 samples/sec	accuracy=0.925625
+2020-04-11 07:59:12,463 Epoch[15] Batch [26600-26650]	Speed: 196.04 samples/sec	accuracy=0.927969
+2020-04-11 07:59:45,049 Epoch[15] Batch [26650-26700]	Speed: 196.40 samples/sec	accuracy=0.932344
+2020-04-11 08:00:17,829 Epoch[15] Batch [26700-26750]	Speed: 195.24 samples/sec	accuracy=0.923906
+2020-04-11 08:00:50,414 Epoch[15] Batch [26750-26800]	Speed: 196.41 samples/sec	accuracy=0.932031
+2020-04-11 08:01:23,162 Epoch[15] Batch [26800-26850]	Speed: 195.43 samples/sec	accuracy=0.929063
+2020-04-11 08:01:55,995 Epoch[15] Batch [26850-26900]	Speed: 194.93 samples/sec	accuracy=0.930781
+2020-04-11 08:02:28,672 Epoch[15] Batch [26900-26950]	Speed: 195.86 samples/sec	accuracy=0.926406
+2020-04-11 08:03:01,545 Epoch[15] Batch [26950-27000]	Speed: 194.69 samples/sec	accuracy=0.925469
+2020-04-11 08:03:34,105 Epoch[15] Batch [27000-27050]	Speed: 196.56 samples/sec	accuracy=0.923594
+2020-04-11 08:04:06,112 Epoch[15] Batch [27050-27100]	Speed: 199.96 samples/sec	accuracy=0.925312
+2020-04-11 08:04:38,519 Epoch[15] Batch [27100-27150]	Speed: 197.49 samples/sec	accuracy=0.927031
+2020-04-11 08:05:10,340 Epoch[15] Batch [27150-27200]	Speed: 201.12 samples/sec	accuracy=0.928125
+2020-04-11 08:05:42,242 Epoch[15] Batch [27200-27250]	Speed: 200.62 samples/sec	accuracy=0.927969
+2020-04-11 08:06:14,269 Epoch[15] Batch [27250-27300]	Speed: 199.83 samples/sec	accuracy=0.925312
+2020-04-11 08:06:46,423 Epoch[15] Batch [27300-27350]	Speed: 199.05 samples/sec	accuracy=0.926094
+2020-04-11 08:07:18,544 Epoch[15] Batch [27350-27400]	Speed: 199.25 samples/sec	accuracy=0.930781
+2020-04-11 08:07:50,553 Epoch[15] Batch [27400-27450]	Speed: 199.95 samples/sec	accuracy=0.925000
+2020-04-11 08:08:22,387 Epoch[15] Batch [27450-27500]	Speed: 201.04 samples/sec	accuracy=0.929375
+2020-04-11 08:08:54,524 Epoch[15] Batch [27500-27550]	Speed: 199.15 samples/sec	accuracy=0.922500
+2020-04-11 08:09:26,312 Epoch[15] Batch [27550-27600]	Speed: 201.33 samples/sec	accuracy=0.922344
+2020-04-11 08:09:58,671 Epoch[15] Batch [27600-27650]	Speed: 197.78 samples/sec	accuracy=0.926875
+2020-04-11 08:10:30,757 Epoch[15] Batch [27650-27700]	Speed: 199.47 samples/sec	accuracy=0.930156
+2020-04-11 08:11:02,803 Epoch[15] Batch [27700-27750]	Speed: 199.72 samples/sec	accuracy=0.929063
+2020-04-11 08:11:34,517 Epoch[15] Batch [27750-27800]	Speed: 201.81 samples/sec	accuracy=0.928594
+2020-04-11 08:12:06,680 Epoch[15] Batch [27800-27850]	Speed: 198.99 samples/sec	accuracy=0.925781
+2020-04-11 08:12:38,534 Epoch[15] Batch [27850-27900]	Speed: 200.92 samples/sec	accuracy=0.932500
+2020-04-11 08:13:10,130 Epoch[15] Batch [27900-27950]	Speed: 202.56 samples/sec	accuracy=0.924063
+2020-04-11 08:13:42,358 Epoch[15] Batch [27950-28000]	Speed: 198.59 samples/sec	accuracy=0.926562
+2020-04-11 08:14:14,194 Epoch[15] Batch [28000-28050]	Speed: 201.03 samples/sec	accuracy=0.928906
+2020-04-11 08:14:46,207 Epoch[15] Batch [28050-28100]	Speed: 199.92 samples/sec	accuracy=0.922969
+2020-04-11 08:15:18,225 Epoch[15] Batch [28100-28150]	Speed: 199.88 samples/sec	accuracy=0.927813
+2020-04-11 08:15:50,360 Epoch[15] Batch [28150-28200]	Speed: 199.16 samples/sec	accuracy=0.932187
+2020-04-11 08:16:15,034 Epoch[15] Train-accuracy=0.927387
+2020-04-11 08:16:15,035 Epoch[15] Time cost=17932.254
+2020-04-11 08:16:15,229 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0016.params"
+2020-04-11 08:48:01,705 Epoch[15] Validation-accuracy=0.968624
+2020-04-11 08:48:41,826 Epoch[16] Batch [0-50]	Speed: 200.72 samples/sec	accuracy=0.927390
+2020-04-11 08:49:13,933 Epoch[16] Batch [50-100]	Speed: 199.33 samples/sec	accuracy=0.927031
+2020-04-11 08:49:45,960 Epoch[16] Batch [100-150]	Speed: 199.83 samples/sec	accuracy=0.931719
+2020-04-11 08:50:17,638 Epoch[16] Batch [150-200]	Speed: 202.03 samples/sec	accuracy=0.930937
+2020-04-11 08:50:48,985 Epoch[16] Batch [200-250]	Speed: 204.17 samples/sec	accuracy=0.931094
+2020-04-11 08:51:21,006 Epoch[16] Batch [250-300]	Speed: 199.87 samples/sec	accuracy=0.926406
+2020-04-11 08:51:53,041 Epoch[16] Batch [300-350]	Speed: 199.79 samples/sec	accuracy=0.931094
+2020-04-11 08:52:24,989 Epoch[16] Batch [350-400]	Speed: 200.32 samples/sec	accuracy=0.926719
+2020-04-11 08:52:56,499 Epoch[16] Batch [400-450]	Speed: 203.11 samples/sec	accuracy=0.931250
+2020-04-11 08:53:28,353 Epoch[16] Batch [450-500]	Speed: 200.92 samples/sec	accuracy=0.928750
+2020-04-11 08:54:00,510 Epoch[16] Batch [500-550]	Speed: 199.03 samples/sec	accuracy=0.935312
+2020-04-11 08:54:32,151 Epoch[16] Batch [550-600]	Speed: 202.27 samples/sec	accuracy=0.925625
+2020-04-11 08:55:03,985 Epoch[16] Batch [600-650]	Speed: 201.04 samples/sec	accuracy=0.925469
+2020-04-11 08:55:36,295 Epoch[16] Batch [650-700]	Speed: 198.08 samples/sec	accuracy=0.923594
+2020-04-11 08:56:08,355 Epoch[16] Batch [700-750]	Speed: 199.63 samples/sec	accuracy=0.930469
+2020-04-11 08:56:40,237 Epoch[16] Batch [750-800]	Speed: 200.74 samples/sec	accuracy=0.926719
+2020-04-11 08:57:12,301 Epoch[16] Batch [800-850]	Speed: 199.60 samples/sec	accuracy=0.929688
+2020-04-11 08:57:44,689 Epoch[16] Batch [850-900]	Speed: 197.61 samples/sec	accuracy=0.931406
+2020-04-11 08:58:16,572 Epoch[16] Batch [900-950]	Speed: 200.73 samples/sec	accuracy=0.929219
+2020-04-11 08:58:48,390 Epoch[16] Batch [950-1000]	Speed: 201.15 samples/sec	accuracy=0.922656
+2020-04-11 08:59:20,251 Epoch[16] Batch [1000-1050]	Speed: 200.87 samples/sec	accuracy=0.924844
+2020-04-11 08:59:51,888 Epoch[16] Batch [1050-1100]	Speed: 202.30 samples/sec	accuracy=0.924844
+2020-04-11 09:00:24,061 Epoch[16] Batch [1100-1150]	Speed: 198.93 samples/sec	accuracy=0.931719
+2020-04-11 09:00:55,647 Epoch[16] Batch [1150-1200]	Speed: 202.62 samples/sec	accuracy=0.929531
+2020-04-11 09:01:27,634 Epoch[16] Batch [1200-1250]	Speed: 200.08 samples/sec	accuracy=0.922969
+2020-04-11 09:01:59,604 Epoch[16] Batch [1250-1300]	Speed: 200.19 samples/sec	accuracy=0.922969
+2020-04-11 09:02:31,764 Epoch[16] Batch [1300-1350]	Speed: 199.00 samples/sec	accuracy=0.930625
+2020-04-11 09:03:03,898 Epoch[16] Batch [1350-1400]	Speed: 199.17 samples/sec	accuracy=0.927031
+2020-04-11 09:03:35,908 Epoch[16] Batch [1400-1450]	Speed: 199.94 samples/sec	accuracy=0.927656
+2020-04-11 09:04:08,363 Epoch[16] Batch [1450-1500]	Speed: 197.19 samples/sec	accuracy=0.928125
+2020-04-11 09:04:40,285 Epoch[16] Batch [1500-1550]	Speed: 200.49 samples/sec	accuracy=0.925312
+2020-04-11 09:05:12,569 Epoch[16] Batch [1550-1600]	Speed: 198.24 samples/sec	accuracy=0.923438
+2020-04-11 09:05:44,506 Epoch[16] Batch [1600-1650]	Speed: 200.40 samples/sec	accuracy=0.928750
+2020-04-11 09:06:16,621 Epoch[16] Batch [1650-1700]	Speed: 199.29 samples/sec	accuracy=0.923594
+2020-04-11 09:06:48,654 Epoch[16] Batch [1700-1750]	Speed: 199.79 samples/sec	accuracy=0.922969
+2020-04-11 09:07:20,885 Epoch[16] Batch [1750-1800]	Speed: 198.57 samples/sec	accuracy=0.927031
+2020-04-11 09:07:52,570 Epoch[16] Batch [1800-1850]	Speed: 201.99 samples/sec	accuracy=0.927656
+2020-04-11 09:08:24,431 Epoch[16] Batch [1850-1900]	Speed: 200.87 samples/sec	accuracy=0.928594
+2020-04-11 09:08:56,371 Epoch[16] Batch [1900-1950]	Speed: 200.38 samples/sec	accuracy=0.927813
+2020-04-11 09:09:28,341 Epoch[16] Batch [1950-2000]	Speed: 200.18 samples/sec	accuracy=0.932187
+2020-04-11 09:10:00,445 Epoch[16] Batch [2000-2050]	Speed: 199.35 samples/sec	accuracy=0.928125
+2020-04-11 09:10:32,443 Epoch[16] Batch [2050-2100]	Speed: 200.02 samples/sec	accuracy=0.927813
+2020-04-11 09:11:04,486 Epoch[16] Batch [2100-2150]	Speed: 199.74 samples/sec	accuracy=0.927031
+2020-04-11 09:11:36,602 Epoch[16] Batch [2150-2200]	Speed: 199.27 samples/sec	accuracy=0.929063
+2020-04-11 09:12:08,496 Epoch[16] Batch [2200-2250]	Speed: 200.67 samples/sec	accuracy=0.929375
+2020-04-11 09:12:40,568 Epoch[16] Batch [2250-2300]	Speed: 199.55 samples/sec	accuracy=0.930625
+2020-04-11 09:13:12,810 Epoch[16] Batch [2300-2350]	Speed: 198.50 samples/sec	accuracy=0.932969
+2020-04-11 09:13:44,645 Epoch[16] Batch [2350-2400]	Speed: 201.04 samples/sec	accuracy=0.925937
+2020-04-11 09:14:16,946 Epoch[16] Batch [2400-2450]	Speed: 198.14 samples/sec	accuracy=0.929844
+2020-04-11 09:14:49,694 Epoch[16] Batch [2450-2500]	Speed: 195.44 samples/sec	accuracy=0.923594
+2020-04-11 09:15:21,895 Epoch[16] Batch [2500-2550]	Speed: 198.75 samples/sec	accuracy=0.927188
+2020-04-11 09:15:53,709 Epoch[16] Batch [2550-2600]	Speed: 201.17 samples/sec	accuracy=0.924219
+2020-04-11 09:16:25,402 Epoch[16] Batch [2600-2650]	Speed: 201.94 samples/sec	accuracy=0.926406
+2020-04-11 09:16:57,780 Epoch[16] Batch [2650-2700]	Speed: 197.67 samples/sec	accuracy=0.928125
+2020-04-11 09:17:29,655 Epoch[16] Batch [2700-2750]	Speed: 200.78 samples/sec	accuracy=0.925000
+2020-04-11 09:18:01,424 Epoch[16] Batch [2750-2800]	Speed: 201.46 samples/sec	accuracy=0.927500
+2020-04-11 09:18:33,433 Epoch[16] Batch [2800-2850]	Speed: 199.94 samples/sec	accuracy=0.927031
+2020-04-11 09:19:05,083 Epoch[16] Batch [2850-2900]	Speed: 202.22 samples/sec	accuracy=0.925937
+2020-04-11 09:19:37,329 Epoch[16] Batch [2900-2950]	Speed: 198.47 samples/sec	accuracy=0.929219
+2020-04-11 09:20:09,058 Epoch[16] Batch [2950-3000]	Speed: 201.71 samples/sec	accuracy=0.923594
+2020-04-11 09:20:41,207 Epoch[16] Batch [3000-3050]	Speed: 199.07 samples/sec	accuracy=0.923906
+2020-04-11 09:21:12,684 Epoch[16] Batch [3050-3100]	Speed: 203.33 samples/sec	accuracy=0.926719
+2020-04-11 09:21:44,467 Epoch[16] Batch [3100-3150]	Speed: 201.36 samples/sec	accuracy=0.920781
+2020-04-11 09:22:16,471 Epoch[16] Batch [3150-3200]	Speed: 199.98 samples/sec	accuracy=0.926250
+2020-04-11 09:22:48,112 Epoch[16] Batch [3200-3250]	Speed: 202.27 samples/sec	accuracy=0.934375
+2020-04-11 09:23:20,248 Epoch[16] Batch [3250-3300]	Speed: 199.15 samples/sec	accuracy=0.928125
+2020-04-11 09:23:52,161 Epoch[16] Batch [3300-3350]	Speed: 200.55 samples/sec	accuracy=0.931094
+2020-04-11 09:24:24,200 Epoch[16] Batch [3350-3400]	Speed: 199.76 samples/sec	accuracy=0.925937
+2020-04-11 09:24:56,366 Epoch[16] Batch [3400-3450]	Speed: 198.97 samples/sec	accuracy=0.930000
+2020-04-11 09:25:28,336 Epoch[16] Batch [3450-3500]	Speed: 200.19 samples/sec	accuracy=0.922188
+2020-04-11 09:26:00,310 Epoch[16] Batch [3500-3550]	Speed: 200.16 samples/sec	accuracy=0.926406
+2020-04-11 09:26:32,114 Epoch[16] Batch [3550-3600]	Speed: 201.23 samples/sec	accuracy=0.929063
+2020-04-11 09:27:03,902 Epoch[16] Batch [3600-3650]	Speed: 201.34 samples/sec	accuracy=0.926875
+2020-04-11 09:27:36,091 Epoch[16] Batch [3650-3700]	Speed: 198.83 samples/sec	accuracy=0.926719
+2020-04-11 09:28:07,515 Epoch[16] Batch [3700-3750]	Speed: 203.66 samples/sec	accuracy=0.930312
+2020-04-11 09:28:39,721 Epoch[16] Batch [3750-3800]	Speed: 198.72 samples/sec	accuracy=0.925469
+2020-04-11 09:29:11,445 Epoch[16] Batch [3800-3850]	Speed: 201.74 samples/sec	accuracy=0.929844
+2020-04-11 09:29:43,568 Epoch[16] Batch [3850-3900]	Speed: 199.24 samples/sec	accuracy=0.926719
+2020-04-11 09:30:15,308 Epoch[16] Batch [3900-3950]	Speed: 201.64 samples/sec	accuracy=0.929219
+2020-04-11 09:30:47,525 Epoch[16] Batch [3950-4000]	Speed: 198.66 samples/sec	accuracy=0.926719
+2020-04-11 09:31:19,902 Epoch[16] Batch [4000-4050]	Speed: 197.67 samples/sec	accuracy=0.931094
+2020-04-11 09:31:51,525 Epoch[16] Batch [4050-4100]	Speed: 202.38 samples/sec	accuracy=0.930625
+2020-04-11 09:32:23,228 Epoch[16] Batch [4100-4150]	Speed: 201.87 samples/sec	accuracy=0.930781
+2020-04-11 09:32:55,231 Epoch[16] Batch [4150-4200]	Speed: 199.99 samples/sec	accuracy=0.933125
+2020-04-11 09:33:26,680 Epoch[16] Batch [4200-4250]	Speed: 203.50 samples/sec	accuracy=0.921875
+2020-04-11 09:33:58,948 Epoch[16] Batch [4250-4300]	Speed: 198.34 samples/sec	accuracy=0.928594
+2020-04-11 09:34:30,828 Epoch[16] Batch [4300-4350]	Speed: 200.76 samples/sec	accuracy=0.928438
+2020-04-11 09:35:02,433 Epoch[16] Batch [4350-4400]	Speed: 202.50 samples/sec	accuracy=0.929219
+2020-04-11 09:35:34,452 Epoch[16] Batch [4400-4450]	Speed: 199.89 samples/sec	accuracy=0.930156
+2020-04-11 09:36:06,547 Epoch[16] Batch [4450-4500]	Speed: 199.41 samples/sec	accuracy=0.923125
+2020-04-11 09:36:38,193 Epoch[16] Batch [4500-4550]	Speed: 202.23 samples/sec	accuracy=0.924531
+2020-04-11 09:37:09,871 Epoch[16] Batch [4550-4600]	Speed: 202.03 samples/sec	accuracy=0.925781
+2020-04-11 09:37:41,761 Epoch[16] Batch [4600-4650]	Speed: 200.70 samples/sec	accuracy=0.932187
+2020-04-11 09:38:13,841 Epoch[16] Batch [4650-4700]	Speed: 199.50 samples/sec	accuracy=0.928750
+2020-04-11 09:38:45,587 Epoch[16] Batch [4700-4750]	Speed: 201.60 samples/sec	accuracy=0.926250
+2020-04-11 09:39:17,745 Epoch[16] Batch [4750-4800]	Speed: 199.02 samples/sec	accuracy=0.924687
+2020-04-11 09:39:49,679 Epoch[16] Batch [4800-4850]	Speed: 200.42 samples/sec	accuracy=0.930000
+2020-04-11 09:40:21,431 Epoch[16] Batch [4850-4900]	Speed: 201.57 samples/sec	accuracy=0.928594
+2020-04-11 09:40:53,509 Epoch[16] Batch [4900-4950]	Speed: 199.51 samples/sec	accuracy=0.932813
+2020-04-11 09:41:25,469 Epoch[16] Batch [4950-5000]	Speed: 200.25 samples/sec	accuracy=0.929375
+2020-04-11 09:41:57,293 Epoch[16] Batch [5000-5050]	Speed: 201.11 samples/sec	accuracy=0.924063
+2020-04-11 09:42:29,095 Epoch[16] Batch [5050-5100]	Speed: 201.24 samples/sec	accuracy=0.927031
+2020-04-11 09:43:01,309 Epoch[16] Batch [5100-5150]	Speed: 198.67 samples/sec	accuracy=0.929844
+2020-04-11 09:43:33,417 Epoch[16] Batch [5150-5200]	Speed: 199.33 samples/sec	accuracy=0.928438
+2020-04-11 09:44:05,183 Epoch[16] Batch [5200-5250]	Speed: 201.47 samples/sec	accuracy=0.930156
+2020-04-11 09:44:37,004 Epoch[16] Batch [5250-5300]	Speed: 201.13 samples/sec	accuracy=0.927969
+2020-04-11 09:45:09,356 Epoch[16] Batch [5300-5350]	Speed: 197.82 samples/sec	accuracy=0.930000
+2020-04-11 09:45:41,234 Epoch[16] Batch [5350-5400]	Speed: 200.77 samples/sec	accuracy=0.921719
+2020-04-11 09:46:13,061 Epoch[16] Batch [5400-5450]	Speed: 201.09 samples/sec	accuracy=0.932656
+2020-04-11 09:46:44,561 Epoch[16] Batch [5450-5500]	Speed: 203.17 samples/sec	accuracy=0.925000
+2020-04-11 09:47:17,270 Epoch[16] Batch [5500-5550]	Speed: 195.67 samples/sec	accuracy=0.927969
+2020-04-11 09:47:49,161 Epoch[16] Batch [5550-5600]	Speed: 200.68 samples/sec	accuracy=0.935312
+2020-04-11 09:48:21,152 Epoch[16] Batch [5600-5650]	Speed: 200.06 samples/sec	accuracy=0.927031
+2020-04-11 09:48:52,876 Epoch[16] Batch [5650-5700]	Speed: 201.74 samples/sec	accuracy=0.923594
+2020-04-11 09:49:25,002 Epoch[16] Batch [5700-5750]	Speed: 199.22 samples/sec	accuracy=0.927500
+2020-04-11 09:49:56,873 Epoch[16] Batch [5750-5800]	Speed: 200.81 samples/sec	accuracy=0.936250
+2020-04-11 09:50:28,668 Epoch[16] Batch [5800-5850]	Speed: 201.29 samples/sec	accuracy=0.929375
+2020-04-11 09:51:00,901 Epoch[16] Batch [5850-5900]	Speed: 198.56 samples/sec	accuracy=0.927031
+2020-04-11 09:51:33,139 Epoch[16] Batch [5900-5950]	Speed: 198.52 samples/sec	accuracy=0.923438
+2020-04-11 09:52:05,248 Epoch[16] Batch [5950-6000]	Speed: 199.33 samples/sec	accuracy=0.927656
+2020-04-11 09:52:37,314 Epoch[16] Batch [6000-6050]	Speed: 199.59 samples/sec	accuracy=0.932813
+2020-04-11 09:53:09,110 Epoch[16] Batch [6050-6100]	Speed: 201.29 samples/sec	accuracy=0.930312
+2020-04-11 09:53:40,981 Epoch[16] Batch [6100-6150]	Speed: 200.81 samples/sec	accuracy=0.930000
+2020-04-11 09:54:13,059 Epoch[16] Batch [6150-6200]	Speed: 199.52 samples/sec	accuracy=0.926094
+2020-04-11 09:54:45,129 Epoch[16] Batch [6200-6250]	Speed: 199.57 samples/sec	accuracy=0.927031
+2020-04-11 09:55:17,048 Epoch[16] Batch [6250-6300]	Speed: 200.51 samples/sec	accuracy=0.930625
+2020-04-11 09:55:48,914 Epoch[16] Batch [6300-6350]	Speed: 200.84 samples/sec	accuracy=0.920000
+2020-04-11 09:56:21,040 Epoch[16] Batch [6350-6400]	Speed: 199.22 samples/sec	accuracy=0.927813
+2020-04-11 09:56:52,609 Epoch[16] Batch [6400-6450]	Speed: 202.73 samples/sec	accuracy=0.927813
+2020-04-11 09:57:24,626 Epoch[16] Batch [6450-6500]	Speed: 199.89 samples/sec	accuracy=0.930000
+2020-04-11 09:57:56,731 Epoch[16] Batch [6500-6550]	Speed: 199.35 samples/sec	accuracy=0.928906
+2020-04-11 09:58:28,738 Epoch[16] Batch [6550-6600]	Speed: 199.96 samples/sec	accuracy=0.927656
+2020-04-11 09:59:01,033 Epoch[16] Batch [6600-6650]	Speed: 198.17 samples/sec	accuracy=0.922344
+2020-04-11 09:59:33,143 Epoch[16] Batch [6650-6700]	Speed: 199.31 samples/sec	accuracy=0.920469
+2020-04-11 10:00:05,305 Epoch[16] Batch [6700-6750]	Speed: 198.99 samples/sec	accuracy=0.921094
+2020-04-11 10:00:37,255 Epoch[16] Batch [6750-6800]	Speed: 200.31 samples/sec	accuracy=0.930625
+2020-04-11 10:01:09,607 Epoch[16] Batch [6800-6850]	Speed: 197.83 samples/sec	accuracy=0.930156
+2020-04-11 10:01:41,637 Epoch[16] Batch [6850-6900]	Speed: 199.82 samples/sec	accuracy=0.926562
+2020-04-11 10:02:13,409 Epoch[16] Batch [6900-6950]	Speed: 201.43 samples/sec	accuracy=0.921406
+2020-04-11 10:02:45,349 Epoch[16] Batch [6950-7000]	Speed: 200.38 samples/sec	accuracy=0.924844
+2020-04-11 10:03:17,476 Epoch[16] Batch [7000-7050]	Speed: 199.21 samples/sec	accuracy=0.923594
+2020-04-11 10:03:49,598 Epoch[16] Batch [7050-7100]	Speed: 199.24 samples/sec	accuracy=0.927656
+2020-04-11 10:04:21,556 Epoch[16] Batch [7100-7150]	Speed: 200.26 samples/sec	accuracy=0.933125
+2020-04-11 10:04:53,832 Epoch[16] Batch [7150-7200]	Speed: 198.29 samples/sec	accuracy=0.928438
+2020-04-11 10:05:25,784 Epoch[16] Batch [7200-7250]	Speed: 200.31 samples/sec	accuracy=0.933750
+2020-04-11 10:05:57,719 Epoch[16] Batch [7250-7300]	Speed: 200.41 samples/sec	accuracy=0.930625
+2020-04-11 10:06:29,694 Epoch[16] Batch [7300-7350]	Speed: 200.15 samples/sec	accuracy=0.926719
+2020-04-11 10:07:01,773 Epoch[16] Batch [7350-7400]	Speed: 199.51 samples/sec	accuracy=0.927813
+2020-04-11 10:07:34,029 Epoch[16] Batch [7400-7450]	Speed: 198.42 samples/sec	accuracy=0.931094
+2020-04-11 10:08:06,036 Epoch[16] Batch [7450-7500]	Speed: 199.96 samples/sec	accuracy=0.924531
+2020-04-11 10:08:38,163 Epoch[16] Batch [7500-7550]	Speed: 199.21 samples/sec	accuracy=0.926094
+2020-04-11 10:09:10,236 Epoch[16] Batch [7550-7600]	Speed: 199.54 samples/sec	accuracy=0.928906
+2020-04-11 10:09:42,213 Epoch[16] Batch [7600-7650]	Speed: 200.15 samples/sec	accuracy=0.927344
+2020-04-11 10:10:14,438 Epoch[16] Batch [7650-7700]	Speed: 198.60 samples/sec	accuracy=0.921406
+2020-04-11 10:10:46,558 Epoch[16] Batch [7700-7750]	Speed: 199.25 samples/sec	accuracy=0.930937
+2020-04-11 10:11:18,798 Epoch[16] Batch [7750-7800]	Speed: 198.51 samples/sec	accuracy=0.923594
+2020-04-11 10:11:50,409 Epoch[16] Batch [7800-7850]	Speed: 202.47 samples/sec	accuracy=0.928125
+2020-04-11 10:12:22,492 Epoch[16] Batch [7850-7900]	Speed: 199.48 samples/sec	accuracy=0.928594
+2020-04-11 10:12:54,249 Epoch[16] Batch [7900-7950]	Speed: 201.54 samples/sec	accuracy=0.925312
+2020-04-11 10:13:26,009 Epoch[16] Batch [7950-8000]	Speed: 201.51 samples/sec	accuracy=0.926406
+2020-04-11 10:13:57,874 Epoch[16] Batch [8000-8050]	Speed: 200.85 samples/sec	accuracy=0.922188
+2020-04-11 10:14:29,746 Epoch[16] Batch [8050-8100]	Speed: 200.80 samples/sec	accuracy=0.933750
+2020-04-11 10:15:01,989 Epoch[16] Batch [8100-8150]	Speed: 198.49 samples/sec	accuracy=0.926719
+2020-04-11 10:15:33,698 Epoch[16] Batch [8150-8200]	Speed: 201.84 samples/sec	accuracy=0.926562
+2020-04-11 10:16:05,940 Epoch[16] Batch [8200-8250]	Speed: 198.50 samples/sec	accuracy=0.930937
+2020-04-11 10:16:37,920 Epoch[16] Batch [8250-8300]	Speed: 200.13 samples/sec	accuracy=0.928594
+2020-04-11 10:17:09,836 Epoch[16] Batch [8300-8350]	Speed: 200.53 samples/sec	accuracy=0.924063
+2020-04-11 10:17:41,920 Epoch[16] Batch [8350-8400]	Speed: 199.48 samples/sec	accuracy=0.930156
+2020-04-11 10:18:13,942 Epoch[16] Batch [8400-8450]	Speed: 199.86 samples/sec	accuracy=0.928594
+2020-04-11 10:18:46,265 Epoch[16] Batch [8450-8500]	Speed: 198.01 samples/sec	accuracy=0.925937
+2020-04-11 10:19:18,012 Epoch[16] Batch [8500-8550]	Speed: 201.59 samples/sec	accuracy=0.926875
+2020-04-11 10:19:50,726 Epoch[16] Batch [8550-8600]	Speed: 195.64 samples/sec	accuracy=0.927031
+2020-04-11 10:20:22,669 Epoch[16] Batch [8600-8650]	Speed: 200.36 samples/sec	accuracy=0.921406
+2020-04-11 10:20:54,526 Epoch[16] Batch [8650-8700]	Speed: 200.90 samples/sec	accuracy=0.932031
+2020-04-11 10:21:26,504 Epoch[16] Batch [8700-8750]	Speed: 200.14 samples/sec	accuracy=0.929531
+2020-04-11 10:21:58,528 Epoch[16] Batch [8750-8800]	Speed: 199.85 samples/sec	accuracy=0.932656
+2020-04-11 10:22:30,359 Epoch[16] Batch [8800-8850]	Speed: 201.06 samples/sec	accuracy=0.927969
+2020-04-11 10:23:02,232 Epoch[16] Batch [8850-8900]	Speed: 200.80 samples/sec	accuracy=0.925156
+2020-04-11 10:23:34,054 Epoch[16] Batch [8900-8950]	Speed: 201.12 samples/sec	accuracy=0.927344
+2020-04-11 10:24:05,651 Epoch[16] Batch [8950-9000]	Speed: 202.55 samples/sec	accuracy=0.917969
+2020-04-11 10:24:37,450 Epoch[16] Batch [9000-9050]	Speed: 201.27 samples/sec	accuracy=0.922188
+2020-04-11 10:25:09,436 Epoch[16] Batch [9050-9100]	Speed: 200.09 samples/sec	accuracy=0.932187
+2020-04-11 10:25:40,822 Epoch[16] Batch [9100-9150]	Speed: 203.91 samples/sec	accuracy=0.928906
+2020-04-11 10:26:12,922 Epoch[16] Batch [9150-9200]	Speed: 199.38 samples/sec	accuracy=0.926562
+2020-04-11 10:26:45,033 Epoch[16] Batch [9200-9250]	Speed: 199.31 samples/sec	accuracy=0.925000
+2020-04-11 10:27:16,701 Epoch[16] Batch [9250-9300]	Speed: 202.10 samples/sec	accuracy=0.928281
+2020-04-11 10:27:48,973 Epoch[16] Batch [9300-9350]	Speed: 198.32 samples/sec	accuracy=0.926875
+2020-04-11 10:28:20,491 Epoch[16] Batch [9350-9400]	Speed: 203.06 samples/sec	accuracy=0.931719
+2020-04-11 10:28:52,841 Epoch[16] Batch [9400-9450]	Speed: 197.84 samples/sec	accuracy=0.927500
+2020-04-11 10:29:24,922 Epoch[16] Batch [9450-9500]	Speed: 199.50 samples/sec	accuracy=0.926562
+2020-04-11 10:29:56,693 Epoch[16] Batch [9500-9550]	Speed: 201.44 samples/sec	accuracy=0.930000
+2020-04-11 10:30:28,733 Epoch[16] Batch [9550-9600]	Speed: 199.75 samples/sec	accuracy=0.929219
+2020-04-11 10:31:00,906 Epoch[16] Batch [9600-9650]	Speed: 198.92 samples/sec	accuracy=0.925469
+2020-04-11 10:31:33,103 Epoch[16] Batch [9650-9700]	Speed: 198.78 samples/sec	accuracy=0.928594
+2020-04-11 10:32:04,753 Epoch[16] Batch [9700-9750]	Speed: 202.21 samples/sec	accuracy=0.929531
+2020-04-11 10:32:36,559 Epoch[16] Batch [9750-9800]	Speed: 201.22 samples/sec	accuracy=0.921719
+2020-04-11 10:33:08,582 Epoch[16] Batch [9800-9850]	Speed: 199.86 samples/sec	accuracy=0.929375
+2020-04-11 10:33:40,647 Epoch[16] Batch [9850-9900]	Speed: 199.60 samples/sec	accuracy=0.928594
+2020-04-11 10:34:12,726 Epoch[16] Batch [9900-9950]	Speed: 199.51 samples/sec	accuracy=0.925781
+2020-04-11 10:34:44,476 Epoch[16] Batch [9950-10000]	Speed: 201.58 samples/sec	accuracy=0.928125
+2020-04-11 10:35:16,362 Epoch[16] Batch [10000-10050]	Speed: 200.71 samples/sec	accuracy=0.928594
+2020-04-11 10:35:48,308 Epoch[16] Batch [10050-10100]	Speed: 200.34 samples/sec	accuracy=0.926406
+2020-04-11 10:36:20,351 Epoch[16] Batch [10100-10150]	Speed: 199.73 samples/sec	accuracy=0.921562
+2020-04-11 10:36:52,705 Epoch[16] Batch [10150-10200]	Speed: 197.82 samples/sec	accuracy=0.925937
+2020-04-11 10:37:24,533 Epoch[16] Batch [10200-10250]	Speed: 201.08 samples/sec	accuracy=0.927344
+2020-04-11 10:37:56,758 Epoch[16] Batch [10250-10300]	Speed: 198.61 samples/sec	accuracy=0.925000
+2020-04-11 10:38:28,567 Epoch[16] Batch [10300-10350]	Speed: 201.20 samples/sec	accuracy=0.927656
+2020-04-11 10:39:00,267 Epoch[16] Batch [10350-10400]	Speed: 201.90 samples/sec	accuracy=0.927500
+2020-04-11 10:39:32,329 Epoch[16] Batch [10400-10450]	Speed: 199.61 samples/sec	accuracy=0.928281
+2020-04-11 10:40:03,818 Epoch[16] Batch [10450-10500]	Speed: 203.25 samples/sec	accuracy=0.925469
+2020-04-11 10:40:35,680 Epoch[16] Batch [10500-10550]	Speed: 200.87 samples/sec	accuracy=0.923594
+2020-04-11 10:41:07,557 Epoch[16] Batch [10550-10600]	Speed: 200.78 samples/sec	accuracy=0.927500
+2020-04-11 10:41:39,558 Epoch[16] Batch [10600-10650]	Speed: 199.99 samples/sec	accuracy=0.932187
+2020-04-11 10:42:11,373 Epoch[16] Batch [10650-10700]	Speed: 201.17 samples/sec	accuracy=0.927500
+2020-04-11 10:42:42,714 Epoch[16] Batch [10700-10750]	Speed: 204.21 samples/sec	accuracy=0.928750
+2020-04-11 10:43:14,890 Epoch[16] Batch [10750-10800]	Speed: 198.91 samples/sec	accuracy=0.921406
+2020-04-11 10:43:46,587 Epoch[16] Batch [10800-10850]	Speed: 201.91 samples/sec	accuracy=0.926094
+2020-04-11 10:44:18,393 Epoch[16] Batch [10850-10900]	Speed: 201.22 samples/sec	accuracy=0.922813
+2020-04-11 10:44:50,700 Epoch[16] Batch [10900-10950]	Speed: 198.10 samples/sec	accuracy=0.927656
+2020-04-11 10:45:23,111 Epoch[16] Batch [10950-11000]	Speed: 197.47 samples/sec	accuracy=0.930312
+2020-04-11 10:45:55,104 Epoch[16] Batch [11000-11050]	Speed: 200.04 samples/sec	accuracy=0.927188
+2020-04-11 10:46:26,786 Epoch[16] Batch [11050-11100]	Speed: 202.00 samples/sec	accuracy=0.925469
+2020-04-11 10:46:58,224 Epoch[16] Batch [11100-11150]	Speed: 203.58 samples/sec	accuracy=0.924219
+2020-04-11 10:47:29,820 Epoch[16] Batch [11150-11200]	Speed: 202.56 samples/sec	accuracy=0.927969
+2020-04-11 10:48:01,687 Epoch[16] Batch [11200-11250]	Speed: 200.84 samples/sec	accuracy=0.929688
+2020-04-11 10:48:34,041 Epoch[16] Batch [11250-11300]	Speed: 197.81 samples/sec	accuracy=0.930156
+2020-04-11 10:49:05,946 Epoch[16] Batch [11300-11350]	Speed: 200.60 samples/sec	accuracy=0.926719
+2020-04-11 10:49:37,915 Epoch[16] Batch [11350-11400]	Speed: 200.20 samples/sec	accuracy=0.927031
+2020-04-11 10:50:09,797 Epoch[16] Batch [11400-11450]	Speed: 200.74 samples/sec	accuracy=0.935469
+2020-04-11 10:50:42,002 Epoch[16] Batch [11450-11500]	Speed: 198.73 samples/sec	accuracy=0.926562
+2020-04-11 10:51:14,066 Epoch[16] Batch [11500-11550]	Speed: 199.60 samples/sec	accuracy=0.929531
+2020-04-11 10:51:45,952 Epoch[16] Batch [11550-11600]	Speed: 200.71 samples/sec	accuracy=0.928906
+2020-04-11 10:52:18,472 Epoch[16] Batch [11600-11650]	Speed: 196.81 samples/sec	accuracy=0.925625
+2020-04-11 10:52:50,292 Epoch[16] Batch [11650-11700]	Speed: 201.13 samples/sec	accuracy=0.923906
+2020-04-11 10:53:21,746 Epoch[16] Batch [11700-11750]	Speed: 203.47 samples/sec	accuracy=0.927188
+2020-04-11 10:53:54,035 Epoch[16] Batch [11750-11800]	Speed: 198.21 samples/sec	accuracy=0.932813
+2020-04-11 10:54:26,005 Epoch[16] Batch [11800-11850]	Speed: 200.19 samples/sec	accuracy=0.930469
+2020-04-11 10:54:57,996 Epoch[16] Batch [11850-11900]	Speed: 200.05 samples/sec	accuracy=0.927969
+2020-04-11 10:55:30,232 Epoch[16] Batch [11900-11950]	Speed: 198.54 samples/sec	accuracy=0.929844
+2020-04-11 10:56:02,031 Epoch[16] Batch [11950-12000]	Speed: 201.27 samples/sec	accuracy=0.927031
+2020-04-11 10:56:34,130 Epoch[16] Batch [12000-12050]	Speed: 199.38 samples/sec	accuracy=0.931875
+2020-04-11 10:57:05,872 Epoch[16] Batch [12050-12100]	Speed: 201.63 samples/sec	accuracy=0.937656
+2020-04-11 10:57:38,022 Epoch[16] Batch [12100-12150]	Speed: 199.07 samples/sec	accuracy=0.925312
+2020-04-11 10:58:09,884 Epoch[16] Batch [12150-12200]	Speed: 200.87 samples/sec	accuracy=0.932344
+2020-04-11 10:58:42,076 Epoch[16] Batch [12200-12250]	Speed: 198.81 samples/sec	accuracy=0.925625
+2020-04-11 10:59:14,137 Epoch[16] Batch [12250-12300]	Speed: 199.62 samples/sec	accuracy=0.927188
+2020-04-11 10:59:45,951 Epoch[16] Batch [12300-12350]	Speed: 201.17 samples/sec	accuracy=0.934219
+2020-04-11 11:00:18,030 Epoch[16] Batch [12350-12400]	Speed: 199.51 samples/sec	accuracy=0.926406
+2020-04-11 11:00:50,127 Epoch[16] Batch [12400-12450]	Speed: 199.40 samples/sec	accuracy=0.927188
+2020-04-11 11:01:22,290 Epoch[16] Batch [12450-12500]	Speed: 198.99 samples/sec	accuracy=0.927656
+2020-04-11 11:01:54,307 Epoch[16] Batch [12500-12550]	Speed: 199.89 samples/sec	accuracy=0.927344
+2020-04-11 11:02:25,858 Epoch[16] Batch [12550-12600]	Speed: 202.85 samples/sec	accuracy=0.928750
+2020-04-11 11:02:57,478 Epoch[16] Batch [12600-12650]	Speed: 202.41 samples/sec	accuracy=0.925469
+2020-04-11 11:03:29,472 Epoch[16] Batch [12650-12700]	Speed: 200.04 samples/sec	accuracy=0.921719
+2020-04-11 11:04:01,360 Epoch[16] Batch [12700-12750]	Speed: 200.70 samples/sec	accuracy=0.921406
+2020-04-11 11:04:33,533 Epoch[16] Batch [12750-12800]	Speed: 198.92 samples/sec	accuracy=0.933750
+2020-04-11 11:05:05,354 Epoch[16] Batch [12800-12850]	Speed: 201.13 samples/sec	accuracy=0.929688
+2020-04-11 11:05:37,686 Epoch[16] Batch [12850-12900]	Speed: 197.95 samples/sec	accuracy=0.926562
+2020-04-11 11:06:09,550 Epoch[16] Batch [12900-12950]	Speed: 200.86 samples/sec	accuracy=0.930156
+2020-04-11 11:06:41,193 Epoch[16] Batch [12950-13000]	Speed: 202.26 samples/sec	accuracy=0.927031
+2020-04-11 11:07:13,157 Epoch[16] Batch [13000-13050]	Speed: 200.23 samples/sec	accuracy=0.925469
+2020-04-11 11:07:45,024 Epoch[16] Batch [13050-13100]	Speed: 200.83 samples/sec	accuracy=0.929219
+2020-04-11 11:08:16,672 Epoch[16] Batch [13100-13150]	Speed: 202.22 samples/sec	accuracy=0.929844
+2020-04-11 11:08:49,365 Epoch[16] Batch [13150-13200]	Speed: 195.77 samples/sec	accuracy=0.929063
+2020-04-11 11:09:21,705 Epoch[16] Batch [13200-13250]	Speed: 197.90 samples/sec	accuracy=0.924844
+2020-04-11 11:09:53,948 Epoch[16] Batch [13250-13300]	Speed: 198.49 samples/sec	accuracy=0.932813
+2020-04-11 11:10:25,959 Epoch[16] Batch [13300-13350]	Speed: 199.94 samples/sec	accuracy=0.926719
+2020-04-11 11:10:57,592 Epoch[16] Batch [13350-13400]	Speed: 202.32 samples/sec	accuracy=0.925781
+2020-04-11 11:11:29,644 Epoch[16] Batch [13400-13450]	Speed: 199.68 samples/sec	accuracy=0.927188
+2020-04-11 11:12:01,679 Epoch[16] Batch [13450-13500]	Speed: 199.78 samples/sec	accuracy=0.926094
+2020-04-11 11:12:33,555 Epoch[16] Batch [13500-13550]	Speed: 200.78 samples/sec	accuracy=0.928906
+2020-04-11 11:13:05,452 Epoch[16] Batch [13550-13600]	Speed: 200.64 samples/sec	accuracy=0.933438
+2020-04-11 11:13:37,665 Epoch[16] Batch [13600-13650]	Speed: 198.68 samples/sec	accuracy=0.927344
+2020-04-11 11:14:09,286 Epoch[16] Batch [13650-13700]	Speed: 202.40 samples/sec	accuracy=0.921562
+2020-04-11 11:14:41,156 Epoch[16] Batch [13700-13750]	Speed: 200.81 samples/sec	accuracy=0.931562
+2020-04-11 11:15:13,223 Epoch[16] Batch [13750-13800]	Speed: 199.59 samples/sec	accuracy=0.929531
+2020-04-11 11:15:45,447 Epoch[16] Batch [13800-13850]	Speed: 198.61 samples/sec	accuracy=0.930469
+2020-04-11 11:16:17,462 Epoch[16] Batch [13850-13900]	Speed: 199.91 samples/sec	accuracy=0.925469
+2020-04-11 11:16:49,332 Epoch[16] Batch [13900-13950]	Speed: 200.82 samples/sec	accuracy=0.929531
+2020-04-11 11:17:21,600 Epoch[16] Batch [13950-14000]	Speed: 198.34 samples/sec	accuracy=0.927813
+2020-04-11 11:17:53,513 Epoch[16] Batch [14000-14050]	Speed: 200.55 samples/sec	accuracy=0.924844
+2020-04-11 11:18:25,434 Epoch[16] Batch [14050-14100]	Speed: 200.50 samples/sec	accuracy=0.923906
+2020-04-11 11:18:57,580 Epoch[16] Batch [14100-14150]	Speed: 199.09 samples/sec	accuracy=0.923281
+2020-04-11 11:19:29,570 Epoch[16] Batch [14150-14200]	Speed: 200.06 samples/sec	accuracy=0.932813
+2020-04-11 11:20:01,137 Epoch[16] Batch [14200-14250]	Speed: 202.74 samples/sec	accuracy=0.927813
+2020-04-11 11:20:33,310 Epoch[16] Batch [14250-14300]	Speed: 198.92 samples/sec	accuracy=0.924219
+2020-04-11 11:21:05,261 Epoch[16] Batch [14300-14350]	Speed: 200.31 samples/sec	accuracy=0.922969
+2020-04-11 11:21:37,548 Epoch[16] Batch [14350-14400]	Speed: 198.22 samples/sec	accuracy=0.927031
+2020-04-11 11:22:09,688 Epoch[16] Batch [14400-14450]	Speed: 199.13 samples/sec	accuracy=0.924063
+2020-04-11 11:22:41,631 Epoch[16] Batch [14450-14500]	Speed: 200.36 samples/sec	accuracy=0.930312
+2020-04-11 11:23:13,370 Epoch[16] Batch [14500-14550]	Speed: 201.64 samples/sec	accuracy=0.923281
+2020-04-11 11:23:45,328 Epoch[16] Batch [14550-14600]	Speed: 200.26 samples/sec	accuracy=0.924375
+2020-04-11 11:24:17,114 Epoch[16] Batch [14600-14650]	Speed: 201.35 samples/sec	accuracy=0.929844
+2020-04-11 11:24:49,369 Epoch[16] Batch [14650-14700]	Speed: 198.42 samples/sec	accuracy=0.922969
+2020-04-11 11:25:21,531 Epoch[16] Batch [14700-14750]	Speed: 198.99 samples/sec	accuracy=0.933438
+2020-04-11 11:25:53,505 Epoch[16] Batch [14750-14800]	Speed: 200.16 samples/sec	accuracy=0.926094
+2020-04-11 11:26:25,595 Epoch[16] Batch [14800-14850]	Speed: 199.44 samples/sec	accuracy=0.928750
+2020-04-11 11:26:57,495 Epoch[16] Batch [14850-14900]	Speed: 200.63 samples/sec	accuracy=0.928594
+2020-04-11 11:27:29,636 Epoch[16] Batch [14900-14950]	Speed: 199.12 samples/sec	accuracy=0.930312
+2020-04-11 11:28:01,558 Epoch[16] Batch [14950-15000]	Speed: 200.49 samples/sec	accuracy=0.927969
+2020-04-11 11:28:33,729 Epoch[16] Batch [15000-15050]	Speed: 198.94 samples/sec	accuracy=0.930469
+2020-04-11 11:29:05,918 Epoch[16] Batch [15050-15100]	Speed: 198.83 samples/sec	accuracy=0.928438
+2020-04-11 11:29:38,031 Epoch[16] Batch [15100-15150]	Speed: 199.30 samples/sec	accuracy=0.925312
+2020-04-11 11:30:09,929 Epoch[16] Batch [15150-15200]	Speed: 200.64 samples/sec	accuracy=0.925312
+2020-04-11 11:30:42,104 Epoch[16] Batch [15200-15250]	Speed: 198.91 samples/sec	accuracy=0.932813
+2020-04-11 11:31:13,960 Epoch[16] Batch [15250-15300]	Speed: 200.91 samples/sec	accuracy=0.926250
+2020-04-11 11:31:45,856 Epoch[16] Batch [15300-15350]	Speed: 200.65 samples/sec	accuracy=0.925937
+2020-04-11 11:32:17,698 Epoch[16] Batch [15350-15400]	Speed: 200.99 samples/sec	accuracy=0.926406
+2020-04-11 11:32:49,664 Epoch[16] Batch [15400-15450]	Speed: 200.21 samples/sec	accuracy=0.927656
+2020-04-11 11:33:21,571 Epoch[16] Batch [15450-15500]	Speed: 200.58 samples/sec	accuracy=0.926719
+2020-04-11 11:33:53,832 Epoch[16] Batch [15500-15550]	Speed: 198.39 samples/sec	accuracy=0.931094
+2020-04-11 11:34:25,969 Epoch[16] Batch [15550-15600]	Speed: 199.15 samples/sec	accuracy=0.931562
+2020-04-11 11:34:58,025 Epoch[16] Batch [15600-15650]	Speed: 199.65 samples/sec	accuracy=0.929063
+2020-04-11 11:35:30,109 Epoch[16] Batch [15650-15700]	Speed: 199.48 samples/sec	accuracy=0.927344
+2020-04-11 11:36:02,085 Epoch[16] Batch [15700-15750]	Speed: 200.15 samples/sec	accuracy=0.933125
+2020-04-11 11:36:33,770 Epoch[16] Batch [15750-15800]	Speed: 201.99 samples/sec	accuracy=0.927500
+2020-04-11 11:37:05,788 Epoch[16] Batch [15800-15850]	Speed: 199.89 samples/sec	accuracy=0.924844
+2020-04-11 11:37:37,706 Epoch[16] Batch [15850-15900]	Speed: 200.51 samples/sec	accuracy=0.927813
+2020-04-11 11:38:09,485 Epoch[16] Batch [15900-15950]	Speed: 201.39 samples/sec	accuracy=0.926406
+2020-04-11 11:38:41,813 Epoch[16] Batch [15950-16000]	Speed: 197.98 samples/sec	accuracy=0.926562
+2020-04-11 11:39:13,927 Epoch[16] Batch [16000-16050]	Speed: 199.29 samples/sec	accuracy=0.926250
+2020-04-11 11:39:45,808 Epoch[16] Batch [16050-16100]	Speed: 200.75 samples/sec	accuracy=0.934688
+2020-04-11 11:40:17,830 Epoch[16] Batch [16100-16150]	Speed: 199.87 samples/sec	accuracy=0.929688
+2020-04-11 11:40:49,639 Epoch[16] Batch [16150-16200]	Speed: 201.20 samples/sec	accuracy=0.928438
+2020-04-11 11:41:22,188 Epoch[16] Batch [16200-16250]	Speed: 196.63 samples/sec	accuracy=0.925469
+2020-04-11 11:41:54,208 Epoch[16] Batch [16250-16300]	Speed: 199.88 samples/sec	accuracy=0.931562
+2020-04-11 11:42:26,414 Epoch[16] Batch [16300-16350]	Speed: 198.72 samples/sec	accuracy=0.930312
+2020-04-11 11:42:58,675 Epoch[16] Batch [16350-16400]	Speed: 198.39 samples/sec	accuracy=0.931406
+2020-04-11 11:43:30,719 Epoch[16] Batch [16400-16450]	Speed: 199.73 samples/sec	accuracy=0.925625
+2020-04-11 11:44:02,512 Epoch[16] Batch [16450-16500]	Speed: 201.30 samples/sec	accuracy=0.928594
+2020-04-11 11:44:34,475 Epoch[16] Batch [16500-16550]	Speed: 200.23 samples/sec	accuracy=0.929375
+2020-04-11 11:45:06,277 Epoch[16] Batch [16550-16600]	Speed: 201.25 samples/sec	accuracy=0.929219
+2020-04-11 11:45:38,463 Epoch[16] Batch [16600-16650]	Speed: 198.84 samples/sec	accuracy=0.927031
+2020-04-11 11:46:10,657 Epoch[16] Batch [16650-16700]	Speed: 198.80 samples/sec	accuracy=0.932187
+2020-04-11 11:46:42,642 Epoch[16] Batch [16700-16750]	Speed: 200.10 samples/sec	accuracy=0.926562
+2020-04-11 11:47:14,536 Epoch[16] Batch [16750-16800]	Speed: 200.66 samples/sec	accuracy=0.926406
+2020-04-11 11:47:46,353 Epoch[16] Batch [16800-16850]	Speed: 201.15 samples/sec	accuracy=0.923281
+2020-04-11 11:48:18,522 Epoch[16] Batch [16850-16900]	Speed: 198.95 samples/sec	accuracy=0.929688
+2020-04-11 11:48:50,267 Epoch[16] Batch [16900-16950]	Speed: 201.61 samples/sec	accuracy=0.924375
+2020-04-11 11:49:22,209 Epoch[16] Batch [16950-17000]	Speed: 200.36 samples/sec	accuracy=0.925312
+2020-04-11 11:49:54,100 Epoch[16] Batch [17000-17050]	Speed: 200.69 samples/sec	accuracy=0.923750
+2020-04-11 11:50:25,769 Epoch[16] Batch [17050-17100]	Speed: 202.09 samples/sec	accuracy=0.921719
+2020-04-11 11:50:58,088 Epoch[16] Batch [17100-17150]	Speed: 198.03 samples/sec	accuracy=0.929688
+2020-04-11 11:51:29,921 Epoch[16] Batch [17150-17200]	Speed: 201.05 samples/sec	accuracy=0.921562
+2020-04-11 11:52:01,859 Epoch[16] Batch [17200-17250]	Speed: 200.39 samples/sec	accuracy=0.924844
+2020-04-11 11:52:33,889 Epoch[16] Batch [17250-17300]	Speed: 199.82 samples/sec	accuracy=0.929531
+2020-04-11 11:53:05,716 Epoch[16] Batch [17300-17350]	Speed: 201.09 samples/sec	accuracy=0.930312
+2020-04-11 11:53:37,711 Epoch[16] Batch [17350-17400]	Speed: 200.03 samples/sec	accuracy=0.923906
+2020-04-11 11:54:09,956 Epoch[16] Batch [17400-17450]	Speed: 198.49 samples/sec	accuracy=0.927344
+2020-04-11 11:54:41,929 Epoch[16] Batch [17450-17500]	Speed: 200.17 samples/sec	accuracy=0.931406
+2020-04-11 11:55:13,619 Epoch[16] Batch [17500-17550]	Speed: 201.96 samples/sec	accuracy=0.928594
+2020-04-11 11:55:45,848 Epoch[16] Batch [17550-17600]	Speed: 198.58 samples/sec	accuracy=0.930156
+2020-04-11 11:56:18,027 Epoch[16] Batch [17600-17650]	Speed: 198.88 samples/sec	accuracy=0.927500
+2020-04-11 11:56:49,901 Epoch[16] Batch [17650-17700]	Speed: 200.80 samples/sec	accuracy=0.930937
+2020-04-11 11:57:21,635 Epoch[16] Batch [17700-17750]	Speed: 201.68 samples/sec	accuracy=0.923594
+2020-04-11 11:57:54,035 Epoch[16] Batch [17750-17800]	Speed: 197.53 samples/sec	accuracy=0.930312
+2020-04-11 11:58:25,618 Epoch[16] Batch [17800-17850]	Speed: 202.65 samples/sec	accuracy=0.928594
+2020-04-11 11:58:57,606 Epoch[16] Batch [17850-17900]	Speed: 200.07 samples/sec	accuracy=0.925625
+2020-04-11 11:59:29,378 Epoch[16] Batch [17900-17950]	Speed: 201.44 samples/sec	accuracy=0.929844
+2020-04-11 12:00:01,527 Epoch[16] Batch [17950-18000]	Speed: 199.08 samples/sec	accuracy=0.924844
+2020-04-11 12:00:33,584 Epoch[16] Batch [18000-18050]	Speed: 199.64 samples/sec	accuracy=0.929844
+2020-04-11 12:01:05,635 Epoch[16] Batch [18050-18100]	Speed: 199.68 samples/sec	accuracy=0.927500
+2020-04-11 12:01:37,635 Epoch[16] Batch [18100-18150]	Speed: 200.00 samples/sec	accuracy=0.926250
+2020-04-11 12:02:09,271 Epoch[16] Batch [18150-18200]	Speed: 202.30 samples/sec	accuracy=0.932813
+2020-04-11 12:02:41,475 Epoch[16] Batch [18200-18250]	Speed: 198.74 samples/sec	accuracy=0.926406
+2020-04-11 12:03:13,294 Epoch[16] Batch [18250-18300]	Speed: 201.14 samples/sec	accuracy=0.923906
+2020-04-11 12:03:45,370 Epoch[16] Batch [18300-18350]	Speed: 199.53 samples/sec	accuracy=0.924219
+2020-04-11 12:04:17,673 Epoch[16] Batch [18350-18400]	Speed: 198.12 samples/sec	accuracy=0.933125
+2020-04-11 12:04:49,498 Epoch[16] Batch [18400-18450]	Speed: 201.10 samples/sec	accuracy=0.927031
+2020-04-11 12:05:21,886 Epoch[16] Batch [18450-18500]	Speed: 197.60 samples/sec	accuracy=0.923594
+2020-04-11 12:05:53,782 Epoch[16] Batch [18500-18550]	Speed: 200.66 samples/sec	accuracy=0.927188
+2020-04-11 12:06:25,532 Epoch[16] Batch [18550-18600]	Speed: 201.57 samples/sec	accuracy=0.928594
+2020-04-11 12:06:57,767 Epoch[16] Batch [18600-18650]	Speed: 198.54 samples/sec	accuracy=0.925469
+2020-04-11 12:07:29,709 Epoch[16] Batch [18650-18700]	Speed: 200.37 samples/sec	accuracy=0.927031
+2020-04-11 12:08:01,784 Epoch[16] Batch [18700-18750]	Speed: 199.53 samples/sec	accuracy=0.931562
+2020-04-11 12:08:33,674 Epoch[16] Batch [18750-18800]	Speed: 200.69 samples/sec	accuracy=0.927500
+2020-04-11 12:09:05,748 Epoch[16] Batch [18800-18850]	Speed: 199.54 samples/sec	accuracy=0.927813
+2020-04-11 12:09:37,991 Epoch[16] Batch [18850-18900]	Speed: 198.49 samples/sec	accuracy=0.934375
+2020-04-11 12:10:09,934 Epoch[16] Batch [18900-18950]	Speed: 200.35 samples/sec	accuracy=0.935781
+2020-04-11 12:10:41,983 Epoch[16] Batch [18950-19000]	Speed: 199.69 samples/sec	accuracy=0.931406
+2020-04-11 12:11:13,444 Epoch[16] Batch [19000-19050]	Speed: 203.43 samples/sec	accuracy=0.926719
+2020-04-11 12:11:45,361 Epoch[16] Batch [19050-19100]	Speed: 200.52 samples/sec	accuracy=0.930625
+2020-04-11 12:12:17,387 Epoch[16] Batch [19100-19150]	Speed: 199.84 samples/sec	accuracy=0.929375
+2020-04-11 12:12:49,284 Epoch[16] Batch [19150-19200]	Speed: 200.65 samples/sec	accuracy=0.925937
+2020-04-11 12:13:21,331 Epoch[16] Batch [19200-19250]	Speed: 199.70 samples/sec	accuracy=0.928125
+2020-04-11 12:13:54,162 Epoch[16] Batch [19250-19300]	Speed: 194.94 samples/sec	accuracy=0.929375
+2020-04-11 12:14:25,967 Epoch[16] Batch [19300-19350]	Speed: 201.22 samples/sec	accuracy=0.928125
+2020-04-11 12:14:57,789 Epoch[16] Batch [19350-19400]	Speed: 201.12 samples/sec	accuracy=0.932500
+2020-04-11 12:15:29,810 Epoch[16] Batch [19400-19450]	Speed: 199.87 samples/sec	accuracy=0.921875
+2020-04-11 12:16:01,326 Epoch[16] Batch [19450-19500]	Speed: 203.07 samples/sec	accuracy=0.931875
+2020-04-11 12:16:32,969 Epoch[16] Batch [19500-19550]	Speed: 202.26 samples/sec	accuracy=0.927344
+2020-04-11 12:17:05,149 Epoch[16] Batch [19550-19600]	Speed: 198.88 samples/sec	accuracy=0.928125
+2020-04-11 12:17:36,973 Epoch[16] Batch [19600-19650]	Speed: 201.11 samples/sec	accuracy=0.924063
+2020-04-11 12:18:08,816 Epoch[16] Batch [19650-19700]	Speed: 200.99 samples/sec	accuracy=0.925156
+2020-04-11 12:18:40,871 Epoch[16] Batch [19700-19750]	Speed: 199.66 samples/sec	accuracy=0.922500
+2020-04-11 12:19:12,681 Epoch[16] Batch [19750-19800]	Speed: 201.19 samples/sec	accuracy=0.925156
+2020-04-11 12:19:44,519 Epoch[16] Batch [19800-19850]	Speed: 201.02 samples/sec	accuracy=0.925469
+2020-04-11 12:20:16,458 Epoch[16] Batch [19850-19900]	Speed: 200.38 samples/sec	accuracy=0.928281
+2020-04-11 12:20:48,222 Epoch[16] Batch [19900-19950]	Speed: 201.49 samples/sec	accuracy=0.924375
+2020-04-11 12:21:20,205 Epoch[16] Batch [19950-20000]	Speed: 200.11 samples/sec	accuracy=0.928125
+2020-04-11 12:21:51,924 Epoch[16] Batch [20000-20050]	Speed: 201.77 samples/sec	accuracy=0.928438
+2020-04-11 12:22:23,487 Epoch[16] Batch [20050-20100]	Speed: 202.77 samples/sec	accuracy=0.924844
+2020-04-11 12:22:55,421 Epoch[16] Batch [20100-20150]	Speed: 200.41 samples/sec	accuracy=0.928125
+2020-04-11 12:23:27,782 Epoch[16] Batch [20150-20200]	Speed: 197.77 samples/sec	accuracy=0.925469
+2020-04-11 12:23:59,883 Epoch[16] Batch [20200-20250]	Speed: 199.37 samples/sec	accuracy=0.925469
+2020-04-11 12:24:31,769 Epoch[16] Batch [20250-20300]	Speed: 200.72 samples/sec	accuracy=0.927031
+2020-04-11 12:25:03,786 Epoch[16] Batch [20300-20350]	Speed: 199.89 samples/sec	accuracy=0.927344
+2020-04-11 12:25:35,980 Epoch[16] Batch [20350-20400]	Speed: 198.79 samples/sec	accuracy=0.925937
+2020-04-11 12:26:07,786 Epoch[16] Batch [20400-20450]	Speed: 201.22 samples/sec	accuracy=0.920625
+2020-04-11 12:26:39,586 Epoch[16] Batch [20450-20500]	Speed: 201.26 samples/sec	accuracy=0.920312
+2020-04-11 12:27:11,756 Epoch[16] Batch [20500-20550]	Speed: 198.95 samples/sec	accuracy=0.927500
+2020-04-11 12:27:43,622 Epoch[16] Batch [20550-20600]	Speed: 200.84 samples/sec	accuracy=0.924531
+2020-04-11 12:28:15,972 Epoch[16] Batch [20600-20650]	Speed: 197.84 samples/sec	accuracy=0.931250
+2020-04-11 12:28:45,999 Epoch[16] Batch [20650-20700]	Speed: 213.15 samples/sec	accuracy=0.927500
+2020-04-11 12:29:15,625 Epoch[16] Batch [20700-20750]	Speed: 216.03 samples/sec	accuracy=0.926875
+2020-04-11 12:29:44,753 Epoch[16] Batch [20750-20800]	Speed: 219.72 samples/sec	accuracy=0.927031
+2020-04-11 12:30:14,349 Epoch[16] Batch [20800-20850]	Speed: 216.25 samples/sec	accuracy=0.927656
+2020-04-11 12:30:43,796 Epoch[16] Batch [20850-20900]	Speed: 217.35 samples/sec	accuracy=0.928281
+2020-04-11 12:31:13,143 Epoch[16] Batch [20900-20950]	Speed: 218.08 samples/sec	accuracy=0.925000
+2020-04-11 12:31:42,426 Epoch[16] Batch [20950-21000]	Speed: 218.55 samples/sec	accuracy=0.927656
+2020-04-11 12:32:11,916 Epoch[16] Batch [21000-21050]	Speed: 217.03 samples/sec	accuracy=0.928750
+2020-04-11 12:32:41,326 Epoch[16] Batch [21050-21100]	Speed: 217.61 samples/sec	accuracy=0.931094
+2020-04-11 12:33:10,942 Epoch[16] Batch [21100-21150]	Speed: 216.10 samples/sec	accuracy=0.927813
+2020-04-11 12:33:40,218 Epoch[16] Batch [21150-21200]	Speed: 218.62 samples/sec	accuracy=0.923281
+2020-04-11 12:34:09,695 Epoch[16] Batch [21200-21250]	Speed: 217.12 samples/sec	accuracy=0.922188
+2020-04-11 12:34:39,056 Epoch[16] Batch [21250-21300]	Speed: 217.98 samples/sec	accuracy=0.925312
+2020-04-11 12:35:08,611 Epoch[16] Batch [21300-21350]	Speed: 216.54 samples/sec	accuracy=0.926562
+2020-04-11 12:35:37,731 Epoch[16] Batch [21350-21400]	Speed: 219.78 samples/sec	accuracy=0.922969
+2020-04-11 12:36:06,922 Epoch[16] Batch [21400-21450]	Speed: 219.25 samples/sec	accuracy=0.925469
+2020-04-11 12:36:36,245 Epoch[16] Batch [21450-21500]	Speed: 218.26 samples/sec	accuracy=0.923281
+2020-04-11 12:37:05,629 Epoch[16] Batch [21500-21550]	Speed: 217.81 samples/sec	accuracy=0.926094
+2020-04-11 12:37:35,016 Epoch[16] Batch [21550-21600]	Speed: 217.78 samples/sec	accuracy=0.927813
+2020-04-11 12:38:04,620 Epoch[16] Batch [21600-21650]	Speed: 216.19 samples/sec	accuracy=0.926875
+2020-04-11 12:38:34,172 Epoch[16] Batch [21650-21700]	Speed: 216.57 samples/sec	accuracy=0.930000
+2020-04-11 12:39:03,658 Epoch[16] Batch [21700-21750]	Speed: 217.06 samples/sec	accuracy=0.929375
+2020-04-11 12:39:33,198 Epoch[16] Batch [21750-21800]	Speed: 216.65 samples/sec	accuracy=0.925781
+2020-04-11 12:40:02,439 Epoch[16] Batch [21800-21850]	Speed: 218.87 samples/sec	accuracy=0.929531
+2020-04-11 12:40:31,615 Epoch[16] Batch [21850-21900]	Speed: 219.36 samples/sec	accuracy=0.929688
+2020-04-11 12:41:00,549 Epoch[16] Batch [21900-21950]	Speed: 221.19 samples/sec	accuracy=0.927813
+2020-04-11 12:41:29,905 Epoch[16] Batch [21950-22000]	Speed: 218.02 samples/sec	accuracy=0.927813
+2020-04-11 12:41:59,172 Epoch[16] Batch [22000-22050]	Speed: 218.68 samples/sec	accuracy=0.929063
+2020-04-11 12:42:28,635 Epoch[16] Batch [22050-22100]	Speed: 217.22 samples/sec	accuracy=0.926562
+2020-04-11 12:42:57,910 Epoch[16] Batch [22100-22150]	Speed: 218.62 samples/sec	accuracy=0.931562
+2020-04-11 12:43:27,208 Epoch[16] Batch [22150-22200]	Speed: 218.44 samples/sec	accuracy=0.928906
+2020-04-11 12:43:56,607 Epoch[16] Batch [22200-22250]	Speed: 217.69 samples/sec	accuracy=0.927969
+2020-04-11 12:44:25,957 Epoch[16] Batch [22250-22300]	Speed: 218.06 samples/sec	accuracy=0.930000
+2020-04-11 12:44:55,069 Epoch[16] Batch [22300-22350]	Speed: 219.84 samples/sec	accuracy=0.922031
+2020-04-11 12:45:24,732 Epoch[16] Batch [22350-22400]	Speed: 215.76 samples/sec	accuracy=0.925156
+2020-04-11 12:45:54,004 Epoch[16] Batch [22400-22450]	Speed: 218.64 samples/sec	accuracy=0.928281
+2020-04-11 12:46:23,370 Epoch[16] Batch [22450-22500]	Speed: 217.94 samples/sec	accuracy=0.930312
+2020-04-11 12:46:52,855 Epoch[16] Batch [22500-22550]	Speed: 217.06 samples/sec	accuracy=0.929688
+2020-04-11 12:47:22,100 Epoch[16] Batch [22550-22600]	Speed: 218.84 samples/sec	accuracy=0.930000
+2020-04-11 12:47:51,277 Epoch[16] Batch [22600-22650]	Speed: 219.35 samples/sec	accuracy=0.929844
+2020-04-11 12:48:20,800 Epoch[16] Batch [22650-22700]	Speed: 216.78 samples/sec	accuracy=0.925469
+2020-04-11 12:48:50,138 Epoch[16] Batch [22700-22750]	Speed: 218.15 samples/sec	accuracy=0.928594
+2020-04-11 12:49:19,393 Epoch[16] Batch [22750-22800]	Speed: 218.77 samples/sec	accuracy=0.931250
+2020-04-11 12:49:48,722 Epoch[16] Batch [22800-22850]	Speed: 218.22 samples/sec	accuracy=0.923281
+2020-04-11 12:50:18,094 Epoch[16] Batch [22850-22900]	Speed: 217.89 samples/sec	accuracy=0.927969
+2020-04-11 12:50:47,478 Epoch[16] Batch [22900-22950]	Speed: 217.81 samples/sec	accuracy=0.928750
+2020-04-11 12:51:16,778 Epoch[16] Batch [22950-23000]	Speed: 218.43 samples/sec	accuracy=0.926406
+2020-04-11 12:51:46,330 Epoch[16] Batch [23000-23050]	Speed: 216.57 samples/sec	accuracy=0.925000
+2020-04-11 12:52:15,552 Epoch[16] Batch [23050-23100]	Speed: 219.02 samples/sec	accuracy=0.924375
+2020-04-11 12:52:44,947 Epoch[16] Batch [23100-23150]	Speed: 217.72 samples/sec	accuracy=0.926406
+2020-04-11 12:53:14,225 Epoch[16] Batch [23150-23200]	Speed: 218.60 samples/sec	accuracy=0.927031
+2020-04-11 12:53:43,734 Epoch[16] Batch [23200-23250]	Speed: 216.89 samples/sec	accuracy=0.922500
+2020-04-11 12:54:13,041 Epoch[16] Batch [23250-23300]	Speed: 218.38 samples/sec	accuracy=0.920312
+2020-04-11 12:54:42,304 Epoch[16] Batch [23300-23350]	Speed: 218.71 samples/sec	accuracy=0.925781
+2020-04-11 12:55:11,703 Epoch[16] Batch [23350-23400]	Speed: 217.69 samples/sec	accuracy=0.926406
+2020-04-11 12:55:41,092 Epoch[16] Batch [23400-23450]	Speed: 217.77 samples/sec	accuracy=0.927969
+2020-04-11 12:56:10,492 Epoch[16] Batch [23450-23500]	Speed: 217.69 samples/sec	accuracy=0.932656
+2020-04-11 12:56:39,950 Epoch[16] Batch [23500-23550]	Speed: 217.26 samples/sec	accuracy=0.928594
+2020-04-11 12:57:09,238 Epoch[16] Batch [23550-23600]	Speed: 218.52 samples/sec	accuracy=0.928438
+2020-04-11 12:57:38,632 Epoch[16] Batch [23600-23650]	Speed: 217.73 samples/sec	accuracy=0.927969
+2020-04-11 12:58:08,135 Epoch[16] Batch [23650-23700]	Speed: 216.92 samples/sec	accuracy=0.923906
+2020-04-11 12:58:37,517 Epoch[16] Batch [23700-23750]	Speed: 217.82 samples/sec	accuracy=0.923594
+2020-04-11 12:59:06,922 Epoch[16] Batch [23750-23800]	Speed: 217.66 samples/sec	accuracy=0.929219
+2020-04-11 12:59:36,408 Epoch[16] Batch [23800-23850]	Speed: 217.05 samples/sec	accuracy=0.928750
+2020-04-11 13:00:05,998 Epoch[16] Batch [23850-23900]	Speed: 216.29 samples/sec	accuracy=0.925781
+2020-04-11 13:00:35,254 Epoch[16] Batch [23900-23950]	Speed: 218.76 samples/sec	accuracy=0.928906
+2020-04-11 13:01:04,366 Epoch[16] Batch [23950-24000]	Speed: 219.84 samples/sec	accuracy=0.927969
+2020-04-11 13:01:33,849 Epoch[16] Batch [24000-24050]	Speed: 217.08 samples/sec	accuracy=0.930000
+2020-04-11 13:02:03,137 Epoch[16] Batch [24050-24100]	Speed: 218.52 samples/sec	accuracy=0.926094
+2020-04-11 13:02:31,978 Epoch[16] Batch [24100-24150]	Speed: 221.91 samples/sec	accuracy=0.930312
+2020-04-11 13:03:00,747 Epoch[16] Batch [24150-24200]	Speed: 222.46 samples/sec	accuracy=0.927813
+2020-04-11 13:03:29,398 Epoch[16] Batch [24200-24250]	Speed: 223.38 samples/sec	accuracy=0.923594
+2020-04-11 13:04:02,072 Epoch[16] Batch [24250-24300]	Speed: 195.88 samples/sec	accuracy=0.928281
+2020-04-11 13:04:35,048 Epoch[16] Batch [24300-24350]	Speed: 194.08 samples/sec	accuracy=0.929844
+2020-04-11 13:05:07,986 Epoch[16] Batch [24350-24400]	Speed: 194.31 samples/sec	accuracy=0.931719
+2020-04-11 13:05:40,887 Epoch[16] Batch [24400-24450]	Speed: 194.52 samples/sec	accuracy=0.924063
+2020-04-11 13:06:13,823 Epoch[16] Batch [24450-24500]	Speed: 194.32 samples/sec	accuracy=0.928438
+2020-04-11 13:06:46,798 Epoch[16] Batch [24500-24550]	Speed: 194.09 samples/sec	accuracy=0.930781
+2020-04-11 13:07:19,705 Epoch[16] Batch [24550-24600]	Speed: 194.49 samples/sec	accuracy=0.926094
+2020-04-11 13:07:52,414 Epoch[16] Batch [24600-24650]	Speed: 195.67 samples/sec	accuracy=0.929531
+2020-04-11 13:08:25,116 Epoch[16] Batch [24650-24700]	Speed: 195.71 samples/sec	accuracy=0.924844
+2020-04-11 13:08:57,962 Epoch[16] Batch [24700-24750]	Speed: 194.85 samples/sec	accuracy=0.925312
+2020-04-11 13:09:30,872 Epoch[16] Batch [24750-24800]	Speed: 194.47 samples/sec	accuracy=0.929531
+2020-04-11 13:10:03,654 Epoch[16] Batch [24800-24850]	Speed: 195.23 samples/sec	accuracy=0.927344
+2020-04-11 13:10:36,379 Epoch[16] Batch [24850-24900]	Speed: 195.57 samples/sec	accuracy=0.927969
+2020-04-11 13:11:09,189 Epoch[16] Batch [24900-24950]	Speed: 195.07 samples/sec	accuracy=0.926562
+2020-04-11 13:11:42,081 Epoch[16] Batch [24950-25000]	Speed: 194.58 samples/sec	accuracy=0.928750
+2020-04-11 13:12:14,867 Epoch[16] Batch [25000-25050]	Speed: 195.20 samples/sec	accuracy=0.929688
+2020-04-11 13:12:47,708 Epoch[16] Batch [25050-25100]	Speed: 194.88 samples/sec	accuracy=0.928438
+2020-04-11 13:13:20,792 Epoch[16] Batch [25100-25150]	Speed: 193.44 samples/sec	accuracy=0.930000
+2020-04-11 13:13:53,626 Epoch[16] Batch [25150-25200]	Speed: 194.92 samples/sec	accuracy=0.927813
+2020-04-11 13:14:26,520 Epoch[16] Batch [25200-25250]	Speed: 194.57 samples/sec	accuracy=0.927188
+2020-04-11 13:14:59,356 Epoch[16] Batch [25250-25300]	Speed: 194.91 samples/sec	accuracy=0.924063
+2020-04-11 13:15:31,943 Epoch[16] Batch [25300-25350]	Speed: 196.40 samples/sec	accuracy=0.930937
+2020-04-11 13:16:04,727 Epoch[16] Batch [25350-25400]	Speed: 195.22 samples/sec	accuracy=0.924375
+2020-04-11 13:16:37,291 Epoch[16] Batch [25400-25450]	Speed: 196.54 samples/sec	accuracy=0.922656
+2020-04-11 13:17:09,224 Epoch[16] Batch [25450-25500]	Speed: 200.42 samples/sec	accuracy=0.927656
+2020-04-11 13:17:41,907 Epoch[16] Batch [25500-25550]	Speed: 195.82 samples/sec	accuracy=0.928125
+2020-04-11 13:18:14,096 Epoch[16] Batch [25550-25600]	Speed: 198.83 samples/sec	accuracy=0.926719
+2020-04-11 13:18:47,145 Epoch[16] Batch [25600-25650]	Speed: 193.65 samples/sec	accuracy=0.929844
+2020-04-11 13:19:19,915 Epoch[16] Batch [25650-25700]	Speed: 195.30 samples/sec	accuracy=0.926875
+2020-04-11 13:19:52,661 Epoch[16] Batch [25700-25750]	Speed: 195.45 samples/sec	accuracy=0.930625
+2020-04-11 13:20:25,584 Epoch[16] Batch [25750-25800]	Speed: 194.40 samples/sec	accuracy=0.923438
+2020-04-11 13:20:58,375 Epoch[16] Batch [25800-25850]	Speed: 195.18 samples/sec	accuracy=0.934844
+2020-04-11 13:21:31,132 Epoch[16] Batch [25850-25900]	Speed: 195.38 samples/sec	accuracy=0.931875
+2020-04-11 13:22:03,858 Epoch[16] Batch [25900-25950]	Speed: 195.57 samples/sec	accuracy=0.932187
+2020-04-11 13:22:36,728 Epoch[16] Batch [25950-26000]	Speed: 194.70 samples/sec	accuracy=0.928438
+2020-04-11 13:23:09,662 Epoch[16] Batch [26000-26050]	Speed: 194.33 samples/sec	accuracy=0.929219
+2020-04-11 13:23:42,579 Epoch[16] Batch [26050-26100]	Speed: 194.43 samples/sec	accuracy=0.930312
+2020-04-11 13:24:15,542 Epoch[16] Batch [26100-26150]	Speed: 194.16 samples/sec	accuracy=0.930937
+2020-04-11 13:24:48,693 Epoch[16] Batch [26150-26200]	Speed: 193.05 samples/sec	accuracy=0.928750
+2020-04-11 13:25:21,475 Epoch[16] Batch [26200-26250]	Speed: 195.23 samples/sec	accuracy=0.927500
+2020-04-11 13:25:54,406 Epoch[16] Batch [26250-26300]	Speed: 194.35 samples/sec	accuracy=0.928750
+2020-04-11 13:26:27,231 Epoch[16] Batch [26300-26350]	Speed: 194.97 samples/sec	accuracy=0.926094
+2020-04-11 13:27:00,107 Epoch[16] Batch [26350-26400]	Speed: 194.67 samples/sec	accuracy=0.933750
+2020-04-11 13:27:33,081 Epoch[16] Batch [26400-26450]	Speed: 194.09 samples/sec	accuracy=0.920625
+2020-04-11 13:28:05,930 Epoch[16] Batch [26450-26500]	Speed: 194.83 samples/sec	accuracy=0.928281
+2020-04-11 13:28:38,860 Epoch[16] Batch [26500-26550]	Speed: 194.35 samples/sec	accuracy=0.922031
+2020-04-11 13:29:11,837 Epoch[16] Batch [26550-26600]	Speed: 194.08 samples/sec	accuracy=0.928594
+2020-04-11 13:29:44,790 Epoch[16] Batch [26600-26650]	Speed: 194.21 samples/sec	accuracy=0.924687
+2020-04-11 13:30:17,871 Epoch[16] Batch [26650-26700]	Speed: 193.47 samples/sec	accuracy=0.929219
+2020-04-11 13:30:50,789 Epoch[16] Batch [26700-26750]	Speed: 194.43 samples/sec	accuracy=0.926562
+2020-04-11 13:31:23,811 Epoch[16] Batch [26750-26800]	Speed: 193.81 samples/sec	accuracy=0.930625
+2020-04-11 13:31:56,562 Epoch[16] Batch [26800-26850]	Speed: 195.41 samples/sec	accuracy=0.930469
+2020-04-11 13:32:29,457 Epoch[16] Batch [26850-26900]	Speed: 194.56 samples/sec	accuracy=0.929844
+2020-04-11 13:33:02,328 Epoch[16] Batch [26900-26950]	Speed: 194.70 samples/sec	accuracy=0.925000
+2020-04-11 13:33:35,078 Epoch[16] Batch [26950-27000]	Speed: 195.42 samples/sec	accuracy=0.925000
+2020-04-11 13:34:07,946 Epoch[16] Batch [27000-27050]	Speed: 194.72 samples/sec	accuracy=0.928594
+2020-04-11 13:34:40,622 Epoch[16] Batch [27050-27100]	Speed: 195.87 samples/sec	accuracy=0.922813
+2020-04-11 13:35:12,429 Epoch[16] Batch [27100-27150]	Speed: 201.21 samples/sec	accuracy=0.925625
+2020-04-11 13:35:44,223 Epoch[16] Batch [27150-27200]	Speed: 201.30 samples/sec	accuracy=0.930156
+2020-04-11 13:36:16,556 Epoch[16] Batch [27200-27250]	Speed: 197.94 samples/sec	accuracy=0.930781
+2020-04-11 13:36:48,294 Epoch[16] Batch [27250-27300]	Speed: 201.65 samples/sec	accuracy=0.925469
+2020-04-11 13:37:20,350 Epoch[16] Batch [27300-27350]	Speed: 199.66 samples/sec	accuracy=0.929688
+2020-04-11 13:37:52,221 Epoch[16] Batch [27350-27400]	Speed: 200.81 samples/sec	accuracy=0.933750
+2020-04-11 13:38:24,238 Epoch[16] Batch [27400-27450]	Speed: 199.90 samples/sec	accuracy=0.931094
+2020-04-11 13:38:56,219 Epoch[16] Batch [27450-27500]	Speed: 200.12 samples/sec	accuracy=0.930000
+2020-04-11 13:39:27,897 Epoch[16] Batch [27500-27550]	Speed: 202.03 samples/sec	accuracy=0.921250
+2020-04-11 13:39:59,643 Epoch[16] Batch [27550-27600]	Speed: 201.60 samples/sec	accuracy=0.927031
+2020-04-11 13:40:31,430 Epoch[16] Batch [27600-27650]	Speed: 201.34 samples/sec	accuracy=0.923281
+2020-04-11 13:41:03,543 Epoch[16] Batch [27650-27700]	Speed: 199.29 samples/sec	accuracy=0.926250
+2020-04-11 13:41:35,837 Epoch[16] Batch [27700-27750]	Speed: 198.18 samples/sec	accuracy=0.927031
+2020-04-11 13:42:08,172 Epoch[16] Batch [27750-27800]	Speed: 197.93 samples/sec	accuracy=0.931406
+2020-04-11 13:42:40,171 Epoch[16] Batch [27800-27850]	Speed: 200.01 samples/sec	accuracy=0.927813
+2020-04-11 13:43:11,875 Epoch[16] Batch [27850-27900]	Speed: 201.87 samples/sec	accuracy=0.928750
+2020-04-11 13:43:43,375 Epoch[16] Batch [27900-27950]	Speed: 203.18 samples/sec	accuracy=0.924219
+2020-04-11 13:44:15,420 Epoch[16] Batch [27950-28000]	Speed: 199.72 samples/sec	accuracy=0.930937
+2020-04-11 13:44:47,013 Epoch[16] Batch [28000-28050]	Speed: 202.58 samples/sec	accuracy=0.927969
+2020-04-11 13:45:19,050 Epoch[16] Batch [28050-28100]	Speed: 199.77 samples/sec	accuracy=0.930937
+2020-04-11 13:45:51,129 Epoch[16] Batch [28100-28150]	Speed: 199.51 samples/sec	accuracy=0.927813
+2020-04-11 13:46:23,319 Epoch[16] Batch [28150-28200]	Speed: 198.82 samples/sec	accuracy=0.925469
+2020-04-11 13:46:48,242 Epoch[16] Train-accuracy=0.927626
+2020-04-11 13:46:48,243 Epoch[16] Time cost=17919.306
+2020-04-11 13:46:48,440 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0017.params"
+2020-04-11 14:18:41,013 Epoch[16] Validation-accuracy=0.968829
+2020-04-11 14:19:20,955 Epoch[17] Batch [0-50]	Speed: 202.36 samples/sec	accuracy=0.930453
+2020-04-11 14:19:53,160 Epoch[17] Batch [50-100]	Speed: 198.73 samples/sec	accuracy=0.930156
+2020-04-11 14:20:24,896 Epoch[17] Batch [100-150]	Speed: 201.67 samples/sec	accuracy=0.931719
+2020-04-11 14:20:56,617 Epoch[17] Batch [150-200]	Speed: 201.76 samples/sec	accuracy=0.927031
+2020-04-11 14:21:28,672 Epoch[17] Batch [200-250]	Speed: 199.66 samples/sec	accuracy=0.929063
+2020-04-11 14:22:00,427 Epoch[17] Batch [250-300]	Speed: 201.54 samples/sec	accuracy=0.924063
+2020-04-11 14:22:32,165 Epoch[17] Batch [300-350]	Speed: 201.65 samples/sec	accuracy=0.927188
+2020-04-11 14:23:04,049 Epoch[17] Batch [350-400]	Speed: 200.73 samples/sec	accuracy=0.926406
+2020-04-11 14:23:36,421 Epoch[17] Batch [400-450]	Speed: 197.70 samples/sec	accuracy=0.928125
+2020-04-11 14:24:08,303 Epoch[17] Batch [450-500]	Speed: 200.74 samples/sec	accuracy=0.931562
+2020-04-11 14:24:40,361 Epoch[17] Batch [500-550]	Speed: 199.64 samples/sec	accuracy=0.930000
+2020-04-11 14:25:12,686 Epoch[17] Batch [550-600]	Speed: 197.99 samples/sec	accuracy=0.930469
+2020-04-11 14:25:45,130 Epoch[17] Batch [600-650]	Speed: 197.26 samples/sec	accuracy=0.928906
+2020-04-11 14:26:17,213 Epoch[17] Batch [650-700]	Speed: 199.49 samples/sec	accuracy=0.932813
+2020-04-11 14:26:48,839 Epoch[17] Batch [700-750]	Speed: 202.37 samples/sec	accuracy=0.925469
+2020-04-11 14:27:20,731 Epoch[17] Batch [750-800]	Speed: 200.67 samples/sec	accuracy=0.931875
+2020-04-11 14:27:52,420 Epoch[17] Batch [800-850]	Speed: 201.97 samples/sec	accuracy=0.930469
+2020-04-11 14:28:24,249 Epoch[17] Batch [850-900]	Speed: 201.07 samples/sec	accuracy=0.929844
+2020-04-11 14:28:56,248 Epoch[17] Batch [900-950]	Speed: 200.01 samples/sec	accuracy=0.926406
+2020-04-11 14:29:28,677 Epoch[17] Batch [950-1000]	Speed: 197.35 samples/sec	accuracy=0.928281
+2020-04-11 14:30:00,447 Epoch[17] Batch [1000-1050]	Speed: 201.45 samples/sec	accuracy=0.931094
+2020-04-11 14:30:31,793 Epoch[17] Batch [1050-1100]	Speed: 204.17 samples/sec	accuracy=0.928750
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+2020-04-11 14:31:35,965 Epoch[17] Batch [1150-1200]	Speed: 200.61 samples/sec	accuracy=0.923125
+2020-04-11 14:32:08,149 Epoch[17] Batch [1200-1250]	Speed: 198.86 samples/sec	accuracy=0.926406
+2020-04-11 14:32:39,610 Epoch[17] Batch [1250-1300]	Speed: 203.43 samples/sec	accuracy=0.924531
+2020-04-11 14:33:11,431 Epoch[17] Batch [1300-1350]	Speed: 201.13 samples/sec	accuracy=0.929219
+2020-04-11 14:33:43,470 Epoch[17] Batch [1350-1400]	Speed: 199.76 samples/sec	accuracy=0.925312
+2020-04-11 14:34:15,372 Epoch[17] Batch [1400-1450]	Speed: 200.61 samples/sec	accuracy=0.929688
+2020-04-11 14:34:47,717 Epoch[17] Batch [1450-1500]	Speed: 197.87 samples/sec	accuracy=0.925000
+2020-04-11 14:35:19,146 Epoch[17] Batch [1500-1550]	Speed: 203.64 samples/sec	accuracy=0.924531
+2020-04-11 14:35:50,509 Epoch[17] Batch [1550-1600]	Speed: 204.06 samples/sec	accuracy=0.922813
+2020-04-11 14:36:21,654 Epoch[17] Batch [1600-1650]	Speed: 205.50 samples/sec	accuracy=0.927969
+2020-04-11 14:36:53,691 Epoch[17] Batch [1650-1700]	Speed: 199.77 samples/sec	accuracy=0.927969
+2020-04-11 14:37:25,877 Epoch[17] Batch [1700-1750]	Speed: 198.85 samples/sec	accuracy=0.926719
+2020-04-11 14:37:57,642 Epoch[17] Batch [1750-1800]	Speed: 201.48 samples/sec	accuracy=0.931406
+2020-04-11 14:38:29,209 Epoch[17] Batch [1800-1850]	Speed: 202.74 samples/sec	accuracy=0.926719
+2020-04-11 14:39:01,073 Epoch[17] Batch [1850-1900]	Speed: 200.86 samples/sec	accuracy=0.925625
+2020-04-11 14:39:32,931 Epoch[17] Batch [1900-1950]	Speed: 200.89 samples/sec	accuracy=0.928594
+2020-04-11 14:40:04,894 Epoch[17] Batch [1950-2000]	Speed: 200.23 samples/sec	accuracy=0.924375
+2020-04-11 14:40:37,263 Epoch[17] Batch [2000-2050]	Speed: 197.73 samples/sec	accuracy=0.928594
+2020-04-11 14:41:09,490 Epoch[17] Batch [2050-2100]	Speed: 198.59 samples/sec	accuracy=0.929375
+2020-04-11 14:41:41,835 Epoch[17] Batch [2100-2150]	Speed: 197.87 samples/sec	accuracy=0.924687
+2020-04-11 14:42:13,805 Epoch[17] Batch [2150-2200]	Speed: 200.19 samples/sec	accuracy=0.923438
+2020-04-11 14:42:45,593 Epoch[17] Batch [2200-2250]	Speed: 201.34 samples/sec	accuracy=0.929063
+2020-04-11 14:43:17,222 Epoch[17] Batch [2250-2300]	Speed: 202.35 samples/sec	accuracy=0.929531
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+2020-04-11 14:44:21,557 Epoch[17] Batch [2350-2400]	Speed: 197.99 samples/sec	accuracy=0.930937
+2020-04-11 14:44:53,609 Epoch[17] Batch [2400-2450]	Speed: 199.68 samples/sec	accuracy=0.925937
+2020-04-11 14:45:25,204 Epoch[17] Batch [2450-2500]	Speed: 202.57 samples/sec	accuracy=0.926406
+2020-04-11 14:45:57,066 Epoch[17] Batch [2500-2550]	Speed: 200.87 samples/sec	accuracy=0.927656
+2020-04-11 14:46:29,162 Epoch[17] Batch [2550-2600]	Speed: 199.40 samples/sec	accuracy=0.925937
+2020-04-11 14:47:01,143 Epoch[17] Batch [2600-2650]	Speed: 200.12 samples/sec	accuracy=0.918438
+2020-04-11 14:47:33,019 Epoch[17] Batch [2650-2700]	Speed: 200.78 samples/sec	accuracy=0.926094
+2020-04-11 14:48:04,925 Epoch[17] Batch [2700-2750]	Speed: 200.59 samples/sec	accuracy=0.928438
+2020-04-11 14:48:36,475 Epoch[17] Batch [2750-2800]	Speed: 202.86 samples/sec	accuracy=0.928438
+2020-04-11 14:49:08,805 Epoch[17] Batch [2800-2850]	Speed: 197.96 samples/sec	accuracy=0.929844
+2020-04-11 14:49:40,862 Epoch[17] Batch [2850-2900]	Speed: 199.64 samples/sec	accuracy=0.925469
+2020-04-11 14:50:12,901 Epoch[17] Batch [2900-2950]	Speed: 199.76 samples/sec	accuracy=0.929688
+2020-04-11 14:50:45,213 Epoch[17] Batch [2950-3000]	Speed: 198.07 samples/sec	accuracy=0.923438
+2020-04-11 14:51:17,266 Epoch[17] Batch [3000-3050]	Speed: 199.67 samples/sec	accuracy=0.930312
+2020-04-11 14:51:49,466 Epoch[17] Batch [3050-3100]	Speed: 198.76 samples/sec	accuracy=0.931094
+2020-04-11 14:52:21,747 Epoch[17] Batch [3100-3150]	Speed: 198.27 samples/sec	accuracy=0.929219
+2020-04-11 14:52:53,971 Epoch[17] Batch [3150-3200]	Speed: 198.61 samples/sec	accuracy=0.934375
+2020-04-11 14:53:25,704 Epoch[17] Batch [3200-3250]	Speed: 201.69 samples/sec	accuracy=0.929375
+2020-04-11 14:53:57,523 Epoch[17] Batch [3250-3300]	Speed: 201.14 samples/sec	accuracy=0.922500
+2020-04-11 14:54:29,372 Epoch[17] Batch [3300-3350]	Speed: 200.95 samples/sec	accuracy=0.926406
+2020-04-11 14:55:01,165 Epoch[17] Batch [3350-3400]	Speed: 201.30 samples/sec	accuracy=0.927656
+2020-04-11 14:55:32,966 Epoch[17] Batch [3400-3450]	Speed: 201.25 samples/sec	accuracy=0.922500
+2020-04-11 14:56:05,337 Epoch[17] Batch [3450-3500]	Speed: 197.71 samples/sec	accuracy=0.927969
+2020-04-11 14:56:37,300 Epoch[17] Batch [3500-3550]	Speed: 200.23 samples/sec	accuracy=0.926406
+2020-04-11 14:57:09,687 Epoch[17] Batch [3550-3600]	Speed: 197.61 samples/sec	accuracy=0.929688
+2020-04-11 14:57:41,429 Epoch[17] Batch [3600-3650]	Speed: 201.63 samples/sec	accuracy=0.932813
+2020-04-11 14:58:13,414 Epoch[17] Batch [3650-3700]	Speed: 200.09 samples/sec	accuracy=0.926875
+2020-04-11 14:58:45,477 Epoch[17] Batch [3700-3750]	Speed: 199.61 samples/sec	accuracy=0.934688
+2020-04-11 14:59:17,625 Epoch[17] Batch [3750-3800]	Speed: 199.08 samples/sec	accuracy=0.923438
+2020-04-11 14:59:49,603 Epoch[17] Batch [3800-3850]	Speed: 200.14 samples/sec	accuracy=0.922500
+2020-04-11 15:00:21,169 Epoch[17] Batch [3850-3900]	Speed: 202.75 samples/sec	accuracy=0.924531
+2020-04-11 15:00:52,837 Epoch[17] Batch [3900-3950]	Speed: 202.10 samples/sec	accuracy=0.921875
+2020-04-11 15:01:24,755 Epoch[17] Batch [3950-4000]	Speed: 200.52 samples/sec	accuracy=0.922656
+2020-04-11 15:01:56,925 Epoch[17] Batch [4000-4050]	Speed: 198.94 samples/sec	accuracy=0.927344
+2020-04-11 15:02:28,711 Epoch[17] Batch [4050-4100]	Speed: 201.35 samples/sec	accuracy=0.925781
+2020-04-11 15:03:00,626 Epoch[17] Batch [4100-4150]	Speed: 200.53 samples/sec	accuracy=0.931406
+2020-04-11 15:03:32,875 Epoch[17] Batch [4150-4200]	Speed: 198.46 samples/sec	accuracy=0.933594
+2020-04-11 15:04:04,391 Epoch[17] Batch [4200-4250]	Speed: 203.07 samples/sec	accuracy=0.931562
+2020-04-11 15:04:36,630 Epoch[17] Batch [4250-4300]	Speed: 198.52 samples/sec	accuracy=0.929531
+2020-04-11 15:05:08,588 Epoch[17] Batch [4300-4350]	Speed: 200.27 samples/sec	accuracy=0.931250
+2020-04-11 15:05:40,850 Epoch[17] Batch [4350-4400]	Speed: 198.38 samples/sec	accuracy=0.920156
+2020-04-11 15:06:12,665 Epoch[17] Batch [4400-4450]	Speed: 201.16 samples/sec	accuracy=0.928750
+2020-04-11 15:06:44,383 Epoch[17] Batch [4450-4500]	Speed: 201.78 samples/sec	accuracy=0.929375
+2020-04-11 15:07:16,546 Epoch[17] Batch [4500-4550]	Speed: 198.99 samples/sec	accuracy=0.926094
+2020-04-11 15:07:48,489 Epoch[17] Batch [4550-4600]	Speed: 200.36 samples/sec	accuracy=0.924063
+2020-04-11 15:08:20,773 Epoch[17] Batch [4600-4650]	Speed: 198.24 samples/sec	accuracy=0.923281
+2020-04-11 15:08:52,611 Epoch[17] Batch [4650-4700]	Speed: 201.02 samples/sec	accuracy=0.929063
+2020-04-11 15:09:24,206 Epoch[17] Batch [4700-4750]	Speed: 202.57 samples/sec	accuracy=0.927344
+2020-04-11 15:09:56,143 Epoch[17] Batch [4750-4800]	Speed: 200.39 samples/sec	accuracy=0.931875
+2020-04-11 15:10:27,865 Epoch[17] Batch [4800-4850]	Speed: 201.75 samples/sec	accuracy=0.928125
+2020-04-11 15:10:59,582 Epoch[17] Batch [4850-4900]	Speed: 201.79 samples/sec	accuracy=0.929844
+2020-04-11 15:11:31,727 Epoch[17] Batch [4900-4950]	Speed: 199.10 samples/sec	accuracy=0.929063
+2020-04-11 15:12:03,738 Epoch[17] Batch [4950-5000]	Speed: 199.93 samples/sec	accuracy=0.928438
+2020-04-11 15:12:35,696 Epoch[17] Batch [5000-5050]	Speed: 200.27 samples/sec	accuracy=0.928750
+2020-04-11 15:13:07,547 Epoch[17] Batch [5050-5100]	Speed: 200.94 samples/sec	accuracy=0.926406
+2020-04-11 15:13:39,800 Epoch[17] Batch [5100-5150]	Speed: 198.43 samples/sec	accuracy=0.918125
+2020-04-11 15:14:11,995 Epoch[17] Batch [5150-5200]	Speed: 198.79 samples/sec	accuracy=0.924844
+2020-04-11 15:14:43,608 Epoch[17] Batch [5200-5250]	Speed: 202.45 samples/sec	accuracy=0.929688
+2020-04-11 15:15:15,830 Epoch[17] Batch [5250-5300]	Speed: 198.62 samples/sec	accuracy=0.925469
+2020-04-11 15:15:47,612 Epoch[17] Batch [5300-5350]	Speed: 201.37 samples/sec	accuracy=0.933125
+2020-04-11 15:16:19,606 Epoch[17] Batch [5350-5400]	Speed: 200.04 samples/sec	accuracy=0.927031
+2020-04-11 15:16:51,400 Epoch[17] Batch [5400-5450]	Speed: 201.30 samples/sec	accuracy=0.927344
+2020-04-11 15:17:23,773 Epoch[17] Batch [5450-5500]	Speed: 197.69 samples/sec	accuracy=0.929688
+2020-04-11 15:17:56,287 Epoch[17] Batch [5500-5550]	Speed: 196.84 samples/sec	accuracy=0.933281
+2020-04-11 15:18:28,357 Epoch[17] Batch [5550-5600]	Speed: 199.56 samples/sec	accuracy=0.926094
+2020-04-11 15:19:00,530 Epoch[17] Batch [5600-5650]	Speed: 198.93 samples/sec	accuracy=0.928281
+2020-04-11 15:19:32,384 Epoch[17] Batch [5650-5700]	Speed: 200.92 samples/sec	accuracy=0.927813
+2020-04-11 15:20:04,444 Epoch[17] Batch [5700-5750]	Speed: 199.62 samples/sec	accuracy=0.923906
+2020-04-11 15:20:36,230 Epoch[17] Batch [5750-5800]	Speed: 201.35 samples/sec	accuracy=0.930625
+2020-04-11 15:21:08,519 Epoch[17] Batch [5800-5850]	Speed: 198.21 samples/sec	accuracy=0.928906
+2020-04-11 15:21:40,887 Epoch[17] Batch [5850-5900]	Speed: 197.73 samples/sec	accuracy=0.925156
+2020-04-11 15:22:12,636 Epoch[17] Batch [5900-5950]	Speed: 201.58 samples/sec	accuracy=0.925625
+2020-04-11 15:22:44,791 Epoch[17] Batch [5950-6000]	Speed: 199.04 samples/sec	accuracy=0.929688
+2020-04-11 15:23:17,074 Epoch[17] Batch [6000-6050]	Speed: 198.25 samples/sec	accuracy=0.925312
+2020-04-11 15:23:49,599 Epoch[17] Batch [6050-6100]	Speed: 196.78 samples/sec	accuracy=0.925937
+2020-04-11 15:24:22,091 Epoch[17] Batch [6100-6150]	Speed: 196.97 samples/sec	accuracy=0.927500
+2020-04-11 15:24:54,350 Epoch[17] Batch [6150-6200]	Speed: 198.40 samples/sec	accuracy=0.930156
+2020-04-11 15:25:26,461 Epoch[17] Batch [6200-6250]	Speed: 199.31 samples/sec	accuracy=0.928750
+2020-04-11 15:25:58,493 Epoch[17] Batch [6250-6300]	Speed: 199.80 samples/sec	accuracy=0.933906
+2020-04-11 15:26:30,700 Epoch[17] Batch [6300-6350]	Speed: 198.71 samples/sec	accuracy=0.932187
+2020-04-11 15:27:03,028 Epoch[17] Batch [6350-6400]	Speed: 197.97 samples/sec	accuracy=0.926406
+2020-04-11 15:27:34,995 Epoch[17] Batch [6400-6450]	Speed: 200.21 samples/sec	accuracy=0.927969
+2020-04-11 15:28:06,852 Epoch[17] Batch [6450-6500]	Speed: 200.90 samples/sec	accuracy=0.929844
+2020-04-11 15:28:38,782 Epoch[17] Batch [6500-6550]	Speed: 200.44 samples/sec	accuracy=0.926250
+2020-04-11 15:29:10,803 Epoch[17] Batch [6550-6600]	Speed: 199.87 samples/sec	accuracy=0.927344
+2020-04-11 15:29:42,811 Epoch[17] Batch [6600-6650]	Speed: 199.95 samples/sec	accuracy=0.925000
+2020-04-11 15:30:15,406 Epoch[17] Batch [6650-6700]	Speed: 196.35 samples/sec	accuracy=0.922500
+2020-04-11 15:30:47,657 Epoch[17] Batch [6700-6750]	Speed: 198.45 samples/sec	accuracy=0.931406
+2020-04-11 15:31:19,714 Epoch[17] Batch [6750-6800]	Speed: 199.64 samples/sec	accuracy=0.919531
+2020-04-11 15:31:51,780 Epoch[17] Batch [6800-6850]	Speed: 199.59 samples/sec	accuracy=0.927656
+2020-04-11 15:32:23,987 Epoch[17] Batch [6850-6900]	Speed: 198.72 samples/sec	accuracy=0.924844
+2020-04-11 15:32:55,973 Epoch[17] Batch [6900-6950]	Speed: 200.09 samples/sec	accuracy=0.930156
+2020-04-11 15:33:28,208 Epoch[17] Batch [6950-7000]	Speed: 198.55 samples/sec	accuracy=0.923281
+2020-04-11 15:34:00,287 Epoch[17] Batch [7000-7050]	Speed: 199.51 samples/sec	accuracy=0.928594
+2020-04-11 15:34:32,562 Epoch[17] Batch [7050-7100]	Speed: 198.30 samples/sec	accuracy=0.936250
+2020-04-11 15:35:04,387 Epoch[17] Batch [7100-7150]	Speed: 201.10 samples/sec	accuracy=0.929531
+2020-04-11 15:35:36,495 Epoch[17] Batch [7150-7200]	Speed: 199.32 samples/sec	accuracy=0.929688
+2020-04-11 15:36:08,835 Epoch[17] Batch [7200-7250]	Speed: 197.90 samples/sec	accuracy=0.932344
+2020-04-11 15:36:40,901 Epoch[17] Batch [7250-7300]	Speed: 199.59 samples/sec	accuracy=0.928750
+2020-04-11 15:37:12,843 Epoch[17] Batch [7300-7350]	Speed: 200.36 samples/sec	accuracy=0.925469
+2020-04-11 15:37:44,569 Epoch[17] Batch [7350-7400]	Speed: 201.72 samples/sec	accuracy=0.933281
+2020-04-11 15:38:16,777 Epoch[17] Batch [7400-7450]	Speed: 198.71 samples/sec	accuracy=0.928906
+2020-04-11 15:38:48,865 Epoch[17] Batch [7450-7500]	Speed: 199.45 samples/sec	accuracy=0.928281
+2020-04-11 15:39:21,168 Epoch[17] Batch [7500-7550]	Speed: 198.13 samples/sec	accuracy=0.925156
+2020-04-11 15:39:52,643 Epoch[17] Batch [7550-7600]	Speed: 203.34 samples/sec	accuracy=0.927188
+2020-04-11 15:40:24,796 Epoch[17] Batch [7600-7650]	Speed: 199.05 samples/sec	accuracy=0.930625
+2020-04-11 15:40:56,722 Epoch[17] Batch [7650-7700]	Speed: 200.47 samples/sec	accuracy=0.934063
+2020-04-11 15:41:28,500 Epoch[17] Batch [7700-7750]	Speed: 201.40 samples/sec	accuracy=0.932656
+2020-04-11 15:42:00,639 Epoch[17] Batch [7750-7800]	Speed: 199.13 samples/sec	accuracy=0.927031
+2020-04-11 15:42:33,068 Epoch[17] Batch [7800-7850]	Speed: 197.36 samples/sec	accuracy=0.925625
+2020-04-11 15:43:05,418 Epoch[17] Batch [7850-7900]	Speed: 197.84 samples/sec	accuracy=0.931094
+2020-04-11 15:43:37,162 Epoch[17] Batch [7900-7950]	Speed: 201.61 samples/sec	accuracy=0.927500
+2020-04-11 15:44:09,256 Epoch[17] Batch [7950-8000]	Speed: 199.41 samples/sec	accuracy=0.928594
+2020-04-11 15:44:41,228 Epoch[17] Batch [8000-8050]	Speed: 200.18 samples/sec	accuracy=0.926875
+2020-04-11 15:45:13,129 Epoch[17] Batch [8050-8100]	Speed: 200.62 samples/sec	accuracy=0.932187
+2020-04-11 15:45:44,979 Epoch[17] Batch [8100-8150]	Speed: 200.94 samples/sec	accuracy=0.922500
+2020-04-11 15:46:17,695 Epoch[17] Batch [8150-8200]	Speed: 195.62 samples/sec	accuracy=0.924844
+2020-04-11 15:46:49,549 Epoch[17] Batch [8200-8250]	Speed: 200.92 samples/sec	accuracy=0.927813
+2020-04-11 15:47:21,299 Epoch[17] Batch [8250-8300]	Speed: 201.58 samples/sec	accuracy=0.930312
+2020-04-11 15:47:53,497 Epoch[17] Batch [8300-8350]	Speed: 198.77 samples/sec	accuracy=0.927500
+2020-04-11 15:48:25,749 Epoch[17] Batch [8350-8400]	Speed: 198.44 samples/sec	accuracy=0.923438
+2020-04-11 15:48:57,666 Epoch[17] Batch [8400-8450]	Speed: 200.52 samples/sec	accuracy=0.928906
+2020-04-11 15:49:29,064 Epoch[17] Batch [8450-8500]	Speed: 203.84 samples/sec	accuracy=0.923906
+2020-04-11 15:50:01,298 Epoch[17] Batch [8500-8550]	Speed: 198.55 samples/sec	accuracy=0.931562
+2020-04-11 15:50:33,656 Epoch[17] Batch [8550-8600]	Speed: 197.79 samples/sec	accuracy=0.925781
+2020-04-11 15:51:06,044 Epoch[17] Batch [8600-8650]	Speed: 197.60 samples/sec	accuracy=0.931875
+2020-04-11 15:51:38,125 Epoch[17] Batch [8650-8700]	Speed: 199.50 samples/sec	accuracy=0.927969
+2020-04-11 15:52:10,151 Epoch[17] Batch [8700-8750]	Speed: 199.84 samples/sec	accuracy=0.923906
+2020-04-11 15:52:42,279 Epoch[17] Batch [8750-8800]	Speed: 199.20 samples/sec	accuracy=0.931719
+2020-04-11 15:53:14,129 Epoch[17] Batch [8800-8850]	Speed: 200.94 samples/sec	accuracy=0.928125
+2020-04-11 15:53:45,807 Epoch[17] Batch [8850-8900]	Speed: 202.04 samples/sec	accuracy=0.925156
+2020-04-11 15:54:17,920 Epoch[17] Batch [8900-8950]	Speed: 199.29 samples/sec	accuracy=0.930781
+2020-04-11 15:54:50,284 Epoch[17] Batch [8950-9000]	Speed: 197.75 samples/sec	accuracy=0.928594
+2020-04-11 15:55:22,591 Epoch[17] Batch [9000-9050]	Speed: 198.11 samples/sec	accuracy=0.928125
+2020-04-11 15:55:54,485 Epoch[17] Batch [9050-9100]	Speed: 200.67 samples/sec	accuracy=0.932500
+2020-04-11 15:56:26,717 Epoch[17] Batch [9100-9150]	Speed: 198.56 samples/sec	accuracy=0.924375
+2020-04-11 15:56:58,517 Epoch[17] Batch [9150-9200]	Speed: 201.26 samples/sec	accuracy=0.925312
+2020-04-11 15:57:30,840 Epoch[17] Batch [9200-9250]	Speed: 198.00 samples/sec	accuracy=0.924063
+2020-04-11 15:58:02,515 Epoch[17] Batch [9250-9300]	Speed: 202.05 samples/sec	accuracy=0.932344
+2020-04-11 15:58:34,438 Epoch[17] Batch [9300-9350]	Speed: 200.48 samples/sec	accuracy=0.929219
+2020-04-11 15:59:06,811 Epoch[17] Batch [9350-9400]	Speed: 197.70 samples/sec	accuracy=0.922969
+2020-04-11 15:59:38,795 Epoch[17] Batch [9400-9450]	Speed: 200.10 samples/sec	accuracy=0.926406
+2020-04-11 16:00:11,026 Epoch[17] Batch [9450-9500]	Speed: 198.57 samples/sec	accuracy=0.925000
+2020-04-11 16:00:43,295 Epoch[17] Batch [9500-9550]	Speed: 198.34 samples/sec	accuracy=0.928750
+2020-04-11 16:01:15,502 Epoch[17] Batch [9550-9600]	Speed: 198.71 samples/sec	accuracy=0.931875
+2020-04-11 16:01:47,760 Epoch[17] Batch [9600-9650]	Speed: 198.40 samples/sec	accuracy=0.929844
+2020-04-11 16:02:19,552 Epoch[17] Batch [9650-9700]	Speed: 201.31 samples/sec	accuracy=0.926250
+2020-04-11 16:02:52,082 Epoch[17] Batch [9700-9750]	Speed: 196.75 samples/sec	accuracy=0.922656
+2020-04-11 16:03:23,879 Epoch[17] Batch [9750-9800]	Speed: 201.28 samples/sec	accuracy=0.929844
+2020-04-11 16:03:56,141 Epoch[17] Batch [9800-9850]	Speed: 198.38 samples/sec	accuracy=0.929375
+2020-04-11 16:04:28,226 Epoch[17] Batch [9850-9900]	Speed: 199.47 samples/sec	accuracy=0.928594
+2020-04-11 16:05:00,121 Epoch[17] Batch [9900-9950]	Speed: 200.66 samples/sec	accuracy=0.930625
+2020-04-11 16:05:31,837 Epoch[17] Batch [9950-10000]	Speed: 201.79 samples/sec	accuracy=0.928750
+2020-04-11 16:06:04,167 Epoch[17] Batch [10000-10050]	Speed: 197.96 samples/sec	accuracy=0.925781
+2020-04-11 16:06:36,169 Epoch[17] Batch [10050-10100]	Speed: 199.99 samples/sec	accuracy=0.923438
+2020-04-11 16:07:08,324 Epoch[17] Batch [10100-10150]	Speed: 199.04 samples/sec	accuracy=0.924219
+2020-04-11 16:07:40,442 Epoch[17] Batch [10150-10200]	Speed: 199.26 samples/sec	accuracy=0.932187
+2020-04-11 16:08:12,141 Epoch[17] Batch [10200-10250]	Speed: 201.90 samples/sec	accuracy=0.927969
+2020-04-11 16:08:44,441 Epoch[17] Batch [10250-10300]	Speed: 198.14 samples/sec	accuracy=0.924219
+2020-04-11 16:09:16,746 Epoch[17] Batch [10300-10350]	Speed: 198.11 samples/sec	accuracy=0.933906
+2020-04-11 16:09:48,449 Epoch[17] Batch [10350-10400]	Speed: 201.88 samples/sec	accuracy=0.931562
+2020-04-11 16:10:20,229 Epoch[17] Batch [10400-10450]	Speed: 201.38 samples/sec	accuracy=0.933125
+2020-04-11 16:10:51,960 Epoch[17] Batch [10450-10500]	Speed: 201.70 samples/sec	accuracy=0.927813
+2020-04-11 16:11:23,699 Epoch[17] Batch [10500-10550]	Speed: 201.64 samples/sec	accuracy=0.925625
+2020-04-11 16:11:55,726 Epoch[17] Batch [10550-10600]	Speed: 199.83 samples/sec	accuracy=0.931094
+2020-04-11 16:12:27,983 Epoch[17] Batch [10600-10650]	Speed: 198.41 samples/sec	accuracy=0.928594
+2020-04-11 16:13:00,212 Epoch[17] Batch [10650-10700]	Speed: 198.58 samples/sec	accuracy=0.923281
+2020-04-11 16:13:32,254 Epoch[17] Batch [10700-10750]	Speed: 199.74 samples/sec	accuracy=0.926094
+2020-04-11 16:14:03,932 Epoch[17] Batch [10750-10800]	Speed: 202.03 samples/sec	accuracy=0.927031
+2020-04-11 16:14:36,068 Epoch[17] Batch [10800-10850]	Speed: 199.16 samples/sec	accuracy=0.931094
+2020-04-11 16:15:07,827 Epoch[17] Batch [10850-10900]	Speed: 201.52 samples/sec	accuracy=0.926875
+2020-04-11 16:15:40,265 Epoch[17] Batch [10900-10950]	Speed: 197.30 samples/sec	accuracy=0.930000
+2020-04-11 16:16:12,252 Epoch[17] Batch [10950-11000]	Speed: 200.08 samples/sec	accuracy=0.927500
+2020-04-11 16:16:44,279 Epoch[17] Batch [11000-11050]	Speed: 199.84 samples/sec	accuracy=0.928125
+2020-04-11 16:17:16,279 Epoch[17] Batch [11050-11100]	Speed: 200.00 samples/sec	accuracy=0.920156
+2020-04-11 16:17:48,503 Epoch[17] Batch [11100-11150]	Speed: 198.61 samples/sec	accuracy=0.930156
+2020-04-11 16:18:20,514 Epoch[17] Batch [11150-11200]	Speed: 199.93 samples/sec	accuracy=0.930469
+2020-04-11 16:18:52,426 Epoch[17] Batch [11200-11250]	Speed: 200.56 samples/sec	accuracy=0.925781
+2020-04-11 16:19:24,841 Epoch[17] Batch [11250-11300]	Speed: 197.44 samples/sec	accuracy=0.924531
+2020-04-11 16:19:56,868 Epoch[17] Batch [11300-11350]	Speed: 199.83 samples/sec	accuracy=0.930937
+2020-04-11 16:20:28,837 Epoch[17] Batch [11350-11400]	Speed: 200.20 samples/sec	accuracy=0.927188
+2020-04-11 16:21:01,132 Epoch[17] Batch [11400-11450]	Speed: 198.18 samples/sec	accuracy=0.924063
+2020-04-11 16:21:33,135 Epoch[17] Batch [11450-11500]	Speed: 199.98 samples/sec	accuracy=0.930937
+2020-04-11 16:22:05,081 Epoch[17] Batch [11500-11550]	Speed: 200.34 samples/sec	accuracy=0.930469
+2020-04-11 16:22:37,304 Epoch[17] Batch [11550-11600]	Speed: 198.61 samples/sec	accuracy=0.930937
+2020-04-11 16:23:09,358 Epoch[17] Batch [11600-11650]	Speed: 199.67 samples/sec	accuracy=0.924531
+2020-04-11 16:23:41,314 Epoch[17] Batch [11650-11700]	Speed: 200.27 samples/sec	accuracy=0.926562
+2020-04-11 16:24:12,966 Epoch[17] Batch [11700-11750]	Speed: 202.20 samples/sec	accuracy=0.925625
+2020-04-11 16:24:45,233 Epoch[17] Batch [11750-11800]	Speed: 198.35 samples/sec	accuracy=0.929688
+2020-04-11 16:25:17,327 Epoch[17] Batch [11800-11850]	Speed: 199.41 samples/sec	accuracy=0.925000
+2020-04-11 16:25:49,289 Epoch[17] Batch [11850-11900]	Speed: 200.24 samples/sec	accuracy=0.923281
+2020-04-11 16:26:21,530 Epoch[17] Batch [11900-11950]	Speed: 198.51 samples/sec	accuracy=0.925781
+2020-04-11 16:26:53,691 Epoch[17] Batch [11950-12000]	Speed: 199.00 samples/sec	accuracy=0.926406
+2020-04-11 16:27:25,756 Epoch[17] Batch [12000-12050]	Speed: 199.60 samples/sec	accuracy=0.929063
+2020-04-11 16:27:57,472 Epoch[17] Batch [12050-12100]	Speed: 201.80 samples/sec	accuracy=0.927188
+2020-04-11 16:28:29,345 Epoch[17] Batch [12100-12150]	Speed: 200.80 samples/sec	accuracy=0.932969
+2020-04-11 16:29:01,024 Epoch[17] Batch [12150-12200]	Speed: 202.03 samples/sec	accuracy=0.925312
+2020-04-11 16:29:32,738 Epoch[17] Batch [12200-12250]	Speed: 201.80 samples/sec	accuracy=0.926094
+2020-04-11 16:30:04,793 Epoch[17] Batch [12250-12300]	Speed: 199.66 samples/sec	accuracy=0.924844
+2020-04-11 16:30:36,657 Epoch[17] Batch [12300-12350]	Speed: 200.85 samples/sec	accuracy=0.928281
+2020-04-11 16:31:08,620 Epoch[17] Batch [12350-12400]	Speed: 200.24 samples/sec	accuracy=0.929688
+2020-04-11 16:31:40,929 Epoch[17] Batch [12400-12450]	Speed: 198.09 samples/sec	accuracy=0.933438
+2020-04-11 16:32:12,540 Epoch[17] Batch [12450-12500]	Speed: 202.46 samples/sec	accuracy=0.928906
+2020-04-11 16:32:44,776 Epoch[17] Batch [12500-12550]	Speed: 198.54 samples/sec	accuracy=0.927969
+2020-04-11 16:33:16,806 Epoch[17] Batch [12550-12600]	Speed: 199.81 samples/sec	accuracy=0.926562
+2020-04-11 16:33:49,074 Epoch[17] Batch [12600-12650]	Speed: 198.34 samples/sec	accuracy=0.927969
+2020-04-11 16:34:21,072 Epoch[17] Batch [12650-12700]	Speed: 200.01 samples/sec	accuracy=0.917656
+2020-04-11 16:34:53,209 Epoch[17] Batch [12700-12750]	Speed: 199.15 samples/sec	accuracy=0.926562
+2020-04-11 16:35:25,999 Epoch[17] Batch [12750-12800]	Speed: 195.18 samples/sec	accuracy=0.931406
+2020-04-11 16:35:58,125 Epoch[17] Batch [12800-12850]	Speed: 199.22 samples/sec	accuracy=0.929688
+2020-04-11 16:36:30,122 Epoch[17] Batch [12850-12900]	Speed: 200.02 samples/sec	accuracy=0.926719
+2020-04-11 16:37:01,845 Epoch[17] Batch [12900-12950]	Speed: 201.75 samples/sec	accuracy=0.927344
+2020-04-11 16:37:34,303 Epoch[17] Batch [12950-13000]	Speed: 197.18 samples/sec	accuracy=0.921562
+2020-04-11 16:38:06,675 Epoch[17] Batch [13000-13050]	Speed: 197.70 samples/sec	accuracy=0.929844
+2020-04-11 16:38:38,258 Epoch[17] Batch [13050-13100]	Speed: 202.64 samples/sec	accuracy=0.930469
+2020-04-11 16:39:10,545 Epoch[17] Batch [13100-13150]	Speed: 198.22 samples/sec	accuracy=0.925156
+2020-04-11 16:39:42,841 Epoch[17] Batch [13150-13200]	Speed: 198.17 samples/sec	accuracy=0.928750
+2020-04-11 16:40:14,942 Epoch[17] Batch [13200-13250]	Speed: 199.37 samples/sec	accuracy=0.930000
+2020-04-11 16:40:46,340 Epoch[17] Batch [13250-13300]	Speed: 203.84 samples/sec	accuracy=0.924219
+2020-04-11 16:41:18,387 Epoch[17] Batch [13300-13350]	Speed: 199.71 samples/sec	accuracy=0.931250
+2020-04-11 16:41:50,685 Epoch[17] Batch [13350-13400]	Speed: 198.15 samples/sec	accuracy=0.924531
+2020-04-11 16:42:22,809 Epoch[17] Batch [13400-13450]	Speed: 199.23 samples/sec	accuracy=0.930312
+2020-04-11 16:42:55,051 Epoch[17] Batch [13450-13500]	Speed: 198.50 samples/sec	accuracy=0.937187
+2020-04-11 16:43:26,258 Epoch[17] Batch [13500-13550]	Speed: 205.09 samples/sec	accuracy=0.933750
+2020-04-11 16:43:58,210 Epoch[17] Batch [13550-13600]	Speed: 200.30 samples/sec	accuracy=0.932187
+2020-04-11 16:44:30,593 Epoch[17] Batch [13600-13650]	Speed: 197.63 samples/sec	accuracy=0.925781
+2020-04-11 16:45:02,906 Epoch[17] Batch [13650-13700]	Speed: 198.06 samples/sec	accuracy=0.925469
+2020-04-11 16:45:35,031 Epoch[17] Batch [13700-13750]	Speed: 199.22 samples/sec	accuracy=0.933750
+2020-04-11 16:46:07,254 Epoch[17] Batch [13750-13800]	Speed: 198.62 samples/sec	accuracy=0.930000
+2020-04-11 16:46:39,423 Epoch[17] Batch [13800-13850]	Speed: 198.96 samples/sec	accuracy=0.930625
+2020-04-11 16:47:11,754 Epoch[17] Batch [13850-13900]	Speed: 197.95 samples/sec	accuracy=0.926875
+2020-04-11 16:47:43,905 Epoch[17] Batch [13900-13950]	Speed: 199.06 samples/sec	accuracy=0.926250
+2020-04-11 16:48:15,508 Epoch[17] Batch [13950-14000]	Speed: 202.52 samples/sec	accuracy=0.931094
+2020-04-11 16:48:47,398 Epoch[17] Batch [14000-14050]	Speed: 200.69 samples/sec	accuracy=0.924219
+2020-04-11 16:49:19,398 Epoch[17] Batch [14050-14100]	Speed: 200.00 samples/sec	accuracy=0.929531
+2020-04-11 16:49:51,713 Epoch[17] Batch [14100-14150]	Speed: 198.05 samples/sec	accuracy=0.930312
+2020-04-11 16:50:23,651 Epoch[17] Batch [14150-14200]	Speed: 200.39 samples/sec	accuracy=0.924687
+2020-04-11 16:50:55,496 Epoch[17] Batch [14200-14250]	Speed: 200.97 samples/sec	accuracy=0.928906
+2020-04-11 16:51:27,501 Epoch[17] Batch [14250-14300]	Speed: 199.97 samples/sec	accuracy=0.928281
+2020-04-11 16:52:00,091 Epoch[17] Batch [14300-14350]	Speed: 196.38 samples/sec	accuracy=0.930781
+2020-04-11 16:52:31,949 Epoch[17] Batch [14350-14400]	Speed: 200.89 samples/sec	accuracy=0.930781
+2020-04-11 16:53:03,939 Epoch[17] Batch [14400-14450]	Speed: 200.07 samples/sec	accuracy=0.920469
+2020-04-11 16:53:36,207 Epoch[17] Batch [14450-14500]	Speed: 198.34 samples/sec	accuracy=0.925937
+2020-04-11 16:54:08,236 Epoch[17] Batch [14500-14550]	Speed: 199.82 samples/sec	accuracy=0.929375
+2020-04-11 16:54:40,288 Epoch[17] Batch [14550-14600]	Speed: 199.67 samples/sec	accuracy=0.928281
+2020-04-11 16:55:12,742 Epoch[17] Batch [14600-14650]	Speed: 197.21 samples/sec	accuracy=0.928750
+2020-04-11 16:55:44,907 Epoch[17] Batch [14650-14700]	Speed: 198.98 samples/sec	accuracy=0.919219
+2020-04-11 16:56:17,111 Epoch[17] Batch [14700-14750]	Speed: 198.73 samples/sec	accuracy=0.926250
+2020-04-11 16:56:49,420 Epoch[17] Batch [14750-14800]	Speed: 198.09 samples/sec	accuracy=0.931406
+2020-04-11 16:57:21,439 Epoch[17] Batch [14800-14850]	Speed: 199.88 samples/sec	accuracy=0.927813
+2020-04-11 16:57:53,508 Epoch[17] Batch [14850-14900]	Speed: 199.57 samples/sec	accuracy=0.931875
+2020-04-11 16:58:25,809 Epoch[17] Batch [14900-14950]	Speed: 198.13 samples/sec	accuracy=0.927656
+2020-04-11 16:58:57,848 Epoch[17] Batch [14950-15000]	Speed: 199.76 samples/sec	accuracy=0.926250
+2020-04-11 16:59:30,246 Epoch[17] Batch [15000-15050]	Speed: 197.55 samples/sec	accuracy=0.931094
+2020-04-11 17:00:02,502 Epoch[17] Batch [15050-15100]	Speed: 198.41 samples/sec	accuracy=0.929219
+2020-04-11 17:00:34,107 Epoch[17] Batch [15100-15150]	Speed: 202.50 samples/sec	accuracy=0.930156
+2020-04-11 17:01:06,062 Epoch[17] Batch [15150-15200]	Speed: 200.28 samples/sec	accuracy=0.924687
+2020-04-11 17:01:37,946 Epoch[17] Batch [15200-15250]	Speed: 200.73 samples/sec	accuracy=0.924844
+2020-04-11 17:02:10,028 Epoch[17] Batch [15250-15300]	Speed: 199.49 samples/sec	accuracy=0.927031
+2020-04-11 17:02:42,065 Epoch[17] Batch [15300-15350]	Speed: 199.77 samples/sec	accuracy=0.929844
+2020-04-11 17:03:14,322 Epoch[17] Batch [15350-15400]	Speed: 198.41 samples/sec	accuracy=0.931406
+2020-04-11 17:03:46,437 Epoch[17] Batch [15400-15450]	Speed: 199.29 samples/sec	accuracy=0.928438
+2020-04-11 17:04:18,511 Epoch[17] Batch [15450-15500]	Speed: 199.54 samples/sec	accuracy=0.925781
+2020-04-11 17:04:50,594 Epoch[17] Batch [15500-15550]	Speed: 199.48 samples/sec	accuracy=0.930781
+2020-04-11 17:05:22,192 Epoch[17] Batch [15550-15600]	Speed: 202.54 samples/sec	accuracy=0.919531
+2020-04-11 17:05:54,069 Epoch[17] Batch [15600-15650]	Speed: 200.77 samples/sec	accuracy=0.930781
+2020-04-11 17:06:25,827 Epoch[17] Batch [15650-15700]	Speed: 201.52 samples/sec	accuracy=0.927969
+2020-04-11 17:06:57,947 Epoch[17] Batch [15700-15750]	Speed: 199.26 samples/sec	accuracy=0.926250
+2020-04-11 17:07:30,176 Epoch[17] Batch [15750-15800]	Speed: 198.58 samples/sec	accuracy=0.929688
+2020-04-11 17:08:01,900 Epoch[17] Batch [15800-15850]	Speed: 201.74 samples/sec	accuracy=0.931562
+2020-04-11 17:08:34,434 Epoch[17] Batch [15850-15900]	Speed: 196.72 samples/sec	accuracy=0.930156
+2020-04-11 17:09:06,560 Epoch[17] Batch [15900-15950]	Speed: 199.22 samples/sec	accuracy=0.926875
+2020-04-11 17:09:38,576 Epoch[17] Batch [15950-16000]	Speed: 199.90 samples/sec	accuracy=0.926406
+2020-04-11 17:10:10,796 Epoch[17] Batch [16000-16050]	Speed: 198.63 samples/sec	accuracy=0.931094
+2020-04-11 17:10:43,228 Epoch[17] Batch [16050-16100]	Speed: 197.34 samples/sec	accuracy=0.926250
+2020-04-11 17:11:15,408 Epoch[17] Batch [16100-16150]	Speed: 198.88 samples/sec	accuracy=0.922344
+2020-04-11 17:11:47,601 Epoch[17] Batch [16150-16200]	Speed: 198.80 samples/sec	accuracy=0.925469
+2020-04-11 17:12:19,676 Epoch[17] Batch [16200-16250]	Speed: 199.53 samples/sec	accuracy=0.931406
+2020-04-11 17:12:51,758 Epoch[17] Batch [16250-16300]	Speed: 199.49 samples/sec	accuracy=0.927656
+2020-04-11 17:13:23,793 Epoch[17] Batch [16300-16350]	Speed: 199.79 samples/sec	accuracy=0.927500
+2020-04-11 17:13:55,137 Epoch[17] Batch [16350-16400]	Speed: 204.18 samples/sec	accuracy=0.925000
+2020-04-11 17:14:27,166 Epoch[17] Batch [16400-16450]	Speed: 199.82 samples/sec	accuracy=0.928906
+2020-04-11 17:14:59,091 Epoch[17] Batch [16450-16500]	Speed: 200.47 samples/sec	accuracy=0.925000
+2020-04-11 17:15:31,437 Epoch[17] Batch [16500-16550]	Speed: 197.86 samples/sec	accuracy=0.927344
+2020-04-11 17:16:03,482 Epoch[17] Batch [16550-16600]	Speed: 199.72 samples/sec	accuracy=0.933438
+2020-04-11 17:16:35,210 Epoch[17] Batch [16600-16650]	Speed: 201.72 samples/sec	accuracy=0.925156
+2020-04-11 17:17:07,050 Epoch[17] Batch [16650-16700]	Speed: 201.00 samples/sec	accuracy=0.929063
+2020-04-11 17:17:39,242 Epoch[17] Batch [16700-16750]	Speed: 198.81 samples/sec	accuracy=0.927500
+2020-04-11 17:18:11,370 Epoch[17] Batch [16750-16800]	Speed: 199.20 samples/sec	accuracy=0.925625
+2020-04-11 17:18:43,333 Epoch[17] Batch [16800-16850]	Speed: 200.23 samples/sec	accuracy=0.923906
+2020-04-11 17:19:15,389 Epoch[17] Batch [16850-16900]	Speed: 199.65 samples/sec	accuracy=0.927813
+2020-04-11 17:19:47,402 Epoch[17] Batch [16900-16950]	Speed: 199.92 samples/sec	accuracy=0.930312
+2020-04-11 17:20:19,255 Epoch[17] Batch [16950-17000]	Speed: 200.93 samples/sec	accuracy=0.927500
+2020-04-11 17:20:51,333 Epoch[17] Batch [17000-17050]	Speed: 199.52 samples/sec	accuracy=0.926094
+2020-04-11 17:21:23,379 Epoch[17] Batch [17050-17100]	Speed: 199.72 samples/sec	accuracy=0.923750
+2020-04-11 17:21:55,102 Epoch[17] Batch [17100-17150]	Speed: 201.75 samples/sec	accuracy=0.932969
+2020-04-11 17:22:27,101 Epoch[17] Batch [17150-17200]	Speed: 200.01 samples/sec	accuracy=0.929688
+2020-04-11 17:22:58,991 Epoch[17] Batch [17200-17250]	Speed: 200.69 samples/sec	accuracy=0.928906
+2020-04-11 17:23:30,774 Epoch[17] Batch [17250-17300]	Speed: 201.37 samples/sec	accuracy=0.928125
+2020-04-11 17:24:03,069 Epoch[17] Batch [17300-17350]	Speed: 198.17 samples/sec	accuracy=0.925469
+2020-04-11 17:24:35,585 Epoch[17] Batch [17350-17400]	Speed: 196.83 samples/sec	accuracy=0.930000
+2020-04-11 17:25:07,216 Epoch[17] Batch [17400-17450]	Speed: 202.34 samples/sec	accuracy=0.928438
+2020-04-11 17:25:39,209 Epoch[17] Batch [17450-17500]	Speed: 200.05 samples/sec	accuracy=0.925937
+2020-04-11 17:26:11,072 Epoch[17] Batch [17500-17550]	Speed: 200.86 samples/sec	accuracy=0.928750
+2020-04-11 17:26:43,139 Epoch[17] Batch [17550-17600]	Speed: 199.59 samples/sec	accuracy=0.924531
+2020-04-11 17:27:15,074 Epoch[17] Batch [17600-17650]	Speed: 200.41 samples/sec	accuracy=0.924687
+2020-04-11 17:27:46,969 Epoch[17] Batch [17650-17700]	Speed: 200.66 samples/sec	accuracy=0.930000
+2020-04-11 17:28:18,935 Epoch[17] Batch [17700-17750]	Speed: 200.21 samples/sec	accuracy=0.923438
+2020-04-11 17:28:51,015 Epoch[17] Batch [17750-17800]	Speed: 199.51 samples/sec	accuracy=0.935625
+2020-04-11 17:29:23,431 Epoch[17] Batch [17800-17850]	Speed: 197.43 samples/sec	accuracy=0.925937
+2020-04-11 17:29:55,527 Epoch[17] Batch [17850-17900]	Speed: 199.41 samples/sec	accuracy=0.925781
+2020-04-11 17:30:27,453 Epoch[17] Batch [17900-17950]	Speed: 200.46 samples/sec	accuracy=0.932969
+2020-04-11 17:30:59,313 Epoch[17] Batch [17950-18000]	Speed: 200.88 samples/sec	accuracy=0.928594
+2020-04-11 17:31:31,386 Epoch[17] Batch [18000-18050]	Speed: 199.55 samples/sec	accuracy=0.930000
+2020-04-11 17:32:03,862 Epoch[17] Batch [18050-18100]	Speed: 197.07 samples/sec	accuracy=0.923594
+2020-04-11 17:32:35,942 Epoch[17] Batch [18100-18150]	Speed: 199.50 samples/sec	accuracy=0.929063
+2020-04-11 17:33:08,016 Epoch[17] Batch [18150-18200]	Speed: 199.54 samples/sec	accuracy=0.927031
+2020-04-11 17:33:39,752 Epoch[17] Batch [18200-18250]	Speed: 201.67 samples/sec	accuracy=0.929375
+2020-04-11 17:34:11,858 Epoch[17] Batch [18250-18300]	Speed: 199.34 samples/sec	accuracy=0.926094
+2020-04-11 17:34:44,003 Epoch[17] Batch [18300-18350]	Speed: 199.10 samples/sec	accuracy=0.925156
+2020-04-11 17:35:16,023 Epoch[17] Batch [18350-18400]	Speed: 199.87 samples/sec	accuracy=0.924219
+2020-04-11 17:35:48,025 Epoch[17] Batch [18400-18450]	Speed: 199.99 samples/sec	accuracy=0.927344
+2020-04-11 17:36:20,524 Epoch[17] Batch [18450-18500]	Speed: 196.93 samples/sec	accuracy=0.930625
+2020-04-11 17:36:52,374 Epoch[17] Batch [18500-18550]	Speed: 200.94 samples/sec	accuracy=0.933125
+2020-04-11 17:37:24,459 Epoch[17] Batch [18550-18600]	Speed: 199.47 samples/sec	accuracy=0.923750
+2020-04-11 17:37:56,309 Epoch[17] Batch [18600-18650]	Speed: 200.95 samples/sec	accuracy=0.926562
+2020-04-11 17:38:28,423 Epoch[17] Batch [18650-18700]	Speed: 199.29 samples/sec	accuracy=0.929063
+2020-04-11 17:39:00,911 Epoch[17] Batch [18700-18750]	Speed: 197.00 samples/sec	accuracy=0.933906
+2020-04-11 17:39:33,088 Epoch[17] Batch [18750-18800]	Speed: 198.90 samples/sec	accuracy=0.929688
+2020-04-11 17:40:05,180 Epoch[17] Batch [18800-18850]	Speed: 199.43 samples/sec	accuracy=0.926250
+2020-04-11 17:40:37,003 Epoch[17] Batch [18850-18900]	Speed: 201.12 samples/sec	accuracy=0.930625
+2020-04-11 17:41:09,651 Epoch[17] Batch [18900-18950]	Speed: 196.03 samples/sec	accuracy=0.925625
+2020-04-11 17:41:41,802 Epoch[17] Batch [18950-19000]	Speed: 199.06 samples/sec	accuracy=0.927031
+2020-04-11 17:42:13,377 Epoch[17] Batch [19000-19050]	Speed: 202.70 samples/sec	accuracy=0.930156
+2020-04-11 17:42:45,125 Epoch[17] Batch [19050-19100]	Speed: 201.58 samples/sec	accuracy=0.928125
+2020-04-11 17:43:17,179 Epoch[17] Batch [19100-19150]	Speed: 199.66 samples/sec	accuracy=0.928281
+2020-04-11 17:43:49,356 Epoch[17] Batch [19150-19200]	Speed: 198.91 samples/sec	accuracy=0.927031
+2020-04-11 17:44:21,380 Epoch[17] Batch [19200-19250]	Speed: 199.85 samples/sec	accuracy=0.936719
+2020-04-11 17:44:53,588 Epoch[17] Batch [19250-19300]	Speed: 198.71 samples/sec	accuracy=0.933125
+2020-04-11 17:45:25,525 Epoch[17] Batch [19300-19350]	Speed: 200.40 samples/sec	accuracy=0.930156
+2020-04-11 17:45:57,479 Epoch[17] Batch [19350-19400]	Speed: 200.29 samples/sec	accuracy=0.925625
+2020-04-11 17:46:29,355 Epoch[17] Batch [19400-19450]	Speed: 200.78 samples/sec	accuracy=0.930312
+2020-04-11 17:47:01,586 Epoch[17] Batch [19450-19500]	Speed: 198.56 samples/sec	accuracy=0.931250
+2020-04-11 17:47:33,289 Epoch[17] Batch [19500-19550]	Speed: 201.88 samples/sec	accuracy=0.928594
+2020-04-11 17:48:05,406 Epoch[17] Batch [19550-19600]	Speed: 199.27 samples/sec	accuracy=0.930937
+2020-04-11 17:48:37,538 Epoch[17] Batch [19600-19650]	Speed: 199.18 samples/sec	accuracy=0.924531
+2020-04-11 17:49:09,587 Epoch[17] Batch [19650-19700]	Speed: 199.70 samples/sec	accuracy=0.929219
+2020-04-11 17:49:41,384 Epoch[17] Batch [19700-19750]	Speed: 201.28 samples/sec	accuracy=0.929219
+2020-04-11 17:50:13,355 Epoch[17] Batch [19750-19800]	Speed: 200.18 samples/sec	accuracy=0.927031
+2020-04-11 17:50:45,379 Epoch[17] Batch [19800-19850]	Speed: 199.85 samples/sec	accuracy=0.928750
+2020-04-11 17:51:17,841 Epoch[17] Batch [19850-19900]	Speed: 197.16 samples/sec	accuracy=0.925156
+2020-04-11 17:51:50,142 Epoch[17] Batch [19900-19950]	Speed: 198.14 samples/sec	accuracy=0.933438
+2020-04-11 17:52:22,077 Epoch[17] Batch [19950-20000]	Speed: 200.41 samples/sec	accuracy=0.926719
+2020-04-11 17:52:53,966 Epoch[17] Batch [20000-20050]	Speed: 200.70 samples/sec	accuracy=0.926562
+2020-04-11 17:53:26,047 Epoch[17] Batch [20050-20100]	Speed: 199.50 samples/sec	accuracy=0.930000
+2020-04-11 17:53:58,212 Epoch[17] Batch [20100-20150]	Speed: 198.98 samples/sec	accuracy=0.931562
+2020-04-11 17:54:30,387 Epoch[17] Batch [20150-20200]	Speed: 198.91 samples/sec	accuracy=0.924844
+2020-04-11 17:55:02,801 Epoch[17] Batch [20200-20250]	Speed: 197.45 samples/sec	accuracy=0.925156
+2020-04-11 17:55:34,869 Epoch[17] Batch [20250-20300]	Speed: 199.58 samples/sec	accuracy=0.927344
+2020-04-11 17:56:06,936 Epoch[17] Batch [20300-20350]	Speed: 199.58 samples/sec	accuracy=0.926719
+2020-04-11 17:56:39,075 Epoch[17] Batch [20350-20400]	Speed: 199.14 samples/sec	accuracy=0.932969
+2020-04-11 17:57:10,848 Epoch[17] Batch [20400-20450]	Speed: 201.43 samples/sec	accuracy=0.929531
+2020-04-11 17:57:43,070 Epoch[17] Batch [20450-20500]	Speed: 198.62 samples/sec	accuracy=0.929375
+2020-04-11 17:58:14,896 Epoch[17] Batch [20500-20550]	Speed: 201.09 samples/sec	accuracy=0.933438
+2020-04-11 17:58:46,714 Epoch[17] Batch [20550-20600]	Speed: 201.15 samples/sec	accuracy=0.927500
+2020-04-11 17:59:18,927 Epoch[17] Batch [20600-20650]	Speed: 198.68 samples/sec	accuracy=0.927031
+2020-04-11 17:59:50,906 Epoch[17] Batch [20650-20700]	Speed: 200.14 samples/sec	accuracy=0.924687
+2020-04-11 18:00:23,119 Epoch[17] Batch [20700-20750]	Speed: 198.68 samples/sec	accuracy=0.929063
+2020-04-11 18:00:54,899 Epoch[17] Batch [20750-20800]	Speed: 201.39 samples/sec	accuracy=0.922813
+2020-04-11 18:01:27,139 Epoch[17] Batch [20800-20850]	Speed: 198.51 samples/sec	accuracy=0.930000
+2020-04-11 18:01:59,113 Epoch[17] Batch [20850-20900]	Speed: 200.17 samples/sec	accuracy=0.925156
+2020-04-11 18:02:31,307 Epoch[17] Batch [20900-20950]	Speed: 198.80 samples/sec	accuracy=0.921250
+2020-04-11 18:03:03,254 Epoch[17] Batch [20950-21000]	Speed: 200.33 samples/sec	accuracy=0.928594
+2020-04-11 18:03:35,200 Epoch[17] Batch [21000-21050]	Speed: 200.34 samples/sec	accuracy=0.928125
+2020-04-11 18:04:07,034 Epoch[17] Batch [21050-21100]	Speed: 201.04 samples/sec	accuracy=0.929375
+2020-04-11 18:04:39,106 Epoch[17] Batch [21100-21150]	Speed: 199.55 samples/sec	accuracy=0.928281
+2020-04-11 18:05:11,290 Epoch[17] Batch [21150-21200]	Speed: 198.86 samples/sec	accuracy=0.923125
+2020-04-11 18:05:43,231 Epoch[17] Batch [21200-21250]	Speed: 200.37 samples/sec	accuracy=0.928594
+2020-04-11 18:06:15,393 Epoch[17] Batch [21250-21300]	Speed: 198.99 samples/sec	accuracy=0.928594
+2020-04-11 18:06:47,732 Epoch[17] Batch [21300-21350]	Speed: 197.91 samples/sec	accuracy=0.932969
+2020-04-11 18:07:19,992 Epoch[17] Batch [21350-21400]	Speed: 198.39 samples/sec	accuracy=0.926562
+2020-04-11 18:07:51,932 Epoch[17] Batch [21400-21450]	Speed: 200.38 samples/sec	accuracy=0.924687
+2020-04-11 18:08:24,030 Epoch[17] Batch [21450-21500]	Speed: 199.39 samples/sec	accuracy=0.929375
+2020-04-11 18:08:56,188 Epoch[17] Batch [21500-21550]	Speed: 199.02 samples/sec	accuracy=0.928906
+2020-04-11 18:09:28,436 Epoch[17] Batch [21550-21600]	Speed: 198.47 samples/sec	accuracy=0.928438
+2020-04-11 18:10:00,995 Epoch[17] Batch [21600-21650]	Speed: 196.57 samples/sec	accuracy=0.932969
+2020-04-11 18:10:33,198 Epoch[17] Batch [21650-21700]	Speed: 198.74 samples/sec	accuracy=0.934844
+2020-04-11 18:11:05,106 Epoch[17] Batch [21700-21750]	Speed: 200.58 samples/sec	accuracy=0.926094
+2020-04-11 18:11:36,924 Epoch[17] Batch [21750-21800]	Speed: 201.15 samples/sec	accuracy=0.929688
+2020-04-11 18:12:09,053 Epoch[17] Batch [21800-21850]	Speed: 199.20 samples/sec	accuracy=0.927188
+2020-04-11 18:12:41,189 Epoch[17] Batch [21850-21900]	Speed: 199.15 samples/sec	accuracy=0.924375
+2020-04-11 18:13:13,307 Epoch[17] Batch [21900-21950]	Speed: 199.27 samples/sec	accuracy=0.925469
+2020-04-11 18:13:45,852 Epoch[17] Batch [21950-22000]	Speed: 196.65 samples/sec	accuracy=0.932656
+2020-04-11 18:14:18,479 Epoch[17] Batch [22000-22050]	Speed: 196.16 samples/sec	accuracy=0.930469
+2020-04-11 18:14:50,807 Epoch[17] Batch [22050-22100]	Speed: 197.98 samples/sec	accuracy=0.929531
+2020-04-11 18:15:22,495 Epoch[17] Batch [22100-22150]	Speed: 201.96 samples/sec	accuracy=0.926875
+2020-04-11 18:15:54,344 Epoch[17] Batch [22150-22200]	Speed: 200.95 samples/sec	accuracy=0.928594
+2020-04-11 18:16:26,463 Epoch[17] Batch [22200-22250]	Speed: 199.26 samples/sec	accuracy=0.923594
+2020-04-11 18:16:58,503 Epoch[17] Batch [22250-22300]	Speed: 199.75 samples/sec	accuracy=0.923281
+2020-04-11 18:17:30,015 Epoch[17] Batch [22300-22350]	Speed: 203.10 samples/sec	accuracy=0.929219
+2020-04-11 18:18:01,997 Epoch[17] Batch [22350-22400]	Speed: 200.11 samples/sec	accuracy=0.926094
+2020-04-11 18:18:33,939 Epoch[17] Batch [22400-22450]	Speed: 200.36 samples/sec	accuracy=0.926406
+2020-04-11 18:19:06,054 Epoch[17] Batch [22450-22500]	Speed: 199.29 samples/sec	accuracy=0.926719
+2020-04-11 18:19:38,676 Epoch[17] Batch [22500-22550]	Speed: 196.19 samples/sec	accuracy=0.928125
+2020-04-11 18:20:11,119 Epoch[17] Batch [22550-22600]	Speed: 197.27 samples/sec	accuracy=0.924844
+2020-04-11 18:20:42,914 Epoch[17] Batch [22600-22650]	Speed: 201.29 samples/sec	accuracy=0.925000
+2020-04-11 18:21:14,713 Epoch[17] Batch [22650-22700]	Speed: 201.27 samples/sec	accuracy=0.926094
+2020-04-11 18:21:46,701 Epoch[17] Batch [22700-22750]	Speed: 200.08 samples/sec	accuracy=0.926719
+2020-04-11 18:22:18,636 Epoch[17] Batch [22750-22800]	Speed: 200.41 samples/sec	accuracy=0.925000
+2020-04-11 18:22:50,280 Epoch[17] Batch [22800-22850]	Speed: 202.25 samples/sec	accuracy=0.930156
+2020-04-11 18:23:22,097 Epoch[17] Batch [22850-22900]	Speed: 201.15 samples/sec	accuracy=0.930937
+2020-04-11 18:23:54,259 Epoch[17] Batch [22900-22950]	Speed: 199.00 samples/sec	accuracy=0.926094
+2020-04-11 18:24:26,418 Epoch[17] Batch [22950-23000]	Speed: 199.01 samples/sec	accuracy=0.926562
+2020-04-11 18:24:58,461 Epoch[17] Batch [23000-23050]	Speed: 199.73 samples/sec	accuracy=0.930625
+2020-04-11 18:25:30,245 Epoch[17] Batch [23050-23100]	Speed: 201.36 samples/sec	accuracy=0.926094
+2020-04-11 18:26:02,446 Epoch[17] Batch [23100-23150]	Speed: 198.75 samples/sec	accuracy=0.932187
+2020-04-11 18:26:34,289 Epoch[17] Batch [23150-23200]	Speed: 200.99 samples/sec	accuracy=0.927344
+2020-04-11 18:27:06,705 Epoch[17] Batch [23200-23250]	Speed: 197.44 samples/sec	accuracy=0.930625
+2020-04-11 18:27:39,004 Epoch[17] Batch [23250-23300]	Speed: 198.15 samples/sec	accuracy=0.931719
+2020-04-11 18:28:11,254 Epoch[17] Batch [23300-23350]	Speed: 198.45 samples/sec	accuracy=0.927656
+2020-04-11 18:28:43,290 Epoch[17] Batch [23350-23400]	Speed: 199.78 samples/sec	accuracy=0.926406
+2020-04-11 18:29:15,320 Epoch[17] Batch [23400-23450]	Speed: 199.81 samples/sec	accuracy=0.923594
+2020-04-11 18:29:47,628 Epoch[17] Batch [23450-23500]	Speed: 198.10 samples/sec	accuracy=0.928438
+2020-04-11 18:30:20,015 Epoch[17] Batch [23500-23550]	Speed: 197.61 samples/sec	accuracy=0.928281
+2020-04-11 18:30:51,821 Epoch[17] Batch [23550-23600]	Speed: 201.22 samples/sec	accuracy=0.925000
+2020-04-11 18:31:23,835 Epoch[17] Batch [23600-23650]	Speed: 199.91 samples/sec	accuracy=0.929688
+2020-04-11 18:31:55,732 Epoch[17] Batch [23650-23700]	Speed: 200.65 samples/sec	accuracy=0.928125
+2020-04-11 18:32:28,010 Epoch[17] Batch [23700-23750]	Speed: 198.28 samples/sec	accuracy=0.921250
+2020-04-11 18:32:59,974 Epoch[17] Batch [23750-23800]	Speed: 200.23 samples/sec	accuracy=0.928750
+2020-04-11 18:33:32,049 Epoch[17] Batch [23800-23850]	Speed: 199.53 samples/sec	accuracy=0.929844
+2020-04-11 18:34:04,147 Epoch[17] Batch [23850-23900]	Speed: 199.39 samples/sec	accuracy=0.933438
+2020-04-11 18:34:36,057 Epoch[17] Batch [23900-23950]	Speed: 200.56 samples/sec	accuracy=0.924219
+2020-04-11 18:35:08,243 Epoch[17] Batch [23950-24000]	Speed: 198.85 samples/sec	accuracy=0.927813
+2020-04-11 18:35:40,332 Epoch[17] Batch [24000-24050]	Speed: 199.45 samples/sec	accuracy=0.928906
+2020-04-11 18:36:12,217 Epoch[17] Batch [24050-24100]	Speed: 200.72 samples/sec	accuracy=0.922813
+2020-04-11 18:36:44,326 Epoch[17] Batch [24100-24150]	Speed: 199.32 samples/sec	accuracy=0.930156
+2020-04-11 18:37:16,979 Epoch[17] Batch [24150-24200]	Speed: 196.00 samples/sec	accuracy=0.923906
+2020-04-11 18:37:50,059 Epoch[17] Batch [24200-24250]	Speed: 193.48 samples/sec	accuracy=0.928438
+2020-04-11 18:38:23,056 Epoch[17] Batch [24250-24300]	Speed: 193.96 samples/sec	accuracy=0.924844
+2020-04-11 18:38:55,380 Epoch[17] Batch [24300-24350]	Speed: 198.00 samples/sec	accuracy=0.928125
+2020-04-11 18:39:27,745 Epoch[17] Batch [24350-24400]	Speed: 197.74 samples/sec	accuracy=0.928281
+2020-04-11 18:40:00,777 Epoch[17] Batch [24400-24450]	Speed: 193.76 samples/sec	accuracy=0.928750
+2020-04-11 18:40:33,760 Epoch[17] Batch [24450-24500]	Speed: 194.04 samples/sec	accuracy=0.928438
+2020-04-11 18:41:06,794 Epoch[17] Batch [24500-24550]	Speed: 193.74 samples/sec	accuracy=0.927500
+2020-04-11 18:41:39,894 Epoch[17] Batch [24550-24600]	Speed: 193.35 samples/sec	accuracy=0.930000
+2020-04-11 18:42:12,941 Epoch[17] Batch [24600-24650]	Speed: 193.66 samples/sec	accuracy=0.930469
+2020-04-11 18:42:46,070 Epoch[17] Batch [24650-24700]	Speed: 193.18 samples/sec	accuracy=0.930937
+2020-04-11 18:43:18,904 Epoch[17] Batch [24700-24750]	Speed: 194.92 samples/sec	accuracy=0.928438
+2020-04-11 18:43:51,817 Epoch[17] Batch [24750-24800]	Speed: 194.45 samples/sec	accuracy=0.932656
+2020-04-11 18:44:24,739 Epoch[17] Batch [24800-24850]	Speed: 194.40 samples/sec	accuracy=0.923594
+2020-04-11 18:44:57,774 Epoch[17] Batch [24850-24900]	Speed: 193.74 samples/sec	accuracy=0.929063
+2020-04-11 18:45:30,702 Epoch[17] Batch [24900-24950]	Speed: 194.36 samples/sec	accuracy=0.930156
+2020-04-11 18:46:03,813 Epoch[17] Batch [24950-25000]	Speed: 193.29 samples/sec	accuracy=0.930625
+2020-04-11 18:46:36,776 Epoch[17] Batch [25000-25050]	Speed: 194.16 samples/sec	accuracy=0.926406
+2020-04-11 18:47:09,685 Epoch[17] Batch [25050-25100]	Speed: 194.48 samples/sec	accuracy=0.924844
+2020-04-11 18:47:42,876 Epoch[17] Batch [25100-25150]	Speed: 192.83 samples/sec	accuracy=0.934063
+2020-04-11 18:48:15,834 Epoch[17] Batch [25150-25200]	Speed: 194.19 samples/sec	accuracy=0.928281
+2020-04-11 18:48:48,785 Epoch[17] Batch [25200-25250]	Speed: 194.23 samples/sec	accuracy=0.929063
+2020-04-11 18:49:21,781 Epoch[17] Batch [25250-25300]	Speed: 193.96 samples/sec	accuracy=0.930000
+2020-04-11 18:49:54,756 Epoch[17] Batch [25300-25350]	Speed: 194.09 samples/sec	accuracy=0.928750
+2020-04-11 18:50:28,019 Epoch[17] Batch [25350-25400]	Speed: 192.41 samples/sec	accuracy=0.932656
+2020-04-11 18:51:00,947 Epoch[17] Batch [25400-25450]	Speed: 194.36 samples/sec	accuracy=0.927969
+2020-04-11 18:51:33,639 Epoch[17] Batch [25450-25500]	Speed: 195.77 samples/sec	accuracy=0.926562
+2020-04-11 18:52:06,578 Epoch[17] Batch [25500-25550]	Speed: 194.30 samples/sec	accuracy=0.932031
+2020-04-11 18:52:39,543 Epoch[17] Batch [25550-25600]	Speed: 194.15 samples/sec	accuracy=0.926406
+2020-04-11 18:53:12,485 Epoch[17] Batch [25600-25650]	Speed: 194.28 samples/sec	accuracy=0.928125
+2020-04-11 18:53:45,347 Epoch[17] Batch [25650-25700]	Speed: 194.75 samples/sec	accuracy=0.924531
+2020-04-11 18:54:18,218 Epoch[17] Batch [25700-25750]	Speed: 194.71 samples/sec	accuracy=0.925312
+2020-04-11 18:54:51,193 Epoch[17] Batch [25750-25800]	Speed: 194.08 samples/sec	accuracy=0.924844
+2020-04-11 18:55:24,211 Epoch[17] Batch [25800-25850]	Speed: 193.83 samples/sec	accuracy=0.927500
+2020-04-11 18:55:57,249 Epoch[17] Batch [25850-25900]	Speed: 193.72 samples/sec	accuracy=0.928281
+2020-04-11 18:56:30,331 Epoch[17] Batch [25900-25950]	Speed: 193.46 samples/sec	accuracy=0.931094
+2020-04-11 18:57:03,524 Epoch[17] Batch [25950-26000]	Speed: 192.81 samples/sec	accuracy=0.925937
+2020-04-11 18:57:36,646 Epoch[17] Batch [26000-26050]	Speed: 193.23 samples/sec	accuracy=0.931094
+2020-04-11 18:58:09,754 Epoch[17] Batch [26050-26100]	Speed: 193.31 samples/sec	accuracy=0.925937
+2020-04-11 18:58:39,878 Epoch[17] Batch [26100-26150]	Speed: 212.45 samples/sec	accuracy=0.925469
+2020-04-11 18:59:08,402 Epoch[17] Batch [26150-26200]	Speed: 224.37 samples/sec	accuracy=0.922188
+2020-04-11 18:59:37,196 Epoch[17] Batch [26200-26250]	Speed: 222.27 samples/sec	accuracy=0.924531
+2020-04-11 19:00:06,383 Epoch[17] Batch [26250-26300]	Speed: 219.28 samples/sec	accuracy=0.922813
+2020-04-11 19:00:35,320 Epoch[17] Batch [26300-26350]	Speed: 221.17 samples/sec	accuracy=0.925625
+2020-04-11 19:01:04,029 Epoch[17] Batch [26350-26400]	Speed: 222.93 samples/sec	accuracy=0.926094
+2020-04-11 19:01:32,680 Epoch[17] Batch [26400-26450]	Speed: 223.38 samples/sec	accuracy=0.927813
+2020-04-11 19:02:00,942 Epoch[17] Batch [26450-26500]	Speed: 226.46 samples/sec	accuracy=0.929531
+2020-04-11 19:02:30,002 Epoch[17] Batch [26500-26550]	Speed: 220.23 samples/sec	accuracy=0.928594
+2020-04-11 19:02:59,024 Epoch[17] Batch [26550-26600]	Speed: 220.53 samples/sec	accuracy=0.921875
+2020-04-11 19:03:27,368 Epoch[17] Batch [26600-26650]	Speed: 225.80 samples/sec	accuracy=0.928906
+2020-04-11 19:03:55,497 Epoch[17] Batch [26650-26700]	Speed: 227.53 samples/sec	accuracy=0.922656
+2020-04-11 19:04:23,809 Epoch[17] Batch [26700-26750]	Speed: 226.05 samples/sec	accuracy=0.925937
+2020-04-11 19:04:52,118 Epoch[17] Batch [26750-26800]	Speed: 226.08 samples/sec	accuracy=0.923438
+2020-04-11 19:05:21,002 Epoch[17] Batch [26800-26850]	Speed: 221.58 samples/sec	accuracy=0.929219
+2020-04-11 19:05:49,680 Epoch[17] Batch [26850-26900]	Speed: 223.17 samples/sec	accuracy=0.928906
+2020-04-11 19:06:18,047 Epoch[17] Batch [26900-26950]	Speed: 225.61 samples/sec	accuracy=0.927031
+2020-04-11 19:06:46,117 Epoch[17] Batch [26950-27000]	Speed: 228.00 samples/sec	accuracy=0.926875
+2020-04-11 19:07:14,823 Epoch[17] Batch [27000-27050]	Speed: 222.96 samples/sec	accuracy=0.929531
+2020-04-11 19:07:43,457 Epoch[17] Batch [27050-27100]	Speed: 223.51 samples/sec	accuracy=0.923125
+2020-04-11 19:08:11,784 Epoch[17] Batch [27100-27150]	Speed: 225.94 samples/sec	accuracy=0.927969
+2020-04-11 19:08:40,398 Epoch[17] Batch [27150-27200]	Speed: 223.67 samples/sec	accuracy=0.932656
+2020-04-11 19:09:09,707 Epoch[17] Batch [27200-27250]	Speed: 218.36 samples/sec	accuracy=0.927188
+2020-04-11 19:09:39,144 Epoch[17] Batch [27250-27300]	Speed: 217.41 samples/sec	accuracy=0.927344
+2020-04-11 19:10:08,623 Epoch[17] Batch [27300-27350]	Speed: 217.11 samples/sec	accuracy=0.925156
+2020-04-11 19:10:38,129 Epoch[17] Batch [27350-27400]	Speed: 216.90 samples/sec	accuracy=0.927813
+2020-04-11 19:11:07,550 Epoch[17] Batch [27400-27450]	Speed: 217.53 samples/sec	accuracy=0.927969
+2020-04-11 19:11:36,901 Epoch[17] Batch [27450-27500]	Speed: 218.05 samples/sec	accuracy=0.924531
+2020-04-11 19:12:06,509 Epoch[17] Batch [27500-27550]	Speed: 216.15 samples/sec	accuracy=0.925156
+2020-04-11 19:12:36,108 Epoch[17] Batch [27550-27600]	Speed: 216.23 samples/sec	accuracy=0.932500
+2020-04-11 19:13:05,480 Epoch[17] Batch [27600-27650]	Speed: 217.90 samples/sec	accuracy=0.930937
+2020-04-11 19:13:35,130 Epoch[17] Batch [27650-27700]	Speed: 215.85 samples/sec	accuracy=0.924375
+2020-04-11 19:14:04,688 Epoch[17] Batch [27700-27750]	Speed: 216.53 samples/sec	accuracy=0.927500
+2020-04-11 19:14:34,210 Epoch[17] Batch [27750-27800]	Speed: 216.79 samples/sec	accuracy=0.922969
+2020-04-11 19:15:03,544 Epoch[17] Batch [27800-27850]	Speed: 218.18 samples/sec	accuracy=0.931250
+2020-04-11 19:15:32,891 Epoch[17] Batch [27850-27900]	Speed: 218.08 samples/sec	accuracy=0.930625
+2020-04-11 19:16:02,416 Epoch[17] Batch [27900-27950]	Speed: 216.77 samples/sec	accuracy=0.927813
+2020-04-11 19:16:31,844 Epoch[17] Batch [27950-28000]	Speed: 217.48 samples/sec	accuracy=0.926094
+2020-04-11 19:17:01,389 Epoch[17] Batch [28000-28050]	Speed: 216.62 samples/sec	accuracy=0.925937
+2020-04-11 19:17:31,113 Epoch[17] Batch [28050-28100]	Speed: 215.31 samples/sec	accuracy=0.930312
+2020-04-11 19:18:01,144 Epoch[17] Batch [28100-28150]	Speed: 213.12 samples/sec	accuracy=0.928125
+2020-04-11 19:18:30,710 Epoch[17] Batch [28150-28200]	Speed: 216.47 samples/sec	accuracy=0.925156
+2020-04-11 19:18:53,511 Epoch[17] Train-accuracy=0.927852
+2020-04-11 19:18:53,511 Epoch[17] Time cost=18005.114
+2020-04-11 19:18:53,552 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0018.params"
+2020-04-11 19:49:02,637 Epoch[17] Validation-accuracy=0.968679
+2020-04-11 19:49:43,220 Epoch[18] Batch [0-50]	Speed: 199.63 samples/sec	accuracy=0.931219
+2020-04-11 19:50:15,617 Epoch[18] Batch [50-100]	Speed: 197.55 samples/sec	accuracy=0.924687
+2020-04-11 19:50:47,449 Epoch[18] Batch [100-150]	Speed: 201.06 samples/sec	accuracy=0.932187
+2020-04-11 19:51:19,063 Epoch[18] Batch [150-200]	Speed: 202.45 samples/sec	accuracy=0.923906
+2020-04-11 19:51:51,216 Epoch[18] Batch [200-250]	Speed: 199.05 samples/sec	accuracy=0.929219
+2020-04-11 19:52:23,506 Epoch[18] Batch [250-300]	Speed: 198.21 samples/sec	accuracy=0.930469
+2020-04-11 19:52:55,749 Epoch[18] Batch [300-350]	Speed: 198.49 samples/sec	accuracy=0.924687
+2020-04-11 19:53:27,929 Epoch[18] Batch [350-400]	Speed: 198.88 samples/sec	accuracy=0.927188
+2020-04-11 19:54:00,220 Epoch[18] Batch [400-450]	Speed: 198.20 samples/sec	accuracy=0.931406
+2020-04-11 19:54:32,102 Epoch[18] Batch [450-500]	Speed: 200.74 samples/sec	accuracy=0.924063
+2020-04-11 19:55:03,928 Epoch[18] Batch [500-550]	Speed: 201.09 samples/sec	accuracy=0.928438
+2020-04-11 19:55:35,709 Epoch[18] Batch [550-600]	Speed: 201.38 samples/sec	accuracy=0.930625
+2020-04-11 19:56:07,738 Epoch[18] Batch [600-650]	Speed: 199.82 samples/sec	accuracy=0.927031
+2020-04-11 19:56:39,728 Epoch[18] Batch [650-700]	Speed: 200.06 samples/sec	accuracy=0.926875
+2020-04-11 19:57:11,680 Epoch[18] Batch [700-750]	Speed: 200.30 samples/sec	accuracy=0.932656
+2020-04-11 19:57:44,072 Epoch[18] Batch [750-800]	Speed: 197.59 samples/sec	accuracy=0.927969
+2020-04-11 19:58:15,833 Epoch[18] Batch [800-850]	Speed: 201.50 samples/sec	accuracy=0.931719
+2020-04-11 19:58:47,496 Epoch[18] Batch [850-900]	Speed: 202.13 samples/sec	accuracy=0.926406
+2020-04-11 19:59:19,656 Epoch[18] Batch [900-950]	Speed: 199.00 samples/sec	accuracy=0.926406
+2020-04-11 19:59:51,734 Epoch[18] Batch [950-1000]	Speed: 199.51 samples/sec	accuracy=0.926406
+2020-04-11 20:00:23,559 Epoch[18] Batch [1000-1050]	Speed: 201.10 samples/sec	accuracy=0.931875
+2020-04-11 20:00:55,439 Epoch[18] Batch [1050-1100]	Speed: 200.75 samples/sec	accuracy=0.919844
+2020-04-11 20:01:27,294 Epoch[18] Batch [1100-1150]	Speed: 200.91 samples/sec	accuracy=0.931094
+2020-04-11 20:01:59,576 Epoch[18] Batch [1150-1200]	Speed: 198.25 samples/sec	accuracy=0.928906
+2020-04-11 20:02:31,760 Epoch[18] Batch [1200-1250]	Speed: 198.85 samples/sec	accuracy=0.928594
+2020-04-11 20:03:03,444 Epoch[18] Batch [1250-1300]	Speed: 202.00 samples/sec	accuracy=0.920781
+2020-04-11 20:03:35,452 Epoch[18] Batch [1300-1350]	Speed: 199.96 samples/sec	accuracy=0.925156
+2020-04-11 20:04:07,406 Epoch[18] Batch [1350-1400]	Speed: 200.29 samples/sec	accuracy=0.926875
+2020-04-11 20:04:39,389 Epoch[18] Batch [1400-1450]	Speed: 200.10 samples/sec	accuracy=0.928281
+2020-04-11 20:05:11,635 Epoch[18] Batch [1450-1500]	Speed: 198.48 samples/sec	accuracy=0.927969
+2020-04-11 20:05:43,921 Epoch[18] Batch [1500-1550]	Speed: 198.23 samples/sec	accuracy=0.927500
+2020-04-11 20:06:15,436 Epoch[18] Batch [1550-1600]	Speed: 203.07 samples/sec	accuracy=0.928594
+2020-04-11 20:06:47,282 Epoch[18] Batch [1600-1650]	Speed: 200.97 samples/sec	accuracy=0.926250
+2020-04-11 20:07:19,099 Epoch[18] Batch [1650-1700]	Speed: 201.15 samples/sec	accuracy=0.923750
+2020-04-11 20:07:51,176 Epoch[18] Batch [1700-1750]	Speed: 199.52 samples/sec	accuracy=0.933750
+2020-04-11 20:08:23,129 Epoch[18] Batch [1750-1800]	Speed: 200.30 samples/sec	accuracy=0.932656
+2020-04-11 20:08:54,675 Epoch[18] Batch [1800-1850]	Speed: 202.88 samples/sec	accuracy=0.927500
+2020-04-11 20:09:26,774 Epoch[18] Batch [1850-1900]	Speed: 199.38 samples/sec	accuracy=0.929219
+2020-04-11 20:09:58,707 Epoch[18] Batch [1900-1950]	Speed: 200.43 samples/sec	accuracy=0.929063
+2020-04-11 20:10:31,058 Epoch[18] Batch [1950-2000]	Speed: 197.83 samples/sec	accuracy=0.923438
+2020-04-11 20:11:03,117 Epoch[18] Batch [2000-2050]	Speed: 199.63 samples/sec	accuracy=0.918125
+2020-04-11 20:11:34,900 Epoch[18] Batch [2050-2100]	Speed: 201.37 samples/sec	accuracy=0.929219
+2020-04-11 20:12:06,742 Epoch[18] Batch [2100-2150]	Speed: 200.99 samples/sec	accuracy=0.923906
+2020-04-11 20:12:38,691 Epoch[18] Batch [2150-2200]	Speed: 200.32 samples/sec	accuracy=0.924531
+2020-04-11 20:13:10,814 Epoch[18] Batch [2200-2250]	Speed: 199.23 samples/sec	accuracy=0.928125
+2020-04-11 20:13:43,158 Epoch[18] Batch [2250-2300]	Speed: 197.87 samples/sec	accuracy=0.924531
+2020-04-11 20:14:15,010 Epoch[18] Batch [2300-2350]	Speed: 200.93 samples/sec	accuracy=0.927500
+2020-04-11 20:14:47,067 Epoch[18] Batch [2350-2400]	Speed: 199.65 samples/sec	accuracy=0.923281
+2020-04-11 20:15:19,163 Epoch[18] Batch [2400-2450]	Speed: 199.40 samples/sec	accuracy=0.929844
+2020-04-11 20:15:51,311 Epoch[18] Batch [2450-2500]	Speed: 199.08 samples/sec	accuracy=0.929531
+2020-04-11 20:16:23,637 Epoch[18] Batch [2500-2550]	Speed: 197.98 samples/sec	accuracy=0.927656
+2020-04-11 20:16:55,760 Epoch[18] Batch [2550-2600]	Speed: 199.24 samples/sec	accuracy=0.930156
+2020-04-11 20:17:27,276 Epoch[18] Batch [2600-2650]	Speed: 203.07 samples/sec	accuracy=0.924531
+2020-04-11 20:17:59,107 Epoch[18] Batch [2650-2700]	Speed: 201.06 samples/sec	accuracy=0.927188
+2020-04-11 20:18:31,223 Epoch[18] Batch [2700-2750]	Speed: 199.28 samples/sec	accuracy=0.927500
+2020-04-11 20:19:03,068 Epoch[18] Batch [2750-2800]	Speed: 200.97 samples/sec	accuracy=0.926094
+2020-04-11 20:19:35,135 Epoch[18] Batch [2800-2850]	Speed: 199.59 samples/sec	accuracy=0.930000
+2020-04-11 20:20:06,912 Epoch[18] Batch [2850-2900]	Speed: 201.41 samples/sec	accuracy=0.923906
+2020-04-11 20:20:38,948 Epoch[18] Batch [2900-2950]	Speed: 199.78 samples/sec	accuracy=0.927500
+2020-04-11 20:21:11,026 Epoch[18] Batch [2950-3000]	Speed: 199.51 samples/sec	accuracy=0.925469
+2020-04-11 20:21:43,235 Epoch[18] Batch [3000-3050]	Speed: 198.70 samples/sec	accuracy=0.929375
+2020-04-11 20:22:15,345 Epoch[18] Batch [3050-3100]	Speed: 199.32 samples/sec	accuracy=0.929375
+2020-04-11 20:22:47,332 Epoch[18] Batch [3100-3150]	Speed: 200.08 samples/sec	accuracy=0.933906
+2020-04-11 20:23:19,344 Epoch[18] Batch [3150-3200]	Speed: 199.92 samples/sec	accuracy=0.927656
+2020-04-11 20:23:51,451 Epoch[18] Batch [3200-3250]	Speed: 199.34 samples/sec	accuracy=0.930000
+2020-04-11 20:24:23,251 Epoch[18] Batch [3250-3300]	Speed: 201.25 samples/sec	accuracy=0.920000
+2020-04-11 20:24:55,133 Epoch[18] Batch [3300-3350]	Speed: 200.75 samples/sec	accuracy=0.920469
+2020-04-11 20:25:26,844 Epoch[18] Batch [3350-3400]	Speed: 201.82 samples/sec	accuracy=0.934531
+2020-04-11 20:25:58,698 Epoch[18] Batch [3400-3450]	Speed: 200.92 samples/sec	accuracy=0.931719
+2020-04-11 20:26:30,994 Epoch[18] Batch [3450-3500]	Speed: 198.16 samples/sec	accuracy=0.923125
+2020-04-11 20:27:02,551 Epoch[18] Batch [3500-3550]	Speed: 202.81 samples/sec	accuracy=0.924219
+2020-04-11 20:27:34,306 Epoch[18] Batch [3550-3600]	Speed: 201.54 samples/sec	accuracy=0.927500
+2020-04-11 20:28:06,489 Epoch[18] Batch [3600-3650]	Speed: 198.86 samples/sec	accuracy=0.929531
+2020-04-11 20:28:38,721 Epoch[18] Batch [3650-3700]	Speed: 198.56 samples/sec	accuracy=0.930000
+2020-04-11 20:29:10,339 Epoch[18] Batch [3700-3750]	Speed: 202.42 samples/sec	accuracy=0.930937
+2020-04-11 20:29:42,326 Epoch[18] Batch [3750-3800]	Speed: 200.08 samples/sec	accuracy=0.928438
+2020-04-11 20:30:14,156 Epoch[18] Batch [3800-3850]	Speed: 201.07 samples/sec	accuracy=0.929531
+2020-04-11 20:30:45,996 Epoch[18] Batch [3850-3900]	Speed: 201.01 samples/sec	accuracy=0.929063
+2020-04-11 20:31:18,389 Epoch[18] Batch [3900-3950]	Speed: 197.57 samples/sec	accuracy=0.928438
+2020-04-11 20:31:50,336 Epoch[18] Batch [3950-4000]	Speed: 200.33 samples/sec	accuracy=0.927188
+2020-04-11 20:32:22,315 Epoch[18] Batch [4000-4050]	Speed: 200.13 samples/sec	accuracy=0.927500
+2020-04-11 20:32:54,317 Epoch[18] Batch [4050-4100]	Speed: 199.99 samples/sec	accuracy=0.926250
+2020-04-11 20:33:25,905 Epoch[18] Batch [4100-4150]	Speed: 202.61 samples/sec	accuracy=0.933750
+2020-04-11 20:33:57,846 Epoch[18] Batch [4150-4200]	Speed: 200.37 samples/sec	accuracy=0.929219
+2020-04-11 20:34:29,853 Epoch[18] Batch [4200-4250]	Speed: 199.96 samples/sec	accuracy=0.925937
+2020-04-11 20:35:02,034 Epoch[18] Batch [4250-4300]	Speed: 198.88 samples/sec	accuracy=0.923750
+2020-04-11 20:35:34,435 Epoch[18] Batch [4300-4350]	Speed: 197.52 samples/sec	accuracy=0.926406
+2020-04-11 20:36:06,180 Epoch[18] Batch [4350-4400]	Speed: 201.61 samples/sec	accuracy=0.927344
+2020-04-11 20:36:38,053 Epoch[18] Batch [4400-4450]	Speed: 200.80 samples/sec	accuracy=0.928438
+2020-04-11 20:37:09,835 Epoch[18] Batch [4450-4500]	Speed: 201.37 samples/sec	accuracy=0.925000
+2020-04-11 20:37:41,538 Epoch[18] Batch [4500-4550]	Speed: 201.87 samples/sec	accuracy=0.925312
+2020-04-11 20:38:13,297 Epoch[18] Batch [4550-4600]	Speed: 201.52 samples/sec	accuracy=0.934219
+2020-04-11 20:38:45,532 Epoch[18] Batch [4600-4650]	Speed: 198.54 samples/sec	accuracy=0.927500
+2020-04-11 20:39:17,605 Epoch[18] Batch [4650-4700]	Speed: 199.55 samples/sec	accuracy=0.925781
+2020-04-11 20:39:49,708 Epoch[18] Batch [4700-4750]	Speed: 199.36 samples/sec	accuracy=0.924063
+2020-04-11 20:40:21,887 Epoch[18] Batch [4750-4800]	Speed: 198.89 samples/sec	accuracy=0.926094
+2020-04-11 20:40:53,901 Epoch[18] Batch [4800-4850]	Speed: 199.91 samples/sec	accuracy=0.923438
+2020-04-11 20:41:25,998 Epoch[18] Batch [4850-4900]	Speed: 199.40 samples/sec	accuracy=0.930000
+2020-04-11 20:41:58,246 Epoch[18] Batch [4900-4950]	Speed: 198.46 samples/sec	accuracy=0.924063
+2020-04-11 20:42:30,643 Epoch[18] Batch [4950-5000]	Speed: 197.55 samples/sec	accuracy=0.930312
+2020-04-11 20:43:03,349 Epoch[18] Batch [5000-5050]	Speed: 195.69 samples/sec	accuracy=0.925625
+2020-04-11 20:43:35,491 Epoch[18] Batch [5050-5100]	Speed: 199.12 samples/sec	accuracy=0.933281
+2020-04-11 20:44:07,486 Epoch[18] Batch [5100-5150]	Speed: 200.03 samples/sec	accuracy=0.924063
+2020-04-11 20:44:39,699 Epoch[18] Batch [5150-5200]	Speed: 198.68 samples/sec	accuracy=0.923750
+2020-04-11 20:45:11,430 Epoch[18] Batch [5200-5250]	Speed: 201.70 samples/sec	accuracy=0.922969
+2020-04-11 20:45:43,527 Epoch[18] Batch [5250-5300]	Speed: 199.39 samples/sec	accuracy=0.925156
+2020-04-11 20:46:15,310 Epoch[18] Batch [5300-5350]	Speed: 201.37 samples/sec	accuracy=0.929219
+2020-04-11 20:46:47,261 Epoch[18] Batch [5350-5400]	Speed: 200.31 samples/sec	accuracy=0.926875
+2020-04-11 20:47:19,528 Epoch[18] Batch [5400-5450]	Speed: 198.35 samples/sec	accuracy=0.928125
+2020-04-11 20:47:51,431 Epoch[18] Batch [5450-5500]	Speed: 200.61 samples/sec	accuracy=0.931719
+2020-04-11 20:48:23,613 Epoch[18] Batch [5500-5550]	Speed: 198.87 samples/sec	accuracy=0.929375
+2020-04-11 20:48:55,625 Epoch[18] Batch [5550-5600]	Speed: 199.92 samples/sec	accuracy=0.929688
+2020-04-11 20:49:27,799 Epoch[18] Batch [5600-5650]	Speed: 198.92 samples/sec	accuracy=0.932031
+2020-04-11 20:50:00,103 Epoch[18] Batch [5650-5700]	Speed: 198.11 samples/sec	accuracy=0.925312
+2020-04-11 20:50:32,538 Epoch[18] Batch [5700-5750]	Speed: 197.32 samples/sec	accuracy=0.931875
+2020-04-11 20:51:04,656 Epoch[18] Batch [5750-5800]	Speed: 199.27 samples/sec	accuracy=0.928906
+2020-04-11 20:51:36,666 Epoch[18] Batch [5800-5850]	Speed: 199.94 samples/sec	accuracy=0.925625
+2020-04-11 20:52:08,592 Epoch[18] Batch [5850-5900]	Speed: 200.46 samples/sec	accuracy=0.933125
+2020-04-11 20:52:40,584 Epoch[18] Batch [5900-5950]	Speed: 200.05 samples/sec	accuracy=0.928125
+2020-04-11 20:53:12,734 Epoch[18] Batch [5950-6000]	Speed: 199.07 samples/sec	accuracy=0.928438
+2020-04-11 20:53:45,051 Epoch[18] Batch [6000-6050]	Speed: 198.04 samples/sec	accuracy=0.928438
+2020-04-11 20:54:16,810 Epoch[18] Batch [6050-6100]	Speed: 201.52 samples/sec	accuracy=0.932344
+2020-04-11 20:54:48,807 Epoch[18] Batch [6100-6150]	Speed: 200.02 samples/sec	accuracy=0.928750
+2020-04-11 20:55:20,579 Epoch[18] Batch [6150-6200]	Speed: 201.43 samples/sec	accuracy=0.928125
+2020-04-11 20:55:52,712 Epoch[18] Batch [6200-6250]	Speed: 199.18 samples/sec	accuracy=0.926875
+2020-04-11 20:56:24,825 Epoch[18] Batch [6250-6300]	Speed: 199.29 samples/sec	accuracy=0.926562
+2020-04-11 20:56:56,800 Epoch[18] Batch [6300-6350]	Speed: 200.16 samples/sec	accuracy=0.926875
+2020-04-11 20:57:28,910 Epoch[18] Batch [6350-6400]	Speed: 199.31 samples/sec	accuracy=0.927344
+2020-04-11 20:58:00,915 Epoch[18] Batch [6400-6450]	Speed: 199.97 samples/sec	accuracy=0.922656
+2020-04-11 20:58:33,170 Epoch[18] Batch [6450-6500]	Speed: 198.42 samples/sec	accuracy=0.932969
+2020-04-11 20:59:05,737 Epoch[18] Batch [6500-6550]	Speed: 196.52 samples/sec	accuracy=0.928125
+2020-04-11 20:59:38,050 Epoch[18] Batch [6550-6600]	Speed: 198.07 samples/sec	accuracy=0.930625
+2020-04-11 21:00:10,084 Epoch[18] Batch [6600-6650]	Speed: 199.78 samples/sec	accuracy=0.925781
+2020-04-11 21:00:41,850 Epoch[18] Batch [6650-6700]	Speed: 201.47 samples/sec	accuracy=0.927969
+2020-04-11 21:01:13,618 Epoch[18] Batch [6700-6750]	Speed: 201.46 samples/sec	accuracy=0.926250
+2020-04-11 21:01:45,482 Epoch[18] Batch [6750-6800]	Speed: 200.86 samples/sec	accuracy=0.929375
+2020-04-11 21:02:17,457 Epoch[18] Batch [6800-6850]	Speed: 200.16 samples/sec	accuracy=0.922969
+2020-04-11 21:02:49,170 Epoch[18] Batch [6850-6900]	Speed: 201.81 samples/sec	accuracy=0.924844
+2020-04-11 21:03:21,284 Epoch[18] Batch [6900-6950]	Speed: 199.29 samples/sec	accuracy=0.932344
+2020-04-11 21:03:53,277 Epoch[18] Batch [6950-7000]	Speed: 200.05 samples/sec	accuracy=0.924531
+2020-04-11 21:04:25,339 Epoch[18] Batch [7000-7050]	Speed: 199.61 samples/sec	accuracy=0.927969
+2020-04-11 21:04:57,393 Epoch[18] Batch [7050-7100]	Speed: 199.67 samples/sec	accuracy=0.932031
+2020-04-11 21:05:29,517 Epoch[18] Batch [7100-7150]	Speed: 199.23 samples/sec	accuracy=0.930000
+2020-04-11 21:06:01,446 Epoch[18] Batch [7150-7200]	Speed: 200.44 samples/sec	accuracy=0.927500
+2020-04-11 21:06:33,482 Epoch[18] Batch [7200-7250]	Speed: 199.78 samples/sec	accuracy=0.926562
+2020-04-11 21:07:05,490 Epoch[18] Batch [7250-7300]	Speed: 199.95 samples/sec	accuracy=0.930000
+2020-04-11 21:07:37,697 Epoch[18] Batch [7300-7350]	Speed: 198.72 samples/sec	accuracy=0.932969
+2020-04-11 21:08:09,948 Epoch[18] Batch [7350-7400]	Speed: 198.45 samples/sec	accuracy=0.923281
+2020-04-11 21:08:42,005 Epoch[18] Batch [7400-7450]	Speed: 199.64 samples/sec	accuracy=0.921875
+2020-04-11 21:09:14,299 Epoch[18] Batch [7450-7500]	Speed: 198.18 samples/sec	accuracy=0.929219
+2020-04-11 21:09:46,259 Epoch[18] Batch [7500-7550]	Speed: 200.25 samples/sec	accuracy=0.925625
+2020-04-11 21:10:18,145 Epoch[18] Batch [7550-7600]	Speed: 200.72 samples/sec	accuracy=0.932031
+2020-04-11 21:10:50,066 Epoch[18] Batch [7600-7650]	Speed: 200.50 samples/sec	accuracy=0.932344
+2020-04-11 21:11:22,177 Epoch[18] Batch [7650-7700]	Speed: 199.31 samples/sec	accuracy=0.930000
+2020-04-11 21:11:54,302 Epoch[18] Batch [7700-7750]	Speed: 199.23 samples/sec	accuracy=0.929844
+2020-04-11 21:12:26,373 Epoch[18] Batch [7750-7800]	Speed: 199.56 samples/sec	accuracy=0.930000
+2020-04-11 21:12:58,240 Epoch[18] Batch [7800-7850]	Speed: 200.84 samples/sec	accuracy=0.929531
+2020-04-11 21:13:29,912 Epoch[18] Batch [7850-7900]	Speed: 202.07 samples/sec	accuracy=0.927500
+2020-04-11 21:14:02,042 Epoch[18] Batch [7900-7950]	Speed: 199.19 samples/sec	accuracy=0.928125
+2020-04-11 21:14:33,866 Epoch[18] Batch [7950-8000]	Speed: 201.10 samples/sec	accuracy=0.928438
+2020-04-11 21:15:05,658 Epoch[18] Batch [8000-8050]	Speed: 201.31 samples/sec	accuracy=0.929531
+2020-04-11 21:15:38,104 Epoch[18] Batch [8050-8100]	Speed: 197.25 samples/sec	accuracy=0.925781
+2020-04-11 21:16:09,948 Epoch[18] Batch [8100-8150]	Speed: 200.98 samples/sec	accuracy=0.928438
+2020-04-11 21:16:42,058 Epoch[18] Batch [8150-8200]	Speed: 199.31 samples/sec	accuracy=0.923906
+2020-04-11 21:17:13,823 Epoch[18] Batch [8200-8250]	Speed: 201.48 samples/sec	accuracy=0.927344
+2020-04-11 21:17:45,603 Epoch[18] Batch [8250-8300]	Speed: 201.39 samples/sec	accuracy=0.930469
+2020-04-11 21:18:17,331 Epoch[18] Batch [8300-8350]	Speed: 201.72 samples/sec	accuracy=0.924687
+2020-04-11 21:18:49,046 Epoch[18] Batch [8350-8400]	Speed: 201.80 samples/sec	accuracy=0.932031
+2020-04-11 21:19:21,305 Epoch[18] Batch [8400-8450]	Speed: 198.40 samples/sec	accuracy=0.928594
+2020-04-11 21:19:53,728 Epoch[18] Batch [8450-8500]	Speed: 197.39 samples/sec	accuracy=0.927188
+2020-04-11 21:20:25,476 Epoch[18] Batch [8500-8550]	Speed: 201.58 samples/sec	accuracy=0.932656
+2020-04-11 21:20:57,601 Epoch[18] Batch [8550-8600]	Speed: 199.23 samples/sec	accuracy=0.930937
+2020-04-11 21:21:29,511 Epoch[18] Batch [8600-8650]	Speed: 200.56 samples/sec	accuracy=0.924844
+2020-04-11 21:22:01,400 Epoch[18] Batch [8650-8700]	Speed: 200.70 samples/sec	accuracy=0.925156
+2020-04-11 21:22:33,427 Epoch[18] Batch [8700-8750]	Speed: 199.83 samples/sec	accuracy=0.922656
+2020-04-11 21:23:04,934 Epoch[18] Batch [8750-8800]	Speed: 203.13 samples/sec	accuracy=0.924687
+2020-04-11 21:23:36,942 Epoch[18] Batch [8800-8850]	Speed: 199.96 samples/sec	accuracy=0.928125
+2020-04-11 21:24:08,806 Epoch[18] Batch [8850-8900]	Speed: 200.86 samples/sec	accuracy=0.929844
+2020-04-11 21:24:40,502 Epoch[18] Batch [8900-8950]	Speed: 201.92 samples/sec	accuracy=0.929063
+2020-04-11 21:25:12,542 Epoch[18] Batch [8950-9000]	Speed: 199.75 samples/sec	accuracy=0.929531
+2020-04-11 21:25:44,636 Epoch[18] Batch [9000-9050]	Speed: 199.42 samples/sec	accuracy=0.925469
+2020-04-11 21:26:16,094 Epoch[18] Batch [9050-9100]	Speed: 203.45 samples/sec	accuracy=0.926250
+2020-04-11 21:26:47,853 Epoch[18] Batch [9100-9150]	Speed: 201.52 samples/sec	accuracy=0.930000
+2020-04-11 21:27:19,521 Epoch[18] Batch [9150-9200]	Speed: 202.10 samples/sec	accuracy=0.927188
+2020-04-11 21:27:51,771 Epoch[18] Batch [9200-9250]	Speed: 198.45 samples/sec	accuracy=0.931250
+2020-04-11 21:28:23,465 Epoch[18] Batch [9250-9300]	Speed: 201.93 samples/sec	accuracy=0.930000
+2020-04-11 21:28:55,672 Epoch[18] Batch [9300-9350]	Speed: 198.72 samples/sec	accuracy=0.930625
+2020-04-11 21:29:27,597 Epoch[18] Batch [9350-9400]	Speed: 200.47 samples/sec	accuracy=0.929844
+2020-04-11 21:29:59,650 Epoch[18] Batch [9400-9450]	Speed: 199.68 samples/sec	accuracy=0.925312
+2020-04-11 21:30:31,771 Epoch[18] Batch [9450-9500]	Speed: 199.24 samples/sec	accuracy=0.925937
+2020-04-11 21:31:03,704 Epoch[18] Batch [9500-9550]	Speed: 200.42 samples/sec	accuracy=0.925312
+2020-04-11 21:31:35,851 Epoch[18] Batch [9550-9600]	Speed: 199.09 samples/sec	accuracy=0.929375
+2020-04-11 21:32:08,123 Epoch[18] Batch [9600-9650]	Speed: 198.32 samples/sec	accuracy=0.929063
+2020-04-11 21:32:40,083 Epoch[18] Batch [9650-9700]	Speed: 200.25 samples/sec	accuracy=0.930000
+2020-04-11 21:33:12,246 Epoch[18] Batch [9700-9750]	Speed: 198.99 samples/sec	accuracy=0.930312
+2020-04-11 21:33:44,654 Epoch[18] Batch [9750-9800]	Speed: 197.48 samples/sec	accuracy=0.929531
+2020-04-11 21:34:16,373 Epoch[18] Batch [9800-9850]	Speed: 201.77 samples/sec	accuracy=0.933125
+2020-04-11 21:34:48,121 Epoch[18] Batch [9850-9900]	Speed: 201.58 samples/sec	accuracy=0.920312
+2020-04-11 21:35:20,266 Epoch[18] Batch [9900-9950]	Speed: 199.10 samples/sec	accuracy=0.932344
+2020-04-11 21:35:52,707 Epoch[18] Batch [9950-10000]	Speed: 197.28 samples/sec	accuracy=0.927813
+2020-04-11 21:36:24,968 Epoch[18] Batch [10000-10050]	Speed: 198.39 samples/sec	accuracy=0.926250
+2020-04-11 21:36:56,989 Epoch[18] Batch [10050-10100]	Speed: 199.87 samples/sec	accuracy=0.923750
+2020-04-11 21:37:28,602 Epoch[18] Batch [10100-10150]	Speed: 202.45 samples/sec	accuracy=0.920312
+2020-04-11 21:38:00,646 Epoch[18] Batch [10150-10200]	Speed: 199.73 samples/sec	accuracy=0.926406
+2020-04-11 21:38:32,735 Epoch[18] Batch [10200-10250]	Speed: 199.45 samples/sec	accuracy=0.927500
+2020-04-11 21:39:04,955 Epoch[18] Batch [10250-10300]	Speed: 198.63 samples/sec	accuracy=0.933281
+2020-04-11 21:39:36,509 Epoch[18] Batch [10300-10350]	Speed: 202.83 samples/sec	accuracy=0.929844
+2020-04-11 21:40:08,319 Epoch[18] Batch [10350-10400]	Speed: 201.20 samples/sec	accuracy=0.925156
+2020-04-11 21:40:40,282 Epoch[18] Batch [10400-10450]	Speed: 200.23 samples/sec	accuracy=0.924375
+2020-04-11 21:41:12,424 Epoch[18] Batch [10450-10500]	Speed: 199.12 samples/sec	accuracy=0.933125
+2020-04-11 21:41:44,384 Epoch[18] Batch [10500-10550]	Speed: 200.25 samples/sec	accuracy=0.926406
+2020-04-11 21:42:16,443 Epoch[18] Batch [10550-10600]	Speed: 199.63 samples/sec	accuracy=0.932031
+2020-04-11 21:42:48,641 Epoch[18] Batch [10600-10650]	Speed: 198.77 samples/sec	accuracy=0.929063
+2020-04-11 21:43:20,912 Epoch[18] Batch [10650-10700]	Speed: 198.33 samples/sec	accuracy=0.929844
+2020-04-11 21:43:53,204 Epoch[18] Batch [10700-10750]	Speed: 198.19 samples/sec	accuracy=0.930469
+2020-04-11 21:44:25,309 Epoch[18] Batch [10750-10800]	Speed: 199.35 samples/sec	accuracy=0.929844
+2020-04-11 21:44:57,525 Epoch[18] Batch [10800-10850]	Speed: 198.66 samples/sec	accuracy=0.928281
+2020-04-11 21:45:29,353 Epoch[18] Batch [10850-10900]	Speed: 201.08 samples/sec	accuracy=0.931094
+2020-04-11 21:46:01,045 Epoch[18] Batch [10900-10950]	Speed: 201.95 samples/sec	accuracy=0.924375
+2020-04-11 21:46:32,791 Epoch[18] Batch [10950-11000]	Speed: 201.60 samples/sec	accuracy=0.930937
+2020-04-11 21:47:04,983 Epoch[18] Batch [11000-11050]	Speed: 198.81 samples/sec	accuracy=0.925469
+2020-04-11 21:47:37,026 Epoch[18] Batch [11050-11100]	Speed: 199.73 samples/sec	accuracy=0.922969
+2020-04-11 21:48:09,281 Epoch[18] Batch [11100-11150]	Speed: 198.42 samples/sec	accuracy=0.922500
+2020-04-11 21:48:41,187 Epoch[18] Batch [11150-11200]	Speed: 200.59 samples/sec	accuracy=0.926406
+2020-04-11 21:49:13,160 Epoch[18] Batch [11200-11250]	Speed: 200.17 samples/sec	accuracy=0.932813
+2020-04-11 21:49:45,127 Epoch[18] Batch [11250-11300]	Speed: 200.21 samples/sec	accuracy=0.927813
+2020-04-11 21:50:16,909 Epoch[18] Batch [11300-11350]	Speed: 201.37 samples/sec	accuracy=0.926562
+2020-04-11 21:50:48,527 Epoch[18] Batch [11350-11400]	Speed: 202.42 samples/sec	accuracy=0.937187
+2020-04-11 21:51:20,797 Epoch[18] Batch [11400-11450]	Speed: 198.33 samples/sec	accuracy=0.926875
+2020-04-11 21:51:52,741 Epoch[18] Batch [11450-11500]	Speed: 200.35 samples/sec	accuracy=0.927031
+2020-04-11 21:52:24,809 Epoch[18] Batch [11500-11550]	Speed: 199.57 samples/sec	accuracy=0.929375
+2020-04-11 21:52:56,551 Epoch[18] Batch [11550-11600]	Speed: 201.63 samples/sec	accuracy=0.922969
+2020-04-11 21:53:28,547 Epoch[18] Batch [11600-11650]	Speed: 200.03 samples/sec	accuracy=0.928281
+2020-04-11 21:54:00,338 Epoch[18] Batch [11650-11700]	Speed: 201.32 samples/sec	accuracy=0.927188
+2020-04-11 21:54:32,438 Epoch[18] Batch [11700-11750]	Speed: 199.37 samples/sec	accuracy=0.927500
+2020-04-11 21:55:04,445 Epoch[18] Batch [11750-11800]	Speed: 199.96 samples/sec	accuracy=0.933125
+2020-04-11 21:55:36,189 Epoch[18] Batch [11800-11850]	Speed: 201.62 samples/sec	accuracy=0.933594
+2020-04-11 21:56:08,117 Epoch[18] Batch [11850-11900]	Speed: 200.45 samples/sec	accuracy=0.925000
+2020-04-11 21:56:40,322 Epoch[18] Batch [11900-11950]	Speed: 198.73 samples/sec	accuracy=0.933125
+2020-04-11 21:57:12,283 Epoch[18] Batch [11950-12000]	Speed: 200.25 samples/sec	accuracy=0.933438
+2020-04-11 21:57:44,186 Epoch[18] Batch [12000-12050]	Speed: 200.61 samples/sec	accuracy=0.932187
+2020-04-11 21:58:16,248 Epoch[18] Batch [12050-12100]	Speed: 199.62 samples/sec	accuracy=0.926250
+2020-04-11 21:58:48,283 Epoch[18] Batch [12100-12150]	Speed: 199.78 samples/sec	accuracy=0.928906
+2020-04-11 21:59:20,195 Epoch[18] Batch [12150-12200]	Speed: 200.55 samples/sec	accuracy=0.925781
+2020-04-11 21:59:52,358 Epoch[18] Batch [12200-12250]	Speed: 198.99 samples/sec	accuracy=0.924531
+2020-04-11 22:00:24,481 Epoch[18] Batch [12250-12300]	Speed: 199.23 samples/sec	accuracy=0.928125
+2020-04-11 22:00:56,476 Epoch[18] Batch [12300-12350]	Speed: 200.03 samples/sec	accuracy=0.928125
+2020-04-11 22:01:28,448 Epoch[18] Batch [12350-12400]	Speed: 200.18 samples/sec	accuracy=0.932500
+2020-04-11 22:02:00,609 Epoch[18] Batch [12400-12450]	Speed: 199.00 samples/sec	accuracy=0.929375
+2020-04-11 22:02:32,556 Epoch[18] Batch [12450-12500]	Speed: 200.33 samples/sec	accuracy=0.929531
+2020-04-11 22:03:04,249 Epoch[18] Batch [12500-12550]	Speed: 201.94 samples/sec	accuracy=0.929844
+2020-04-11 22:03:36,161 Epoch[18] Batch [12550-12600]	Speed: 200.55 samples/sec	accuracy=0.930000
+2020-04-11 22:04:08,061 Epoch[18] Batch [12600-12650]	Speed: 200.63 samples/sec	accuracy=0.925000
+2020-04-11 22:04:40,248 Epoch[18] Batch [12650-12700]	Speed: 198.84 samples/sec	accuracy=0.926562
+2020-04-11 22:05:11,965 Epoch[18] Batch [12700-12750]	Speed: 201.78 samples/sec	accuracy=0.925937
+2020-04-11 22:05:44,284 Epoch[18] Batch [12750-12800]	Speed: 198.03 samples/sec	accuracy=0.933906
+2020-04-11 22:06:16,383 Epoch[18] Batch [12800-12850]	Speed: 199.39 samples/sec	accuracy=0.933906
+2020-04-11 22:06:48,560 Epoch[18] Batch [12850-12900]	Speed: 198.90 samples/sec	accuracy=0.928438
+2020-04-11 22:07:20,673 Epoch[18] Batch [12900-12950]	Speed: 199.29 samples/sec	accuracy=0.930937
+2020-04-11 22:07:52,383 Epoch[18] Batch [12950-13000]	Speed: 201.83 samples/sec	accuracy=0.927344
+2020-04-11 22:08:24,398 Epoch[18] Batch [13000-13050]	Speed: 199.91 samples/sec	accuracy=0.919219
+2020-04-11 22:08:56,656 Epoch[18] Batch [13050-13100]	Speed: 198.40 samples/sec	accuracy=0.931875
+2020-04-11 22:09:28,477 Epoch[18] Batch [13100-13150]	Speed: 201.12 samples/sec	accuracy=0.932656
+2020-04-11 22:10:00,612 Epoch[18] Batch [13150-13200]	Speed: 199.16 samples/sec	accuracy=0.925625
+2020-04-11 22:10:32,197 Epoch[18] Batch [13200-13250]	Speed: 202.63 samples/sec	accuracy=0.924687
+2020-04-11 22:11:03,642 Epoch[18] Batch [13250-13300]	Speed: 203.53 samples/sec	accuracy=0.926094
+2020-04-11 22:11:35,765 Epoch[18] Batch [13300-13350]	Speed: 199.23 samples/sec	accuracy=0.927813
+2020-04-11 22:12:07,712 Epoch[18] Batch [13350-13400]	Speed: 200.33 samples/sec	accuracy=0.927813
+2020-04-11 22:12:39,832 Epoch[18] Batch [13400-13450]	Speed: 199.25 samples/sec	accuracy=0.928594
+2020-04-11 22:13:11,913 Epoch[18] Batch [13450-13500]	Speed: 199.50 samples/sec	accuracy=0.926406
+2020-04-11 22:13:43,775 Epoch[18] Batch [13500-13550]	Speed: 200.87 samples/sec	accuracy=0.923125
+2020-04-11 22:14:15,572 Epoch[18] Batch [13550-13600]	Speed: 201.28 samples/sec	accuracy=0.925937
+2020-04-11 22:14:47,727 Epoch[18] Batch [13600-13650]	Speed: 199.04 samples/sec	accuracy=0.928438
+2020-04-11 22:15:19,048 Epoch[18] Batch [13650-13700]	Speed: 204.33 samples/sec	accuracy=0.924531
+2020-04-11 22:15:51,273 Epoch[18] Batch [13700-13750]	Speed: 198.61 samples/sec	accuracy=0.929375
+2020-04-11 22:16:23,495 Epoch[18] Batch [13750-13800]	Speed: 198.62 samples/sec	accuracy=0.927344
+2020-04-11 22:16:55,514 Epoch[18] Batch [13800-13850]	Speed: 199.89 samples/sec	accuracy=0.928906
+2020-04-11 22:17:27,494 Epoch[18] Batch [13850-13900]	Speed: 200.13 samples/sec	accuracy=0.928438
+2020-04-11 22:17:59,709 Epoch[18] Batch [13900-13950]	Speed: 198.66 samples/sec	accuracy=0.933906
+2020-04-11 22:18:31,806 Epoch[18] Batch [13950-14000]	Speed: 199.40 samples/sec	accuracy=0.926562
+2020-04-11 22:19:03,111 Epoch[18] Batch [14000-14050]	Speed: 204.44 samples/sec	accuracy=0.926875
+2020-04-11 22:19:35,177 Epoch[18] Batch [14050-14100]	Speed: 199.59 samples/sec	accuracy=0.931094
+2020-04-11 22:20:07,222 Epoch[18] Batch [14100-14150]	Speed: 199.72 samples/sec	accuracy=0.930469
+2020-04-11 22:20:38,942 Epoch[18] Batch [14150-14200]	Speed: 201.77 samples/sec	accuracy=0.933438
+2020-04-11 22:21:11,196 Epoch[18] Batch [14200-14250]	Speed: 198.42 samples/sec	accuracy=0.923125
+2020-04-11 22:21:43,274 Epoch[18] Batch [14250-14300]	Speed: 199.52 samples/sec	accuracy=0.927813
+2020-04-11 22:22:15,411 Epoch[18] Batch [14300-14350]	Speed: 199.15 samples/sec	accuracy=0.925937
+2020-04-11 22:22:47,278 Epoch[18] Batch [14350-14400]	Speed: 200.84 samples/sec	accuracy=0.928281
+2020-04-11 22:23:19,550 Epoch[18] Batch [14400-14450]	Speed: 198.31 samples/sec	accuracy=0.922500
+2020-04-11 22:23:51,369 Epoch[18] Batch [14450-14500]	Speed: 201.14 samples/sec	accuracy=0.926406
+2020-04-11 22:24:23,214 Epoch[18] Batch [14500-14550]	Speed: 200.98 samples/sec	accuracy=0.925781
+2020-04-11 22:24:55,377 Epoch[18] Batch [14550-14600]	Speed: 198.99 samples/sec	accuracy=0.932031
+2020-04-11 22:25:27,168 Epoch[18] Batch [14600-14650]	Speed: 201.31 samples/sec	accuracy=0.926875
+2020-04-11 22:25:59,083 Epoch[18] Batch [14650-14700]	Speed: 200.53 samples/sec	accuracy=0.928750
+2020-04-11 22:26:31,202 Epoch[18] Batch [14700-14750]	Speed: 199.26 samples/sec	accuracy=0.926719
+2020-04-11 22:27:02,984 Epoch[18] Batch [14750-14800]	Speed: 201.37 samples/sec	accuracy=0.930312
+2020-04-11 22:27:34,911 Epoch[18] Batch [14800-14850]	Speed: 200.46 samples/sec	accuracy=0.929375
+2020-04-11 22:28:06,523 Epoch[18] Batch [14850-14900]	Speed: 202.46 samples/sec	accuracy=0.930937
+2020-04-11 22:28:38,261 Epoch[18] Batch [14900-14950]	Speed: 201.65 samples/sec	accuracy=0.929844
+2020-04-11 22:29:10,051 Epoch[18] Batch [14950-15000]	Speed: 201.32 samples/sec	accuracy=0.920625
+2020-04-11 22:29:41,823 Epoch[18] Batch [15000-15050]	Speed: 201.44 samples/sec	accuracy=0.926406
+2020-04-11 22:30:13,816 Epoch[18] Batch [15050-15100]	Speed: 200.04 samples/sec	accuracy=0.929844
+2020-04-11 22:30:45,701 Epoch[18] Batch [15100-15150]	Speed: 200.73 samples/sec	accuracy=0.925469
+2020-04-11 22:31:17,905 Epoch[18] Batch [15150-15200]	Speed: 198.73 samples/sec	accuracy=0.931406
+2020-04-11 22:31:49,918 Epoch[18] Batch [15200-15250]	Speed: 199.92 samples/sec	accuracy=0.926875
+2020-04-11 22:32:22,229 Epoch[18] Batch [15250-15300]	Speed: 198.08 samples/sec	accuracy=0.928594
+2020-04-11 22:32:54,403 Epoch[18] Batch [15300-15350]	Speed: 198.92 samples/sec	accuracy=0.923906
+2020-04-11 22:33:26,450 Epoch[18] Batch [15350-15400]	Speed: 199.71 samples/sec	accuracy=0.929844
+2020-04-11 22:33:58,736 Epoch[18] Batch [15400-15450]	Speed: 198.23 samples/sec	accuracy=0.923750
+2020-04-11 22:34:30,715 Epoch[18] Batch [15450-15500]	Speed: 200.13 samples/sec	accuracy=0.930312
+2020-04-11 22:35:02,665 Epoch[18] Batch [15500-15550]	Speed: 200.32 samples/sec	accuracy=0.934688
+2020-04-11 22:35:34,725 Epoch[18] Batch [15550-15600]	Speed: 199.63 samples/sec	accuracy=0.932656
+2020-04-11 22:36:06,747 Epoch[18] Batch [15600-15650]	Speed: 199.86 samples/sec	accuracy=0.929375
+2020-04-11 22:36:38,427 Epoch[18] Batch [15650-15700]	Speed: 202.02 samples/sec	accuracy=0.925469
+2020-04-11 22:37:11,223 Epoch[18] Batch [15700-15750]	Speed: 195.15 samples/sec	accuracy=0.930469
+2020-04-11 22:37:43,001 Epoch[18] Batch [15750-15800]	Speed: 201.40 samples/sec	accuracy=0.927500
+2020-04-11 22:38:14,740 Epoch[18] Batch [15800-15850]	Speed: 201.65 samples/sec	accuracy=0.928906
+2020-04-11 22:38:46,901 Epoch[18] Batch [15850-15900]	Speed: 199.00 samples/sec	accuracy=0.921562
+2020-04-11 22:39:19,087 Epoch[18] Batch [15900-15950]	Speed: 198.84 samples/sec	accuracy=0.933906
+2020-04-11 22:39:51,055 Epoch[18] Batch [15950-16000]	Speed: 200.20 samples/sec	accuracy=0.933594
+2020-04-11 22:40:23,291 Epoch[18] Batch [16000-16050]	Speed: 198.54 samples/sec	accuracy=0.932813
+2020-04-11 22:40:55,166 Epoch[18] Batch [16050-16100]	Speed: 200.79 samples/sec	accuracy=0.925469
+2020-04-11 22:41:27,229 Epoch[18] Batch [16100-16150]	Speed: 199.60 samples/sec	accuracy=0.920312
+2020-04-11 22:41:59,023 Epoch[18] Batch [16150-16200]	Speed: 201.30 samples/sec	accuracy=0.935937
+2020-04-11 22:42:31,277 Epoch[18] Batch [16200-16250]	Speed: 198.42 samples/sec	accuracy=0.926719
+2020-04-11 22:43:03,204 Epoch[18] Batch [16250-16300]	Speed: 200.46 samples/sec	accuracy=0.928125
+2020-04-11 22:43:35,432 Epoch[18] Batch [16300-16350]	Speed: 198.59 samples/sec	accuracy=0.930625
+2020-04-11 22:44:07,690 Epoch[18] Batch [16350-16400]	Speed: 198.40 samples/sec	accuracy=0.932969
+2020-04-11 22:44:39,942 Epoch[18] Batch [16400-16450]	Speed: 198.44 samples/sec	accuracy=0.928906
+2020-04-11 22:45:11,924 Epoch[18] Batch [16450-16500]	Speed: 200.11 samples/sec	accuracy=0.927188
+2020-04-11 22:45:43,417 Epoch[18] Batch [16500-16550]	Speed: 203.22 samples/sec	accuracy=0.928438
+2020-04-11 22:46:15,622 Epoch[18] Batch [16550-16600]	Speed: 198.73 samples/sec	accuracy=0.927344
+2020-04-11 22:46:47,899 Epoch[18] Batch [16600-16650]	Speed: 198.29 samples/sec	accuracy=0.925625
+2020-04-11 22:47:19,848 Epoch[18] Batch [16650-16700]	Speed: 200.32 samples/sec	accuracy=0.928594
+2020-04-11 22:47:51,757 Epoch[18] Batch [16700-16750]	Speed: 200.57 samples/sec	accuracy=0.930781
+2020-04-11 22:48:23,295 Epoch[18] Batch [16750-16800]	Speed: 202.93 samples/sec	accuracy=0.925312
+2020-04-11 22:48:54,985 Epoch[18] Batch [16800-16850]	Speed: 201.96 samples/sec	accuracy=0.929375
+2020-04-11 22:49:27,139 Epoch[18] Batch [16850-16900]	Speed: 199.05 samples/sec	accuracy=0.929375
+2020-04-11 22:49:59,044 Epoch[18] Batch [16900-16950]	Speed: 200.60 samples/sec	accuracy=0.926562
+2020-04-11 22:50:30,933 Epoch[18] Batch [16950-17000]	Speed: 200.69 samples/sec	accuracy=0.929531
+2020-04-11 22:51:02,762 Epoch[18] Batch [17000-17050]	Speed: 201.08 samples/sec	accuracy=0.927656
+2020-04-11 22:51:34,950 Epoch[18] Batch [17050-17100]	Speed: 198.83 samples/sec	accuracy=0.928750
+2020-04-11 22:52:06,691 Epoch[18] Batch [17100-17150]	Speed: 201.64 samples/sec	accuracy=0.928281
+2020-04-11 22:52:38,590 Epoch[18] Batch [17150-17200]	Speed: 200.63 samples/sec	accuracy=0.931406
+2020-04-11 22:53:10,542 Epoch[18] Batch [17200-17250]	Speed: 200.30 samples/sec	accuracy=0.924531
+2020-04-11 22:53:43,239 Epoch[18] Batch [17250-17300]	Speed: 195.74 samples/sec	accuracy=0.924375
+2020-04-11 22:54:15,588 Epoch[18] Batch [17300-17350]	Speed: 197.84 samples/sec	accuracy=0.926875
+2020-04-11 22:54:47,488 Epoch[18] Batch [17350-17400]	Speed: 200.63 samples/sec	accuracy=0.920625
+2020-04-11 22:55:19,108 Epoch[18] Batch [17400-17450]	Speed: 202.41 samples/sec	accuracy=0.929688
+2020-04-11 22:55:51,022 Epoch[18] Batch [17450-17500]	Speed: 200.54 samples/sec	accuracy=0.929063
+2020-04-11 22:56:22,681 Epoch[18] Batch [17500-17550]	Speed: 202.16 samples/sec	accuracy=0.929688
+2020-04-11 22:56:54,057 Epoch[18] Batch [17550-17600]	Speed: 203.98 samples/sec	accuracy=0.930469
+2020-04-11 22:57:26,154 Epoch[18] Batch [17600-17650]	Speed: 199.39 samples/sec	accuracy=0.929063
+2020-04-11 22:57:58,066 Epoch[18] Batch [17650-17700]	Speed: 200.55 samples/sec	accuracy=0.927656
+2020-04-11 22:58:29,292 Epoch[18] Batch [17700-17750]	Speed: 204.96 samples/sec	accuracy=0.927969
+2020-04-11 22:59:01,416 Epoch[18] Batch [17750-17800]	Speed: 199.23 samples/sec	accuracy=0.930937
+2020-04-11 22:59:33,472 Epoch[18] Batch [17800-17850]	Speed: 199.65 samples/sec	accuracy=0.932813
+2020-04-11 23:00:05,653 Epoch[18] Batch [17850-17900]	Speed: 198.88 samples/sec	accuracy=0.927031
+2020-04-11 23:00:37,672 Epoch[18] Batch [17900-17950]	Speed: 199.88 samples/sec	accuracy=0.930937
+2020-04-11 23:01:10,112 Epoch[18] Batch [17950-18000]	Speed: 197.29 samples/sec	accuracy=0.929531
+2020-04-11 23:01:42,176 Epoch[18] Batch [18000-18050]	Speed: 199.60 samples/sec	accuracy=0.928281
+2020-04-11 23:02:14,353 Epoch[18] Batch [18050-18100]	Speed: 198.90 samples/sec	accuracy=0.927500
+2020-04-11 23:02:46,474 Epoch[18] Batch [18100-18150]	Speed: 199.25 samples/sec	accuracy=0.925625
+2020-04-11 23:03:18,210 Epoch[18] Batch [18150-18200]	Speed: 201.66 samples/sec	accuracy=0.929375
+2020-04-11 23:03:50,371 Epoch[18] Batch [18200-18250]	Speed: 199.00 samples/sec	accuracy=0.933125
+2020-04-11 23:04:22,313 Epoch[18] Batch [18250-18300]	Speed: 200.36 samples/sec	accuracy=0.928594
+2020-04-11 23:04:53,740 Epoch[18] Batch [18300-18350]	Speed: 203.65 samples/sec	accuracy=0.925937
+2020-04-11 23:05:25,273 Epoch[18] Batch [18350-18400]	Speed: 202.96 samples/sec	accuracy=0.926562
+2020-04-11 23:05:56,965 Epoch[18] Batch [18400-18450]	Speed: 201.94 samples/sec	accuracy=0.928906
+2020-04-11 23:06:29,059 Epoch[18] Batch [18450-18500]	Speed: 199.42 samples/sec	accuracy=0.930312
+2020-04-11 23:07:00,860 Epoch[18] Batch [18500-18550]	Speed: 201.25 samples/sec	accuracy=0.932813
+2020-04-11 23:07:32,860 Epoch[18] Batch [18550-18600]	Speed: 200.00 samples/sec	accuracy=0.932344
+2020-04-11 23:08:04,313 Epoch[18] Batch [18600-18650]	Speed: 203.48 samples/sec	accuracy=0.922813
+2020-04-11 23:08:36,588 Epoch[18] Batch [18650-18700]	Speed: 198.29 samples/sec	accuracy=0.930781
+2020-04-11 23:09:08,835 Epoch[18] Batch [18700-18750]	Speed: 198.47 samples/sec	accuracy=0.927656
+2020-04-11 23:09:40,981 Epoch[18] Batch [18750-18800]	Speed: 199.09 samples/sec	accuracy=0.928281
+2020-04-11 23:10:13,186 Epoch[18] Batch [18800-18850]	Speed: 198.73 samples/sec	accuracy=0.925937
+2020-04-11 23:10:44,969 Epoch[18] Batch [18850-18900]	Speed: 201.36 samples/sec	accuracy=0.927656
+2020-04-11 23:11:16,779 Epoch[18] Batch [18900-18950]	Speed: 201.20 samples/sec	accuracy=0.930469
+2020-04-11 23:11:48,809 Epoch[18] Batch [18950-19000]	Speed: 199.81 samples/sec	accuracy=0.926406
+2020-04-11 23:12:20,893 Epoch[18] Batch [19000-19050]	Speed: 199.48 samples/sec	accuracy=0.929375
+2020-04-11 23:12:52,754 Epoch[18] Batch [19050-19100]	Speed: 200.87 samples/sec	accuracy=0.923125
+2020-04-11 23:13:25,077 Epoch[18] Batch [19100-19150]	Speed: 198.00 samples/sec	accuracy=0.930312
+2020-04-11 23:13:57,398 Epoch[18] Batch [19150-19200]	Speed: 198.01 samples/sec	accuracy=0.925156
+2020-04-11 23:14:29,238 Epoch[18] Batch [19200-19250]	Speed: 201.01 samples/sec	accuracy=0.930937
+2020-04-11 23:15:00,975 Epoch[18] Batch [19250-19300]	Speed: 201.66 samples/sec	accuracy=0.924219
+2020-04-11 23:15:32,926 Epoch[18] Batch [19300-19350]	Speed: 200.30 samples/sec	accuracy=0.931094
+2020-04-11 23:16:04,666 Epoch[18] Batch [19350-19400]	Speed: 201.64 samples/sec	accuracy=0.930000
+2020-04-11 23:16:36,564 Epoch[18] Batch [19400-19450]	Speed: 200.64 samples/sec	accuracy=0.929688
+2020-04-11 23:17:08,829 Epoch[18] Batch [19450-19500]	Speed: 198.36 samples/sec	accuracy=0.933125
+2020-04-11 23:17:40,799 Epoch[18] Batch [19500-19550]	Speed: 200.19 samples/sec	accuracy=0.931250
+2020-04-11 23:18:12,820 Epoch[18] Batch [19550-19600]	Speed: 199.87 samples/sec	accuracy=0.934688
+2020-04-11 23:18:44,396 Epoch[18] Batch [19600-19650]	Speed: 202.69 samples/sec	accuracy=0.926562
+2020-04-11 23:19:16,131 Epoch[18] Batch [19650-19700]	Speed: 201.67 samples/sec	accuracy=0.924063
+2020-04-11 23:19:48,185 Epoch[18] Batch [19700-19750]	Speed: 199.67 samples/sec	accuracy=0.927969
+2020-04-11 23:20:20,022 Epoch[18] Batch [19750-19800]	Speed: 201.02 samples/sec	accuracy=0.929688
+2020-04-11 23:20:51,978 Epoch[18] Batch [19800-19850]	Speed: 200.28 samples/sec	accuracy=0.927969
+2020-04-11 23:21:23,796 Epoch[18] Batch [19850-19900]	Speed: 201.15 samples/sec	accuracy=0.928125
+2020-04-11 23:21:56,064 Epoch[18] Batch [19900-19950]	Speed: 198.34 samples/sec	accuracy=0.928594
+2020-04-11 23:22:28,386 Epoch[18] Batch [19950-20000]	Speed: 198.01 samples/sec	accuracy=0.928125
+2020-04-11 23:23:00,083 Epoch[18] Batch [20000-20050]	Speed: 201.91 samples/sec	accuracy=0.925781
+2020-04-11 23:23:32,030 Epoch[18] Batch [20050-20100]	Speed: 200.34 samples/sec	accuracy=0.922344
+2020-04-11 23:24:04,131 Epoch[18] Batch [20100-20150]	Speed: 199.37 samples/sec	accuracy=0.925156
+2020-04-11 23:24:35,973 Epoch[18] Batch [20150-20200]	Speed: 200.99 samples/sec	accuracy=0.931719
+2020-04-11 23:25:07,915 Epoch[18] Batch [20200-20250]	Speed: 200.36 samples/sec	accuracy=0.937187
+2020-04-11 23:25:40,227 Epoch[18] Batch [20250-20300]	Speed: 198.07 samples/sec	accuracy=0.930156
+2020-04-11 23:26:12,601 Epoch[18] Batch [20300-20350]	Speed: 197.69 samples/sec	accuracy=0.930781
+2020-04-11 23:26:44,442 Epoch[18] Batch [20350-20400]	Speed: 201.00 samples/sec	accuracy=0.925156
+2020-04-11 23:27:16,670 Epoch[18] Batch [20400-20450]	Speed: 198.58 samples/sec	accuracy=0.924063
+2020-04-11 23:27:48,647 Epoch[18] Batch [20450-20500]	Speed: 200.14 samples/sec	accuracy=0.934375
+2020-04-11 23:28:20,877 Epoch[18] Batch [20500-20550]	Speed: 198.58 samples/sec	accuracy=0.931250
+2020-04-11 23:28:52,868 Epoch[18] Batch [20550-20600]	Speed: 200.06 samples/sec	accuracy=0.929063
+2020-04-11 23:29:24,454 Epoch[18] Batch [20600-20650]	Speed: 202.63 samples/sec	accuracy=0.923906
+2020-04-11 23:29:56,768 Epoch[18] Batch [20650-20700]	Speed: 198.06 samples/sec	accuracy=0.925937
+2020-04-11 23:30:28,405 Epoch[18] Batch [20700-20750]	Speed: 202.30 samples/sec	accuracy=0.925625
+2020-04-11 23:31:00,749 Epoch[18] Batch [20750-20800]	Speed: 197.88 samples/sec	accuracy=0.926719
+2020-04-11 23:31:32,917 Epoch[18] Batch [20800-20850]	Speed: 198.96 samples/sec	accuracy=0.931094
+2020-04-11 23:32:04,907 Epoch[18] Batch [20850-20900]	Speed: 200.06 samples/sec	accuracy=0.923906
+2020-04-11 23:32:36,845 Epoch[18] Batch [20900-20950]	Speed: 200.39 samples/sec	accuracy=0.930625
+2020-04-11 23:33:08,794 Epoch[18] Batch [20950-21000]	Speed: 200.32 samples/sec	accuracy=0.928906
+2020-04-11 23:33:41,000 Epoch[18] Batch [21000-21050]	Speed: 198.72 samples/sec	accuracy=0.926562
+2020-04-11 23:34:12,815 Epoch[18] Batch [21050-21100]	Speed: 201.16 samples/sec	accuracy=0.925781
+2020-04-11 23:34:45,025 Epoch[18] Batch [21100-21150]	Speed: 198.70 samples/sec	accuracy=0.922031
+2020-04-11 23:35:17,344 Epoch[18] Batch [21150-21200]	Speed: 198.03 samples/sec	accuracy=0.927500
+2020-04-11 23:35:49,281 Epoch[18] Batch [21200-21250]	Speed: 200.39 samples/sec	accuracy=0.927188
+2020-04-11 23:36:21,397 Epoch[18] Batch [21250-21300]	Speed: 199.28 samples/sec	accuracy=0.927813
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+2020-04-11 23:37:57,052 Epoch[18] Batch [21400-21450]	Speed: 199.67 samples/sec	accuracy=0.931875
+2020-04-11 23:38:29,081 Epoch[18] Batch [21450-21500]	Speed: 199.82 samples/sec	accuracy=0.927500
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+2020-04-11 23:39:32,620 Epoch[18] Batch [21550-21600]	Speed: 201.21 samples/sec	accuracy=0.925625
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+2020-04-11 23:41:40,717 Epoch[18] Batch [21750-21800]	Speed: 198.16 samples/sec	accuracy=0.927344
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+2020-04-11 23:42:44,796 Epoch[18] Batch [21850-21900]	Speed: 200.37 samples/sec	accuracy=0.929219
+2020-04-11 23:43:17,041 Epoch[18] Batch [21900-21950]	Speed: 198.48 samples/sec	accuracy=0.928281
+2020-04-11 23:43:48,827 Epoch[18] Batch [21950-22000]	Speed: 201.35 samples/sec	accuracy=0.929531
+2020-04-11 23:44:21,068 Epoch[18] Batch [22000-22050]	Speed: 198.51 samples/sec	accuracy=0.929375
+2020-04-11 23:44:53,365 Epoch[18] Batch [22050-22100]	Speed: 198.16 samples/sec	accuracy=0.930000
+2020-04-11 23:45:25,276 Epoch[18] Batch [22100-22150]	Speed: 200.56 samples/sec	accuracy=0.930937
+2020-04-11 23:45:57,365 Epoch[18] Batch [22150-22200]	Speed: 199.45 samples/sec	accuracy=0.927344
+2020-04-11 23:46:29,228 Epoch[18] Batch [22200-22250]	Speed: 200.86 samples/sec	accuracy=0.918594
+2020-04-11 23:47:00,930 Epoch[18] Batch [22250-22300]	Speed: 201.88 samples/sec	accuracy=0.928750
+2020-04-11 23:47:33,019 Epoch[18] Batch [22300-22350]	Speed: 199.44 samples/sec	accuracy=0.927656
+2020-04-11 23:48:04,901 Epoch[18] Batch [22350-22400]	Speed: 200.75 samples/sec	accuracy=0.927969
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+2020-04-11 23:49:40,917 Epoch[18] Batch [22500-22550]	Speed: 198.60 samples/sec	accuracy=0.925156
+2020-04-11 23:50:12,786 Epoch[18] Batch [22550-22600]	Speed: 200.83 samples/sec	accuracy=0.928438
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+2020-04-11 23:52:20,225 Epoch[18] Batch [22750-22800]	Speed: 198.84 samples/sec	accuracy=0.925625
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+2020-04-11 23:53:24,193 Epoch[18] Batch [22850-22900]	Speed: 200.34 samples/sec	accuracy=0.930156
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+2020-04-11 23:54:28,019 Epoch[18] Batch [22950-23000]	Speed: 200.00 samples/sec	accuracy=0.928750
+2020-04-11 23:54:59,591 Epoch[18] Batch [23000-23050]	Speed: 202.71 samples/sec	accuracy=0.927031
+2020-04-11 23:55:31,359 Epoch[18] Batch [23050-23100]	Speed: 201.46 samples/sec	accuracy=0.931250
+2020-04-11 23:56:03,027 Epoch[18] Batch [23100-23150]	Speed: 202.10 samples/sec	accuracy=0.930156
+2020-04-11 23:56:34,855 Epoch[18] Batch [23150-23200]	Speed: 201.08 samples/sec	accuracy=0.928906
+2020-04-11 23:57:06,399 Epoch[18] Batch [23200-23250]	Speed: 202.90 samples/sec	accuracy=0.921406
+2020-04-11 23:57:38,107 Epoch[18] Batch [23250-23300]	Speed: 201.84 samples/sec	accuracy=0.925312
+2020-04-11 23:58:10,505 Epoch[18] Batch [23300-23350]	Speed: 197.55 samples/sec	accuracy=0.929063
+2020-04-11 23:58:42,464 Epoch[18] Batch [23350-23400]	Speed: 200.26 samples/sec	accuracy=0.923281
+2020-04-11 23:59:14,296 Epoch[18] Batch [23400-23450]	Speed: 201.05 samples/sec	accuracy=0.929688
+2020-04-11 23:59:46,211 Epoch[18] Batch [23450-23500]	Speed: 200.54 samples/sec	accuracy=0.928281
+2020-04-12 00:00:18,182 Epoch[18] Batch [23500-23550]	Speed: 200.18 samples/sec	accuracy=0.926719
+2020-04-12 00:00:50,154 Epoch[18] Batch [23550-23600]	Speed: 200.18 samples/sec	accuracy=0.925781
+2020-04-12 00:01:22,376 Epoch[18] Batch [23600-23650]	Speed: 198.62 samples/sec	accuracy=0.925000
+2020-04-12 00:01:54,171 Epoch[18] Batch [23650-23700]	Speed: 201.29 samples/sec	accuracy=0.926562
+2020-04-12 00:02:26,209 Epoch[18] Batch [23700-23750]	Speed: 199.76 samples/sec	accuracy=0.932813
+2020-04-12 00:02:58,194 Epoch[18] Batch [23750-23800]	Speed: 200.10 samples/sec	accuracy=0.924063
+2020-04-12 00:03:29,607 Epoch[18] Batch [23800-23850]	Speed: 203.73 samples/sec	accuracy=0.927344
+2020-04-12 00:04:01,497 Epoch[18] Batch [23850-23900]	Speed: 200.70 samples/sec	accuracy=0.925937
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+2020-04-12 00:05:05,044 Epoch[18] Batch [23950-24000]	Speed: 200.42 samples/sec	accuracy=0.928281
+2020-04-12 00:05:37,162 Epoch[18] Batch [24000-24050]	Speed: 199.27 samples/sec	accuracy=0.930625
+2020-04-12 00:06:09,117 Epoch[18] Batch [24050-24100]	Speed: 200.28 samples/sec	accuracy=0.929219
+2020-04-12 00:06:41,036 Epoch[18] Batch [24100-24150]	Speed: 200.51 samples/sec	accuracy=0.922813
+2020-04-12 00:07:13,039 Epoch[18] Batch [24150-24200]	Speed: 199.99 samples/sec	accuracy=0.930937
+2020-04-12 00:07:45,519 Epoch[18] Batch [24200-24250]	Speed: 197.04 samples/sec	accuracy=0.930781
+2020-04-12 00:08:18,249 Epoch[18] Batch [24250-24300]	Speed: 195.54 samples/sec	accuracy=0.927656
+2020-04-12 00:08:51,154 Epoch[18] Batch [24300-24350]	Speed: 194.50 samples/sec	accuracy=0.924063
+2020-04-12 00:09:24,068 Epoch[18] Batch [24350-24400]	Speed: 194.45 samples/sec	accuracy=0.932969
+2020-04-12 00:09:56,809 Epoch[18] Batch [24400-24450]	Speed: 195.47 samples/sec	accuracy=0.927344
+2020-04-12 00:10:29,534 Epoch[18] Batch [24450-24500]	Speed: 195.57 samples/sec	accuracy=0.925781
+2020-04-12 00:11:02,387 Epoch[18] Batch [24500-24550]	Speed: 194.80 samples/sec	accuracy=0.922969
+2020-04-12 00:11:35,242 Epoch[18] Batch [24550-24600]	Speed: 194.80 samples/sec	accuracy=0.928125
+2020-04-12 00:12:08,085 Epoch[18] Batch [24600-24650]	Speed: 194.87 samples/sec	accuracy=0.925625
+2020-04-12 00:12:41,142 Epoch[18] Batch [24650-24700]	Speed: 193.61 samples/sec	accuracy=0.925937
+2020-04-12 00:13:14,001 Epoch[18] Batch [24700-24750]	Speed: 194.77 samples/sec	accuracy=0.929063
+2020-04-12 00:13:46,621 Epoch[18] Batch [24750-24800]	Speed: 196.20 samples/sec	accuracy=0.929375
+2020-04-12 00:14:19,660 Epoch[18] Batch [24800-24850]	Speed: 193.71 samples/sec	accuracy=0.925625
+2020-04-12 00:14:52,417 Epoch[18] Batch [24850-24900]	Speed: 195.38 samples/sec	accuracy=0.925156
+2020-04-12 00:15:25,091 Epoch[18] Batch [24900-24950]	Speed: 195.88 samples/sec	accuracy=0.925781
+2020-04-12 00:15:57,794 Epoch[18] Batch [24950-25000]	Speed: 195.70 samples/sec	accuracy=0.924844
+2020-04-12 00:16:30,548 Epoch[18] Batch [25000-25050]	Speed: 195.40 samples/sec	accuracy=0.928750
+2020-04-12 00:17:03,391 Epoch[18] Batch [25050-25100]	Speed: 194.87 samples/sec	accuracy=0.926250
+2020-04-12 00:17:36,182 Epoch[18] Batch [25100-25150]	Speed: 195.18 samples/sec	accuracy=0.930000
+2020-04-12 00:18:08,922 Epoch[18] Batch [25150-25200]	Speed: 195.48 samples/sec	accuracy=0.929063
+2020-04-12 00:18:41,902 Epoch[18] Batch [25200-25250]	Speed: 194.06 samples/sec	accuracy=0.925781
+2020-04-12 00:19:14,639 Epoch[18] Batch [25250-25300]	Speed: 195.50 samples/sec	accuracy=0.931562
+2020-04-12 00:19:47,404 Epoch[18] Batch [25300-25350]	Speed: 195.33 samples/sec	accuracy=0.930000
+2020-04-12 00:20:19,960 Epoch[18] Batch [25350-25400]	Speed: 196.58 samples/sec	accuracy=0.931250
+2020-04-12 00:20:51,953 Epoch[18] Batch [25400-25450]	Speed: 200.05 samples/sec	accuracy=0.925469
+2020-04-12 00:21:24,764 Epoch[18] Batch [25450-25500]	Speed: 195.06 samples/sec	accuracy=0.925781
+2020-04-12 00:21:57,422 Epoch[18] Batch [25500-25550]	Speed: 195.97 samples/sec	accuracy=0.928750
+2020-04-12 00:22:30,357 Epoch[18] Batch [25550-25600]	Speed: 194.32 samples/sec	accuracy=0.923125
+2020-04-12 00:23:03,196 Epoch[18] Batch [25600-25650]	Speed: 194.89 samples/sec	accuracy=0.923438
+2020-04-12 00:23:36,238 Epoch[18] Batch [25650-25700]	Speed: 193.70 samples/sec	accuracy=0.925156
+2020-04-12 00:24:08,979 Epoch[18] Batch [25700-25750]	Speed: 195.47 samples/sec	accuracy=0.924063
+2020-04-12 00:24:41,820 Epoch[18] Batch [25750-25800]	Speed: 194.88 samples/sec	accuracy=0.927344
+2020-04-12 00:25:14,684 Epoch[18] Batch [25800-25850]	Speed: 194.74 samples/sec	accuracy=0.930469
+2020-04-12 00:25:47,643 Epoch[18] Batch [25850-25900]	Speed: 194.18 samples/sec	accuracy=0.928906
+2020-04-12 00:26:20,569 Epoch[18] Batch [25900-25950]	Speed: 194.38 samples/sec	accuracy=0.932031
+2020-04-12 00:26:53,480 Epoch[18] Batch [25950-26000]	Speed: 194.46 samples/sec	accuracy=0.926250
+2020-04-12 00:27:25,296 Epoch[18] Batch [26000-26050]	Speed: 201.16 samples/sec	accuracy=0.927500
+2020-04-12 00:27:58,200 Epoch[18] Batch [26050-26100]	Speed: 194.50 samples/sec	accuracy=0.926562
+2020-04-12 00:28:31,082 Epoch[18] Batch [26100-26150]	Speed: 194.64 samples/sec	accuracy=0.919375
+2020-04-12 00:29:04,069 Epoch[18] Batch [26150-26200]	Speed: 194.02 samples/sec	accuracy=0.922813
+2020-04-12 00:29:37,126 Epoch[18] Batch [26200-26250]	Speed: 193.61 samples/sec	accuracy=0.931250
+2020-04-12 00:30:09,973 Epoch[18] Batch [26250-26300]	Speed: 194.84 samples/sec	accuracy=0.927031
+2020-04-12 00:30:42,567 Epoch[18] Batch [26300-26350]	Speed: 196.35 samples/sec	accuracy=0.925625
+2020-04-12 00:31:15,391 Epoch[18] Batch [26350-26400]	Speed: 194.98 samples/sec	accuracy=0.927188
+2020-04-12 00:31:48,203 Epoch[18] Batch [26400-26450]	Speed: 195.05 samples/sec	accuracy=0.929063
+2020-04-12 00:32:21,155 Epoch[18] Batch [26450-26500]	Speed: 194.23 samples/sec	accuracy=0.925625
+2020-04-12 00:32:54,046 Epoch[18] Batch [26500-26550]	Speed: 194.58 samples/sec	accuracy=0.928438
+2020-04-12 00:33:26,802 Epoch[18] Batch [26550-26600]	Speed: 195.39 samples/sec	accuracy=0.929531
+2020-04-12 00:33:59,669 Epoch[18] Batch [26600-26650]	Speed: 194.73 samples/sec	accuracy=0.923594
+2020-04-12 00:34:32,605 Epoch[18] Batch [26650-26700]	Speed: 194.31 samples/sec	accuracy=0.930781
+2020-04-12 00:35:05,582 Epoch[18] Batch [26700-26750]	Speed: 194.08 samples/sec	accuracy=0.926094
+2020-04-12 00:35:38,301 Epoch[18] Batch [26750-26800]	Speed: 195.61 samples/sec	accuracy=0.931875
+2020-04-12 00:36:10,995 Epoch[18] Batch [26800-26850]	Speed: 195.76 samples/sec	accuracy=0.926094
+2020-04-12 00:36:43,790 Epoch[18] Batch [26850-26900]	Speed: 195.15 samples/sec	accuracy=0.927031
+2020-04-12 00:37:16,599 Epoch[18] Batch [26900-26950]	Speed: 195.07 samples/sec	accuracy=0.926406
+2020-04-12 00:37:49,554 Epoch[18] Batch [26950-27000]	Speed: 194.20 samples/sec	accuracy=0.931875
+2020-04-12 00:38:22,351 Epoch[18] Batch [27000-27050]	Speed: 195.14 samples/sec	accuracy=0.931406
+2020-04-12 00:38:55,045 Epoch[18] Batch [27050-27100]	Speed: 195.76 samples/sec	accuracy=0.925156
+2020-04-12 00:39:27,844 Epoch[18] Batch [27100-27150]	Speed: 195.13 samples/sec	accuracy=0.925469
+2020-04-12 00:39:59,980 Epoch[18] Batch [27150-27200]	Speed: 199.16 samples/sec	accuracy=0.927500
+2020-04-12 00:40:32,096 Epoch[18] Batch [27200-27250]	Speed: 199.28 samples/sec	accuracy=0.927031
+2020-04-12 00:41:03,405 Epoch[18] Batch [27250-27300]	Speed: 204.41 samples/sec	accuracy=0.927656
+2020-04-12 00:41:35,307 Epoch[18] Batch [27300-27350]	Speed: 200.61 samples/sec	accuracy=0.924687
+2020-04-12 00:42:07,410 Epoch[18] Batch [27350-27400]	Speed: 199.37 samples/sec	accuracy=0.929844
+2020-04-12 00:42:38,927 Epoch[18] Batch [27400-27450]	Speed: 203.06 samples/sec	accuracy=0.929688
+2020-04-12 00:43:10,557 Epoch[18] Batch [27450-27500]	Speed: 202.34 samples/sec	accuracy=0.926406
+2020-04-12 00:43:42,504 Epoch[18] Batch [27500-27550]	Speed: 200.34 samples/sec	accuracy=0.929219
+2020-04-12 00:44:14,615 Epoch[18] Batch [27550-27600]	Speed: 199.31 samples/sec	accuracy=0.930625
+2020-04-12 00:44:46,654 Epoch[18] Batch [27600-27650]	Speed: 199.76 samples/sec	accuracy=0.928438
+2020-04-12 00:45:19,009 Epoch[18] Batch [27650-27700]	Speed: 197.81 samples/sec	accuracy=0.929844
+2020-04-12 00:45:51,531 Epoch[18] Batch [27700-27750]	Speed: 196.79 samples/sec	accuracy=0.929688
+2020-04-12 00:46:23,471 Epoch[18] Batch [27750-27800]	Speed: 200.37 samples/sec	accuracy=0.925781
+2020-04-12 00:46:55,255 Epoch[18] Batch [27800-27850]	Speed: 201.36 samples/sec	accuracy=0.926094
+2020-04-12 00:47:27,312 Epoch[18] Batch [27850-27900]	Speed: 199.65 samples/sec	accuracy=0.929531
+2020-04-12 00:47:59,262 Epoch[18] Batch [27900-27950]	Speed: 200.32 samples/sec	accuracy=0.926719
+2020-04-12 00:48:31,052 Epoch[18] Batch [27950-28000]	Speed: 201.32 samples/sec	accuracy=0.927969
+2020-04-12 00:49:03,170 Epoch[18] Batch [28000-28050]	Speed: 199.27 samples/sec	accuracy=0.918906
+2020-04-12 00:49:34,645 Epoch[18] Batch [28050-28100]	Speed: 203.33 samples/sec	accuracy=0.929844
+2020-04-12 00:50:06,299 Epoch[18] Batch [28100-28150]	Speed: 202.19 samples/sec	accuracy=0.923281
+2020-04-12 00:50:37,991 Epoch[18] Batch [28150-28200]	Speed: 201.95 samples/sec	accuracy=0.919531
+2020-04-12 00:51:02,746 Epoch[18] Train-accuracy=0.927932
+2020-04-12 00:51:02,747 Epoch[18] Time cost=18112.604
+2020-04-12 00:51:02,966 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0019.params"
+2020-04-12 01:22:45,941 Epoch[18] Validation-accuracy=0.968871
+2020-04-12 01:23:25,895 Epoch[19] Batch [0-50]	Speed: 201.11 samples/sec	accuracy=0.931832
+2020-04-12 01:23:58,072 Epoch[19] Batch [50-100]	Speed: 198.90 samples/sec	accuracy=0.929844
+2020-04-12 01:24:30,458 Epoch[19] Batch [100-150]	Speed: 197.62 samples/sec	accuracy=0.925000
+2020-04-12 01:25:02,873 Epoch[19] Batch [150-200]	Speed: 197.44 samples/sec	accuracy=0.926562
+2020-04-12 01:25:34,789 Epoch[19] Batch [200-250]	Speed: 200.53 samples/sec	accuracy=0.927813
+2020-04-12 01:26:07,270 Epoch[19] Batch [250-300]	Speed: 197.04 samples/sec	accuracy=0.926719
+2020-04-12 01:26:39,084 Epoch[19] Batch [300-350]	Speed: 201.17 samples/sec	accuracy=0.933125
+2020-04-12 01:27:10,657 Epoch[19] Batch [350-400]	Speed: 202.71 samples/sec	accuracy=0.932813
+2020-04-12 01:27:42,950 Epoch[19] Batch [400-450]	Speed: 198.19 samples/sec	accuracy=0.928281
+2020-04-12 01:28:12,978 Epoch[19] Batch [450-500]	Speed: 213.14 samples/sec	accuracy=0.927031
+2020-04-12 01:28:42,205 Epoch[19] Batch [500-550]	Speed: 218.97 samples/sec	accuracy=0.927188
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+2020-04-12 01:29:40,772 Epoch[19] Batch [600-650]	Speed: 218.21 samples/sec	accuracy=0.924375
+2020-04-12 01:30:10,156 Epoch[19] Batch [650-700]	Speed: 217.81 samples/sec	accuracy=0.926250
+2020-04-12 01:30:39,247 Epoch[19] Batch [700-750]	Speed: 220.01 samples/sec	accuracy=0.923750
+2020-04-12 01:31:08,553 Epoch[19] Batch [750-800]	Speed: 218.38 samples/sec	accuracy=0.920000
+2020-04-12 01:31:38,165 Epoch[19] Batch [800-850]	Speed: 216.14 samples/sec	accuracy=0.927969
+2020-04-12 01:32:07,662 Epoch[19] Batch [850-900]	Speed: 216.97 samples/sec	accuracy=0.928750
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+2020-04-12 01:33:35,634 Epoch[19] Batch [1000-1050]	Speed: 218.32 samples/sec	accuracy=0.927969
+2020-04-12 01:34:04,838 Epoch[19] Batch [1050-1100]	Speed: 219.15 samples/sec	accuracy=0.925625
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+2020-04-12 01:36:02,843 Epoch[19] Batch [1250-1300]	Speed: 215.28 samples/sec	accuracy=0.935000
+2020-04-12 01:36:32,234 Epoch[19] Batch [1300-1350]	Speed: 217.76 samples/sec	accuracy=0.932969
+2020-04-12 01:37:01,522 Epoch[19] Batch [1350-1400]	Speed: 218.52 samples/sec	accuracy=0.928281
+2020-04-12 01:37:30,701 Epoch[19] Batch [1400-1450]	Speed: 219.33 samples/sec	accuracy=0.930937
+2020-04-12 01:37:59,782 Epoch[19] Batch [1450-1500]	Speed: 220.07 samples/sec	accuracy=0.929219
+2020-04-12 01:38:29,340 Epoch[19] Batch [1500-1550]	Speed: 216.53 samples/sec	accuracy=0.930469
+2020-04-12 01:38:58,737 Epoch[19] Batch [1550-1600]	Speed: 217.72 samples/sec	accuracy=0.933281
+2020-04-12 01:39:28,068 Epoch[19] Batch [1600-1650]	Speed: 218.20 samples/sec	accuracy=0.929688
+2020-04-12 01:39:57,440 Epoch[19] Batch [1650-1700]	Speed: 217.89 samples/sec	accuracy=0.929375
+2020-04-12 01:40:26,984 Epoch[19] Batch [1700-1750]	Speed: 216.62 samples/sec	accuracy=0.934063
+2020-04-12 01:40:56,056 Epoch[19] Batch [1750-1800]	Speed: 220.15 samples/sec	accuracy=0.922656
+2020-04-12 01:41:25,451 Epoch[19] Batch [1800-1850]	Speed: 217.73 samples/sec	accuracy=0.927969
+2020-04-12 01:41:54,702 Epoch[19] Batch [1850-1900]	Speed: 218.79 samples/sec	accuracy=0.930156
+2020-04-12 01:42:24,063 Epoch[19] Batch [1900-1950]	Speed: 217.98 samples/sec	accuracy=0.928750
+2020-04-12 01:42:53,346 Epoch[19] Batch [1950-2000]	Speed: 218.56 samples/sec	accuracy=0.931094
+2020-04-12 01:43:22,703 Epoch[19] Batch [2000-2050]	Speed: 218.00 samples/sec	accuracy=0.922656
+2020-04-12 01:43:52,217 Epoch[19] Batch [2050-2100]	Speed: 216.85 samples/sec	accuracy=0.925625
+2020-04-12 01:44:21,557 Epoch[19] Batch [2100-2150]	Speed: 218.13 samples/sec	accuracy=0.923125
+2020-04-12 01:44:50,866 Epoch[19] Batch [2150-2200]	Speed: 218.37 samples/sec	accuracy=0.919375
+2020-04-12 01:45:20,071 Epoch[19] Batch [2200-2250]	Speed: 219.14 samples/sec	accuracy=0.932969
+2020-04-12 01:45:49,416 Epoch[19] Batch [2250-2300]	Speed: 218.09 samples/sec	accuracy=0.928281
+2020-04-12 01:46:18,628 Epoch[19] Batch [2300-2350]	Speed: 219.09 samples/sec	accuracy=0.925781
+2020-04-12 01:46:47,974 Epoch[19] Batch [2350-2400]	Speed: 218.10 samples/sec	accuracy=0.925781
+2020-04-12 01:47:17,331 Epoch[19] Batch [2400-2450]	Speed: 218.00 samples/sec	accuracy=0.929844
+2020-04-12 01:47:46,592 Epoch[19] Batch [2450-2500]	Speed: 218.73 samples/sec	accuracy=0.929063
+2020-04-12 01:48:16,087 Epoch[19] Batch [2500-2550]	Speed: 216.98 samples/sec	accuracy=0.932969
+2020-04-12 01:48:45,397 Epoch[19] Batch [2550-2600]	Speed: 218.36 samples/sec	accuracy=0.927813
+2020-04-12 01:49:14,835 Epoch[19] Batch [2600-2650]	Speed: 217.41 samples/sec	accuracy=0.929844
+2020-04-12 01:49:44,158 Epoch[19] Batch [2650-2700]	Speed: 218.26 samples/sec	accuracy=0.928281
+2020-04-12 01:50:13,440 Epoch[19] Batch [2700-2750]	Speed: 218.57 samples/sec	accuracy=0.926406
+2020-04-12 01:50:43,424 Epoch[19] Batch [2750-2800]	Speed: 213.45 samples/sec	accuracy=0.923438
+2020-04-12 01:51:12,960 Epoch[19] Batch [2800-2850]	Speed: 216.68 samples/sec	accuracy=0.932656
+2020-04-12 01:51:42,848 Epoch[19] Batch [2850-2900]	Speed: 214.13 samples/sec	accuracy=0.932969
+2020-04-12 01:52:12,147 Epoch[19] Batch [2900-2950]	Speed: 218.44 samples/sec	accuracy=0.927188
+2020-04-12 01:52:41,395 Epoch[19] Batch [2950-3000]	Speed: 218.82 samples/sec	accuracy=0.930000
+2020-04-12 01:53:10,588 Epoch[19] Batch [3000-3050]	Speed: 219.23 samples/sec	accuracy=0.928594
+2020-04-12 01:53:39,945 Epoch[19] Batch [3050-3100]	Speed: 218.01 samples/sec	accuracy=0.925781
+2020-04-12 01:54:09,166 Epoch[19] Batch [3100-3150]	Speed: 219.02 samples/sec	accuracy=0.923750
+2020-04-12 01:54:38,671 Epoch[19] Batch [3150-3200]	Speed: 216.91 samples/sec	accuracy=0.921562
+2020-04-12 01:55:07,961 Epoch[19] Batch [3200-3250]	Speed: 218.51 samples/sec	accuracy=0.926094
+2020-04-12 01:55:37,268 Epoch[19] Batch [3250-3300]	Speed: 218.38 samples/sec	accuracy=0.927813
+2020-04-12 01:56:06,464 Epoch[19] Batch [3300-3350]	Speed: 219.22 samples/sec	accuracy=0.922969
+2020-04-12 01:56:35,986 Epoch[19] Batch [3350-3400]	Speed: 216.79 samples/sec	accuracy=0.927031
+2020-04-12 01:57:05,335 Epoch[19] Batch [3400-3450]	Speed: 218.06 samples/sec	accuracy=0.924063
+2020-04-12 01:57:34,802 Epoch[19] Batch [3450-3500]	Speed: 217.19 samples/sec	accuracy=0.929688
+2020-04-12 01:58:04,043 Epoch[19] Batch [3500-3550]	Speed: 218.87 samples/sec	accuracy=0.925312
+2020-04-12 01:58:33,445 Epoch[19] Batch [3550-3600]	Speed: 217.68 samples/sec	accuracy=0.928438
+2020-04-12 01:59:02,949 Epoch[19] Batch [3600-3650]	Speed: 216.92 samples/sec	accuracy=0.926875
+2020-04-12 01:59:32,070 Epoch[19] Batch [3650-3700]	Speed: 219.78 samples/sec	accuracy=0.928750
+2020-04-12 02:00:01,550 Epoch[19] Batch [3700-3750]	Speed: 217.09 samples/sec	accuracy=0.932656
+2020-04-12 02:00:30,900 Epoch[19] Batch [3750-3800]	Speed: 218.06 samples/sec	accuracy=0.931719
+2020-04-12 02:01:00,438 Epoch[19] Batch [3800-3850]	Speed: 216.68 samples/sec	accuracy=0.928906
+2020-04-12 02:01:29,818 Epoch[19] Batch [3850-3900]	Speed: 217.84 samples/sec	accuracy=0.930469
+2020-04-12 02:01:59,155 Epoch[19] Batch [3900-3950]	Speed: 218.15 samples/sec	accuracy=0.931719
+2020-04-12 02:02:28,528 Epoch[19] Batch [3950-4000]	Speed: 217.89 samples/sec	accuracy=0.930312
+2020-04-12 02:02:57,545 Epoch[19] Batch [4000-4050]	Speed: 220.56 samples/sec	accuracy=0.927656
+2020-04-12 02:03:28,719 Epoch[19] Batch [4050-4100]	Speed: 205.30 samples/sec	accuracy=0.932344
+2020-04-12 02:04:00,114 Epoch[19] Batch [4100-4150]	Speed: 203.86 samples/sec	accuracy=0.925312
+2020-04-12 02:04:32,031 Epoch[19] Batch [4150-4200]	Speed: 200.52 samples/sec	accuracy=0.928125
+2020-04-12 02:05:03,967 Epoch[19] Batch [4200-4250]	Speed: 200.40 samples/sec	accuracy=0.925156
+2020-04-12 02:05:36,841 Epoch[19] Batch [4250-4300]	Speed: 194.69 samples/sec	accuracy=0.927500
+2020-04-12 02:06:08,875 Epoch[19] Batch [4300-4350]	Speed: 199.79 samples/sec	accuracy=0.929531
+2020-04-12 02:06:40,909 Epoch[19] Batch [4350-4400]	Speed: 199.79 samples/sec	accuracy=0.930156
+2020-04-12 02:07:12,389 Epoch[19] Batch [4400-4450]	Speed: 203.31 samples/sec	accuracy=0.926875
+2020-04-12 02:07:44,282 Epoch[19] Batch [4450-4500]	Speed: 200.67 samples/sec	accuracy=0.927969
+2020-04-12 02:08:16,254 Epoch[19] Batch [4500-4550]	Speed: 200.18 samples/sec	accuracy=0.925625
+2020-04-12 02:08:48,261 Epoch[19] Batch [4550-4600]	Speed: 199.96 samples/sec	accuracy=0.930312
+2020-04-12 02:09:20,635 Epoch[19] Batch [4600-4650]	Speed: 197.69 samples/sec	accuracy=0.920469
+2020-04-12 02:09:52,665 Epoch[19] Batch [4650-4700]	Speed: 199.81 samples/sec	accuracy=0.929531
+2020-04-12 02:10:24,421 Epoch[19] Batch [4700-4750]	Speed: 201.54 samples/sec	accuracy=0.929531
+2020-04-12 02:10:56,497 Epoch[19] Batch [4750-4800]	Speed: 199.53 samples/sec	accuracy=0.923438
+2020-04-12 02:11:28,272 Epoch[19] Batch [4800-4850]	Speed: 201.42 samples/sec	accuracy=0.927656
+2020-04-12 02:12:00,612 Epoch[19] Batch [4850-4900]	Speed: 197.90 samples/sec	accuracy=0.931719
+2020-04-12 02:12:32,575 Epoch[19] Batch [4900-4950]	Speed: 200.24 samples/sec	accuracy=0.935625
+2020-04-12 02:13:04,274 Epoch[19] Batch [4950-5000]	Speed: 201.90 samples/sec	accuracy=0.929688
+2020-04-12 02:13:36,124 Epoch[19] Batch [5000-5050]	Speed: 200.94 samples/sec	accuracy=0.926875
+2020-04-12 02:14:08,348 Epoch[19] Batch [5050-5100]	Speed: 198.61 samples/sec	accuracy=0.927813
+2020-04-12 02:14:40,019 Epoch[19] Batch [5100-5150]	Speed: 202.08 samples/sec	accuracy=0.927031
+2020-04-12 02:15:11,997 Epoch[19] Batch [5150-5200]	Speed: 200.14 samples/sec	accuracy=0.934844
+2020-04-12 02:15:43,695 Epoch[19] Batch [5200-5250]	Speed: 201.90 samples/sec	accuracy=0.929219
+2020-04-12 02:16:15,694 Epoch[19] Batch [5250-5300]	Speed: 200.01 samples/sec	accuracy=0.932813
+2020-04-12 02:16:47,948 Epoch[19] Batch [5300-5350]	Speed: 198.43 samples/sec	accuracy=0.926406
+2020-04-12 02:17:19,640 Epoch[19] Batch [5350-5400]	Speed: 201.94 samples/sec	accuracy=0.932344
+2020-04-12 02:17:51,535 Epoch[19] Batch [5400-5450]	Speed: 200.66 samples/sec	accuracy=0.934063
+2020-04-12 02:18:23,756 Epoch[19] Batch [5450-5500]	Speed: 198.63 samples/sec	accuracy=0.928125
+2020-04-12 02:18:55,780 Epoch[19] Batch [5500-5550]	Speed: 199.85 samples/sec	accuracy=0.927031
+2020-04-12 02:19:27,991 Epoch[19] Batch [5550-5600]	Speed: 198.69 samples/sec	accuracy=0.929219
+2020-04-12 02:20:00,473 Epoch[19] Batch [5600-5650]	Speed: 197.03 samples/sec	accuracy=0.930937
+2020-04-12 02:20:32,692 Epoch[19] Batch [5650-5700]	Speed: 198.64 samples/sec	accuracy=0.929063
+2020-04-12 02:21:04,934 Epoch[19] Batch [5700-5750]	Speed: 198.50 samples/sec	accuracy=0.931250
+2020-04-12 02:21:37,113 Epoch[19] Batch [5750-5800]	Speed: 198.89 samples/sec	accuracy=0.930625
+2020-04-12 02:22:09,172 Epoch[19] Batch [5800-5850]	Speed: 199.63 samples/sec	accuracy=0.925937
+2020-04-12 02:22:41,268 Epoch[19] Batch [5850-5900]	Speed: 199.40 samples/sec	accuracy=0.927656
+2020-04-12 02:23:13,378 Epoch[19] Batch [5900-5950]	Speed: 199.32 samples/sec	accuracy=0.924375
+2020-04-12 02:23:45,448 Epoch[19] Batch [5950-6000]	Speed: 199.56 samples/sec	accuracy=0.926719
+2020-04-12 02:24:17,608 Epoch[19] Batch [6000-6050]	Speed: 199.01 samples/sec	accuracy=0.932969
+2020-04-12 02:24:49,162 Epoch[19] Batch [6050-6100]	Speed: 202.83 samples/sec	accuracy=0.927969
+2020-04-12 02:25:20,913 Epoch[19] Batch [6100-6150]	Speed: 201.57 samples/sec	accuracy=0.929688
+2020-04-12 02:25:52,682 Epoch[19] Batch [6150-6200]	Speed: 201.45 samples/sec	accuracy=0.925625
+2020-04-12 02:26:24,656 Epoch[19] Batch [6200-6250]	Speed: 200.16 samples/sec	accuracy=0.924375
+2020-04-12 02:26:56,667 Epoch[19] Batch [6250-6300]	Speed: 199.93 samples/sec	accuracy=0.931875
+2020-04-12 02:27:28,803 Epoch[19] Batch [6300-6350]	Speed: 199.16 samples/sec	accuracy=0.928750
+2020-04-12 02:28:01,019 Epoch[19] Batch [6350-6400]	Speed: 198.66 samples/sec	accuracy=0.927344
+2020-04-12 02:28:32,205 Epoch[19] Batch [6400-6450]	Speed: 205.22 samples/sec	accuracy=0.932500
+2020-04-12 02:29:04,080 Epoch[19] Batch [6450-6500]	Speed: 200.79 samples/sec	accuracy=0.928594
+2020-04-12 02:29:35,920 Epoch[19] Batch [6500-6550]	Speed: 201.01 samples/sec	accuracy=0.930469
+2020-04-12 02:30:07,601 Epoch[19] Batch [6550-6600]	Speed: 202.01 samples/sec	accuracy=0.929063
+2020-04-12 02:30:39,145 Epoch[19] Batch [6600-6650]	Speed: 202.89 samples/sec	accuracy=0.925625
+2020-04-12 02:31:11,165 Epoch[19] Batch [6650-6700]	Speed: 199.88 samples/sec	accuracy=0.928281
+2020-04-12 02:31:43,005 Epoch[19] Batch [6700-6750]	Speed: 201.01 samples/sec	accuracy=0.922969
+2020-04-12 02:32:14,954 Epoch[19] Batch [6750-6800]	Speed: 200.32 samples/sec	accuracy=0.926719
+2020-04-12 02:32:46,879 Epoch[19] Batch [6800-6850]	Speed: 200.47 samples/sec	accuracy=0.927500
+2020-04-12 02:33:19,107 Epoch[19] Batch [6850-6900]	Speed: 198.59 samples/sec	accuracy=0.929531
+2020-04-12 02:33:50,798 Epoch[19] Batch [6900-6950]	Speed: 201.95 samples/sec	accuracy=0.930000
+2020-04-12 02:34:22,914 Epoch[19] Batch [6950-7000]	Speed: 199.28 samples/sec	accuracy=0.931562
+2020-04-12 02:34:55,307 Epoch[19] Batch [7000-7050]	Speed: 197.57 samples/sec	accuracy=0.925156
+2020-04-12 02:35:27,280 Epoch[19] Batch [7050-7100]	Speed: 200.17 samples/sec	accuracy=0.926406
+2020-04-12 02:35:59,366 Epoch[19] Batch [7100-7150]	Speed: 199.47 samples/sec	accuracy=0.928906
+2020-04-12 02:36:31,572 Epoch[19] Batch [7150-7200]	Speed: 198.72 samples/sec	accuracy=0.925937
+2020-04-12 02:37:03,639 Epoch[19] Batch [7200-7250]	Speed: 199.58 samples/sec	accuracy=0.930000
+2020-04-12 02:37:35,648 Epoch[19] Batch [7250-7300]	Speed: 199.95 samples/sec	accuracy=0.929844
+2020-04-12 02:38:07,879 Epoch[19] Batch [7300-7350]	Speed: 198.57 samples/sec	accuracy=0.932344
+2020-04-12 02:38:39,394 Epoch[19] Batch [7350-7400]	Speed: 203.08 samples/sec	accuracy=0.929219
+2020-04-12 02:39:11,026 Epoch[19] Batch [7400-7450]	Speed: 202.33 samples/sec	accuracy=0.928281
+2020-04-12 02:39:43,008 Epoch[19] Batch [7450-7500]	Speed: 200.11 samples/sec	accuracy=0.929688
+2020-04-12 02:40:14,885 Epoch[19] Batch [7500-7550]	Speed: 200.77 samples/sec	accuracy=0.925312
+2020-04-12 02:40:47,034 Epoch[19] Batch [7550-7600]	Speed: 199.07 samples/sec	accuracy=0.929063
+2020-04-12 02:41:18,460 Epoch[19] Batch [7600-7650]	Speed: 203.65 samples/sec	accuracy=0.925469
+2020-04-12 02:41:50,600 Epoch[19] Batch [7650-7700]	Speed: 199.13 samples/sec	accuracy=0.926875
+2020-04-12 02:42:22,826 Epoch[19] Batch [7700-7750]	Speed: 198.59 samples/sec	accuracy=0.924219
+2020-04-12 02:42:54,798 Epoch[19] Batch [7750-7800]	Speed: 200.18 samples/sec	accuracy=0.932813
+2020-04-12 02:43:26,998 Epoch[19] Batch [7800-7850]	Speed: 198.76 samples/sec	accuracy=0.928281
+2020-04-12 02:43:59,342 Epoch[19] Batch [7850-7900]	Speed: 197.88 samples/sec	accuracy=0.931562
+2020-04-12 02:44:31,046 Epoch[19] Batch [7900-7950]	Speed: 201.87 samples/sec	accuracy=0.928281
+2020-04-12 02:45:02,716 Epoch[19] Batch [7950-8000]	Speed: 202.08 samples/sec	accuracy=0.924063
+2020-04-12 02:45:34,745 Epoch[19] Batch [8000-8050]	Speed: 199.82 samples/sec	accuracy=0.926562
+2020-04-12 02:46:06,531 Epoch[19] Batch [8050-8100]	Speed: 201.35 samples/sec	accuracy=0.930156
+2020-04-12 02:46:38,745 Epoch[19] Batch [8100-8150]	Speed: 198.67 samples/sec	accuracy=0.931875
+2020-04-12 02:47:10,554 Epoch[19] Batch [8150-8200]	Speed: 201.20 samples/sec	accuracy=0.925781
+2020-04-12 02:47:42,275 Epoch[19] Batch [8200-8250]	Speed: 201.77 samples/sec	accuracy=0.927188
+2020-04-12 02:48:14,159 Epoch[19] Batch [8250-8300]	Speed: 200.73 samples/sec	accuracy=0.930312
+2020-04-12 02:48:45,589 Epoch[19] Batch [8300-8350]	Speed: 203.63 samples/sec	accuracy=0.931250
+2020-04-12 02:49:17,814 Epoch[19] Batch [8350-8400]	Speed: 198.61 samples/sec	accuracy=0.930937
+2020-04-12 02:49:49,585 Epoch[19] Batch [8400-8450]	Speed: 201.45 samples/sec	accuracy=0.924687
+2020-04-12 02:50:21,798 Epoch[19] Batch [8450-8500]	Speed: 198.67 samples/sec	accuracy=0.931875
+2020-04-12 02:50:54,068 Epoch[19] Batch [8500-8550]	Speed: 198.33 samples/sec	accuracy=0.929219
+2020-04-12 02:51:26,013 Epoch[19] Batch [8550-8600]	Speed: 200.34 samples/sec	accuracy=0.922969
+2020-04-12 02:51:58,280 Epoch[19] Batch [8600-8650]	Speed: 198.35 samples/sec	accuracy=0.931719
+2020-04-12 02:52:30,499 Epoch[19] Batch [8650-8700]	Speed: 198.64 samples/sec	accuracy=0.926406
+2020-04-12 02:53:02,637 Epoch[19] Batch [8700-8750]	Speed: 199.14 samples/sec	accuracy=0.926250
+2020-04-12 02:53:34,788 Epoch[19] Batch [8750-8800]	Speed: 199.06 samples/sec	accuracy=0.922500
+2020-04-12 02:54:06,943 Epoch[19] Batch [8800-8850]	Speed: 199.04 samples/sec	accuracy=0.928594
+2020-04-12 02:54:39,223 Epoch[19] Batch [8850-8900]	Speed: 198.26 samples/sec	accuracy=0.930156
+2020-04-12 02:55:11,030 Epoch[19] Batch [8900-8950]	Speed: 201.22 samples/sec	accuracy=0.928906
+2020-04-12 02:55:43,045 Epoch[19] Batch [8950-9000]	Speed: 199.91 samples/sec	accuracy=0.921719
+2020-04-12 02:56:14,679 Epoch[19] Batch [9000-9050]	Speed: 202.31 samples/sec	accuracy=0.929844
+2020-04-12 02:56:46,848 Epoch[19] Batch [9050-9100]	Speed: 198.96 samples/sec	accuracy=0.928906
+2020-04-12 02:57:18,862 Epoch[19] Batch [9100-9150]	Speed: 199.91 samples/sec	accuracy=0.928906
+2020-04-12 02:57:51,013 Epoch[19] Batch [9150-9200]	Speed: 199.06 samples/sec	accuracy=0.926875
+2020-04-12 02:58:22,741 Epoch[19] Batch [9200-9250]	Speed: 201.72 samples/sec	accuracy=0.933281
+2020-04-12 02:58:54,632 Epoch[19] Batch [9250-9300]	Speed: 200.68 samples/sec	accuracy=0.923281
+2020-04-12 02:59:26,473 Epoch[19] Batch [9300-9350]	Speed: 201.00 samples/sec	accuracy=0.925625
+2020-04-12 02:59:58,703 Epoch[19] Batch [9350-9400]	Speed: 198.57 samples/sec	accuracy=0.927813
+2020-04-12 03:00:30,681 Epoch[19] Batch [9400-9450]	Speed: 200.14 samples/sec	accuracy=0.930781
+2020-04-12 03:01:02,610 Epoch[19] Batch [9450-9500]	Speed: 200.44 samples/sec	accuracy=0.924844
+2020-04-12 03:01:34,459 Epoch[19] Batch [9500-9550]	Speed: 200.95 samples/sec	accuracy=0.927969
+2020-04-12 03:02:06,300 Epoch[19] Batch [9550-9600]	Speed: 201.01 samples/sec	accuracy=0.931719
+2020-04-12 03:02:38,334 Epoch[19] Batch [9600-9650]	Speed: 199.79 samples/sec	accuracy=0.929375
+2020-04-12 03:03:10,509 Epoch[19] Batch [9650-9700]	Speed: 198.91 samples/sec	accuracy=0.920625
+2020-04-12 03:03:42,396 Epoch[19] Batch [9700-9750]	Speed: 200.71 samples/sec	accuracy=0.927969
+2020-04-12 03:04:14,466 Epoch[19] Batch [9750-9800]	Speed: 199.57 samples/sec	accuracy=0.928438
+2020-04-12 03:04:46,547 Epoch[19] Batch [9800-9850]	Speed: 199.49 samples/sec	accuracy=0.930312
+2020-04-12 03:05:18,065 Epoch[19] Batch [9850-9900]	Speed: 203.06 samples/sec	accuracy=0.930937
+2020-04-12 03:05:50,318 Epoch[19] Batch [9900-9950]	Speed: 198.43 samples/sec	accuracy=0.932813
+2020-04-12 03:06:22,269 Epoch[19] Batch [9950-10000]	Speed: 200.31 samples/sec	accuracy=0.930156
+2020-04-12 03:06:54,529 Epoch[19] Batch [10000-10050]	Speed: 198.39 samples/sec	accuracy=0.926875
+2020-04-12 03:07:26,526 Epoch[19] Batch [10050-10100]	Speed: 200.02 samples/sec	accuracy=0.925937
+2020-04-12 03:07:58,706 Epoch[19] Batch [10100-10150]	Speed: 198.89 samples/sec	accuracy=0.935000
+2020-04-12 03:08:30,764 Epoch[19] Batch [10150-10200]	Speed: 199.64 samples/sec	accuracy=0.925781
+2020-04-12 03:09:02,635 Epoch[19] Batch [10200-10250]	Speed: 200.81 samples/sec	accuracy=0.924687
+2020-04-12 03:09:34,464 Epoch[19] Batch [10250-10300]	Speed: 201.07 samples/sec	accuracy=0.927969
+2020-04-12 03:10:06,249 Epoch[19] Batch [10300-10350]	Speed: 201.36 samples/sec	accuracy=0.929531
+2020-04-12 03:10:38,256 Epoch[19] Batch [10350-10400]	Speed: 199.95 samples/sec	accuracy=0.931406
+2020-04-12 03:11:10,338 Epoch[19] Batch [10400-10450]	Speed: 199.49 samples/sec	accuracy=0.928281
+2020-04-12 03:11:42,221 Epoch[19] Batch [10450-10500]	Speed: 200.74 samples/sec	accuracy=0.931094
+2020-04-12 03:12:14,254 Epoch[19] Batch [10500-10550]	Speed: 199.79 samples/sec	accuracy=0.932344
+2020-04-12 03:12:46,421 Epoch[19] Batch [10550-10600]	Speed: 198.97 samples/sec	accuracy=0.925000
+2020-04-12 03:13:18,570 Epoch[19] Batch [10600-10650]	Speed: 199.07 samples/sec	accuracy=0.929844
+2020-04-12 03:13:50,351 Epoch[19] Batch [10650-10700]	Speed: 201.38 samples/sec	accuracy=0.926406
+2020-04-12 03:14:22,177 Epoch[19] Batch [10700-10750]	Speed: 201.09 samples/sec	accuracy=0.926875
+2020-04-12 03:14:54,083 Epoch[19] Batch [10750-10800]	Speed: 200.60 samples/sec	accuracy=0.926094
+2020-04-12 03:15:26,474 Epoch[19] Batch [10800-10850]	Speed: 197.58 samples/sec	accuracy=0.929688
+2020-04-12 03:15:58,200 Epoch[19] Batch [10850-10900]	Speed: 201.73 samples/sec	accuracy=0.930469
+2020-04-12 03:16:30,193 Epoch[19] Batch [10900-10950]	Speed: 200.04 samples/sec	accuracy=0.925312
+2020-04-12 03:17:01,813 Epoch[19] Batch [10950-11000]	Speed: 202.41 samples/sec	accuracy=0.923281
+2020-04-12 03:17:33,675 Epoch[19] Batch [11000-11050]	Speed: 200.87 samples/sec	accuracy=0.930781
+2020-04-12 03:18:05,657 Epoch[19] Batch [11050-11100]	Speed: 200.12 samples/sec	accuracy=0.931719
+2020-04-12 03:18:37,926 Epoch[19] Batch [11100-11150]	Speed: 198.33 samples/sec	accuracy=0.929219
+2020-04-12 03:19:09,912 Epoch[19] Batch [11150-11200]	Speed: 200.09 samples/sec	accuracy=0.925781
+2020-04-12 03:19:42,059 Epoch[19] Batch [11200-11250]	Speed: 199.09 samples/sec	accuracy=0.930625
+2020-04-12 03:20:13,923 Epoch[19] Batch [11250-11300]	Speed: 200.85 samples/sec	accuracy=0.931875
+2020-04-12 03:20:46,092 Epoch[19] Batch [11300-11350]	Speed: 198.95 samples/sec	accuracy=0.930781
+2020-04-12 03:21:17,924 Epoch[19] Batch [11350-11400]	Speed: 201.06 samples/sec	accuracy=0.931719
+2020-04-12 03:21:49,992 Epoch[19] Batch [11400-11450]	Speed: 199.58 samples/sec	accuracy=0.923438
+2020-04-12 03:22:21,827 Epoch[19] Batch [11450-11500]	Speed: 201.03 samples/sec	accuracy=0.927344
+2020-04-12 03:22:53,744 Epoch[19] Batch [11500-11550]	Speed: 200.52 samples/sec	accuracy=0.934531
+2020-04-12 03:23:25,951 Epoch[19] Batch [11550-11600]	Speed: 198.71 samples/sec	accuracy=0.928750
+2020-04-12 03:23:57,739 Epoch[19] Batch [11600-11650]	Speed: 201.33 samples/sec	accuracy=0.927188
+2020-04-12 03:24:29,788 Epoch[19] Batch [11650-11700]	Speed: 199.70 samples/sec	accuracy=0.933594
+2020-04-12 03:25:02,210 Epoch[19] Batch [11700-11750]	Speed: 197.40 samples/sec	accuracy=0.931250
+2020-04-12 03:25:34,118 Epoch[19] Batch [11750-11800]	Speed: 200.58 samples/sec	accuracy=0.929219
+2020-04-12 03:26:06,191 Epoch[19] Batch [11800-11850]	Speed: 199.54 samples/sec	accuracy=0.928594
+2020-04-12 03:26:38,397 Epoch[19] Batch [11850-11900]	Speed: 198.72 samples/sec	accuracy=0.922031
+2020-04-12 03:27:10,951 Epoch[19] Batch [11900-11950]	Speed: 196.60 samples/sec	accuracy=0.930156
+2020-04-12 03:27:42,721 Epoch[19] Batch [11950-12000]	Speed: 201.45 samples/sec	accuracy=0.928594
+2020-04-12 03:28:14,731 Epoch[19] Batch [12000-12050]	Speed: 199.94 samples/sec	accuracy=0.926875
+2020-04-12 03:28:46,871 Epoch[19] Batch [12050-12100]	Speed: 199.13 samples/sec	accuracy=0.929844
+2020-04-12 03:29:18,755 Epoch[19] Batch [12100-12150]	Speed: 200.73 samples/sec	accuracy=0.926719
+2020-04-12 03:29:50,647 Epoch[19] Batch [12150-12200]	Speed: 200.68 samples/sec	accuracy=0.925156
+2020-04-12 03:30:22,411 Epoch[19] Batch [12200-12250]	Speed: 201.49 samples/sec	accuracy=0.923750
+2020-04-12 03:30:54,148 Epoch[19] Batch [12250-12300]	Speed: 201.66 samples/sec	accuracy=0.932187
+2020-04-12 03:31:26,701 Epoch[19] Batch [12300-12350]	Speed: 196.60 samples/sec	accuracy=0.929063
+2020-04-12 03:31:58,945 Epoch[19] Batch [12350-12400]	Speed: 198.49 samples/sec	accuracy=0.928906
+2020-04-12 03:32:31,007 Epoch[19] Batch [12400-12450]	Speed: 199.61 samples/sec	accuracy=0.928906
+2020-04-12 03:33:02,743 Epoch[19] Batch [12450-12500]	Speed: 201.67 samples/sec	accuracy=0.925000
+2020-04-12 03:33:34,679 Epoch[19] Batch [12500-12550]	Speed: 200.40 samples/sec	accuracy=0.920625
+2020-04-12 03:34:06,556 Epoch[19] Batch [12550-12600]	Speed: 200.77 samples/sec	accuracy=0.930625
+2020-04-12 03:34:38,640 Epoch[19] Batch [12600-12650]	Speed: 199.48 samples/sec	accuracy=0.930312
+2020-04-12 03:35:10,173 Epoch[19] Batch [12650-12700]	Speed: 202.96 samples/sec	accuracy=0.932656
+2020-04-12 03:35:42,254 Epoch[19] Batch [12700-12750]	Speed: 199.50 samples/sec	accuracy=0.925625
+2020-04-12 03:36:14,292 Epoch[19] Batch [12750-12800]	Speed: 199.76 samples/sec	accuracy=0.932656
+2020-04-12 03:36:46,601 Epoch[19] Batch [12800-12850]	Speed: 198.09 samples/sec	accuracy=0.928438
+2020-04-12 03:37:18,692 Epoch[19] Batch [12850-12900]	Speed: 199.43 samples/sec	accuracy=0.930625
+2020-04-12 03:37:50,294 Epoch[19] Batch [12900-12950]	Speed: 202.52 samples/sec	accuracy=0.927969
+2020-04-12 03:38:22,380 Epoch[19] Batch [12950-13000]	Speed: 199.47 samples/sec	accuracy=0.921562
+2020-04-12 03:38:54,551 Epoch[19] Batch [13000-13050]	Speed: 198.94 samples/sec	accuracy=0.926406
+2020-04-12 03:39:26,824 Epoch[19] Batch [13050-13100]	Speed: 198.31 samples/sec	accuracy=0.924687
+2020-04-12 03:39:58,736 Epoch[19] Batch [13100-13150]	Speed: 200.55 samples/sec	accuracy=0.927813
+2020-04-12 03:40:30,804 Epoch[19] Batch [13150-13200]	Speed: 199.58 samples/sec	accuracy=0.926406
+2020-04-12 03:41:02,491 Epoch[19] Batch [13200-13250]	Speed: 201.98 samples/sec	accuracy=0.926094
+2020-04-12 03:41:33,813 Epoch[19] Batch [13250-13300]	Speed: 204.34 samples/sec	accuracy=0.928125
+2020-04-12 03:42:05,376 Epoch[19] Batch [13300-13350]	Speed: 202.77 samples/sec	accuracy=0.930937
+2020-04-12 03:42:37,423 Epoch[19] Batch [13350-13400]	Speed: 199.71 samples/sec	accuracy=0.925937
+2020-04-12 03:43:09,523 Epoch[19] Batch [13400-13450]	Speed: 199.38 samples/sec	accuracy=0.930469
+2020-04-12 03:43:42,035 Epoch[19] Batch [13450-13500]	Speed: 196.85 samples/sec	accuracy=0.929375
+2020-04-12 03:44:13,762 Epoch[19] Batch [13500-13550]	Speed: 201.72 samples/sec	accuracy=0.927500
+2020-04-12 03:44:45,166 Epoch[19] Batch [13550-13600]	Speed: 203.80 samples/sec	accuracy=0.929375
+2020-04-12 03:45:16,929 Epoch[19] Batch [13600-13650]	Speed: 201.49 samples/sec	accuracy=0.924063
+2020-04-12 03:45:48,716 Epoch[19] Batch [13650-13700]	Speed: 201.34 samples/sec	accuracy=0.924063
+2020-04-12 03:46:20,323 Epoch[19] Batch [13700-13750]	Speed: 202.49 samples/sec	accuracy=0.931875
+2020-04-12 03:46:51,993 Epoch[19] Batch [13750-13800]	Speed: 202.08 samples/sec	accuracy=0.926562
+2020-04-12 03:47:23,813 Epoch[19] Batch [13800-13850]	Speed: 201.14 samples/sec	accuracy=0.927656
+2020-04-12 03:47:55,852 Epoch[19] Batch [13850-13900]	Speed: 199.76 samples/sec	accuracy=0.924219
+2020-04-12 03:48:27,367 Epoch[19] Batch [13900-13950]	Speed: 203.08 samples/sec	accuracy=0.928281
+2020-04-12 03:48:59,104 Epoch[19] Batch [13950-14000]	Speed: 201.66 samples/sec	accuracy=0.933281
+2020-04-12 03:49:31,072 Epoch[19] Batch [14000-14050]	Speed: 200.20 samples/sec	accuracy=0.925156
+2020-04-12 03:50:03,291 Epoch[19] Batch [14050-14100]	Speed: 198.64 samples/sec	accuracy=0.932187
+2020-04-12 03:50:35,307 Epoch[19] Batch [14100-14150]	Speed: 199.90 samples/sec	accuracy=0.927969
+2020-04-12 03:51:06,991 Epoch[19] Batch [14150-14200]	Speed: 202.00 samples/sec	accuracy=0.922813
+2020-04-12 03:51:39,286 Epoch[19] Batch [14200-14250]	Speed: 198.17 samples/sec	accuracy=0.926094
+2020-04-12 03:52:11,104 Epoch[19] Batch [14250-14300]	Speed: 201.15 samples/sec	accuracy=0.933594
+2020-04-12 03:52:43,226 Epoch[19] Batch [14300-14350]	Speed: 199.24 samples/sec	accuracy=0.932969
+2020-04-12 03:53:15,086 Epoch[19] Batch [14350-14400]	Speed: 200.88 samples/sec	accuracy=0.924531
+2020-04-12 03:53:47,163 Epoch[19] Batch [14400-14450]	Speed: 199.52 samples/sec	accuracy=0.933750
+2020-04-12 03:54:19,637 Epoch[19] Batch [14450-14500]	Speed: 197.08 samples/sec	accuracy=0.931094
+2020-04-12 03:54:50,884 Epoch[19] Batch [14500-14550]	Speed: 204.82 samples/sec	accuracy=0.927656
+2020-04-12 03:55:22,997 Epoch[19] Batch [14550-14600]	Speed: 199.30 samples/sec	accuracy=0.925156
+2020-04-12 03:55:55,220 Epoch[19] Batch [14600-14650]	Speed: 198.62 samples/sec	accuracy=0.925000
+2020-04-12 03:56:27,156 Epoch[19] Batch [14650-14700]	Speed: 200.40 samples/sec	accuracy=0.921562
+2020-04-12 03:56:59,101 Epoch[19] Batch [14700-14750]	Speed: 200.35 samples/sec	accuracy=0.930469
+2020-04-12 03:57:30,745 Epoch[19] Batch [14750-14800]	Speed: 202.25 samples/sec	accuracy=0.931562
+2020-04-12 03:58:02,523 Epoch[19] Batch [14800-14850]	Speed: 201.40 samples/sec	accuracy=0.928438
+2020-04-12 03:58:34,714 Epoch[19] Batch [14850-14900]	Speed: 198.81 samples/sec	accuracy=0.927969
+2020-04-12 03:59:06,408 Epoch[19] Batch [14900-14950]	Speed: 201.93 samples/sec	accuracy=0.923750
+2020-04-12 03:59:38,664 Epoch[19] Batch [14950-15000]	Speed: 198.41 samples/sec	accuracy=0.930469
+2020-04-12 04:00:10,765 Epoch[19] Batch [15000-15050]	Speed: 199.37 samples/sec	accuracy=0.929844
+2020-04-12 04:00:42,591 Epoch[19] Batch [15050-15100]	Speed: 201.09 samples/sec	accuracy=0.926562
+2020-04-12 04:01:14,295 Epoch[19] Batch [15100-15150]	Speed: 201.87 samples/sec	accuracy=0.927188
+2020-04-12 04:01:46,053 Epoch[19] Batch [15150-15200]	Speed: 201.52 samples/sec	accuracy=0.930312
+2020-04-12 04:02:18,131 Epoch[19] Batch [15200-15250]	Speed: 199.52 samples/sec	accuracy=0.930000
+2020-04-12 04:02:49,995 Epoch[19] Batch [15250-15300]	Speed: 200.85 samples/sec	accuracy=0.925781
+2020-04-12 04:03:22,026 Epoch[19] Batch [15300-15350]	Speed: 199.81 samples/sec	accuracy=0.923750
+2020-04-12 04:03:54,238 Epoch[19] Batch [15350-15400]	Speed: 198.69 samples/sec	accuracy=0.919844
+2020-04-12 04:04:26,121 Epoch[19] Batch [15400-15450]	Speed: 200.73 samples/sec	accuracy=0.930156
+2020-04-12 04:04:58,022 Epoch[19] Batch [15450-15500]	Speed: 200.62 samples/sec	accuracy=0.924063
+2020-04-12 04:05:29,684 Epoch[19] Batch [15500-15550]	Speed: 202.13 samples/sec	accuracy=0.930625
+2020-04-12 04:06:01,509 Epoch[19] Batch [15550-15600]	Speed: 201.10 samples/sec	accuracy=0.927656
+2020-04-12 04:06:33,415 Epoch[19] Batch [15600-15650]	Speed: 200.60 samples/sec	accuracy=0.924219
+2020-04-12 04:07:05,227 Epoch[19] Batch [15650-15700]	Speed: 201.18 samples/sec	accuracy=0.929219
+2020-04-12 04:07:37,119 Epoch[19] Batch [15700-15750]	Speed: 200.68 samples/sec	accuracy=0.926875
+2020-04-12 04:08:09,123 Epoch[19] Batch [15750-15800]	Speed: 199.98 samples/sec	accuracy=0.926562
+2020-04-12 04:08:41,037 Epoch[19] Batch [15800-15850]	Speed: 200.54 samples/sec	accuracy=0.929531
+2020-04-12 04:09:13,083 Epoch[19] Batch [15850-15900]	Speed: 199.72 samples/sec	accuracy=0.927031
+2020-04-12 04:09:44,643 Epoch[19] Batch [15900-15950]	Speed: 202.79 samples/sec	accuracy=0.924687
+2020-04-12 04:10:16,714 Epoch[19] Batch [15950-16000]	Speed: 199.56 samples/sec	accuracy=0.929375
+2020-04-12 04:10:48,639 Epoch[19] Batch [16000-16050]	Speed: 200.47 samples/sec	accuracy=0.923750
+2020-04-12 04:11:20,532 Epoch[19] Batch [16050-16100]	Speed: 200.67 samples/sec	accuracy=0.925937
+2020-04-12 04:11:52,643 Epoch[19] Batch [16100-16150]	Speed: 199.31 samples/sec	accuracy=0.928438
+2020-04-12 04:12:24,477 Epoch[19] Batch [16150-16200]	Speed: 201.04 samples/sec	accuracy=0.926406
+2020-04-12 04:12:56,726 Epoch[19] Batch [16200-16250]	Speed: 198.46 samples/sec	accuracy=0.925312
+2020-04-12 04:13:28,623 Epoch[19] Batch [16250-16300]	Speed: 200.65 samples/sec	accuracy=0.922344
+2020-04-12 04:14:00,442 Epoch[19] Batch [16300-16350]	Speed: 201.14 samples/sec	accuracy=0.931094
+2020-04-12 04:14:32,240 Epoch[19] Batch [16350-16400]	Speed: 201.27 samples/sec	accuracy=0.934688
+2020-04-12 04:15:04,502 Epoch[19] Batch [16400-16450]	Speed: 198.38 samples/sec	accuracy=0.928438
+2020-04-12 04:15:36,120 Epoch[19] Batch [16450-16500]	Speed: 202.42 samples/sec	accuracy=0.927969
+2020-04-12 04:16:08,726 Epoch[19] Batch [16500-16550]	Speed: 196.28 samples/sec	accuracy=0.928594
+2020-04-12 04:16:40,729 Epoch[19] Batch [16550-16600]	Speed: 199.98 samples/sec	accuracy=0.927969
+2020-04-12 04:17:12,963 Epoch[19] Batch [16600-16650]	Speed: 198.54 samples/sec	accuracy=0.931250
+2020-04-12 04:17:45,033 Epoch[19] Batch [16650-16700]	Speed: 199.56 samples/sec	accuracy=0.929219
+2020-04-12 04:18:17,015 Epoch[19] Batch [16700-16750]	Speed: 200.12 samples/sec	accuracy=0.933125
+2020-04-12 04:18:49,355 Epoch[19] Batch [16750-16800]	Speed: 197.90 samples/sec	accuracy=0.924531
+2020-04-12 04:19:21,772 Epoch[19] Batch [16800-16850]	Speed: 197.43 samples/sec	accuracy=0.929531
+2020-04-12 04:19:53,956 Epoch[19] Batch [16850-16900]	Speed: 198.86 samples/sec	accuracy=0.927969
+2020-04-12 04:20:25,808 Epoch[19] Batch [16900-16950]	Speed: 200.93 samples/sec	accuracy=0.928125
+2020-04-12 04:20:57,548 Epoch[19] Batch [16950-17000]	Speed: 201.64 samples/sec	accuracy=0.930937
+2020-04-12 04:21:29,516 Epoch[19] Batch [17000-17050]	Speed: 200.20 samples/sec	accuracy=0.930937
+2020-04-12 04:22:01,162 Epoch[19] Batch [17050-17100]	Speed: 202.24 samples/sec	accuracy=0.929531
+2020-04-12 04:22:33,062 Epoch[19] Batch [17100-17150]	Speed: 200.63 samples/sec	accuracy=0.924531
+2020-04-12 04:23:04,754 Epoch[19] Batch [17150-17200]	Speed: 201.94 samples/sec	accuracy=0.926250
+2020-04-12 04:23:36,817 Epoch[19] Batch [17200-17250]	Speed: 199.61 samples/sec	accuracy=0.935312
+2020-04-12 04:24:08,814 Epoch[19] Batch [17250-17300]	Speed: 200.02 samples/sec	accuracy=0.928594
+2020-04-12 04:24:41,064 Epoch[19] Batch [17300-17350]	Speed: 198.45 samples/sec	accuracy=0.929688
+2020-04-12 04:25:13,114 Epoch[19] Batch [17350-17400]	Speed: 199.69 samples/sec	accuracy=0.926406
+2020-04-12 04:25:44,795 Epoch[19] Batch [17400-17450]	Speed: 202.01 samples/sec	accuracy=0.921250
+2020-04-12 04:26:16,331 Epoch[19] Batch [17450-17500]	Speed: 202.94 samples/sec	accuracy=0.925156
+2020-04-12 04:26:48,494 Epoch[19] Batch [17500-17550]	Speed: 198.99 samples/sec	accuracy=0.927969
+2020-04-12 04:27:19,926 Epoch[19] Batch [17550-17600]	Speed: 203.61 samples/sec	accuracy=0.929844
+2020-04-12 04:27:51,979 Epoch[19] Batch [17600-17650]	Speed: 199.67 samples/sec	accuracy=0.928125
+2020-04-12 04:28:24,333 Epoch[19] Batch [17650-17700]	Speed: 197.82 samples/sec	accuracy=0.922969
+2020-04-12 04:28:56,170 Epoch[19] Batch [17700-17750]	Speed: 201.02 samples/sec	accuracy=0.926094
+2020-04-12 04:29:27,655 Epoch[19] Batch [17750-17800]	Speed: 203.27 samples/sec	accuracy=0.928281
+2020-04-12 04:29:59,537 Epoch[19] Batch [17800-17850]	Speed: 200.74 samples/sec	accuracy=0.932500
+2020-04-12 04:30:31,389 Epoch[19] Batch [17850-17900]	Speed: 200.93 samples/sec	accuracy=0.920625
+2020-04-12 04:31:03,303 Epoch[19] Batch [17900-17950]	Speed: 200.54 samples/sec	accuracy=0.927969
+2020-04-12 04:31:35,513 Epoch[19] Batch [17950-18000]	Speed: 198.70 samples/sec	accuracy=0.926406
+2020-04-12 04:32:07,225 Epoch[19] Batch [18000-18050]	Speed: 201.81 samples/sec	accuracy=0.927656
+2020-04-12 04:32:39,736 Epoch[19] Batch [18050-18100]	Speed: 196.86 samples/sec	accuracy=0.928125
+2020-04-12 04:33:11,479 Epoch[19] Batch [18100-18150]	Speed: 201.62 samples/sec	accuracy=0.926875
+2020-04-12 04:33:43,446 Epoch[19] Batch [18150-18200]	Speed: 200.21 samples/sec	accuracy=0.929375
+2020-04-12 04:34:15,227 Epoch[19] Batch [18200-18250]	Speed: 201.38 samples/sec	accuracy=0.926406
+2020-04-12 04:34:47,441 Epoch[19] Batch [18250-18300]	Speed: 198.67 samples/sec	accuracy=0.926094
+2020-04-12 04:35:19,675 Epoch[19] Batch [18300-18350]	Speed: 198.55 samples/sec	accuracy=0.925156
+2020-04-12 04:35:51,659 Epoch[19] Batch [18350-18400]	Speed: 200.10 samples/sec	accuracy=0.935312
+2020-04-12 04:36:23,954 Epoch[19] Batch [18400-18450]	Speed: 198.17 samples/sec	accuracy=0.924844
+2020-04-12 04:36:55,795 Epoch[19] Batch [18450-18500]	Speed: 201.00 samples/sec	accuracy=0.927188
+2020-04-12 04:37:27,797 Epoch[19] Batch [18500-18550]	Speed: 199.99 samples/sec	accuracy=0.927188
+2020-04-12 04:37:59,625 Epoch[19] Batch [18550-18600]	Speed: 201.08 samples/sec	accuracy=0.928750
+2020-04-12 04:38:31,628 Epoch[19] Batch [18600-18650]	Speed: 199.98 samples/sec	accuracy=0.930781
+2020-04-12 04:39:03,905 Epoch[19] Batch [18650-18700]	Speed: 198.29 samples/sec	accuracy=0.933125
+2020-04-12 04:39:36,175 Epoch[19] Batch [18700-18750]	Speed: 198.33 samples/sec	accuracy=0.931562
+2020-04-12 04:40:08,003 Epoch[19] Batch [18750-18800]	Speed: 201.08 samples/sec	accuracy=0.930781
+2020-04-12 04:40:40,311 Epoch[19] Batch [18800-18850]	Speed: 198.09 samples/sec	accuracy=0.929531
+2020-04-12 04:41:12,542 Epoch[19] Batch [18850-18900]	Speed: 198.57 samples/sec	accuracy=0.929531
+2020-04-12 04:41:44,414 Epoch[19] Batch [18900-18950]	Speed: 200.80 samples/sec	accuracy=0.922813
+2020-04-12 04:42:16,299 Epoch[19] Batch [18950-19000]	Speed: 200.72 samples/sec	accuracy=0.930312
+2020-04-12 04:42:48,157 Epoch[19] Batch [19000-19050]	Speed: 200.89 samples/sec	accuracy=0.931719
+2020-04-12 04:43:20,130 Epoch[19] Batch [19050-19100]	Speed: 200.17 samples/sec	accuracy=0.929531
+2020-04-12 04:43:51,655 Epoch[19] Batch [19100-19150]	Speed: 203.02 samples/sec	accuracy=0.928906
+2020-04-12 04:44:23,420 Epoch[19] Batch [19150-19200]	Speed: 201.48 samples/sec	accuracy=0.931719
+2020-04-12 04:44:55,326 Epoch[19] Batch [19200-19250]	Speed: 200.59 samples/sec	accuracy=0.926562
+2020-04-12 04:45:27,470 Epoch[19] Batch [19250-19300]	Speed: 199.10 samples/sec	accuracy=0.924531
+2020-04-12 04:45:59,641 Epoch[19] Batch [19300-19350]	Speed: 198.94 samples/sec	accuracy=0.931562
+2020-04-12 04:46:31,847 Epoch[19] Batch [19350-19400]	Speed: 198.72 samples/sec	accuracy=0.925156
+2020-04-12 04:47:03,924 Epoch[19] Batch [19400-19450]	Speed: 199.52 samples/sec	accuracy=0.930469
+2020-04-12 04:47:35,360 Epoch[19] Batch [19450-19500]	Speed: 203.59 samples/sec	accuracy=0.927656
+2020-04-12 04:48:07,229 Epoch[19] Batch [19500-19550]	Speed: 200.83 samples/sec	accuracy=0.930000
+2020-04-12 04:48:39,363 Epoch[19] Batch [19550-19600]	Speed: 199.17 samples/sec	accuracy=0.923125
+2020-04-12 04:49:10,687 Epoch[19] Batch [19600-19650]	Speed: 204.31 samples/sec	accuracy=0.928125
+2020-04-12 04:49:42,383 Epoch[19] Batch [19650-19700]	Speed: 201.92 samples/sec	accuracy=0.934688
+2020-04-12 04:50:14,068 Epoch[19] Batch [19700-19750]	Speed: 201.99 samples/sec	accuracy=0.928594
+2020-04-12 04:50:45,850 Epoch[19] Batch [19750-19800]	Speed: 201.37 samples/sec	accuracy=0.928438
+2020-04-12 04:51:17,295 Epoch[19] Batch [19800-19850]	Speed: 203.53 samples/sec	accuracy=0.929375
+2020-04-12 04:51:49,187 Epoch[19] Batch [19850-19900]	Speed: 200.68 samples/sec	accuracy=0.926562
+2020-04-12 04:52:21,207 Epoch[19] Batch [19900-19950]	Speed: 199.88 samples/sec	accuracy=0.930000
+2020-04-12 04:52:53,325 Epoch[19] Batch [19950-20000]	Speed: 199.26 samples/sec	accuracy=0.928125
+2020-04-12 04:53:25,029 Epoch[19] Batch [20000-20050]	Speed: 201.87 samples/sec	accuracy=0.927656
+2020-04-12 04:53:57,263 Epoch[19] Batch [20050-20100]	Speed: 198.55 samples/sec	accuracy=0.931875
+2020-04-12 04:54:29,146 Epoch[19] Batch [20100-20150]	Speed: 200.74 samples/sec	accuracy=0.924063
+2020-04-12 04:55:01,169 Epoch[19] Batch [20150-20200]	Speed: 199.86 samples/sec	accuracy=0.922344
+2020-04-12 04:55:32,940 Epoch[19] Batch [20200-20250]	Speed: 201.45 samples/sec	accuracy=0.931250
+2020-04-12 04:56:05,062 Epoch[19] Batch [20250-20300]	Speed: 199.24 samples/sec	accuracy=0.931562
+2020-04-12 04:56:37,079 Epoch[19] Batch [20300-20350]	Speed: 199.89 samples/sec	accuracy=0.934219
+2020-04-12 04:57:09,284 Epoch[19] Batch [20350-20400]	Speed: 198.73 samples/sec	accuracy=0.930312
+2020-04-12 04:57:41,624 Epoch[19] Batch [20400-20450]	Speed: 197.90 samples/sec	accuracy=0.929688
+2020-04-12 04:58:13,681 Epoch[19] Batch [20450-20500]	Speed: 199.65 samples/sec	accuracy=0.926719
+2020-04-12 04:58:45,695 Epoch[19] Batch [20500-20550]	Speed: 199.91 samples/sec	accuracy=0.927188
+2020-04-12 04:59:17,796 Epoch[19] Batch [20550-20600]	Speed: 199.37 samples/sec	accuracy=0.925156
+2020-04-12 04:59:49,579 Epoch[19] Batch [20600-20650]	Speed: 201.37 samples/sec	accuracy=0.928125
+2020-04-12 05:00:21,764 Epoch[19] Batch [20650-20700]	Speed: 198.85 samples/sec	accuracy=0.927031
+2020-04-12 05:00:54,054 Epoch[19] Batch [20700-20750]	Speed: 198.20 samples/sec	accuracy=0.928906
+2020-04-12 05:01:26,152 Epoch[19] Batch [20750-20800]	Speed: 199.39 samples/sec	accuracy=0.931719
+2020-04-12 05:01:57,908 Epoch[19] Batch [20800-20850]	Speed: 201.53 samples/sec	accuracy=0.933594
+2020-04-12 05:02:29,754 Epoch[19] Batch [20850-20900]	Speed: 200.97 samples/sec	accuracy=0.932500
+2020-04-12 05:03:01,544 Epoch[19] Batch [20900-20950]	Speed: 201.32 samples/sec	accuracy=0.933594
+2020-04-12 05:03:33,676 Epoch[19] Batch [20950-21000]	Speed: 199.18 samples/sec	accuracy=0.927031
+2020-04-12 05:04:05,660 Epoch[19] Batch [21000-21050]	Speed: 200.11 samples/sec	accuracy=0.929375
+2020-04-12 05:04:37,521 Epoch[19] Batch [21050-21100]	Speed: 200.87 samples/sec	accuracy=0.934063
+2020-04-12 05:05:10,026 Epoch[19] Batch [21100-21150]	Speed: 196.90 samples/sec	accuracy=0.932031
+2020-04-12 05:05:42,133 Epoch[19] Batch [21150-21200]	Speed: 199.33 samples/sec	accuracy=0.923594
+2020-04-12 05:06:14,127 Epoch[19] Batch [21200-21250]	Speed: 200.04 samples/sec	accuracy=0.930469
+2020-04-12 05:06:46,230 Epoch[19] Batch [21250-21300]	Speed: 199.36 samples/sec	accuracy=0.928125
+2020-04-12 05:07:18,008 Epoch[19] Batch [21300-21350]	Speed: 201.40 samples/sec	accuracy=0.925000
+2020-04-12 05:07:49,873 Epoch[19] Batch [21350-21400]	Speed: 200.85 samples/sec	accuracy=0.918750
+2020-04-12 05:08:21,856 Epoch[19] Batch [21400-21450]	Speed: 200.11 samples/sec	accuracy=0.929688
+2020-04-12 05:08:53,869 Epoch[19] Batch [21450-21500]	Speed: 199.92 samples/sec	accuracy=0.929375
+2020-04-12 05:09:25,695 Epoch[19] Batch [21500-21550]	Speed: 201.10 samples/sec	accuracy=0.929688
+2020-04-12 05:09:57,566 Epoch[19] Batch [21550-21600]	Speed: 200.81 samples/sec	accuracy=0.927031
+2020-04-12 05:10:29,846 Epoch[19] Batch [21600-21650]	Speed: 198.27 samples/sec	accuracy=0.928125
+2020-04-12 05:11:02,044 Epoch[19] Batch [21650-21700]	Speed: 198.77 samples/sec	accuracy=0.930469
+2020-04-12 05:11:33,865 Epoch[19] Batch [21700-21750]	Speed: 201.12 samples/sec	accuracy=0.934375
+2020-04-12 05:12:05,831 Epoch[19] Batch [21750-21800]	Speed: 200.22 samples/sec	accuracy=0.927344
+2020-04-12 05:12:38,013 Epoch[19] Batch [21800-21850]	Speed: 198.87 samples/sec	accuracy=0.935469
+2020-04-12 05:13:10,100 Epoch[19] Batch [21850-21900]	Speed: 199.46 samples/sec	accuracy=0.931094
+2020-04-12 05:13:41,851 Epoch[19] Batch [21900-21950]	Speed: 201.57 samples/sec	accuracy=0.932969
+2020-04-12 05:14:13,590 Epoch[19] Batch [21950-22000]	Speed: 201.64 samples/sec	accuracy=0.926094
+2020-04-12 05:14:45,333 Epoch[19] Batch [22000-22050]	Speed: 201.62 samples/sec	accuracy=0.928906
+2020-04-12 05:15:17,050 Epoch[19] Batch [22050-22100]	Speed: 201.79 samples/sec	accuracy=0.928125
+2020-04-12 05:15:48,914 Epoch[19] Batch [22100-22150]	Speed: 200.86 samples/sec	accuracy=0.926562
+2020-04-12 05:16:20,869 Epoch[19] Batch [22150-22200]	Speed: 200.28 samples/sec	accuracy=0.926875
+2020-04-12 05:16:52,803 Epoch[19] Batch [22200-22250]	Speed: 200.41 samples/sec	accuracy=0.929688
+2020-04-12 05:17:24,913 Epoch[19] Batch [22250-22300]	Speed: 199.32 samples/sec	accuracy=0.922500
+2020-04-12 05:17:57,283 Epoch[19] Batch [22300-22350]	Speed: 197.72 samples/sec	accuracy=0.933438
+2020-04-12 05:18:29,637 Epoch[19] Batch [22350-22400]	Speed: 197.81 samples/sec	accuracy=0.931094
+2020-04-12 05:19:01,686 Epoch[19] Batch [22400-22450]	Speed: 199.70 samples/sec	accuracy=0.929688
+2020-04-12 05:19:33,489 Epoch[19] Batch [22450-22500]	Speed: 201.24 samples/sec	accuracy=0.927656
+2020-04-12 05:20:05,422 Epoch[19] Batch [22500-22550]	Speed: 200.42 samples/sec	accuracy=0.931406
+2020-04-12 05:20:37,434 Epoch[19] Batch [22550-22600]	Speed: 199.93 samples/sec	accuracy=0.932813
+2020-04-12 05:21:09,281 Epoch[19] Batch [22600-22650]	Speed: 200.96 samples/sec	accuracy=0.927813
+2020-04-12 05:21:41,968 Epoch[19] Batch [22650-22700]	Speed: 195.80 samples/sec	accuracy=0.931250
+2020-04-12 05:22:13,590 Epoch[19] Batch [22700-22750]	Speed: 202.39 samples/sec	accuracy=0.928906
+2020-04-12 05:22:45,792 Epoch[19] Batch [22750-22800]	Speed: 198.75 samples/sec	accuracy=0.926719
+2020-04-12 05:23:18,062 Epoch[19] Batch [22800-22850]	Speed: 198.33 samples/sec	accuracy=0.927188
+2020-04-12 05:23:50,132 Epoch[19] Batch [22850-22900]	Speed: 199.56 samples/sec	accuracy=0.929531
+2020-04-12 05:24:22,129 Epoch[19] Batch [22900-22950]	Speed: 200.02 samples/sec	accuracy=0.927969
+2020-04-12 05:24:54,124 Epoch[19] Batch [22950-23000]	Speed: 200.03 samples/sec	accuracy=0.934063
+2020-04-12 05:25:26,259 Epoch[19] Batch [23000-23050]	Speed: 199.16 samples/sec	accuracy=0.928594
+2020-04-12 05:25:58,201 Epoch[19] Batch [23050-23100]	Speed: 200.36 samples/sec	accuracy=0.926875
+2020-04-12 05:26:29,786 Epoch[19] Batch [23100-23150]	Speed: 202.63 samples/sec	accuracy=0.930156
+2020-04-12 05:27:01,759 Epoch[19] Batch [23150-23200]	Speed: 200.17 samples/sec	accuracy=0.928594
+2020-04-12 05:27:34,097 Epoch[19] Batch [23200-23250]	Speed: 197.91 samples/sec	accuracy=0.926250
+2020-04-12 05:28:06,079 Epoch[19] Batch [23250-23300]	Speed: 200.11 samples/sec	accuracy=0.929063
+2020-04-12 05:28:37,952 Epoch[19] Batch [23300-23350]	Speed: 200.80 samples/sec	accuracy=0.922656
+2020-04-12 05:29:10,043 Epoch[19] Batch [23350-23400]	Speed: 199.44 samples/sec	accuracy=0.924531
+2020-04-12 05:29:42,452 Epoch[19] Batch [23400-23450]	Speed: 197.48 samples/sec	accuracy=0.924687
+2020-04-12 05:30:14,838 Epoch[19] Batch [23450-23500]	Speed: 197.61 samples/sec	accuracy=0.924375
+2020-04-12 05:30:46,863 Epoch[19] Batch [23500-23550]	Speed: 199.85 samples/sec	accuracy=0.923438
+2020-04-12 05:31:18,544 Epoch[19] Batch [23550-23600]	Speed: 202.01 samples/sec	accuracy=0.928438
+2020-04-12 05:31:50,677 Epoch[19] Batch [23600-23650]	Speed: 199.17 samples/sec	accuracy=0.931875
+2020-04-12 05:32:22,626 Epoch[19] Batch [23650-23700]	Speed: 200.32 samples/sec	accuracy=0.932969
+2020-04-12 05:32:54,580 Epoch[19] Batch [23700-23750]	Speed: 200.29 samples/sec	accuracy=0.929375
+2020-04-12 05:33:26,409 Epoch[19] Batch [23750-23800]	Speed: 201.07 samples/sec	accuracy=0.927031
+2020-04-12 05:33:58,170 Epoch[19] Batch [23800-23850]	Speed: 201.51 samples/sec	accuracy=0.931406
+2020-04-12 05:34:30,346 Epoch[19] Batch [23850-23900]	Speed: 198.91 samples/sec	accuracy=0.926094
+2020-04-12 05:35:02,423 Epoch[19] Batch [23900-23950]	Speed: 199.52 samples/sec	accuracy=0.923594
+2020-04-12 05:35:34,441 Epoch[19] Batch [23950-24000]	Speed: 199.89 samples/sec	accuracy=0.929844
+2020-04-12 05:36:06,577 Epoch[19] Batch [24000-24050]	Speed: 199.15 samples/sec	accuracy=0.933281
+2020-04-12 05:36:38,660 Epoch[19] Batch [24050-24100]	Speed: 199.49 samples/sec	accuracy=0.928281
+2020-04-12 05:37:10,698 Epoch[19] Batch [24100-24150]	Speed: 199.77 samples/sec	accuracy=0.928906
+2020-04-12 05:37:42,958 Epoch[19] Batch [24150-24200]	Speed: 198.39 samples/sec	accuracy=0.923281
+2020-04-12 05:38:14,635 Epoch[19] Batch [24200-24250]	Speed: 202.04 samples/sec	accuracy=0.929688
+2020-04-12 05:38:47,392 Epoch[19] Batch [24250-24300]	Speed: 195.38 samples/sec	accuracy=0.921406
+2020-04-12 05:39:20,203 Epoch[19] Batch [24300-24350]	Speed: 195.05 samples/sec	accuracy=0.924375
+2020-04-12 05:39:52,177 Epoch[19] Batch [24350-24400]	Speed: 200.16 samples/sec	accuracy=0.930625
+2020-04-12 05:40:24,996 Epoch[19] Batch [24400-24450]	Speed: 195.02 samples/sec	accuracy=0.925000
+2020-04-12 05:40:57,810 Epoch[19] Batch [24450-24500]	Speed: 195.04 samples/sec	accuracy=0.925625
+2020-04-12 05:41:30,391 Epoch[19] Batch [24500-24550]	Speed: 196.43 samples/sec	accuracy=0.932344
+2020-04-12 05:42:03,139 Epoch[19] Batch [24550-24600]	Speed: 195.43 samples/sec	accuracy=0.933125
+2020-04-12 05:42:36,057 Epoch[19] Batch [24600-24650]	Speed: 194.43 samples/sec	accuracy=0.924531
+2020-04-12 05:43:09,030 Epoch[19] Batch [24650-24700]	Speed: 194.10 samples/sec	accuracy=0.930312
+2020-04-12 05:43:41,765 Epoch[19] Batch [24700-24750]	Speed: 195.51 samples/sec	accuracy=0.931719
+2020-04-12 05:44:14,491 Epoch[19] Batch [24750-24800]	Speed: 195.56 samples/sec	accuracy=0.924219
+2020-04-12 05:44:47,448 Epoch[19] Batch [24800-24850]	Speed: 194.19 samples/sec	accuracy=0.930469
+2020-04-12 05:45:20,231 Epoch[19] Batch [24850-24900]	Speed: 195.23 samples/sec	accuracy=0.929531
+2020-04-12 05:45:53,124 Epoch[19] Batch [24900-24950]	Speed: 194.57 samples/sec	accuracy=0.925781
+2020-04-12 05:46:26,209 Epoch[19] Batch [24950-25000]	Speed: 193.44 samples/sec	accuracy=0.930937
+2020-04-12 05:46:59,054 Epoch[19] Batch [25000-25050]	Speed: 194.86 samples/sec	accuracy=0.936250
+2020-04-12 05:47:31,672 Epoch[19] Batch [25050-25100]	Speed: 196.21 samples/sec	accuracy=0.924375
+2020-04-12 05:48:04,470 Epoch[19] Batch [25100-25150]	Speed: 195.14 samples/sec	accuracy=0.926094
+2020-04-12 05:48:37,380 Epoch[19] Batch [25150-25200]	Speed: 194.47 samples/sec	accuracy=0.927813
+2020-04-12 05:49:10,187 Epoch[19] Batch [25200-25250]	Speed: 195.08 samples/sec	accuracy=0.928594
+2020-04-12 05:49:42,890 Epoch[19] Batch [25250-25300]	Speed: 195.70 samples/sec	accuracy=0.927813
+2020-04-12 05:50:15,756 Epoch[19] Batch [25300-25350]	Speed: 194.73 samples/sec	accuracy=0.929531
+2020-04-12 05:50:48,256 Epoch[19] Batch [25350-25400]	Speed: 196.92 samples/sec	accuracy=0.931875
+2020-04-12 05:51:21,143 Epoch[19] Batch [25400-25450]	Speed: 194.61 samples/sec	accuracy=0.923438
+2020-04-12 05:51:53,941 Epoch[19] Batch [25450-25500]	Speed: 195.13 samples/sec	accuracy=0.931719
+2020-04-12 05:52:26,794 Epoch[19] Batch [25500-25550]	Speed: 194.81 samples/sec	accuracy=0.932656
+2020-04-12 05:52:59,540 Epoch[19] Batch [25550-25600]	Speed: 195.45 samples/sec	accuracy=0.922656
+2020-04-12 05:53:32,287 Epoch[19] Batch [25600-25650]	Speed: 195.44 samples/sec	accuracy=0.931406
+2020-04-12 05:54:05,004 Epoch[19] Batch [25650-25700]	Speed: 195.62 samples/sec	accuracy=0.928594
+2020-04-12 05:54:37,170 Epoch[19] Batch [25700-25750]	Speed: 198.97 samples/sec	accuracy=0.929531
+2020-04-12 05:55:09,913 Epoch[19] Batch [25750-25800]	Speed: 195.47 samples/sec	accuracy=0.930469
+2020-04-12 05:55:42,640 Epoch[19] Batch [25800-25850]	Speed: 195.56 samples/sec	accuracy=0.930937
+2020-04-12 05:56:15,558 Epoch[19] Batch [25850-25900]	Speed: 194.42 samples/sec	accuracy=0.925469
+2020-04-12 05:56:48,498 Epoch[19] Batch [25900-25950]	Speed: 194.29 samples/sec	accuracy=0.929531
+2020-04-12 05:57:21,343 Epoch[19] Batch [25950-26000]	Speed: 194.86 samples/sec	accuracy=0.932500
+2020-04-12 05:57:54,152 Epoch[19] Batch [26000-26050]	Speed: 195.07 samples/sec	accuracy=0.926250
+2020-04-12 05:58:25,985 Epoch[19] Batch [26050-26100]	Speed: 201.06 samples/sec	accuracy=0.934688
+2020-04-12 05:58:58,796 Epoch[19] Batch [26100-26150]	Speed: 195.06 samples/sec	accuracy=0.931250
+2020-04-12 05:59:31,662 Epoch[19] Batch [26150-26200]	Speed: 194.73 samples/sec	accuracy=0.925156
+2020-04-12 06:00:04,344 Epoch[19] Batch [26200-26250]	Speed: 195.83 samples/sec	accuracy=0.927656
+2020-04-12 06:00:37,027 Epoch[19] Batch [26250-26300]	Speed: 195.82 samples/sec	accuracy=0.922813
+2020-04-12 06:01:09,891 Epoch[19] Batch [26300-26350]	Speed: 194.75 samples/sec	accuracy=0.922813
+2020-04-12 06:01:42,838 Epoch[19] Batch [26350-26400]	Speed: 194.25 samples/sec	accuracy=0.929688
+2020-04-12 06:02:15,707 Epoch[19] Batch [26400-26450]	Speed: 194.71 samples/sec	accuracy=0.928906
+2020-04-12 06:02:48,359 Epoch[19] Batch [26450-26500]	Speed: 196.01 samples/sec	accuracy=0.933438
+2020-04-12 06:03:21,381 Epoch[19] Batch [26500-26550]	Speed: 193.81 samples/sec	accuracy=0.930937
+2020-04-12 06:03:53,921 Epoch[19] Batch [26550-26600]	Speed: 196.68 samples/sec	accuracy=0.931562
+2020-04-12 06:04:26,536 Epoch[19] Batch [26600-26650]	Speed: 196.23 samples/sec	accuracy=0.930312
+2020-04-12 06:04:59,348 Epoch[19] Batch [26650-26700]	Speed: 195.05 samples/sec	accuracy=0.933438
+2020-04-12 06:05:32,178 Epoch[19] Batch [26700-26750]	Speed: 194.95 samples/sec	accuracy=0.928750
+2020-04-12 06:06:05,013 Epoch[19] Batch [26750-26800]	Speed: 194.91 samples/sec	accuracy=0.924375
+2020-04-12 06:06:37,703 Epoch[19] Batch [26800-26850]	Speed: 195.78 samples/sec	accuracy=0.922188
+2020-04-12 06:07:10,549 Epoch[19] Batch [26850-26900]	Speed: 194.85 samples/sec	accuracy=0.927969
+2020-04-12 06:07:43,259 Epoch[19] Batch [26900-26950]	Speed: 195.66 samples/sec	accuracy=0.917500
+2020-04-12 06:08:16,154 Epoch[19] Batch [26950-27000]	Speed: 194.56 samples/sec	accuracy=0.928750
+2020-04-12 06:08:49,077 Epoch[19] Batch [27000-27050]	Speed: 194.39 samples/sec	accuracy=0.931875
+2020-04-12 06:09:21,980 Epoch[19] Batch [27050-27100]	Speed: 194.51 samples/sec	accuracy=0.931562
+2020-04-12 06:09:54,674 Epoch[19] Batch [27100-27150]	Speed: 195.76 samples/sec	accuracy=0.923906
+2020-04-12 06:10:27,346 Epoch[19] Batch [27150-27200]	Speed: 195.89 samples/sec	accuracy=0.925781
+2020-04-12 06:10:59,843 Epoch[19] Batch [27200-27250]	Speed: 196.95 samples/sec	accuracy=0.934531
+2020-04-12 06:11:31,879 Epoch[19] Batch [27250-27300]	Speed: 199.78 samples/sec	accuracy=0.929063
+2020-04-12 06:12:03,906 Epoch[19] Batch [27300-27350]	Speed: 199.83 samples/sec	accuracy=0.920156
+2020-04-12 06:12:36,097 Epoch[19] Batch [27350-27400]	Speed: 198.81 samples/sec	accuracy=0.927969
+2020-04-12 06:13:08,230 Epoch[19] Batch [27400-27450]	Speed: 199.18 samples/sec	accuracy=0.930000
+2020-04-12 06:13:40,458 Epoch[19] Batch [27450-27500]	Speed: 198.59 samples/sec	accuracy=0.927344
+2020-04-12 06:14:12,422 Epoch[19] Batch [27500-27550]	Speed: 200.22 samples/sec	accuracy=0.929688
+2020-04-12 06:14:44,331 Epoch[19] Batch [27550-27600]	Speed: 200.57 samples/sec	accuracy=0.929688
+2020-04-12 06:15:16,030 Epoch[19] Batch [27600-27650]	Speed: 201.90 samples/sec	accuracy=0.920937
+2020-04-12 06:15:48,168 Epoch[19] Batch [27650-27700]	Speed: 199.14 samples/sec	accuracy=0.926250
+2020-04-12 06:16:20,101 Epoch[19] Batch [27700-27750]	Speed: 200.42 samples/sec	accuracy=0.927969
+2020-04-12 06:16:52,025 Epoch[19] Batch [27750-27800]	Speed: 200.48 samples/sec	accuracy=0.929844
+2020-04-12 06:17:24,422 Epoch[19] Batch [27800-27850]	Speed: 197.55 samples/sec	accuracy=0.932656
+2020-04-12 06:17:56,701 Epoch[19] Batch [27850-27900]	Speed: 198.27 samples/sec	accuracy=0.922969
+2020-04-12 06:18:28,477 Epoch[19] Batch [27900-27950]	Speed: 201.41 samples/sec	accuracy=0.931562
+2020-04-12 06:19:00,686 Epoch[19] Batch [27950-28000]	Speed: 198.70 samples/sec	accuracy=0.925469
+2020-04-12 06:19:32,548 Epoch[19] Batch [28000-28050]	Speed: 200.87 samples/sec	accuracy=0.930000
+2020-04-12 06:20:04,487 Epoch[19] Batch [28050-28100]	Speed: 200.38 samples/sec	accuracy=0.931562
+2020-04-12 06:20:36,438 Epoch[19] Batch [28100-28150]	Speed: 200.31 samples/sec	accuracy=0.926562
+2020-04-12 06:21:08,276 Epoch[19] Batch [28150-28200]	Speed: 201.02 samples/sec	accuracy=0.924531
+2020-04-12 06:21:33,261 Epoch[19] Train-accuracy=0.928322
+2020-04-12 06:21:33,261 Epoch[19] Time cost=17920.176
+2020-04-12 06:21:33,498 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0020.params"
+2020-04-12 06:53:25,711 Epoch[19] Validation-accuracy=0.968855
+2020-04-12 06:54:06,162 Epoch[20] Batch [0-50]	Speed: 199.41 samples/sec	accuracy=0.931526
+2020-04-12 06:54:37,718 Epoch[20] Batch [50-100]	Speed: 202.82 samples/sec	accuracy=0.932187
+2020-04-12 06:55:09,687 Epoch[20] Batch [100-150]	Speed: 200.19 samples/sec	accuracy=0.932031
+2020-04-12 06:55:41,738 Epoch[20] Batch [150-200]	Speed: 199.68 samples/sec	accuracy=0.927656
+2020-04-12 06:56:13,570 Epoch[20] Batch [200-250]	Speed: 201.06 samples/sec	accuracy=0.927969
+2020-04-12 06:56:45,773 Epoch[20] Batch [250-300]	Speed: 198.75 samples/sec	accuracy=0.926875
+2020-04-12 06:57:17,695 Epoch[20] Batch [300-350]	Speed: 200.49 samples/sec	accuracy=0.927813
+2020-04-12 06:57:49,737 Epoch[20] Batch [350-400]	Speed: 199.74 samples/sec	accuracy=0.926875
+2020-04-12 06:58:21,997 Epoch[20] Batch [400-450]	Speed: 198.39 samples/sec	accuracy=0.928594
+2020-04-12 06:58:53,750 Epoch[20] Batch [450-500]	Speed: 201.55 samples/sec	accuracy=0.932187
+2020-04-12 06:59:25,521 Epoch[20] Batch [500-550]	Speed: 201.45 samples/sec	accuracy=0.932344
+2020-04-12 06:59:57,247 Epoch[20] Batch [550-600]	Speed: 201.72 samples/sec	accuracy=0.926719
+2020-04-12 07:00:29,312 Epoch[20] Batch [600-650]	Speed: 199.60 samples/sec	accuracy=0.927500
+2020-04-12 07:01:00,841 Epoch[20] Batch [650-700]	Speed: 202.99 samples/sec	accuracy=0.931094
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+2020-04-12 07:02:04,828 Epoch[20] Batch [750-800]	Speed: 201.01 samples/sec	accuracy=0.925937
+2020-04-12 07:02:37,027 Epoch[20] Batch [800-850]	Speed: 198.76 samples/sec	accuracy=0.931406
+2020-04-12 07:03:09,309 Epoch[20] Batch [850-900]	Speed: 198.26 samples/sec	accuracy=0.928594
+2020-04-12 07:03:42,057 Epoch[20] Batch [900-950]	Speed: 195.43 samples/sec	accuracy=0.935156
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+2020-04-12 07:04:45,834 Epoch[20] Batch [1000-1050]	Speed: 201.39 samples/sec	accuracy=0.928906
+2020-04-12 07:05:17,499 Epoch[20] Batch [1050-1100]	Speed: 202.12 samples/sec	accuracy=0.927188
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+2020-04-12 07:06:52,440 Epoch[20] Batch [1200-1250]	Speed: 200.34 samples/sec	accuracy=0.933125
+2020-04-12 07:07:24,146 Epoch[20] Batch [1250-1300]	Speed: 201.85 samples/sec	accuracy=0.928594
+2020-04-12 07:07:56,228 Epoch[20] Batch [1300-1350]	Speed: 199.49 samples/sec	accuracy=0.929844
+2020-04-12 07:08:27,773 Epoch[20] Batch [1350-1400]	Speed: 202.89 samples/sec	accuracy=0.929219
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+2020-04-12 07:09:31,652 Epoch[20] Batch [1450-1500]	Speed: 201.05 samples/sec	accuracy=0.924219
+2020-04-12 07:10:03,524 Epoch[20] Batch [1500-1550]	Speed: 200.80 samples/sec	accuracy=0.926719
+2020-04-12 07:10:35,438 Epoch[20] Batch [1550-1600]	Speed: 200.54 samples/sec	accuracy=0.931875
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+2020-04-12 07:12:11,611 Epoch[20] Batch [1700-1750]	Speed: 199.36 samples/sec	accuracy=0.926250
+2020-04-12 07:12:43,469 Epoch[20] Batch [1750-1800]	Speed: 200.89 samples/sec	accuracy=0.925156
+2020-04-12 07:13:15,191 Epoch[20] Batch [1800-1850]	Speed: 201.76 samples/sec	accuracy=0.925937
+2020-04-12 07:13:46,689 Epoch[20] Batch [1850-1900]	Speed: 203.19 samples/sec	accuracy=0.922500
+2020-04-12 07:14:18,579 Epoch[20] Batch [1900-1950]	Speed: 200.69 samples/sec	accuracy=0.929219
+2020-04-12 07:14:50,725 Epoch[20] Batch [1950-2000]	Speed: 199.09 samples/sec	accuracy=0.927969
+2020-04-12 07:15:22,374 Epoch[20] Batch [2000-2050]	Speed: 202.22 samples/sec	accuracy=0.928750
+2020-04-12 07:15:53,989 Epoch[20] Batch [2050-2100]	Speed: 202.43 samples/sec	accuracy=0.927656
+2020-04-12 07:16:26,028 Epoch[20] Batch [2100-2150]	Speed: 199.76 samples/sec	accuracy=0.933125
+2020-04-12 07:16:58,300 Epoch[20] Batch [2150-2200]	Speed: 198.31 samples/sec	accuracy=0.929063
+2020-04-12 07:17:30,368 Epoch[20] Batch [2200-2250]	Speed: 199.58 samples/sec	accuracy=0.929531
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+2020-04-12 07:18:34,155 Epoch[20] Batch [2300-2350]	Speed: 201.43 samples/sec	accuracy=0.933281
+2020-04-12 07:19:06,318 Epoch[20] Batch [2350-2400]	Speed: 198.99 samples/sec	accuracy=0.924531
+2020-04-12 07:19:38,633 Epoch[20] Batch [2400-2450]	Speed: 198.05 samples/sec	accuracy=0.928750
+2020-04-12 07:20:10,805 Epoch[20] Batch [2450-2500]	Speed: 198.94 samples/sec	accuracy=0.928906
+2020-04-12 07:20:42,763 Epoch[20] Batch [2500-2550]	Speed: 200.27 samples/sec	accuracy=0.929844
+2020-04-12 07:21:14,928 Epoch[20] Batch [2550-2600]	Speed: 198.98 samples/sec	accuracy=0.933438
+2020-04-12 07:21:46,818 Epoch[20] Batch [2600-2650]	Speed: 200.69 samples/sec	accuracy=0.930937
+2020-04-12 07:22:18,658 Epoch[20] Batch [2650-2700]	Speed: 201.01 samples/sec	accuracy=0.927188
+2020-04-12 07:22:50,818 Epoch[20] Batch [2700-2750]	Speed: 199.01 samples/sec	accuracy=0.931250
+2020-04-12 07:23:22,652 Epoch[20] Batch [2750-2800]	Speed: 201.04 samples/sec	accuracy=0.924687
+2020-04-12 07:23:54,818 Epoch[20] Batch [2800-2850]	Speed: 198.96 samples/sec	accuracy=0.932500
+2020-04-12 07:24:26,667 Epoch[20] Batch [2850-2900]	Speed: 200.95 samples/sec	accuracy=0.931719
+2020-04-12 07:24:58,093 Epoch[20] Batch [2900-2950]	Speed: 203.65 samples/sec	accuracy=0.929844
+2020-04-12 07:25:30,103 Epoch[20] Batch [2950-3000]	Speed: 199.94 samples/sec	accuracy=0.930000
+2020-04-12 07:26:02,003 Epoch[20] Batch [3000-3050]	Speed: 200.63 samples/sec	accuracy=0.930937
+2020-04-12 07:26:34,167 Epoch[20] Batch [3050-3100]	Speed: 198.98 samples/sec	accuracy=0.927813
+2020-04-12 07:27:06,128 Epoch[20] Batch [3100-3150]	Speed: 200.24 samples/sec	accuracy=0.931094
+2020-04-12 07:27:38,139 Epoch[20] Batch [3150-3200]	Speed: 199.93 samples/sec	accuracy=0.927031
+2020-04-12 07:28:10,182 Epoch[20] Batch [3200-3250]	Speed: 199.73 samples/sec	accuracy=0.930781
+2020-04-12 07:28:42,372 Epoch[20] Batch [3250-3300]	Speed: 198.82 samples/sec	accuracy=0.928906
+2020-04-12 07:29:14,184 Epoch[20] Batch [3300-3350]	Speed: 201.19 samples/sec	accuracy=0.928125
+2020-04-12 07:29:46,238 Epoch[20] Batch [3350-3400]	Speed: 199.66 samples/sec	accuracy=0.931562
+2020-04-12 07:30:18,346 Epoch[20] Batch [3400-3450]	Speed: 199.33 samples/sec	accuracy=0.928750
+2020-04-12 07:30:50,588 Epoch[20] Batch [3450-3500]	Speed: 198.50 samples/sec	accuracy=0.928750
+2020-04-12 07:31:22,803 Epoch[20] Batch [3500-3550]	Speed: 198.67 samples/sec	accuracy=0.921562
+2020-04-12 07:31:54,392 Epoch[20] Batch [3550-3600]	Speed: 202.61 samples/sec	accuracy=0.927969
+2020-04-12 07:32:26,391 Epoch[20] Batch [3600-3650]	Speed: 200.01 samples/sec	accuracy=0.929219
+2020-04-12 07:32:58,067 Epoch[20] Batch [3650-3700]	Speed: 202.05 samples/sec	accuracy=0.926875
+2020-04-12 07:33:29,854 Epoch[20] Batch [3700-3750]	Speed: 201.34 samples/sec	accuracy=0.931562
+2020-04-12 07:34:01,841 Epoch[20] Batch [3750-3800]	Speed: 200.08 samples/sec	accuracy=0.926875
+2020-04-12 07:34:33,771 Epoch[20] Batch [3800-3850]	Speed: 200.44 samples/sec	accuracy=0.927813
+2020-04-12 07:35:05,727 Epoch[20] Batch [3850-3900]	Speed: 200.27 samples/sec	accuracy=0.927344
+2020-04-12 07:35:37,601 Epoch[20] Batch [3900-3950]	Speed: 200.80 samples/sec	accuracy=0.930312
+2020-04-12 07:36:10,126 Epoch[20] Batch [3950-4000]	Speed: 196.77 samples/sec	accuracy=0.932969
+2020-04-12 07:36:42,146 Epoch[20] Batch [4000-4050]	Speed: 199.87 samples/sec	accuracy=0.928750
+2020-04-12 07:37:14,246 Epoch[20] Batch [4050-4100]	Speed: 199.38 samples/sec	accuracy=0.930625
+2020-04-12 07:37:45,960 Epoch[20] Batch [4100-4150]	Speed: 201.81 samples/sec	accuracy=0.927031
+2020-04-12 07:38:17,936 Epoch[20] Batch [4150-4200]	Speed: 200.15 samples/sec	accuracy=0.926250
+2020-04-12 07:38:49,645 Epoch[20] Batch [4200-4250]	Speed: 201.83 samples/sec	accuracy=0.929219
+2020-04-12 07:39:21,508 Epoch[20] Batch [4250-4300]	Speed: 200.87 samples/sec	accuracy=0.927500
+2020-04-12 07:39:53,704 Epoch[20] Batch [4300-4350]	Speed: 198.78 samples/sec	accuracy=0.924531
+2020-04-12 07:40:25,805 Epoch[20] Batch [4350-4400]	Speed: 199.37 samples/sec	accuracy=0.931094
+2020-04-12 07:40:57,913 Epoch[20] Batch [4400-4450]	Speed: 199.33 samples/sec	accuracy=0.926719
+2020-04-12 07:41:29,802 Epoch[20] Batch [4450-4500]	Speed: 200.70 samples/sec	accuracy=0.923281
+2020-04-12 07:42:01,712 Epoch[20] Batch [4500-4550]	Speed: 200.57 samples/sec	accuracy=0.925781
+2020-04-12 07:42:33,234 Epoch[20] Batch [4550-4600]	Speed: 203.04 samples/sec	accuracy=0.935781
+2020-04-12 07:43:05,195 Epoch[20] Batch [4600-4650]	Speed: 200.25 samples/sec	accuracy=0.923750
+2020-04-12 07:43:36,898 Epoch[20] Batch [4650-4700]	Speed: 201.87 samples/sec	accuracy=0.929063
+2020-04-12 07:44:08,874 Epoch[20] Batch [4700-4750]	Speed: 200.16 samples/sec	accuracy=0.929375
+2020-04-12 07:44:40,948 Epoch[20] Batch [4750-4800]	Speed: 199.54 samples/sec	accuracy=0.922813
+2020-04-12 07:45:13,105 Epoch[20] Batch [4800-4850]	Speed: 199.03 samples/sec	accuracy=0.927813
+2020-04-12 07:45:44,732 Epoch[20] Batch [4850-4900]	Speed: 202.36 samples/sec	accuracy=0.926875
+2020-04-12 07:46:16,669 Epoch[20] Batch [4900-4950]	Speed: 200.39 samples/sec	accuracy=0.929688
+2020-04-12 07:46:48,279 Epoch[20] Batch [4950-5000]	Speed: 202.47 samples/sec	accuracy=0.927656
+2020-04-12 07:47:20,093 Epoch[20] Batch [5000-5050]	Speed: 201.17 samples/sec	accuracy=0.933750
+2020-04-12 07:47:52,010 Epoch[20] Batch [5050-5100]	Speed: 200.52 samples/sec	accuracy=0.927188
+2020-04-12 07:48:23,606 Epoch[20] Batch [5100-5150]	Speed: 202.56 samples/sec	accuracy=0.926250
+2020-04-12 07:48:56,110 Epoch[20] Batch [5150-5200]	Speed: 196.90 samples/sec	accuracy=0.926562
+2020-04-12 07:49:28,084 Epoch[20] Batch [5200-5250]	Speed: 200.16 samples/sec	accuracy=0.929688
+2020-04-12 07:50:00,463 Epoch[20] Batch [5250-5300]	Speed: 197.66 samples/sec	accuracy=0.927188
+2020-04-12 07:50:32,757 Epoch[20] Batch [5300-5350]	Speed: 198.18 samples/sec	accuracy=0.925937
+2020-04-12 07:51:04,942 Epoch[20] Batch [5350-5400]	Speed: 198.85 samples/sec	accuracy=0.927969
+2020-04-12 07:51:36,785 Epoch[20] Batch [5400-5450]	Speed: 200.98 samples/sec	accuracy=0.926875
+2020-04-12 07:52:08,700 Epoch[20] Batch [5450-5500]	Speed: 200.53 samples/sec	accuracy=0.932031
+2020-04-12 07:52:41,041 Epoch[20] Batch [5500-5550]	Speed: 197.90 samples/sec	accuracy=0.931250
+2020-04-12 07:53:12,920 Epoch[20] Batch [5550-5600]	Speed: 200.76 samples/sec	accuracy=0.924375
+2020-04-12 07:53:44,687 Epoch[20] Batch [5600-5650]	Speed: 201.47 samples/sec	accuracy=0.927813
+2020-04-12 07:54:16,359 Epoch[20] Batch [5650-5700]	Speed: 202.07 samples/sec	accuracy=0.928594
+2020-04-12 07:54:48,636 Epoch[20] Batch [5700-5750]	Speed: 198.29 samples/sec	accuracy=0.931406
+2020-04-12 07:55:20,501 Epoch[20] Batch [5750-5800]	Speed: 200.84 samples/sec	accuracy=0.934219
+2020-04-12 07:55:52,597 Epoch[20] Batch [5800-5850]	Speed: 199.41 samples/sec	accuracy=0.929219
+2020-04-12 07:56:24,070 Epoch[20] Batch [5850-5900]	Speed: 203.35 samples/sec	accuracy=0.926406
+2020-04-12 07:56:56,022 Epoch[20] Batch [5900-5950]	Speed: 200.30 samples/sec	accuracy=0.921094
+2020-04-12 07:57:28,217 Epoch[20] Batch [5950-6000]	Speed: 198.79 samples/sec	accuracy=0.933594
+2020-04-12 07:58:00,240 Epoch[20] Batch [6000-6050]	Speed: 199.86 samples/sec	accuracy=0.925625
+2020-04-12 07:58:32,081 Epoch[20] Batch [6050-6100]	Speed: 200.99 samples/sec	accuracy=0.927813
+2020-04-12 07:59:03,788 Epoch[20] Batch [6100-6150]	Speed: 201.85 samples/sec	accuracy=0.922813
+2020-04-12 07:59:35,944 Epoch[20] Batch [6150-6200]	Speed: 199.03 samples/sec	accuracy=0.928594
+2020-04-12 08:00:07,636 Epoch[20] Batch [6200-6250]	Speed: 201.94 samples/sec	accuracy=0.926250
+2020-04-12 08:00:39,788 Epoch[20] Batch [6250-6300]	Speed: 199.06 samples/sec	accuracy=0.931719
+2020-04-12 08:01:11,878 Epoch[20] Batch [6300-6350]	Speed: 199.44 samples/sec	accuracy=0.930000
+2020-04-12 08:01:43,658 Epoch[20] Batch [6350-6400]	Speed: 201.38 samples/sec	accuracy=0.927656
+2020-04-12 08:02:15,484 Epoch[20] Batch [6400-6450]	Speed: 201.09 samples/sec	accuracy=0.933750
+2020-04-12 08:02:45,373 Epoch[20] Batch [6450-6500]	Speed: 214.13 samples/sec	accuracy=0.930469
+2020-04-12 08:03:14,892 Epoch[20] Batch [6500-6550]	Speed: 216.82 samples/sec	accuracy=0.929688
+2020-04-12 08:03:44,239 Epoch[20] Batch [6550-6600]	Speed: 218.08 samples/sec	accuracy=0.929063
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+2020-04-12 08:04:43,253 Epoch[20] Batch [6650-6700]	Speed: 217.57 samples/sec	accuracy=0.930156
+2020-04-12 08:05:12,680 Epoch[20] Batch [6700-6750]	Speed: 217.49 samples/sec	accuracy=0.925312
+2020-04-12 08:05:42,086 Epoch[20] Batch [6750-6800]	Speed: 217.64 samples/sec	accuracy=0.928750
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+2020-04-12 08:07:10,205 Epoch[20] Batch [6900-6950]	Speed: 218.85 samples/sec	accuracy=0.927969
+2020-04-12 08:07:39,479 Epoch[20] Batch [6950-7000]	Speed: 218.63 samples/sec	accuracy=0.930156
+2020-04-12 08:08:09,270 Epoch[20] Batch [7000-7050]	Speed: 214.83 samples/sec	accuracy=0.925781
+2020-04-12 08:08:38,624 Epoch[20] Batch [7050-7100]	Speed: 218.04 samples/sec	accuracy=0.929219
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+2020-04-12 08:09:37,032 Epoch[20] Batch [7150-7200]	Speed: 220.58 samples/sec	accuracy=0.928438
+2020-04-12 08:10:06,288 Epoch[20] Batch [7200-7250]	Speed: 218.76 samples/sec	accuracy=0.929375
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+2020-04-12 08:11:33,923 Epoch[20] Batch [7350-7400]	Speed: 220.78 samples/sec	accuracy=0.929063
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+2020-04-12 08:12:32,684 Epoch[20] Batch [7450-7500]	Speed: 217.55 samples/sec	accuracy=0.924375
+2020-04-12 08:13:01,995 Epoch[20] Batch [7500-7550]	Speed: 218.35 samples/sec	accuracy=0.927813
+2020-04-12 08:13:31,309 Epoch[20] Batch [7550-7600]	Speed: 218.33 samples/sec	accuracy=0.934063
+2020-04-12 08:14:00,628 Epoch[20] Batch [7600-7650]	Speed: 218.30 samples/sec	accuracy=0.926250
+2020-04-12 08:14:29,861 Epoch[20] Batch [7650-7700]	Speed: 218.93 samples/sec	accuracy=0.926094
+2020-04-12 08:14:59,336 Epoch[20] Batch [7700-7750]	Speed: 217.13 samples/sec	accuracy=0.930781
+2020-04-12 08:15:28,629 Epoch[20] Batch [7750-7800]	Speed: 218.48 samples/sec	accuracy=0.928750
+2020-04-12 08:15:58,092 Epoch[20] Batch [7800-7850]	Speed: 217.22 samples/sec	accuracy=0.927656
+2020-04-12 08:16:27,599 Epoch[20] Batch [7850-7900]	Speed: 216.90 samples/sec	accuracy=0.924375
+2020-04-12 08:16:56,947 Epoch[20] Batch [7900-7950]	Speed: 218.07 samples/sec	accuracy=0.931094
+2020-04-12 08:17:26,080 Epoch[20] Batch [7950-8000]	Speed: 219.69 samples/sec	accuracy=0.933281
+2020-04-12 08:17:55,744 Epoch[20] Batch [8000-8050]	Speed: 215.75 samples/sec	accuracy=0.926250
+2020-04-12 08:18:24,982 Epoch[20] Batch [8050-8100]	Speed: 218.90 samples/sec	accuracy=0.925625
+2020-04-12 08:18:54,252 Epoch[20] Batch [8100-8150]	Speed: 218.66 samples/sec	accuracy=0.930937
+2020-04-12 08:19:23,635 Epoch[20] Batch [8150-8200]	Speed: 217.81 samples/sec	accuracy=0.926094
+2020-04-12 08:19:53,105 Epoch[20] Batch [8200-8250]	Speed: 217.17 samples/sec	accuracy=0.928594
+2020-04-12 08:20:22,413 Epoch[20] Batch [8250-8300]	Speed: 218.37 samples/sec	accuracy=0.922188
+2020-04-12 08:20:51,733 Epoch[20] Batch [8300-8350]	Speed: 218.28 samples/sec	accuracy=0.927813
+2020-04-12 08:21:20,982 Epoch[20] Batch [8350-8400]	Speed: 218.82 samples/sec	accuracy=0.921719
+2020-04-12 08:21:50,491 Epoch[20] Batch [8400-8450]	Speed: 216.89 samples/sec	accuracy=0.930781
+2020-04-12 08:22:19,973 Epoch[20] Batch [8450-8500]	Speed: 217.08 samples/sec	accuracy=0.922813
+2020-04-12 08:22:49,471 Epoch[20] Batch [8500-8550]	Speed: 216.97 samples/sec	accuracy=0.931719
+2020-04-12 08:23:19,282 Epoch[20] Batch [8550-8600]	Speed: 214.69 samples/sec	accuracy=0.930312
+2020-04-12 08:23:48,395 Epoch[20] Batch [8600-8650]	Speed: 219.83 samples/sec	accuracy=0.926719
+2020-04-12 08:24:17,914 Epoch[20] Batch [8650-8700]	Speed: 216.81 samples/sec	accuracy=0.927969
+2020-04-12 08:24:47,637 Epoch[20] Batch [8700-8750]	Speed: 215.32 samples/sec	accuracy=0.926719
+2020-04-12 08:25:17,051 Epoch[20] Batch [8750-8800]	Speed: 217.58 samples/sec	accuracy=0.925625
+2020-04-12 08:25:46,544 Epoch[20] Batch [8800-8850]	Speed: 217.01 samples/sec	accuracy=0.935312
+2020-04-12 08:26:16,085 Epoch[20] Batch [8850-8900]	Speed: 216.65 samples/sec	accuracy=0.925937
+2020-04-12 08:26:45,432 Epoch[20] Batch [8900-8950]	Speed: 218.08 samples/sec	accuracy=0.927344
+2020-04-12 08:27:14,817 Epoch[20] Batch [8950-9000]	Speed: 217.80 samples/sec	accuracy=0.929531
+2020-04-12 08:27:44,190 Epoch[20] Batch [9000-9050]	Speed: 217.89 samples/sec	accuracy=0.925625
+2020-04-12 08:28:13,625 Epoch[20] Batch [9050-9100]	Speed: 217.43 samples/sec	accuracy=0.930469
+2020-04-12 08:28:42,910 Epoch[20] Batch [9100-9150]	Speed: 218.55 samples/sec	accuracy=0.933281
+2020-04-12 08:29:12,001 Epoch[20] Batch [9150-9200]	Speed: 220.00 samples/sec	accuracy=0.928594
+2020-04-12 08:29:41,246 Epoch[20] Batch [9200-9250]	Speed: 218.84 samples/sec	accuracy=0.930000
+2020-04-12 08:30:10,798 Epoch[20] Batch [9250-9300]	Speed: 216.57 samples/sec	accuracy=0.922969
+2020-04-12 08:30:40,114 Epoch[20] Batch [9300-9350]	Speed: 218.31 samples/sec	accuracy=0.933438
+2020-04-12 08:31:09,492 Epoch[20] Batch [9350-9400]	Speed: 217.85 samples/sec	accuracy=0.931406
+2020-04-12 08:31:38,770 Epoch[20] Batch [9400-9450]	Speed: 218.60 samples/sec	accuracy=0.927344
+2020-04-12 08:32:08,211 Epoch[20] Batch [9450-9500]	Speed: 217.39 samples/sec	accuracy=0.927813
+2020-04-12 08:32:37,683 Epoch[20] Batch [9500-9550]	Speed: 217.15 samples/sec	accuracy=0.925937
+2020-04-12 08:33:07,025 Epoch[20] Batch [9550-9600]	Speed: 218.12 samples/sec	accuracy=0.928750
+2020-04-12 08:33:36,555 Epoch[20] Batch [9600-9650]	Speed: 216.73 samples/sec	accuracy=0.930937
+2020-04-12 08:34:05,819 Epoch[20] Batch [9650-9700]	Speed: 218.70 samples/sec	accuracy=0.924844
+2020-04-12 08:34:35,354 Epoch[20] Batch [9700-9750]	Speed: 216.70 samples/sec	accuracy=0.928906
+2020-04-12 08:35:04,901 Epoch[20] Batch [9750-9800]	Speed: 216.61 samples/sec	accuracy=0.926562
+2020-04-12 08:35:34,191 Epoch[20] Batch [9800-9850]	Speed: 218.50 samples/sec	accuracy=0.927344
+2020-04-12 08:36:03,549 Epoch[20] Batch [9850-9900]	Speed: 218.00 samples/sec	accuracy=0.931094
+2020-04-12 08:36:32,938 Epoch[20] Batch [9900-9950]	Speed: 217.77 samples/sec	accuracy=0.923594
+2020-04-12 08:37:02,230 Epoch[20] Batch [9950-10000]	Speed: 218.50 samples/sec	accuracy=0.927656
+2020-04-12 08:37:31,259 Epoch[20] Batch [10000-10050]	Speed: 220.47 samples/sec	accuracy=0.929219
+2020-04-12 08:38:03,182 Epoch[20] Batch [10050-10100]	Speed: 200.49 samples/sec	accuracy=0.926094
+2020-04-12 08:38:35,285 Epoch[20] Batch [10100-10150]	Speed: 199.36 samples/sec	accuracy=0.932969
+2020-04-12 08:39:07,247 Epoch[20] Batch [10150-10200]	Speed: 200.24 samples/sec	accuracy=0.927031
+2020-04-12 08:39:39,165 Epoch[20] Batch [10200-10250]	Speed: 200.51 samples/sec	accuracy=0.927656
+2020-04-12 08:40:11,027 Epoch[20] Batch [10250-10300]	Speed: 200.87 samples/sec	accuracy=0.932031
+2020-04-12 08:40:42,582 Epoch[20] Batch [10300-10350]	Speed: 202.82 samples/sec	accuracy=0.929531
+2020-04-12 08:41:14,507 Epoch[20] Batch [10350-10400]	Speed: 200.47 samples/sec	accuracy=0.928281
+2020-04-12 08:41:46,411 Epoch[20] Batch [10400-10450]	Speed: 200.61 samples/sec	accuracy=0.929375
+2020-04-12 08:42:18,558 Epoch[20] Batch [10450-10500]	Speed: 199.08 samples/sec	accuracy=0.928594
+2020-04-12 08:42:50,090 Epoch[20] Batch [10500-10550]	Speed: 202.97 samples/sec	accuracy=0.923594
+2020-04-12 08:43:21,672 Epoch[20] Batch [10550-10600]	Speed: 202.65 samples/sec	accuracy=0.926719
+2020-04-12 08:43:53,755 Epoch[20] Batch [10600-10650]	Speed: 199.48 samples/sec	accuracy=0.930000
+2020-04-12 08:44:25,713 Epoch[20] Batch [10650-10700]	Speed: 200.26 samples/sec	accuracy=0.936719
+2020-04-12 08:44:57,919 Epoch[20] Batch [10700-10750]	Speed: 198.72 samples/sec	accuracy=0.932969
+2020-04-12 08:45:30,083 Epoch[20] Batch [10750-10800]	Speed: 198.98 samples/sec	accuracy=0.929844
+2020-04-12 08:46:02,002 Epoch[20] Batch [10800-10850]	Speed: 200.51 samples/sec	accuracy=0.931562
+2020-04-12 08:46:33,840 Epoch[20] Batch [10850-10900]	Speed: 201.02 samples/sec	accuracy=0.920781
+2020-04-12 08:47:05,609 Epoch[20] Batch [10900-10950]	Speed: 201.45 samples/sec	accuracy=0.927344
+2020-04-12 08:47:37,839 Epoch[20] Batch [10950-11000]	Speed: 198.58 samples/sec	accuracy=0.928906
+2020-04-12 08:48:09,480 Epoch[20] Batch [11000-11050]	Speed: 202.27 samples/sec	accuracy=0.930625
+2020-04-12 08:48:41,440 Epoch[20] Batch [11050-11100]	Speed: 200.25 samples/sec	accuracy=0.928750
+2020-04-12 08:49:13,165 Epoch[20] Batch [11100-11150]	Speed: 201.74 samples/sec	accuracy=0.927500
+2020-04-12 08:49:45,350 Epoch[20] Batch [11150-11200]	Speed: 198.85 samples/sec	accuracy=0.927031
+2020-04-12 08:50:17,605 Epoch[20] Batch [11200-11250]	Speed: 198.42 samples/sec	accuracy=0.932187
+2020-04-12 08:50:49,602 Epoch[20] Batch [11250-11300]	Speed: 200.02 samples/sec	accuracy=0.927344
+2020-04-12 08:51:21,506 Epoch[20] Batch [11300-11350]	Speed: 200.60 samples/sec	accuracy=0.932187
+2020-04-12 08:51:53,436 Epoch[20] Batch [11350-11400]	Speed: 200.44 samples/sec	accuracy=0.926719
+2020-04-12 08:52:25,071 Epoch[20] Batch [11400-11450]	Speed: 202.31 samples/sec	accuracy=0.921875
+2020-04-12 08:52:57,162 Epoch[20] Batch [11450-11500]	Speed: 199.44 samples/sec	accuracy=0.929219
+2020-04-12 08:53:28,991 Epoch[20] Batch [11500-11550]	Speed: 201.07 samples/sec	accuracy=0.926562
+2020-04-12 08:54:00,911 Epoch[20] Batch [11550-11600]	Speed: 200.50 samples/sec	accuracy=0.926250
+2020-04-12 08:54:33,633 Epoch[20] Batch [11600-11650]	Speed: 195.59 samples/sec	accuracy=0.924375
+2020-04-12 08:55:05,817 Epoch[20] Batch [11650-11700]	Speed: 198.86 samples/sec	accuracy=0.925156
+2020-04-12 08:55:37,921 Epoch[20] Batch [11700-11750]	Speed: 199.36 samples/sec	accuracy=0.927188
+2020-04-12 08:56:09,619 Epoch[20] Batch [11750-11800]	Speed: 201.91 samples/sec	accuracy=0.927813
+2020-04-12 08:56:41,516 Epoch[20] Batch [11800-11850]	Speed: 200.65 samples/sec	accuracy=0.926250
+2020-04-12 08:57:13,927 Epoch[20] Batch [11850-11900]	Speed: 197.47 samples/sec	accuracy=0.927969
+2020-04-12 08:57:46,203 Epoch[20] Batch [11900-11950]	Speed: 198.29 samples/sec	accuracy=0.929375
+2020-04-12 08:58:17,770 Epoch[20] Batch [11950-12000]	Speed: 202.74 samples/sec	accuracy=0.930469
+2020-04-12 08:58:49,830 Epoch[20] Batch [12000-12050]	Speed: 199.63 samples/sec	accuracy=0.933438
+2020-04-12 08:59:22,075 Epoch[20] Batch [12050-12100]	Speed: 198.48 samples/sec	accuracy=0.925312
+2020-04-12 08:59:54,046 Epoch[20] Batch [12100-12150]	Speed: 200.18 samples/sec	accuracy=0.924219
+2020-04-12 09:00:25,607 Epoch[20] Batch [12150-12200]	Speed: 202.78 samples/sec	accuracy=0.926094
+2020-04-12 09:00:57,729 Epoch[20] Batch [12200-12250]	Speed: 199.24 samples/sec	accuracy=0.931406
+2020-04-12 09:01:29,665 Epoch[20] Batch [12250-12300]	Speed: 200.40 samples/sec	accuracy=0.926719
+2020-04-12 09:02:01,843 Epoch[20] Batch [12300-12350]	Speed: 198.89 samples/sec	accuracy=0.928906
+2020-04-12 09:02:33,891 Epoch[20] Batch [12350-12400]	Speed: 199.71 samples/sec	accuracy=0.928281
+2020-04-12 09:03:05,653 Epoch[20] Batch [12400-12450]	Speed: 201.50 samples/sec	accuracy=0.927031
+2020-04-12 09:03:37,389 Epoch[20] Batch [12450-12500]	Speed: 201.66 samples/sec	accuracy=0.922344
+2020-04-12 09:04:09,463 Epoch[20] Batch [12500-12550]	Speed: 199.54 samples/sec	accuracy=0.927031
+2020-04-12 09:04:40,988 Epoch[20] Batch [12550-12600]	Speed: 203.02 samples/sec	accuracy=0.925156
+2020-04-12 09:05:13,103 Epoch[20] Batch [12600-12650]	Speed: 199.29 samples/sec	accuracy=0.930156
+2020-04-12 09:05:44,831 Epoch[20] Batch [12650-12700]	Speed: 201.71 samples/sec	accuracy=0.932187
+2020-04-12 09:06:16,702 Epoch[20] Batch [12700-12750]	Speed: 200.81 samples/sec	accuracy=0.929063
+2020-04-12 09:06:48,170 Epoch[20] Batch [12750-12800]	Speed: 203.38 samples/sec	accuracy=0.928281
+2020-04-12 09:07:20,524 Epoch[20] Batch [12800-12850]	Speed: 197.81 samples/sec	accuracy=0.928438
+2020-04-12 09:07:52,746 Epoch[20] Batch [12850-12900]	Speed: 198.62 samples/sec	accuracy=0.922656
+2020-04-12 09:08:24,471 Epoch[20] Batch [12900-12950]	Speed: 201.74 samples/sec	accuracy=0.931094
+2020-04-12 09:08:56,589 Epoch[20] Batch [12950-13000]	Speed: 199.27 samples/sec	accuracy=0.932500
+2020-04-12 09:09:28,540 Epoch[20] Batch [13000-13050]	Speed: 200.31 samples/sec	accuracy=0.928281
+2020-04-12 09:10:00,412 Epoch[20] Batch [13050-13100]	Speed: 200.81 samples/sec	accuracy=0.930937
+2020-04-12 09:10:33,089 Epoch[20] Batch [13100-13150]	Speed: 195.86 samples/sec	accuracy=0.928906
+2020-04-12 09:11:05,115 Epoch[20] Batch [13150-13200]	Speed: 199.84 samples/sec	accuracy=0.929063
+2020-04-12 09:11:36,902 Epoch[20] Batch [13200-13250]	Speed: 201.34 samples/sec	accuracy=0.930937
+2020-04-12 09:12:08,394 Epoch[20] Batch [13250-13300]	Speed: 203.23 samples/sec	accuracy=0.929375
+2020-04-12 09:12:40,245 Epoch[20] Batch [13300-13350]	Speed: 200.93 samples/sec	accuracy=0.928125
+2020-04-12 09:13:12,151 Epoch[20] Batch [13350-13400]	Speed: 200.59 samples/sec	accuracy=0.927031
+2020-04-12 09:13:44,150 Epoch[20] Batch [13400-13450]	Speed: 200.01 samples/sec	accuracy=0.924844
+2020-04-12 09:14:15,897 Epoch[20] Batch [13450-13500]	Speed: 201.60 samples/sec	accuracy=0.926719
+2020-04-12 09:14:47,619 Epoch[20] Batch [13500-13550]	Speed: 201.75 samples/sec	accuracy=0.932031
+2020-04-12 09:15:19,864 Epoch[20] Batch [13550-13600]	Speed: 198.48 samples/sec	accuracy=0.927813
+2020-04-12 09:15:51,975 Epoch[20] Batch [13600-13650]	Speed: 199.31 samples/sec	accuracy=0.928906
+2020-04-12 09:16:23,853 Epoch[20] Batch [13650-13700]	Speed: 200.77 samples/sec	accuracy=0.927500
+2020-04-12 09:16:55,578 Epoch[20] Batch [13700-13750]	Speed: 201.74 samples/sec	accuracy=0.928125
+2020-04-12 09:17:27,725 Epoch[20] Batch [13750-13800]	Speed: 199.09 samples/sec	accuracy=0.929844
+2020-04-12 09:17:59,588 Epoch[20] Batch [13800-13850]	Speed: 200.86 samples/sec	accuracy=0.936562
+2020-04-12 09:18:31,310 Epoch[20] Batch [13850-13900]	Speed: 201.76 samples/sec	accuracy=0.931875
+2020-04-12 09:19:03,343 Epoch[20] Batch [13900-13950]	Speed: 199.79 samples/sec	accuracy=0.926250
+2020-04-12 09:19:35,312 Epoch[20] Batch [13950-14000]	Speed: 200.20 samples/sec	accuracy=0.928750
+2020-04-12 09:20:07,393 Epoch[20] Batch [14000-14050]	Speed: 199.49 samples/sec	accuracy=0.929531
+2020-04-12 09:20:39,527 Epoch[20] Batch [14050-14100]	Speed: 199.17 samples/sec	accuracy=0.932656
+2020-04-12 09:21:11,611 Epoch[20] Batch [14100-14150]	Speed: 199.48 samples/sec	accuracy=0.928594
+2020-04-12 09:21:43,329 Epoch[20] Batch [14150-14200]	Speed: 201.78 samples/sec	accuracy=0.925781
+2020-04-12 09:22:15,179 Epoch[20] Batch [14200-14250]	Speed: 200.94 samples/sec	accuracy=0.928906
+2020-04-12 09:22:46,982 Epoch[20] Batch [14250-14300]	Speed: 201.24 samples/sec	accuracy=0.924375
+2020-04-12 09:23:19,051 Epoch[20] Batch [14300-14350]	Speed: 199.57 samples/sec	accuracy=0.926250
+2020-04-12 09:23:50,916 Epoch[20] Batch [14350-14400]	Speed: 200.85 samples/sec	accuracy=0.929688
+2020-04-12 09:24:22,938 Epoch[20] Batch [14400-14450]	Speed: 199.86 samples/sec	accuracy=0.929531
+2020-04-12 09:24:55,270 Epoch[20] Batch [14450-14500]	Speed: 197.95 samples/sec	accuracy=0.929063
+2020-04-12 09:25:27,391 Epoch[20] Batch [14500-14550]	Speed: 199.25 samples/sec	accuracy=0.931719
+2020-04-12 09:25:59,480 Epoch[20] Batch [14550-14600]	Speed: 199.45 samples/sec	accuracy=0.927969
+2020-04-12 09:26:31,458 Epoch[20] Batch [14600-14650]	Speed: 200.14 samples/sec	accuracy=0.926875
+2020-04-12 09:27:03,357 Epoch[20] Batch [14650-14700]	Speed: 200.64 samples/sec	accuracy=0.925156
+2020-04-12 09:27:35,471 Epoch[20] Batch [14700-14750]	Speed: 199.29 samples/sec	accuracy=0.930312
+2020-04-12 09:28:07,453 Epoch[20] Batch [14750-14800]	Speed: 200.11 samples/sec	accuracy=0.927500
+2020-04-12 09:28:39,545 Epoch[20] Batch [14800-14850]	Speed: 199.43 samples/sec	accuracy=0.934219
+2020-04-12 09:29:11,330 Epoch[20] Batch [14850-14900]	Speed: 201.36 samples/sec	accuracy=0.926719
+2020-04-12 09:29:43,149 Epoch[20] Batch [14900-14950]	Speed: 201.14 samples/sec	accuracy=0.926719
+2020-04-12 09:30:15,580 Epoch[20] Batch [14950-15000]	Speed: 197.34 samples/sec	accuracy=0.929063
+2020-04-12 09:30:47,357 Epoch[20] Batch [15000-15050]	Speed: 201.41 samples/sec	accuracy=0.927188
+2020-04-12 09:31:19,600 Epoch[20] Batch [15050-15100]	Speed: 198.50 samples/sec	accuracy=0.929688
+2020-04-12 09:31:51,901 Epoch[20] Batch [15100-15150]	Speed: 198.13 samples/sec	accuracy=0.930469
+2020-04-12 09:32:23,962 Epoch[20] Batch [15150-15200]	Speed: 199.63 samples/sec	accuracy=0.929688
+2020-04-12 09:32:56,051 Epoch[20] Batch [15200-15250]	Speed: 199.45 samples/sec	accuracy=0.935312
+2020-04-12 09:33:28,138 Epoch[20] Batch [15250-15300]	Speed: 199.46 samples/sec	accuracy=0.924531
+2020-04-12 09:34:00,420 Epoch[20] Batch [15300-15350]	Speed: 198.26 samples/sec	accuracy=0.915937
+2020-04-12 09:34:32,038 Epoch[20] Batch [15350-15400]	Speed: 202.42 samples/sec	accuracy=0.926406
+2020-04-12 09:35:04,053 Epoch[20] Batch [15400-15450]	Speed: 199.91 samples/sec	accuracy=0.929531
+2020-04-12 09:35:35,966 Epoch[20] Batch [15450-15500]	Speed: 200.55 samples/sec	accuracy=0.931094
+2020-04-12 09:36:07,750 Epoch[20] Batch [15500-15550]	Speed: 201.36 samples/sec	accuracy=0.925156
+2020-04-12 09:36:39,026 Epoch[20] Batch [15550-15600]	Speed: 204.63 samples/sec	accuracy=0.926094
+2020-04-12 09:37:10,834 Epoch[20] Batch [15600-15650]	Speed: 201.21 samples/sec	accuracy=0.931094
+2020-04-12 09:37:42,924 Epoch[20] Batch [15650-15700]	Speed: 199.44 samples/sec	accuracy=0.925156
+2020-04-12 09:38:14,288 Epoch[20] Batch [15700-15750]	Speed: 204.06 samples/sec	accuracy=0.928125
+2020-04-12 09:38:45,895 Epoch[20] Batch [15750-15800]	Speed: 202.49 samples/sec	accuracy=0.928906
+2020-04-12 09:39:17,863 Epoch[20] Batch [15800-15850]	Speed: 200.20 samples/sec	accuracy=0.931562
+2020-04-12 09:39:49,777 Epoch[20] Batch [15850-15900]	Speed: 200.54 samples/sec	accuracy=0.929844
+2020-04-12 09:40:21,710 Epoch[20] Batch [15900-15950]	Speed: 200.42 samples/sec	accuracy=0.928281
+2020-04-12 09:40:53,536 Epoch[20] Batch [15950-16000]	Speed: 201.10 samples/sec	accuracy=0.930937
+2020-04-12 09:41:25,583 Epoch[20] Batch [16000-16050]	Speed: 199.71 samples/sec	accuracy=0.926562
+2020-04-12 09:41:57,840 Epoch[20] Batch [16050-16100]	Speed: 198.41 samples/sec	accuracy=0.929219
+2020-04-12 09:42:30,003 Epoch[20] Batch [16100-16150]	Speed: 198.99 samples/sec	accuracy=0.924219
+2020-04-12 09:43:02,134 Epoch[20] Batch [16150-16200]	Speed: 199.18 samples/sec	accuracy=0.929531
+2020-04-12 09:43:33,878 Epoch[20] Batch [16200-16250]	Speed: 201.61 samples/sec	accuracy=0.928906
+2020-04-12 09:44:06,063 Epoch[20] Batch [16250-16300]	Speed: 198.85 samples/sec	accuracy=0.924531
+2020-04-12 09:44:38,243 Epoch[20] Batch [16300-16350]	Speed: 198.89 samples/sec	accuracy=0.928125
+2020-04-12 09:45:10,534 Epoch[20] Batch [16350-16400]	Speed: 198.20 samples/sec	accuracy=0.927188
+2020-04-12 09:45:42,625 Epoch[20] Batch [16400-16450]	Speed: 199.43 samples/sec	accuracy=0.926875
+2020-04-12 09:46:14,442 Epoch[20] Batch [16450-16500]	Speed: 201.15 samples/sec	accuracy=0.927813
+2020-04-12 09:46:46,377 Epoch[20] Batch [16500-16550]	Speed: 200.41 samples/sec	accuracy=0.931719
+2020-04-12 09:47:18,011 Epoch[20] Batch [16550-16600]	Speed: 202.32 samples/sec	accuracy=0.933125
+2020-04-12 09:47:49,850 Epoch[20] Batch [16600-16650]	Speed: 201.01 samples/sec	accuracy=0.929063
+2020-04-12 09:48:21,983 Epoch[20] Batch [16650-16700]	Speed: 199.18 samples/sec	accuracy=0.927656
+2020-04-12 09:48:54,210 Epoch[20] Batch [16700-16750]	Speed: 198.59 samples/sec	accuracy=0.929844
+2020-04-12 09:49:26,405 Epoch[20] Batch [16750-16800]	Speed: 198.79 samples/sec	accuracy=0.929531
+2020-04-12 09:49:58,658 Epoch[20] Batch [16800-16850]	Speed: 198.43 samples/sec	accuracy=0.929063
+2020-04-12 09:50:30,678 Epoch[20] Batch [16850-16900]	Speed: 199.88 samples/sec	accuracy=0.927969
+2020-04-12 09:51:02,535 Epoch[20] Batch [16900-16950]	Speed: 200.90 samples/sec	accuracy=0.932813
+2020-04-12 09:51:34,579 Epoch[20] Batch [16950-17000]	Speed: 199.73 samples/sec	accuracy=0.923750
+2020-04-12 09:52:06,475 Epoch[20] Batch [17000-17050]	Speed: 200.66 samples/sec	accuracy=0.926406
+2020-04-12 09:52:38,370 Epoch[20] Batch [17050-17100]	Speed: 200.66 samples/sec	accuracy=0.926875
+2020-04-12 09:53:10,421 Epoch[20] Batch [17100-17150]	Speed: 199.68 samples/sec	accuracy=0.927813
+2020-04-12 09:53:42,207 Epoch[20] Batch [17150-17200]	Speed: 201.35 samples/sec	accuracy=0.932656
+2020-04-12 09:54:13,900 Epoch[20] Batch [17200-17250]	Speed: 201.94 samples/sec	accuracy=0.930781
+2020-04-12 09:54:46,187 Epoch[20] Batch [17250-17300]	Speed: 198.22 samples/sec	accuracy=0.928281
+2020-04-12 09:55:18,326 Epoch[20] Batch [17300-17350]	Speed: 199.14 samples/sec	accuracy=0.929219
+2020-04-12 09:55:50,761 Epoch[20] Batch [17350-17400]	Speed: 197.32 samples/sec	accuracy=0.923125
+2020-04-12 09:56:22,469 Epoch[20] Batch [17400-17450]	Speed: 201.84 samples/sec	accuracy=0.928438
+2020-04-12 09:56:54,744 Epoch[20] Batch [17450-17500]	Speed: 198.30 samples/sec	accuracy=0.932813
+2020-04-12 09:57:26,835 Epoch[20] Batch [17500-17550]	Speed: 199.43 samples/sec	accuracy=0.926562
+2020-04-12 09:57:58,788 Epoch[20] Batch [17550-17600]	Speed: 200.30 samples/sec	accuracy=0.923906
+2020-04-12 09:58:30,670 Epoch[20] Batch [17600-17650]	Speed: 200.74 samples/sec	accuracy=0.923438
+2020-04-12 09:59:02,472 Epoch[20] Batch [17650-17700]	Speed: 201.25 samples/sec	accuracy=0.931094
+2020-04-12 09:59:34,751 Epoch[20] Batch [17700-17750]	Speed: 198.27 samples/sec	accuracy=0.928594
+2020-04-12 10:00:06,641 Epoch[20] Batch [17750-17800]	Speed: 200.69 samples/sec	accuracy=0.930469
+2020-04-12 10:00:38,982 Epoch[20] Batch [17800-17850]	Speed: 197.89 samples/sec	accuracy=0.928281
+2020-04-12 10:01:10,977 Epoch[20] Batch [17850-17900]	Speed: 200.03 samples/sec	accuracy=0.917969
+2020-04-12 10:01:42,941 Epoch[20] Batch [17900-17950]	Speed: 200.23 samples/sec	accuracy=0.935625
+2020-04-12 10:02:14,604 Epoch[20] Batch [17950-18000]	Speed: 202.13 samples/sec	accuracy=0.930469
+2020-04-12 10:02:46,676 Epoch[20] Batch [18000-18050]	Speed: 199.55 samples/sec	accuracy=0.930625
+2020-04-12 10:03:18,668 Epoch[20] Batch [18050-18100]	Speed: 200.05 samples/sec	accuracy=0.930625
+2020-04-12 10:03:50,740 Epoch[20] Batch [18100-18150]	Speed: 199.55 samples/sec	accuracy=0.927813
+2020-04-12 10:04:22,751 Epoch[20] Batch [18150-18200]	Speed: 199.93 samples/sec	accuracy=0.926250
+2020-04-12 10:04:54,320 Epoch[20] Batch [18200-18250]	Speed: 202.73 samples/sec	accuracy=0.927969
+2020-04-12 10:05:26,349 Epoch[20] Batch [18250-18300]	Speed: 199.82 samples/sec	accuracy=0.930469
+2020-04-12 10:05:58,076 Epoch[20] Batch [18300-18350]	Speed: 201.72 samples/sec	accuracy=0.925937
+2020-04-12 10:06:29,699 Epoch[20] Batch [18350-18400]	Speed: 202.39 samples/sec	accuracy=0.926250
+2020-04-12 10:07:01,522 Epoch[20] Batch [18400-18450]	Speed: 201.11 samples/sec	accuracy=0.931406
+2020-04-12 10:07:33,328 Epoch[20] Batch [18450-18500]	Speed: 201.22 samples/sec	accuracy=0.933125
+2020-04-12 10:08:05,337 Epoch[20] Batch [18500-18550]	Speed: 199.95 samples/sec	accuracy=0.925625
+2020-04-12 10:08:37,240 Epoch[20] Batch [18550-18600]	Speed: 200.61 samples/sec	accuracy=0.932031
+2020-04-12 10:09:08,658 Epoch[20] Batch [18600-18650]	Speed: 203.71 samples/sec	accuracy=0.925781
+2020-04-12 10:09:40,402 Epoch[20] Batch [18650-18700]	Speed: 201.61 samples/sec	accuracy=0.928281
+2020-04-12 10:10:12,340 Epoch[20] Batch [18700-18750]	Speed: 200.39 samples/sec	accuracy=0.932656
+2020-04-12 10:10:44,555 Epoch[20] Batch [18750-18800]	Speed: 198.67 samples/sec	accuracy=0.929375
+2020-04-12 10:11:16,789 Epoch[20] Batch [18800-18850]	Speed: 198.55 samples/sec	accuracy=0.931562
+2020-04-12 10:11:48,467 Epoch[20] Batch [18850-18900]	Speed: 202.04 samples/sec	accuracy=0.937656
+2020-04-12 10:12:20,435 Epoch[20] Batch [18900-18950]	Speed: 200.20 samples/sec	accuracy=0.926875
+2020-04-12 10:12:52,109 Epoch[20] Batch [18950-19000]	Speed: 202.06 samples/sec	accuracy=0.931094
+2020-04-12 10:13:23,922 Epoch[20] Batch [19000-19050]	Speed: 201.18 samples/sec	accuracy=0.920156
+2020-04-12 10:13:55,826 Epoch[20] Batch [19050-19100]	Speed: 200.60 samples/sec	accuracy=0.924219
+2020-04-12 10:14:27,561 Epoch[20] Batch [19100-19150]	Speed: 201.67 samples/sec	accuracy=0.924844
+2020-04-12 10:14:59,185 Epoch[20] Batch [19150-19200]	Speed: 202.38 samples/sec	accuracy=0.927031
+2020-04-12 10:15:31,002 Epoch[20] Batch [19200-19250]	Speed: 201.15 samples/sec	accuracy=0.926406
+2020-04-12 10:16:03,590 Epoch[20] Batch [19250-19300]	Speed: 196.39 samples/sec	accuracy=0.935000
+2020-04-12 10:16:35,606 Epoch[20] Batch [19300-19350]	Speed: 199.90 samples/sec	accuracy=0.926250
+2020-04-12 10:17:07,773 Epoch[20] Batch [19350-19400]	Speed: 198.96 samples/sec	accuracy=0.929375
+2020-04-12 10:17:39,828 Epoch[20] Batch [19400-19450]	Speed: 199.66 samples/sec	accuracy=0.928438
+2020-04-12 10:18:11,313 Epoch[20] Batch [19450-19500]	Speed: 203.27 samples/sec	accuracy=0.927813
+2020-04-12 10:18:43,539 Epoch[20] Batch [19500-19550]	Speed: 198.60 samples/sec	accuracy=0.929375
+2020-04-12 10:19:15,368 Epoch[20] Batch [19550-19600]	Speed: 201.07 samples/sec	accuracy=0.934375
+2020-04-12 10:19:47,315 Epoch[20] Batch [19600-19650]	Speed: 200.34 samples/sec	accuracy=0.928750
+2020-04-12 10:20:19,338 Epoch[20] Batch [19650-19700]	Speed: 199.86 samples/sec	accuracy=0.929375
+2020-04-12 10:20:51,413 Epoch[20] Batch [19700-19750]	Speed: 199.53 samples/sec	accuracy=0.932187
+2020-04-12 10:21:23,732 Epoch[20] Batch [19750-19800]	Speed: 198.03 samples/sec	accuracy=0.926406
+2020-04-12 10:21:56,001 Epoch[20] Batch [19800-19850]	Speed: 198.33 samples/sec	accuracy=0.928594
+2020-04-12 10:22:27,995 Epoch[20] Batch [19850-19900]	Speed: 200.04 samples/sec	accuracy=0.927188
+2020-04-12 10:23:00,068 Epoch[20] Batch [19900-19950]	Speed: 199.55 samples/sec	accuracy=0.920781
+2020-04-12 10:23:32,172 Epoch[20] Batch [19950-20000]	Speed: 199.35 samples/sec	accuracy=0.930937
+2020-04-12 10:24:03,964 Epoch[20] Batch [20000-20050]	Speed: 201.31 samples/sec	accuracy=0.930156
+2020-04-12 10:24:36,007 Epoch[20] Batch [20050-20100]	Speed: 199.73 samples/sec	accuracy=0.924063
+2020-04-12 10:25:07,725 Epoch[20] Batch [20100-20150]	Speed: 201.78 samples/sec	accuracy=0.921094
+2020-04-12 10:25:39,690 Epoch[20] Batch [20150-20200]	Speed: 200.22 samples/sec	accuracy=0.923594
+2020-04-12 10:26:11,714 Epoch[20] Batch [20200-20250]	Speed: 199.85 samples/sec	accuracy=0.932031
+2020-04-12 10:26:43,746 Epoch[20] Batch [20250-20300]	Speed: 199.80 samples/sec	accuracy=0.928125
+2020-04-12 10:27:15,564 Epoch[20] Batch [20300-20350]	Speed: 201.15 samples/sec	accuracy=0.927188
+2020-04-12 10:27:47,571 Epoch[20] Batch [20350-20400]	Speed: 199.96 samples/sec	accuracy=0.928281
+2020-04-12 10:28:19,921 Epoch[20] Batch [20400-20450]	Speed: 197.84 samples/sec	accuracy=0.933594
+2020-04-12 10:28:51,926 Epoch[20] Batch [20450-20500]	Speed: 199.97 samples/sec	accuracy=0.930937
+2020-04-12 10:29:23,990 Epoch[20] Batch [20500-20550]	Speed: 199.60 samples/sec	accuracy=0.923594
+2020-04-12 10:29:56,192 Epoch[20] Batch [20550-20600]	Speed: 198.75 samples/sec	accuracy=0.930625
+2020-04-12 10:30:28,332 Epoch[20] Batch [20600-20650]	Speed: 199.12 samples/sec	accuracy=0.929063
+2020-04-12 10:30:59,709 Epoch[20] Batch [20650-20700]	Speed: 203.97 samples/sec	accuracy=0.934375
+2020-04-12 10:31:31,629 Epoch[20] Batch [20700-20750]	Speed: 200.51 samples/sec	accuracy=0.925156
+2020-04-12 10:32:03,774 Epoch[20] Batch [20750-20800]	Speed: 199.10 samples/sec	accuracy=0.934688
+2020-04-12 10:32:35,653 Epoch[20] Batch [20800-20850]	Speed: 200.76 samples/sec	accuracy=0.926875
+2020-04-12 10:33:07,314 Epoch[20] Batch [20850-20900]	Speed: 202.14 samples/sec	accuracy=0.928281
+2020-04-12 10:33:39,436 Epoch[20] Batch [20900-20950]	Speed: 199.24 samples/sec	accuracy=0.927500
+2020-04-12 10:34:11,765 Epoch[20] Batch [20950-21000]	Speed: 197.97 samples/sec	accuracy=0.925000
+2020-04-12 10:34:43,469 Epoch[20] Batch [21000-21050]	Speed: 201.87 samples/sec	accuracy=0.921875
+2020-04-12 10:35:15,169 Epoch[20] Batch [21050-21100]	Speed: 201.89 samples/sec	accuracy=0.933906
+2020-04-12 10:35:47,194 Epoch[20] Batch [21100-21150]	Speed: 199.84 samples/sec	accuracy=0.927500
+2020-04-12 10:36:19,407 Epoch[20] Batch [21150-21200]	Speed: 198.68 samples/sec	accuracy=0.922344
+2020-04-12 10:36:51,413 Epoch[20] Batch [21200-21250]	Speed: 199.96 samples/sec	accuracy=0.930781
+2020-04-12 10:37:23,412 Epoch[20] Batch [21250-21300]	Speed: 200.01 samples/sec	accuracy=0.927969
+2020-04-12 10:37:55,525 Epoch[20] Batch [21300-21350]	Speed: 199.29 samples/sec	accuracy=0.935000
+2020-04-12 10:38:27,726 Epoch[20] Batch [21350-21400]	Speed: 198.76 samples/sec	accuracy=0.924687
+2020-04-12 10:38:59,729 Epoch[20] Batch [21400-21450]	Speed: 199.98 samples/sec	accuracy=0.929219
+2020-04-12 10:39:31,251 Epoch[20] Batch [21450-21500]	Speed: 203.03 samples/sec	accuracy=0.932031
+2020-04-12 10:40:03,283 Epoch[20] Batch [21500-21550]	Speed: 199.80 samples/sec	accuracy=0.932344
+2020-04-12 10:40:35,006 Epoch[20] Batch [21550-21600]	Speed: 201.74 samples/sec	accuracy=0.928594
+2020-04-12 10:41:07,402 Epoch[20] Batch [21600-21650]	Speed: 197.56 samples/sec	accuracy=0.930156
+2020-04-12 10:41:39,275 Epoch[20] Batch [21650-21700]	Speed: 200.80 samples/sec	accuracy=0.924844
+2020-04-12 10:42:11,075 Epoch[20] Batch [21700-21750]	Speed: 201.26 samples/sec	accuracy=0.933594
+2020-04-12 10:42:42,837 Epoch[20] Batch [21750-21800]	Speed: 201.50 samples/sec	accuracy=0.929219
+2020-04-12 10:43:14,658 Epoch[20] Batch [21800-21850]	Speed: 201.12 samples/sec	accuracy=0.931250
+2020-04-12 10:43:46,954 Epoch[20] Batch [21850-21900]	Speed: 198.17 samples/sec	accuracy=0.926562
+2020-04-12 10:44:19,258 Epoch[20] Batch [21900-21950]	Speed: 198.12 samples/sec	accuracy=0.926719
+2020-04-12 10:44:51,303 Epoch[20] Batch [21950-22000]	Speed: 199.72 samples/sec	accuracy=0.930781
+2020-04-12 10:45:23,018 Epoch[20] Batch [22000-22050]	Speed: 201.80 samples/sec	accuracy=0.924219
+2020-04-12 10:45:54,708 Epoch[20] Batch [22050-22100]	Speed: 201.96 samples/sec	accuracy=0.928906
+2020-04-12 10:46:26,655 Epoch[20] Batch [22100-22150]	Speed: 200.34 samples/sec	accuracy=0.925781
+2020-04-12 10:46:58,757 Epoch[20] Batch [22150-22200]	Speed: 199.36 samples/sec	accuracy=0.927344
+2020-04-12 10:47:30,855 Epoch[20] Batch [22200-22250]	Speed: 199.39 samples/sec	accuracy=0.924531
+2020-04-12 10:48:03,027 Epoch[20] Batch [22250-22300]	Speed: 198.93 samples/sec	accuracy=0.929219
+2020-04-12 10:48:35,619 Epoch[20] Batch [22300-22350]	Speed: 196.37 samples/sec	accuracy=0.929531
+2020-04-12 10:49:07,098 Epoch[20] Batch [22350-22400]	Speed: 203.31 samples/sec	accuracy=0.925781
+2020-04-12 10:49:39,477 Epoch[20] Batch [22400-22450]	Speed: 197.66 samples/sec	accuracy=0.921562
+2020-04-12 10:50:11,657 Epoch[20] Batch [22450-22500]	Speed: 198.88 samples/sec	accuracy=0.928594
+2020-04-12 10:50:43,780 Epoch[20] Batch [22500-22550]	Speed: 199.23 samples/sec	accuracy=0.932187
+2020-04-12 10:51:15,520 Epoch[20] Batch [22550-22600]	Speed: 201.64 samples/sec	accuracy=0.922188
+2020-04-12 10:51:47,714 Epoch[20] Batch [22600-22650]	Speed: 198.80 samples/sec	accuracy=0.925625
+2020-04-12 10:52:19,618 Epoch[20] Batch [22650-22700]	Speed: 200.60 samples/sec	accuracy=0.921406
+2020-04-12 10:52:51,516 Epoch[20] Batch [22700-22750]	Speed: 200.64 samples/sec	accuracy=0.927188
+2020-04-12 10:53:23,479 Epoch[20] Batch [22750-22800]	Speed: 200.24 samples/sec	accuracy=0.925000
+2020-04-12 10:53:55,893 Epoch[20] Batch [22800-22850]	Speed: 197.45 samples/sec	accuracy=0.927188
+2020-04-12 10:54:27,780 Epoch[20] Batch [22850-22900]	Speed: 200.71 samples/sec	accuracy=0.925937
+2020-04-12 10:54:59,296 Epoch[20] Batch [22900-22950]	Speed: 203.07 samples/sec	accuracy=0.931875
+2020-04-12 10:55:31,130 Epoch[20] Batch [22950-23000]	Speed: 201.05 samples/sec	accuracy=0.924687
+2020-04-12 10:56:03,478 Epoch[20] Batch [23000-23050]	Speed: 197.85 samples/sec	accuracy=0.927969
+2020-04-12 10:56:35,604 Epoch[20] Batch [23050-23100]	Speed: 199.22 samples/sec	accuracy=0.926562
+2020-04-12 10:57:07,371 Epoch[20] Batch [23100-23150]	Speed: 201.47 samples/sec	accuracy=0.929688
+2020-04-12 10:57:39,230 Epoch[20] Batch [23150-23200]	Speed: 200.88 samples/sec	accuracy=0.927813
+2020-04-12 10:58:10,873 Epoch[20] Batch [23200-23250]	Speed: 202.26 samples/sec	accuracy=0.925312
+2020-04-12 10:58:42,635 Epoch[20] Batch [23250-23300]	Speed: 201.50 samples/sec	accuracy=0.924531
+2020-04-12 10:59:14,653 Epoch[20] Batch [23300-23350]	Speed: 199.89 samples/sec	accuracy=0.933125
+2020-04-12 10:59:46,643 Epoch[20] Batch [23350-23400]	Speed: 200.07 samples/sec	accuracy=0.926719
+2020-04-12 11:00:18,614 Epoch[20] Batch [23400-23450]	Speed: 200.18 samples/sec	accuracy=0.927656
+2020-04-12 11:00:50,347 Epoch[20] Batch [23450-23500]	Speed: 201.68 samples/sec	accuracy=0.928281
+2020-04-12 11:01:22,733 Epoch[20] Batch [23500-23550]	Speed: 197.62 samples/sec	accuracy=0.931250
+2020-04-12 11:01:54,736 Epoch[20] Batch [23550-23600]	Speed: 199.98 samples/sec	accuracy=0.928906
+2020-04-12 11:02:26,981 Epoch[20] Batch [23600-23650]	Speed: 198.49 samples/sec	accuracy=0.927813
+2020-04-12 11:02:58,966 Epoch[20] Batch [23650-23700]	Speed: 200.09 samples/sec	accuracy=0.924844
+2020-04-12 11:03:30,945 Epoch[20] Batch [23700-23750]	Speed: 200.14 samples/sec	accuracy=0.930156
+2020-04-12 11:04:02,592 Epoch[20] Batch [23750-23800]	Speed: 202.23 samples/sec	accuracy=0.925781
+2020-04-12 11:04:34,570 Epoch[20] Batch [23800-23850]	Speed: 200.14 samples/sec	accuracy=0.929688
+2020-04-12 11:05:06,881 Epoch[20] Batch [23850-23900]	Speed: 198.08 samples/sec	accuracy=0.930000
+2020-04-12 11:05:38,677 Epoch[20] Batch [23900-23950]	Speed: 201.28 samples/sec	accuracy=0.928281
+2020-04-12 11:06:10,506 Epoch[20] Batch [23950-24000]	Speed: 201.08 samples/sec	accuracy=0.928750
+2020-04-12 11:06:42,573 Epoch[20] Batch [24000-24050]	Speed: 199.58 samples/sec	accuracy=0.924687
+2020-04-12 11:07:14,967 Epoch[20] Batch [24050-24100]	Speed: 197.57 samples/sec	accuracy=0.933281
+2020-04-12 11:07:46,895 Epoch[20] Batch [24100-24150]	Speed: 200.45 samples/sec	accuracy=0.929688
+2020-04-12 11:08:18,849 Epoch[20] Batch [24150-24200]	Speed: 200.29 samples/sec	accuracy=0.929375
+2020-04-12 11:08:51,007 Epoch[20] Batch [24200-24250]	Speed: 199.02 samples/sec	accuracy=0.923594
+2020-04-12 11:09:22,986 Epoch[20] Batch [24250-24300]	Speed: 200.14 samples/sec	accuracy=0.929844
+2020-04-12 11:09:55,770 Epoch[20] Batch [24300-24350]	Speed: 195.22 samples/sec	accuracy=0.924531
+2020-04-12 11:10:28,643 Epoch[20] Batch [24350-24400]	Speed: 194.69 samples/sec	accuracy=0.925156
+2020-04-12 11:11:01,556 Epoch[20] Batch [24400-24450]	Speed: 194.46 samples/sec	accuracy=0.929219
+2020-04-12 11:11:33,611 Epoch[20] Batch [24450-24500]	Speed: 199.66 samples/sec	accuracy=0.925781
+2020-04-12 11:12:06,244 Epoch[20] Batch [24500-24550]	Speed: 196.12 samples/sec	accuracy=0.928906
+2020-04-12 11:12:39,045 Epoch[20] Batch [24550-24600]	Speed: 195.12 samples/sec	accuracy=0.930781
+2020-04-12 11:13:11,761 Epoch[20] Batch [24600-24650]	Speed: 195.62 samples/sec	accuracy=0.929063
+2020-04-12 11:13:44,415 Epoch[20] Batch [24650-24700]	Speed: 195.99 samples/sec	accuracy=0.923281
+2020-04-12 11:14:17,332 Epoch[20] Batch [24700-24750]	Speed: 194.43 samples/sec	accuracy=0.930156
+2020-04-12 11:14:50,288 Epoch[20] Batch [24750-24800]	Speed: 194.20 samples/sec	accuracy=0.926562
+2020-04-12 11:15:23,196 Epoch[20] Batch [24800-24850]	Speed: 194.48 samples/sec	accuracy=0.929688
+2020-04-12 11:15:56,081 Epoch[20] Batch [24850-24900]	Speed: 194.62 samples/sec	accuracy=0.922813
+2020-04-12 11:16:29,024 Epoch[20] Batch [24900-24950]	Speed: 194.28 samples/sec	accuracy=0.926875
+2020-04-12 11:17:01,763 Epoch[20] Batch [24950-25000]	Speed: 195.49 samples/sec	accuracy=0.922656
+2020-04-12 11:17:34,552 Epoch[20] Batch [25000-25050]	Speed: 195.19 samples/sec	accuracy=0.931719
+2020-04-12 11:18:07,213 Epoch[20] Batch [25050-25100]	Speed: 195.95 samples/sec	accuracy=0.931562
+2020-04-12 11:18:40,166 Epoch[20] Batch [25100-25150]	Speed: 194.22 samples/sec	accuracy=0.930937
+2020-04-12 11:19:13,077 Epoch[20] Batch [25150-25200]	Speed: 194.47 samples/sec	accuracy=0.930000
+2020-04-12 11:19:45,096 Epoch[20] Batch [25200-25250]	Speed: 199.88 samples/sec	accuracy=0.926875
+2020-04-12 11:20:17,816 Epoch[20] Batch [25250-25300]	Speed: 195.60 samples/sec	accuracy=0.928125
+2020-04-12 11:20:50,714 Epoch[20] Batch [25300-25350]	Speed: 194.54 samples/sec	accuracy=0.927344
+2020-04-12 11:21:23,434 Epoch[20] Batch [25350-25400]	Speed: 195.60 samples/sec	accuracy=0.928594
+2020-04-12 11:21:56,328 Epoch[20] Batch [25400-25450]	Speed: 194.57 samples/sec	accuracy=0.926094
+2020-04-12 11:22:29,239 Epoch[20] Batch [25450-25500]	Speed: 194.47 samples/sec	accuracy=0.930781
+2020-04-12 11:23:01,998 Epoch[20] Batch [25500-25550]	Speed: 195.37 samples/sec	accuracy=0.928750
+2020-04-12 11:23:34,628 Epoch[20] Batch [25550-25600]	Speed: 196.14 samples/sec	accuracy=0.921406
+2020-04-12 11:24:07,539 Epoch[20] Batch [25600-25650]	Speed: 194.46 samples/sec	accuracy=0.928281
+2020-04-12 11:24:40,348 Epoch[20] Batch [25650-25700]	Speed: 195.07 samples/sec	accuracy=0.925625
+2020-04-12 11:25:13,041 Epoch[20] Batch [25700-25750]	Speed: 195.76 samples/sec	accuracy=0.929688
+2020-04-12 11:25:46,052 Epoch[20] Batch [25750-25800]	Speed: 193.88 samples/sec	accuracy=0.928438
+2020-04-12 11:26:18,749 Epoch[20] Batch [25800-25850]	Speed: 195.74 samples/sec	accuracy=0.929531
+2020-04-12 11:26:51,636 Epoch[20] Batch [25850-25900]	Speed: 194.60 samples/sec	accuracy=0.934219
+2020-04-12 11:27:24,580 Epoch[20] Batch [25900-25950]	Speed: 194.27 samples/sec	accuracy=0.927188
+2020-04-12 11:27:57,487 Epoch[20] Batch [25950-26000]	Speed: 194.49 samples/sec	accuracy=0.925312
+2020-04-12 11:28:30,038 Epoch[20] Batch [26000-26050]	Speed: 196.62 samples/sec	accuracy=0.927188
+2020-04-12 11:29:02,853 Epoch[20] Batch [26050-26100]	Speed: 195.03 samples/sec	accuracy=0.928438
+2020-04-12 11:29:35,848 Epoch[20] Batch [26100-26150]	Speed: 193.97 samples/sec	accuracy=0.931719
+2020-04-12 11:30:08,128 Epoch[20] Batch [26150-26200]	Speed: 198.27 samples/sec	accuracy=0.925156
+2020-04-12 11:30:41,003 Epoch[20] Batch [26200-26250]	Speed: 194.68 samples/sec	accuracy=0.933281
+2020-04-12 11:31:13,756 Epoch[20] Batch [26250-26300]	Speed: 195.40 samples/sec	accuracy=0.933906
+2020-04-12 11:31:46,453 Epoch[20] Batch [26300-26350]	Speed: 195.74 samples/sec	accuracy=0.935781
+2020-04-12 11:32:19,314 Epoch[20] Batch [26350-26400]	Speed: 194.76 samples/sec	accuracy=0.921875
+2020-04-12 11:32:52,250 Epoch[20] Batch [26400-26450]	Speed: 194.31 samples/sec	accuracy=0.931250
+2020-04-12 11:33:25,162 Epoch[20] Batch [26450-26500]	Speed: 194.46 samples/sec	accuracy=0.927500
+2020-04-12 11:33:58,000 Epoch[20] Batch [26500-26550]	Speed: 194.90 samples/sec	accuracy=0.925937
+2020-04-12 11:34:30,680 Epoch[20] Batch [26550-26600]	Speed: 195.84 samples/sec	accuracy=0.925312
+2020-04-12 11:35:03,550 Epoch[20] Batch [26600-26650]	Speed: 194.71 samples/sec	accuracy=0.928125
+2020-04-12 11:35:36,320 Epoch[20] Batch [26650-26700]	Speed: 195.30 samples/sec	accuracy=0.934219
+2020-04-12 11:36:09,092 Epoch[20] Batch [26700-26750]	Speed: 195.29 samples/sec	accuracy=0.921875
+2020-04-12 11:36:42,023 Epoch[20] Batch [26750-26800]	Speed: 194.35 samples/sec	accuracy=0.926406
+2020-04-12 11:37:14,709 Epoch[20] Batch [26800-26850]	Speed: 195.80 samples/sec	accuracy=0.930312
+2020-04-12 11:37:47,068 Epoch[20] Batch [26850-26900]	Speed: 197.78 samples/sec	accuracy=0.931406
+2020-04-12 11:38:19,866 Epoch[20] Batch [26900-26950]	Speed: 195.14 samples/sec	accuracy=0.929063
+2020-04-12 11:38:52,721 Epoch[20] Batch [26950-27000]	Speed: 194.80 samples/sec	accuracy=0.925625
+2020-04-12 11:39:25,461 Epoch[20] Batch [27000-27050]	Speed: 195.48 samples/sec	accuracy=0.928906
+2020-04-12 11:39:58,378 Epoch[20] Batch [27050-27100]	Speed: 194.43 samples/sec	accuracy=0.937813
+2020-04-12 11:40:31,204 Epoch[20] Batch [27100-27150]	Speed: 194.97 samples/sec	accuracy=0.934688
+2020-04-12 11:41:03,735 Epoch[20] Batch [27150-27200]	Speed: 196.74 samples/sec	accuracy=0.931719
+2020-04-12 11:41:35,686 Epoch[20] Batch [27200-27250]	Speed: 200.31 samples/sec	accuracy=0.931562
+2020-04-12 11:42:08,002 Epoch[20] Batch [27250-27300]	Speed: 198.05 samples/sec	accuracy=0.926406
+2020-04-12 11:42:39,899 Epoch[20] Batch [27300-27350]	Speed: 200.65 samples/sec	accuracy=0.933281
+2020-04-12 11:43:11,921 Epoch[20] Batch [27350-27400]	Speed: 199.86 samples/sec	accuracy=0.929844
+2020-04-12 11:43:43,777 Epoch[20] Batch [27400-27450]	Speed: 200.91 samples/sec	accuracy=0.926875
+2020-04-12 11:44:15,729 Epoch[20] Batch [27450-27500]	Speed: 200.30 samples/sec	accuracy=0.934063
+2020-04-12 11:44:47,555 Epoch[20] Batch [27500-27550]	Speed: 201.10 samples/sec	accuracy=0.935937
+2020-04-12 11:45:19,424 Epoch[20] Batch [27550-27600]	Speed: 200.83 samples/sec	accuracy=0.928594
+2020-04-12 11:45:51,575 Epoch[20] Batch [27600-27650]	Speed: 199.06 samples/sec	accuracy=0.924687
+2020-04-12 11:46:23,726 Epoch[20] Batch [27650-27700]	Speed: 199.07 samples/sec	accuracy=0.929063
+2020-04-12 11:46:55,856 Epoch[20] Batch [27700-27750]	Speed: 199.19 samples/sec	accuracy=0.929531
+2020-04-12 11:47:28,158 Epoch[20] Batch [27750-27800]	Speed: 198.13 samples/sec	accuracy=0.929219
+2020-04-12 11:48:00,411 Epoch[20] Batch [27800-27850]	Speed: 198.43 samples/sec	accuracy=0.928750
+2020-04-12 11:48:32,430 Epoch[20] Batch [27850-27900]	Speed: 199.88 samples/sec	accuracy=0.926250
+2020-04-12 11:49:04,468 Epoch[20] Batch [27900-27950]	Speed: 199.76 samples/sec	accuracy=0.928594
+2020-04-12 11:49:36,600 Epoch[20] Batch [27950-28000]	Speed: 199.18 samples/sec	accuracy=0.926875
+2020-04-12 11:50:08,760 Epoch[20] Batch [28000-28050]	Speed: 199.00 samples/sec	accuracy=0.926094
+2020-04-12 11:50:40,679 Epoch[20] Batch [28050-28100]	Speed: 200.51 samples/sec	accuracy=0.931562
+2020-04-12 11:51:12,670 Epoch[20] Batch [28100-28150]	Speed: 200.06 samples/sec	accuracy=0.919375
+2020-04-12 11:51:44,932 Epoch[20] Batch [28150-28200]	Speed: 198.38 samples/sec	accuracy=0.927656
+2020-04-12 11:52:09,037 Epoch[20] Train-accuracy=0.928413
+2020-04-12 11:52:09,037 Epoch[20] Time cost=17916.127
+2020-04-12 11:52:09,246 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0021.params"
+2020-04-12 12:23:49,760 Epoch[20] Validation-accuracy=0.968734
+2020-04-12 12:24:29,691 Epoch[21] Batch [0-50]	Speed: 201.52 samples/sec	accuracy=0.927543
+2020-04-12 12:25:02,172 Epoch[21] Batch [50-100]	Speed: 197.04 samples/sec	accuracy=0.934219
+2020-04-12 12:25:34,445 Epoch[21] Batch [100-150]	Speed: 198.31 samples/sec	accuracy=0.928906
+2020-04-12 12:26:06,154 Epoch[21] Batch [150-200]	Speed: 201.84 samples/sec	accuracy=0.927188
+2020-04-12 12:26:37,991 Epoch[21] Batch [200-250]	Speed: 201.02 samples/sec	accuracy=0.927344
+2020-04-12 12:27:10,150 Epoch[21] Batch [250-300]	Speed: 199.02 samples/sec	accuracy=0.929531
+2020-04-12 12:27:41,928 Epoch[21] Batch [300-350]	Speed: 201.40 samples/sec	accuracy=0.934688
+2020-04-12 12:28:13,997 Epoch[21] Batch [350-400]	Speed: 199.57 samples/sec	accuracy=0.927813
+2020-04-12 12:28:46,026 Epoch[21] Batch [400-450]	Speed: 199.82 samples/sec	accuracy=0.927031
+2020-04-12 12:29:18,133 Epoch[21] Batch [450-500]	Speed: 199.33 samples/sec	accuracy=0.927813
+2020-04-12 12:29:50,284 Epoch[21] Batch [500-550]	Speed: 199.07 samples/sec	accuracy=0.926875
+2020-04-12 12:30:22,333 Epoch[21] Batch [550-600]	Speed: 199.69 samples/sec	accuracy=0.925781
+2020-04-12 12:30:54,809 Epoch[21] Batch [600-650]	Speed: 197.07 samples/sec	accuracy=0.928281
+2020-04-12 12:31:27,159 Epoch[21] Batch [650-700]	Speed: 197.84 samples/sec	accuracy=0.931406
+2020-04-12 12:31:59,292 Epoch[21] Batch [700-750]	Speed: 199.18 samples/sec	accuracy=0.932500
+2020-04-12 12:32:31,531 Epoch[21] Batch [750-800]	Speed: 198.52 samples/sec	accuracy=0.928906
+2020-04-12 12:33:03,037 Epoch[21] Batch [800-850]	Speed: 203.13 samples/sec	accuracy=0.925937
+2020-04-12 12:33:34,744 Epoch[21] Batch [850-900]	Speed: 201.85 samples/sec	accuracy=0.933438
+2020-04-12 12:34:06,812 Epoch[21] Batch [900-950]	Speed: 199.57 samples/sec	accuracy=0.927500
+2020-04-12 12:34:38,902 Epoch[21] Batch [950-1000]	Speed: 199.44 samples/sec	accuracy=0.933281
+2020-04-12 12:35:10,832 Epoch[21] Batch [1000-1050]	Speed: 200.44 samples/sec	accuracy=0.931250
+2020-04-12 12:35:43,101 Epoch[21] Batch [1050-1100]	Speed: 198.34 samples/sec	accuracy=0.931250
+2020-04-12 12:36:15,108 Epoch[21] Batch [1100-1150]	Speed: 199.96 samples/sec	accuracy=0.932031
+2020-04-12 12:36:47,258 Epoch[21] Batch [1150-1200]	Speed: 199.07 samples/sec	accuracy=0.930000
+2020-04-12 12:37:19,383 Epoch[21] Batch [1200-1250]	Speed: 199.22 samples/sec	accuracy=0.930937
+2020-04-12 12:37:50,818 Epoch[21] Batch [1250-1300]	Speed: 203.60 samples/sec	accuracy=0.932187
+2020-04-12 12:38:22,985 Epoch[21] Batch [1300-1350]	Speed: 198.96 samples/sec	accuracy=0.925312
+2020-04-12 12:38:55,165 Epoch[21] Batch [1350-1400]	Speed: 198.88 samples/sec	accuracy=0.931406
+2020-04-12 12:39:26,880 Epoch[21] Batch [1400-1450]	Speed: 201.80 samples/sec	accuracy=0.930625
+2020-04-12 12:39:59,127 Epoch[21] Batch [1450-1500]	Speed: 198.47 samples/sec	accuracy=0.922969
+2020-04-12 12:40:31,226 Epoch[21] Batch [1500-1550]	Speed: 199.38 samples/sec	accuracy=0.928594
+2020-04-12 12:41:03,152 Epoch[21] Batch [1550-1600]	Speed: 200.46 samples/sec	accuracy=0.924063
+2020-04-12 12:41:35,255 Epoch[21] Batch [1600-1650]	Speed: 199.36 samples/sec	accuracy=0.930156
+2020-04-12 12:42:07,111 Epoch[21] Batch [1650-1700]	Speed: 200.90 samples/sec	accuracy=0.928594
+2020-04-12 12:42:39,081 Epoch[21] Batch [1700-1750]	Speed: 200.19 samples/sec	accuracy=0.927656
+2020-04-12 12:43:11,256 Epoch[21] Batch [1750-1800]	Speed: 198.92 samples/sec	accuracy=0.926562
+2020-04-12 12:43:43,512 Epoch[21] Batch [1800-1850]	Speed: 198.41 samples/sec	accuracy=0.932187
+2020-04-12 12:44:15,315 Epoch[21] Batch [1850-1900]	Speed: 201.24 samples/sec	accuracy=0.926875
+2020-04-12 12:44:47,079 Epoch[21] Batch [1900-1950]	Speed: 201.49 samples/sec	accuracy=0.923906
+2020-04-12 12:45:19,098 Epoch[21] Batch [1950-2000]	Speed: 199.89 samples/sec	accuracy=0.925937
+2020-04-12 12:45:51,080 Epoch[21] Batch [2000-2050]	Speed: 200.11 samples/sec	accuracy=0.929688
+2020-04-12 12:46:23,181 Epoch[21] Batch [2050-2100]	Speed: 199.38 samples/sec	accuracy=0.933281
+2020-04-12 12:46:55,842 Epoch[21] Batch [2100-2150]	Speed: 195.95 samples/sec	accuracy=0.927656
+2020-04-12 12:47:27,771 Epoch[21] Batch [2150-2200]	Speed: 200.45 samples/sec	accuracy=0.919219
+2020-04-12 12:47:59,586 Epoch[21] Batch [2200-2250]	Speed: 201.16 samples/sec	accuracy=0.927188
+2020-04-12 12:48:31,840 Epoch[21] Batch [2250-2300]	Speed: 198.43 samples/sec	accuracy=0.928438
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+2020-04-12 12:49:36,759 Epoch[21] Batch [2350-2400]	Speed: 197.48 samples/sec	accuracy=0.925469
+2020-04-12 12:50:08,581 Epoch[21] Batch [2400-2450]	Speed: 201.12 samples/sec	accuracy=0.928281
+2020-04-12 12:50:40,880 Epoch[21] Batch [2450-2500]	Speed: 198.15 samples/sec	accuracy=0.930156
+2020-04-12 12:51:12,787 Epoch[21] Batch [2500-2550]	Speed: 200.58 samples/sec	accuracy=0.933438
+2020-04-12 12:51:44,387 Epoch[21] Batch [2550-2600]	Speed: 202.53 samples/sec	accuracy=0.930469
+2020-04-12 12:52:16,721 Epoch[21] Batch [2600-2650]	Speed: 197.94 samples/sec	accuracy=0.923438
+2020-04-12 12:52:48,740 Epoch[21] Batch [2650-2700]	Speed: 199.88 samples/sec	accuracy=0.929688
+2020-04-12 12:53:20,887 Epoch[21] Batch [2700-2750]	Speed: 199.09 samples/sec	accuracy=0.930312
+2020-04-12 12:53:52,967 Epoch[21] Batch [2750-2800]	Speed: 199.50 samples/sec	accuracy=0.933594
+2020-04-12 12:54:24,910 Epoch[21] Batch [2800-2850]	Speed: 200.36 samples/sec	accuracy=0.926875
+2020-04-12 12:54:56,759 Epoch[21] Batch [2850-2900]	Speed: 200.95 samples/sec	accuracy=0.930937
+2020-04-12 12:55:28,442 Epoch[21] Batch [2900-2950]	Speed: 202.00 samples/sec	accuracy=0.925781
+2020-04-12 12:56:00,321 Epoch[21] Batch [2950-3000]	Speed: 200.76 samples/sec	accuracy=0.927031
+2020-04-12 12:56:32,344 Epoch[21] Batch [3000-3050]	Speed: 199.86 samples/sec	accuracy=0.925000
+2020-04-12 12:57:04,753 Epoch[21] Batch [3050-3100]	Speed: 197.47 samples/sec	accuracy=0.932813
+2020-04-12 12:57:36,397 Epoch[21] Batch [3100-3150]	Speed: 202.25 samples/sec	accuracy=0.928281
+2020-04-12 12:58:08,156 Epoch[21] Batch [3150-3200]	Speed: 201.52 samples/sec	accuracy=0.927656
+2020-04-12 12:58:40,415 Epoch[21] Batch [3200-3250]	Speed: 198.39 samples/sec	accuracy=0.928750
+2020-04-12 12:59:12,357 Epoch[21] Batch [3250-3300]	Speed: 200.37 samples/sec	accuracy=0.927344
+2020-04-12 12:59:43,980 Epoch[21] Batch [3300-3350]	Speed: 202.38 samples/sec	accuracy=0.926250
+2020-04-12 13:00:15,583 Epoch[21] Batch [3350-3400]	Speed: 202.51 samples/sec	accuracy=0.930312
+2020-04-12 13:00:47,619 Epoch[21] Batch [3400-3450]	Speed: 199.77 samples/sec	accuracy=0.928906
+2020-04-12 13:01:19,380 Epoch[21] Batch [3450-3500]	Speed: 201.51 samples/sec	accuracy=0.928438
+2020-04-12 13:01:51,425 Epoch[21] Batch [3500-3550]	Speed: 199.72 samples/sec	accuracy=0.928594
+2020-04-12 13:02:23,336 Epoch[21] Batch [3550-3600]	Speed: 200.56 samples/sec	accuracy=0.932031
+2020-04-12 13:02:55,025 Epoch[21] Batch [3600-3650]	Speed: 201.97 samples/sec	accuracy=0.928438
+2020-04-12 13:03:27,487 Epoch[21] Batch [3650-3700]	Speed: 197.16 samples/sec	accuracy=0.933594
+2020-04-12 13:03:59,115 Epoch[21] Batch [3700-3750]	Speed: 202.35 samples/sec	accuracy=0.927969
+2020-04-12 13:04:30,821 Epoch[21] Batch [3750-3800]	Speed: 201.86 samples/sec	accuracy=0.930156
+2020-04-12 13:05:02,460 Epoch[21] Batch [3800-3850]	Speed: 202.28 samples/sec	accuracy=0.927656
+2020-04-12 13:05:34,691 Epoch[21] Batch [3850-3900]	Speed: 198.57 samples/sec	accuracy=0.931406
+2020-04-12 13:06:06,483 Epoch[21] Batch [3900-3950]	Speed: 201.31 samples/sec	accuracy=0.927656
+2020-04-12 13:06:38,601 Epoch[21] Batch [3950-4000]	Speed: 199.26 samples/sec	accuracy=0.930312
+2020-04-12 13:07:10,477 Epoch[21] Batch [4000-4050]	Speed: 200.78 samples/sec	accuracy=0.932344
+2020-04-12 13:07:42,260 Epoch[21] Batch [4050-4100]	Speed: 201.37 samples/sec	accuracy=0.930469
+2020-04-12 13:08:14,056 Epoch[21] Batch [4100-4150]	Speed: 201.28 samples/sec	accuracy=0.929844
+2020-04-12 13:08:46,232 Epoch[21] Batch [4150-4200]	Speed: 198.90 samples/sec	accuracy=0.934219
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+2020-04-12 13:09:49,840 Epoch[21] Batch [4250-4300]	Speed: 200.89 samples/sec	accuracy=0.926719
+2020-04-12 13:10:21,380 Epoch[21] Batch [4300-4350]	Speed: 202.92 samples/sec	accuracy=0.935937
+2020-04-12 13:10:53,553 Epoch[21] Batch [4350-4400]	Speed: 198.93 samples/sec	accuracy=0.922344
+2020-04-12 13:11:25,794 Epoch[21] Batch [4400-4450]	Speed: 198.51 samples/sec	accuracy=0.931406
+2020-04-12 13:11:57,537 Epoch[21] Batch [4450-4500]	Speed: 201.62 samples/sec	accuracy=0.925625
+2020-04-12 13:12:29,341 Epoch[21] Batch [4500-4550]	Speed: 201.24 samples/sec	accuracy=0.926406
+2020-04-12 13:13:01,450 Epoch[21] Batch [4550-4600]	Speed: 199.32 samples/sec	accuracy=0.930000
+2020-04-12 13:13:33,097 Epoch[21] Batch [4600-4650]	Speed: 202.23 samples/sec	accuracy=0.935469
+2020-04-12 13:14:04,852 Epoch[21] Batch [4650-4700]	Speed: 201.54 samples/sec	accuracy=0.931875
+2020-04-12 13:14:37,224 Epoch[21] Batch [4700-4750]	Speed: 197.71 samples/sec	accuracy=0.925000
+2020-04-12 13:15:09,178 Epoch[21] Batch [4750-4800]	Speed: 200.29 samples/sec	accuracy=0.927500
+2020-04-12 13:15:41,045 Epoch[21] Batch [4800-4850]	Speed: 200.83 samples/sec	accuracy=0.927656
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+2020-04-12 13:16:45,921 Epoch[21] Batch [4900-4950]	Speed: 197.58 samples/sec	accuracy=0.928594
+2020-04-12 13:17:18,070 Epoch[21] Batch [4950-5000]	Speed: 199.07 samples/sec	accuracy=0.925781
+2020-04-12 13:17:49,959 Epoch[21] Batch [5000-5050]	Speed: 200.70 samples/sec	accuracy=0.929063
+2020-04-12 13:18:21,598 Epoch[21] Batch [5050-5100]	Speed: 202.28 samples/sec	accuracy=0.925469
+2020-04-12 13:18:53,838 Epoch[21] Batch [5100-5150]	Speed: 198.52 samples/sec	accuracy=0.929375
+2020-04-12 13:19:25,909 Epoch[21] Batch [5150-5200]	Speed: 199.56 samples/sec	accuracy=0.926406
+2020-04-12 13:19:57,676 Epoch[21] Batch [5200-5250]	Speed: 201.47 samples/sec	accuracy=0.930937
+2020-04-12 13:20:29,806 Epoch[21] Batch [5250-5300]	Speed: 199.19 samples/sec	accuracy=0.932031
+2020-04-12 13:21:02,082 Epoch[21] Batch [5300-5350]	Speed: 198.29 samples/sec	accuracy=0.924063
+2020-04-12 13:21:33,645 Epoch[21] Batch [5350-5400]	Speed: 202.77 samples/sec	accuracy=0.926562
+2020-04-12 13:22:05,208 Epoch[21] Batch [5400-5450]	Speed: 202.77 samples/sec	accuracy=0.931094
+2020-04-12 13:22:36,910 Epoch[21] Batch [5450-5500]	Speed: 201.88 samples/sec	accuracy=0.924219
+2020-04-12 13:23:08,583 Epoch[21] Batch [5500-5550]	Speed: 202.07 samples/sec	accuracy=0.928750
+2020-04-12 13:23:40,426 Epoch[21] Batch [5550-5600]	Speed: 200.99 samples/sec	accuracy=0.928594
+2020-04-12 13:24:12,179 Epoch[21] Batch [5600-5650]	Speed: 201.56 samples/sec	accuracy=0.926094
+2020-04-12 13:24:43,684 Epoch[21] Batch [5650-5700]	Speed: 203.14 samples/sec	accuracy=0.930312
+2020-04-12 13:25:16,116 Epoch[21] Batch [5700-5750]	Speed: 197.33 samples/sec	accuracy=0.926562
+2020-04-12 13:25:47,506 Epoch[21] Batch [5750-5800]	Speed: 203.89 samples/sec	accuracy=0.925625
+2020-04-12 13:26:19,202 Epoch[21] Batch [5800-5850]	Speed: 201.92 samples/sec	accuracy=0.926250
+2020-04-12 13:26:51,172 Epoch[21] Batch [5850-5900]	Speed: 200.19 samples/sec	accuracy=0.931875
+2020-04-12 13:27:22,734 Epoch[21] Batch [5900-5950]	Speed: 202.78 samples/sec	accuracy=0.925312
+2020-04-12 13:27:55,016 Epoch[21] Batch [5950-6000]	Speed: 198.26 samples/sec	accuracy=0.923906
+2020-04-12 13:28:27,017 Epoch[21] Batch [6000-6050]	Speed: 199.99 samples/sec	accuracy=0.930156
+2020-04-12 13:28:59,276 Epoch[21] Batch [6050-6100]	Speed: 198.39 samples/sec	accuracy=0.931562
+2020-04-12 13:29:31,315 Epoch[21] Batch [6100-6150]	Speed: 199.76 samples/sec	accuracy=0.926094
+2020-04-12 13:30:03,464 Epoch[21] Batch [6150-6200]	Speed: 199.08 samples/sec	accuracy=0.928594
+2020-04-12 13:30:35,140 Epoch[21] Batch [6200-6250]	Speed: 202.05 samples/sec	accuracy=0.931406
+2020-04-12 13:31:07,164 Epoch[21] Batch [6250-6300]	Speed: 199.85 samples/sec	accuracy=0.929531
+2020-04-12 13:31:39,176 Epoch[21] Batch [6300-6350]	Speed: 199.93 samples/sec	accuracy=0.930156
+2020-04-12 13:32:11,136 Epoch[21] Batch [6350-6400]	Speed: 200.25 samples/sec	accuracy=0.929531
+2020-04-12 13:32:43,450 Epoch[21] Batch [6400-6450]	Speed: 198.05 samples/sec	accuracy=0.926562
+2020-04-12 13:33:15,562 Epoch[21] Batch [6450-6500]	Speed: 199.30 samples/sec	accuracy=0.934844
+2020-04-12 13:33:47,794 Epoch[21] Batch [6500-6550]	Speed: 198.56 samples/sec	accuracy=0.928906
+2020-04-12 13:34:19,794 Epoch[21] Batch [6550-6600]	Speed: 200.00 samples/sec	accuracy=0.936875
+2020-04-12 13:34:52,155 Epoch[21] Batch [6600-6650]	Speed: 197.77 samples/sec	accuracy=0.930625
+2020-04-12 13:35:24,062 Epoch[21] Batch [6650-6700]	Speed: 200.59 samples/sec	accuracy=0.923906
+2020-04-12 13:35:56,251 Epoch[21] Batch [6700-6750]	Speed: 198.82 samples/sec	accuracy=0.932187
+2020-04-12 13:36:28,492 Epoch[21] Batch [6750-6800]	Speed: 198.50 samples/sec	accuracy=0.921094
+2020-04-12 13:37:00,376 Epoch[21] Batch [6800-6850]	Speed: 200.73 samples/sec	accuracy=0.926875
+2020-04-12 13:37:32,220 Epoch[21] Batch [6850-6900]	Speed: 200.98 samples/sec	accuracy=0.929219
+2020-04-12 13:38:04,356 Epoch[21] Batch [6900-6950]	Speed: 199.15 samples/sec	accuracy=0.929375
+2020-04-12 13:38:36,361 Epoch[21] Batch [6950-7000]	Speed: 199.97 samples/sec	accuracy=0.928438
+2020-04-12 13:39:08,556 Epoch[21] Batch [7000-7050]	Speed: 198.79 samples/sec	accuracy=0.930469
+2020-04-12 13:39:40,451 Epoch[21] Batch [7050-7100]	Speed: 200.66 samples/sec	accuracy=0.928125
+2020-04-12 13:40:12,491 Epoch[21] Batch [7100-7150]	Speed: 199.76 samples/sec	accuracy=0.932500
+2020-04-12 13:40:44,456 Epoch[21] Batch [7150-7200]	Speed: 200.22 samples/sec	accuracy=0.928750
+2020-04-12 13:41:16,318 Epoch[21] Batch [7200-7250]	Speed: 200.87 samples/sec	accuracy=0.928594
+2020-04-12 13:41:48,496 Epoch[21] Batch [7250-7300]	Speed: 198.89 samples/sec	accuracy=0.924531
+2020-04-12 13:42:20,118 Epoch[21] Batch [7300-7350]	Speed: 202.40 samples/sec	accuracy=0.928594
+2020-04-12 13:42:52,084 Epoch[21] Batch [7350-7400]	Speed: 200.21 samples/sec	accuracy=0.933906
+2020-04-12 13:43:24,387 Epoch[21] Batch [7400-7450]	Speed: 198.13 samples/sec	accuracy=0.926719
+2020-04-12 13:43:56,314 Epoch[21] Batch [7450-7500]	Speed: 200.45 samples/sec	accuracy=0.925937
+2020-04-12 13:44:28,521 Epoch[21] Batch [7500-7550]	Speed: 198.72 samples/sec	accuracy=0.926250
+2020-04-12 13:45:00,640 Epoch[21] Batch [7550-7600]	Speed: 199.26 samples/sec	accuracy=0.928750
+2020-04-12 13:45:32,919 Epoch[21] Batch [7600-7650]	Speed: 198.27 samples/sec	accuracy=0.930312
+2020-04-12 13:46:05,033 Epoch[21] Batch [7650-7700]	Speed: 199.29 samples/sec	accuracy=0.931875
+2020-04-12 13:46:36,956 Epoch[21] Batch [7700-7750]	Speed: 200.48 samples/sec	accuracy=0.925781
+2020-04-12 13:47:09,216 Epoch[21] Batch [7750-7800]	Speed: 198.39 samples/sec	accuracy=0.929219
+2020-04-12 13:47:40,984 Epoch[21] Batch [7800-7850]	Speed: 201.46 samples/sec	accuracy=0.933281
+2020-04-12 13:48:13,208 Epoch[21] Batch [7850-7900]	Speed: 198.61 samples/sec	accuracy=0.920469
+2020-04-12 13:48:45,102 Epoch[21] Batch [7900-7950]	Speed: 200.67 samples/sec	accuracy=0.933281
+2020-04-12 13:49:17,485 Epoch[21] Batch [7950-8000]	Speed: 197.63 samples/sec	accuracy=0.922656
+2020-04-12 13:49:49,445 Epoch[21] Batch [8000-8050]	Speed: 200.25 samples/sec	accuracy=0.928594
+2020-04-12 13:50:21,655 Epoch[21] Batch [8050-8100]	Speed: 198.70 samples/sec	accuracy=0.928750
+2020-04-12 13:50:53,896 Epoch[21] Batch [8100-8150]	Speed: 198.51 samples/sec	accuracy=0.928594
+2020-04-12 13:51:25,804 Epoch[21] Batch [8150-8200]	Speed: 200.58 samples/sec	accuracy=0.928438
+2020-04-12 13:51:58,236 Epoch[21] Batch [8200-8250]	Speed: 197.34 samples/sec	accuracy=0.927188
+2020-04-12 13:52:29,985 Epoch[21] Batch [8250-8300]	Speed: 201.58 samples/sec	accuracy=0.928750
+2020-04-12 13:53:01,872 Epoch[21] Batch [8300-8350]	Speed: 200.71 samples/sec	accuracy=0.929844
+2020-04-12 13:53:34,414 Epoch[21] Batch [8350-8400]	Speed: 196.68 samples/sec	accuracy=0.922031
+2020-04-12 13:54:06,820 Epoch[21] Batch [8400-8450]	Speed: 197.49 samples/sec	accuracy=0.928281
+2020-04-12 13:54:39,143 Epoch[21] Batch [8450-8500]	Speed: 198.00 samples/sec	accuracy=0.926875
+2020-04-12 13:55:11,213 Epoch[21] Batch [8500-8550]	Speed: 199.57 samples/sec	accuracy=0.929219
+2020-04-12 13:55:43,087 Epoch[21] Batch [8550-8600]	Speed: 200.79 samples/sec	accuracy=0.923750
+2020-04-12 13:56:15,134 Epoch[21] Batch [8600-8650]	Speed: 199.71 samples/sec	accuracy=0.926406
+2020-04-12 13:56:47,184 Epoch[21] Batch [8650-8700]	Speed: 199.69 samples/sec	accuracy=0.925312
+2020-04-12 13:57:18,925 Epoch[21] Batch [8700-8750]	Speed: 201.64 samples/sec	accuracy=0.931719
+2020-04-12 13:57:50,804 Epoch[21] Batch [8750-8800]	Speed: 200.76 samples/sec	accuracy=0.922656
+2020-04-12 13:58:22,619 Epoch[21] Batch [8800-8850]	Speed: 201.16 samples/sec	accuracy=0.929219
+2020-04-12 13:58:54,824 Epoch[21] Batch [8850-8900]	Speed: 198.73 samples/sec	accuracy=0.933281
+2020-04-12 13:59:26,944 Epoch[21] Batch [8900-8950]	Speed: 199.25 samples/sec	accuracy=0.930781
+2020-04-12 13:59:58,422 Epoch[21] Batch [8950-9000]	Speed: 203.32 samples/sec	accuracy=0.935156
+2020-04-12 14:00:30,148 Epoch[21] Batch [9000-9050]	Speed: 201.73 samples/sec	accuracy=0.935156
+2020-04-12 14:01:01,957 Epoch[21] Batch [9050-9100]	Speed: 201.20 samples/sec	accuracy=0.925000
+2020-04-12 14:01:34,006 Epoch[21] Batch [9100-9150]	Speed: 199.70 samples/sec	accuracy=0.929531
+2020-04-12 14:02:05,865 Epoch[21] Batch [9150-9200]	Speed: 200.88 samples/sec	accuracy=0.925469
+2020-04-12 14:02:37,828 Epoch[21] Batch [9200-9250]	Speed: 200.23 samples/sec	accuracy=0.931562
+2020-04-12 14:03:09,824 Epoch[21] Batch [9250-9300]	Speed: 200.02 samples/sec	accuracy=0.930937
+2020-04-12 14:03:41,817 Epoch[21] Batch [9300-9350]	Speed: 200.05 samples/sec	accuracy=0.934219
+2020-04-12 14:04:13,804 Epoch[21] Batch [9350-9400]	Speed: 200.08 samples/sec	accuracy=0.925000
+2020-04-12 14:04:45,976 Epoch[21] Batch [9400-9450]	Speed: 198.94 samples/sec	accuracy=0.928906
+2020-04-12 14:05:18,155 Epoch[21] Batch [9450-9500]	Speed: 198.89 samples/sec	accuracy=0.928594
+2020-04-12 14:05:50,290 Epoch[21] Batch [9500-9550]	Speed: 199.16 samples/sec	accuracy=0.921562
+2020-04-12 14:06:22,565 Epoch[21] Batch [9550-9600]	Speed: 198.30 samples/sec	accuracy=0.932969
+2020-04-12 14:06:54,435 Epoch[21] Batch [9600-9650]	Speed: 200.81 samples/sec	accuracy=0.923906
+2020-04-12 14:07:26,617 Epoch[21] Batch [9650-9700]	Speed: 198.87 samples/sec	accuracy=0.924219
+2020-04-12 14:07:58,485 Epoch[21] Batch [9700-9750]	Speed: 200.83 samples/sec	accuracy=0.926406
+2020-04-12 14:08:30,464 Epoch[21] Batch [9750-9800]	Speed: 200.13 samples/sec	accuracy=0.922969
+2020-04-12 14:09:02,455 Epoch[21] Batch [9800-9850]	Speed: 200.06 samples/sec	accuracy=0.928125
+2020-04-12 14:09:35,095 Epoch[21] Batch [9850-9900]	Speed: 196.08 samples/sec	accuracy=0.927969
+2020-04-12 14:10:06,828 Epoch[21] Batch [9900-9950]	Speed: 201.68 samples/sec	accuracy=0.930000
+2020-04-12 14:10:39,175 Epoch[21] Batch [9950-10000]	Speed: 197.86 samples/sec	accuracy=0.934219
+2020-04-12 14:11:11,045 Epoch[21] Batch [10000-10050]	Speed: 200.81 samples/sec	accuracy=0.930312
+2020-04-12 14:11:42,757 Epoch[21] Batch [10050-10100]	Speed: 201.82 samples/sec	accuracy=0.932656
+2020-04-12 14:12:14,858 Epoch[21] Batch [10100-10150]	Speed: 199.37 samples/sec	accuracy=0.925312
+2020-04-12 14:12:46,813 Epoch[21] Batch [10150-10200]	Speed: 200.28 samples/sec	accuracy=0.927969
+2020-04-12 14:13:18,665 Epoch[21] Batch [10200-10250]	Speed: 200.93 samples/sec	accuracy=0.929063
+2020-04-12 14:13:50,870 Epoch[21] Batch [10250-10300]	Speed: 198.73 samples/sec	accuracy=0.931562
+2020-04-12 14:14:23,226 Epoch[21] Batch [10300-10350]	Speed: 197.81 samples/sec	accuracy=0.922813
+2020-04-12 14:14:55,127 Epoch[21] Batch [10350-10400]	Speed: 200.62 samples/sec	accuracy=0.931719
+2020-04-12 14:15:26,859 Epoch[21] Batch [10400-10450]	Speed: 201.69 samples/sec	accuracy=0.935469
+2020-04-12 14:15:58,903 Epoch[21] Batch [10450-10500]	Speed: 199.73 samples/sec	accuracy=0.929688
+2020-04-12 14:16:31,331 Epoch[21] Batch [10500-10550]	Speed: 197.36 samples/sec	accuracy=0.925156
+2020-04-12 14:17:03,020 Epoch[21] Batch [10550-10600]	Speed: 201.97 samples/sec	accuracy=0.926094
+2020-04-12 14:17:35,225 Epoch[21] Batch [10600-10650]	Speed: 198.73 samples/sec	accuracy=0.929531
+2020-04-12 14:18:07,238 Epoch[21] Batch [10650-10700]	Speed: 199.92 samples/sec	accuracy=0.925625
+2020-04-12 14:18:39,115 Epoch[21] Batch [10700-10750]	Speed: 200.78 samples/sec	accuracy=0.930625
+2020-04-12 14:19:11,156 Epoch[21] Batch [10750-10800]	Speed: 199.74 samples/sec	accuracy=0.932656
+2020-04-12 14:19:42,920 Epoch[21] Batch [10800-10850]	Speed: 201.48 samples/sec	accuracy=0.929063
+2020-04-12 14:20:15,168 Epoch[21] Batch [10850-10900]	Speed: 198.47 samples/sec	accuracy=0.931250
+2020-04-12 14:20:46,894 Epoch[21] Batch [10900-10950]	Speed: 201.72 samples/sec	accuracy=0.927188
+2020-04-12 14:21:18,778 Epoch[21] Batch [10950-11000]	Speed: 200.73 samples/sec	accuracy=0.931094
+2020-04-12 14:21:50,572 Epoch[21] Batch [11000-11050]	Speed: 201.29 samples/sec	accuracy=0.926406
+2020-04-12 14:22:22,604 Epoch[21] Batch [11050-11100]	Speed: 199.80 samples/sec	accuracy=0.930469
+2020-04-12 14:22:54,540 Epoch[21] Batch [11100-11150]	Speed: 200.40 samples/sec	accuracy=0.932344
+2020-04-12 14:23:26,748 Epoch[21] Batch [11150-11200]	Speed: 198.71 samples/sec	accuracy=0.931719
+2020-04-12 14:23:59,118 Epoch[21] Batch [11200-11250]	Speed: 197.71 samples/sec	accuracy=0.930781
+2020-04-12 14:24:31,170 Epoch[21] Batch [11250-11300]	Speed: 199.68 samples/sec	accuracy=0.933438
+2020-04-12 14:25:03,331 Epoch[21] Batch [11300-11350]	Speed: 199.00 samples/sec	accuracy=0.928906
+2020-04-12 14:25:35,349 Epoch[21] Batch [11350-11400]	Speed: 199.89 samples/sec	accuracy=0.926094
+2020-04-12 14:26:07,248 Epoch[21] Batch [11400-11450]	Speed: 200.63 samples/sec	accuracy=0.930625
+2020-04-12 14:26:39,127 Epoch[21] Batch [11450-11500]	Speed: 200.76 samples/sec	accuracy=0.928750
+2020-04-12 14:27:11,259 Epoch[21] Batch [11500-11550]	Speed: 199.18 samples/sec	accuracy=0.928125
+2020-04-12 14:27:43,210 Epoch[21] Batch [11550-11600]	Speed: 200.31 samples/sec	accuracy=0.929063
+2020-04-12 14:28:15,213 Epoch[21] Batch [11600-11650]	Speed: 199.98 samples/sec	accuracy=0.920781
+2020-04-12 14:28:47,040 Epoch[21] Batch [11650-11700]	Speed: 201.09 samples/sec	accuracy=0.934688
+2020-04-12 14:29:18,891 Epoch[21] Batch [11700-11750]	Speed: 200.94 samples/sec	accuracy=0.927813
+2020-04-12 14:29:50,618 Epoch[21] Batch [11750-11800]	Speed: 201.72 samples/sec	accuracy=0.925469
+2020-04-12 14:30:22,656 Epoch[21] Batch [11800-11850]	Speed: 199.77 samples/sec	accuracy=0.925625
+2020-04-12 14:30:54,408 Epoch[21] Batch [11850-11900]	Speed: 201.56 samples/sec	accuracy=0.928281
+2020-04-12 14:31:26,523 Epoch[21] Batch [11900-11950]	Speed: 199.28 samples/sec	accuracy=0.928594
+2020-04-12 14:31:58,455 Epoch[21] Batch [11950-12000]	Speed: 200.43 samples/sec	accuracy=0.926719
+2020-04-12 14:32:30,983 Epoch[21] Batch [12000-12050]	Speed: 196.75 samples/sec	accuracy=0.933594
+2020-04-12 14:33:02,714 Epoch[21] Batch [12050-12100]	Speed: 201.69 samples/sec	accuracy=0.928750
+2020-04-12 14:33:34,919 Epoch[21] Batch [12100-12150]	Speed: 198.73 samples/sec	accuracy=0.931406
+2020-04-12 14:34:06,772 Epoch[21] Batch [12150-12200]	Speed: 200.93 samples/sec	accuracy=0.921250
+2020-04-12 14:34:38,610 Epoch[21] Batch [12200-12250]	Speed: 201.02 samples/sec	accuracy=0.935156
+2020-04-12 14:35:09,887 Epoch[21] Batch [12250-12300]	Speed: 204.62 samples/sec	accuracy=0.924063
+2020-04-12 14:35:42,009 Epoch[21] Batch [12300-12350]	Speed: 199.24 samples/sec	accuracy=0.933438
+2020-04-12 14:36:14,120 Epoch[21] Batch [12350-12400]	Speed: 199.31 samples/sec	accuracy=0.923438
+2020-04-12 14:36:46,214 Epoch[21] Batch [12400-12450]	Speed: 199.42 samples/sec	accuracy=0.930625
+2020-04-12 14:37:16,781 Epoch[21] Batch [12450-12500]	Speed: 209.37 samples/sec	accuracy=0.926875
+2020-04-12 14:37:46,299 Epoch[21] Batch [12500-12550]	Speed: 216.82 samples/sec	accuracy=0.928594
+2020-04-12 14:38:15,565 Epoch[21] Batch [12550-12600]	Speed: 218.68 samples/sec	accuracy=0.929219
+2020-04-12 14:38:44,809 Epoch[21] Batch [12600-12650]	Speed: 218.85 samples/sec	accuracy=0.926406
+2020-04-12 14:39:14,300 Epoch[21] Batch [12650-12700]	Speed: 217.02 samples/sec	accuracy=0.931406
+2020-04-12 14:39:43,990 Epoch[21] Batch [12700-12750]	Speed: 215.56 samples/sec	accuracy=0.927656
+2020-04-12 14:40:12,899 Epoch[21] Batch [12750-12800]	Speed: 221.39 samples/sec	accuracy=0.928281
+2020-04-12 14:40:42,286 Epoch[21] Batch [12800-12850]	Speed: 217.78 samples/sec	accuracy=0.929063
+2020-04-12 14:41:11,526 Epoch[21] Batch [12850-12900]	Speed: 218.88 samples/sec	accuracy=0.922813
+2020-04-12 14:41:41,131 Epoch[21] Batch [12900-12950]	Speed: 216.19 samples/sec	accuracy=0.928906
+2020-04-12 14:42:10,268 Epoch[21] Batch [12950-13000]	Speed: 219.65 samples/sec	accuracy=0.929063
+2020-04-12 14:42:39,302 Epoch[21] Batch [13000-13050]	Speed: 220.43 samples/sec	accuracy=0.928125
+2020-04-12 14:43:08,338 Epoch[21] Batch [13050-13100]	Speed: 220.42 samples/sec	accuracy=0.924687
+2020-04-12 14:43:37,705 Epoch[21] Batch [13100-13150]	Speed: 217.93 samples/sec	accuracy=0.930781
+2020-04-12 14:44:07,174 Epoch[21] Batch [13150-13200]	Speed: 217.18 samples/sec	accuracy=0.929531
+2020-04-12 14:44:36,438 Epoch[21] Batch [13200-13250]	Speed: 218.71 samples/sec	accuracy=0.933281
+2020-04-12 14:45:06,018 Epoch[21] Batch [13250-13300]	Speed: 216.36 samples/sec	accuracy=0.930937
+2020-04-12 14:45:35,479 Epoch[21] Batch [13300-13350]	Speed: 217.24 samples/sec	accuracy=0.935469
+2020-04-12 14:46:04,793 Epoch[21] Batch [13350-13400]	Speed: 218.33 samples/sec	accuracy=0.932187
+2020-04-12 14:46:34,075 Epoch[21] Batch [13400-13450]	Speed: 218.56 samples/sec	accuracy=0.930156
+2020-04-12 14:47:03,621 Epoch[21] Batch [13450-13500]	Speed: 216.61 samples/sec	accuracy=0.923750
+2020-04-12 14:47:33,003 Epoch[21] Batch [13500-13550]	Speed: 217.82 samples/sec	accuracy=0.929375
+2020-04-12 14:48:02,402 Epoch[21] Batch [13550-13600]	Speed: 217.70 samples/sec	accuracy=0.932031
+2020-04-12 14:48:31,954 Epoch[21] Batch [13600-13650]	Speed: 216.57 samples/sec	accuracy=0.932031
+2020-04-12 14:49:01,354 Epoch[21] Batch [13650-13700]	Speed: 217.69 samples/sec	accuracy=0.933125
+2020-04-12 14:49:30,838 Epoch[21] Batch [13700-13750]	Speed: 217.07 samples/sec	accuracy=0.933438
+2020-04-12 14:50:00,388 Epoch[21] Batch [13750-13800]	Speed: 216.58 samples/sec	accuracy=0.928125
+2020-04-12 14:50:29,764 Epoch[21] Batch [13800-13850]	Speed: 217.87 samples/sec	accuracy=0.934063
+2020-04-12 14:50:59,329 Epoch[21] Batch [13850-13900]	Speed: 216.47 samples/sec	accuracy=0.931562
+2020-04-12 14:51:28,721 Epoch[21] Batch [13900-13950]	Speed: 217.75 samples/sec	accuracy=0.930937
+2020-04-12 14:51:58,064 Epoch[21] Batch [13950-14000]	Speed: 218.11 samples/sec	accuracy=0.926562
+2020-04-12 14:52:27,462 Epoch[21] Batch [14000-14050]	Speed: 217.70 samples/sec	accuracy=0.930469
+2020-04-12 14:52:56,988 Epoch[21] Batch [14050-14100]	Speed: 216.76 samples/sec	accuracy=0.930312
+2020-04-12 14:53:26,268 Epoch[21] Batch [14100-14150]	Speed: 218.58 samples/sec	accuracy=0.926719
+2020-04-12 14:53:55,853 Epoch[21] Batch [14150-14200]	Speed: 216.33 samples/sec	accuracy=0.929844
+2020-04-12 14:54:24,905 Epoch[21] Batch [14200-14250]	Speed: 220.29 samples/sec	accuracy=0.927188
+2020-04-12 14:54:54,370 Epoch[21] Batch [14250-14300]	Speed: 217.21 samples/sec	accuracy=0.926094
+2020-04-12 14:55:23,699 Epoch[21] Batch [14300-14350]	Speed: 218.21 samples/sec	accuracy=0.928750
+2020-04-12 14:55:53,258 Epoch[21] Batch [14350-14400]	Speed: 216.52 samples/sec	accuracy=0.924687
+2020-04-12 14:56:22,499 Epoch[21] Batch [14400-14450]	Speed: 218.87 samples/sec	accuracy=0.925625
+2020-04-12 14:56:51,735 Epoch[21] Batch [14450-14500]	Speed: 218.91 samples/sec	accuracy=0.926719
+2020-04-12 14:57:21,309 Epoch[21] Batch [14500-14550]	Speed: 216.41 samples/sec	accuracy=0.927969
+2020-04-12 14:57:50,341 Epoch[21] Batch [14550-14600]	Speed: 220.45 samples/sec	accuracy=0.928750
+2020-04-12 14:58:19,587 Epoch[21] Batch [14600-14650]	Speed: 218.84 samples/sec	accuracy=0.931250
+2020-04-12 14:58:49,030 Epoch[21] Batch [14650-14700]	Speed: 217.37 samples/sec	accuracy=0.928438
+2020-04-12 14:59:18,366 Epoch[21] Batch [14700-14750]	Speed: 218.17 samples/sec	accuracy=0.924063
+2020-04-12 14:59:47,895 Epoch[21] Batch [14750-14800]	Speed: 216.74 samples/sec	accuracy=0.928125
+2020-04-12 15:00:17,261 Epoch[21] Batch [14800-14850]	Speed: 217.95 samples/sec	accuracy=0.934844
+2020-04-12 15:00:46,490 Epoch[21] Batch [14850-14900]	Speed: 218.96 samples/sec	accuracy=0.927188
+2020-04-12 15:01:15,957 Epoch[21] Batch [14900-14950]	Speed: 217.20 samples/sec	accuracy=0.926875
+2020-04-12 15:01:45,200 Epoch[21] Batch [14950-15000]	Speed: 218.86 samples/sec	accuracy=0.925781
+2020-04-12 15:02:14,580 Epoch[21] Batch [15000-15050]	Speed: 217.83 samples/sec	accuracy=0.930469
+2020-04-12 15:02:43,862 Epoch[21] Batch [15050-15100]	Speed: 218.57 samples/sec	accuracy=0.928438
+2020-04-12 15:03:13,485 Epoch[21] Batch [15100-15150]	Speed: 216.05 samples/sec	accuracy=0.928594
+2020-04-12 15:03:42,826 Epoch[21] Batch [15150-15200]	Speed: 218.13 samples/sec	accuracy=0.926875
+2020-04-12 15:04:12,348 Epoch[21] Batch [15200-15250]	Speed: 216.79 samples/sec	accuracy=0.935625
+2020-04-12 15:04:41,647 Epoch[21] Batch [15250-15300]	Speed: 218.44 samples/sec	accuracy=0.925937
+2020-04-12 15:05:11,217 Epoch[21] Batch [15300-15350]	Speed: 216.43 samples/sec	accuracy=0.925937
+2020-04-12 15:05:40,418 Epoch[21] Batch [15350-15400]	Speed: 219.17 samples/sec	accuracy=0.928594
+2020-04-12 15:06:09,838 Epoch[21] Batch [15400-15450]	Speed: 217.54 samples/sec	accuracy=0.932656
+2020-04-12 15:06:39,309 Epoch[21] Batch [15450-15500]	Speed: 217.16 samples/sec	accuracy=0.932344
+2020-04-12 15:07:08,663 Epoch[21] Batch [15500-15550]	Speed: 218.03 samples/sec	accuracy=0.932969
+2020-04-12 15:07:38,116 Epoch[21] Batch [15550-15600]	Speed: 217.30 samples/sec	accuracy=0.924531
+2020-04-12 15:08:07,629 Epoch[21] Batch [15600-15650]	Speed: 216.86 samples/sec	accuracy=0.929219
+2020-04-12 15:08:37,073 Epoch[21] Batch [15650-15700]	Speed: 217.36 samples/sec	accuracy=0.929219
+2020-04-12 15:09:06,972 Epoch[21] Batch [15700-15750]	Speed: 214.05 samples/sec	accuracy=0.927344
+2020-04-12 15:09:36,354 Epoch[21] Batch [15750-15800]	Speed: 217.83 samples/sec	accuracy=0.928438
+2020-04-12 15:10:05,733 Epoch[21] Batch [15800-15850]	Speed: 217.84 samples/sec	accuracy=0.934063
+2020-04-12 15:10:35,037 Epoch[21] Batch [15850-15900]	Speed: 218.41 samples/sec	accuracy=0.925781
+2020-04-12 15:11:04,351 Epoch[21] Batch [15900-15950]	Speed: 218.32 samples/sec	accuracy=0.929844
+2020-04-12 15:11:33,650 Epoch[21] Batch [15950-16000]	Speed: 218.44 samples/sec	accuracy=0.926719
+2020-04-12 15:12:02,601 Epoch[21] Batch [16000-16050]	Speed: 221.06 samples/sec	accuracy=0.923750
+2020-04-12 15:12:33,599 Epoch[21] Batch [16050-16100]	Speed: 206.47 samples/sec	accuracy=0.934844
+2020-04-12 15:13:06,052 Epoch[21] Batch [16100-16150]	Speed: 197.21 samples/sec	accuracy=0.932344
+2020-04-12 15:13:38,032 Epoch[21] Batch [16150-16200]	Speed: 200.13 samples/sec	accuracy=0.928594
+2020-04-12 15:14:09,683 Epoch[21] Batch [16200-16250]	Speed: 202.21 samples/sec	accuracy=0.934219
+2020-04-12 15:14:41,643 Epoch[21] Batch [16250-16300]	Speed: 200.25 samples/sec	accuracy=0.929375
+2020-04-12 15:15:13,624 Epoch[21] Batch [16300-16350]	Speed: 200.12 samples/sec	accuracy=0.928438
+2020-04-12 15:15:45,478 Epoch[21] Batch [16350-16400]	Speed: 200.92 samples/sec	accuracy=0.934844
+2020-04-12 15:16:17,303 Epoch[21] Batch [16400-16450]	Speed: 201.10 samples/sec	accuracy=0.925625
+2020-04-12 15:16:49,609 Epoch[21] Batch [16450-16500]	Speed: 198.11 samples/sec	accuracy=0.925625
+2020-04-12 15:17:21,670 Epoch[21] Batch [16500-16550]	Speed: 199.62 samples/sec	accuracy=0.930000
+2020-04-12 15:17:53,685 Epoch[21] Batch [16550-16600]	Speed: 199.91 samples/sec	accuracy=0.927813
+2020-04-12 15:18:25,443 Epoch[21] Batch [16600-16650]	Speed: 201.53 samples/sec	accuracy=0.927344
+2020-04-12 15:18:57,317 Epoch[21] Batch [16650-16700]	Speed: 200.79 samples/sec	accuracy=0.926562
+2020-04-12 15:19:29,524 Epoch[21] Batch [16700-16750]	Speed: 198.72 samples/sec	accuracy=0.936562
+2020-04-12 15:20:01,470 Epoch[21] Batch [16750-16800]	Speed: 200.34 samples/sec	accuracy=0.932813
+2020-04-12 15:20:33,109 Epoch[21] Batch [16800-16850]	Speed: 202.29 samples/sec	accuracy=0.920156
+2020-04-12 15:21:05,060 Epoch[21] Batch [16850-16900]	Speed: 200.30 samples/sec	accuracy=0.933750
+2020-04-12 15:21:37,051 Epoch[21] Batch [16900-16950]	Speed: 200.06 samples/sec	accuracy=0.928125
+2020-04-12 15:22:08,903 Epoch[21] Batch [16950-17000]	Speed: 200.93 samples/sec	accuracy=0.928281
+2020-04-12 15:22:40,641 Epoch[21] Batch [17000-17050]	Speed: 201.65 samples/sec	accuracy=0.927344
+2020-04-12 15:23:12,862 Epoch[21] Batch [17050-17100]	Speed: 198.63 samples/sec	accuracy=0.931562
+2020-04-12 15:23:45,103 Epoch[21] Batch [17100-17150]	Speed: 198.51 samples/sec	accuracy=0.924219
+2020-04-12 15:24:17,827 Epoch[21] Batch [17150-17200]	Speed: 195.57 samples/sec	accuracy=0.934688
+2020-04-12 15:24:49,520 Epoch[21] Batch [17200-17250]	Speed: 201.94 samples/sec	accuracy=0.936406
+2020-04-12 15:25:21,127 Epoch[21] Batch [17250-17300]	Speed: 202.49 samples/sec	accuracy=0.928438
+2020-04-12 15:25:53,048 Epoch[21] Batch [17300-17350]	Speed: 200.50 samples/sec	accuracy=0.929219
+2020-04-12 15:26:25,119 Epoch[21] Batch [17350-17400]	Speed: 199.56 samples/sec	accuracy=0.929844
+2020-04-12 15:26:57,009 Epoch[21] Batch [17400-17450]	Speed: 200.69 samples/sec	accuracy=0.929063
+2020-04-12 15:27:28,880 Epoch[21] Batch [17450-17500]	Speed: 200.81 samples/sec	accuracy=0.927500
+2020-04-12 15:28:01,116 Epoch[21] Batch [17500-17550]	Speed: 198.54 samples/sec	accuracy=0.925312
+2020-04-12 15:28:33,058 Epoch[21] Batch [17550-17600]	Speed: 200.36 samples/sec	accuracy=0.926250
+2020-04-12 15:29:04,700 Epoch[21] Batch [17600-17650]	Speed: 202.27 samples/sec	accuracy=0.930625
+2020-04-12 15:29:36,595 Epoch[21] Batch [17650-17700]	Speed: 200.66 samples/sec	accuracy=0.926406
+2020-04-12 15:30:08,548 Epoch[21] Batch [17700-17750]	Speed: 200.30 samples/sec	accuracy=0.927031
+2020-04-12 15:30:40,698 Epoch[21] Batch [17750-17800]	Speed: 199.07 samples/sec	accuracy=0.928438
+2020-04-12 15:31:12,200 Epoch[21] Batch [17800-17850]	Speed: 203.16 samples/sec	accuracy=0.926875
+2020-04-12 15:31:43,464 Epoch[21] Batch [17850-17900]	Speed: 204.71 samples/sec	accuracy=0.931406
+2020-04-12 15:32:15,658 Epoch[21] Batch [17900-17950]	Speed: 198.79 samples/sec	accuracy=0.930781
+2020-04-12 15:32:47,152 Epoch[21] Batch [17950-18000]	Speed: 203.22 samples/sec	accuracy=0.925625
+2020-04-12 15:33:19,216 Epoch[21] Batch [18000-18050]	Speed: 199.60 samples/sec	accuracy=0.928750
+2020-04-12 15:33:51,292 Epoch[21] Batch [18050-18100]	Speed: 199.52 samples/sec	accuracy=0.926406
+2020-04-12 15:34:23,145 Epoch[21] Batch [18100-18150]	Speed: 200.93 samples/sec	accuracy=0.935312
+2020-04-12 15:34:54,819 Epoch[21] Batch [18150-18200]	Speed: 202.06 samples/sec	accuracy=0.928750
+2020-04-12 15:35:26,740 Epoch[21] Batch [18200-18250]	Speed: 200.50 samples/sec	accuracy=0.935625
+2020-04-12 15:35:58,777 Epoch[21] Batch [18250-18300]	Speed: 199.77 samples/sec	accuracy=0.932031
+2020-04-12 15:36:30,882 Epoch[21] Batch [18300-18350]	Speed: 199.35 samples/sec	accuracy=0.929063
+2020-04-12 15:37:03,044 Epoch[21] Batch [18350-18400]	Speed: 198.99 samples/sec	accuracy=0.926875
+2020-04-12 15:37:34,961 Epoch[21] Batch [18400-18450]	Speed: 200.52 samples/sec	accuracy=0.922500
+2020-04-12 15:38:07,031 Epoch[21] Batch [18450-18500]	Speed: 199.57 samples/sec	accuracy=0.932344
+2020-04-12 15:38:39,152 Epoch[21] Batch [18500-18550]	Speed: 199.24 samples/sec	accuracy=0.928281
+2020-04-12 15:39:10,625 Epoch[21] Batch [18550-18600]	Speed: 203.35 samples/sec	accuracy=0.924687
+2020-04-12 15:39:42,451 Epoch[21] Batch [18600-18650]	Speed: 201.10 samples/sec	accuracy=0.931406
+2020-04-12 15:40:14,469 Epoch[21] Batch [18650-18700]	Speed: 199.89 samples/sec	accuracy=0.925000
+2020-04-12 15:40:47,071 Epoch[21] Batch [18700-18750]	Speed: 196.30 samples/sec	accuracy=0.933125
+2020-04-12 15:41:18,901 Epoch[21] Batch [18750-18800]	Speed: 201.07 samples/sec	accuracy=0.926250
+2020-04-12 15:41:51,360 Epoch[21] Batch [18800-18850]	Speed: 197.17 samples/sec	accuracy=0.923438
+2020-04-12 15:42:23,380 Epoch[21] Batch [18850-18900]	Speed: 199.88 samples/sec	accuracy=0.928906
+2020-04-12 15:42:55,251 Epoch[21] Batch [18900-18950]	Speed: 200.81 samples/sec	accuracy=0.929375
+2020-04-12 15:43:27,365 Epoch[21] Batch [18950-19000]	Speed: 199.30 samples/sec	accuracy=0.932344
+2020-04-12 15:43:59,313 Epoch[21] Batch [19000-19050]	Speed: 200.33 samples/sec	accuracy=0.931719
+2020-04-12 15:44:31,226 Epoch[21] Batch [19050-19100]	Speed: 200.54 samples/sec	accuracy=0.929063
+2020-04-12 15:45:03,334 Epoch[21] Batch [19100-19150]	Speed: 199.33 samples/sec	accuracy=0.930937
+2020-04-12 15:45:34,717 Epoch[21] Batch [19150-19200]	Speed: 203.93 samples/sec	accuracy=0.930781
+2020-04-12 15:46:06,616 Epoch[21] Batch [19200-19250]	Speed: 200.63 samples/sec	accuracy=0.929531
+2020-04-12 15:46:38,323 Epoch[21] Batch [19250-19300]	Speed: 201.85 samples/sec	accuracy=0.926094
+2020-04-12 15:47:10,240 Epoch[21] Batch [19300-19350]	Speed: 200.52 samples/sec	accuracy=0.925781
+2020-04-12 15:47:42,495 Epoch[21] Batch [19350-19400]	Speed: 198.42 samples/sec	accuracy=0.925469
+2020-04-12 15:48:14,658 Epoch[21] Batch [19400-19450]	Speed: 198.98 samples/sec	accuracy=0.920781
+2020-04-12 15:48:46,808 Epoch[21] Batch [19450-19500]	Speed: 199.07 samples/sec	accuracy=0.932187
+2020-04-12 15:49:18,656 Epoch[21] Batch [19500-19550]	Speed: 200.96 samples/sec	accuracy=0.934063
+2020-04-12 15:49:51,115 Epoch[21] Batch [19550-19600]	Speed: 197.17 samples/sec	accuracy=0.928281
+2020-04-12 15:50:23,179 Epoch[21] Batch [19600-19650]	Speed: 199.60 samples/sec	accuracy=0.932969
+2020-04-12 15:50:55,234 Epoch[21] Batch [19650-19700]	Speed: 199.66 samples/sec	accuracy=0.927656
+2020-04-12 15:51:27,516 Epoch[21] Batch [19700-19750]	Speed: 198.25 samples/sec	accuracy=0.930937
+2020-04-12 15:51:59,603 Epoch[21] Batch [19750-19800]	Speed: 199.46 samples/sec	accuracy=0.928125
+2020-04-12 15:52:31,956 Epoch[21] Batch [19800-19850]	Speed: 197.82 samples/sec	accuracy=0.924687
+2020-04-12 15:53:04,079 Epoch[21] Batch [19850-19900]	Speed: 199.23 samples/sec	accuracy=0.926562
+2020-04-12 15:53:36,365 Epoch[21] Batch [19900-19950]	Speed: 198.23 samples/sec	accuracy=0.927969
+2020-04-12 15:54:08,028 Epoch[21] Batch [19950-20000]	Speed: 202.13 samples/sec	accuracy=0.932031
+2020-04-12 15:54:40,145 Epoch[21] Batch [20000-20050]	Speed: 199.27 samples/sec	accuracy=0.922188
+2020-04-12 15:55:12,519 Epoch[21] Batch [20050-20100]	Speed: 197.69 samples/sec	accuracy=0.931719
+2020-04-12 15:55:44,510 Epoch[21] Batch [20100-20150]	Speed: 200.05 samples/sec	accuracy=0.921406
+2020-04-12 15:56:16,567 Epoch[21] Batch [20150-20200]	Speed: 199.65 samples/sec	accuracy=0.930312
+2020-04-12 15:56:48,489 Epoch[21] Batch [20200-20250]	Speed: 200.49 samples/sec	accuracy=0.927500
+2020-04-12 15:57:20,801 Epoch[21] Batch [20250-20300]	Speed: 198.07 samples/sec	accuracy=0.935781
+2020-04-12 15:57:52,398 Epoch[21] Batch [20300-20350]	Speed: 202.55 samples/sec	accuracy=0.931562
+2020-04-12 15:58:24,229 Epoch[21] Batch [20350-20400]	Speed: 201.06 samples/sec	accuracy=0.926406
+2020-04-12 15:58:55,831 Epoch[21] Batch [20400-20450]	Speed: 202.52 samples/sec	accuracy=0.927031
+2020-04-12 15:59:27,868 Epoch[21] Batch [20450-20500]	Speed: 199.78 samples/sec	accuracy=0.926250
+2020-04-12 15:59:59,669 Epoch[21] Batch [20500-20550]	Speed: 201.25 samples/sec	accuracy=0.932187
+2020-04-12 16:00:31,377 Epoch[21] Batch [20550-20600]	Speed: 201.84 samples/sec	accuracy=0.931094
+2020-04-12 16:01:03,415 Epoch[21] Batch [20600-20650]	Speed: 199.76 samples/sec	accuracy=0.926562
+2020-04-12 16:01:35,311 Epoch[21] Batch [20650-20700]	Speed: 200.66 samples/sec	accuracy=0.928281
+2020-04-12 16:02:07,488 Epoch[21] Batch [20700-20750]	Speed: 198.90 samples/sec	accuracy=0.933750
+2020-04-12 16:02:39,148 Epoch[21] Batch [20750-20800]	Speed: 202.14 samples/sec	accuracy=0.924531
+2020-04-12 16:03:11,163 Epoch[21] Batch [20800-20850]	Speed: 199.91 samples/sec	accuracy=0.927344
+2020-04-12 16:03:43,210 Epoch[21] Batch [20850-20900]	Speed: 199.71 samples/sec	accuracy=0.929844
+2020-04-12 16:04:15,138 Epoch[21] Batch [20900-20950]	Speed: 200.45 samples/sec	accuracy=0.928438
+2020-04-12 16:04:47,164 Epoch[21] Batch [20950-21000]	Speed: 199.84 samples/sec	accuracy=0.931719
+2020-04-12 16:05:18,898 Epoch[21] Batch [21000-21050]	Speed: 201.67 samples/sec	accuracy=0.928750
+2020-04-12 16:05:50,875 Epoch[21] Batch [21050-21100]	Speed: 200.15 samples/sec	accuracy=0.927969
+2020-04-12 16:06:22,964 Epoch[21] Batch [21100-21150]	Speed: 199.45 samples/sec	accuracy=0.925469
+2020-04-12 16:06:55,155 Epoch[21] Batch [21150-21200]	Speed: 198.82 samples/sec	accuracy=0.926719
+2020-04-12 16:07:26,898 Epoch[21] Batch [21200-21250]	Speed: 201.61 samples/sec	accuracy=0.927656
+2020-04-12 16:07:58,463 Epoch[21] Batch [21250-21300]	Speed: 202.76 samples/sec	accuracy=0.929219
+2020-04-12 16:08:30,384 Epoch[21] Batch [21300-21350]	Speed: 200.50 samples/sec	accuracy=0.929844
+2020-04-12 16:09:02,372 Epoch[21] Batch [21350-21400]	Speed: 200.08 samples/sec	accuracy=0.924063
+2020-04-12 16:09:34,488 Epoch[21] Batch [21400-21450]	Speed: 199.28 samples/sec	accuracy=0.927031
+2020-04-12 16:10:06,129 Epoch[21] Batch [21450-21500]	Speed: 202.27 samples/sec	accuracy=0.925000
+2020-04-12 16:10:38,199 Epoch[21] Batch [21500-21550]	Speed: 199.57 samples/sec	accuracy=0.927969
+2020-04-12 16:11:10,396 Epoch[21] Batch [21550-21600]	Speed: 198.77 samples/sec	accuracy=0.933750
+2020-04-12 16:11:42,496 Epoch[21] Batch [21600-21650]	Speed: 199.38 samples/sec	accuracy=0.929375
+2020-04-12 16:12:14,164 Epoch[21] Batch [21650-21700]	Speed: 202.10 samples/sec	accuracy=0.929688
+2020-04-12 16:12:45,990 Epoch[21] Batch [21700-21750]	Speed: 201.10 samples/sec	accuracy=0.926719
+2020-04-12 16:13:18,515 Epoch[21] Batch [21750-21800]	Speed: 196.77 samples/sec	accuracy=0.926875
+2020-04-12 16:13:50,603 Epoch[21] Batch [21800-21850]	Speed: 199.45 samples/sec	accuracy=0.928750
+2020-04-12 16:14:22,452 Epoch[21] Batch [21850-21900]	Speed: 200.95 samples/sec	accuracy=0.932344
+2020-04-12 16:14:54,772 Epoch[21] Batch [21900-21950]	Speed: 198.02 samples/sec	accuracy=0.925312
+2020-04-12 16:15:26,602 Epoch[21] Batch [21950-22000]	Speed: 201.07 samples/sec	accuracy=0.930781
+2020-04-12 16:15:58,711 Epoch[21] Batch [22000-22050]	Speed: 199.32 samples/sec	accuracy=0.929063
+2020-04-12 16:16:30,627 Epoch[21] Batch [22050-22100]	Speed: 200.53 samples/sec	accuracy=0.928281
+2020-04-12 16:17:02,571 Epoch[21] Batch [22100-22150]	Speed: 200.35 samples/sec	accuracy=0.932656
+2020-04-12 16:17:34,257 Epoch[21] Batch [22150-22200]	Speed: 201.99 samples/sec	accuracy=0.923594
+2020-04-12 16:18:05,904 Epoch[21] Batch [22200-22250]	Speed: 202.23 samples/sec	accuracy=0.932031
+2020-04-12 16:18:37,333 Epoch[21] Batch [22250-22300]	Speed: 203.64 samples/sec	accuracy=0.929375
+2020-04-12 16:19:07,548 Epoch[21] Batch [22300-22350]	Speed: 211.82 samples/sec	accuracy=0.924531
+2020-04-12 16:19:37,839 Epoch[21] Batch [22350-22400]	Speed: 211.28 samples/sec	accuracy=0.925156
+2020-04-12 16:20:07,887 Epoch[21] Batch [22400-22450]	Speed: 212.99 samples/sec	accuracy=0.929375
+2020-04-12 16:20:38,057 Epoch[21] Batch [22450-22500]	Speed: 212.14 samples/sec	accuracy=0.929375
+2020-04-12 16:21:08,220 Epoch[21] Batch [22500-22550]	Speed: 212.18 samples/sec	accuracy=0.920156
+2020-04-12 16:21:38,284 Epoch[21] Batch [22550-22600]	Speed: 212.88 samples/sec	accuracy=0.927344
+2020-04-12 16:22:08,232 Epoch[21] Batch [22600-22650]	Speed: 213.70 samples/sec	accuracy=0.928906
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+2020-04-12 16:23:08,458 Epoch[21] Batch [22700-22750]	Speed: 211.57 samples/sec	accuracy=0.928125
+2020-04-12 16:23:38,868 Epoch[21] Batch [22750-22800]	Speed: 210.46 samples/sec	accuracy=0.930937
+2020-04-12 16:24:09,086 Epoch[21] Batch [22800-22850]	Speed: 211.79 samples/sec	accuracy=0.929063
+2020-04-12 16:24:39,055 Epoch[21] Batch [22850-22900]	Speed: 213.56 samples/sec	accuracy=0.926562
+2020-04-12 16:25:09,299 Epoch[21] Batch [22900-22950]	Speed: 211.62 samples/sec	accuracy=0.927656
+2020-04-12 16:25:39,336 Epoch[21] Batch [22950-23000]	Speed: 213.07 samples/sec	accuracy=0.928281
+2020-04-12 16:26:09,321 Epoch[21] Batch [23000-23050]	Speed: 213.44 samples/sec	accuracy=0.923594
+2020-04-12 16:26:39,357 Epoch[21] Batch [23050-23100]	Speed: 213.08 samples/sec	accuracy=0.928750
+2020-04-12 16:27:09,430 Epoch[21] Batch [23100-23150]	Speed: 212.82 samples/sec	accuracy=0.930937
+2020-04-12 16:27:39,657 Epoch[21] Batch [23150-23200]	Speed: 211.73 samples/sec	accuracy=0.926406
+2020-04-12 16:28:09,772 Epoch[21] Batch [23200-23250]	Speed: 212.52 samples/sec	accuracy=0.924063
+2020-04-12 16:28:39,603 Epoch[21] Batch [23250-23300]	Speed: 214.54 samples/sec	accuracy=0.925469
+2020-04-12 16:29:09,834 Epoch[21] Batch [23300-23350]	Speed: 211.70 samples/sec	accuracy=0.929375
+2020-04-12 16:29:39,919 Epoch[21] Batch [23350-23400]	Speed: 212.74 samples/sec	accuracy=0.924687
+2020-04-12 16:30:09,874 Epoch[21] Batch [23400-23450]	Speed: 213.65 samples/sec	accuracy=0.930469
+2020-04-12 16:30:39,932 Epoch[21] Batch [23450-23500]	Speed: 212.92 samples/sec	accuracy=0.923906
+2020-04-12 16:31:09,911 Epoch[21] Batch [23500-23550]	Speed: 213.49 samples/sec	accuracy=0.928906
+2020-04-12 16:31:40,229 Epoch[21] Batch [23550-23600]	Speed: 211.09 samples/sec	accuracy=0.923750
+2020-04-12 16:32:10,089 Epoch[21] Batch [23600-23650]	Speed: 214.34 samples/sec	accuracy=0.924063
+2020-04-12 16:32:40,239 Epoch[21] Batch [23650-23700]	Speed: 212.27 samples/sec	accuracy=0.932656
+2020-04-12 16:33:10,251 Epoch[21] Batch [23700-23750]	Speed: 213.25 samples/sec	accuracy=0.925781
+2020-04-12 16:33:39,985 Epoch[21] Batch [23750-23800]	Speed: 215.24 samples/sec	accuracy=0.930625
+2020-04-12 16:34:10,064 Epoch[21] Batch [23800-23850]	Speed: 212.77 samples/sec	accuracy=0.928438
+2020-04-12 16:34:40,051 Epoch[21] Batch [23850-23900]	Speed: 213.43 samples/sec	accuracy=0.929219
+2020-04-12 16:35:10,106 Epoch[21] Batch [23900-23950]	Speed: 212.95 samples/sec	accuracy=0.930781
+2020-04-12 16:35:40,123 Epoch[21] Batch [23950-24000]	Speed: 213.21 samples/sec	accuracy=0.923906
+2020-04-12 16:36:10,113 Epoch[21] Batch [24000-24050]	Speed: 213.40 samples/sec	accuracy=0.928125
+2020-04-12 16:36:40,098 Epoch[21] Batch [24050-24100]	Speed: 213.44 samples/sec	accuracy=0.920312
+2020-04-12 16:37:10,041 Epoch[21] Batch [24100-24150]	Speed: 213.74 samples/sec	accuracy=0.933438
+2020-04-12 16:37:40,051 Epoch[21] Batch [24150-24200]	Speed: 213.27 samples/sec	accuracy=0.925469
+2020-04-12 16:38:10,176 Epoch[21] Batch [24200-24250]	Speed: 212.45 samples/sec	accuracy=0.930156
+2020-04-12 16:38:40,100 Epoch[21] Batch [24250-24300]	Speed: 213.88 samples/sec	accuracy=0.927344
+2020-04-12 16:39:10,045 Epoch[21] Batch [24300-24350]	Speed: 213.73 samples/sec	accuracy=0.926719
+2020-04-12 16:39:40,001 Epoch[21] Batch [24350-24400]	Speed: 213.64 samples/sec	accuracy=0.931406
+2020-04-12 16:40:09,814 Epoch[21] Batch [24400-24450]	Speed: 214.68 samples/sec	accuracy=0.928750
+2020-04-12 16:40:40,042 Epoch[21] Batch [24450-24500]	Speed: 211.72 samples/sec	accuracy=0.926094
+2020-04-12 16:41:10,342 Epoch[21] Batch [24500-24550]	Speed: 211.23 samples/sec	accuracy=0.923125
+2020-04-12 16:41:40,182 Epoch[21] Batch [24550-24600]	Speed: 214.48 samples/sec	accuracy=0.931250
+2020-04-12 16:42:10,510 Epoch[21] Batch [24600-24650]	Speed: 211.03 samples/sec	accuracy=0.928594
+2020-04-12 16:42:40,892 Epoch[21] Batch [24650-24700]	Speed: 210.65 samples/sec	accuracy=0.934531
+2020-04-12 16:43:10,915 Epoch[21] Batch [24700-24750]	Speed: 213.17 samples/sec	accuracy=0.932187
+2020-04-12 16:43:40,807 Epoch[21] Batch [24750-24800]	Speed: 214.10 samples/sec	accuracy=0.925781
+2020-04-12 16:44:10,935 Epoch[21] Batch [24800-24850]	Speed: 212.43 samples/sec	accuracy=0.933281
+2020-04-12 16:44:41,306 Epoch[21] Batch [24850-24900]	Speed: 210.73 samples/sec	accuracy=0.927813
+2020-04-12 16:45:11,818 Epoch[21] Batch [24900-24950]	Speed: 209.75 samples/sec	accuracy=0.932656
+2020-04-12 16:45:41,979 Epoch[21] Batch [24950-25000]	Speed: 212.20 samples/sec	accuracy=0.926719
+2020-04-12 16:46:12,262 Epoch[21] Batch [25000-25050]	Speed: 211.34 samples/sec	accuracy=0.927344
+2020-04-12 16:46:42,522 Epoch[21] Batch [25050-25100]	Speed: 211.50 samples/sec	accuracy=0.932344
+2020-04-12 16:47:12,861 Epoch[21] Batch [25100-25150]	Speed: 210.95 samples/sec	accuracy=0.923594
+2020-04-12 16:47:43,084 Epoch[21] Batch [25150-25200]	Speed: 211.76 samples/sec	accuracy=0.930937
+2020-04-12 16:48:13,114 Epoch[21] Batch [25200-25250]	Speed: 213.12 samples/sec	accuracy=0.929531
+2020-04-12 16:48:43,109 Epoch[21] Batch [25250-25300]	Speed: 213.37 samples/sec	accuracy=0.924219
+2020-04-12 16:49:13,097 Epoch[21] Batch [25300-25350]	Speed: 213.42 samples/sec	accuracy=0.925312
+2020-04-12 16:49:43,176 Epoch[21] Batch [25350-25400]	Speed: 212.77 samples/sec	accuracy=0.930000
+2020-04-12 16:50:13,460 Epoch[21] Batch [25400-25450]	Speed: 211.33 samples/sec	accuracy=0.929688
+2020-04-12 16:50:43,847 Epoch[21] Batch [25450-25500]	Speed: 210.62 samples/sec	accuracy=0.928125
+2020-04-12 16:51:14,063 Epoch[21] Batch [25500-25550]	Speed: 211.81 samples/sec	accuracy=0.923906
+2020-04-12 16:51:44,394 Epoch[21] Batch [25550-25600]	Speed: 211.01 samples/sec	accuracy=0.925625
+2020-04-12 16:52:14,759 Epoch[21] Batch [25600-25650]	Speed: 210.77 samples/sec	accuracy=0.928906
+2020-04-12 16:52:45,060 Epoch[21] Batch [25650-25700]	Speed: 211.22 samples/sec	accuracy=0.922500
+2020-04-12 16:53:15,469 Epoch[21] Batch [25700-25750]	Speed: 210.46 samples/sec	accuracy=0.930937
+2020-04-12 16:53:45,666 Epoch[21] Batch [25750-25800]	Speed: 211.94 samples/sec	accuracy=0.925469
+2020-04-12 16:54:15,826 Epoch[21] Batch [25800-25850]	Speed: 212.20 samples/sec	accuracy=0.928125
+2020-04-12 16:54:45,851 Epoch[21] Batch [25850-25900]	Speed: 213.16 samples/sec	accuracy=0.919844
+2020-04-12 16:55:16,095 Epoch[21] Batch [25900-25950]	Speed: 211.61 samples/sec	accuracy=0.928906
+2020-04-12 16:55:45,869 Epoch[21] Batch [25950-26000]	Speed: 214.96 samples/sec	accuracy=0.927500
+2020-04-12 16:56:15,970 Epoch[21] Batch [26000-26050]	Speed: 212.62 samples/sec	accuracy=0.924844
+2020-04-12 16:56:46,070 Epoch[21] Batch [26050-26100]	Speed: 212.63 samples/sec	accuracy=0.931719
+2020-04-12 16:57:16,292 Epoch[21] Batch [26100-26150]	Speed: 211.77 samples/sec	accuracy=0.924219
+2020-04-12 16:57:46,462 Epoch[21] Batch [26150-26200]	Speed: 212.13 samples/sec	accuracy=0.929844
+2020-04-12 16:58:18,160 Epoch[21] Batch [26200-26250]	Speed: 201.91 samples/sec	accuracy=0.934063
+2020-04-12 16:58:49,654 Epoch[21] Batch [26250-26300]	Speed: 203.21 samples/sec	accuracy=0.922031
+2020-04-12 16:59:22,117 Epoch[21] Batch [26300-26350]	Speed: 197.15 samples/sec	accuracy=0.928906
+2020-04-12 16:59:54,010 Epoch[21] Batch [26350-26400]	Speed: 200.67 samples/sec	accuracy=0.930469
+2020-04-12 17:00:26,426 Epoch[21] Batch [26400-26450]	Speed: 197.43 samples/sec	accuracy=0.927031
+2020-04-12 17:00:58,704 Epoch[21] Batch [26450-26500]	Speed: 198.28 samples/sec	accuracy=0.927500
+2020-04-12 17:01:30,772 Epoch[21] Batch [26500-26550]	Speed: 199.58 samples/sec	accuracy=0.932813
+2020-04-12 17:02:02,773 Epoch[21] Batch [26550-26600]	Speed: 200.00 samples/sec	accuracy=0.926875
+2020-04-12 17:02:34,804 Epoch[21] Batch [26600-26650]	Speed: 199.81 samples/sec	accuracy=0.928750
+2020-04-12 17:03:06,184 Epoch[21] Batch [26650-26700]	Speed: 203.95 samples/sec	accuracy=0.930156
+2020-04-12 17:03:38,062 Epoch[21] Batch [26700-26750]	Speed: 200.77 samples/sec	accuracy=0.935625
+2020-04-12 17:04:09,930 Epoch[21] Batch [26750-26800]	Speed: 200.83 samples/sec	accuracy=0.930312
+2020-04-12 17:04:41,934 Epoch[21] Batch [26800-26850]	Speed: 199.97 samples/sec	accuracy=0.930000
+2020-04-12 17:05:14,256 Epoch[21] Batch [26850-26900]	Speed: 198.01 samples/sec	accuracy=0.929531
+2020-04-12 17:05:46,360 Epoch[21] Batch [26900-26950]	Speed: 199.35 samples/sec	accuracy=0.928750
+2020-04-12 17:06:18,298 Epoch[21] Batch [26950-27000]	Speed: 200.39 samples/sec	accuracy=0.922969
+2020-04-12 17:06:50,516 Epoch[21] Batch [27000-27050]	Speed: 198.65 samples/sec	accuracy=0.932187
+2020-04-12 17:07:22,529 Epoch[21] Batch [27050-27100]	Speed: 199.92 samples/sec	accuracy=0.927813
+2020-04-12 17:07:54,541 Epoch[21] Batch [27100-27150]	Speed: 199.92 samples/sec	accuracy=0.928125
+2020-04-12 17:08:26,786 Epoch[21] Batch [27150-27200]	Speed: 198.48 samples/sec	accuracy=0.928594
+2020-04-12 17:08:58,840 Epoch[21] Batch [27200-27250]	Speed: 199.66 samples/sec	accuracy=0.926250
+2020-04-12 17:09:30,986 Epoch[21] Batch [27250-27300]	Speed: 199.10 samples/sec	accuracy=0.923750
+2020-04-12 17:10:03,118 Epoch[21] Batch [27300-27350]	Speed: 199.18 samples/sec	accuracy=0.931719
+2020-04-12 17:10:34,999 Epoch[21] Batch [27350-27400]	Speed: 200.74 samples/sec	accuracy=0.924531
+2020-04-12 17:11:06,806 Epoch[21] Batch [27400-27450]	Speed: 201.21 samples/sec	accuracy=0.926875
+2020-04-12 17:11:38,867 Epoch[21] Batch [27450-27500]	Speed: 199.62 samples/sec	accuracy=0.931875
+2020-04-12 17:12:10,760 Epoch[21] Batch [27500-27550]	Speed: 200.67 samples/sec	accuracy=0.930312
+2020-04-12 17:12:42,514 Epoch[21] Batch [27550-27600]	Speed: 201.55 samples/sec	accuracy=0.932656
+2020-04-12 17:13:14,644 Epoch[21] Batch [27600-27650]	Speed: 199.19 samples/sec	accuracy=0.930937
+2020-04-12 17:13:46,679 Epoch[21] Batch [27650-27700]	Speed: 199.78 samples/sec	accuracy=0.929688
+2020-04-12 17:14:18,835 Epoch[21] Batch [27700-27750]	Speed: 199.03 samples/sec	accuracy=0.922188
+2020-04-12 17:14:50,573 Epoch[21] Batch [27750-27800]	Speed: 201.66 samples/sec	accuracy=0.926094
+2020-04-12 17:15:22,834 Epoch[21] Batch [27800-27850]	Speed: 198.38 samples/sec	accuracy=0.925000
+2020-04-12 17:15:54,642 Epoch[21] Batch [27850-27900]	Speed: 201.21 samples/sec	accuracy=0.926406
+2020-04-12 17:16:27,023 Epoch[21] Batch [27900-27950]	Speed: 197.65 samples/sec	accuracy=0.924219
+2020-04-12 17:16:59,262 Epoch[21] Batch [27950-28000]	Speed: 198.52 samples/sec	accuracy=0.931875
+2020-04-12 17:17:31,208 Epoch[21] Batch [28000-28050]	Speed: 200.34 samples/sec	accuracy=0.927656
+2020-04-12 17:18:03,166 Epoch[21] Batch [28050-28100]	Speed: 200.26 samples/sec	accuracy=0.930781
+2020-04-12 17:18:35,135 Epoch[21] Batch [28100-28150]	Speed: 200.20 samples/sec	accuracy=0.926094
+2020-04-12 17:19:07,467 Epoch[21] Batch [28150-28200]	Speed: 197.95 samples/sec	accuracy=0.929063
+2020-04-12 17:19:32,332 Epoch[21] Train-accuracy=0.928632
+2020-04-12 17:19:32,332 Epoch[21] Time cost=17735.363
+2020-04-12 17:19:32,569 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0022.params"
+2020-04-12 17:50:53,731 Epoch[21] Validation-accuracy=0.969104
+2020-04-12 17:51:34,364 Epoch[22] Batch [0-50]	Speed: 198.49 samples/sec	accuracy=0.926930
+2020-04-12 17:52:06,999 Epoch[22] Batch [50-100]	Speed: 196.11 samples/sec	accuracy=0.928750
+2020-04-12 17:52:39,181 Epoch[22] Batch [100-150]	Speed: 198.87 samples/sec	accuracy=0.929844
+2020-04-12 17:53:11,528 Epoch[22] Batch [150-200]	Speed: 197.85 samples/sec	accuracy=0.930937
+2020-04-12 17:53:43,372 Epoch[22] Batch [200-250]	Speed: 200.98 samples/sec	accuracy=0.925781
+2020-04-12 17:54:15,773 Epoch[22] Batch [250-300]	Speed: 197.53 samples/sec	accuracy=0.930312
+2020-04-12 17:54:48,094 Epoch[22] Batch [300-350]	Speed: 198.02 samples/sec	accuracy=0.925312
+2020-04-12 17:55:20,136 Epoch[22] Batch [350-400]	Speed: 199.74 samples/sec	accuracy=0.930000
+2020-04-12 17:55:51,749 Epoch[22] Batch [400-450]	Speed: 202.45 samples/sec	accuracy=0.931250
+2020-04-12 17:56:23,861 Epoch[22] Batch [450-500]	Speed: 199.31 samples/sec	accuracy=0.932656
+2020-04-12 17:56:55,982 Epoch[22] Batch [500-550]	Speed: 199.25 samples/sec	accuracy=0.935000
+2020-04-12 17:57:28,010 Epoch[22] Batch [550-600]	Speed: 199.83 samples/sec	accuracy=0.927188
+2020-04-12 17:58:00,269 Epoch[22] Batch [600-650]	Speed: 198.40 samples/sec	accuracy=0.925937
+2020-04-12 17:58:32,340 Epoch[22] Batch [650-700]	Speed: 199.56 samples/sec	accuracy=0.929688
+2020-04-12 17:59:04,362 Epoch[22] Batch [700-750]	Speed: 199.86 samples/sec	accuracy=0.929375
+2020-04-12 17:59:36,485 Epoch[22] Batch [750-800]	Speed: 199.23 samples/sec	accuracy=0.932500
+2020-04-12 18:00:08,662 Epoch[22] Batch [800-850]	Speed: 198.90 samples/sec	accuracy=0.928750
+2020-04-12 18:00:40,878 Epoch[22] Batch [850-900]	Speed: 198.66 samples/sec	accuracy=0.931875
+2020-04-12 18:01:13,202 Epoch[22] Batch [900-950]	Speed: 197.99 samples/sec	accuracy=0.931094
+2020-04-12 18:01:45,175 Epoch[22] Batch [950-1000]	Speed: 200.17 samples/sec	accuracy=0.924219
+2020-04-12 18:02:17,295 Epoch[22] Batch [1000-1050]	Speed: 199.25 samples/sec	accuracy=0.929063
+2020-04-12 18:02:49,106 Epoch[22] Batch [1050-1100]	Speed: 201.19 samples/sec	accuracy=0.932813
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+2020-04-12 18:03:52,895 Epoch[22] Batch [1150-1200]	Speed: 200.62 samples/sec	accuracy=0.926250
+2020-04-12 18:04:25,125 Epoch[22] Batch [1200-1250]	Speed: 198.57 samples/sec	accuracy=0.925937
+2020-04-12 18:04:57,010 Epoch[22] Batch [1250-1300]	Speed: 200.72 samples/sec	accuracy=0.929844
+2020-04-12 18:05:28,985 Epoch[22] Batch [1300-1350]	Speed: 200.16 samples/sec	accuracy=0.925625
+2020-04-12 18:06:00,766 Epoch[22] Batch [1350-1400]	Speed: 201.38 samples/sec	accuracy=0.929531
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+2020-04-12 18:07:04,809 Epoch[22] Batch [1450-1500]	Speed: 199.46 samples/sec	accuracy=0.930312
+2020-04-12 18:07:37,009 Epoch[22] Batch [1500-1550]	Speed: 198.76 samples/sec	accuracy=0.929531
+2020-04-12 18:08:09,148 Epoch[22] Batch [1550-1600]	Speed: 199.14 samples/sec	accuracy=0.930781
+2020-04-12 18:08:41,516 Epoch[22] Batch [1600-1650]	Speed: 197.73 samples/sec	accuracy=0.926406
+2020-04-12 18:09:13,595 Epoch[22] Batch [1650-1700]	Speed: 199.51 samples/sec	accuracy=0.931094
+2020-04-12 18:09:45,469 Epoch[22] Batch [1700-1750]	Speed: 200.79 samples/sec	accuracy=0.932031
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+2020-04-12 18:10:49,833 Epoch[22] Batch [1800-1850]	Speed: 197.34 samples/sec	accuracy=0.924687
+2020-04-12 18:11:22,157 Epoch[22] Batch [1850-1900]	Speed: 197.99 samples/sec	accuracy=0.928906
+2020-04-12 18:11:54,406 Epoch[22] Batch [1900-1950]	Speed: 198.46 samples/sec	accuracy=0.930312
+2020-04-12 18:12:26,111 Epoch[22] Batch [1950-2000]	Speed: 201.86 samples/sec	accuracy=0.925625
+2020-04-12 18:12:58,479 Epoch[22] Batch [2000-2050]	Speed: 197.73 samples/sec	accuracy=0.923594
+2020-04-12 18:13:31,019 Epoch[22] Batch [2050-2100]	Speed: 196.68 samples/sec	accuracy=0.927500
+2020-04-12 18:14:03,163 Epoch[22] Batch [2100-2150]	Speed: 199.11 samples/sec	accuracy=0.931875
+2020-04-12 18:14:34,989 Epoch[22] Batch [2150-2200]	Speed: 201.09 samples/sec	accuracy=0.926406
+2020-04-12 18:15:06,963 Epoch[22] Batch [2200-2250]	Speed: 200.17 samples/sec	accuracy=0.925781
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+2020-04-12 18:16:42,868 Epoch[22] Batch [2350-2400]	Speed: 200.59 samples/sec	accuracy=0.926562
+2020-04-12 18:17:14,736 Epoch[22] Batch [2400-2450]	Speed: 200.82 samples/sec	accuracy=0.924219
+2020-04-12 18:17:46,882 Epoch[22] Batch [2450-2500]	Speed: 199.10 samples/sec	accuracy=0.930625
+2020-04-12 18:18:18,731 Epoch[22] Batch [2500-2550]	Speed: 200.95 samples/sec	accuracy=0.927344
+2020-04-12 18:18:50,460 Epoch[22] Batch [2550-2600]	Speed: 201.71 samples/sec	accuracy=0.931250
+2020-04-12 18:19:22,430 Epoch[22] Batch [2600-2650]	Speed: 200.19 samples/sec	accuracy=0.933281
+2020-04-12 18:19:54,562 Epoch[22] Batch [2650-2700]	Speed: 199.17 samples/sec	accuracy=0.925781
+2020-04-12 18:20:26,545 Epoch[22] Batch [2700-2750]	Speed: 200.11 samples/sec	accuracy=0.928594
+2020-04-12 18:20:58,704 Epoch[22] Batch [2750-2800]	Speed: 199.01 samples/sec	accuracy=0.924375
+2020-04-12 18:21:30,829 Epoch[22] Batch [2800-2850]	Speed: 199.23 samples/sec	accuracy=0.931094
+2020-04-12 18:22:02,814 Epoch[22] Batch [2850-2900]	Speed: 200.09 samples/sec	accuracy=0.930781
+2020-04-12 18:22:34,771 Epoch[22] Batch [2900-2950]	Speed: 200.27 samples/sec	accuracy=0.929688
+2020-04-12 18:23:06,770 Epoch[22] Batch [2950-3000]	Speed: 200.01 samples/sec	accuracy=0.929531
+2020-04-12 18:23:38,781 Epoch[22] Batch [3000-3050]	Speed: 199.93 samples/sec	accuracy=0.932031
+2020-04-12 18:24:10,889 Epoch[22] Batch [3050-3100]	Speed: 199.33 samples/sec	accuracy=0.930781
+2020-04-12 18:24:43,097 Epoch[22] Batch [3100-3150]	Speed: 198.71 samples/sec	accuracy=0.928125
+2020-04-12 18:25:15,456 Epoch[22] Batch [3150-3200]	Speed: 197.78 samples/sec	accuracy=0.931406
+2020-04-12 18:25:47,248 Epoch[22] Batch [3200-3250]	Speed: 201.31 samples/sec	accuracy=0.933594
+2020-04-12 18:26:19,080 Epoch[22] Batch [3250-3300]	Speed: 201.06 samples/sec	accuracy=0.931250
+2020-04-12 18:26:51,294 Epoch[22] Batch [3300-3350]	Speed: 198.67 samples/sec	accuracy=0.928438
+2020-04-12 18:27:23,271 Epoch[22] Batch [3350-3400]	Speed: 200.14 samples/sec	accuracy=0.931562
+2020-04-12 18:27:55,758 Epoch[22] Batch [3400-3450]	Speed: 197.00 samples/sec	accuracy=0.926875
+2020-04-12 18:28:27,836 Epoch[22] Batch [3450-3500]	Speed: 199.52 samples/sec	accuracy=0.923594
+2020-04-12 18:28:59,803 Epoch[22] Batch [3500-3550]	Speed: 200.21 samples/sec	accuracy=0.930781
+2020-04-12 18:29:31,589 Epoch[22] Batch [3550-3600]	Speed: 201.35 samples/sec	accuracy=0.926250
+2020-04-12 18:30:03,697 Epoch[22] Batch [3600-3650]	Speed: 199.33 samples/sec	accuracy=0.930000
+2020-04-12 18:30:35,797 Epoch[22] Batch [3650-3700]	Speed: 199.38 samples/sec	accuracy=0.928750
+2020-04-12 18:31:07,822 Epoch[22] Batch [3700-3750]	Speed: 199.85 samples/sec	accuracy=0.931094
+2020-04-12 18:31:39,983 Epoch[22] Batch [3750-3800]	Speed: 199.00 samples/sec	accuracy=0.927500
+2020-04-12 18:32:12,387 Epoch[22] Batch [3800-3850]	Speed: 197.51 samples/sec	accuracy=0.924531
+2020-04-12 18:32:44,257 Epoch[22] Batch [3850-3900]	Speed: 200.82 samples/sec	accuracy=0.926250
+2020-04-12 18:33:16,386 Epoch[22] Batch [3900-3950]	Speed: 199.20 samples/sec	accuracy=0.928906
+2020-04-12 18:33:48,546 Epoch[22] Batch [3950-4000]	Speed: 199.00 samples/sec	accuracy=0.931719
+2020-04-12 18:34:20,515 Epoch[22] Batch [4000-4050]	Speed: 200.20 samples/sec	accuracy=0.927656
+2020-04-12 18:34:52,726 Epoch[22] Batch [4050-4100]	Speed: 198.69 samples/sec	accuracy=0.928125
+2020-04-12 18:35:24,757 Epoch[22] Batch [4100-4150]	Speed: 199.80 samples/sec	accuracy=0.925312
+2020-04-12 18:35:56,405 Epoch[22] Batch [4150-4200]	Speed: 202.23 samples/sec	accuracy=0.937187
+2020-04-12 18:36:28,347 Epoch[22] Batch [4200-4250]	Speed: 200.36 samples/sec	accuracy=0.927969
+2020-04-12 18:37:00,586 Epoch[22] Batch [4250-4300]	Speed: 198.52 samples/sec	accuracy=0.926562
+2020-04-12 18:37:32,502 Epoch[22] Batch [4300-4350]	Speed: 200.53 samples/sec	accuracy=0.933750
+2020-04-12 18:38:04,603 Epoch[22] Batch [4350-4400]	Speed: 199.37 samples/sec	accuracy=0.916875
+2020-04-12 18:38:36,554 Epoch[22] Batch [4400-4450]	Speed: 200.31 samples/sec	accuracy=0.929375
+2020-04-12 18:39:08,473 Epoch[22] Batch [4450-4500]	Speed: 200.51 samples/sec	accuracy=0.928125
+2020-04-12 18:39:40,309 Epoch[22] Batch [4500-4550]	Speed: 201.03 samples/sec	accuracy=0.930000
+2020-04-12 18:40:12,229 Epoch[22] Batch [4550-4600]	Speed: 200.50 samples/sec	accuracy=0.929219
+2020-04-12 18:40:44,294 Epoch[22] Batch [4600-4650]	Speed: 199.60 samples/sec	accuracy=0.930781
+2020-04-12 18:41:16,822 Epoch[22] Batch [4650-4700]	Speed: 196.75 samples/sec	accuracy=0.927031
+2020-04-12 18:41:48,939 Epoch[22] Batch [4700-4750]	Speed: 199.27 samples/sec	accuracy=0.928750
+2020-04-12 18:42:21,023 Epoch[22] Batch [4750-4800]	Speed: 199.48 samples/sec	accuracy=0.927188
+2020-04-12 18:42:52,743 Epoch[22] Batch [4800-4850]	Speed: 201.76 samples/sec	accuracy=0.936406
+2020-04-12 18:43:24,318 Epoch[22] Batch [4850-4900]	Speed: 202.70 samples/sec	accuracy=0.931562
+2020-04-12 18:43:56,296 Epoch[22] Batch [4900-4950]	Speed: 200.14 samples/sec	accuracy=0.927031
+2020-04-12 18:44:28,266 Epoch[22] Batch [4950-5000]	Speed: 200.19 samples/sec	accuracy=0.925312
+2020-04-12 18:45:00,483 Epoch[22] Batch [5000-5050]	Speed: 198.65 samples/sec	accuracy=0.931250
+2020-04-12 18:45:32,556 Epoch[22] Batch [5050-5100]	Speed: 199.55 samples/sec	accuracy=0.923594
+2020-04-12 18:46:04,644 Epoch[22] Batch [5100-5150]	Speed: 199.46 samples/sec	accuracy=0.930781
+2020-04-12 18:46:36,314 Epoch[22] Batch [5150-5200]	Speed: 202.08 samples/sec	accuracy=0.922656
+2020-04-12 18:47:08,144 Epoch[22] Batch [5200-5250]	Speed: 201.07 samples/sec	accuracy=0.928906
+2020-04-12 18:47:40,166 Epoch[22] Batch [5250-5300]	Speed: 199.86 samples/sec	accuracy=0.928125
+2020-04-12 18:48:12,071 Epoch[22] Batch [5300-5350]	Speed: 200.60 samples/sec	accuracy=0.931250
+2020-04-12 18:48:44,283 Epoch[22] Batch [5350-5400]	Speed: 198.68 samples/sec	accuracy=0.928438
+2020-04-12 18:49:16,303 Epoch[22] Batch [5400-5450]	Speed: 199.88 samples/sec	accuracy=0.928750
+2020-04-12 18:49:48,305 Epoch[22] Batch [5450-5500]	Speed: 199.99 samples/sec	accuracy=0.931094
+2020-04-12 18:50:20,154 Epoch[22] Batch [5500-5550]	Speed: 200.95 samples/sec	accuracy=0.923750
+2020-04-12 18:50:51,747 Epoch[22] Batch [5550-5600]	Speed: 202.57 samples/sec	accuracy=0.926562
+2020-04-12 18:51:23,951 Epoch[22] Batch [5600-5650]	Speed: 198.73 samples/sec	accuracy=0.936094
+2020-04-12 18:51:56,167 Epoch[22] Batch [5650-5700]	Speed: 198.66 samples/sec	accuracy=0.929844
+2020-04-12 18:52:28,135 Epoch[22] Batch [5700-5750]	Speed: 200.20 samples/sec	accuracy=0.932500
+2020-04-12 18:53:00,509 Epoch[22] Batch [5750-5800]	Speed: 197.69 samples/sec	accuracy=0.930312
+2020-04-12 18:53:32,932 Epoch[22] Batch [5800-5850]	Speed: 197.39 samples/sec	accuracy=0.928125
+2020-04-12 18:54:05,002 Epoch[22] Batch [5850-5900]	Speed: 199.56 samples/sec	accuracy=0.926406
+2020-04-12 18:54:36,636 Epoch[22] Batch [5900-5950]	Speed: 202.32 samples/sec	accuracy=0.929688
+2020-04-12 18:55:08,816 Epoch[22] Batch [5950-6000]	Speed: 198.88 samples/sec	accuracy=0.934063
+2020-04-12 18:55:40,712 Epoch[22] Batch [6000-6050]	Speed: 200.65 samples/sec	accuracy=0.931719
+2020-04-12 18:56:12,620 Epoch[22] Batch [6050-6100]	Speed: 200.57 samples/sec	accuracy=0.923594
+2020-04-12 18:56:44,728 Epoch[22] Batch [6100-6150]	Speed: 199.33 samples/sec	accuracy=0.927344
+2020-04-12 18:57:16,503 Epoch[22] Batch [6150-6200]	Speed: 201.41 samples/sec	accuracy=0.931562
+2020-04-12 18:57:49,045 Epoch[22] Batch [6200-6250]	Speed: 196.67 samples/sec	accuracy=0.933594
+2020-04-12 18:58:21,038 Epoch[22] Batch [6250-6300]	Speed: 200.05 samples/sec	accuracy=0.925781
+2020-04-12 18:58:52,833 Epoch[22] Batch [6300-6350]	Speed: 201.29 samples/sec	accuracy=0.932187
+2020-04-12 18:59:24,605 Epoch[22] Batch [6350-6400]	Speed: 201.44 samples/sec	accuracy=0.932344
+2020-04-12 18:59:56,559 Epoch[22] Batch [6400-6450]	Speed: 200.29 samples/sec	accuracy=0.929063
+2020-04-12 19:00:28,869 Epoch[22] Batch [6450-6500]	Speed: 198.08 samples/sec	accuracy=0.928594
+2020-04-12 19:01:00,727 Epoch[22] Batch [6500-6550]	Speed: 200.89 samples/sec	accuracy=0.927344
+2020-04-12 19:01:32,798 Epoch[22] Batch [6550-6600]	Speed: 199.56 samples/sec	accuracy=0.926094
+2020-04-12 19:02:04,691 Epoch[22] Batch [6600-6650]	Speed: 200.68 samples/sec	accuracy=0.930156
+2020-04-12 19:02:37,158 Epoch[22] Batch [6650-6700]	Speed: 197.13 samples/sec	accuracy=0.928438
+2020-04-12 19:03:09,163 Epoch[22] Batch [6700-6750]	Speed: 199.97 samples/sec	accuracy=0.928125
+2020-04-12 19:03:41,033 Epoch[22] Batch [6750-6800]	Speed: 200.82 samples/sec	accuracy=0.930625
+2020-04-12 19:04:13,438 Epoch[22] Batch [6800-6850]	Speed: 197.50 samples/sec	accuracy=0.930156
+2020-04-12 19:04:45,360 Epoch[22] Batch [6850-6900]	Speed: 200.49 samples/sec	accuracy=0.923594
+2020-04-12 19:05:17,009 Epoch[22] Batch [6900-6950]	Speed: 202.22 samples/sec	accuracy=0.929063
+2020-04-12 19:05:49,119 Epoch[22] Batch [6950-7000]	Speed: 199.31 samples/sec	accuracy=0.933594
+2020-04-12 19:06:21,368 Epoch[22] Batch [7000-7050]	Speed: 198.46 samples/sec	accuracy=0.934844
+2020-04-12 19:06:53,547 Epoch[22] Batch [7050-7100]	Speed: 198.89 samples/sec	accuracy=0.927344
+2020-04-12 19:07:25,668 Epoch[22] Batch [7100-7150]	Speed: 199.25 samples/sec	accuracy=0.921250
+2020-04-12 19:07:57,707 Epoch[22] Batch [7150-7200]	Speed: 199.76 samples/sec	accuracy=0.929219
+2020-04-12 19:08:29,511 Epoch[22] Batch [7200-7250]	Speed: 201.24 samples/sec	accuracy=0.923750
+2020-04-12 19:09:01,703 Epoch[22] Batch [7250-7300]	Speed: 198.81 samples/sec	accuracy=0.935937
+2020-04-12 19:09:33,827 Epoch[22] Batch [7300-7350]	Speed: 199.23 samples/sec	accuracy=0.926250
+2020-04-12 19:10:05,838 Epoch[22] Batch [7350-7400]	Speed: 199.94 samples/sec	accuracy=0.927656
+2020-04-12 19:10:38,187 Epoch[22] Batch [7400-7450]	Speed: 197.84 samples/sec	accuracy=0.932031
+2020-04-12 19:11:10,191 Epoch[22] Batch [7450-7500]	Speed: 199.98 samples/sec	accuracy=0.928906
+2020-04-12 19:11:42,081 Epoch[22] Batch [7500-7550]	Speed: 200.69 samples/sec	accuracy=0.922656
+2020-04-12 19:12:13,566 Epoch[22] Batch [7550-7600]	Speed: 203.28 samples/sec	accuracy=0.930625
+2020-04-12 19:12:45,845 Epoch[22] Batch [7600-7650]	Speed: 198.27 samples/sec	accuracy=0.932969
+2020-04-12 19:13:18,110 Epoch[22] Batch [7650-7700]	Speed: 198.36 samples/sec	accuracy=0.928594
+2020-04-12 19:13:49,928 Epoch[22] Batch [7700-7750]	Speed: 201.14 samples/sec	accuracy=0.934375
+2020-04-12 19:14:22,684 Epoch[22] Batch [7750-7800]	Speed: 195.38 samples/sec	accuracy=0.926719
+2020-04-12 19:14:54,665 Epoch[22] Batch [7800-7850]	Speed: 200.12 samples/sec	accuracy=0.928594
+2020-04-12 19:15:26,568 Epoch[22] Batch [7850-7900]	Speed: 200.61 samples/sec	accuracy=0.937031
+2020-04-12 19:15:58,561 Epoch[22] Batch [7900-7950]	Speed: 200.05 samples/sec	accuracy=0.934219
+2020-04-12 19:16:30,624 Epoch[22] Batch [7950-8000]	Speed: 199.61 samples/sec	accuracy=0.934219
+2020-04-12 19:17:02,528 Epoch[22] Batch [8000-8050]	Speed: 200.61 samples/sec	accuracy=0.927656
+2020-04-12 19:17:34,205 Epoch[22] Batch [8050-8100]	Speed: 202.04 samples/sec	accuracy=0.930937
+2020-04-12 19:18:05,959 Epoch[22] Batch [8100-8150]	Speed: 201.55 samples/sec	accuracy=0.932344
+2020-04-12 19:18:37,952 Epoch[22] Batch [8150-8200]	Speed: 200.05 samples/sec	accuracy=0.931562
+2020-04-12 19:19:09,891 Epoch[22] Batch [8200-8250]	Speed: 200.38 samples/sec	accuracy=0.925312
+2020-04-12 19:19:42,077 Epoch[22] Batch [8250-8300]	Speed: 198.85 samples/sec	accuracy=0.930312
+2020-04-12 19:20:13,748 Epoch[22] Batch [8300-8350]	Speed: 202.08 samples/sec	accuracy=0.920312
+2020-04-12 19:20:45,409 Epoch[22] Batch [8350-8400]	Speed: 202.14 samples/sec	accuracy=0.934688
+2020-04-12 19:21:17,605 Epoch[22] Batch [8400-8450]	Speed: 198.78 samples/sec	accuracy=0.931719
+2020-04-12 19:21:49,464 Epoch[22] Batch [8450-8500]	Speed: 200.89 samples/sec	accuracy=0.939063
+2020-04-12 19:22:21,666 Epoch[22] Batch [8500-8550]	Speed: 198.75 samples/sec	accuracy=0.927969
+2020-04-12 19:22:53,915 Epoch[22] Batch [8550-8600]	Speed: 198.45 samples/sec	accuracy=0.928438
+2020-04-12 19:23:25,970 Epoch[22] Batch [8600-8650]	Speed: 199.66 samples/sec	accuracy=0.924531
+2020-04-12 19:23:57,929 Epoch[22] Batch [8650-8700]	Speed: 200.26 samples/sec	accuracy=0.925469
+2020-04-12 19:24:30,383 Epoch[22] Batch [8700-8750]	Speed: 197.20 samples/sec	accuracy=0.923281
+2020-04-12 19:25:02,452 Epoch[22] Batch [8750-8800]	Speed: 199.57 samples/sec	accuracy=0.924531
+2020-04-12 19:25:34,605 Epoch[22] Batch [8800-8850]	Speed: 199.05 samples/sec	accuracy=0.928594
+2020-04-12 19:26:06,570 Epoch[22] Batch [8850-8900]	Speed: 200.22 samples/sec	accuracy=0.929375
+2020-04-12 19:26:38,612 Epoch[22] Batch [8900-8950]	Speed: 199.74 samples/sec	accuracy=0.926562
+2020-04-12 19:27:10,814 Epoch[22] Batch [8950-9000]	Speed: 198.75 samples/sec	accuracy=0.924844
+2020-04-12 19:27:42,980 Epoch[22] Batch [9000-9050]	Speed: 198.97 samples/sec	accuracy=0.936250
+2020-04-12 19:28:14,970 Epoch[22] Batch [9050-9100]	Speed: 200.07 samples/sec	accuracy=0.929844
+2020-04-12 19:28:47,286 Epoch[22] Batch [9100-9150]	Speed: 198.04 samples/sec	accuracy=0.927344
+2020-04-12 19:29:19,324 Epoch[22] Batch [9150-9200]	Speed: 199.76 samples/sec	accuracy=0.928125
+2020-04-12 19:29:51,153 Epoch[22] Batch [9200-9250]	Speed: 201.08 samples/sec	accuracy=0.931094
+2020-04-12 19:30:23,260 Epoch[22] Batch [9250-9300]	Speed: 199.33 samples/sec	accuracy=0.930781
+2020-04-12 19:30:55,155 Epoch[22] Batch [9300-9350]	Speed: 200.66 samples/sec	accuracy=0.934531
+2020-04-12 19:31:27,668 Epoch[22] Batch [9350-9400]	Speed: 196.84 samples/sec	accuracy=0.926719
+2020-04-12 19:31:59,502 Epoch[22] Batch [9400-9450]	Speed: 201.05 samples/sec	accuracy=0.931562
+2020-04-12 19:32:31,834 Epoch[22] Batch [9450-9500]	Speed: 197.95 samples/sec	accuracy=0.929063
+2020-04-12 19:33:04,164 Epoch[22] Batch [9500-9550]	Speed: 197.96 samples/sec	accuracy=0.930469
+2020-04-12 19:33:36,216 Epoch[22] Batch [9550-9600]	Speed: 199.67 samples/sec	accuracy=0.930781
+2020-04-12 19:34:07,936 Epoch[22] Batch [9600-9650]	Speed: 201.77 samples/sec	accuracy=0.925156
+2020-04-12 19:34:40,308 Epoch[22] Batch [9650-9700]	Speed: 197.71 samples/sec	accuracy=0.924531
+2020-04-12 19:35:12,580 Epoch[22] Batch [9700-9750]	Speed: 198.31 samples/sec	accuracy=0.921562
+2020-04-12 19:35:44,182 Epoch[22] Batch [9750-9800]	Speed: 202.52 samples/sec	accuracy=0.925469
+2020-04-12 19:36:16,314 Epoch[22] Batch [9800-9850]	Speed: 199.18 samples/sec	accuracy=0.928594
+2020-04-12 19:36:48,141 Epoch[22] Batch [9850-9900]	Speed: 201.09 samples/sec	accuracy=0.929688
+2020-04-12 19:37:19,882 Epoch[22] Batch [9900-9950]	Speed: 201.63 samples/sec	accuracy=0.927813
+2020-04-12 19:37:51,888 Epoch[22] Batch [9950-10000]	Speed: 199.97 samples/sec	accuracy=0.932656
+2020-04-12 19:38:24,160 Epoch[22] Batch [10000-10050]	Speed: 198.32 samples/sec	accuracy=0.927344
+2020-04-12 19:38:56,109 Epoch[22] Batch [10050-10100]	Speed: 200.32 samples/sec	accuracy=0.925937
+2020-04-12 19:39:28,174 Epoch[22] Batch [10100-10150]	Speed: 199.59 samples/sec	accuracy=0.930000
+2020-04-12 19:40:00,293 Epoch[22] Batch [10150-10200]	Speed: 199.26 samples/sec	accuracy=0.927969
+2020-04-12 19:40:32,560 Epoch[22] Batch [10200-10250]	Speed: 198.35 samples/sec	accuracy=0.926875
+2020-04-12 19:41:04,916 Epoch[22] Batch [10250-10300]	Speed: 197.80 samples/sec	accuracy=0.924219
+2020-04-12 19:41:37,107 Epoch[22] Batch [10300-10350]	Speed: 198.81 samples/sec	accuracy=0.925000
+2020-04-12 19:42:08,550 Epoch[22] Batch [10350-10400]	Speed: 203.55 samples/sec	accuracy=0.928281
+2020-04-12 19:42:40,896 Epoch[22] Batch [10400-10450]	Speed: 197.86 samples/sec	accuracy=0.928594
+2020-04-12 19:43:13,418 Epoch[22] Batch [10450-10500]	Speed: 196.79 samples/sec	accuracy=0.927969
+2020-04-12 19:43:45,829 Epoch[22] Batch [10500-10550]	Speed: 197.47 samples/sec	accuracy=0.929375
+2020-04-12 19:44:18,080 Epoch[22] Batch [10550-10600]	Speed: 198.45 samples/sec	accuracy=0.929688
+2020-04-12 19:44:50,304 Epoch[22] Batch [10600-10650]	Speed: 198.61 samples/sec	accuracy=0.929375
+2020-04-12 19:45:22,186 Epoch[22] Batch [10650-10700]	Speed: 200.75 samples/sec	accuracy=0.926406
+2020-04-12 19:45:54,424 Epoch[22] Batch [10700-10750]	Speed: 198.52 samples/sec	accuracy=0.927656
+2020-04-12 19:46:26,587 Epoch[22] Batch [10750-10800]	Speed: 198.99 samples/sec	accuracy=0.929844
+2020-04-12 19:46:58,605 Epoch[22] Batch [10800-10850]	Speed: 199.89 samples/sec	accuracy=0.926875
+2020-04-12 19:47:30,736 Epoch[22] Batch [10850-10900]	Speed: 199.19 samples/sec	accuracy=0.924531
+2020-04-12 19:48:02,754 Epoch[22] Batch [10900-10950]	Speed: 199.89 samples/sec	accuracy=0.925312
+2020-04-12 19:48:34,976 Epoch[22] Batch [10950-11000]	Speed: 198.62 samples/sec	accuracy=0.928594
+2020-04-12 19:49:07,239 Epoch[22] Batch [11000-11050]	Speed: 198.37 samples/sec	accuracy=0.927031
+2020-04-12 19:49:39,524 Epoch[22] Batch [11050-11100]	Speed: 198.23 samples/sec	accuracy=0.932344
+2020-04-12 19:50:11,470 Epoch[22] Batch [11100-11150]	Speed: 200.34 samples/sec	accuracy=0.927813
+2020-04-12 19:50:43,443 Epoch[22] Batch [11150-11200]	Speed: 200.17 samples/sec	accuracy=0.932344
+2020-04-12 19:51:15,538 Epoch[22] Batch [11200-11250]	Speed: 199.41 samples/sec	accuracy=0.932500
+2020-04-12 19:51:47,612 Epoch[22] Batch [11250-11300]	Speed: 199.54 samples/sec	accuracy=0.929688
+2020-04-12 19:52:20,020 Epoch[22] Batch [11300-11350]	Speed: 197.48 samples/sec	accuracy=0.929844
+2020-04-12 19:52:51,965 Epoch[22] Batch [11350-11400]	Speed: 200.34 samples/sec	accuracy=0.926562
+2020-04-12 19:53:23,892 Epoch[22] Batch [11400-11450]	Speed: 200.46 samples/sec	accuracy=0.930625
+2020-04-12 19:53:56,011 Epoch[22] Batch [11450-11500]	Speed: 199.26 samples/sec	accuracy=0.926875
+2020-04-12 19:54:28,042 Epoch[22] Batch [11500-11550]	Speed: 199.81 samples/sec	accuracy=0.929531
+2020-04-12 19:54:59,948 Epoch[22] Batch [11550-11600]	Speed: 200.59 samples/sec	accuracy=0.927813
+2020-04-12 19:55:31,934 Epoch[22] Batch [11600-11650]	Speed: 200.09 samples/sec	accuracy=0.923750
+2020-04-12 19:56:03,881 Epoch[22] Batch [11650-11700]	Speed: 200.33 samples/sec	accuracy=0.928281
+2020-04-12 19:56:35,885 Epoch[22] Batch [11700-11750]	Speed: 199.98 samples/sec	accuracy=0.921094
+2020-04-12 19:57:08,001 Epoch[22] Batch [11750-11800]	Speed: 199.28 samples/sec	accuracy=0.932187
+2020-04-12 19:57:40,562 Epoch[22] Batch [11800-11850]	Speed: 196.55 samples/sec	accuracy=0.928438
+2020-04-12 19:58:12,745 Epoch[22] Batch [11850-11900]	Speed: 198.86 samples/sec	accuracy=0.926719
+2020-04-12 19:58:45,050 Epoch[22] Batch [11900-11950]	Speed: 198.11 samples/sec	accuracy=0.928125
+2020-04-12 19:59:16,756 Epoch[22] Batch [11950-12000]	Speed: 201.86 samples/sec	accuracy=0.924063
+2020-04-12 19:59:48,897 Epoch[22] Batch [12000-12050]	Speed: 199.12 samples/sec	accuracy=0.924219
+2020-04-12 20:00:21,233 Epoch[22] Batch [12050-12100]	Speed: 197.92 samples/sec	accuracy=0.934531
+2020-04-12 20:00:53,735 Epoch[22] Batch [12100-12150]	Speed: 196.91 samples/sec	accuracy=0.936719
+2020-04-12 20:01:26,135 Epoch[22] Batch [12150-12200]	Speed: 197.53 samples/sec	accuracy=0.930000
+2020-04-12 20:01:58,185 Epoch[22] Batch [12200-12250]	Speed: 199.69 samples/sec	accuracy=0.934375
+2020-04-12 20:02:30,091 Epoch[22] Batch [12250-12300]	Speed: 200.59 samples/sec	accuracy=0.922969
+2020-04-12 20:03:02,339 Epoch[22] Batch [12300-12350]	Speed: 198.47 samples/sec	accuracy=0.928281
+2020-04-12 20:03:34,596 Epoch[22] Batch [12350-12400]	Speed: 198.40 samples/sec	accuracy=0.931562
+2020-04-12 20:04:06,814 Epoch[22] Batch [12400-12450]	Speed: 198.65 samples/sec	accuracy=0.928750
+2020-04-12 20:04:39,098 Epoch[22] Batch [12450-12500]	Speed: 198.24 samples/sec	accuracy=0.934219
+2020-04-12 20:05:11,411 Epoch[22] Batch [12500-12550]	Speed: 198.06 samples/sec	accuracy=0.929219
+2020-04-12 20:05:43,570 Epoch[22] Batch [12550-12600]	Speed: 199.01 samples/sec	accuracy=0.932656
+2020-04-12 20:06:15,163 Epoch[22] Batch [12600-12650]	Speed: 202.58 samples/sec	accuracy=0.928750
+2020-04-12 20:06:47,516 Epoch[22] Batch [12650-12700]	Speed: 197.82 samples/sec	accuracy=0.932031
+2020-04-12 20:07:19,694 Epoch[22] Batch [12700-12750]	Speed: 198.89 samples/sec	accuracy=0.930625
+2020-04-12 20:07:52,189 Epoch[22] Batch [12750-12800]	Speed: 196.96 samples/sec	accuracy=0.931719
+2020-04-12 20:08:23,917 Epoch[22] Batch [12800-12850]	Speed: 201.71 samples/sec	accuracy=0.933125
+2020-04-12 20:08:55,621 Epoch[22] Batch [12850-12900]	Speed: 201.87 samples/sec	accuracy=0.924219
+2020-04-12 20:09:27,596 Epoch[22] Batch [12900-12950]	Speed: 200.16 samples/sec	accuracy=0.926250
+2020-04-12 20:09:59,750 Epoch[22] Batch [12950-13000]	Speed: 199.04 samples/sec	accuracy=0.925000
+2020-04-12 20:10:31,554 Epoch[22] Batch [13000-13050]	Speed: 201.23 samples/sec	accuracy=0.929375
+2020-04-12 20:11:03,527 Epoch[22] Batch [13050-13100]	Speed: 200.17 samples/sec	accuracy=0.925000
+2020-04-12 20:11:35,840 Epoch[22] Batch [13100-13150]	Speed: 198.07 samples/sec	accuracy=0.923438
+2020-04-12 20:12:08,240 Epoch[22] Batch [13150-13200]	Speed: 197.53 samples/sec	accuracy=0.929531
+2020-04-12 20:12:40,389 Epoch[22] Batch [13200-13250]	Speed: 199.08 samples/sec	accuracy=0.927500
+2020-04-12 20:13:12,294 Epoch[22] Batch [13250-13300]	Speed: 200.60 samples/sec	accuracy=0.928281
+2020-04-12 20:13:44,100 Epoch[22] Batch [13300-13350]	Speed: 201.22 samples/sec	accuracy=0.928594
+2020-04-12 20:14:15,904 Epoch[22] Batch [13350-13400]	Speed: 201.23 samples/sec	accuracy=0.931562
+2020-04-12 20:14:47,762 Epoch[22] Batch [13400-13450]	Speed: 200.90 samples/sec	accuracy=0.933750
+2020-04-12 20:15:20,172 Epoch[22] Batch [13450-13500]	Speed: 197.47 samples/sec	accuracy=0.930625
+2020-04-12 20:15:51,928 Epoch[22] Batch [13500-13550]	Speed: 201.54 samples/sec	accuracy=0.931719
+2020-04-12 20:16:24,065 Epoch[22] Batch [13550-13600]	Speed: 199.15 samples/sec	accuracy=0.927031
+2020-04-12 20:16:56,048 Epoch[22] Batch [13600-13650]	Speed: 200.11 samples/sec	accuracy=0.928594
+2020-04-12 20:17:28,199 Epoch[22] Batch [13650-13700]	Speed: 199.06 samples/sec	accuracy=0.933125
+2020-04-12 20:18:00,016 Epoch[22] Batch [13700-13750]	Speed: 201.15 samples/sec	accuracy=0.930469
+2020-04-12 20:18:32,776 Epoch[22] Batch [13750-13800]	Speed: 195.36 samples/sec	accuracy=0.930781
+2020-04-12 20:19:04,877 Epoch[22] Batch [13800-13850]	Speed: 199.37 samples/sec	accuracy=0.933750
+2020-04-12 20:19:36,741 Epoch[22] Batch [13850-13900]	Speed: 200.86 samples/sec	accuracy=0.929844
+2020-04-12 20:20:09,099 Epoch[22] Batch [13900-13950]	Speed: 197.79 samples/sec	accuracy=0.933750
+2020-04-12 20:20:40,997 Epoch[22] Batch [13950-14000]	Speed: 200.64 samples/sec	accuracy=0.930781
+2020-04-12 20:21:12,925 Epoch[22] Batch [14000-14050]	Speed: 200.45 samples/sec	accuracy=0.923438
+2020-04-12 20:21:44,451 Epoch[22] Batch [14050-14100]	Speed: 203.01 samples/sec	accuracy=0.930625
+2020-04-12 20:22:16,621 Epoch[22] Batch [14100-14150]	Speed: 198.94 samples/sec	accuracy=0.929688
+2020-04-12 20:22:48,837 Epoch[22] Batch [14150-14200]	Speed: 198.66 samples/sec	accuracy=0.929844
+2020-04-12 20:23:20,598 Epoch[22] Batch [14200-14250]	Speed: 201.51 samples/sec	accuracy=0.935312
+2020-04-12 20:23:53,045 Epoch[22] Batch [14250-14300]	Speed: 197.25 samples/sec	accuracy=0.930312
+2020-04-12 20:24:25,275 Epoch[22] Batch [14300-14350]	Speed: 198.57 samples/sec	accuracy=0.921562
+2020-04-12 20:24:57,019 Epoch[22] Batch [14350-14400]	Speed: 201.61 samples/sec	accuracy=0.933750
+2020-04-12 20:25:28,943 Epoch[22] Batch [14400-14450]	Speed: 200.48 samples/sec	accuracy=0.929063
+2020-04-12 20:26:00,926 Epoch[22] Batch [14450-14500]	Speed: 200.11 samples/sec	accuracy=0.930625
+2020-04-12 20:26:33,051 Epoch[22] Batch [14500-14550]	Speed: 199.22 samples/sec	accuracy=0.928438
+2020-04-12 20:27:04,934 Epoch[22] Batch [14550-14600]	Speed: 200.73 samples/sec	accuracy=0.932031
+2020-04-12 20:27:36,878 Epoch[22] Batch [14600-14650]	Speed: 200.35 samples/sec	accuracy=0.930312
+2020-04-12 20:28:09,134 Epoch[22] Batch [14650-14700]	Speed: 198.42 samples/sec	accuracy=0.929375
+2020-04-12 20:28:40,833 Epoch[22] Batch [14700-14750]	Speed: 201.90 samples/sec	accuracy=0.923750
+2020-04-12 20:29:12,693 Epoch[22] Batch [14750-14800]	Speed: 200.88 samples/sec	accuracy=0.931719
+2020-04-12 20:29:44,693 Epoch[22] Batch [14800-14850]	Speed: 200.00 samples/sec	accuracy=0.925312
+2020-04-12 20:30:16,771 Epoch[22] Batch [14850-14900]	Speed: 199.51 samples/sec	accuracy=0.925625
+2020-04-12 20:30:48,980 Epoch[22] Batch [14900-14950]	Speed: 198.70 samples/sec	accuracy=0.930312
+2020-04-12 20:31:21,108 Epoch[22] Batch [14950-15000]	Speed: 199.20 samples/sec	accuracy=0.929219
+2020-04-12 20:31:53,288 Epoch[22] Batch [15000-15050]	Speed: 198.88 samples/sec	accuracy=0.923906
+2020-04-12 20:32:25,287 Epoch[22] Batch [15050-15100]	Speed: 200.01 samples/sec	accuracy=0.932500
+2020-04-12 20:32:57,287 Epoch[22] Batch [15100-15150]	Speed: 200.00 samples/sec	accuracy=0.929219
+2020-04-12 20:33:29,394 Epoch[22] Batch [15150-15200]	Speed: 199.34 samples/sec	accuracy=0.927969
+2020-04-12 20:34:01,496 Epoch[22] Batch [15200-15250]	Speed: 199.37 samples/sec	accuracy=0.924687
+2020-04-12 20:34:33,582 Epoch[22] Batch [15250-15300]	Speed: 199.46 samples/sec	accuracy=0.929063
+2020-04-12 20:35:06,501 Epoch[22] Batch [15300-15350]	Speed: 194.42 samples/sec	accuracy=0.933750
+2020-04-12 20:35:38,954 Epoch[22] Batch [15350-15400]	Speed: 197.21 samples/sec	accuracy=0.934375
+2020-04-12 20:36:11,180 Epoch[22] Batch [15400-15450]	Speed: 198.60 samples/sec	accuracy=0.935000
+2020-04-12 20:36:43,526 Epoch[22] Batch [15450-15500]	Speed: 197.86 samples/sec	accuracy=0.930469
+2020-04-12 20:37:15,454 Epoch[22] Batch [15500-15550]	Speed: 200.45 samples/sec	accuracy=0.939531
+2020-04-12 20:37:47,033 Epoch[22] Batch [15550-15600]	Speed: 202.67 samples/sec	accuracy=0.924687
+2020-04-12 20:38:19,331 Epoch[22] Batch [15600-15650]	Speed: 198.15 samples/sec	accuracy=0.931719
+2020-04-12 20:38:51,246 Epoch[22] Batch [15650-15700]	Speed: 200.54 samples/sec	accuracy=0.928750
+2020-04-12 20:39:23,180 Epoch[22] Batch [15700-15750]	Speed: 200.41 samples/sec	accuracy=0.927813
+2020-04-12 20:39:55,559 Epoch[22] Batch [15750-15800]	Speed: 197.66 samples/sec	accuracy=0.928438
+2020-04-12 20:40:27,634 Epoch[22] Batch [15800-15850]	Speed: 199.53 samples/sec	accuracy=0.933281
+2020-04-12 20:40:59,748 Epoch[22] Batch [15850-15900]	Speed: 199.30 samples/sec	accuracy=0.925781
+2020-04-12 20:41:31,491 Epoch[22] Batch [15900-15950]	Speed: 201.62 samples/sec	accuracy=0.930937
+2020-04-12 20:42:03,683 Epoch[22] Batch [15950-16000]	Speed: 198.81 samples/sec	accuracy=0.929688
+2020-04-12 20:42:35,885 Epoch[22] Batch [16000-16050]	Speed: 198.74 samples/sec	accuracy=0.934063
+2020-04-12 20:43:07,603 Epoch[22] Batch [16050-16100]	Speed: 201.78 samples/sec	accuracy=0.925937
+2020-04-12 20:43:39,458 Epoch[22] Batch [16100-16150]	Speed: 200.91 samples/sec	accuracy=0.928125
+2020-04-12 20:44:11,484 Epoch[22] Batch [16150-16200]	Speed: 199.84 samples/sec	accuracy=0.927188
+2020-04-12 20:44:43,649 Epoch[22] Batch [16200-16250]	Speed: 198.98 samples/sec	accuracy=0.935312
+2020-04-12 20:45:15,447 Epoch[22] Batch [16250-16300]	Speed: 201.27 samples/sec	accuracy=0.927344
+2020-04-12 20:45:47,175 Epoch[22] Batch [16300-16350]	Speed: 201.72 samples/sec	accuracy=0.927969
+2020-04-12 20:46:19,149 Epoch[22] Batch [16350-16400]	Speed: 200.16 samples/sec	accuracy=0.928906
+2020-04-12 20:46:50,598 Epoch[22] Batch [16400-16450]	Speed: 203.51 samples/sec	accuracy=0.927031
+2020-04-12 20:47:23,013 Epoch[22] Batch [16450-16500]	Speed: 197.44 samples/sec	accuracy=0.926719
+2020-04-12 20:47:54,888 Epoch[22] Batch [16500-16550]	Speed: 200.78 samples/sec	accuracy=0.929688
+2020-04-12 20:48:27,201 Epoch[22] Batch [16550-16600]	Speed: 198.06 samples/sec	accuracy=0.928594
+2020-04-12 20:48:59,103 Epoch[22] Batch [16600-16650]	Speed: 200.62 samples/sec	accuracy=0.929531
+2020-04-12 20:49:31,395 Epoch[22] Batch [16650-16700]	Speed: 198.19 samples/sec	accuracy=0.924844
+2020-04-12 20:50:03,165 Epoch[22] Batch [16700-16750]	Speed: 201.45 samples/sec	accuracy=0.927500
+2020-04-12 20:50:35,978 Epoch[22] Batch [16750-16800]	Speed: 195.04 samples/sec	accuracy=0.932813
+2020-04-12 20:51:07,558 Epoch[22] Batch [16800-16850]	Speed: 202.66 samples/sec	accuracy=0.927031
+2020-04-12 20:51:39,510 Epoch[22] Batch [16850-16900]	Speed: 200.30 samples/sec	accuracy=0.927969
+2020-04-12 20:52:11,842 Epoch[22] Batch [16900-16950]	Speed: 197.94 samples/sec	accuracy=0.926406
+2020-04-12 20:52:43,721 Epoch[22] Batch [16950-17000]	Speed: 200.76 samples/sec	accuracy=0.925000
+2020-04-12 20:53:15,916 Epoch[22] Batch [17000-17050]	Speed: 198.79 samples/sec	accuracy=0.925312
+2020-04-12 20:53:48,405 Epoch[22] Batch [17050-17100]	Speed: 196.99 samples/sec	accuracy=0.930937
+2020-04-12 20:54:20,559 Epoch[22] Batch [17100-17150]	Speed: 199.05 samples/sec	accuracy=0.926719
+2020-04-12 20:54:53,026 Epoch[22] Batch [17150-17200]	Speed: 197.12 samples/sec	accuracy=0.932656
+2020-04-12 20:55:25,046 Epoch[22] Batch [17200-17250]	Speed: 199.88 samples/sec	accuracy=0.928750
+2020-04-12 20:55:57,284 Epoch[22] Batch [17250-17300]	Speed: 198.53 samples/sec	accuracy=0.935156
+2020-04-12 20:56:29,388 Epoch[22] Batch [17300-17350]	Speed: 199.35 samples/sec	accuracy=0.925156
+2020-04-12 20:57:01,662 Epoch[22] Batch [17350-17400]	Speed: 198.30 samples/sec	accuracy=0.930000
+2020-04-12 20:57:33,740 Epoch[22] Batch [17400-17450]	Speed: 199.52 samples/sec	accuracy=0.930937
+2020-04-12 20:58:05,555 Epoch[22] Batch [17450-17500]	Speed: 201.16 samples/sec	accuracy=0.931094
+2020-04-12 20:58:37,534 Epoch[22] Batch [17500-17550]	Speed: 200.13 samples/sec	accuracy=0.929219
+2020-04-12 20:59:10,060 Epoch[22] Batch [17550-17600]	Speed: 196.76 samples/sec	accuracy=0.927656
+2020-04-12 20:59:41,981 Epoch[22] Batch [17600-17650]	Speed: 200.50 samples/sec	accuracy=0.933281
+2020-04-12 21:00:14,380 Epoch[22] Batch [17650-17700]	Speed: 197.54 samples/sec	accuracy=0.925625
+2020-04-12 21:00:46,541 Epoch[22] Batch [17700-17750]	Speed: 199.00 samples/sec	accuracy=0.927031
+2020-04-12 21:01:18,244 Epoch[22] Batch [17750-17800]	Speed: 201.87 samples/sec	accuracy=0.929688
+2020-04-12 21:01:50,157 Epoch[22] Batch [17800-17850]	Speed: 200.55 samples/sec	accuracy=0.927813
+2020-04-12 21:02:22,132 Epoch[22] Batch [17850-17900]	Speed: 200.16 samples/sec	accuracy=0.931406
+2020-04-12 21:02:54,291 Epoch[22] Batch [17900-17950]	Speed: 199.01 samples/sec	accuracy=0.927188
+2020-04-12 21:03:26,269 Epoch[22] Batch [17950-18000]	Speed: 200.14 samples/sec	accuracy=0.930156
+2020-04-12 21:03:58,616 Epoch[22] Batch [18000-18050]	Speed: 197.86 samples/sec	accuracy=0.930156
+2020-04-12 21:04:30,856 Epoch[22] Batch [18050-18100]	Speed: 198.51 samples/sec	accuracy=0.937031
+2020-04-12 21:05:03,106 Epoch[22] Batch [18100-18150]	Speed: 198.45 samples/sec	accuracy=0.925469
+2020-04-12 21:05:34,970 Epoch[22] Batch [18150-18200]	Speed: 200.86 samples/sec	accuracy=0.920781
+2020-04-12 21:06:07,165 Epoch[22] Batch [18200-18250]	Speed: 198.79 samples/sec	accuracy=0.927188
+2020-04-12 21:06:38,880 Epoch[22] Batch [18250-18300]	Speed: 201.80 samples/sec	accuracy=0.929531
+2020-04-12 21:07:10,720 Epoch[22] Batch [18300-18350]	Speed: 201.00 samples/sec	accuracy=0.925000
+2020-04-12 21:07:40,180 Epoch[22] Batch [18350-18400]	Speed: 217.24 samples/sec	accuracy=0.928281
+2020-04-12 21:08:09,245 Epoch[22] Batch [18400-18450]	Speed: 220.20 samples/sec	accuracy=0.925000
+2020-04-12 21:08:38,684 Epoch[22] Batch [18450-18500]	Speed: 217.40 samples/sec	accuracy=0.930469
+2020-04-12 21:09:08,082 Epoch[22] Batch [18500-18550]	Speed: 217.70 samples/sec	accuracy=0.932344
+2020-04-12 21:09:37,371 Epoch[22] Batch [18550-18600]	Speed: 218.51 samples/sec	accuracy=0.926719
+2020-04-12 21:10:07,103 Epoch[22] Batch [18600-18650]	Speed: 215.26 samples/sec	accuracy=0.931250
+2020-04-12 21:10:36,402 Epoch[22] Batch [18650-18700]	Speed: 218.44 samples/sec	accuracy=0.926875
+2020-04-12 21:11:05,579 Epoch[22] Batch [18700-18750]	Speed: 219.35 samples/sec	accuracy=0.929844
+2020-04-12 21:11:34,937 Epoch[22] Batch [18750-18800]	Speed: 218.00 samples/sec	accuracy=0.933906
+2020-04-12 21:12:04,068 Epoch[22] Batch [18800-18850]	Speed: 219.70 samples/sec	accuracy=0.925781
+2020-04-12 21:12:33,414 Epoch[22] Batch [18850-18900]	Speed: 218.09 samples/sec	accuracy=0.931719
+2020-04-12 21:13:02,687 Epoch[22] Batch [18900-18950]	Speed: 218.63 samples/sec	accuracy=0.931094
+2020-04-12 21:13:32,028 Epoch[22] Batch [18950-19000]	Speed: 218.13 samples/sec	accuracy=0.930781
+2020-04-12 21:14:01,544 Epoch[22] Batch [19000-19050]	Speed: 216.83 samples/sec	accuracy=0.928750
+2020-04-12 21:14:31,042 Epoch[22] Batch [19050-19100]	Speed: 216.96 samples/sec	accuracy=0.933750
+2020-04-12 21:15:00,499 Epoch[22] Batch [19100-19150]	Speed: 217.27 samples/sec	accuracy=0.929844
+2020-04-12 21:15:29,896 Epoch[22] Batch [19150-19200]	Speed: 217.71 samples/sec	accuracy=0.931875
+2020-04-12 21:15:59,265 Epoch[22] Batch [19200-19250]	Speed: 217.92 samples/sec	accuracy=0.932813
+2020-04-12 21:16:28,752 Epoch[22] Batch [19250-19300]	Speed: 217.04 samples/sec	accuracy=0.925000
+2020-04-12 21:16:58,337 Epoch[22] Batch [19300-19350]	Speed: 216.33 samples/sec	accuracy=0.925625
+2020-04-12 21:17:27,753 Epoch[22] Batch [19350-19400]	Speed: 217.57 samples/sec	accuracy=0.923438
+2020-04-12 21:17:57,011 Epoch[22] Batch [19400-19450]	Speed: 218.75 samples/sec	accuracy=0.930156
+2020-04-12 21:18:26,418 Epoch[22] Batch [19450-19500]	Speed: 217.63 samples/sec	accuracy=0.927344
+2020-04-12 21:18:55,846 Epoch[22] Batch [19500-19550]	Speed: 217.48 samples/sec	accuracy=0.928438
+2020-04-12 21:19:25,109 Epoch[22] Batch [19550-19600]	Speed: 218.71 samples/sec	accuracy=0.928594
+2020-04-12 21:19:54,684 Epoch[22] Batch [19600-19650]	Speed: 216.40 samples/sec	accuracy=0.928438
+2020-04-12 21:20:24,104 Epoch[22] Batch [19650-19700]	Speed: 217.54 samples/sec	accuracy=0.931562
+2020-04-12 21:20:53,569 Epoch[22] Batch [19700-19750]	Speed: 217.21 samples/sec	accuracy=0.923281
+2020-04-12 21:21:23,164 Epoch[22] Batch [19750-19800]	Speed: 216.26 samples/sec	accuracy=0.925469
+2020-04-12 21:21:53,081 Epoch[22] Batch [19800-19850]	Speed: 213.92 samples/sec	accuracy=0.928750
+2020-04-12 21:22:22,517 Epoch[22] Batch [19850-19900]	Speed: 217.42 samples/sec	accuracy=0.928125
+2020-04-12 21:22:51,957 Epoch[22] Batch [19900-19950]	Speed: 217.39 samples/sec	accuracy=0.926875
+2020-04-12 21:23:21,552 Epoch[22] Batch [19950-20000]	Speed: 216.25 samples/sec	accuracy=0.928750
+2020-04-12 21:23:50,848 Epoch[22] Batch [20000-20050]	Speed: 218.46 samples/sec	accuracy=0.926562
+2020-04-12 21:24:20,414 Epoch[22] Batch [20050-20100]	Speed: 216.47 samples/sec	accuracy=0.929531
+2020-04-12 21:24:49,898 Epoch[22] Batch [20100-20150]	Speed: 217.07 samples/sec	accuracy=0.927344
+2020-04-12 21:25:19,288 Epoch[22] Batch [20150-20200]	Speed: 217.76 samples/sec	accuracy=0.929688
+2020-04-12 21:25:48,850 Epoch[22] Batch [20200-20250]	Speed: 216.49 samples/sec	accuracy=0.929063
+2020-04-12 21:26:18,462 Epoch[22] Batch [20250-20300]	Speed: 216.13 samples/sec	accuracy=0.925312
+2020-04-12 21:26:47,703 Epoch[22] Batch [20300-20350]	Speed: 218.88 samples/sec	accuracy=0.928594
+2020-04-12 21:27:17,198 Epoch[22] Batch [20350-20400]	Speed: 216.99 samples/sec	accuracy=0.930469
+2020-04-12 21:27:46,371 Epoch[22] Batch [20400-20450]	Speed: 219.38 samples/sec	accuracy=0.930781
+2020-04-12 21:28:15,703 Epoch[22] Batch [20450-20500]	Speed: 218.19 samples/sec	accuracy=0.919531
+2020-04-12 21:28:45,197 Epoch[22] Batch [20500-20550]	Speed: 217.00 samples/sec	accuracy=0.925156
+2020-04-12 21:29:14,921 Epoch[22] Batch [20550-20600]	Speed: 215.31 samples/sec	accuracy=0.930781
+2020-04-12 21:29:44,422 Epoch[22] Batch [20600-20650]	Speed: 216.94 samples/sec	accuracy=0.925000
+2020-04-12 21:30:13,975 Epoch[22] Batch [20650-20700]	Speed: 216.57 samples/sec	accuracy=0.934375
+2020-04-12 21:30:43,371 Epoch[22] Batch [20700-20750]	Speed: 217.71 samples/sec	accuracy=0.932187
+2020-04-12 21:31:12,954 Epoch[22] Batch [20750-20800]	Speed: 216.34 samples/sec	accuracy=0.927500
+2020-04-12 21:31:42,212 Epoch[22] Batch [20800-20850]	Speed: 218.75 samples/sec	accuracy=0.931562
+2020-04-12 21:32:11,751 Epoch[22] Batch [20850-20900]	Speed: 216.67 samples/sec	accuracy=0.929688
+2020-04-12 21:32:41,116 Epoch[22] Batch [20900-20950]	Speed: 217.95 samples/sec	accuracy=0.928594
+2020-04-12 21:33:10,651 Epoch[22] Batch [20950-21000]	Speed: 216.69 samples/sec	accuracy=0.928281
+2020-04-12 21:33:39,914 Epoch[22] Batch [21000-21050]	Speed: 218.71 samples/sec	accuracy=0.922500
+2020-04-12 21:34:09,132 Epoch[22] Batch [21050-21100]	Speed: 219.04 samples/sec	accuracy=0.932344
+2020-04-12 21:34:38,688 Epoch[22] Batch [21100-21150]	Speed: 216.54 samples/sec	accuracy=0.925156
+2020-04-12 21:35:08,075 Epoch[22] Batch [21150-21200]	Speed: 217.78 samples/sec	accuracy=0.930781
+2020-04-12 21:35:37,483 Epoch[22] Batch [21200-21250]	Speed: 217.63 samples/sec	accuracy=0.932813
+2020-04-12 21:36:07,196 Epoch[22] Batch [21250-21300]	Speed: 215.40 samples/sec	accuracy=0.929688
+2020-04-12 21:36:36,620 Epoch[22] Batch [21300-21350]	Speed: 217.51 samples/sec	accuracy=0.934375
+2020-04-12 21:37:06,683 Epoch[22] Batch [21350-21400]	Speed: 212.89 samples/sec	accuracy=0.929688
+2020-04-12 21:37:36,244 Epoch[22] Batch [21400-21450]	Speed: 216.50 samples/sec	accuracy=0.929063
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+2020-04-12 21:38:35,158 Epoch[22] Batch [21500-21550]	Speed: 217.32 samples/sec	accuracy=0.924531
+2020-04-12 21:39:04,496 Epoch[22] Batch [21550-21600]	Speed: 218.15 samples/sec	accuracy=0.927031
+2020-04-12 21:39:33,912 Epoch[22] Batch [21600-21650]	Speed: 217.57 samples/sec	accuracy=0.925781
+2020-04-12 21:40:03,147 Epoch[22] Batch [21650-21700]	Speed: 218.92 samples/sec	accuracy=0.927969
+2020-04-12 21:40:32,515 Epoch[22] Batch [21700-21750]	Speed: 217.93 samples/sec	accuracy=0.929219
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+2020-04-12 21:41:31,554 Epoch[22] Batch [21800-21850]	Speed: 216.92 samples/sec	accuracy=0.927813
+2020-04-12 21:42:00,975 Epoch[22] Batch [21850-21900]	Speed: 217.53 samples/sec	accuracy=0.927656
+2020-04-12 21:42:32,844 Epoch[22] Batch [21900-21950]	Speed: 200.82 samples/sec	accuracy=0.928125
+2020-04-12 21:43:04,530 Epoch[22] Batch [21950-22000]	Speed: 201.98 samples/sec	accuracy=0.924375
+2020-04-12 21:43:36,542 Epoch[22] Batch [22000-22050]	Speed: 199.93 samples/sec	accuracy=0.929531
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+2020-04-12 21:44:40,230 Epoch[22] Batch [22100-22150]	Speed: 201.86 samples/sec	accuracy=0.927188
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+2020-04-12 21:45:44,460 Epoch[22] Batch [22200-22250]	Speed: 197.29 samples/sec	accuracy=0.930937
+2020-04-12 21:46:16,559 Epoch[22] Batch [22250-22300]	Speed: 199.38 samples/sec	accuracy=0.927656
+2020-04-12 21:46:48,674 Epoch[22] Batch [22300-22350]	Speed: 199.29 samples/sec	accuracy=0.927500
+2020-04-12 21:47:20,626 Epoch[22] Batch [22350-22400]	Speed: 200.31 samples/sec	accuracy=0.930469
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+2020-04-12 21:48:24,258 Epoch[22] Batch [22450-22500]	Speed: 199.40 samples/sec	accuracy=0.929375
+2020-04-12 21:48:55,884 Epoch[22] Batch [22500-22550]	Speed: 202.37 samples/sec	accuracy=0.927031
+2020-04-12 21:49:27,648 Epoch[22] Batch [22550-22600]	Speed: 201.49 samples/sec	accuracy=0.927656
+2020-04-12 21:49:59,900 Epoch[22] Batch [22600-22650]	Speed: 198.44 samples/sec	accuracy=0.926719
+2020-04-12 21:50:31,869 Epoch[22] Batch [22650-22700]	Speed: 200.20 samples/sec	accuracy=0.931562
+2020-04-12 21:51:04,092 Epoch[22] Batch [22700-22750]	Speed: 198.62 samples/sec	accuracy=0.927656
+2020-04-12 21:51:36,156 Epoch[22] Batch [22750-22800]	Speed: 199.60 samples/sec	accuracy=0.930000
+2020-04-12 21:52:08,526 Epoch[22] Batch [22800-22850]	Speed: 197.72 samples/sec	accuracy=0.926719
+2020-04-12 21:52:40,369 Epoch[22] Batch [22850-22900]	Speed: 200.99 samples/sec	accuracy=0.934844
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+2020-04-12 21:53:45,177 Epoch[22] Batch [22950-23000]	Speed: 198.63 samples/sec	accuracy=0.930937
+2020-04-12 21:54:17,448 Epoch[22] Batch [23000-23050]	Speed: 198.33 samples/sec	accuracy=0.926719
+2020-04-12 21:54:49,343 Epoch[22] Batch [23050-23100]	Speed: 200.66 samples/sec	accuracy=0.930156
+2020-04-12 21:55:21,522 Epoch[22] Batch [23100-23150]	Speed: 198.89 samples/sec	accuracy=0.928438
+2020-04-12 21:55:53,427 Epoch[22] Batch [23150-23200]	Speed: 200.60 samples/sec	accuracy=0.930469
+2020-04-12 21:56:25,501 Epoch[22] Batch [23200-23250]	Speed: 199.54 samples/sec	accuracy=0.932187
+2020-04-12 21:56:57,676 Epoch[22] Batch [23250-23300]	Speed: 198.91 samples/sec	accuracy=0.927344
+2020-04-12 21:57:30,328 Epoch[22] Batch [23300-23350]	Speed: 196.01 samples/sec	accuracy=0.927813
+2020-04-12 21:58:02,971 Epoch[22] Batch [23350-23400]	Speed: 196.06 samples/sec	accuracy=0.925000
+2020-04-12 21:58:35,629 Epoch[22] Batch [23400-23450]	Speed: 195.97 samples/sec	accuracy=0.924531
+2020-04-12 21:59:07,833 Epoch[22] Batch [23450-23500]	Speed: 198.73 samples/sec	accuracy=0.926562
+2020-04-12 21:59:40,738 Epoch[22] Batch [23500-23550]	Speed: 194.50 samples/sec	accuracy=0.926562
+2020-04-12 22:00:13,641 Epoch[22] Batch [23550-23600]	Speed: 194.51 samples/sec	accuracy=0.923125
+2020-04-12 22:00:46,219 Epoch[22] Batch [23600-23650]	Speed: 196.45 samples/sec	accuracy=0.925312
+2020-04-12 22:01:18,765 Epoch[22] Batch [23650-23700]	Speed: 196.65 samples/sec	accuracy=0.927969
+2020-04-12 22:01:51,354 Epoch[22] Batch [23700-23750]	Speed: 196.38 samples/sec	accuracy=0.927813
+2020-04-12 22:02:22,816 Epoch[22] Batch [23750-23800]	Speed: 203.42 samples/sec	accuracy=0.926250
+2020-04-12 22:02:55,658 Epoch[22] Batch [23800-23850]	Speed: 194.87 samples/sec	accuracy=0.928594
+2020-04-12 22:03:28,345 Epoch[22] Batch [23850-23900]	Speed: 195.80 samples/sec	accuracy=0.927500
+2020-04-12 22:04:00,930 Epoch[22] Batch [23900-23950]	Speed: 196.42 samples/sec	accuracy=0.928750
+2020-04-12 22:04:33,612 Epoch[22] Batch [23950-24000]	Speed: 195.83 samples/sec	accuracy=0.927813
+2020-04-12 22:05:06,247 Epoch[22] Batch [24000-24050]	Speed: 196.11 samples/sec	accuracy=0.927031
+2020-04-12 22:05:38,664 Epoch[22] Batch [24050-24100]	Speed: 197.43 samples/sec	accuracy=0.924219
+2020-04-12 22:06:11,376 Epoch[22] Batch [24100-24150]	Speed: 195.65 samples/sec	accuracy=0.930000
+2020-04-12 22:06:44,242 Epoch[22] Batch [24150-24200]	Speed: 194.74 samples/sec	accuracy=0.927500
+2020-04-12 22:07:16,857 Epoch[22] Batch [24200-24250]	Speed: 196.22 samples/sec	accuracy=0.928125
+2020-04-12 22:07:49,563 Epoch[22] Batch [24250-24300]	Speed: 195.69 samples/sec	accuracy=0.929375
+2020-04-12 22:08:22,187 Epoch[22] Batch [24300-24350]	Speed: 196.18 samples/sec	accuracy=0.929531
+2020-04-12 22:08:54,834 Epoch[22] Batch [24350-24400]	Speed: 196.04 samples/sec	accuracy=0.925625
+2020-04-12 22:09:27,469 Epoch[22] Batch [24400-24450]	Speed: 196.11 samples/sec	accuracy=0.932031
+2020-04-12 22:10:00,135 Epoch[22] Batch [24450-24500]	Speed: 195.93 samples/sec	accuracy=0.929063
+2020-04-12 22:10:32,701 Epoch[22] Batch [24500-24550]	Speed: 196.52 samples/sec	accuracy=0.933438
+2020-04-12 22:11:05,263 Epoch[22] Batch [24550-24600]	Speed: 196.55 samples/sec	accuracy=0.927656
+2020-04-12 22:11:37,950 Epoch[22] Batch [24600-24650]	Speed: 195.80 samples/sec	accuracy=0.925937
+2020-04-12 22:12:10,642 Epoch[22] Batch [24650-24700]	Speed: 195.77 samples/sec	accuracy=0.925156
+2020-04-12 22:12:43,393 Epoch[22] Batch [24700-24750]	Speed: 195.41 samples/sec	accuracy=0.928750
+2020-04-12 22:13:16,111 Epoch[22] Batch [24750-24800]	Speed: 195.61 samples/sec	accuracy=0.930156
+2020-04-12 22:13:48,929 Epoch[22] Batch [24800-24850]	Speed: 195.02 samples/sec	accuracy=0.930312
+2020-04-12 22:14:21,562 Epoch[22] Batch [24850-24900]	Speed: 196.12 samples/sec	accuracy=0.931406
+2020-04-12 22:14:54,346 Epoch[22] Batch [24900-24950]	Speed: 195.22 samples/sec	accuracy=0.925781
+2020-04-12 22:15:26,836 Epoch[22] Batch [24950-25000]	Speed: 196.98 samples/sec	accuracy=0.927500
+2020-04-12 22:15:59,535 Epoch[22] Batch [25000-25050]	Speed: 195.73 samples/sec	accuracy=0.925937
+2020-04-12 22:16:32,393 Epoch[22] Batch [25050-25100]	Speed: 194.78 samples/sec	accuracy=0.927656
+2020-04-12 22:17:04,606 Epoch[22] Batch [25100-25150]	Speed: 198.68 samples/sec	accuracy=0.928594
+2020-04-12 22:17:37,346 Epoch[22] Batch [25150-25200]	Speed: 195.49 samples/sec	accuracy=0.927344
+2020-04-12 22:18:09,968 Epoch[22] Batch [25200-25250]	Speed: 196.18 samples/sec	accuracy=0.923438
+2020-04-12 22:18:42,658 Epoch[22] Batch [25250-25300]	Speed: 195.78 samples/sec	accuracy=0.925625
+2020-04-12 22:19:15,236 Epoch[22] Batch [25300-25350]	Speed: 196.45 samples/sec	accuracy=0.925000
+2020-04-12 22:19:47,873 Epoch[22] Batch [25350-25400]	Speed: 196.10 samples/sec	accuracy=0.923594
+2020-04-12 22:20:20,758 Epoch[22] Batch [25400-25450]	Speed: 194.62 samples/sec	accuracy=0.930312
+2020-04-12 22:20:53,525 Epoch[22] Batch [25450-25500]	Speed: 195.32 samples/sec	accuracy=0.929844
+2020-04-12 22:21:26,183 Epoch[22] Batch [25500-25550]	Speed: 195.97 samples/sec	accuracy=0.926406
+2020-04-12 22:21:58,914 Epoch[22] Batch [25550-25600]	Speed: 195.54 samples/sec	accuracy=0.933750
+2020-04-12 22:22:31,679 Epoch[22] Batch [25600-25650]	Speed: 195.33 samples/sec	accuracy=0.932500
+2020-04-12 22:23:04,468 Epoch[22] Batch [25650-25700]	Speed: 195.19 samples/sec	accuracy=0.923438
+2020-04-12 22:23:37,204 Epoch[22] Batch [25700-25750]	Speed: 195.51 samples/sec	accuracy=0.925625
+2020-04-12 22:24:10,050 Epoch[22] Batch [25750-25800]	Speed: 194.85 samples/sec	accuracy=0.926875
+2020-04-12 22:24:42,714 Epoch[22] Batch [25800-25850]	Speed: 195.93 samples/sec	accuracy=0.928906
+2020-04-12 22:25:15,599 Epoch[22] Batch [25850-25900]	Speed: 194.62 samples/sec	accuracy=0.931406
+2020-04-12 22:25:48,374 Epoch[22] Batch [25900-25950]	Speed: 195.27 samples/sec	accuracy=0.925000
+2020-04-12 22:26:20,434 Epoch[22] Batch [25950-26000]	Speed: 199.63 samples/sec	accuracy=0.928281
+2020-04-12 22:26:52,823 Epoch[22] Batch [26000-26050]	Speed: 197.60 samples/sec	accuracy=0.928906
+2020-04-12 22:27:25,534 Epoch[22] Batch [26050-26100]	Speed: 195.66 samples/sec	accuracy=0.929375
+2020-04-12 22:27:58,191 Epoch[22] Batch [26100-26150]	Speed: 195.98 samples/sec	accuracy=0.923125
+2020-04-12 22:28:30,917 Epoch[22] Batch [26150-26200]	Speed: 195.56 samples/sec	accuracy=0.924844
+2020-04-12 22:29:02,942 Epoch[22] Batch [26200-26250]	Speed: 199.85 samples/sec	accuracy=0.933438
+2020-04-12 22:29:34,884 Epoch[22] Batch [26250-26300]	Speed: 200.36 samples/sec	accuracy=0.928906
+2020-04-12 22:30:06,832 Epoch[22] Batch [26300-26350]	Speed: 200.33 samples/sec	accuracy=0.927031
+2020-04-12 22:30:38,907 Epoch[22] Batch [26350-26400]	Speed: 199.54 samples/sec	accuracy=0.935625
+2020-04-12 22:31:10,510 Epoch[22] Batch [26400-26450]	Speed: 202.51 samples/sec	accuracy=0.929688
+2020-04-12 22:31:42,464 Epoch[22] Batch [26450-26500]	Speed: 200.29 samples/sec	accuracy=0.931094
+2020-04-12 22:32:14,575 Epoch[22] Batch [26500-26550]	Speed: 199.31 samples/sec	accuracy=0.929063
+2020-04-12 22:32:46,734 Epoch[22] Batch [26550-26600]	Speed: 199.01 samples/sec	accuracy=0.926250
+2020-04-12 22:33:18,921 Epoch[22] Batch [26600-26650]	Speed: 198.84 samples/sec	accuracy=0.928125
+2020-04-12 22:33:50,963 Epoch[22] Batch [26650-26700]	Speed: 199.74 samples/sec	accuracy=0.933281
+2020-04-12 22:34:22,877 Epoch[22] Batch [26700-26750]	Speed: 200.54 samples/sec	accuracy=0.933438
+2020-04-12 22:34:54,901 Epoch[22] Batch [26750-26800]	Speed: 199.86 samples/sec	accuracy=0.932031
+2020-04-12 22:35:26,756 Epoch[22] Batch [26800-26850]	Speed: 200.91 samples/sec	accuracy=0.928125
+2020-04-12 22:35:57,021 Epoch[22] Batch [26850-26900]	Speed: 211.47 samples/sec	accuracy=0.927031
+2020-04-12 22:36:27,387 Epoch[22] Batch [26900-26950]	Speed: 210.76 samples/sec	accuracy=0.923438
+2020-04-12 22:36:57,767 Epoch[22] Batch [26950-27000]	Speed: 210.67 samples/sec	accuracy=0.925312
+2020-04-12 22:37:27,980 Epoch[22] Batch [27000-27050]	Speed: 211.84 samples/sec	accuracy=0.927969
+2020-04-12 22:37:58,096 Epoch[22] Batch [27050-27100]	Speed: 212.51 samples/sec	accuracy=0.928906
+2020-04-12 22:38:28,555 Epoch[22] Batch [27100-27150]	Speed: 210.12 samples/sec	accuracy=0.928750
+2020-04-12 22:38:58,684 Epoch[22] Batch [27150-27200]	Speed: 212.42 samples/sec	accuracy=0.934531
+2020-04-12 22:39:28,793 Epoch[22] Batch [27200-27250]	Speed: 212.57 samples/sec	accuracy=0.926562
+2020-04-12 22:39:59,134 Epoch[22] Batch [27250-27300]	Speed: 210.93 samples/sec	accuracy=0.928750
+2020-04-12 22:40:29,333 Epoch[22] Batch [27300-27350]	Speed: 211.93 samples/sec	accuracy=0.925000
+2020-04-12 22:40:59,408 Epoch[22] Batch [27350-27400]	Speed: 212.80 samples/sec	accuracy=0.933438
+2020-04-12 22:41:29,907 Epoch[22] Batch [27400-27450]	Speed: 209.84 samples/sec	accuracy=0.925000
+2020-04-12 22:42:00,004 Epoch[22] Batch [27450-27500]	Speed: 212.64 samples/sec	accuracy=0.924219
+2020-04-12 22:42:30,090 Epoch[22] Batch [27500-27550]	Speed: 212.73 samples/sec	accuracy=0.927344
+2020-04-12 22:43:00,247 Epoch[22] Batch [27550-27600]	Speed: 212.23 samples/sec	accuracy=0.929219
+2020-04-12 22:43:30,249 Epoch[22] Batch [27600-27650]	Speed: 213.32 samples/sec	accuracy=0.923906
+2020-04-12 22:44:00,690 Epoch[22] Batch [27650-27700]	Speed: 210.25 samples/sec	accuracy=0.929844
+2020-04-12 22:44:30,842 Epoch[22] Batch [27700-27750]	Speed: 212.26 samples/sec	accuracy=0.934063
+2020-04-12 22:45:00,800 Epoch[22] Batch [27750-27800]	Speed: 213.63 samples/sec	accuracy=0.925625
+2020-04-12 22:45:30,796 Epoch[22] Batch [27800-27850]	Speed: 213.36 samples/sec	accuracy=0.928906
+2020-04-12 22:46:01,033 Epoch[22] Batch [27850-27900]	Speed: 211.66 samples/sec	accuracy=0.934219
+2020-04-12 22:46:31,126 Epoch[22] Batch [27900-27950]	Speed: 212.68 samples/sec	accuracy=0.929219
+2020-04-12 22:47:01,336 Epoch[22] Batch [27950-28000]	Speed: 211.85 samples/sec	accuracy=0.928594
+2020-04-12 22:47:31,445 Epoch[22] Batch [28000-28050]	Speed: 212.56 samples/sec	accuracy=0.933438
+2020-04-12 22:48:01,109 Epoch[22] Batch [28050-28100]	Speed: 215.75 samples/sec	accuracy=0.930000
+2020-04-12 22:48:31,341 Epoch[22] Batch [28100-28150]	Speed: 211.70 samples/sec	accuracy=0.936406
+2020-04-12 22:49:01,341 Epoch[22] Batch [28150-28200]	Speed: 213.33 samples/sec	accuracy=0.929063
+2020-04-12 22:49:24,632 Epoch[22] Train-accuracy=0.928857
+2020-04-12 22:49:24,632 Epoch[22] Time cost=17903.543
+2020-04-12 22:49:24,673 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0023.params"
+2020-04-12 23:19:14,623 Epoch[22] Validation-accuracy=0.968962
+2020-04-12 23:19:53,048 Epoch[23] Batch [0-50]	Speed: 210.74 samples/sec	accuracy=0.937040
+2020-04-12 23:20:23,427 Epoch[23] Batch [50-100]	Speed: 210.67 samples/sec	accuracy=0.927813
+2020-04-12 23:20:53,296 Epoch[23] Batch [100-150]	Speed: 214.27 samples/sec	accuracy=0.924063
+2020-04-12 23:21:23,516 Epoch[23] Batch [150-200]	Speed: 211.78 samples/sec	accuracy=0.928125
+2020-04-12 23:21:53,470 Epoch[23] Batch [200-250]	Speed: 213.66 samples/sec	accuracy=0.931719
+2020-04-12 23:22:23,240 Epoch[23] Batch [250-300]	Speed: 214.99 samples/sec	accuracy=0.927813
+2020-04-12 23:22:53,568 Epoch[23] Batch [300-350]	Speed: 211.03 samples/sec	accuracy=0.928750
+2020-04-12 23:23:23,624 Epoch[23] Batch [350-400]	Speed: 212.94 samples/sec	accuracy=0.925156
+2020-04-12 23:23:53,464 Epoch[23] Batch [400-450]	Speed: 214.48 samples/sec	accuracy=0.923594
+2020-04-12 23:24:23,394 Epoch[23] Batch [450-500]	Speed: 213.83 samples/sec	accuracy=0.926719
+2020-04-12 23:24:53,444 Epoch[23] Batch [500-550]	Speed: 212.98 samples/sec	accuracy=0.932344
+2020-04-12 23:25:23,534 Epoch[23] Batch [550-600]	Speed: 212.70 samples/sec	accuracy=0.928594
+2020-04-12 23:25:53,461 Epoch[23] Batch [600-650]	Speed: 213.85 samples/sec	accuracy=0.936250
+2020-04-12 23:26:23,883 Epoch[23] Batch [650-700]	Speed: 210.38 samples/sec	accuracy=0.932813
+2020-04-12 23:26:54,190 Epoch[23] Batch [700-750]	Speed: 211.17 samples/sec	accuracy=0.930312
+2020-04-12 23:27:24,213 Epoch[23] Batch [750-800]	Speed: 213.17 samples/sec	accuracy=0.929844
+2020-04-12 23:27:54,333 Epoch[23] Batch [800-850]	Speed: 212.48 samples/sec	accuracy=0.930156
+2020-04-12 23:28:24,107 Epoch[23] Batch [850-900]	Speed: 214.96 samples/sec	accuracy=0.927969
+2020-04-12 23:28:54,028 Epoch[23] Batch [900-950]	Speed: 213.90 samples/sec	accuracy=0.924219
+2020-04-12 23:29:24,143 Epoch[23] Batch [950-1000]	Speed: 212.52 samples/sec	accuracy=0.931875
+2020-04-12 23:29:54,312 Epoch[23] Batch [1000-1050]	Speed: 212.14 samples/sec	accuracy=0.928281
+2020-04-12 23:30:24,320 Epoch[23] Batch [1050-1100]	Speed: 213.28 samples/sec	accuracy=0.930156
+2020-04-12 23:30:54,539 Epoch[23] Batch [1100-1150]	Speed: 211.79 samples/sec	accuracy=0.926875
+2020-04-12 23:31:24,782 Epoch[23] Batch [1150-1200]	Speed: 211.62 samples/sec	accuracy=0.928125
+2020-04-12 23:31:54,725 Epoch[23] Batch [1200-1250]	Speed: 213.74 samples/sec	accuracy=0.926719
+2020-04-12 23:32:24,599 Epoch[23] Batch [1250-1300]	Speed: 214.24 samples/sec	accuracy=0.927500
+2020-04-12 23:32:54,655 Epoch[23] Batch [1300-1350]	Speed: 212.93 samples/sec	accuracy=0.932813
+2020-04-12 23:33:24,801 Epoch[23] Batch [1350-1400]	Speed: 212.30 samples/sec	accuracy=0.928438
+2020-04-12 23:33:54,954 Epoch[23] Batch [1400-1450]	Speed: 212.25 samples/sec	accuracy=0.927813
+2020-04-12 23:34:25,284 Epoch[23] Batch [1450-1500]	Speed: 211.01 samples/sec	accuracy=0.929063
+2020-04-12 23:34:55,276 Epoch[23] Batch [1500-1550]	Speed: 213.39 samples/sec	accuracy=0.931875
+2020-04-12 23:35:25,239 Epoch[23] Batch [1550-1600]	Speed: 213.60 samples/sec	accuracy=0.927969
+2020-04-12 23:35:55,511 Epoch[23] Batch [1600-1650]	Speed: 211.42 samples/sec	accuracy=0.924375
+2020-04-12 23:36:25,824 Epoch[23] Batch [1650-1700]	Speed: 211.14 samples/sec	accuracy=0.928594
+2020-04-12 23:36:55,723 Epoch[23] Batch [1700-1750]	Speed: 214.05 samples/sec	accuracy=0.927969
+2020-04-12 23:37:26,059 Epoch[23] Batch [1750-1800]	Speed: 210.97 samples/sec	accuracy=0.930000
+2020-04-12 23:37:56,412 Epoch[23] Batch [1800-1850]	Speed: 210.85 samples/sec	accuracy=0.930469
+2020-04-12 23:38:26,615 Epoch[23] Batch [1850-1900]	Speed: 211.90 samples/sec	accuracy=0.931562
+2020-04-12 23:38:56,675 Epoch[23] Batch [1900-1950]	Speed: 212.91 samples/sec	accuracy=0.925781
+2020-04-12 23:39:26,964 Epoch[23] Batch [1950-2000]	Speed: 211.30 samples/sec	accuracy=0.926562
+2020-04-12 23:39:57,203 Epoch[23] Batch [2000-2050]	Speed: 211.65 samples/sec	accuracy=0.930781
+2020-04-12 23:40:27,327 Epoch[23] Batch [2050-2100]	Speed: 212.45 samples/sec	accuracy=0.926250
+2020-04-12 23:40:57,422 Epoch[23] Batch [2100-2150]	Speed: 212.66 samples/sec	accuracy=0.929063
+2020-04-12 23:41:27,503 Epoch[23] Batch [2150-2200]	Speed: 212.76 samples/sec	accuracy=0.927813
+2020-04-12 23:41:57,388 Epoch[23] Batch [2200-2250]	Speed: 214.16 samples/sec	accuracy=0.932500
+2020-04-12 23:42:27,609 Epoch[23] Batch [2250-2300]	Speed: 211.78 samples/sec	accuracy=0.929219
+2020-04-12 23:42:57,601 Epoch[23] Batch [2300-2350]	Speed: 213.39 samples/sec	accuracy=0.928125
+2020-04-12 23:43:27,703 Epoch[23] Batch [2350-2400]	Speed: 212.61 samples/sec	accuracy=0.933438
+2020-04-12 23:43:58,065 Epoch[23] Batch [2400-2450]	Speed: 210.79 samples/sec	accuracy=0.928594
+2020-04-12 23:44:28,275 Epoch[23] Batch [2450-2500]	Speed: 211.86 samples/sec	accuracy=0.927031
+2020-04-12 23:44:58,185 Epoch[23] Batch [2500-2550]	Speed: 213.98 samples/sec	accuracy=0.927969
+2020-04-12 23:45:27,780 Epoch[23] Batch [2550-2600]	Speed: 216.25 samples/sec	accuracy=0.932344
+2020-04-12 23:45:58,054 Epoch[23] Batch [2600-2650]	Speed: 211.41 samples/sec	accuracy=0.927813
+2020-04-12 23:46:28,666 Epoch[23] Batch [2650-2700]	Speed: 209.07 samples/sec	accuracy=0.922813
+2020-04-12 23:46:58,901 Epoch[23] Batch [2700-2750]	Speed: 211.67 samples/sec	accuracy=0.931094
+2020-04-12 23:47:28,980 Epoch[23] Batch [2750-2800]	Speed: 212.78 samples/sec	accuracy=0.931250
+2020-04-12 23:47:58,863 Epoch[23] Batch [2800-2850]	Speed: 214.17 samples/sec	accuracy=0.925156
+2020-04-12 23:48:28,983 Epoch[23] Batch [2850-2900]	Speed: 212.48 samples/sec	accuracy=0.927188
+2020-04-12 23:48:59,016 Epoch[23] Batch [2900-2950]	Speed: 213.10 samples/sec	accuracy=0.932969
+2020-04-12 23:49:29,065 Epoch[23] Batch [2950-3000]	Speed: 212.98 samples/sec	accuracy=0.928281
+2020-04-12 23:49:58,866 Epoch[23] Batch [3000-3050]	Speed: 214.76 samples/sec	accuracy=0.923750
+2020-04-12 23:50:29,161 Epoch[23] Batch [3050-3100]	Speed: 211.26 samples/sec	accuracy=0.929844
+2020-04-12 23:50:59,194 Epoch[23] Batch [3100-3150]	Speed: 213.10 samples/sec	accuracy=0.925000
+2020-04-12 23:51:29,153 Epoch[23] Batch [3150-3200]	Speed: 213.63 samples/sec	accuracy=0.927813
+2020-04-12 23:51:59,134 Epoch[23] Batch [3200-3250]	Speed: 213.47 samples/sec	accuracy=0.931875
+2020-04-12 23:52:29,224 Epoch[23] Batch [3250-3300]	Speed: 212.70 samples/sec	accuracy=0.926875
+2020-04-12 23:52:59,683 Epoch[23] Batch [3300-3350]	Speed: 210.12 samples/sec	accuracy=0.927969
+2020-04-12 23:53:29,783 Epoch[23] Batch [3350-3400]	Speed: 212.63 samples/sec	accuracy=0.928281
+2020-04-12 23:54:00,028 Epoch[23] Batch [3400-3450]	Speed: 211.61 samples/sec	accuracy=0.933125
+2020-04-12 23:54:30,422 Epoch[23] Batch [3450-3500]	Speed: 210.57 samples/sec	accuracy=0.926094
+2020-04-12 23:55:00,621 Epoch[23] Batch [3500-3550]	Speed: 211.93 samples/sec	accuracy=0.926250
+2020-04-12 23:55:30,699 Epoch[23] Batch [3550-3600]	Speed: 212.78 samples/sec	accuracy=0.925312
+2020-04-12 23:56:01,044 Epoch[23] Batch [3600-3650]	Speed: 210.91 samples/sec	accuracy=0.923281
+2020-04-12 23:56:31,097 Epoch[23] Batch [3650-3700]	Speed: 212.96 samples/sec	accuracy=0.927813
+2020-04-12 23:57:01,163 Epoch[23] Batch [3700-3750]	Speed: 212.87 samples/sec	accuracy=0.932656
+2020-04-12 23:57:31,491 Epoch[23] Batch [3750-3800]	Speed: 211.02 samples/sec	accuracy=0.932969
+2020-04-12 23:58:01,397 Epoch[23] Batch [3800-3850]	Speed: 214.01 samples/sec	accuracy=0.933281
+2020-04-12 23:58:31,519 Epoch[23] Batch [3850-3900]	Speed: 212.47 samples/sec	accuracy=0.931719
+2020-04-12 23:59:02,078 Epoch[23] Batch [3900-3950]	Speed: 209.44 samples/sec	accuracy=0.929063
+2020-04-12 23:59:32,207 Epoch[23] Batch [3950-4000]	Speed: 212.42 samples/sec	accuracy=0.929531
+2020-04-13 00:00:02,319 Epoch[23] Batch [4000-4050]	Speed: 212.54 samples/sec	accuracy=0.927031
+2020-04-13 00:00:32,558 Epoch[23] Batch [4050-4100]	Speed: 211.65 samples/sec	accuracy=0.929844
+2020-04-13 00:01:02,626 Epoch[23] Batch [4100-4150]	Speed: 212.85 samples/sec	accuracy=0.933906
+2020-04-13 00:01:32,586 Epoch[23] Batch [4150-4200]	Speed: 213.62 samples/sec	accuracy=0.927031
+2020-04-13 00:02:03,148 Epoch[23] Batch [4200-4250]	Speed: 209.41 samples/sec	accuracy=0.931406
+2020-04-13 00:02:33,293 Epoch[23] Batch [4250-4300]	Speed: 212.31 samples/sec	accuracy=0.932969
+2020-04-13 00:03:03,293 Epoch[23] Batch [4300-4350]	Speed: 213.34 samples/sec	accuracy=0.931406
+2020-04-13 00:03:33,617 Epoch[23] Batch [4350-4400]	Speed: 211.05 samples/sec	accuracy=0.930625
+2020-04-13 00:04:03,857 Epoch[23] Batch [4400-4450]	Speed: 211.64 samples/sec	accuracy=0.929219
+2020-04-13 00:04:33,843 Epoch[23] Batch [4450-4500]	Speed: 213.44 samples/sec	accuracy=0.929063
+2020-04-13 00:05:03,993 Epoch[23] Batch [4500-4550]	Speed: 212.27 samples/sec	accuracy=0.925156
+2020-04-13 00:05:33,485 Epoch[23] Batch [4550-4600]	Speed: 217.01 samples/sec	accuracy=0.925469
+2020-04-13 00:06:03,761 Epoch[23] Batch [4600-4650]	Speed: 211.39 samples/sec	accuracy=0.929688
+2020-04-13 00:06:33,697 Epoch[23] Batch [4650-4700]	Speed: 213.79 samples/sec	accuracy=0.929219
+2020-04-13 00:07:03,709 Epoch[23] Batch [4700-4750]	Speed: 213.25 samples/sec	accuracy=0.927813
+2020-04-13 00:07:34,022 Epoch[23] Batch [4750-4800]	Speed: 211.13 samples/sec	accuracy=0.928125
+2020-04-13 00:08:04,471 Epoch[23] Batch [4800-4850]	Speed: 210.19 samples/sec	accuracy=0.933438
+2020-04-13 00:08:34,753 Epoch[23] Batch [4850-4900]	Speed: 211.35 samples/sec	accuracy=0.926562
+2020-04-13 00:09:04,719 Epoch[23] Batch [4900-4950]	Speed: 213.58 samples/sec	accuracy=0.930000
+2020-04-13 00:09:35,012 Epoch[23] Batch [4950-5000]	Speed: 211.27 samples/sec	accuracy=0.925469
+2020-04-13 00:10:05,189 Epoch[23] Batch [5000-5050]	Speed: 212.08 samples/sec	accuracy=0.933438
+2020-04-13 00:10:35,269 Epoch[23] Batch [5050-5100]	Speed: 212.77 samples/sec	accuracy=0.926875
+2020-04-13 00:11:05,349 Epoch[23] Batch [5100-5150]	Speed: 212.77 samples/sec	accuracy=0.927344
+2020-04-13 00:11:35,446 Epoch[23] Batch [5150-5200]	Speed: 212.64 samples/sec	accuracy=0.929375
+2020-04-13 00:12:05,640 Epoch[23] Batch [5200-5250]	Speed: 211.96 samples/sec	accuracy=0.933750
+2020-04-13 00:12:35,377 Epoch[23] Batch [5250-5300]	Speed: 215.23 samples/sec	accuracy=0.922031
+2020-04-13 00:13:05,893 Epoch[23] Batch [5300-5350]	Speed: 209.73 samples/sec	accuracy=0.930625
+2020-04-13 00:13:36,118 Epoch[23] Batch [5350-5400]	Speed: 211.75 samples/sec	accuracy=0.925625
+2020-04-13 00:14:06,350 Epoch[23] Batch [5400-5450]	Speed: 211.70 samples/sec	accuracy=0.930000
+2020-04-13 00:14:36,756 Epoch[23] Batch [5450-5500]	Speed: 210.49 samples/sec	accuracy=0.928438
+2020-04-13 00:15:07,074 Epoch[23] Batch [5500-5550]	Speed: 211.10 samples/sec	accuracy=0.932969
+2020-04-13 00:15:37,055 Epoch[23] Batch [5550-5600]	Speed: 213.47 samples/sec	accuracy=0.929375
+2020-04-13 00:16:07,290 Epoch[23] Batch [5600-5650]	Speed: 211.68 samples/sec	accuracy=0.932187
+2020-04-13 00:16:37,290 Epoch[23] Batch [5650-5700]	Speed: 213.33 samples/sec	accuracy=0.931406
+2020-04-13 00:17:07,019 Epoch[23] Batch [5700-5750]	Speed: 215.28 samples/sec	accuracy=0.927344
+2020-04-13 00:17:36,887 Epoch[23] Batch [5750-5800]	Speed: 214.28 samples/sec	accuracy=0.929375
+2020-04-13 00:18:06,981 Epoch[23] Batch [5800-5850]	Speed: 212.67 samples/sec	accuracy=0.929531
+2020-04-13 00:18:37,254 Epoch[23] Batch [5850-5900]	Speed: 211.41 samples/sec	accuracy=0.925469
+2020-04-13 00:19:07,225 Epoch[23] Batch [5900-5950]	Speed: 213.54 samples/sec	accuracy=0.927344
+2020-04-13 00:19:37,437 Epoch[23] Batch [5950-6000]	Speed: 211.84 samples/sec	accuracy=0.925937
+2020-04-13 00:20:07,813 Epoch[23] Batch [6000-6050]	Speed: 210.69 samples/sec	accuracy=0.928438
+2020-04-13 00:20:37,914 Epoch[23] Batch [6050-6100]	Speed: 212.62 samples/sec	accuracy=0.925937
+2020-04-13 00:21:07,736 Epoch[23] Batch [6100-6150]	Speed: 214.61 samples/sec	accuracy=0.931562
+2020-04-13 00:21:37,475 Epoch[23] Batch [6150-6200]	Speed: 215.21 samples/sec	accuracy=0.928594
+2020-04-13 00:22:07,408 Epoch[23] Batch [6200-6250]	Speed: 213.81 samples/sec	accuracy=0.929844
+2020-04-13 00:22:37,709 Epoch[23] Batch [6250-6300]	Speed: 211.22 samples/sec	accuracy=0.930469
+2020-04-13 00:23:07,527 Epoch[23] Batch [6300-6350]	Speed: 214.64 samples/sec	accuracy=0.931094
+2020-04-13 00:23:37,822 Epoch[23] Batch [6350-6400]	Speed: 211.26 samples/sec	accuracy=0.932969
+2020-04-13 00:24:08,261 Epoch[23] Batch [6400-6450]	Speed: 210.25 samples/sec	accuracy=0.926250
+2020-04-13 00:24:37,921 Epoch[23] Batch [6450-6500]	Speed: 215.78 samples/sec	accuracy=0.923750
+2020-04-13 00:25:07,719 Epoch[23] Batch [6500-6550]	Speed: 214.78 samples/sec	accuracy=0.930156
+2020-04-13 00:25:37,731 Epoch[23] Batch [6550-6600]	Speed: 213.25 samples/sec	accuracy=0.926406
+2020-04-13 00:26:07,891 Epoch[23] Batch [6600-6650]	Speed: 212.20 samples/sec	accuracy=0.927031
+2020-04-13 00:26:38,145 Epoch[23] Batch [6650-6700]	Speed: 211.54 samples/sec	accuracy=0.930469
+2020-04-13 00:27:08,550 Epoch[23] Batch [6700-6750]	Speed: 210.49 samples/sec	accuracy=0.923125
+2020-04-13 00:27:38,891 Epoch[23] Batch [6750-6800]	Speed: 210.94 samples/sec	accuracy=0.933594
+2020-04-13 00:28:08,849 Epoch[23] Batch [6800-6850]	Speed: 213.64 samples/sec	accuracy=0.930156
+2020-04-13 00:28:39,278 Epoch[23] Batch [6850-6900]	Speed: 210.32 samples/sec	accuracy=0.935312
+2020-04-13 00:29:09,435 Epoch[23] Batch [6900-6950]	Speed: 212.23 samples/sec	accuracy=0.927813
+2020-04-13 00:29:39,217 Epoch[23] Batch [6950-7000]	Speed: 214.90 samples/sec	accuracy=0.927656
+2020-04-13 00:30:09,593 Epoch[23] Batch [7000-7050]	Speed: 210.69 samples/sec	accuracy=0.932031
+2020-04-13 00:30:39,580 Epoch[23] Batch [7050-7100]	Speed: 213.43 samples/sec	accuracy=0.929063
+2020-04-13 00:31:09,657 Epoch[23] Batch [7100-7150]	Speed: 212.79 samples/sec	accuracy=0.926406
+2020-04-13 00:31:39,558 Epoch[23] Batch [7150-7200]	Speed: 214.04 samples/sec	accuracy=0.926250
+2020-04-13 00:32:09,771 Epoch[23] Batch [7200-7250]	Speed: 211.83 samples/sec	accuracy=0.928125
+2020-04-13 00:32:40,123 Epoch[23] Batch [7250-7300]	Speed: 210.86 samples/sec	accuracy=0.930469
+2020-04-13 00:33:09,819 Epoch[23] Batch [7300-7350]	Speed: 215.52 samples/sec	accuracy=0.929375
+2020-04-13 00:33:39,814 Epoch[23] Batch [7350-7400]	Speed: 213.37 samples/sec	accuracy=0.930625
+2020-04-13 00:34:10,030 Epoch[23] Batch [7400-7450]	Speed: 211.81 samples/sec	accuracy=0.930156
+2020-04-13 00:34:40,141 Epoch[23] Batch [7450-7500]	Speed: 212.55 samples/sec	accuracy=0.935312
+2020-04-13 00:35:10,409 Epoch[23] Batch [7500-7550]	Speed: 211.44 samples/sec	accuracy=0.933750
+2020-04-13 00:35:40,533 Epoch[23] Batch [7550-7600]	Speed: 212.46 samples/sec	accuracy=0.929219
+2020-04-13 00:36:10,402 Epoch[23] Batch [7600-7650]	Speed: 214.27 samples/sec	accuracy=0.928281
+2020-04-13 00:36:40,670 Epoch[23] Batch [7650-7700]	Speed: 211.44 samples/sec	accuracy=0.931094
+2020-04-13 00:37:10,739 Epoch[23] Batch [7700-7750]	Speed: 212.84 samples/sec	accuracy=0.932031
+2020-04-13 00:37:40,710 Epoch[23] Batch [7750-7800]	Speed: 213.54 samples/sec	accuracy=0.924219
+2020-04-13 00:38:11,025 Epoch[23] Batch [7800-7850]	Speed: 211.12 samples/sec	accuracy=0.924219
+2020-04-13 00:38:41,524 Epoch[23] Batch [7850-7900]	Speed: 209.84 samples/sec	accuracy=0.928281
+2020-04-13 00:39:11,577 Epoch[23] Batch [7900-7950]	Speed: 212.95 samples/sec	accuracy=0.925469
+2020-04-13 00:39:41,978 Epoch[23] Batch [7950-8000]	Speed: 210.53 samples/sec	accuracy=0.932031
+2020-04-13 00:40:12,308 Epoch[23] Batch [8000-8050]	Speed: 211.01 samples/sec	accuracy=0.925469
+2020-04-13 00:40:42,127 Epoch[23] Batch [8050-8100]	Speed: 214.63 samples/sec	accuracy=0.931094
+2020-04-13 00:41:12,112 Epoch[23] Batch [8100-8150]	Speed: 213.44 samples/sec	accuracy=0.928750
+2020-04-13 00:41:42,517 Epoch[23] Batch [8150-8200]	Speed: 210.49 samples/sec	accuracy=0.925469
+2020-04-13 00:42:12,621 Epoch[23] Batch [8200-8250]	Speed: 212.60 samples/sec	accuracy=0.926406
+2020-04-13 00:42:42,732 Epoch[23] Batch [8250-8300]	Speed: 212.55 samples/sec	accuracy=0.929531
+2020-04-13 00:43:12,875 Epoch[23] Batch [8300-8350]	Speed: 212.32 samples/sec	accuracy=0.929219
+2020-04-13 00:43:43,017 Epoch[23] Batch [8350-8400]	Speed: 212.33 samples/sec	accuracy=0.931562
+2020-04-13 00:44:12,687 Epoch[23] Batch [8400-8450]	Speed: 215.71 samples/sec	accuracy=0.925312
+2020-04-13 00:44:42,990 Epoch[23] Batch [8450-8500]	Speed: 211.20 samples/sec	accuracy=0.927188
+2020-04-13 00:45:13,113 Epoch[23] Batch [8500-8550]	Speed: 212.46 samples/sec	accuracy=0.932344
+2020-04-13 00:45:43,241 Epoch[23] Batch [8550-8600]	Speed: 212.43 samples/sec	accuracy=0.930625
+2020-04-13 00:46:13,574 Epoch[23] Batch [8600-8650]	Speed: 210.99 samples/sec	accuracy=0.935781
+2020-04-13 00:46:43,550 Epoch[23] Batch [8650-8700]	Speed: 213.51 samples/sec	accuracy=0.925312
+2020-04-13 00:47:13,818 Epoch[23] Batch [8700-8750]	Speed: 211.45 samples/sec	accuracy=0.938906
+2020-04-13 00:47:44,203 Epoch[23] Batch [8750-8800]	Speed: 210.63 samples/sec	accuracy=0.926562
+2020-04-13 00:48:14,649 Epoch[23] Batch [8800-8850]	Speed: 210.20 samples/sec	accuracy=0.930312
+2020-04-13 00:48:44,882 Epoch[23] Batch [8850-8900]	Speed: 211.70 samples/sec	accuracy=0.928438
+2020-04-13 00:49:14,806 Epoch[23] Batch [8900-8950]	Speed: 213.88 samples/sec	accuracy=0.930000
+2020-04-13 00:49:44,802 Epoch[23] Batch [8950-9000]	Speed: 213.36 samples/sec	accuracy=0.928594
+2020-04-13 00:50:15,179 Epoch[23] Batch [9000-9050]	Speed: 210.69 samples/sec	accuracy=0.927344
+2020-04-13 00:50:45,135 Epoch[23] Batch [9050-9100]	Speed: 213.65 samples/sec	accuracy=0.926250
+2020-04-13 00:51:15,197 Epoch[23] Batch [9100-9150]	Speed: 212.89 samples/sec	accuracy=0.931719
+2020-04-13 00:51:44,964 Epoch[23] Batch [9150-9200]	Speed: 215.01 samples/sec	accuracy=0.920000
+2020-04-13 00:52:15,028 Epoch[23] Batch [9200-9250]	Speed: 212.88 samples/sec	accuracy=0.928438
+2020-04-13 00:52:45,108 Epoch[23] Batch [9250-9300]	Speed: 212.76 samples/sec	accuracy=0.929375
+2020-04-13 00:53:15,355 Epoch[23] Batch [9300-9350]	Speed: 211.60 samples/sec	accuracy=0.929063
+2020-04-13 00:53:45,659 Epoch[23] Batch [9350-9400]	Speed: 211.19 samples/sec	accuracy=0.923125
+2020-04-13 00:54:15,992 Epoch[23] Batch [9400-9450]	Speed: 210.99 samples/sec	accuracy=0.926719
+2020-04-13 00:54:45,888 Epoch[23] Batch [9450-9500]	Speed: 214.08 samples/sec	accuracy=0.934219
+2020-04-13 00:55:16,145 Epoch[23] Batch [9500-9550]	Speed: 211.52 samples/sec	accuracy=0.930781
+2020-04-13 00:55:46,290 Epoch[23] Batch [9550-9600]	Speed: 212.31 samples/sec	accuracy=0.925937
+2020-04-13 00:56:16,359 Epoch[23] Batch [9600-9650]	Speed: 212.85 samples/sec	accuracy=0.930937
+2020-04-13 00:56:46,488 Epoch[23] Batch [9650-9700]	Speed: 212.42 samples/sec	accuracy=0.928125
+2020-04-13 00:57:16,484 Epoch[23] Batch [9700-9750]	Speed: 213.36 samples/sec	accuracy=0.930937
+2020-04-13 00:57:46,537 Epoch[23] Batch [9750-9800]	Speed: 212.96 samples/sec	accuracy=0.931719
+2020-04-13 00:58:16,932 Epoch[23] Batch [9800-9850]	Speed: 210.56 samples/sec	accuracy=0.928125
+2020-04-13 00:58:47,260 Epoch[23] Batch [9850-9900]	Speed: 211.03 samples/sec	accuracy=0.930469
+2020-04-13 00:59:17,392 Epoch[23] Batch [9900-9950]	Speed: 212.40 samples/sec	accuracy=0.930625
+2020-04-13 00:59:47,660 Epoch[23] Batch [9950-10000]	Speed: 211.45 samples/sec	accuracy=0.922500
+2020-04-13 01:00:17,891 Epoch[23] Batch [10000-10050]	Speed: 211.70 samples/sec	accuracy=0.925781
+2020-04-13 01:00:48,092 Epoch[23] Batch [10050-10100]	Speed: 211.92 samples/sec	accuracy=0.932656
+2020-04-13 01:01:18,077 Epoch[23] Batch [10100-10150]	Speed: 213.43 samples/sec	accuracy=0.930156
+2020-04-13 01:01:48,050 Epoch[23] Batch [10150-10200]	Speed: 213.53 samples/sec	accuracy=0.929375
+2020-04-13 01:02:18,125 Epoch[23] Batch [10200-10250]	Speed: 212.81 samples/sec	accuracy=0.925937
+2020-04-13 01:02:48,341 Epoch[23] Batch [10250-10300]	Speed: 211.81 samples/sec	accuracy=0.930625
+2020-04-13 01:03:18,000 Epoch[23] Batch [10300-10350]	Speed: 215.79 samples/sec	accuracy=0.928594
+2020-04-13 01:03:48,143 Epoch[23] Batch [10350-10400]	Speed: 212.32 samples/sec	accuracy=0.926406
+2020-04-13 01:04:18,388 Epoch[23] Batch [10400-10450]	Speed: 211.61 samples/sec	accuracy=0.935312
+2020-04-13 01:04:48,514 Epoch[23] Batch [10450-10500]	Speed: 212.44 samples/sec	accuracy=0.934375
+2020-04-13 01:05:18,421 Epoch[23] Batch [10500-10550]	Speed: 214.00 samples/sec	accuracy=0.929375
+2020-04-13 01:05:48,119 Epoch[23] Batch [10550-10600]	Speed: 215.51 samples/sec	accuracy=0.931719
+2020-04-13 01:06:18,146 Epoch[23] Batch [10600-10650]	Speed: 213.14 samples/sec	accuracy=0.925781
+2020-04-13 01:06:48,147 Epoch[23] Batch [10650-10700]	Speed: 213.33 samples/sec	accuracy=0.932656
+2020-04-13 01:07:18,094 Epoch[23] Batch [10700-10750]	Speed: 213.72 samples/sec	accuracy=0.927031
+2020-04-13 01:07:48,484 Epoch[23] Batch [10750-10800]	Speed: 210.59 samples/sec	accuracy=0.926719
+2020-04-13 01:08:18,564 Epoch[23] Batch [10800-10850]	Speed: 212.77 samples/sec	accuracy=0.924219
+2020-04-13 01:08:48,498 Epoch[23] Batch [10850-10900]	Speed: 213.81 samples/sec	accuracy=0.925156
+2020-04-13 01:09:18,210 Epoch[23] Batch [10900-10950]	Speed: 215.40 samples/sec	accuracy=0.924687
+2020-04-13 01:09:48,476 Epoch[23] Batch [10950-11000]	Speed: 211.46 samples/sec	accuracy=0.928438
+2020-04-13 01:10:18,786 Epoch[23] Batch [11000-11050]	Speed: 211.15 samples/sec	accuracy=0.932656
+2020-04-13 01:10:49,089 Epoch[23] Batch [11050-11100]	Speed: 211.20 samples/sec	accuracy=0.931562
+2020-04-13 01:11:18,949 Epoch[23] Batch [11100-11150]	Speed: 214.33 samples/sec	accuracy=0.931562
+2020-04-13 01:11:49,246 Epoch[23] Batch [11150-11200]	Speed: 211.25 samples/sec	accuracy=0.927969
+2020-04-13 01:12:19,311 Epoch[23] Batch [11200-11250]	Speed: 212.87 samples/sec	accuracy=0.924687
+2020-04-13 01:12:49,572 Epoch[23] Batch [11250-11300]	Speed: 211.49 samples/sec	accuracy=0.923281
+2020-04-13 01:13:19,624 Epoch[23] Batch [11300-11350]	Speed: 212.97 samples/sec	accuracy=0.934219
+2020-04-13 01:13:49,705 Epoch[23] Batch [11350-11400]	Speed: 212.76 samples/sec	accuracy=0.925781
+2020-04-13 01:14:19,772 Epoch[23] Batch [11400-11450]	Speed: 212.86 samples/sec	accuracy=0.924375
+2020-04-13 01:14:49,539 Epoch[23] Batch [11450-11500]	Speed: 215.01 samples/sec	accuracy=0.927344
+2020-04-13 01:15:19,616 Epoch[23] Batch [11500-11550]	Speed: 212.79 samples/sec	accuracy=0.931250
+2020-04-13 01:15:49,653 Epoch[23] Batch [11550-11600]	Speed: 213.07 samples/sec	accuracy=0.928594
+2020-04-13 01:16:19,645 Epoch[23] Batch [11600-11650]	Speed: 213.39 samples/sec	accuracy=0.929375
+2020-04-13 01:16:50,014 Epoch[23] Batch [11650-11700]	Speed: 210.75 samples/sec	accuracy=0.933750
+2020-04-13 01:17:19,951 Epoch[23] Batch [11700-11750]	Speed: 213.78 samples/sec	accuracy=0.928438
+2020-04-13 01:17:50,142 Epoch[23] Batch [11750-11800]	Speed: 211.98 samples/sec	accuracy=0.929688
+2020-04-13 01:18:20,668 Epoch[23] Batch [11800-11850]	Speed: 209.66 samples/sec	accuracy=0.928438
+2020-04-13 01:18:51,025 Epoch[23] Batch [11850-11900]	Speed: 210.82 samples/sec	accuracy=0.925000
+2020-04-13 01:19:20,868 Epoch[23] Batch [11900-11950]	Speed: 214.46 samples/sec	accuracy=0.932187
+2020-04-13 01:19:51,090 Epoch[23] Batch [11950-12000]	Speed: 211.77 samples/sec	accuracy=0.928125
+2020-04-13 01:20:21,421 Epoch[23] Batch [12000-12050]	Speed: 211.01 samples/sec	accuracy=0.928594
+2020-04-13 01:20:51,084 Epoch[23] Batch [12050-12100]	Speed: 215.76 samples/sec	accuracy=0.932344
+2020-04-13 01:21:21,147 Epoch[23] Batch [12100-12150]	Speed: 212.88 samples/sec	accuracy=0.924687
+2020-04-13 01:21:51,567 Epoch[23] Batch [12150-12200]	Speed: 210.39 samples/sec	accuracy=0.931562
+2020-04-13 01:22:21,644 Epoch[23] Batch [12200-12250]	Speed: 212.79 samples/sec	accuracy=0.924687
+2020-04-13 01:22:51,845 Epoch[23] Batch [12250-12300]	Speed: 211.92 samples/sec	accuracy=0.926250
+2020-04-13 01:23:21,869 Epoch[23] Batch [12300-12350]	Speed: 213.16 samples/sec	accuracy=0.924687
+2020-04-13 01:23:51,796 Epoch[23] Batch [12350-12400]	Speed: 213.86 samples/sec	accuracy=0.926250
+2020-04-13 01:24:22,110 Epoch[23] Batch [12400-12450]	Speed: 211.13 samples/sec	accuracy=0.935156
+2020-04-13 01:24:52,371 Epoch[23] Batch [12450-12500]	Speed: 211.49 samples/sec	accuracy=0.927813
+2020-04-13 01:25:22,409 Epoch[23] Batch [12500-12550]	Speed: 213.07 samples/sec	accuracy=0.934063
+2020-04-13 01:25:52,467 Epoch[23] Batch [12550-12600]	Speed: 212.93 samples/sec	accuracy=0.931875
+2020-04-13 01:26:22,512 Epoch[23] Batch [12600-12650]	Speed: 213.01 samples/sec	accuracy=0.931250
+2020-04-13 01:26:52,519 Epoch[23] Batch [12650-12700]	Speed: 213.28 samples/sec	accuracy=0.931875
+2020-04-13 01:27:22,733 Epoch[23] Batch [12700-12750]	Speed: 211.82 samples/sec	accuracy=0.924844
+2020-04-13 01:27:52,587 Epoch[23] Batch [12750-12800]	Speed: 214.38 samples/sec	accuracy=0.930625
+2020-04-13 01:28:22,545 Epoch[23] Batch [12800-12850]	Speed: 213.63 samples/sec	accuracy=0.928125
+2020-04-13 01:28:52,853 Epoch[23] Batch [12850-12900]	Speed: 211.17 samples/sec	accuracy=0.931250
+2020-04-13 01:29:23,131 Epoch[23] Batch [12900-12950]	Speed: 211.38 samples/sec	accuracy=0.927813
+2020-04-13 01:29:53,393 Epoch[23] Batch [12950-13000]	Speed: 211.49 samples/sec	accuracy=0.926406
+2020-04-13 01:30:23,272 Epoch[23] Batch [13000-13050]	Speed: 214.20 samples/sec	accuracy=0.930625
+2020-04-13 01:30:53,370 Epoch[23] Batch [13050-13100]	Speed: 212.64 samples/sec	accuracy=0.927813
+2020-04-13 01:31:23,337 Epoch[23] Batch [13100-13150]	Speed: 213.57 samples/sec	accuracy=0.928906
+2020-04-13 01:31:53,408 Epoch[23] Batch [13150-13200]	Speed: 212.83 samples/sec	accuracy=0.926719
+2020-04-13 01:32:23,764 Epoch[23] Batch [13200-13250]	Speed: 210.83 samples/sec	accuracy=0.931406
+2020-04-13 01:32:53,815 Epoch[23] Batch [13250-13300]	Speed: 212.97 samples/sec	accuracy=0.933750
+2020-04-13 01:33:24,357 Epoch[23] Batch [13300-13350]	Speed: 209.55 samples/sec	accuracy=0.926094
+2020-04-13 01:33:54,242 Epoch[23] Batch [13350-13400]	Speed: 214.16 samples/sec	accuracy=0.927188
+2020-04-13 01:34:24,127 Epoch[23] Batch [13400-13450]	Speed: 214.16 samples/sec	accuracy=0.930625
+2020-04-13 01:34:54,156 Epoch[23] Batch [13450-13500]	Speed: 213.13 samples/sec	accuracy=0.933125
+2020-04-13 01:35:24,271 Epoch[23] Batch [13500-13550]	Speed: 212.52 samples/sec	accuracy=0.927969
+2020-04-13 01:35:54,443 Epoch[23] Batch [13550-13600]	Speed: 212.12 samples/sec	accuracy=0.925312
+2020-04-13 01:36:24,801 Epoch[23] Batch [13600-13650]	Speed: 210.82 samples/sec	accuracy=0.926406
+2020-04-13 01:36:54,920 Epoch[23] Batch [13650-13700]	Speed: 212.49 samples/sec	accuracy=0.931562
+2020-04-13 01:37:24,854 Epoch[23] Batch [13700-13750]	Speed: 213.81 samples/sec	accuracy=0.928125
+2020-04-13 01:37:54,755 Epoch[23] Batch [13750-13800]	Speed: 214.04 samples/sec	accuracy=0.928906
+2020-04-13 01:38:24,815 Epoch[23] Batch [13800-13850]	Speed: 212.91 samples/sec	accuracy=0.931406
+2020-04-13 01:38:55,105 Epoch[23] Batch [13850-13900]	Speed: 211.29 samples/sec	accuracy=0.929844
+2020-04-13 01:39:25,062 Epoch[23] Batch [13900-13950]	Speed: 213.64 samples/sec	accuracy=0.924375
+2020-04-13 01:39:55,313 Epoch[23] Batch [13950-14000]	Speed: 211.56 samples/sec	accuracy=0.935469
+2020-04-13 01:40:25,422 Epoch[23] Batch [14000-14050]	Speed: 212.56 samples/sec	accuracy=0.928906
+2020-04-13 01:40:55,478 Epoch[23] Batch [14050-14100]	Speed: 212.94 samples/sec	accuracy=0.932813
+2020-04-13 01:41:25,491 Epoch[23] Batch [14100-14150]	Speed: 213.24 samples/sec	accuracy=0.927656
+2020-04-13 01:41:55,472 Epoch[23] Batch [14150-14200]	Speed: 213.47 samples/sec	accuracy=0.927969
+2020-04-13 01:42:25,693 Epoch[23] Batch [14200-14250]	Speed: 211.78 samples/sec	accuracy=0.930312
+2020-04-13 01:42:55,670 Epoch[23] Batch [14250-14300]	Speed: 213.50 samples/sec	accuracy=0.930156
+2020-04-13 01:43:25,881 Epoch[23] Batch [14300-14350]	Speed: 211.85 samples/sec	accuracy=0.929063
+2020-04-13 01:43:56,100 Epoch[23] Batch [14350-14400]	Speed: 211.79 samples/sec	accuracy=0.925937
+2020-04-13 01:44:26,146 Epoch[23] Batch [14400-14450]	Speed: 213.01 samples/sec	accuracy=0.927813
+2020-04-13 01:44:55,907 Epoch[23] Batch [14450-14500]	Speed: 215.04 samples/sec	accuracy=0.921719
+2020-04-13 01:45:26,351 Epoch[23] Batch [14500-14550]	Speed: 210.22 samples/sec	accuracy=0.928750
+2020-04-13 01:45:56,232 Epoch[23] Batch [14550-14600]	Speed: 214.18 samples/sec	accuracy=0.924687
+2020-04-13 01:46:26,498 Epoch[23] Batch [14600-14650]	Speed: 211.46 samples/sec	accuracy=0.927344
+2020-04-13 01:46:56,640 Epoch[23] Batch [14650-14700]	Speed: 212.33 samples/sec	accuracy=0.922344
+2020-04-13 01:47:27,009 Epoch[23] Batch [14700-14750]	Speed: 210.74 samples/sec	accuracy=0.929063
+2020-04-13 01:47:57,450 Epoch[23] Batch [14750-14800]	Speed: 210.24 samples/sec	accuracy=0.926250
+2020-04-13 01:48:27,539 Epoch[23] Batch [14800-14850]	Speed: 212.71 samples/sec	accuracy=0.928594
+2020-04-13 01:48:57,311 Epoch[23] Batch [14850-14900]	Speed: 214.96 samples/sec	accuracy=0.928125
+2020-04-13 01:49:27,647 Epoch[23] Batch [14900-14950]	Speed: 210.97 samples/sec	accuracy=0.925156
+2020-04-13 01:49:57,843 Epoch[23] Batch [14950-15000]	Speed: 211.95 samples/sec	accuracy=0.928438
+2020-04-13 01:50:27,904 Epoch[23] Batch [15000-15050]	Speed: 212.90 samples/sec	accuracy=0.928125
+2020-04-13 01:50:57,884 Epoch[23] Batch [15050-15100]	Speed: 213.48 samples/sec	accuracy=0.931875
+2020-04-13 01:51:27,805 Epoch[23] Batch [15100-15150]	Speed: 213.90 samples/sec	accuracy=0.921250
+2020-04-13 01:51:57,852 Epoch[23] Batch [15150-15200]	Speed: 213.00 samples/sec	accuracy=0.928750
+2020-04-13 01:52:27,961 Epoch[23] Batch [15200-15250]	Speed: 212.56 samples/sec	accuracy=0.927969
+2020-04-13 01:52:58,064 Epoch[23] Batch [15250-15300]	Speed: 212.61 samples/sec	accuracy=0.926250
+2020-04-13 01:53:28,135 Epoch[23] Batch [15300-15350]	Speed: 212.83 samples/sec	accuracy=0.931875
+2020-04-13 01:53:58,283 Epoch[23] Batch [15350-15400]	Speed: 212.29 samples/sec	accuracy=0.930625
+2020-04-13 01:54:28,522 Epoch[23] Batch [15400-15450]	Speed: 211.65 samples/sec	accuracy=0.932187
+2020-04-13 01:54:58,373 Epoch[23] Batch [15450-15500]	Speed: 214.39 samples/sec	accuracy=0.927344
+2020-04-13 01:55:28,454 Epoch[23] Batch [15500-15550]	Speed: 212.77 samples/sec	accuracy=0.930156
+2020-04-13 01:55:58,543 Epoch[23] Batch [15550-15600]	Speed: 212.70 samples/sec	accuracy=0.932344
+2020-04-13 01:56:28,737 Epoch[23] Batch [15600-15650]	Speed: 211.97 samples/sec	accuracy=0.929531
+2020-04-13 01:56:59,131 Epoch[23] Batch [15650-15700]	Speed: 210.57 samples/sec	accuracy=0.928281
+2020-04-13 01:57:29,558 Epoch[23] Batch [15700-15750]	Speed: 210.34 samples/sec	accuracy=0.932500
+2020-04-13 01:57:59,969 Epoch[23] Batch [15750-15800]	Speed: 210.45 samples/sec	accuracy=0.930156
+2020-04-13 01:58:30,238 Epoch[23] Batch [15800-15850]	Speed: 211.44 samples/sec	accuracy=0.933125
+2020-04-13 01:59:00,454 Epoch[23] Batch [15850-15900]	Speed: 211.81 samples/sec	accuracy=0.927031
+2020-04-13 01:59:30,725 Epoch[23] Batch [15900-15950]	Speed: 211.42 samples/sec	accuracy=0.932031
+2020-04-13 02:00:01,096 Epoch[23] Batch [15950-16000]	Speed: 210.73 samples/sec	accuracy=0.931719
+2020-04-13 02:00:31,212 Epoch[23] Batch [16000-16050]	Speed: 212.52 samples/sec	accuracy=0.931562
+2020-04-13 02:01:01,320 Epoch[23] Batch [16050-16100]	Speed: 212.57 samples/sec	accuracy=0.931406
+2020-04-13 02:01:31,698 Epoch[23] Batch [16100-16150]	Speed: 210.69 samples/sec	accuracy=0.922969
+2020-04-13 02:02:02,292 Epoch[23] Batch [16150-16200]	Speed: 209.19 samples/sec	accuracy=0.925937
+2020-04-13 02:02:32,526 Epoch[23] Batch [16200-16250]	Speed: 211.68 samples/sec	accuracy=0.928594
+2020-04-13 02:03:02,765 Epoch[23] Batch [16250-16300]	Speed: 211.65 samples/sec	accuracy=0.928594
+2020-04-13 02:03:33,169 Epoch[23] Batch [16300-16350]	Speed: 210.50 samples/sec	accuracy=0.927656
+2020-04-13 02:04:03,513 Epoch[23] Batch [16350-16400]	Speed: 210.92 samples/sec	accuracy=0.931719
+2020-04-13 02:04:33,656 Epoch[23] Batch [16400-16450]	Speed: 212.32 samples/sec	accuracy=0.928438
+2020-04-13 02:05:03,890 Epoch[23] Batch [16450-16500]	Speed: 211.69 samples/sec	accuracy=0.923906
+2020-04-13 02:05:34,235 Epoch[23] Batch [16500-16550]	Speed: 210.91 samples/sec	accuracy=0.929531
+2020-04-13 02:06:04,080 Epoch[23] Batch [16550-16600]	Speed: 214.45 samples/sec	accuracy=0.925000
+2020-04-13 02:06:34,074 Epoch[23] Batch [16600-16650]	Speed: 213.38 samples/sec	accuracy=0.923125
+2020-04-13 02:07:04,091 Epoch[23] Batch [16650-16700]	Speed: 213.21 samples/sec	accuracy=0.923125
+2020-04-13 02:07:33,894 Epoch[23] Batch [16700-16750]	Speed: 214.74 samples/sec	accuracy=0.932813
+2020-04-13 02:08:04,238 Epoch[23] Batch [16750-16800]	Speed: 210.92 samples/sec	accuracy=0.928438
+2020-04-13 02:08:34,611 Epoch[23] Batch [16800-16850]	Speed: 210.72 samples/sec	accuracy=0.932344
+2020-04-13 02:09:04,917 Epoch[23] Batch [16850-16900]	Speed: 211.18 samples/sec	accuracy=0.932969
+2020-04-13 02:09:34,817 Epoch[23] Batch [16900-16950]	Speed: 214.05 samples/sec	accuracy=0.921875
+2020-04-13 02:10:05,084 Epoch[23] Batch [16950-17000]	Speed: 211.45 samples/sec	accuracy=0.930156
+2020-04-13 02:10:35,308 Epoch[23] Batch [17000-17050]	Speed: 211.76 samples/sec	accuracy=0.923750
+2020-04-13 02:11:05,216 Epoch[23] Batch [17050-17100]	Speed: 213.99 samples/sec	accuracy=0.931094
+2020-04-13 02:11:35,390 Epoch[23] Batch [17100-17150]	Speed: 212.11 samples/sec	accuracy=0.931094
+2020-04-13 02:12:05,684 Epoch[23] Batch [17150-17200]	Speed: 211.27 samples/sec	accuracy=0.932344
+2020-04-13 02:12:35,824 Epoch[23] Batch [17200-17250]	Speed: 212.34 samples/sec	accuracy=0.928438
+2020-04-13 02:13:05,963 Epoch[23] Batch [17250-17300]	Speed: 212.35 samples/sec	accuracy=0.922188
+2020-04-13 02:13:36,219 Epoch[23] Batch [17300-17350]	Speed: 211.53 samples/sec	accuracy=0.925625
+2020-04-13 02:14:06,350 Epoch[23] Batch [17350-17400]	Speed: 212.40 samples/sec	accuracy=0.928906
+2020-04-13 02:14:36,247 Epoch[23] Batch [17400-17450]	Speed: 214.08 samples/sec	accuracy=0.924844
+2020-04-13 02:15:06,304 Epoch[23] Batch [17450-17500]	Speed: 212.93 samples/sec	accuracy=0.925625
+2020-04-13 02:15:36,541 Epoch[23] Batch [17500-17550]	Speed: 211.67 samples/sec	accuracy=0.925937
+2020-04-13 02:16:06,761 Epoch[23] Batch [17550-17600]	Speed: 211.78 samples/sec	accuracy=0.930469
+2020-04-13 02:16:36,878 Epoch[23] Batch [17600-17650]	Speed: 212.51 samples/sec	accuracy=0.927813
+2020-04-13 02:17:07,147 Epoch[23] Batch [17650-17700]	Speed: 211.44 samples/sec	accuracy=0.927031
+2020-04-13 02:17:37,299 Epoch[23] Batch [17700-17750]	Speed: 212.26 samples/sec	accuracy=0.935156
+2020-04-13 02:18:07,855 Epoch[23] Batch [17750-17800]	Speed: 209.45 samples/sec	accuracy=0.927656
+2020-04-13 02:18:37,914 Epoch[23] Batch [17800-17850]	Speed: 212.92 samples/sec	accuracy=0.928438
+2020-04-13 02:19:08,388 Epoch[23] Batch [17850-17900]	Speed: 210.02 samples/sec	accuracy=0.934688
+2020-04-13 02:19:38,558 Epoch[23] Batch [17900-17950]	Speed: 212.13 samples/sec	accuracy=0.929688
+2020-04-13 02:20:08,625 Epoch[23] Batch [17950-18000]	Speed: 212.86 samples/sec	accuracy=0.929375
+2020-04-13 02:20:38,766 Epoch[23] Batch [18000-18050]	Speed: 212.34 samples/sec	accuracy=0.934375
+2020-04-13 02:21:08,643 Epoch[23] Batch [18050-18100]	Speed: 214.22 samples/sec	accuracy=0.925625
+2020-04-13 02:21:38,707 Epoch[23] Batch [18100-18150]	Speed: 212.88 samples/sec	accuracy=0.925937
+2020-04-13 02:22:09,177 Epoch[23] Batch [18150-18200]	Speed: 210.04 samples/sec	accuracy=0.932813
+2020-04-13 02:22:39,006 Epoch[23] Batch [18200-18250]	Speed: 214.56 samples/sec	accuracy=0.925625
+2020-04-13 02:23:09,235 Epoch[23] Batch [18250-18300]	Speed: 211.72 samples/sec	accuracy=0.928750
+2020-04-13 02:23:39,420 Epoch[23] Batch [18300-18350]	Speed: 212.03 samples/sec	accuracy=0.932656
+2020-04-13 02:24:09,502 Epoch[23] Batch [18350-18400]	Speed: 212.75 samples/sec	accuracy=0.929531
+2020-04-13 02:24:39,389 Epoch[23] Batch [18400-18450]	Speed: 214.14 samples/sec	accuracy=0.928906
+2020-04-13 02:25:09,634 Epoch[23] Batch [18450-18500]	Speed: 211.61 samples/sec	accuracy=0.926250
+2020-04-13 02:25:39,555 Epoch[23] Batch [18500-18550]	Speed: 213.90 samples/sec	accuracy=0.928125
+2020-04-13 02:26:09,947 Epoch[23] Batch [18550-18600]	Speed: 210.58 samples/sec	accuracy=0.928906
+2020-04-13 02:26:40,234 Epoch[23] Batch [18600-18650]	Speed: 211.31 samples/sec	accuracy=0.933281
+2020-04-13 02:27:10,546 Epoch[23] Batch [18650-18700]	Speed: 211.14 samples/sec	accuracy=0.926562
+2020-04-13 02:27:40,596 Epoch[23] Batch [18700-18750]	Speed: 212.98 samples/sec	accuracy=0.925312
+2020-04-13 02:28:10,814 Epoch[23] Batch [18750-18800]	Speed: 211.79 samples/sec	accuracy=0.927344
+2020-04-13 02:28:40,822 Epoch[23] Batch [18800-18850]	Speed: 213.28 samples/sec	accuracy=0.925937
+2020-04-13 02:29:10,941 Epoch[23] Batch [18850-18900]	Speed: 212.49 samples/sec	accuracy=0.931875
+2020-04-13 02:29:40,936 Epoch[23] Batch [18900-18950]	Speed: 213.37 samples/sec	accuracy=0.924844
+2020-04-13 02:30:11,243 Epoch[23] Batch [18950-19000]	Speed: 211.17 samples/sec	accuracy=0.930625
+2020-04-13 02:30:41,336 Epoch[23] Batch [19000-19050]	Speed: 212.67 samples/sec	accuracy=0.928906
+2020-04-13 02:31:11,784 Epoch[23] Batch [19050-19100]	Speed: 210.20 samples/sec	accuracy=0.933438
+2020-04-13 02:31:41,860 Epoch[23] Batch [19100-19150]	Speed: 212.79 samples/sec	accuracy=0.929688
+2020-04-13 02:32:11,727 Epoch[23] Batch [19150-19200]	Speed: 214.29 samples/sec	accuracy=0.926406
+2020-04-13 02:32:42,032 Epoch[23] Batch [19200-19250]	Speed: 211.19 samples/sec	accuracy=0.922656
+2020-04-13 02:33:12,319 Epoch[23] Batch [19250-19300]	Speed: 211.31 samples/sec	accuracy=0.924531
+2020-04-13 02:33:42,876 Epoch[23] Batch [19300-19350]	Speed: 209.45 samples/sec	accuracy=0.929375
+2020-04-13 02:34:12,819 Epoch[23] Batch [19350-19400]	Speed: 213.74 samples/sec	accuracy=0.930156
+2020-04-13 02:34:43,203 Epoch[23] Batch [19400-19450]	Speed: 210.64 samples/sec	accuracy=0.929688
+2020-04-13 02:35:13,252 Epoch[23] Batch [19450-19500]	Speed: 212.99 samples/sec	accuracy=0.930937
+2020-04-13 02:35:43,272 Epoch[23] Batch [19500-19550]	Speed: 213.19 samples/sec	accuracy=0.925625
+2020-04-13 02:36:13,515 Epoch[23] Batch [19550-19600]	Speed: 211.62 samples/sec	accuracy=0.932187
+2020-04-13 02:36:43,623 Epoch[23] Batch [19600-19650]	Speed: 212.57 samples/sec	accuracy=0.929844
+2020-04-13 02:37:10,886 Epoch[23] Batch [19650-19700]	Speed: 234.75 samples/sec	accuracy=0.931094
+2020-04-13 02:37:38,284 Epoch[23] Batch [19700-19750]	Speed: 233.60 samples/sec	accuracy=0.928281
+2020-04-13 02:38:05,722 Epoch[23] Batch [19750-19800]	Speed: 233.26 samples/sec	accuracy=0.928281
+2020-04-13 02:38:32,891 Epoch[23] Batch [19800-19850]	Speed: 235.56 samples/sec	accuracy=0.932031
+2020-04-13 02:39:00,289 Epoch[23] Batch [19850-19900]	Speed: 233.60 samples/sec	accuracy=0.928906
+2020-04-13 02:39:27,537 Epoch[23] Batch [19900-19950]	Speed: 234.88 samples/sec	accuracy=0.935312
+2020-04-13 02:39:54,951 Epoch[23] Batch [19950-20000]	Speed: 233.46 samples/sec	accuracy=0.925469
+2020-04-13 02:40:22,372 Epoch[23] Batch [20000-20050]	Speed: 233.40 samples/sec	accuracy=0.932656
+2020-04-13 02:40:49,637 Epoch[23] Batch [20050-20100]	Speed: 234.74 samples/sec	accuracy=0.928750
+2020-04-13 02:41:17,183 Epoch[23] Batch [20100-20150]	Speed: 232.34 samples/sec	accuracy=0.929063
+2020-04-13 02:41:44,638 Epoch[23] Batch [20150-20200]	Speed: 233.11 samples/sec	accuracy=0.928906
+2020-04-13 02:42:11,989 Epoch[23] Batch [20200-20250]	Speed: 234.00 samples/sec	accuracy=0.930469
+2020-04-13 02:42:39,190 Epoch[23] Batch [20250-20300]	Speed: 235.28 samples/sec	accuracy=0.933125
+2020-04-13 02:43:06,661 Epoch[23] Batch [20300-20350]	Speed: 232.97 samples/sec	accuracy=0.935156
+2020-04-13 02:43:34,009 Epoch[23] Batch [20350-20400]	Speed: 234.02 samples/sec	accuracy=0.931250
+2020-04-13 02:44:01,373 Epoch[23] Batch [20400-20450]	Speed: 233.89 samples/sec	accuracy=0.927969
+2020-04-13 02:44:28,825 Epoch[23] Batch [20450-20500]	Speed: 233.13 samples/sec	accuracy=0.929531
+2020-04-13 02:44:56,144 Epoch[23] Batch [20500-20550]	Speed: 234.28 samples/sec	accuracy=0.931094
+2020-04-13 02:45:23,455 Epoch[23] Batch [20550-20600]	Speed: 234.34 samples/sec	accuracy=0.932031
+2020-04-13 02:45:50,755 Epoch[23] Batch [20600-20650]	Speed: 234.43 samples/sec	accuracy=0.928125
+2020-04-13 02:46:18,231 Epoch[23] Batch [20650-20700]	Speed: 232.94 samples/sec	accuracy=0.925312
+2020-04-13 02:46:45,561 Epoch[23] Batch [20700-20750]	Speed: 234.17 samples/sec	accuracy=0.925312
+2020-04-13 02:47:12,951 Epoch[23] Batch [20750-20800]	Speed: 233.66 samples/sec	accuracy=0.926875
+2020-04-13 02:47:40,471 Epoch[23] Batch [20800-20850]	Speed: 232.56 samples/sec	accuracy=0.931406
+2020-04-13 02:48:08,110 Epoch[23] Batch [20850-20900]	Speed: 231.56 samples/sec	accuracy=0.930156
+2020-04-13 02:48:35,428 Epoch[23] Batch [20900-20950]	Speed: 234.28 samples/sec	accuracy=0.928438
+2020-04-13 02:49:02,769 Epoch[23] Batch [20950-21000]	Speed: 234.08 samples/sec	accuracy=0.922656
+2020-04-13 02:49:30,038 Epoch[23] Batch [21000-21050]	Speed: 234.71 samples/sec	accuracy=0.933594
+2020-04-13 02:49:57,588 Epoch[23] Batch [21050-21100]	Speed: 232.31 samples/sec	accuracy=0.923750
+2020-04-13 02:50:24,631 Epoch[23] Batch [21100-21150]	Speed: 236.66 samples/sec	accuracy=0.935000
+2020-04-13 02:50:52,023 Epoch[23] Batch [21150-21200]	Speed: 233.65 samples/sec	accuracy=0.930000
+2020-04-13 02:51:19,450 Epoch[23] Batch [21200-21250]	Speed: 233.35 samples/sec	accuracy=0.928281
+2020-04-13 02:51:46,745 Epoch[23] Batch [21250-21300]	Speed: 234.48 samples/sec	accuracy=0.933750
+2020-04-13 02:52:14,154 Epoch[23] Batch [21300-21350]	Speed: 233.50 samples/sec	accuracy=0.932500
+2020-04-13 02:52:41,412 Epoch[23] Batch [21350-21400]	Speed: 234.80 samples/sec	accuracy=0.927813
+2020-04-13 02:53:08,753 Epoch[23] Batch [21400-21450]	Speed: 234.08 samples/sec	accuracy=0.929219
+2020-04-13 02:53:36,081 Epoch[23] Batch [21450-21500]	Speed: 234.19 samples/sec	accuracy=0.929531
+2020-04-13 02:54:03,945 Epoch[23] Batch [21500-21550]	Speed: 229.69 samples/sec	accuracy=0.928594
+2020-04-13 02:54:31,292 Epoch[23] Batch [21550-21600]	Speed: 234.03 samples/sec	accuracy=0.927656
+2020-04-13 02:54:58,536 Epoch[23] Batch [21600-21650]	Speed: 234.91 samples/sec	accuracy=0.932813
+2020-04-13 02:55:26,253 Epoch[23] Batch [21650-21700]	Speed: 230.91 samples/sec	accuracy=0.927969
+2020-04-13 02:55:53,536 Epoch[23] Batch [21700-21750]	Speed: 234.58 samples/sec	accuracy=0.931562
+2020-04-13 02:56:20,962 Epoch[23] Batch [21750-21800]	Speed: 233.36 samples/sec	accuracy=0.924219
+2020-04-13 02:56:48,268 Epoch[23] Batch [21800-21850]	Speed: 234.39 samples/sec	accuracy=0.924687
+2020-04-13 02:57:15,625 Epoch[23] Batch [21850-21900]	Speed: 233.94 samples/sec	accuracy=0.931406
+2020-04-13 02:57:42,802 Epoch[23] Batch [21900-21950]	Speed: 235.50 samples/sec	accuracy=0.925312
+2020-04-13 02:58:10,102 Epoch[23] Batch [21950-22000]	Speed: 234.43 samples/sec	accuracy=0.930312
+2020-04-13 02:58:37,670 Epoch[23] Batch [22000-22050]	Speed: 232.16 samples/sec	accuracy=0.924531
+2020-04-13 02:59:04,774 Epoch[23] Batch [22050-22100]	Speed: 236.12 samples/sec	accuracy=0.925312
+2020-04-13 02:59:32,053 Epoch[23] Batch [22100-22150]	Speed: 234.62 samples/sec	accuracy=0.929375
+2020-04-13 02:59:59,532 Epoch[23] Batch [22150-22200]	Speed: 232.91 samples/sec	accuracy=0.929531
+2020-04-13 03:00:26,932 Epoch[23] Batch [22200-22250]	Speed: 233.58 samples/sec	accuracy=0.928750
+2020-04-13 03:00:54,462 Epoch[23] Batch [22250-22300]	Speed: 232.48 samples/sec	accuracy=0.924219
+2020-04-13 03:01:21,789 Epoch[23] Batch [22300-22350]	Speed: 234.20 samples/sec	accuracy=0.930469
+2020-04-13 03:01:49,554 Epoch[23] Batch [22350-22400]	Speed: 230.51 samples/sec	accuracy=0.933125
+2020-04-13 03:02:17,046 Epoch[23] Batch [22400-22450]	Speed: 232.79 samples/sec	accuracy=0.929688
+2020-04-13 03:02:44,329 Epoch[23] Batch [22450-22500]	Speed: 234.58 samples/sec	accuracy=0.930312
+2020-04-13 03:03:11,760 Epoch[23] Batch [22500-22550]	Speed: 233.32 samples/sec	accuracy=0.939219
+2020-04-13 03:03:39,065 Epoch[23] Batch [22550-22600]	Speed: 234.39 samples/sec	accuracy=0.929531
+2020-04-13 03:04:06,410 Epoch[23] Batch [22600-22650]	Speed: 234.05 samples/sec	accuracy=0.932187
+2020-04-13 03:04:34,179 Epoch[23] Batch [22650-22700]	Speed: 230.47 samples/sec	accuracy=0.931562
+2020-04-13 03:05:01,581 Epoch[23] Batch [22700-22750]	Speed: 233.57 samples/sec	accuracy=0.927344
+2020-04-13 03:05:28,831 Epoch[23] Batch [22750-22800]	Speed: 234.86 samples/sec	accuracy=0.929844
+2020-04-13 03:05:56,159 Epoch[23] Batch [22800-22850]	Speed: 234.19 samples/sec	accuracy=0.933906
+2020-04-13 03:06:23,599 Epoch[23] Batch [22850-22900]	Speed: 233.24 samples/sec	accuracy=0.928281
+2020-04-13 03:06:50,982 Epoch[23] Batch [22900-22950]	Speed: 233.72 samples/sec	accuracy=0.930312
+2020-04-13 03:07:18,371 Epoch[23] Batch [22950-23000]	Speed: 233.68 samples/sec	accuracy=0.922813
+2020-04-13 03:07:45,898 Epoch[23] Batch [23000-23050]	Speed: 232.49 samples/sec	accuracy=0.931250
+2020-04-13 03:08:13,222 Epoch[23] Batch [23050-23100]	Speed: 234.23 samples/sec	accuracy=0.927500
+2020-04-13 03:08:42,670 Epoch[23] Batch [23100-23150]	Speed: 217.33 samples/sec	accuracy=0.929219
+2020-04-13 03:09:12,585 Epoch[23] Batch [23150-23200]	Speed: 213.94 samples/sec	accuracy=0.932187
+2020-04-13 03:09:42,843 Epoch[23] Batch [23200-23250]	Speed: 211.52 samples/sec	accuracy=0.926406
+2020-04-13 03:10:13,253 Epoch[23] Batch [23250-23300]	Speed: 210.46 samples/sec	accuracy=0.926719
+2020-04-13 03:10:43,451 Epoch[23] Batch [23300-23350]	Speed: 211.94 samples/sec	accuracy=0.930937
+2020-04-13 03:11:13,481 Epoch[23] Batch [23350-23400]	Speed: 213.12 samples/sec	accuracy=0.930312
+2020-04-13 03:11:43,811 Epoch[23] Batch [23400-23450]	Speed: 211.01 samples/sec	accuracy=0.922188
+2020-04-13 03:12:14,218 Epoch[23] Batch [23450-23500]	Speed: 210.48 samples/sec	accuracy=0.926562
+2020-04-13 03:12:44,472 Epoch[23] Batch [23500-23550]	Speed: 211.55 samples/sec	accuracy=0.927813
+2020-04-13 03:13:14,806 Epoch[23] Batch [23550-23600]	Speed: 210.98 samples/sec	accuracy=0.934375
+2020-04-13 03:13:44,616 Epoch[23] Batch [23600-23650]	Speed: 214.70 samples/sec	accuracy=0.927500
+2020-04-13 03:14:15,019 Epoch[23] Batch [23650-23700]	Speed: 210.51 samples/sec	accuracy=0.929844
+2020-04-13 03:14:45,260 Epoch[23] Batch [23700-23750]	Speed: 211.63 samples/sec	accuracy=0.927656
+2020-04-13 03:15:14,909 Epoch[23] Batch [23750-23800]	Speed: 215.86 samples/sec	accuracy=0.930469
+2020-04-13 03:15:44,409 Epoch[23] Batch [23800-23850]	Speed: 216.96 samples/sec	accuracy=0.932031
+2020-04-13 03:16:14,762 Epoch[23] Batch [23850-23900]	Speed: 210.85 samples/sec	accuracy=0.930469
+2020-04-13 03:16:44,904 Epoch[23] Batch [23900-23950]	Speed: 212.33 samples/sec	accuracy=0.928594
+2020-04-13 03:17:15,171 Epoch[23] Batch [23950-24000]	Speed: 211.45 samples/sec	accuracy=0.921406
+2020-04-13 03:17:45,478 Epoch[23] Batch [24000-24050]	Speed: 211.18 samples/sec	accuracy=0.925781
+2020-04-13 03:18:15,668 Epoch[23] Batch [24050-24100]	Speed: 211.99 samples/sec	accuracy=0.929375
+2020-04-13 03:18:45,736 Epoch[23] Batch [24100-24150]	Speed: 212.85 samples/sec	accuracy=0.927031
+2020-04-13 03:19:15,796 Epoch[23] Batch [24150-24200]	Speed: 212.91 samples/sec	accuracy=0.920000
+2020-04-13 03:19:45,920 Epoch[23] Batch [24200-24250]	Speed: 212.46 samples/sec	accuracy=0.926562
+2020-04-13 03:20:15,980 Epoch[23] Batch [24250-24300]	Speed: 212.91 samples/sec	accuracy=0.929375
+2020-04-13 03:20:45,942 Epoch[23] Batch [24300-24350]	Speed: 213.61 samples/sec	accuracy=0.932031
+2020-04-13 03:21:16,248 Epoch[23] Batch [24350-24400]	Speed: 211.18 samples/sec	accuracy=0.933281
+2020-04-13 03:21:46,577 Epoch[23] Batch [24400-24450]	Speed: 211.01 samples/sec	accuracy=0.931562
+2020-04-13 03:22:16,526 Epoch[23] Batch [24450-24500]	Speed: 213.70 samples/sec	accuracy=0.933594
+2020-04-13 03:22:46,748 Epoch[23] Batch [24500-24550]	Speed: 211.77 samples/sec	accuracy=0.931875
+2020-04-13 03:23:16,821 Epoch[23] Batch [24550-24600]	Speed: 212.82 samples/sec	accuracy=0.927656
+2020-04-13 03:23:46,956 Epoch[23] Batch [24600-24650]	Speed: 212.38 samples/sec	accuracy=0.924844
+2020-04-13 03:24:17,228 Epoch[23] Batch [24650-24700]	Speed: 211.42 samples/sec	accuracy=0.926719
+2020-04-13 03:24:47,415 Epoch[23] Batch [24700-24750]	Speed: 212.01 samples/sec	accuracy=0.930312
+2020-04-13 03:25:17,666 Epoch[23] Batch [24750-24800]	Speed: 211.56 samples/sec	accuracy=0.935937
+2020-04-13 03:25:47,705 Epoch[23] Batch [24800-24850]	Speed: 213.06 samples/sec	accuracy=0.925469
+2020-04-13 03:26:17,837 Epoch[23] Batch [24850-24900]	Speed: 212.40 samples/sec	accuracy=0.926250
+2020-04-13 03:26:48,134 Epoch[23] Batch [24900-24950]	Speed: 211.25 samples/sec	accuracy=0.927031
+2020-04-13 03:27:18,418 Epoch[23] Batch [24950-25000]	Speed: 211.33 samples/sec	accuracy=0.927500
+2020-04-13 03:27:48,426 Epoch[23] Batch [25000-25050]	Speed: 213.28 samples/sec	accuracy=0.932656
+2020-04-13 03:28:18,706 Epoch[23] Batch [25050-25100]	Speed: 211.36 samples/sec	accuracy=0.932187
+2020-04-13 03:28:48,689 Epoch[23] Batch [25100-25150]	Speed: 213.46 samples/sec	accuracy=0.931875
+2020-04-13 03:29:18,699 Epoch[23] Batch [25150-25200]	Speed: 213.26 samples/sec	accuracy=0.928750
+2020-04-13 03:29:48,800 Epoch[23] Batch [25200-25250]	Speed: 212.62 samples/sec	accuracy=0.929063
+2020-04-13 03:30:18,952 Epoch[23] Batch [25250-25300]	Speed: 212.26 samples/sec	accuracy=0.928438
+2020-04-13 03:30:49,336 Epoch[23] Batch [25300-25350]	Speed: 210.64 samples/sec	accuracy=0.931250
+2020-04-13 03:31:19,364 Epoch[23] Batch [25350-25400]	Speed: 213.14 samples/sec	accuracy=0.927656
+2020-04-13 03:31:49,686 Epoch[23] Batch [25400-25450]	Speed: 211.07 samples/sec	accuracy=0.925312
+2020-04-13 03:32:19,438 Epoch[23] Batch [25450-25500]	Speed: 215.11 samples/sec	accuracy=0.929219
+2020-04-13 03:32:49,348 Epoch[23] Batch [25500-25550]	Speed: 213.98 samples/sec	accuracy=0.924687
+2020-04-13 03:33:19,548 Epoch[23] Batch [25550-25600]	Speed: 211.92 samples/sec	accuracy=0.924219
+2020-04-13 03:33:49,380 Epoch[23] Batch [25600-25650]	Speed: 214.53 samples/sec	accuracy=0.922813
+2020-04-13 03:34:19,545 Epoch[23] Batch [25650-25700]	Speed: 212.17 samples/sec	accuracy=0.928594
+2020-04-13 03:34:49,522 Epoch[23] Batch [25700-25750]	Speed: 213.50 samples/sec	accuracy=0.926406
+2020-04-13 03:35:19,764 Epoch[23] Batch [25750-25800]	Speed: 211.62 samples/sec	accuracy=0.924531
+2020-04-13 03:35:50,209 Epoch[23] Batch [25800-25850]	Speed: 210.22 samples/sec	accuracy=0.928125
+2020-04-13 03:36:20,580 Epoch[23] Batch [25850-25900]	Speed: 210.73 samples/sec	accuracy=0.926094
+2020-04-13 03:36:50,509 Epoch[23] Batch [25900-25950]	Speed: 213.84 samples/sec	accuracy=0.929531
+2020-04-13 03:37:20,890 Epoch[23] Batch [25950-26000]	Speed: 210.66 samples/sec	accuracy=0.930312
+2020-04-13 03:37:50,939 Epoch[23] Batch [26000-26050]	Speed: 212.98 samples/sec	accuracy=0.930469
+2020-04-13 03:38:21,152 Epoch[23] Batch [26050-26100]	Speed: 211.83 samples/sec	accuracy=0.927344
+2020-04-13 03:38:51,319 Epoch[23] Batch [26100-26150]	Speed: 212.15 samples/sec	accuracy=0.932656
+2020-04-13 03:39:21,257 Epoch[23] Batch [26150-26200]	Speed: 213.78 samples/sec	accuracy=0.931094
+2020-04-13 03:39:51,358 Epoch[23] Batch [26200-26250]	Speed: 212.62 samples/sec	accuracy=0.928906
+2020-04-13 03:40:21,424 Epoch[23] Batch [26250-26300]	Speed: 212.87 samples/sec	accuracy=0.931875
+2020-04-13 03:40:51,373 Epoch[23] Batch [26300-26350]	Speed: 213.70 samples/sec	accuracy=0.933594
+2020-04-13 03:41:21,166 Epoch[23] Batch [26350-26400]	Speed: 214.82 samples/sec	accuracy=0.926875
+2020-04-13 03:41:51,570 Epoch[23] Batch [26400-26450]	Speed: 210.50 samples/sec	accuracy=0.928438
+2020-04-13 03:42:21,595 Epoch[23] Batch [26450-26500]	Speed: 213.16 samples/sec	accuracy=0.931094
+2020-04-13 03:42:51,528 Epoch[23] Batch [26500-26550]	Speed: 213.81 samples/sec	accuracy=0.920937
+2020-04-13 03:43:21,366 Epoch[23] Batch [26550-26600]	Speed: 214.49 samples/sec	accuracy=0.930156
+2020-04-13 03:43:51,697 Epoch[23] Batch [26600-26650]	Speed: 211.01 samples/sec	accuracy=0.923750
+2020-04-13 03:44:22,138 Epoch[23] Batch [26650-26700]	Speed: 210.25 samples/sec	accuracy=0.930156
+2020-04-13 03:44:52,155 Epoch[23] Batch [26700-26750]	Speed: 213.21 samples/sec	accuracy=0.929063
+2020-04-13 03:45:22,336 Epoch[23] Batch [26750-26800]	Speed: 212.06 samples/sec	accuracy=0.930937
+2020-04-13 03:45:52,576 Epoch[23] Batch [26800-26850]	Speed: 211.64 samples/sec	accuracy=0.928281
+2020-04-13 03:46:22,579 Epoch[23] Batch [26850-26900]	Speed: 213.31 samples/sec	accuracy=0.926719
+2020-04-13 03:46:52,671 Epoch[23] Batch [26900-26950]	Speed: 212.68 samples/sec	accuracy=0.925469
+2020-04-13 03:47:22,751 Epoch[23] Batch [26950-27000]	Speed: 212.77 samples/sec	accuracy=0.931250
+2020-04-13 03:47:52,952 Epoch[23] Batch [27000-27050]	Speed: 211.91 samples/sec	accuracy=0.932344
+2020-04-13 03:48:23,093 Epoch[23] Batch [27050-27100]	Speed: 212.34 samples/sec	accuracy=0.926875
+2020-04-13 03:48:53,476 Epoch[23] Batch [27100-27150]	Speed: 210.65 samples/sec	accuracy=0.927656
+2020-04-13 03:49:23,585 Epoch[23] Batch [27150-27200]	Speed: 212.56 samples/sec	accuracy=0.930312
+2020-04-13 03:49:53,620 Epoch[23] Batch [27200-27250]	Speed: 213.08 samples/sec	accuracy=0.926094
+2020-04-13 03:50:23,791 Epoch[23] Batch [27250-27300]	Speed: 212.13 samples/sec	accuracy=0.930937
+2020-04-13 03:50:53,631 Epoch[23] Batch [27300-27350]	Speed: 214.48 samples/sec	accuracy=0.918125
+2020-04-13 03:51:23,785 Epoch[23] Batch [27350-27400]	Speed: 212.24 samples/sec	accuracy=0.927656
+2020-04-13 03:51:53,775 Epoch[23] Batch [27400-27450]	Speed: 213.41 samples/sec	accuracy=0.927188
+2020-04-13 03:52:23,560 Epoch[23] Batch [27450-27500]	Speed: 214.87 samples/sec	accuracy=0.930937
+2020-04-13 03:52:53,901 Epoch[23] Batch [27500-27550]	Speed: 210.94 samples/sec	accuracy=0.930312
+2020-04-13 03:53:24,135 Epoch[23] Batch [27550-27600]	Speed: 211.68 samples/sec	accuracy=0.931250
+2020-04-13 03:53:54,138 Epoch[23] Batch [27600-27650]	Speed: 213.31 samples/sec	accuracy=0.938906
+2020-04-13 03:54:24,087 Epoch[23] Batch [27650-27700]	Speed: 213.70 samples/sec	accuracy=0.927969
+2020-04-13 03:54:53,863 Epoch[23] Batch [27700-27750]	Speed: 214.94 samples/sec	accuracy=0.931250
+2020-04-13 03:55:23,998 Epoch[23] Batch [27750-27800]	Speed: 212.38 samples/sec	accuracy=0.930312
+2020-04-13 03:55:54,413 Epoch[23] Batch [27800-27850]	Speed: 210.42 samples/sec	accuracy=0.927813
+2020-04-13 03:56:24,160 Epoch[23] Batch [27850-27900]	Speed: 215.15 samples/sec	accuracy=0.931406
+2020-04-13 03:56:54,304 Epoch[23] Batch [27900-27950]	Speed: 212.31 samples/sec	accuracy=0.927969
+2020-04-13 03:57:24,320 Epoch[23] Batch [27950-28000]	Speed: 213.22 samples/sec	accuracy=0.923750
+2020-04-13 03:57:54,589 Epoch[23] Batch [28000-28050]	Speed: 211.44 samples/sec	accuracy=0.937031
+2020-04-13 03:58:24,854 Epoch[23] Batch [28050-28100]	Speed: 211.47 samples/sec	accuracy=0.929844
+2020-04-13 03:58:55,228 Epoch[23] Batch [28100-28150]	Speed: 210.71 samples/sec	accuracy=0.929063
+2020-04-13 03:59:25,553 Epoch[23] Batch [28150-28200]	Speed: 211.05 samples/sec	accuracy=0.928594
+2020-04-13 03:59:48,958 Epoch[23] Train-accuracy=0.928895
+2020-04-13 03:59:48,958 Epoch[23] Time cost=16827.239
+2020-04-13 03:59:48,999 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0024.params"
+2020-04-13 04:29:36,661 Epoch[23] Validation-accuracy=0.969052
+2020-04-13 04:30:14,773 Epoch[24] Batch [0-50]	Speed: 213.30 samples/sec	accuracy=0.927543
+2020-04-13 04:30:44,933 Epoch[24] Batch [50-100]	Speed: 212.21 samples/sec	accuracy=0.936094
+2020-04-13 04:31:14,698 Epoch[24] Batch [100-150]	Speed: 215.02 samples/sec	accuracy=0.930156
+2020-04-13 04:31:44,765 Epoch[24] Batch [150-200]	Speed: 212.86 samples/sec	accuracy=0.927969
+2020-04-13 04:32:14,759 Epoch[24] Batch [200-250]	Speed: 213.38 samples/sec	accuracy=0.931562
+2020-04-13 04:32:45,068 Epoch[24] Batch [250-300]	Speed: 211.16 samples/sec	accuracy=0.927656
+2020-04-13 04:33:15,331 Epoch[24] Batch [300-350]	Speed: 211.48 samples/sec	accuracy=0.932500
+2020-04-13 04:33:45,296 Epoch[24] Batch [350-400]	Speed: 213.58 samples/sec	accuracy=0.928906
+2020-04-13 04:34:15,162 Epoch[24] Batch [400-450]	Speed: 214.29 samples/sec	accuracy=0.929531
+2020-04-13 04:34:45,344 Epoch[24] Batch [450-500]	Speed: 212.05 samples/sec	accuracy=0.934531
+2020-04-13 04:35:15,361 Epoch[24] Batch [500-550]	Speed: 213.21 samples/sec	accuracy=0.926562
+2020-04-13 04:35:45,865 Epoch[24] Batch [550-600]	Speed: 209.81 samples/sec	accuracy=0.929844
+2020-04-13 04:36:16,283 Epoch[24] Batch [600-650]	Speed: 210.40 samples/sec	accuracy=0.934219
+2020-04-13 04:36:46,275 Epoch[24] Batch [650-700]	Speed: 213.39 samples/sec	accuracy=0.925937
+2020-04-13 04:37:16,569 Epoch[24] Batch [700-750]	Speed: 211.27 samples/sec	accuracy=0.930781
+2020-04-13 04:37:46,688 Epoch[24] Batch [750-800]	Speed: 212.49 samples/sec	accuracy=0.930781
+2020-04-13 04:38:16,484 Epoch[24] Batch [800-850]	Speed: 214.80 samples/sec	accuracy=0.928125
+2020-04-13 04:38:46,732 Epoch[24] Batch [850-900]	Speed: 211.59 samples/sec	accuracy=0.929375
+2020-04-13 04:39:16,945 Epoch[24] Batch [900-950]	Speed: 211.83 samples/sec	accuracy=0.923125
+2020-04-13 04:39:47,095 Epoch[24] Batch [950-1000]	Speed: 212.28 samples/sec	accuracy=0.925312
+2020-04-13 04:40:17,373 Epoch[24] Batch [1000-1050]	Speed: 211.37 samples/sec	accuracy=0.927969
+2020-04-13 04:40:47,751 Epoch[24] Batch [1050-1100]	Speed: 210.69 samples/sec	accuracy=0.932969
+2020-04-13 04:41:18,213 Epoch[24] Batch [1100-1150]	Speed: 210.10 samples/sec	accuracy=0.928281
+2020-04-13 04:41:47,986 Epoch[24] Batch [1150-1200]	Speed: 214.96 samples/sec	accuracy=0.926875
+2020-04-13 04:42:18,028 Epoch[24] Batch [1200-1250]	Speed: 213.04 samples/sec	accuracy=0.930937
+2020-04-13 04:42:48,423 Epoch[24] Batch [1250-1300]	Speed: 210.56 samples/sec	accuracy=0.933281
+2020-04-13 04:43:18,372 Epoch[24] Batch [1300-1350]	Speed: 213.70 samples/sec	accuracy=0.928125
+2020-04-13 04:43:48,376 Epoch[24] Batch [1350-1400]	Speed: 213.31 samples/sec	accuracy=0.930781
+2020-04-13 04:44:18,360 Epoch[24] Batch [1400-1450]	Speed: 213.45 samples/sec	accuracy=0.927969
+2020-04-13 04:44:48,633 Epoch[24] Batch [1450-1500]	Speed: 211.41 samples/sec	accuracy=0.928594
+2020-04-13 04:45:18,898 Epoch[24] Batch [1500-1550]	Speed: 211.47 samples/sec	accuracy=0.932813
+2020-04-13 04:45:49,205 Epoch[24] Batch [1550-1600]	Speed: 211.17 samples/sec	accuracy=0.927813
+2020-04-13 04:46:19,315 Epoch[24] Batch [1600-1650]	Speed: 212.55 samples/sec	accuracy=0.925156
+2020-04-13 04:46:49,710 Epoch[24] Batch [1650-1700]	Speed: 210.56 samples/sec	accuracy=0.931250
+2020-04-13 04:47:19,666 Epoch[24] Batch [1700-1750]	Speed: 213.65 samples/sec	accuracy=0.924219
+2020-04-13 04:47:50,058 Epoch[24] Batch [1750-1800]	Speed: 210.58 samples/sec	accuracy=0.925937
+2020-04-13 04:48:19,685 Epoch[24] Batch [1800-1850]	Speed: 216.02 samples/sec	accuracy=0.929063
+2020-04-13 04:48:49,928 Epoch[24] Batch [1850-1900]	Speed: 211.62 samples/sec	accuracy=0.930469
+2020-04-13 04:49:20,070 Epoch[24] Batch [1900-1950]	Speed: 212.33 samples/sec	accuracy=0.921094
+2020-04-13 04:49:50,170 Epoch[24] Batch [1950-2000]	Speed: 212.62 samples/sec	accuracy=0.930625
+2020-04-13 04:50:20,485 Epoch[24] Batch [2000-2050]	Speed: 211.12 samples/sec	accuracy=0.930469
+2020-04-13 04:50:50,891 Epoch[24] Batch [2050-2100]	Speed: 210.49 samples/sec	accuracy=0.934531
+2020-04-13 04:51:21,358 Epoch[24] Batch [2100-2150]	Speed: 210.06 samples/sec	accuracy=0.930312
+2020-04-13 04:51:51,428 Epoch[24] Batch [2150-2200]	Speed: 212.84 samples/sec	accuracy=0.917969
+2020-04-13 04:52:21,735 Epoch[24] Batch [2200-2250]	Speed: 211.17 samples/sec	accuracy=0.927031
+2020-04-13 04:52:51,783 Epoch[24] Batch [2250-2300]	Speed: 213.00 samples/sec	accuracy=0.926719
+2020-04-13 04:53:22,069 Epoch[24] Batch [2300-2350]	Speed: 211.32 samples/sec	accuracy=0.928594
+2020-04-13 04:53:52,514 Epoch[24] Batch [2350-2400]	Speed: 210.21 samples/sec	accuracy=0.927031
+2020-04-13 04:54:22,810 Epoch[24] Batch [2400-2450]	Speed: 211.26 samples/sec	accuracy=0.934375
+2020-04-13 04:54:52,810 Epoch[24] Batch [2450-2500]	Speed: 213.33 samples/sec	accuracy=0.934063
+2020-04-13 04:55:23,254 Epoch[24] Batch [2500-2550]	Speed: 210.22 samples/sec	accuracy=0.933125
+2020-04-13 04:55:53,529 Epoch[24] Batch [2550-2600]	Speed: 211.40 samples/sec	accuracy=0.926406
+2020-04-13 04:56:23,947 Epoch[24] Batch [2600-2650]	Speed: 210.40 samples/sec	accuracy=0.929531
+2020-04-13 04:56:53,902 Epoch[24] Batch [2650-2700]	Speed: 213.66 samples/sec	accuracy=0.926250
+2020-04-13 04:57:24,035 Epoch[24] Batch [2700-2750]	Speed: 212.40 samples/sec	accuracy=0.932344
+2020-04-13 04:57:54,038 Epoch[24] Batch [2750-2800]	Speed: 213.32 samples/sec	accuracy=0.930312
+2020-04-13 04:58:24,024 Epoch[24] Batch [2800-2850]	Speed: 213.43 samples/sec	accuracy=0.936875
+2020-04-13 04:58:54,386 Epoch[24] Batch [2850-2900]	Speed: 210.79 samples/sec	accuracy=0.932500
+2020-04-13 04:59:24,465 Epoch[24] Batch [2900-2950]	Speed: 212.77 samples/sec	accuracy=0.931406
+2020-04-13 04:59:54,925 Epoch[24] Batch [2950-3000]	Speed: 210.11 samples/sec	accuracy=0.926875
+2020-04-13 05:00:24,995 Epoch[24] Batch [3000-3050]	Speed: 212.84 samples/sec	accuracy=0.929063
+2020-04-13 05:00:55,141 Epoch[24] Batch [3050-3100]	Speed: 212.30 samples/sec	accuracy=0.936875
+2020-04-13 05:01:25,244 Epoch[24] Batch [3100-3150]	Speed: 212.61 samples/sec	accuracy=0.929688
+2020-04-13 05:01:55,317 Epoch[24] Batch [3150-3200]	Speed: 212.82 samples/sec	accuracy=0.925469
+2020-04-13 05:02:25,673 Epoch[24] Batch [3200-3250]	Speed: 210.83 samples/sec	accuracy=0.925000
+2020-04-13 05:02:56,020 Epoch[24] Batch [3250-3300]	Speed: 210.90 samples/sec	accuracy=0.930781
+2020-04-13 05:03:26,021 Epoch[24] Batch [3300-3350]	Speed: 213.33 samples/sec	accuracy=0.933594
+2020-04-13 05:03:56,291 Epoch[24] Batch [3350-3400]	Speed: 211.44 samples/sec	accuracy=0.922344
+2020-04-13 05:04:25,929 Epoch[24] Batch [3400-3450]	Speed: 215.94 samples/sec	accuracy=0.923750
+2020-04-13 05:04:56,034 Epoch[24] Batch [3450-3500]	Speed: 212.59 samples/sec	accuracy=0.928125
+2020-04-13 05:05:26,033 Epoch[24] Batch [3500-3550]	Speed: 213.34 samples/sec	accuracy=0.932813
+2020-04-13 05:05:56,094 Epoch[24] Batch [3550-3600]	Speed: 212.90 samples/sec	accuracy=0.936250
+2020-04-13 05:06:26,189 Epoch[24] Batch [3600-3650]	Speed: 212.66 samples/sec	accuracy=0.931094
+2020-04-13 05:06:56,582 Epoch[24] Batch [3650-3700]	Speed: 210.58 samples/sec	accuracy=0.927031
+2020-04-13 05:07:26,550 Epoch[24] Batch [3700-3750]	Speed: 213.56 samples/sec	accuracy=0.928125
+2020-04-13 05:07:56,972 Epoch[24] Batch [3750-3800]	Speed: 210.38 samples/sec	accuracy=0.928125
+2020-04-13 05:08:27,274 Epoch[24] Batch [3800-3850]	Speed: 211.20 samples/sec	accuracy=0.926406
+2020-04-13 05:08:57,182 Epoch[24] Batch [3850-3900]	Speed: 213.99 samples/sec	accuracy=0.931250
+2020-04-13 05:09:26,966 Epoch[24] Batch [3900-3950]	Speed: 214.88 samples/sec	accuracy=0.935000
+2020-04-13 05:09:56,768 Epoch[24] Batch [3950-4000]	Speed: 214.76 samples/sec	accuracy=0.932031
+2020-04-13 05:10:26,676 Epoch[24] Batch [4000-4050]	Speed: 213.99 samples/sec	accuracy=0.925937
+2020-04-13 05:10:56,529 Epoch[24] Batch [4050-4100]	Speed: 214.38 samples/sec	accuracy=0.925625
+2020-04-13 05:11:26,481 Epoch[24] Batch [4100-4150]	Speed: 213.68 samples/sec	accuracy=0.926406
+2020-04-13 05:11:56,436 Epoch[24] Batch [4150-4200]	Speed: 213.65 samples/sec	accuracy=0.931250
+2020-04-13 05:12:26,651 Epoch[24] Batch [4200-4250]	Speed: 211.82 samples/sec	accuracy=0.930469
+2020-04-13 05:12:56,539 Epoch[24] Batch [4250-4300]	Speed: 214.13 samples/sec	accuracy=0.933750
+2020-04-13 05:13:26,791 Epoch[24] Batch [4300-4350]	Speed: 211.56 samples/sec	accuracy=0.926875
+2020-04-13 05:13:56,804 Epoch[24] Batch [4350-4400]	Speed: 213.24 samples/sec	accuracy=0.929531
+2020-04-13 05:14:26,745 Epoch[24] Batch [4400-4450]	Speed: 213.76 samples/sec	accuracy=0.931875
+2020-04-13 05:14:56,762 Epoch[24] Batch [4450-4500]	Speed: 213.21 samples/sec	accuracy=0.926875
+2020-04-13 05:15:26,892 Epoch[24] Batch [4500-4550]	Speed: 212.41 samples/sec	accuracy=0.929844
+2020-04-13 05:15:57,221 Epoch[24] Batch [4550-4600]	Speed: 211.02 samples/sec	accuracy=0.928594
+2020-04-13 05:16:27,296 Epoch[24] Batch [4600-4650]	Speed: 212.81 samples/sec	accuracy=0.927344
+2020-04-13 05:16:57,233 Epoch[24] Batch [4650-4700]	Speed: 213.78 samples/sec	accuracy=0.931875
+2020-04-13 05:17:27,179 Epoch[24] Batch [4700-4750]	Speed: 213.72 samples/sec	accuracy=0.929063
+2020-04-13 05:17:57,333 Epoch[24] Batch [4750-4800]	Speed: 212.24 samples/sec	accuracy=0.933906
+2020-04-13 05:18:27,290 Epoch[24] Batch [4800-4850]	Speed: 213.64 samples/sec	accuracy=0.925781
+2020-04-13 05:18:57,253 Epoch[24] Batch [4850-4900]	Speed: 213.60 samples/sec	accuracy=0.926875
+2020-04-13 05:19:27,626 Epoch[24] Batch [4900-4950]	Speed: 210.71 samples/sec	accuracy=0.932031
+2020-04-13 05:19:57,490 Epoch[24] Batch [4950-5000]	Speed: 214.31 samples/sec	accuracy=0.927500
+2020-04-13 05:20:27,021 Epoch[24] Batch [5000-5050]	Speed: 216.72 samples/sec	accuracy=0.930469
+2020-04-13 05:20:57,108 Epoch[24] Batch [5050-5100]	Speed: 212.72 samples/sec	accuracy=0.925781
+2020-04-13 05:21:26,933 Epoch[24] Batch [5100-5150]	Speed: 214.58 samples/sec	accuracy=0.925625
+2020-04-13 05:21:57,547 Epoch[24] Batch [5150-5200]	Speed: 209.05 samples/sec	accuracy=0.930156
+2020-04-13 05:22:27,611 Epoch[24] Batch [5200-5250]	Speed: 212.88 samples/sec	accuracy=0.927500
+2020-04-13 05:22:57,677 Epoch[24] Batch [5250-5300]	Speed: 212.87 samples/sec	accuracy=0.930156
+2020-04-13 05:23:27,454 Epoch[24] Batch [5300-5350]	Speed: 214.93 samples/sec	accuracy=0.929688
+2020-04-13 05:23:57,603 Epoch[24] Batch [5350-5400]	Speed: 212.28 samples/sec	accuracy=0.928594
+2020-04-13 05:24:27,483 Epoch[24] Batch [5400-5450]	Speed: 214.19 samples/sec	accuracy=0.927656
+2020-04-13 05:24:57,439 Epoch[24] Batch [5450-5500]	Speed: 213.65 samples/sec	accuracy=0.927344
+2020-04-13 05:25:27,847 Epoch[24] Batch [5500-5550]	Speed: 210.47 samples/sec	accuracy=0.933438
+2020-04-13 05:25:58,219 Epoch[24] Batch [5550-5600]	Speed: 210.73 samples/sec	accuracy=0.925781
+2020-04-13 05:26:28,156 Epoch[24] Batch [5600-5650]	Speed: 213.79 samples/sec	accuracy=0.930937
+2020-04-13 05:26:58,402 Epoch[24] Batch [5650-5700]	Speed: 211.60 samples/sec	accuracy=0.927656
+2020-04-13 05:27:28,312 Epoch[24] Batch [5700-5750]	Speed: 213.98 samples/sec	accuracy=0.928438
+2020-04-13 05:27:58,364 Epoch[24] Batch [5750-5800]	Speed: 212.97 samples/sec	accuracy=0.930781
+2020-04-13 05:28:28,144 Epoch[24] Batch [5800-5850]	Speed: 214.92 samples/sec	accuracy=0.930312
+2020-04-13 05:28:58,313 Epoch[24] Batch [5850-5900]	Speed: 212.14 samples/sec	accuracy=0.931094
+2020-04-13 05:29:28,234 Epoch[24] Batch [5900-5950]	Speed: 213.89 samples/sec	accuracy=0.932031
+2020-04-13 05:29:58,492 Epoch[24] Batch [5950-6000]	Speed: 211.52 samples/sec	accuracy=0.931250
+2020-04-13 05:30:28,667 Epoch[24] Batch [6000-6050]	Speed: 212.10 samples/sec	accuracy=0.931094
+2020-04-13 05:30:58,695 Epoch[24] Batch [6050-6100]	Speed: 213.13 samples/sec	accuracy=0.926719
+2020-04-13 05:31:28,884 Epoch[24] Batch [6100-6150]	Speed: 212.00 samples/sec	accuracy=0.930156
+2020-04-13 05:31:59,286 Epoch[24] Batch [6150-6200]	Speed: 210.51 samples/sec	accuracy=0.930312
+2020-04-13 05:32:29,757 Epoch[24] Batch [6200-6250]	Speed: 210.04 samples/sec	accuracy=0.932813
+2020-04-13 05:33:00,191 Epoch[24] Batch [6250-6300]	Speed: 210.30 samples/sec	accuracy=0.932187
+2020-04-13 05:33:30,469 Epoch[24] Batch [6300-6350]	Speed: 211.38 samples/sec	accuracy=0.929688
+2020-04-13 05:34:00,786 Epoch[24] Batch [6350-6400]	Speed: 211.10 samples/sec	accuracy=0.930625
+2020-04-13 05:34:30,669 Epoch[24] Batch [6400-6450]	Speed: 214.17 samples/sec	accuracy=0.930781
+2020-04-13 05:35:01,011 Epoch[24] Batch [6450-6500]	Speed: 210.93 samples/sec	accuracy=0.931094
+2020-04-13 05:35:31,276 Epoch[24] Batch [6500-6550]	Speed: 211.47 samples/sec	accuracy=0.926094
+2020-04-13 05:36:01,304 Epoch[24] Batch [6550-6600]	Speed: 213.13 samples/sec	accuracy=0.925156
+2020-04-13 05:36:31,510 Epoch[24] Batch [6600-6650]	Speed: 211.88 samples/sec	accuracy=0.928125
+2020-04-13 05:37:01,153 Epoch[24] Batch [6650-6700]	Speed: 215.91 samples/sec	accuracy=0.932344
+2020-04-13 05:37:31,922 Epoch[24] Batch [6700-6750]	Speed: 208.00 samples/sec	accuracy=0.927188
+2020-04-13 05:38:01,694 Epoch[24] Batch [6750-6800]	Speed: 214.97 samples/sec	accuracy=0.927188
+2020-04-13 05:38:31,500 Epoch[24] Batch [6800-6850]	Speed: 214.72 samples/sec	accuracy=0.927031
+2020-04-13 05:39:01,719 Epoch[24] Batch [6850-6900]	Speed: 211.79 samples/sec	accuracy=0.930156
+2020-04-13 05:39:31,796 Epoch[24] Batch [6900-6950]	Speed: 212.79 samples/sec	accuracy=0.930312
+2020-04-13 05:40:01,510 Epoch[24] Batch [6950-7000]	Speed: 215.38 samples/sec	accuracy=0.931875
+2020-04-13 05:40:31,588 Epoch[24] Batch [7000-7050]	Speed: 212.78 samples/sec	accuracy=0.927031
+2020-04-13 05:41:01,898 Epoch[24] Batch [7050-7100]	Speed: 211.15 samples/sec	accuracy=0.930781
+2020-04-13 05:41:32,230 Epoch[24] Batch [7100-7150]	Speed: 211.00 samples/sec	accuracy=0.931875
+2020-04-13 05:42:02,291 Epoch[24] Batch [7150-7200]	Speed: 212.90 samples/sec	accuracy=0.930781
+2020-04-13 05:42:32,006 Epoch[24] Batch [7200-7250]	Speed: 215.38 samples/sec	accuracy=0.927500
+2020-04-13 05:43:01,788 Epoch[24] Batch [7250-7300]	Speed: 214.89 samples/sec	accuracy=0.927969
+2020-04-13 05:43:31,708 Epoch[24] Batch [7300-7350]	Speed: 213.91 samples/sec	accuracy=0.931719
+2020-04-13 05:44:01,784 Epoch[24] Batch [7350-7400]	Speed: 212.80 samples/sec	accuracy=0.932344
+2020-04-13 05:44:31,679 Epoch[24] Batch [7400-7450]	Speed: 214.08 samples/sec	accuracy=0.928438
+2020-04-13 05:45:01,744 Epoch[24] Batch [7450-7500]	Speed: 212.87 samples/sec	accuracy=0.924531
+2020-04-13 05:45:32,090 Epoch[24] Batch [7500-7550]	Speed: 210.91 samples/sec	accuracy=0.926875
+2020-04-13 05:46:02,143 Epoch[24] Batch [7550-7600]	Speed: 212.96 samples/sec	accuracy=0.928750
+2020-04-13 05:46:31,853 Epoch[24] Batch [7600-7650]	Speed: 215.41 samples/sec	accuracy=0.932187
+2020-04-13 05:47:02,040 Epoch[24] Batch [7650-7700]	Speed: 212.01 samples/sec	accuracy=0.928125
+2020-04-13 05:47:31,787 Epoch[24] Batch [7700-7750]	Speed: 215.15 samples/sec	accuracy=0.932187
+2020-04-13 05:48:02,083 Epoch[24] Batch [7750-7800]	Speed: 211.25 samples/sec	accuracy=0.929375
+2020-04-13 05:48:32,230 Epoch[24] Batch [7800-7850]	Speed: 212.29 samples/sec	accuracy=0.933750
+2020-04-13 05:49:02,629 Epoch[24] Batch [7850-7900]	Speed: 210.53 samples/sec	accuracy=0.924375
+2020-04-13 05:49:32,949 Epoch[24] Batch [7900-7950]	Speed: 211.08 samples/sec	accuracy=0.930781
+2020-04-13 05:50:02,623 Epoch[24] Batch [7950-8000]	Speed: 215.68 samples/sec	accuracy=0.930625
+2020-04-13 05:50:32,527 Epoch[24] Batch [8000-8050]	Speed: 214.02 samples/sec	accuracy=0.929531
+2020-04-13 05:51:02,532 Epoch[24] Batch [8050-8100]	Speed: 213.29 samples/sec	accuracy=0.932031
+2020-04-13 05:51:32,020 Epoch[24] Batch [8100-8150]	Speed: 217.04 samples/sec	accuracy=0.931094
+2020-04-13 05:52:01,720 Epoch[24] Batch [8150-8200]	Speed: 215.49 samples/sec	accuracy=0.931406
+2020-04-13 05:52:31,783 Epoch[24] Batch [8200-8250]	Speed: 212.88 samples/sec	accuracy=0.924844
+2020-04-13 05:53:02,079 Epoch[24] Batch [8250-8300]	Speed: 211.26 samples/sec	accuracy=0.927188
+2020-04-13 05:53:32,126 Epoch[24] Batch [8300-8350]	Speed: 213.00 samples/sec	accuracy=0.925625
+2020-04-13 05:54:02,498 Epoch[24] Batch [8350-8400]	Speed: 210.72 samples/sec	accuracy=0.927656
+2020-04-13 05:54:32,647 Epoch[24] Batch [8400-8450]	Speed: 212.28 samples/sec	accuracy=0.929688
+2020-04-13 05:55:02,416 Epoch[24] Batch [8450-8500]	Speed: 214.99 samples/sec	accuracy=0.925781
+2020-04-13 05:55:32,548 Epoch[24] Batch [8500-8550]	Speed: 212.40 samples/sec	accuracy=0.925469
+2020-04-13 05:56:02,905 Epoch[24] Batch [8550-8600]	Speed: 210.83 samples/sec	accuracy=0.923906
+2020-04-13 05:56:33,041 Epoch[24] Batch [8600-8650]	Speed: 212.37 samples/sec	accuracy=0.930937
+2020-04-13 05:57:03,152 Epoch[24] Batch [8650-8700]	Speed: 212.55 samples/sec	accuracy=0.926250
+2020-04-13 05:57:33,445 Epoch[24] Batch [8700-8750]	Speed: 211.27 samples/sec	accuracy=0.926250
+2020-04-13 05:58:03,483 Epoch[24] Batch [8750-8800]	Speed: 213.07 samples/sec	accuracy=0.928750
+2020-04-13 05:58:33,455 Epoch[24] Batch [8800-8850]	Speed: 213.53 samples/sec	accuracy=0.926562
+2020-04-13 05:59:03,544 Epoch[24] Batch [8850-8900]	Speed: 212.71 samples/sec	accuracy=0.926406
+2020-04-13 05:59:33,621 Epoch[24] Batch [8900-8950]	Speed: 212.79 samples/sec	accuracy=0.931875
+2020-04-13 06:00:03,375 Epoch[24] Batch [8950-9000]	Speed: 215.10 samples/sec	accuracy=0.929063
+2020-04-13 06:00:33,383 Epoch[24] Batch [9000-9050]	Speed: 213.28 samples/sec	accuracy=0.928125
+2020-04-13 06:01:03,102 Epoch[24] Batch [9050-9100]	Speed: 215.35 samples/sec	accuracy=0.931094
+2020-04-13 06:01:33,170 Epoch[24] Batch [9100-9150]	Speed: 212.85 samples/sec	accuracy=0.928438
+2020-04-13 06:02:03,120 Epoch[24] Batch [9150-9200]	Speed: 213.69 samples/sec	accuracy=0.932031
+2020-04-13 06:02:33,373 Epoch[24] Batch [9200-9250]	Speed: 211.55 samples/sec	accuracy=0.926875
+2020-04-13 06:03:03,007 Epoch[24] Batch [9250-9300]	Speed: 215.97 samples/sec	accuracy=0.932344
+2020-04-13 06:03:33,139 Epoch[24] Batch [9300-9350]	Speed: 212.40 samples/sec	accuracy=0.926094
+2020-04-13 06:04:03,155 Epoch[24] Batch [9350-9400]	Speed: 213.22 samples/sec	accuracy=0.934063
+2020-04-13 06:04:33,200 Epoch[24] Batch [9400-9450]	Speed: 213.01 samples/sec	accuracy=0.927188
+2020-04-13 06:05:03,195 Epoch[24] Batch [9450-9500]	Speed: 213.37 samples/sec	accuracy=0.932031
+2020-04-13 06:05:33,447 Epoch[24] Batch [9500-9550]	Speed: 211.56 samples/sec	accuracy=0.935156
+2020-04-13 06:06:03,366 Epoch[24] Batch [9550-9600]	Speed: 213.92 samples/sec	accuracy=0.928750
+2020-04-13 06:06:33,638 Epoch[24] Batch [9600-9650]	Speed: 211.42 samples/sec	accuracy=0.926406
+2020-04-13 06:07:03,971 Epoch[24] Batch [9650-9700]	Speed: 210.99 samples/sec	accuracy=0.927344
+2020-04-13 06:07:34,241 Epoch[24] Batch [9700-9750]	Speed: 211.44 samples/sec	accuracy=0.924844
+2020-04-13 06:08:03,920 Epoch[24] Batch [9750-9800]	Speed: 215.64 samples/sec	accuracy=0.927969
+2020-04-13 06:08:34,373 Epoch[24] Batch [9800-9850]	Speed: 210.16 samples/sec	accuracy=0.927344
+2020-04-13 06:09:04,372 Epoch[24] Batch [9850-9900]	Speed: 213.34 samples/sec	accuracy=0.924219
+2020-04-13 06:09:34,315 Epoch[24] Batch [9900-9950]	Speed: 213.74 samples/sec	accuracy=0.929063
+2020-04-13 06:10:04,636 Epoch[24] Batch [9950-10000]	Speed: 211.08 samples/sec	accuracy=0.930625
+2020-04-13 06:10:34,952 Epoch[24] Batch [10000-10050]	Speed: 211.11 samples/sec	accuracy=0.929844
+2020-04-13 06:11:05,150 Epoch[24] Batch [10050-10100]	Speed: 211.93 samples/sec	accuracy=0.926094
+2020-04-13 06:11:35,282 Epoch[24] Batch [10100-10150]	Speed: 212.41 samples/sec	accuracy=0.926562
+2020-04-13 06:12:05,401 Epoch[24] Batch [10150-10200]	Speed: 212.49 samples/sec	accuracy=0.924219
+2020-04-13 06:12:35,715 Epoch[24] Batch [10200-10250]	Speed: 211.13 samples/sec	accuracy=0.929063
+2020-04-13 06:13:05,695 Epoch[24] Batch [10250-10300]	Speed: 213.47 samples/sec	accuracy=0.927969
+2020-04-13 06:13:36,041 Epoch[24] Batch [10300-10350]	Speed: 210.90 samples/sec	accuracy=0.923594
+2020-04-13 06:14:06,453 Epoch[24] Batch [10350-10400]	Speed: 210.45 samples/sec	accuracy=0.930937
+2020-04-13 06:14:36,713 Epoch[24] Batch [10400-10450]	Speed: 211.50 samples/sec	accuracy=0.929688
+2020-04-13 06:15:06,669 Epoch[24] Batch [10450-10500]	Speed: 213.64 samples/sec	accuracy=0.921875
+2020-04-13 06:15:36,891 Epoch[24] Batch [10500-10550]	Speed: 211.77 samples/sec	accuracy=0.929688
+2020-04-13 06:16:07,040 Epoch[24] Batch [10550-10600]	Speed: 212.28 samples/sec	accuracy=0.932187
+2020-04-13 06:16:37,193 Epoch[24] Batch [10600-10650]	Speed: 212.25 samples/sec	accuracy=0.928594
+2020-04-13 06:17:07,263 Epoch[24] Batch [10650-10700]	Speed: 212.84 samples/sec	accuracy=0.929063
+2020-04-13 06:17:37,511 Epoch[24] Batch [10700-10750]	Speed: 211.59 samples/sec	accuracy=0.931406
+2020-04-13 06:18:08,040 Epoch[24] Batch [10750-10800]	Speed: 209.64 samples/sec	accuracy=0.926562
+2020-04-13 06:18:38,012 Epoch[24] Batch [10800-10850]	Speed: 213.53 samples/sec	accuracy=0.926719
+2020-04-13 06:19:08,058 Epoch[24] Batch [10850-10900]	Speed: 213.01 samples/sec	accuracy=0.932344
+2020-04-13 06:19:37,935 Epoch[24] Batch [10900-10950]	Speed: 214.22 samples/sec	accuracy=0.923750
+2020-04-13 06:20:08,020 Epoch[24] Batch [10950-11000]	Speed: 212.73 samples/sec	accuracy=0.932031
+2020-04-13 06:20:38,055 Epoch[24] Batch [11000-11050]	Speed: 213.09 samples/sec	accuracy=0.927500
+2020-04-13 06:21:08,230 Epoch[24] Batch [11050-11100]	Speed: 212.10 samples/sec	accuracy=0.928438
+2020-04-13 06:21:38,651 Epoch[24] Batch [11100-11150]	Speed: 210.38 samples/sec	accuracy=0.931719
+2020-04-13 06:22:08,827 Epoch[24] Batch [11150-11200]	Speed: 212.09 samples/sec	accuracy=0.921562
+2020-04-13 06:22:39,263 Epoch[24] Batch [11200-11250]	Speed: 210.28 samples/sec	accuracy=0.933750
+2020-04-13 06:23:09,433 Epoch[24] Batch [11250-11300]	Speed: 212.13 samples/sec	accuracy=0.935000
+2020-04-13 06:23:39,651 Epoch[24] Batch [11300-11350]	Speed: 211.80 samples/sec	accuracy=0.932031
+2020-04-13 06:24:09,793 Epoch[24] Batch [11350-11400]	Speed: 212.33 samples/sec	accuracy=0.927813
+2020-04-13 06:24:40,147 Epoch[24] Batch [11400-11450]	Speed: 210.85 samples/sec	accuracy=0.931406
+2020-04-13 06:25:10,297 Epoch[24] Batch [11450-11500]	Speed: 212.27 samples/sec	accuracy=0.929063
+2020-04-13 06:25:40,623 Epoch[24] Batch [11500-11550]	Speed: 211.05 samples/sec	accuracy=0.934219
+2020-04-13 06:26:10,815 Epoch[24] Batch [11550-11600]	Speed: 211.97 samples/sec	accuracy=0.933594
+2020-04-13 06:26:40,844 Epoch[24] Batch [11600-11650]	Speed: 213.13 samples/sec	accuracy=0.927969
+2020-04-13 06:27:10,903 Epoch[24] Batch [11650-11700]	Speed: 212.91 samples/sec	accuracy=0.930312
+2020-04-13 06:27:41,204 Epoch[24] Batch [11700-11750]	Speed: 211.22 samples/sec	accuracy=0.924844
+2020-04-13 06:28:11,420 Epoch[24] Batch [11750-11800]	Speed: 211.81 samples/sec	accuracy=0.928125
+2020-04-13 06:28:41,529 Epoch[24] Batch [11800-11850]	Speed: 212.56 samples/sec	accuracy=0.927500
+2020-04-13 06:29:11,797 Epoch[24] Batch [11850-11900]	Speed: 211.45 samples/sec	accuracy=0.929375
+2020-04-13 06:29:41,838 Epoch[24] Batch [11900-11950]	Speed: 213.05 samples/sec	accuracy=0.928750
+2020-04-13 06:30:12,210 Epoch[24] Batch [11950-12000]	Speed: 210.72 samples/sec	accuracy=0.922031
+2020-04-13 06:30:42,522 Epoch[24] Batch [12000-12050]	Speed: 211.13 samples/sec	accuracy=0.928281
+2020-04-13 06:31:12,507 Epoch[24] Batch [12050-12100]	Speed: 213.44 samples/sec	accuracy=0.925937
+2020-04-13 06:31:42,945 Epoch[24] Batch [12100-12150]	Speed: 210.27 samples/sec	accuracy=0.928750
+2020-04-13 06:32:13,339 Epoch[24] Batch [12150-12200]	Speed: 210.57 samples/sec	accuracy=0.928594
+2020-04-13 06:32:43,434 Epoch[24] Batch [12200-12250]	Speed: 212.66 samples/sec	accuracy=0.931719
+2020-04-13 06:33:13,701 Epoch[24] Batch [12250-12300]	Speed: 211.45 samples/sec	accuracy=0.926562
+2020-04-13 06:33:44,051 Epoch[24] Batch [12300-12350]	Speed: 210.87 samples/sec	accuracy=0.927344
+2020-04-13 06:34:14,098 Epoch[24] Batch [12350-12400]	Speed: 213.01 samples/sec	accuracy=0.927344
+2020-04-13 06:34:44,135 Epoch[24] Batch [12400-12450]	Speed: 213.07 samples/sec	accuracy=0.932187
+2020-04-13 06:35:14,275 Epoch[24] Batch [12450-12500]	Speed: 212.34 samples/sec	accuracy=0.930937
+2020-04-13 06:35:44,644 Epoch[24] Batch [12500-12550]	Speed: 210.75 samples/sec	accuracy=0.930781
+2020-04-13 06:36:14,925 Epoch[24] Batch [12550-12600]	Speed: 211.35 samples/sec	accuracy=0.933125
+2020-04-13 06:36:45,218 Epoch[24] Batch [12600-12650]	Speed: 211.27 samples/sec	accuracy=0.931250
+2020-04-13 06:37:15,346 Epoch[24] Batch [12650-12700]	Speed: 212.43 samples/sec	accuracy=0.929063
+2020-04-13 06:37:45,756 Epoch[24] Batch [12700-12750]	Speed: 210.46 samples/sec	accuracy=0.928281
+2020-04-13 06:38:16,103 Epoch[24] Batch [12750-12800]	Speed: 210.90 samples/sec	accuracy=0.926250
+2020-04-13 06:38:46,321 Epoch[24] Batch [12800-12850]	Speed: 211.79 samples/sec	accuracy=0.927344
+2020-04-13 06:39:16,295 Epoch[24] Batch [12850-12900]	Speed: 213.52 samples/sec	accuracy=0.933438
+2020-04-13 06:39:46,484 Epoch[24] Batch [12900-12950]	Speed: 211.99 samples/sec	accuracy=0.930000
+2020-04-13 06:40:16,936 Epoch[24] Batch [12950-13000]	Speed: 210.17 samples/sec	accuracy=0.929688
+2020-04-13 06:40:47,173 Epoch[24] Batch [13000-13050]	Speed: 211.66 samples/sec	accuracy=0.931250
+2020-04-13 06:41:17,531 Epoch[24] Batch [13050-13100]	Speed: 210.82 samples/sec	accuracy=0.930469
+2020-04-13 06:41:47,668 Epoch[24] Batch [13100-13150]	Speed: 212.36 samples/sec	accuracy=0.930312
+2020-04-13 06:42:17,782 Epoch[24] Batch [13150-13200]	Speed: 212.53 samples/sec	accuracy=0.927500
+2020-04-13 06:42:47,940 Epoch[24] Batch [13200-13250]	Speed: 212.22 samples/sec	accuracy=0.925937
+2020-04-13 06:43:18,170 Epoch[24] Batch [13250-13300]	Speed: 211.71 samples/sec	accuracy=0.929844
+2020-04-13 06:43:48,196 Epoch[24] Batch [13300-13350]	Speed: 213.15 samples/sec	accuracy=0.925781
+2020-04-13 06:44:18,608 Epoch[24] Batch [13350-13400]	Speed: 210.45 samples/sec	accuracy=0.924063
+2020-04-13 06:44:48,552 Epoch[24] Batch [13400-13450]	Speed: 213.73 samples/sec	accuracy=0.937656
+2020-04-13 06:45:18,427 Epoch[24] Batch [13450-13500]	Speed: 214.22 samples/sec	accuracy=0.930312
+2020-04-13 06:45:48,488 Epoch[24] Batch [13500-13550]	Speed: 212.90 samples/sec	accuracy=0.930937
+2020-04-13 06:46:18,522 Epoch[24] Batch [13550-13600]	Speed: 213.10 samples/sec	accuracy=0.929063
+2020-04-13 06:46:48,895 Epoch[24] Batch [13600-13650]	Speed: 210.71 samples/sec	accuracy=0.930625
+2020-04-13 06:47:19,146 Epoch[24] Batch [13650-13700]	Speed: 211.56 samples/sec	accuracy=0.927500
+2020-04-13 06:47:49,152 Epoch[24] Batch [13700-13750]	Speed: 213.29 samples/sec	accuracy=0.938750
+2020-04-13 06:48:19,148 Epoch[24] Batch [13750-13800]	Speed: 213.37 samples/sec	accuracy=0.930312
+2020-04-13 06:48:49,212 Epoch[24] Batch [13800-13850]	Speed: 212.88 samples/sec	accuracy=0.928125
+2020-04-13 06:49:19,523 Epoch[24] Batch [13850-13900]	Speed: 211.15 samples/sec	accuracy=0.925625
+2020-04-13 06:49:49,517 Epoch[24] Batch [13900-13950]	Speed: 213.38 samples/sec	accuracy=0.928750
+2020-04-13 06:50:19,749 Epoch[24] Batch [13950-14000]	Speed: 211.69 samples/sec	accuracy=0.931250
+2020-04-13 06:50:49,987 Epoch[24] Batch [14000-14050]	Speed: 211.65 samples/sec	accuracy=0.927813
+2020-04-13 06:51:20,141 Epoch[24] Batch [14050-14100]	Speed: 212.25 samples/sec	accuracy=0.933750
+2020-04-13 06:51:50,447 Epoch[24] Batch [14100-14150]	Speed: 211.18 samples/sec	accuracy=0.923125
+2020-04-13 06:52:20,748 Epoch[24] Batch [14150-14200]	Speed: 211.22 samples/sec	accuracy=0.926406
+2020-04-13 06:52:50,910 Epoch[24] Batch [14200-14250]	Speed: 212.19 samples/sec	accuracy=0.924375
+2020-04-13 06:53:21,000 Epoch[24] Batch [14250-14300]	Speed: 212.70 samples/sec	accuracy=0.931250
+2020-04-13 06:53:51,180 Epoch[24] Batch [14300-14350]	Speed: 212.06 samples/sec	accuracy=0.925312
+2020-04-13 06:54:21,033 Epoch[24] Batch [14350-14400]	Speed: 214.39 samples/sec	accuracy=0.927969
+2020-04-13 06:54:51,258 Epoch[24] Batch [14400-14450]	Speed: 211.75 samples/sec	accuracy=0.930469
+2020-04-13 06:55:21,277 Epoch[24] Batch [14450-14500]	Speed: 213.20 samples/sec	accuracy=0.928438
+2020-04-13 06:55:51,764 Epoch[24] Batch [14500-14550]	Speed: 209.93 samples/sec	accuracy=0.929375
+2020-04-13 06:56:21,596 Epoch[24] Batch [14550-14600]	Speed: 214.54 samples/sec	accuracy=0.932500
+2020-04-13 06:56:51,920 Epoch[24] Batch [14600-14650]	Speed: 211.05 samples/sec	accuracy=0.929688
+2020-04-13 06:57:22,293 Epoch[24] Batch [14650-14700]	Speed: 210.71 samples/sec	accuracy=0.932031
+2020-04-13 06:57:52,309 Epoch[24] Batch [14700-14750]	Speed: 213.23 samples/sec	accuracy=0.927344
+2020-04-13 06:58:22,428 Epoch[24] Batch [14750-14800]	Speed: 212.49 samples/sec	accuracy=0.924375
+2020-04-13 06:58:52,396 Epoch[24] Batch [14800-14850]	Speed: 213.56 samples/sec	accuracy=0.931406
+2020-04-13 06:59:22,543 Epoch[24] Batch [14850-14900]	Speed: 212.29 samples/sec	accuracy=0.931250
+2020-04-13 06:59:52,780 Epoch[24] Batch [14900-14950]	Speed: 211.67 samples/sec	accuracy=0.933594
+2020-04-13 07:00:22,847 Epoch[24] Batch [14950-15000]	Speed: 212.86 samples/sec	accuracy=0.931406
+2020-04-13 07:00:52,840 Epoch[24] Batch [15000-15050]	Speed: 213.39 samples/sec	accuracy=0.927813
+2020-04-13 07:01:23,114 Epoch[24] Batch [15050-15100]	Speed: 211.41 samples/sec	accuracy=0.931406
+2020-04-13 07:01:53,275 Epoch[24] Batch [15100-15150]	Speed: 212.19 samples/sec	accuracy=0.927500
+2020-04-13 07:02:23,595 Epoch[24] Batch [15150-15200]	Speed: 211.09 samples/sec	accuracy=0.928594
+2020-04-13 07:02:54,006 Epoch[24] Batch [15200-15250]	Speed: 210.45 samples/sec	accuracy=0.931719
+2020-04-13 07:03:24,252 Epoch[24] Batch [15250-15300]	Speed: 211.60 samples/sec	accuracy=0.930469
+2020-04-13 07:03:54,288 Epoch[24] Batch [15300-15350]	Speed: 213.08 samples/sec	accuracy=0.924844
+2020-04-13 07:04:24,004 Epoch[24] Batch [15350-15400]	Speed: 215.37 samples/sec	accuracy=0.930625
+2020-04-13 07:04:54,254 Epoch[24] Batch [15400-15450]	Speed: 211.58 samples/sec	accuracy=0.929531
+2020-04-13 07:05:24,410 Epoch[24] Batch [15450-15500]	Speed: 212.23 samples/sec	accuracy=0.926562
+2020-04-13 07:05:54,385 Epoch[24] Batch [15500-15550]	Speed: 213.51 samples/sec	accuracy=0.929688
+2020-04-13 07:06:24,347 Epoch[24] Batch [15550-15600]	Speed: 213.61 samples/sec	accuracy=0.926406
+2020-04-13 07:06:54,745 Epoch[24] Batch [15600-15650]	Speed: 210.54 samples/sec	accuracy=0.932031
+2020-04-13 07:07:24,792 Epoch[24] Batch [15650-15700]	Speed: 213.00 samples/sec	accuracy=0.926406
+2020-04-13 07:07:55,138 Epoch[24] Batch [15700-15750]	Speed: 210.90 samples/sec	accuracy=0.929375
+2020-04-13 07:08:25,526 Epoch[24] Batch [15750-15800]	Speed: 210.61 samples/sec	accuracy=0.931094
+2020-04-13 07:08:55,857 Epoch[24] Batch [15800-15850]	Speed: 211.01 samples/sec	accuracy=0.930000
+2020-04-13 07:09:25,856 Epoch[24] Batch [15850-15900]	Speed: 213.34 samples/sec	accuracy=0.924063
+2020-04-13 07:09:55,947 Epoch[24] Batch [15900-15950]	Speed: 212.69 samples/sec	accuracy=0.929063
+2020-04-13 07:10:25,970 Epoch[24] Batch [15950-16000]	Speed: 213.17 samples/sec	accuracy=0.928281
+2020-04-13 07:10:56,509 Epoch[24] Batch [16000-16050]	Speed: 209.57 samples/sec	accuracy=0.922813
+2020-04-13 07:11:26,627 Epoch[24] Batch [16050-16100]	Speed: 212.50 samples/sec	accuracy=0.930000
+2020-04-13 07:11:57,079 Epoch[24] Batch [16100-16150]	Speed: 210.17 samples/sec	accuracy=0.927344
+2020-04-13 07:12:27,439 Epoch[24] Batch [16150-16200]	Speed: 210.80 samples/sec	accuracy=0.924531
+2020-04-13 07:12:57,654 Epoch[24] Batch [16200-16250]	Speed: 211.82 samples/sec	accuracy=0.928906
+2020-04-13 07:13:27,285 Epoch[24] Batch [16250-16300]	Speed: 215.99 samples/sec	accuracy=0.921562
+2020-04-13 07:13:57,463 Epoch[24] Batch [16300-16350]	Speed: 212.08 samples/sec	accuracy=0.929063
+2020-04-13 07:14:27,496 Epoch[24] Batch [16350-16400]	Speed: 213.10 samples/sec	accuracy=0.925469
+2020-04-13 07:14:57,615 Epoch[24] Batch [16400-16450]	Speed: 212.49 samples/sec	accuracy=0.929375
+2020-04-13 07:15:27,946 Epoch[24] Batch [16450-16500]	Speed: 211.01 samples/sec	accuracy=0.928750
+2020-04-13 07:15:57,756 Epoch[24] Batch [16500-16550]	Speed: 214.69 samples/sec	accuracy=0.929531
+2020-04-13 07:16:27,867 Epoch[24] Batch [16550-16600]	Speed: 212.55 samples/sec	accuracy=0.926406
+2020-04-13 07:16:57,871 Epoch[24] Batch [16600-16650]	Speed: 213.31 samples/sec	accuracy=0.930937
+2020-04-13 07:17:28,228 Epoch[24] Batch [16650-16700]	Speed: 210.82 samples/sec	accuracy=0.929531
+2020-04-13 07:17:58,191 Epoch[24] Batch [16700-16750]	Speed: 213.60 samples/sec	accuracy=0.930937
+2020-04-13 07:18:28,352 Epoch[24] Batch [16750-16800]	Speed: 212.20 samples/sec	accuracy=0.928438
+2020-04-13 07:18:58,537 Epoch[24] Batch [16800-16850]	Speed: 212.02 samples/sec	accuracy=0.925156
+2020-04-13 07:19:28,450 Epoch[24] Batch [16850-16900]	Speed: 213.96 samples/sec	accuracy=0.929375
+2020-04-13 07:19:58,899 Epoch[24] Batch [16900-16950]	Speed: 210.19 samples/sec	accuracy=0.931719
+2020-04-13 07:20:29,006 Epoch[24] Batch [16950-17000]	Speed: 212.58 samples/sec	accuracy=0.929688
+2020-04-13 07:20:59,097 Epoch[24] Batch [17000-17050]	Speed: 212.69 samples/sec	accuracy=0.924531
+2020-04-13 07:21:29,446 Epoch[24] Batch [17050-17100]	Speed: 210.88 samples/sec	accuracy=0.928906
+2020-04-13 07:21:59,183 Epoch[24] Batch [17100-17150]	Speed: 215.23 samples/sec	accuracy=0.931250
+2020-04-13 07:22:29,231 Epoch[24] Batch [17150-17200]	Speed: 212.99 samples/sec	accuracy=0.928125
+2020-04-13 07:22:59,307 Epoch[24] Batch [17200-17250]	Speed: 212.80 samples/sec	accuracy=0.929531
+2020-04-13 07:23:29,663 Epoch[24] Batch [17250-17300]	Speed: 210.83 samples/sec	accuracy=0.929688
+2020-04-13 07:23:59,823 Epoch[24] Batch [17300-17350]	Speed: 212.20 samples/sec	accuracy=0.923906
+2020-04-13 07:24:30,102 Epoch[24] Batch [17350-17400]	Speed: 211.37 samples/sec	accuracy=0.927031
+2020-04-13 07:25:00,177 Epoch[24] Batch [17400-17450]	Speed: 212.80 samples/sec	accuracy=0.935156
+2020-04-13 07:25:30,197 Epoch[24] Batch [17450-17500]	Speed: 213.20 samples/sec	accuracy=0.928438
+2020-04-13 07:26:00,216 Epoch[24] Batch [17500-17550]	Speed: 213.20 samples/sec	accuracy=0.931406
+2020-04-13 07:26:30,702 Epoch[24] Batch [17550-17600]	Speed: 209.93 samples/sec	accuracy=0.932187
+2020-04-13 07:27:00,939 Epoch[24] Batch [17600-17650]	Speed: 211.66 samples/sec	accuracy=0.932031
+2020-04-13 07:27:30,625 Epoch[24] Batch [17650-17700]	Speed: 215.60 samples/sec	accuracy=0.924219
+2020-04-13 07:28:00,667 Epoch[24] Batch [17700-17750]	Speed: 213.04 samples/sec	accuracy=0.928438
+2020-04-13 07:28:30,876 Epoch[24] Batch [17750-17800]	Speed: 211.86 samples/sec	accuracy=0.922500
+2020-04-13 07:29:01,281 Epoch[24] Batch [17800-17850]	Speed: 210.50 samples/sec	accuracy=0.932969
+2020-04-13 07:29:31,259 Epoch[24] Batch [17850-17900]	Speed: 213.49 samples/sec	accuracy=0.927188
+2020-04-13 07:30:01,049 Epoch[24] Batch [17900-17950]	Speed: 214.84 samples/sec	accuracy=0.934531
+2020-04-13 07:30:31,465 Epoch[24] Batch [17950-18000]	Speed: 210.41 samples/sec	accuracy=0.930469
+2020-04-13 07:31:01,876 Epoch[24] Batch [18000-18050]	Speed: 210.45 samples/sec	accuracy=0.929219
+2020-04-13 07:31:31,783 Epoch[24] Batch [18050-18100]	Speed: 214.00 samples/sec	accuracy=0.926562
+2020-04-13 07:32:01,820 Epoch[24] Batch [18100-18150]	Speed: 213.08 samples/sec	accuracy=0.933906
+2020-04-13 07:32:32,022 Epoch[24] Batch [18150-18200]	Speed: 211.91 samples/sec	accuracy=0.927656
+2020-04-13 07:33:02,381 Epoch[24] Batch [18200-18250]	Speed: 210.81 samples/sec	accuracy=0.926094
+2020-04-13 07:33:32,040 Epoch[24] Batch [18250-18300]	Speed: 215.79 samples/sec	accuracy=0.936250
+2020-04-13 07:34:01,943 Epoch[24] Batch [18300-18350]	Speed: 214.03 samples/sec	accuracy=0.928594
+2020-04-13 07:34:32,072 Epoch[24] Batch [18350-18400]	Speed: 212.42 samples/sec	accuracy=0.930625
+2020-04-13 07:35:02,364 Epoch[24] Batch [18400-18450]	Speed: 211.28 samples/sec	accuracy=0.928438
+2020-04-13 07:35:32,437 Epoch[24] Batch [18450-18500]	Speed: 212.82 samples/sec	accuracy=0.928750
+2020-04-13 07:36:02,467 Epoch[24] Batch [18500-18550]	Speed: 213.12 samples/sec	accuracy=0.927500
+2020-04-13 07:36:32,711 Epoch[24] Batch [18550-18600]	Speed: 211.61 samples/sec	accuracy=0.930312
+2020-04-13 07:37:02,551 Epoch[24] Batch [18600-18650]	Speed: 214.48 samples/sec	accuracy=0.933438
+2020-04-13 07:37:32,925 Epoch[24] Batch [18650-18700]	Speed: 210.71 samples/sec	accuracy=0.930781
+2020-04-13 07:38:03,280 Epoch[24] Batch [18700-18750]	Speed: 210.84 samples/sec	accuracy=0.928125
+2020-04-13 07:38:33,462 Epoch[24] Batch [18750-18800]	Speed: 212.05 samples/sec	accuracy=0.928906
+2020-04-13 07:39:03,873 Epoch[24] Batch [18800-18850]	Speed: 210.46 samples/sec	accuracy=0.929688
+2020-04-13 07:39:34,001 Epoch[24] Batch [18850-18900]	Speed: 212.43 samples/sec	accuracy=0.931094
+2020-04-13 07:40:04,066 Epoch[24] Batch [18900-18950]	Speed: 212.87 samples/sec	accuracy=0.926875
+2020-04-13 07:40:34,121 Epoch[24] Batch [18950-19000]	Speed: 212.94 samples/sec	accuracy=0.931406
+2020-04-13 07:41:04,133 Epoch[24] Batch [19000-19050]	Speed: 213.25 samples/sec	accuracy=0.932187
+2020-04-13 07:41:34,432 Epoch[24] Batch [19050-19100]	Speed: 211.23 samples/sec	accuracy=0.923906
+2020-04-13 07:42:05,063 Epoch[24] Batch [19100-19150]	Speed: 208.94 samples/sec	accuracy=0.935781
+2020-04-13 07:42:34,830 Epoch[24] Batch [19150-19200]	Speed: 215.01 samples/sec	accuracy=0.931094
+2020-04-13 07:43:04,582 Epoch[24] Batch [19200-19250]	Speed: 215.11 samples/sec	accuracy=0.927969
+2020-04-13 07:43:34,794 Epoch[24] Batch [19250-19300]	Speed: 211.84 samples/sec	accuracy=0.928906
+2020-04-13 07:44:05,055 Epoch[24] Batch [19300-19350]	Speed: 211.49 samples/sec	accuracy=0.927969
+2020-04-13 07:44:35,164 Epoch[24] Batch [19350-19400]	Speed: 212.56 samples/sec	accuracy=0.934375
+2020-04-13 07:45:05,442 Epoch[24] Batch [19400-19450]	Speed: 211.37 samples/sec	accuracy=0.924063
+2020-04-13 07:45:35,539 Epoch[24] Batch [19450-19500]	Speed: 212.65 samples/sec	accuracy=0.928594
+2020-04-13 07:46:05,594 Epoch[24] Batch [19500-19550]	Speed: 212.94 samples/sec	accuracy=0.924375
+2020-04-13 07:46:35,592 Epoch[24] Batch [19550-19600]	Speed: 213.35 samples/sec	accuracy=0.931406
+2020-04-13 07:47:05,616 Epoch[24] Batch [19600-19650]	Speed: 213.16 samples/sec	accuracy=0.927656
+2020-04-13 07:47:35,975 Epoch[24] Batch [19650-19700]	Speed: 210.81 samples/sec	accuracy=0.931250
+2020-04-13 07:48:06,482 Epoch[24] Batch [19700-19750]	Speed: 209.79 samples/sec	accuracy=0.930469
+2020-04-13 07:48:36,921 Epoch[24] Batch [19750-19800]	Speed: 210.25 samples/sec	accuracy=0.924375
+2020-04-13 07:49:06,908 Epoch[24] Batch [19800-19850]	Speed: 213.43 samples/sec	accuracy=0.930156
+2020-04-13 07:49:36,962 Epoch[24] Batch [19850-19900]	Speed: 212.95 samples/sec	accuracy=0.927813
+2020-04-13 07:50:06,973 Epoch[24] Batch [19900-19950]	Speed: 213.26 samples/sec	accuracy=0.928594
+2020-04-13 07:50:37,454 Epoch[24] Batch [19950-20000]	Speed: 209.97 samples/sec	accuracy=0.929688
+2020-04-13 07:51:07,860 Epoch[24] Batch [20000-20050]	Speed: 210.49 samples/sec	accuracy=0.935625
+2020-04-13 07:51:38,191 Epoch[24] Batch [20050-20100]	Speed: 211.01 samples/sec	accuracy=0.924844
+2020-04-13 07:52:08,209 Epoch[24] Batch [20100-20150]	Speed: 213.21 samples/sec	accuracy=0.924063
+2020-04-13 07:52:38,283 Epoch[24] Batch [20150-20200]	Speed: 212.81 samples/sec	accuracy=0.921562
+2020-04-13 07:53:08,591 Epoch[24] Batch [20200-20250]	Speed: 211.16 samples/sec	accuracy=0.928750
+2020-04-13 07:53:38,656 Epoch[24] Batch [20250-20300]	Speed: 212.88 samples/sec	accuracy=0.934063
+2020-04-13 07:54:08,940 Epoch[24] Batch [20300-20350]	Speed: 211.33 samples/sec	accuracy=0.931094
+2020-04-13 07:54:39,223 Epoch[24] Batch [20350-20400]	Speed: 211.34 samples/sec	accuracy=0.929375
+2020-04-13 07:55:08,984 Epoch[24] Batch [20400-20450]	Speed: 215.05 samples/sec	accuracy=0.925781
+2020-04-13 07:55:39,030 Epoch[24] Batch [20450-20500]	Speed: 213.01 samples/sec	accuracy=0.926562
+2020-04-13 07:56:08,928 Epoch[24] Batch [20500-20550]	Speed: 214.06 samples/sec	accuracy=0.931250
+2020-04-13 07:56:37,272 Epoch[24] Batch [20550-20600]	Speed: 225.80 samples/sec	accuracy=0.923438
+2020-04-13 07:57:05,002 Epoch[24] Batch [20600-20650]	Speed: 230.80 samples/sec	accuracy=0.934063
+2020-04-13 07:57:32,352 Epoch[24] Batch [20650-20700]	Speed: 234.00 samples/sec	accuracy=0.922813
+2020-04-13 07:57:59,668 Epoch[24] Batch [20700-20750]	Speed: 234.30 samples/sec	accuracy=0.930625
+2020-04-13 07:58:26,962 Epoch[24] Batch [20750-20800]	Speed: 234.49 samples/sec	accuracy=0.930312
+2020-04-13 07:58:54,206 Epoch[24] Batch [20800-20850]	Speed: 234.91 samples/sec	accuracy=0.929375
+2020-04-13 07:59:21,654 Epoch[24] Batch [20850-20900]	Speed: 233.17 samples/sec	accuracy=0.925156
+2020-04-13 07:59:48,917 Epoch[24] Batch [20900-20950]	Speed: 234.75 samples/sec	accuracy=0.929375
+2020-04-13 08:00:16,178 Epoch[24] Batch [20950-21000]	Speed: 234.77 samples/sec	accuracy=0.928750
+2020-04-13 08:00:43,497 Epoch[24] Batch [21000-21050]	Speed: 234.27 samples/sec	accuracy=0.932656
+2020-04-13 08:01:10,773 Epoch[24] Batch [21050-21100]	Speed: 234.64 samples/sec	accuracy=0.928750
+2020-04-13 08:01:38,127 Epoch[24] Batch [21100-21150]	Speed: 233.97 samples/sec	accuracy=0.929219
+2020-04-13 08:02:05,449 Epoch[24] Batch [21150-21200]	Speed: 234.25 samples/sec	accuracy=0.928438
+2020-04-13 08:02:32,731 Epoch[24] Batch [21200-21250]	Speed: 234.59 samples/sec	accuracy=0.924687
+2020-04-13 08:03:00,004 Epoch[24] Batch [21250-21300]	Speed: 234.67 samples/sec	accuracy=0.927031
+2020-04-13 08:03:27,227 Epoch[24] Batch [21300-21350]	Speed: 235.10 samples/sec	accuracy=0.929531
+2020-04-13 08:03:54,821 Epoch[24] Batch [21350-21400]	Speed: 231.93 samples/sec	accuracy=0.921875
+2020-04-13 08:04:22,407 Epoch[24] Batch [21400-21450]	Speed: 232.01 samples/sec	accuracy=0.920312
+2020-04-13 08:04:49,824 Epoch[24] Batch [21450-21500]	Speed: 233.43 samples/sec	accuracy=0.920312
+2020-04-13 08:05:17,465 Epoch[24] Batch [21500-21550]	Speed: 231.54 samples/sec	accuracy=0.929844
+2020-04-13 08:05:44,785 Epoch[24] Batch [21550-21600]	Speed: 234.26 samples/sec	accuracy=0.923906
+2020-04-13 08:06:12,009 Epoch[24] Batch [21600-21650]	Speed: 235.08 samples/sec	accuracy=0.921250
+2020-04-13 08:06:39,412 Epoch[24] Batch [21650-21700]	Speed: 233.56 samples/sec	accuracy=0.929219
+2020-04-13 08:07:06,880 Epoch[24] Batch [21700-21750]	Speed: 233.00 samples/sec	accuracy=0.930312
+2020-04-13 08:07:34,211 Epoch[24] Batch [21750-21800]	Speed: 234.17 samples/sec	accuracy=0.925781
+2020-04-13 08:08:01,581 Epoch[24] Batch [21800-21850]	Speed: 233.83 samples/sec	accuracy=0.928750
+2020-04-13 08:08:29,272 Epoch[24] Batch [21850-21900]	Speed: 231.13 samples/sec	accuracy=0.934688
+2020-04-13 08:08:56,636 Epoch[24] Batch [21900-21950]	Speed: 233.89 samples/sec	accuracy=0.928906
+2020-04-13 08:09:24,039 Epoch[24] Batch [21950-22000]	Speed: 233.55 samples/sec	accuracy=0.928750
+2020-04-13 08:09:51,142 Epoch[24] Batch [22000-22050]	Speed: 236.14 samples/sec	accuracy=0.925781
+2020-04-13 08:10:18,589 Epoch[24] Batch [22050-22100]	Speed: 233.18 samples/sec	accuracy=0.927031
+2020-04-13 08:10:46,050 Epoch[24] Batch [22100-22150]	Speed: 233.06 samples/sec	accuracy=0.925312
+2020-04-13 08:11:13,788 Epoch[24] Batch [22150-22200]	Speed: 230.73 samples/sec	accuracy=0.932031
+2020-04-13 08:11:41,180 Epoch[24] Batch [22200-22250]	Speed: 233.65 samples/sec	accuracy=0.929688
+2020-04-13 08:12:08,465 Epoch[24] Batch [22250-22300]	Speed: 234.56 samples/sec	accuracy=0.928750
+2020-04-13 08:12:35,725 Epoch[24] Batch [22300-22350]	Speed: 234.78 samples/sec	accuracy=0.931875
+2020-04-13 08:13:03,204 Epoch[24] Batch [22350-22400]	Speed: 232.90 samples/sec	accuracy=0.926094
+2020-04-13 08:13:30,759 Epoch[24] Batch [22400-22450]	Speed: 232.27 samples/sec	accuracy=0.930781
+2020-04-13 08:13:58,020 Epoch[24] Batch [22450-22500]	Speed: 234.77 samples/sec	accuracy=0.928750
+2020-04-13 08:14:25,328 Epoch[24] Batch [22500-22550]	Speed: 234.37 samples/sec	accuracy=0.934219
+2020-04-13 08:14:52,824 Epoch[24] Batch [22550-22600]	Speed: 232.76 samples/sec	accuracy=0.928750
+2020-04-13 08:15:20,262 Epoch[24] Batch [22600-22650]	Speed: 233.26 samples/sec	accuracy=0.934063
+2020-04-13 08:15:47,700 Epoch[24] Batch [22650-22700]	Speed: 233.26 samples/sec	accuracy=0.934531
+2020-04-13 08:16:15,121 Epoch[24] Batch [22700-22750]	Speed: 233.39 samples/sec	accuracy=0.924375
+2020-04-13 08:16:42,744 Epoch[24] Batch [22750-22800]	Speed: 231.69 samples/sec	accuracy=0.927969
+2020-04-13 08:17:10,048 Epoch[24] Batch [22800-22850]	Speed: 234.41 samples/sec	accuracy=0.922969
+2020-04-13 08:17:37,389 Epoch[24] Batch [22850-22900]	Speed: 234.08 samples/sec	accuracy=0.931875
+2020-04-13 08:18:04,991 Epoch[24] Batch [22900-22950]	Speed: 231.88 samples/sec	accuracy=0.927188
+2020-04-13 08:18:32,452 Epoch[24] Batch [22950-23000]	Speed: 233.05 samples/sec	accuracy=0.930469
+2020-04-13 08:18:59,801 Epoch[24] Batch [23000-23050]	Speed: 234.02 samples/sec	accuracy=0.926562
+2020-04-13 08:19:27,128 Epoch[24] Batch [23050-23100]	Speed: 234.20 samples/sec	accuracy=0.930000
+2020-04-13 08:19:54,543 Epoch[24] Batch [23100-23150]	Speed: 233.45 samples/sec	accuracy=0.921094
+2020-04-13 08:20:22,065 Epoch[24] Batch [23150-23200]	Speed: 232.54 samples/sec	accuracy=0.928125
+2020-04-13 08:20:49,352 Epoch[24] Batch [23200-23250]	Speed: 234.55 samples/sec	accuracy=0.932187
+2020-04-13 08:21:16,553 Epoch[24] Batch [23250-23300]	Speed: 235.28 samples/sec	accuracy=0.930469
+2020-04-13 08:21:43,998 Epoch[24] Batch [23300-23350]	Speed: 233.20 samples/sec	accuracy=0.928906
+2020-04-13 08:22:11,318 Epoch[24] Batch [23350-23400]	Speed: 234.26 samples/sec	accuracy=0.930781
+2020-04-13 08:22:38,553 Epoch[24] Batch [23400-23450]	Speed: 234.99 samples/sec	accuracy=0.927344
+2020-04-13 08:23:05,948 Epoch[24] Batch [23450-23500]	Speed: 233.62 samples/sec	accuracy=0.933906
+2020-04-13 08:23:33,448 Epoch[24] Batch [23500-23550]	Speed: 232.74 samples/sec	accuracy=0.927031
+2020-04-13 08:24:00,829 Epoch[24] Batch [23550-23600]	Speed: 233.73 samples/sec	accuracy=0.930937
+2020-04-13 08:24:28,104 Epoch[24] Batch [23600-23650]	Speed: 234.66 samples/sec	accuracy=0.933594
+2020-04-13 08:24:55,905 Epoch[24] Batch [23650-23700]	Speed: 230.20 samples/sec	accuracy=0.930781
+2020-04-13 08:25:23,270 Epoch[24] Batch [23700-23750]	Speed: 233.88 samples/sec	accuracy=0.929844
+2020-04-13 08:25:50,477 Epoch[24] Batch [23750-23800]	Speed: 235.23 samples/sec	accuracy=0.926562
+2020-04-13 08:26:18,001 Epoch[24] Batch [23800-23850]	Speed: 232.53 samples/sec	accuracy=0.930156
+2020-04-13 08:26:45,626 Epoch[24] Batch [23850-23900]	Speed: 231.67 samples/sec	accuracy=0.926406
+2020-04-13 08:27:13,107 Epoch[24] Batch [23900-23950]	Speed: 232.89 samples/sec	accuracy=0.921875
+2020-04-13 08:27:40,330 Epoch[24] Batch [23950-24000]	Speed: 235.10 samples/sec	accuracy=0.926094
+2020-04-13 08:28:08,107 Epoch[24] Batch [24000-24050]	Speed: 230.41 samples/sec	accuracy=0.929219
+2020-04-13 08:28:38,552 Epoch[24] Batch [24050-24100]	Speed: 210.22 samples/sec	accuracy=0.929688
+2020-04-13 08:29:08,706 Epoch[24] Batch [24100-24150]	Speed: 212.24 samples/sec	accuracy=0.933906
+2020-04-13 08:29:38,784 Epoch[24] Batch [24150-24200]	Speed: 212.79 samples/sec	accuracy=0.929844
+2020-04-13 08:30:08,812 Epoch[24] Batch [24200-24250]	Speed: 213.13 samples/sec	accuracy=0.928281
+2020-04-13 08:30:39,005 Epoch[24] Batch [24250-24300]	Speed: 211.97 samples/sec	accuracy=0.933125
+2020-04-13 08:31:08,950 Epoch[24] Batch [24300-24350]	Speed: 213.73 samples/sec	accuracy=0.923906
+2020-04-13 08:31:39,009 Epoch[24] Batch [24350-24400]	Speed: 212.92 samples/sec	accuracy=0.929844
+2020-04-13 08:32:08,461 Epoch[24] Batch [24400-24450]	Speed: 217.30 samples/sec	accuracy=0.927969
+2020-04-13 08:32:37,704 Epoch[24] Batch [24450-24500]	Speed: 218.85 samples/sec	accuracy=0.930781
+2020-04-13 08:33:07,546 Epoch[24] Batch [24500-24550]	Speed: 214.47 samples/sec	accuracy=0.928750
+2020-04-13 08:33:37,612 Epoch[24] Batch [24550-24600]	Speed: 212.86 samples/sec	accuracy=0.929375
+2020-04-13 08:34:07,757 Epoch[24] Batch [24600-24650]	Speed: 212.32 samples/sec	accuracy=0.920312
+2020-04-13 08:34:37,965 Epoch[24] Batch [24650-24700]	Speed: 211.86 samples/sec	accuracy=0.922656
+2020-04-13 08:35:08,319 Epoch[24] Batch [24700-24750]	Speed: 210.85 samples/sec	accuracy=0.926094
+2020-04-13 08:35:38,347 Epoch[24] Batch [24750-24800]	Speed: 213.13 samples/sec	accuracy=0.923906
+2020-04-13 08:36:08,391 Epoch[24] Batch [24800-24850]	Speed: 213.02 samples/sec	accuracy=0.929219
+2020-04-13 08:36:38,783 Epoch[24] Batch [24850-24900]	Speed: 210.58 samples/sec	accuracy=0.934375
+2020-04-13 08:37:08,815 Epoch[24] Batch [24900-24950]	Speed: 213.11 samples/sec	accuracy=0.925000
+2020-04-13 08:37:38,690 Epoch[24] Batch [24950-25000]	Speed: 214.23 samples/sec	accuracy=0.928281
+2020-04-13 08:38:09,014 Epoch[24] Batch [25000-25050]	Speed: 211.06 samples/sec	accuracy=0.928438
+2020-04-13 08:38:39,070 Epoch[24] Batch [25050-25100]	Speed: 212.93 samples/sec	accuracy=0.934375
+2020-04-13 08:39:09,413 Epoch[24] Batch [25100-25150]	Speed: 210.93 samples/sec	accuracy=0.934063
+2020-04-13 08:39:39,420 Epoch[24] Batch [25150-25200]	Speed: 213.29 samples/sec	accuracy=0.929063
+2020-04-13 08:40:09,958 Epoch[24] Batch [25200-25250]	Speed: 209.57 samples/sec	accuracy=0.932969
+2020-04-13 08:40:39,972 Epoch[24] Batch [25250-25300]	Speed: 213.24 samples/sec	accuracy=0.925625
+2020-04-13 08:41:09,850 Epoch[24] Batch [25300-25350]	Speed: 214.20 samples/sec	accuracy=0.932656
+2020-04-13 08:41:39,743 Epoch[24] Batch [25350-25400]	Speed: 214.10 samples/sec	accuracy=0.927813
+2020-04-13 08:42:09,939 Epoch[24] Batch [25400-25450]	Speed: 211.95 samples/sec	accuracy=0.926406
+2020-04-13 08:42:39,915 Epoch[24] Batch [25450-25500]	Speed: 213.51 samples/sec	accuracy=0.927656
+2020-04-13 08:43:10,236 Epoch[24] Batch [25500-25550]	Speed: 211.07 samples/sec	accuracy=0.928125
+2020-04-13 08:43:40,545 Epoch[24] Batch [25550-25600]	Speed: 211.16 samples/sec	accuracy=0.930469
+2020-04-13 08:44:10,610 Epoch[24] Batch [25600-25650]	Speed: 212.88 samples/sec	accuracy=0.929531
+2020-04-13 08:44:40,422 Epoch[24] Batch [25650-25700]	Speed: 214.68 samples/sec	accuracy=0.924531
+2020-04-13 08:45:10,638 Epoch[24] Batch [25700-25750]	Speed: 211.81 samples/sec	accuracy=0.928281
+2020-04-13 08:45:40,734 Epoch[24] Batch [25750-25800]	Speed: 212.65 samples/sec	accuracy=0.927031
+2020-04-13 08:46:10,779 Epoch[24] Batch [25800-25850]	Speed: 213.02 samples/sec	accuracy=0.930625
+2020-04-13 08:46:41,179 Epoch[24] Batch [25850-25900]	Speed: 210.53 samples/sec	accuracy=0.931250
+2020-04-13 08:47:11,437 Epoch[24] Batch [25900-25950]	Speed: 211.52 samples/sec	accuracy=0.926250
+2020-04-13 08:47:41,512 Epoch[24] Batch [25950-26000]	Speed: 212.80 samples/sec	accuracy=0.930469
+2020-04-13 08:48:11,807 Epoch[24] Batch [26000-26050]	Speed: 211.26 samples/sec	accuracy=0.934688
+2020-04-13 08:48:42,062 Epoch[24] Batch [26050-26100]	Speed: 211.54 samples/sec	accuracy=0.928594
+2020-04-13 08:49:12,054 Epoch[24] Batch [26100-26150]	Speed: 213.39 samples/sec	accuracy=0.932500
+2020-04-13 08:49:41,958 Epoch[24] Batch [26150-26200]	Speed: 214.02 samples/sec	accuracy=0.927656
+2020-04-13 08:50:11,803 Epoch[24] Batch [26200-26250]	Speed: 214.44 samples/sec	accuracy=0.933125
+2020-04-13 08:50:42,230 Epoch[24] Batch [26250-26300]	Speed: 210.34 samples/sec	accuracy=0.931406
+2020-04-13 08:51:12,216 Epoch[24] Batch [26300-26350]	Speed: 213.43 samples/sec	accuracy=0.928438
+2020-04-13 08:51:42,044 Epoch[24] Batch [26350-26400]	Speed: 214.56 samples/sec	accuracy=0.937031
+2020-04-13 08:52:12,149 Epoch[24] Batch [26400-26450]	Speed: 212.59 samples/sec	accuracy=0.927969
+2020-04-13 08:52:42,500 Epoch[24] Batch [26450-26500]	Speed: 210.86 samples/sec	accuracy=0.929844
+2020-04-13 08:53:12,589 Epoch[24] Batch [26500-26550]	Speed: 212.71 samples/sec	accuracy=0.926250
+2020-04-13 08:53:42,431 Epoch[24] Batch [26550-26600]	Speed: 214.46 samples/sec	accuracy=0.928438
+2020-04-13 08:54:12,678 Epoch[24] Batch [26600-26650]	Speed: 211.59 samples/sec	accuracy=0.929844
+2020-04-13 08:54:43,072 Epoch[24] Batch [26650-26700]	Speed: 210.57 samples/sec	accuracy=0.932031
+2020-04-13 08:55:12,832 Epoch[24] Batch [26700-26750]	Speed: 215.06 samples/sec	accuracy=0.926562
+2020-04-13 08:55:43,064 Epoch[24] Batch [26750-26800]	Speed: 211.70 samples/sec	accuracy=0.925000
+2020-04-13 08:56:13,264 Epoch[24] Batch [26800-26850]	Speed: 211.92 samples/sec	accuracy=0.929844
+2020-04-13 08:56:43,454 Epoch[24] Batch [26850-26900]	Speed: 212.00 samples/sec	accuracy=0.930156
+2020-04-13 08:57:13,738 Epoch[24] Batch [26900-26950]	Speed: 211.33 samples/sec	accuracy=0.932031
+2020-04-13 08:57:44,087 Epoch[24] Batch [26950-27000]	Speed: 210.88 samples/sec	accuracy=0.926406
+2020-04-13 08:58:14,187 Epoch[24] Batch [27000-27050]	Speed: 212.62 samples/sec	accuracy=0.929063
+2020-04-13 08:58:44,369 Epoch[24] Batch [27050-27100]	Speed: 212.05 samples/sec	accuracy=0.935312
+2020-04-13 08:59:14,334 Epoch[24] Batch [27100-27150]	Speed: 213.59 samples/sec	accuracy=0.927188
+2020-04-13 08:59:44,572 Epoch[24] Batch [27150-27200]	Speed: 211.66 samples/sec	accuracy=0.931250
+2020-04-13 09:00:14,662 Epoch[24] Batch [27200-27250]	Speed: 212.70 samples/sec	accuracy=0.929375
+2020-04-13 09:00:45,107 Epoch[24] Batch [27250-27300]	Speed: 210.22 samples/sec	accuracy=0.927031
+2020-04-13 09:01:14,920 Epoch[24] Batch [27300-27350]	Speed: 214.67 samples/sec	accuracy=0.928281
+2020-04-13 09:01:45,040 Epoch[24] Batch [27350-27400]	Speed: 212.48 samples/sec	accuracy=0.928906
+2020-04-13 09:02:15,334 Epoch[24] Batch [27400-27450]	Speed: 211.27 samples/sec	accuracy=0.932656
+2020-04-13 09:02:45,483 Epoch[24] Batch [27450-27500]	Speed: 212.28 samples/sec	accuracy=0.925937
+2020-04-13 09:03:15,606 Epoch[24] Batch [27500-27550]	Speed: 212.47 samples/sec	accuracy=0.930156
+2020-04-13 09:03:45,891 Epoch[24] Batch [27550-27600]	Speed: 211.33 samples/sec	accuracy=0.932656
+2020-04-13 09:04:16,024 Epoch[24] Batch [27600-27650]	Speed: 212.39 samples/sec	accuracy=0.929219
+2020-04-13 09:04:46,159 Epoch[24] Batch [27650-27700]	Speed: 212.38 samples/sec	accuracy=0.927344
+2020-04-13 09:05:16,220 Epoch[24] Batch [27700-27750]	Speed: 212.91 samples/sec	accuracy=0.928750
+2020-04-13 09:05:46,708 Epoch[24] Batch [27750-27800]	Speed: 209.92 samples/sec	accuracy=0.934844
+2020-04-13 09:06:17,039 Epoch[24] Batch [27800-27850]	Speed: 211.01 samples/sec	accuracy=0.929219
+2020-04-13 09:06:46,830 Epoch[24] Batch [27850-27900]	Speed: 214.83 samples/sec	accuracy=0.924531
+2020-04-13 09:07:16,549 Epoch[24] Batch [27900-27950]	Speed: 215.36 samples/sec	accuracy=0.926406
+2020-04-13 09:07:46,993 Epoch[24] Batch [27950-28000]	Speed: 210.22 samples/sec	accuracy=0.924687
+2020-04-13 09:08:17,230 Epoch[24] Batch [28000-28050]	Speed: 211.66 samples/sec	accuracy=0.926562
+2020-04-13 09:08:47,478 Epoch[24] Batch [28050-28100]	Speed: 211.59 samples/sec	accuracy=0.933594
+2020-04-13 09:09:17,565 Epoch[24] Batch [28100-28150]	Speed: 212.72 samples/sec	accuracy=0.925469
+2020-04-13 09:09:47,759 Epoch[24] Batch [28150-28200]	Speed: 211.96 samples/sec	accuracy=0.932031
+2020-04-13 09:10:11,141 Epoch[24] Train-accuracy=0.928995
+2020-04-13 09:10:11,141 Epoch[24] Time cost=16827.346
+2020-04-13 09:10:11,182 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0025.params"
+2020-04-13 09:40:00,593 Epoch[24] Validation-accuracy=0.969017
+2020-04-13 09:40:38,672 Epoch[25] Batch [0-50]	Speed: 213.67 samples/sec	accuracy=0.932751
+2020-04-13 09:41:09,116 Epoch[25] Batch [50-100]	Speed: 210.22 samples/sec	accuracy=0.929219
+2020-04-13 09:41:39,209 Epoch[25] Batch [100-150]	Speed: 212.67 samples/sec	accuracy=0.932813
+2020-04-13 09:42:09,542 Epoch[25] Batch [150-200]	Speed: 210.99 samples/sec	accuracy=0.925469
+2020-04-13 09:42:40,034 Epoch[25] Batch [200-250]	Speed: 209.89 samples/sec	accuracy=0.926875
+2020-04-13 09:43:10,187 Epoch[25] Batch [250-300]	Speed: 212.25 samples/sec	accuracy=0.923906
+2020-04-13 09:43:40,542 Epoch[25] Batch [300-350]	Speed: 210.84 samples/sec	accuracy=0.927813
+2020-04-13 09:44:10,456 Epoch[25] Batch [350-400]	Speed: 213.95 samples/sec	accuracy=0.931406
+2020-04-13 09:44:40,404 Epoch[25] Batch [400-450]	Speed: 213.70 samples/sec	accuracy=0.929531
+2020-04-13 09:45:10,763 Epoch[25] Batch [450-500]	Speed: 210.81 samples/sec	accuracy=0.928750
+2020-04-13 09:45:41,104 Epoch[25] Batch [500-550]	Speed: 210.94 samples/sec	accuracy=0.925625
+2020-04-13 09:46:11,105 Epoch[25] Batch [550-600]	Speed: 213.33 samples/sec	accuracy=0.927188
+2020-04-13 09:46:40,805 Epoch[25] Batch [600-650]	Speed: 215.49 samples/sec	accuracy=0.927969
+2020-04-13 09:47:10,735 Epoch[25] Batch [650-700]	Speed: 213.83 samples/sec	accuracy=0.933750
+2020-04-13 09:47:40,586 Epoch[25] Batch [700-750]	Speed: 214.40 samples/sec	accuracy=0.923438
+2020-04-13 09:48:10,785 Epoch[25] Batch [750-800]	Speed: 211.93 samples/sec	accuracy=0.931562
+2020-04-13 09:48:40,726 Epoch[25] Batch [800-850]	Speed: 213.76 samples/sec	accuracy=0.924844
+2020-04-13 09:49:12,024 Epoch[25] Batch [850-900]	Speed: 204.49 samples/sec	accuracy=0.928750
+2020-04-13 09:49:43,645 Epoch[25] Batch [900-950]	Speed: 202.40 samples/sec	accuracy=0.930156
+2020-04-13 09:50:12,440 Epoch[25] Batch [950-1000]	Speed: 222.26 samples/sec	accuracy=0.931719
+2020-04-13 09:50:39,005 Epoch[25] Batch [1000-1050]	Speed: 240.91 samples/sec	accuracy=0.935156
+2020-04-13 09:51:05,688 Epoch[25] Batch [1050-1100]	Speed: 239.85 samples/sec	accuracy=0.936250
+2020-04-13 09:51:32,485 Epoch[25] Batch [1100-1150]	Speed: 238.84 samples/sec	accuracy=0.931875
+2020-04-13 09:51:59,192 Epoch[25] Batch [1150-1200]	Speed: 239.64 samples/sec	accuracy=0.928281
+2020-04-13 09:52:25,930 Epoch[25] Batch [1200-1250]	Speed: 239.36 samples/sec	accuracy=0.930469
+2020-04-13 09:52:55,379 Epoch[25] Batch [1250-1300]	Speed: 217.32 samples/sec	accuracy=0.925312
+2020-04-13 09:53:27,254 Epoch[25] Batch [1300-1350]	Speed: 200.79 samples/sec	accuracy=0.930781
+2020-04-13 09:53:59,218 Epoch[25] Batch [1350-1400]	Speed: 200.23 samples/sec	accuracy=0.931406
+2020-04-13 09:54:31,313 Epoch[25] Batch [1400-1450]	Speed: 199.41 samples/sec	accuracy=0.935312
+2020-04-13 09:55:10,750 Using 1 threads for decoding...
+2020-04-13 09:55:10,750 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
+2020-04-13 09:55:10,750 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_train.rec...
+2020-04-13 09:55:21,435 Using 1 threads for decoding...
+2020-04-13 09:55:21,435 Set enviroment variable MXNET_CPU_WORKER_NTHREADS to a larger number to use more threads.
+2020-04-13 09:55:21,435 GrayImageIter: loading recordio /root/jinlong/data/lst/cnocr_test.rec...
+2020-04-13 09:55:22,157 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 09:55:22,466 Loaded model /root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0025.params
+[09:55:40] 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 09:56:18,798 Epoch[25] Batch [0-50]	Speed: 199.38 samples/sec	accuracy=0.926164
+2020-04-13 09:56:51,365 Epoch[25] Batch [50-100]	Speed: 196.52 samples/sec	accuracy=0.928281
+2020-04-13 09:57:23,070 Epoch[25] Batch [100-150]	Speed: 201.86 samples/sec	accuracy=0.927813
+2020-04-13 09:57:54,730 Epoch[25] Batch [150-200]	Speed: 202.15 samples/sec	accuracy=0.930625
+2020-04-13 09:58:26,597 Epoch[25] Batch [200-250]	Speed: 200.84 samples/sec	accuracy=0.926719
+2020-04-13 09:58:58,277 Epoch[25] Batch [250-300]	Speed: 202.02 samples/sec	accuracy=0.929688
+2020-04-13 09:59:30,175 Epoch[25] Batch [300-350]	Speed: 200.64 samples/sec	accuracy=0.927188
+2020-04-13 10:00:01,833 Epoch[25] Batch [350-400]	Speed: 202.16 samples/sec	accuracy=0.929375
+2020-04-13 10:00:33,675 Epoch[25] Batch [400-450]	Speed: 200.99 samples/sec	accuracy=0.930312
+2020-04-13 10:01:05,739 Epoch[25] Batch [450-500]	Speed: 199.60 samples/sec	accuracy=0.924531
+2020-04-13 10:01:37,122 Epoch[25] Batch [500-550]	Speed: 203.94 samples/sec	accuracy=0.930312
+2020-04-13 10:02:08,982 Epoch[25] Batch [550-600]	Speed: 200.88 samples/sec	accuracy=0.933438
+2020-04-13 10:02:40,449 Epoch[25] Batch [600-650]	Speed: 203.38 samples/sec	accuracy=0.931875
+2020-04-13 10:03:12,388 Epoch[25] Batch [650-700]	Speed: 200.39 samples/sec	accuracy=0.928281
+2020-04-13 10:03:43,955 Epoch[25] Batch [700-750]	Speed: 202.74 samples/sec	accuracy=0.928750
+2020-04-13 10:04:15,919 Epoch[25] Batch [750-800]	Speed: 200.23 samples/sec	accuracy=0.930937
+2020-04-13 10:04:47,813 Epoch[25] Batch [800-850]	Speed: 200.66 samples/sec	accuracy=0.929844
+2020-04-13 10:05:19,715 Epoch[25] Batch [850-900]	Speed: 200.62 samples/sec	accuracy=0.928281
+2020-04-13 10:05:52,203 Epoch[25] Batch [900-950]	Speed: 196.99 samples/sec	accuracy=0.929375
+2020-04-13 10:06:23,846 Epoch[25] Batch [950-1000]	Speed: 202.26 samples/sec	accuracy=0.928906
+2020-04-13 10:06:55,600 Epoch[25] Batch [1000-1050]	Speed: 201.55 samples/sec	accuracy=0.930625
+2020-04-13 10:07:27,172 Epoch[25] Batch [1050-1100]	Speed: 202.71 samples/sec	accuracy=0.926875
+2020-04-13 10:07:58,804 Epoch[25] Batch [1100-1150]	Speed: 202.33 samples/sec	accuracy=0.927813
+2020-04-13 10:08:30,803 Epoch[25] Batch [1150-1200]	Speed: 200.01 samples/sec	accuracy=0.931094
+2020-04-13 10:09:02,648 Epoch[25] Batch [1200-1250]	Speed: 200.97 samples/sec	accuracy=0.937500
+2020-04-13 10:09:34,531 Epoch[25] Batch [1250-1300]	Speed: 200.74 samples/sec	accuracy=0.925156
+2020-04-13 10:10:06,587 Epoch[25] Batch [1300-1350]	Speed: 199.65 samples/sec	accuracy=0.928438
+2020-04-13 10:10:38,302 Epoch[25] Batch [1350-1400]	Speed: 201.80 samples/sec	accuracy=0.933281
+2020-04-13 10:11:10,159 Epoch[25] Batch [1400-1450]	Speed: 200.90 samples/sec	accuracy=0.930937
+2020-04-13 10:11:42,092 Epoch[25] Batch [1450-1500]	Speed: 200.42 samples/sec	accuracy=0.923750
+2020-04-13 10:12:14,077 Epoch[25] Batch [1500-1550]	Speed: 200.09 samples/sec	accuracy=0.929531
+2020-04-13 10:12:45,849 Epoch[25] Batch [1550-1600]	Speed: 201.44 samples/sec	accuracy=0.927031
+2020-04-13 10:13:17,688 Epoch[25] Batch [1600-1650]	Speed: 201.02 samples/sec	accuracy=0.928125
+2020-04-13 10:13:49,654 Epoch[25] Batch [1650-1700]	Speed: 200.21 samples/sec	accuracy=0.928750
+2020-04-13 10:14:21,493 Epoch[25] Batch [1700-1750]	Speed: 201.01 samples/sec	accuracy=0.933438
+2020-04-13 10:14:53,181 Epoch[25] Batch [1750-1800]	Speed: 201.97 samples/sec	accuracy=0.929219
+2020-04-13 10:15:24,991 Epoch[25] Batch [1800-1850]	Speed: 201.20 samples/sec	accuracy=0.931875
+2020-04-13 10:15:56,565 Epoch[25] Batch [1850-1900]	Speed: 202.70 samples/sec	accuracy=0.927188
+2020-04-13 10:16:27,950 Epoch[25] Batch [1900-1950]	Speed: 203.92 samples/sec	accuracy=0.928281
+2020-04-13 10:16:59,787 Epoch[25] Batch [1950-2000]	Speed: 201.03 samples/sec	accuracy=0.925937
+2020-04-13 10:17:31,239 Epoch[25] Batch [2000-2050]	Speed: 203.49 samples/sec	accuracy=0.933750
+2020-04-13 10:18:02,702 Epoch[25] Batch [2050-2100]	Speed: 203.42 samples/sec	accuracy=0.934688
+2020-04-13 10:18:34,802 Epoch[25] Batch [2100-2150]	Speed: 199.38 samples/sec	accuracy=0.926875
+2020-04-13 10:19:06,741 Epoch[25] Batch [2150-2200]	Speed: 200.38 samples/sec	accuracy=0.931250
+2020-04-13 10:19:38,679 Epoch[25] Batch [2200-2250]	Speed: 200.39 samples/sec	accuracy=0.927344
+2020-04-13 10:20:10,487 Epoch[25] Batch [2250-2300]	Speed: 201.21 samples/sec	accuracy=0.931719
+2020-04-13 10:20:42,085 Epoch[25] Batch [2300-2350]	Speed: 202.55 samples/sec	accuracy=0.931719
+2020-04-13 10:21:13,817 Epoch[25] Batch [2350-2400]	Speed: 201.69 samples/sec	accuracy=0.933438
+2020-04-13 10:21:45,733 Epoch[25] Batch [2400-2450]	Speed: 200.52 samples/sec	accuracy=0.930937
+2020-04-13 10:22:17,479 Epoch[25] Batch [2450-2500]	Speed: 201.60 samples/sec	accuracy=0.931719
+2020-04-13 10:22:49,234 Epoch[25] Batch [2500-2550]	Speed: 201.55 samples/sec	accuracy=0.929375
+2020-04-13 10:23:21,011 Epoch[25] Batch [2550-2600]	Speed: 201.41 samples/sec	accuracy=0.926562
+2020-04-13 10:23:52,560 Epoch[25] Batch [2600-2650]	Speed: 202.86 samples/sec	accuracy=0.932656
+2020-04-13 10:24:24,510 Epoch[25] Batch [2650-2700]	Speed: 200.31 samples/sec	accuracy=0.931250
+2020-04-13 10:24:56,428 Epoch[25] Batch [2700-2750]	Speed: 200.51 samples/sec	accuracy=0.927188
+2020-04-13 10:25:28,621 Epoch[25] Batch [2750-2800]	Speed: 198.80 samples/sec	accuracy=0.929219
+2020-04-13 10:26:00,426 Epoch[25] Batch [2800-2850]	Speed: 201.23 samples/sec	accuracy=0.934375
+2020-04-13 10:26:32,289 Epoch[25] Batch [2850-2900]	Speed: 200.86 samples/sec	accuracy=0.931562
+2020-04-13 10:27:03,655 Epoch[25] Batch [2900-2950]	Speed: 204.04 samples/sec	accuracy=0.928281
+2020-04-13 10:27:35,433 Epoch[25] Batch [2950-3000]	Speed: 201.40 samples/sec	accuracy=0.932344
+2020-04-13 10:28:06,885 Epoch[25] Batch [3000-3050]	Speed: 203.49 samples/sec	accuracy=0.926250
+2020-04-13 10:28:38,722 Epoch[25] Batch [3050-3100]	Speed: 201.03 samples/sec	accuracy=0.932813
+2020-04-13 10:29:10,687 Epoch[25] Batch [3100-3150]	Speed: 200.22 samples/sec	accuracy=0.930937
+2020-04-13 10:29:42,406 Epoch[25] Batch [3150-3200]	Speed: 201.78 samples/sec	accuracy=0.923281
+2020-04-13 10:30:14,303 Epoch[25] Batch [3200-3250]	Speed: 200.65 samples/sec	accuracy=0.927031
+2020-04-13 10:30:46,150 Epoch[25] Batch [3250-3300]	Speed: 200.96 samples/sec	accuracy=0.929063
+2020-04-13 10:31:18,010 Epoch[25] Batch [3300-3350]	Speed: 200.88 samples/sec	accuracy=0.929844
+2020-04-13 10:31:49,842 Epoch[25] Batch [3350-3400]	Speed: 201.06 samples/sec	accuracy=0.925781
+2020-04-13 10:32:21,256 Epoch[25] Batch [3400-3450]	Speed: 203.73 samples/sec	accuracy=0.929219
+2020-04-13 10:32:53,164 Epoch[25] Batch [3450-3500]	Speed: 200.58 samples/sec	accuracy=0.927188
+2020-04-13 10:33:24,941 Epoch[25] Batch [3500-3550]	Speed: 201.41 samples/sec	accuracy=0.928125
+2020-04-13 10:33:56,686 Epoch[25] Batch [3550-3600]	Speed: 201.61 samples/sec	accuracy=0.934531
+2020-04-13 10:34:28,600 Epoch[25] Batch [3600-3650]	Speed: 200.54 samples/sec	accuracy=0.925937
+2020-04-13 10:35:00,331 Epoch[25] Batch [3650-3700]	Speed: 201.70 samples/sec	accuracy=0.929688
+2020-04-13 10:35:32,346 Epoch[25] Batch [3700-3750]	Speed: 199.91 samples/sec	accuracy=0.927344
+2020-04-13 10:36:04,345 Epoch[25] Batch [3750-3800]	Speed: 200.01 samples/sec	accuracy=0.935469
+2020-04-13 10:36:36,083 Epoch[25] Batch [3800-3850]	Speed: 201.65 samples/sec	accuracy=0.934688
+2020-04-13 10:37:07,943 Epoch[25] Batch [3850-3900]	Speed: 200.88 samples/sec	accuracy=0.931406
+2020-04-13 10:37:40,336 Epoch[25] Batch [3900-3950]	Speed: 197.58 samples/sec	accuracy=0.931875
+2020-04-13 10:38:12,235 Epoch[25] Batch [3950-4000]	Speed: 200.63 samples/sec	accuracy=0.924844
+2020-04-13 10:38:43,828 Epoch[25] Batch [4000-4050]	Speed: 202.58 samples/sec	accuracy=0.932187
+2020-04-13 10:39:15,627 Epoch[25] Batch [4050-4100]	Speed: 201.27 samples/sec	accuracy=0.932969
+2020-04-13 10:39:47,929 Epoch[25] Batch [4100-4150]	Speed: 198.13 samples/sec	accuracy=0.929219
+2020-04-13 10:40:20,032 Epoch[25] Batch [4150-4200]	Speed: 199.36 samples/sec	accuracy=0.935937
+2020-04-13 10:40:51,487 Epoch[25] Batch [4200-4250]	Speed: 203.47 samples/sec	accuracy=0.929531
+2020-04-13 10:41:23,536 Epoch[25] Batch [4250-4300]	Speed: 199.69 samples/sec	accuracy=0.926406
+2020-04-13 10:41:54,918 Epoch[25] Batch [4300-4350]	Speed: 203.94 samples/sec	accuracy=0.931562
+2020-04-13 10:42:26,643 Epoch[25] Batch [4350-4400]	Speed: 201.73 samples/sec	accuracy=0.932500
+2020-04-13 10:42:58,591 Epoch[25] Batch [4400-4450]	Speed: 200.33 samples/sec	accuracy=0.933594
+2020-04-13 10:43:30,289 Epoch[25] Batch [4450-4500]	Speed: 201.91 samples/sec	accuracy=0.932813
+2020-04-13 10:44:02,122 Epoch[25] Batch [4500-4550]	Speed: 201.05 samples/sec	accuracy=0.928906
+2020-04-13 10:44:33,961 Epoch[25] Batch [4550-4600]	Speed: 201.01 samples/sec	accuracy=0.928906
+2020-04-13 10:45:05,766 Epoch[25] Batch [4600-4650]	Speed: 201.23 samples/sec	accuracy=0.931875
+2020-04-13 10:45:37,729 Epoch[25] Batch [4650-4700]	Speed: 200.23 samples/sec	accuracy=0.928125
+2020-04-13 10:46:09,729 Epoch[25] Batch [4700-4750]	Speed: 200.00 samples/sec	accuracy=0.927031
+2020-04-13 10:46:41,797 Epoch[25] Batch [4750-4800]	Speed: 199.58 samples/sec	accuracy=0.925781
+2020-04-13 10:47:13,839 Epoch[25] Batch [4800-4850]	Speed: 199.74 samples/sec	accuracy=0.928594
+2020-04-13 10:47:45,799 Epoch[25] Batch [4850-4900]	Speed: 200.25 samples/sec	accuracy=0.926562
+2020-04-13 10:48:17,839 Epoch[25] Batch [4900-4950]	Speed: 199.75 samples/sec	accuracy=0.931406
+2020-04-13 10:48:49,819 Epoch[25] Batch [4950-5000]	Speed: 200.12 samples/sec	accuracy=0.929844
+2020-04-13 10:49:21,658 Epoch[25] Batch [5000-5050]	Speed: 201.02 samples/sec	accuracy=0.927813
+2020-04-13 10:49:53,465 Epoch[25] Batch [5050-5100]	Speed: 201.21 samples/sec	accuracy=0.933750
+2020-04-13 10:50:25,473 Epoch[25] Batch [5100-5150]	Speed: 199.95 samples/sec	accuracy=0.932344
+2020-04-13 10:50:57,868 Epoch[25] Batch [5150-5200]	Speed: 197.56 samples/sec	accuracy=0.931250
+2020-04-13 10:51:29,403 Epoch[25] Batch [5200-5250]	Speed: 202.95 samples/sec	accuracy=0.928594
+2020-04-13 10:52:00,663 Epoch[25] Batch [5250-5300]	Speed: 204.74 samples/sec	accuracy=0.927969
+2020-04-13 10:52:32,284 Epoch[25] Batch [5300-5350]	Speed: 202.40 samples/sec	accuracy=0.930781
+2020-04-13 10:53:03,723 Epoch[25] Batch [5350-5400]	Speed: 203.57 samples/sec	accuracy=0.931719
+2020-04-13 10:53:35,583 Epoch[25] Batch [5400-5450]	Speed: 200.88 samples/sec	accuracy=0.930312
+2020-04-13 10:54:06,986 Epoch[25] Batch [5450-5500]	Speed: 203.80 samples/sec	accuracy=0.928594
+2020-04-13 10:54:38,561 Epoch[25] Batch [5500-5550]	Speed: 202.69 samples/sec	accuracy=0.928594
+2020-04-13 10:55:10,428 Epoch[25] Batch [5550-5600]	Speed: 200.84 samples/sec	accuracy=0.925312
+2020-04-13 10:55:42,110 Epoch[25] Batch [5600-5650]	Speed: 202.01 samples/sec	accuracy=0.934531
+2020-04-13 10:56:13,755 Epoch[25] Batch [5650-5700]	Speed: 202.25 samples/sec	accuracy=0.930156
+2020-04-13 10:56:45,652 Epoch[25] Batch [5700-5750]	Speed: 200.65 samples/sec	accuracy=0.932500
+2020-04-13 10:57:17,519 Epoch[25] Batch [5750-5800]	Speed: 200.83 samples/sec	accuracy=0.934063
+2020-04-13 10:57:49,450 Epoch[25] Batch [5800-5850]	Speed: 200.43 samples/sec	accuracy=0.937656
+2020-04-13 10:58:21,484 Epoch[25] Batch [5850-5900]	Speed: 199.79 samples/sec	accuracy=0.926406
+2020-04-13 10:58:53,512 Epoch[25] Batch [5900-5950]	Speed: 199.83 samples/sec	accuracy=0.925312
+2020-04-13 10:59:25,133 Epoch[25] Batch [5950-6000]	Speed: 202.40 samples/sec	accuracy=0.927344
+2020-04-13 10:59:56,804 Epoch[25] Batch [6000-6050]	Speed: 202.08 samples/sec	accuracy=0.934063
+2020-04-13 11:00:28,812 Epoch[25] Batch [6050-6100]	Speed: 199.95 samples/sec	accuracy=0.928750
+2020-04-13 11:01:00,602 Epoch[25] Batch [6100-6150]	Speed: 201.32 samples/sec	accuracy=0.926406
+2020-04-13 11:01:32,093 Epoch[25] Batch [6150-6200]	Speed: 203.23 samples/sec	accuracy=0.928750
+2020-04-13 11:02:03,982 Epoch[25] Batch [6200-6250]	Speed: 200.70 samples/sec	accuracy=0.923906
+2020-04-13 11:02:35,773 Epoch[25] Batch [6250-6300]	Speed: 201.32 samples/sec	accuracy=0.928906
+2020-04-13 11:03:07,772 Epoch[25] Batch [6300-6350]	Speed: 200.01 samples/sec	accuracy=0.928906
+2020-04-13 11:03:39,626 Epoch[25] Batch [6350-6400]	Speed: 200.91 samples/sec	accuracy=0.935781
+2020-04-13 11:04:11,389 Epoch[25] Batch [6400-6450]	Speed: 201.49 samples/sec	accuracy=0.933125
+2020-04-13 11:04:43,229 Epoch[25] Batch [6450-6500]	Speed: 201.01 samples/sec	accuracy=0.930625
+2020-04-13 11:05:15,303 Epoch[25] Batch [6500-6550]	Speed: 199.54 samples/sec	accuracy=0.931406
+2020-04-13 11:05:47,067 Epoch[25] Batch [6550-6600]	Speed: 201.49 samples/sec	accuracy=0.927656
+2020-04-13 11:06:18,964 Epoch[25] Batch [6600-6650]	Speed: 200.65 samples/sec	accuracy=0.927813
+2020-04-13 11:06:50,769 Epoch[25] Batch [6650-6700]	Speed: 201.23 samples/sec	accuracy=0.927969
+2020-04-13 11:07:22,376 Epoch[25] Batch [6700-6750]	Speed: 202.49 samples/sec	accuracy=0.929219
+2020-04-13 11:07:53,915 Epoch[25] Batch [6750-6800]	Speed: 202.93 samples/sec	accuracy=0.930156
+2020-04-13 11:08:25,346 Epoch[25] Batch [6800-6850]	Speed: 203.62 samples/sec	accuracy=0.937031
+2020-04-13 11:08:56,803 Epoch[25] Batch [6850-6900]	Speed: 203.46 samples/sec	accuracy=0.929219
+2020-04-13 11:09:28,466 Epoch[25] Batch [6900-6950]	Speed: 202.13 samples/sec	accuracy=0.927500
+2020-04-13 11:10:00,568 Epoch[25] Batch [6950-7000]	Speed: 199.37 samples/sec	accuracy=0.925781
+2020-04-13 11:10:32,426 Epoch[25] Batch [7000-7050]	Speed: 200.89 samples/sec	accuracy=0.935781
+2020-04-13 11:11:04,396 Epoch[25] Batch [7050-7100]	Speed: 200.19 samples/sec	accuracy=0.929219
+2020-04-13 11:11:36,361 Epoch[25] Batch [7100-7150]	Speed: 200.22 samples/sec	accuracy=0.921875
+2020-04-13 11:12:08,323 Epoch[25] Batch [7150-7200]	Speed: 200.24 samples/sec	accuracy=0.926250
+2020-04-13 11:12:40,095 Epoch[25] Batch [7200-7250]	Speed: 201.43 samples/sec	accuracy=0.927813
+2020-04-13 11:13:11,992 Epoch[25] Batch [7250-7300]	Speed: 200.65 samples/sec	accuracy=0.932813
+2020-04-13 11:13:43,880 Epoch[25] Batch [7300-7350]	Speed: 200.70 samples/sec	accuracy=0.931562
+2020-04-13 11:14:15,412 Epoch[25] Batch [7350-7400]	Speed: 202.97 samples/sec	accuracy=0.926094
+2020-04-13 11:14:47,684 Epoch[25] Batch [7400-7450]	Speed: 198.31 samples/sec	accuracy=0.933125
+2020-04-13 11:15:19,948 Epoch[25] Batch [7450-7500]	Speed: 198.37 samples/sec	accuracy=0.928125
+2020-04-13 11:15:51,843 Epoch[25] Batch [7500-7550]	Speed: 200.66 samples/sec	accuracy=0.929531
+2020-04-13 11:16:23,263 Epoch[25] Batch [7550-7600]	Speed: 203.69 samples/sec	accuracy=0.928438
+2020-04-13 11:16:54,740 Epoch[25] Batch [7600-7650]	Speed: 203.32 samples/sec	accuracy=0.929688
+2020-04-13 11:17:26,597 Epoch[25] Batch [7650-7700]	Speed: 200.90 samples/sec	accuracy=0.930000
+2020-04-13 11:17:58,893 Epoch[25] Batch [7700-7750]	Speed: 198.17 samples/sec	accuracy=0.927969
+2020-04-13 11:18:30,571 Epoch[25] Batch [7750-7800]	Speed: 202.03 samples/sec	accuracy=0.936406
+2020-04-13 11:19:02,385 Epoch[25] Batch [7800-7850]	Speed: 201.17 samples/sec	accuracy=0.932656
+2020-04-13 11:19:34,144 Epoch[25] Batch [7850-7900]	Speed: 201.52 samples/sec	accuracy=0.929063
+2020-04-13 11:20:05,750 Epoch[25] Batch [7900-7950]	Speed: 202.50 samples/sec	accuracy=0.930937
+2020-04-13 11:20:37,761 Epoch[25] Batch [7950-8000]	Speed: 199.93 samples/sec	accuracy=0.929219
+2020-04-13 11:21:09,397 Epoch[25] Batch [8000-8050]	Speed: 202.30 samples/sec	accuracy=0.932500
+2020-04-13 11:21:40,818 Epoch[25] Batch [8050-8100]	Speed: 203.69 samples/sec	accuracy=0.929844
+2020-04-13 11:22:12,404 Epoch[25] Batch [8100-8150]	Speed: 202.63 samples/sec	accuracy=0.927656
+2020-04-13 11:22:44,331 Epoch[25] Batch [8150-8200]	Speed: 200.46 samples/sec	accuracy=0.929531
+2020-04-13 11:23:16,020 Epoch[25] Batch [8200-8250]	Speed: 201.96 samples/sec	accuracy=0.930156
+2020-04-13 11:23:48,206 Epoch[25] Batch [8250-8300]	Speed: 198.84 samples/sec	accuracy=0.926562
+2020-04-13 11:24:20,351 Epoch[25] Batch [8300-8350]	Speed: 199.10 samples/sec	accuracy=0.930781
+2020-04-13 11:24:52,119 Epoch[25] Batch [8350-8400]	Speed: 201.47 samples/sec	accuracy=0.930312
+2020-04-13 11:25:24,097 Epoch[25] Batch [8400-8450]	Speed: 200.14 samples/sec	accuracy=0.929375
+2020-04-13 11:25:56,082 Epoch[25] Batch [8450-8500]	Speed: 200.09 samples/sec	accuracy=0.931719
+2020-04-13 11:26:28,062 Epoch[25] Batch [8500-8550]	Speed: 200.13 samples/sec	accuracy=0.926719
+2020-04-13 11:26:59,920 Epoch[25] Batch [8550-8600]	Speed: 200.89 samples/sec	accuracy=0.923125
+2020-04-13 11:27:31,543 Epoch[25] Batch [8600-8650]	Speed: 202.38 samples/sec	accuracy=0.928594
+2020-04-13 11:28:03,434 Epoch[25] Batch [8650-8700]	Speed: 200.69 samples/sec	accuracy=0.933750
+2020-04-13 11:28:35,539 Epoch[25] Batch [8700-8750]	Speed: 199.34 samples/sec	accuracy=0.931562
+2020-04-13 11:29:07,599 Epoch[25] Batch [8750-8800]	Speed: 199.63 samples/sec	accuracy=0.931875
+2020-04-13 11:29:39,549 Epoch[25] Batch [8800-8850]	Speed: 200.31 samples/sec	accuracy=0.928594
+2020-04-13 11:30:11,543 Epoch[25] Batch [8850-8900]	Speed: 200.04 samples/sec	accuracy=0.939219
+2020-04-13 11:30:43,481 Epoch[25] Batch [8900-8950]	Speed: 200.39 samples/sec	accuracy=0.925312
+2020-04-13 11:31:15,066 Epoch[25] Batch [8950-9000]	Speed: 202.63 samples/sec	accuracy=0.935781
+2020-04-13 11:31:47,155 Epoch[25] Batch [9000-9050]	Speed: 199.44 samples/sec	accuracy=0.931562
+2020-04-13 11:32:19,284 Epoch[25] Batch [9050-9100]	Speed: 199.20 samples/sec	accuracy=0.929844
+2020-04-13 11:32:51,515 Epoch[25] Batch [9100-9150]	Speed: 198.56 samples/sec	accuracy=0.930781
+2020-04-13 11:33:23,838 Epoch[25] Batch [9150-9200]	Speed: 198.00 samples/sec	accuracy=0.936094
+2020-04-13 11:33:55,768 Epoch[25] Batch [9200-9250]	Speed: 200.44 samples/sec	accuracy=0.929063
+2020-04-13 11:34:27,788 Epoch[25] Batch [9250-9300]	Speed: 199.88 samples/sec	accuracy=0.933125
+2020-04-13 11:34:59,599 Epoch[25] Batch [9300-9350]	Speed: 201.19 samples/sec	accuracy=0.924375
+2020-04-13 11:35:31,766 Epoch[25] Batch [9350-9400]	Speed: 198.97 samples/sec	accuracy=0.937500
+2020-04-13 11:36:03,506 Epoch[25] Batch [9400-9450]	Speed: 201.64 samples/sec	accuracy=0.926719
+2020-04-13 11:36:35,312 Epoch[25] Batch [9450-9500]	Speed: 201.22 samples/sec	accuracy=0.922656
+2020-04-13 11:37:06,639 Epoch[25] Batch [9500-9550]	Speed: 204.30 samples/sec	accuracy=0.931406
+2020-04-13 11:37:38,172 Epoch[25] Batch [9550-9600]	Speed: 202.96 samples/sec	accuracy=0.933438
+2020-04-13 11:38:10,089 Epoch[25] Batch [9600-9650]	Speed: 200.52 samples/sec	accuracy=0.930937
+2020-04-13 11:38:42,191 Epoch[25] Batch [9650-9700]	Speed: 199.36 samples/sec	accuracy=0.929375
+2020-04-13 11:39:13,758 Epoch[25] Batch [9700-9750]	Speed: 202.74 samples/sec	accuracy=0.932969
+2020-04-13 11:39:45,632 Epoch[25] Batch [9750-9800]	Speed: 200.79 samples/sec	accuracy=0.935625
+2020-04-13 11:40:17,695 Epoch[25] Batch [9800-9850]	Speed: 199.61 samples/sec	accuracy=0.929375
+2020-04-13 11:40:49,793 Epoch[25] Batch [9850-9900]	Speed: 199.39 samples/sec	accuracy=0.932500
+2020-04-13 11:41:21,864 Epoch[25] Batch [9900-9950]	Speed: 199.56 samples/sec	accuracy=0.928750
+2020-04-13 11:41:53,909 Epoch[25] Batch [9950-10000]	Speed: 199.72 samples/sec	accuracy=0.931719
+2020-04-13 11:42:25,718 Epoch[25] Batch [10000-10050]	Speed: 201.21 samples/sec	accuracy=0.933750
+2020-04-13 11:42:57,634 Epoch[25] Batch [10050-10100]	Speed: 200.53 samples/sec	accuracy=0.925312
+2020-04-13 11:43:29,389 Epoch[25] Batch [10100-10150]	Speed: 201.54 samples/sec	accuracy=0.928594
+2020-04-13 11:44:01,338 Epoch[25] Batch [10150-10200]	Speed: 200.32 samples/sec	accuracy=0.929844
+2020-04-13 11:44:33,479 Epoch[25] Batch [10200-10250]	Speed: 199.12 samples/sec	accuracy=0.927813
+2020-04-13 11:45:05,432 Epoch[25] Batch [10250-10300]	Speed: 200.29 samples/sec	accuracy=0.930156
+2020-04-13 11:45:37,544 Epoch[25] Batch [10300-10350]	Speed: 199.31 samples/sec	accuracy=0.933750
+2020-04-13 11:46:09,409 Epoch[25] Batch [10350-10400]	Speed: 200.85 samples/sec	accuracy=0.931406
+2020-04-13 11:46:41,100 Epoch[25] Batch [10400-10450]	Speed: 201.95 samples/sec	accuracy=0.933125
+2020-04-13 11:47:12,844 Epoch[25] Batch [10450-10500]	Speed: 201.62 samples/sec	accuracy=0.928594
+2020-04-13 11:47:44,903 Epoch[25] Batch [10500-10550]	Speed: 199.63 samples/sec	accuracy=0.926094
+2020-04-13 11:48:16,889 Epoch[25] Batch [10550-10600]	Speed: 200.09 samples/sec	accuracy=0.938281
+2020-04-13 11:48:48,869 Epoch[25] Batch [10600-10650]	Speed: 200.12 samples/sec	accuracy=0.928281
+2020-04-13 11:49:20,467 Epoch[25] Batch [10650-10700]	Speed: 202.55 samples/sec	accuracy=0.929219
+2020-04-13 11:49:52,009 Epoch[25] Batch [10700-10750]	Speed: 202.91 samples/sec	accuracy=0.930000
+2020-04-13 11:50:23,937 Epoch[25] Batch [10750-10800]	Speed: 200.45 samples/sec	accuracy=0.928281
+2020-04-13 11:50:55,706 Epoch[25] Batch [10800-10850]	Speed: 201.45 samples/sec	accuracy=0.932344
+2020-04-13 11:51:27,592 Epoch[25] Batch [10850-10900]	Speed: 200.72 samples/sec	accuracy=0.928750
+2020-04-13 11:51:58,878 Epoch[25] Batch [10900-10950]	Speed: 204.57 samples/sec	accuracy=0.927813
+2020-04-13 11:52:30,408 Epoch[25] Batch [10950-11000]	Speed: 202.98 samples/sec	accuracy=0.935312
+2020-04-13 11:53:01,822 Epoch[25] Batch [11000-11050]	Speed: 203.73 samples/sec	accuracy=0.929375
+2020-04-13 11:53:34,013 Epoch[25] Batch [11050-11100]	Speed: 198.81 samples/sec	accuracy=0.935312
+2020-04-13 11:54:05,908 Epoch[25] Batch [11100-11150]	Speed: 200.66 samples/sec	accuracy=0.926406
+2020-04-13 11:54:37,802 Epoch[25] Batch [11150-11200]	Speed: 200.67 samples/sec	accuracy=0.930000
+2020-04-13 11:55:09,971 Epoch[25] Batch [11200-11250]	Speed: 198.95 samples/sec	accuracy=0.931875
+2020-04-13 11:55:42,070 Epoch[25] Batch [11250-11300]	Speed: 199.39 samples/sec	accuracy=0.927656
+2020-04-13 11:56:13,989 Epoch[25] Batch [11300-11350]	Speed: 200.51 samples/sec	accuracy=0.936250
+2020-04-13 11:56:45,875 Epoch[25] Batch [11350-11400]	Speed: 200.72 samples/sec	accuracy=0.927188
+2020-04-13 11:57:17,762 Epoch[25] Batch [11400-11450]	Speed: 200.71 samples/sec	accuracy=0.930156
+2020-04-13 11:57:49,732 Epoch[25] Batch [11450-11500]	Speed: 200.19 samples/sec	accuracy=0.927500
+2020-04-13 11:58:20,937 Epoch[25] Batch [11500-11550]	Speed: 205.10 samples/sec	accuracy=0.926094
+2020-04-13 11:58:53,065 Epoch[25] Batch [11550-11600]	Speed: 199.20 samples/sec	accuracy=0.932187
+2020-04-13 11:59:25,011 Epoch[25] Batch [11600-11650]	Speed: 200.34 samples/sec	accuracy=0.925312
+2020-04-13 11:59:56,708 Epoch[25] Batch [11650-11700]	Speed: 201.91 samples/sec	accuracy=0.928125
+2020-04-13 12:00:28,081 Epoch[25] Batch [11700-11750]	Speed: 204.00 samples/sec	accuracy=0.929219
+2020-04-13 12:00:59,732 Epoch[25] Batch [11750-11800]	Speed: 202.21 samples/sec	accuracy=0.930469
+2020-04-13 12:01:31,661 Epoch[25] Batch [11800-11850]	Speed: 200.45 samples/sec	accuracy=0.928125
+2020-04-13 12:02:03,388 Epoch[25] Batch [11850-11900]	Speed: 201.72 samples/sec	accuracy=0.930312
+2020-04-13 12:02:34,824 Epoch[25] Batch [11900-11950]	Speed: 203.59 samples/sec	accuracy=0.929219
+2020-04-13 12:03:06,415 Epoch[25] Batch [11950-12000]	Speed: 202.59 samples/sec	accuracy=0.926250
+2020-04-13 12:03:38,274 Epoch[25] Batch [12000-12050]	Speed: 200.89 samples/sec	accuracy=0.927188
+2020-04-13 12:04:10,341 Epoch[25] Batch [12050-12100]	Speed: 199.58 samples/sec	accuracy=0.931719
+2020-04-13 12:04:42,236 Epoch[25] Batch [12100-12150]	Speed: 200.66 samples/sec	accuracy=0.926562
+2020-04-13 12:05:13,920 Epoch[25] Batch [12150-12200]	Speed: 202.00 samples/sec	accuracy=0.927969
+2020-04-13 12:05:45,525 Epoch[25] Batch [12200-12250]	Speed: 202.50 samples/sec	accuracy=0.927344
+2020-04-13 12:06:17,469 Epoch[25] Batch [12250-12300]	Speed: 200.35 samples/sec	accuracy=0.942344
+2020-04-13 12:06:49,118 Epoch[25] Batch [12300-12350]	Speed: 202.22 samples/sec	accuracy=0.935312
+2020-04-13 12:07:21,067 Epoch[25] Batch [12350-12400]	Speed: 200.33 samples/sec	accuracy=0.928281
+2020-04-13 12:07:52,999 Epoch[25] Batch [12400-12450]	Speed: 200.42 samples/sec	accuracy=0.931875
+2020-04-13 12:08:24,908 Epoch[25] Batch [12450-12500]	Speed: 200.57 samples/sec	accuracy=0.933594
+2020-04-13 12:08:57,035 Epoch[25] Batch [12500-12550]	Speed: 199.21 samples/sec	accuracy=0.928594
+2020-04-13 12:09:29,117 Epoch[25] Batch [12550-12600]	Speed: 199.49 samples/sec	accuracy=0.928594
+2020-04-13 12:10:01,332 Epoch[25] Batch [12600-12650]	Speed: 198.67 samples/sec	accuracy=0.925000
+2020-04-13 12:10:33,322 Epoch[25] Batch [12650-12700]	Speed: 200.06 samples/sec	accuracy=0.928750
+2020-04-13 12:11:05,106 Epoch[25] Batch [12700-12750]	Speed: 201.36 samples/sec	accuracy=0.929688
+2020-04-13 12:11:37,052 Epoch[25] Batch [12750-12800]	Speed: 200.34 samples/sec	accuracy=0.931406
+2020-04-13 12:12:08,415 Epoch[25] Batch [12800-12850]	Speed: 204.06 samples/sec	accuracy=0.929375
+2020-04-13 12:12:40,044 Epoch[25] Batch [12850-12900]	Speed: 202.35 samples/sec	accuracy=0.930469
+2020-04-13 12:13:11,889 Epoch[25] Batch [12900-12950]	Speed: 200.97 samples/sec	accuracy=0.929844
+2020-04-13 12:13:43,960 Epoch[25] Batch [12950-13000]	Speed: 199.56 samples/sec	accuracy=0.927344
+2020-04-13 12:14:15,977 Epoch[25] Batch [13000-13050]	Speed: 199.89 samples/sec	accuracy=0.930000
+2020-04-13 12:14:47,754 Epoch[25] Batch [13050-13100]	Speed: 201.40 samples/sec	accuracy=0.928438
+2020-04-13 12:15:19,528 Epoch[25] Batch [13100-13150]	Speed: 201.42 samples/sec	accuracy=0.933438
+2020-04-13 12:15:51,482 Epoch[25] Batch [13150-13200]	Speed: 200.30 samples/sec	accuracy=0.930312
+2020-04-13 12:16:23,318 Epoch[25] Batch [13200-13250]	Speed: 201.03 samples/sec	accuracy=0.929688
+2020-04-13 12:16:54,921 Epoch[25] Batch [13250-13300]	Speed: 202.51 samples/sec	accuracy=0.929219
+2020-04-13 12:17:26,480 Epoch[25] Batch [13300-13350]	Speed: 202.79 samples/sec	accuracy=0.933750
+2020-04-13 12:17:58,314 Epoch[25] Batch [13350-13400]	Speed: 201.04 samples/sec	accuracy=0.933750
+2020-04-13 12:18:30,299 Epoch[25] Batch [13400-13450]	Speed: 200.09 samples/sec	accuracy=0.933281
+2020-04-13 12:19:02,090 Epoch[25] Batch [13450-13500]	Speed: 201.32 samples/sec	accuracy=0.936562
+2020-04-13 12:19:34,314 Epoch[25] Batch [13500-13550]	Speed: 198.61 samples/sec	accuracy=0.927813
+2020-04-13 12:20:06,651 Epoch[25] Batch [13550-13600]	Speed: 197.91 samples/sec	accuracy=0.929219
+2020-04-13 12:20:38,639 Epoch[25] Batch [13600-13650]	Speed: 200.08 samples/sec	accuracy=0.933438
+2020-04-13 12:21:10,897 Epoch[25] Batch [13650-13700]	Speed: 198.40 samples/sec	accuracy=0.933750
+2020-04-13 12:21:43,045 Epoch[25] Batch [13700-13750]	Speed: 199.08 samples/sec	accuracy=0.932344
+2020-04-13 12:22:14,593 Epoch[25] Batch [13750-13800]	Speed: 202.87 samples/sec	accuracy=0.924219
+2020-04-13 12:22:46,351 Epoch[25] Batch [13800-13850]	Speed: 201.52 samples/sec	accuracy=0.934531
+2020-04-13 12:23:18,314 Epoch[25] Batch [13850-13900]	Speed: 200.23 samples/sec	accuracy=0.927656
+2020-04-13 12:23:49,796 Epoch[25] Batch [13900-13950]	Speed: 203.29 samples/sec	accuracy=0.924375
+2020-04-13 12:24:21,964 Epoch[25] Batch [13950-14000]	Speed: 198.96 samples/sec	accuracy=0.931094
+2020-04-13 12:24:53,683 Epoch[25] Batch [14000-14050]	Speed: 201.77 samples/sec	accuracy=0.930469
+2020-04-13 12:25:25,178 Epoch[25] Batch [14050-14100]	Speed: 203.21 samples/sec	accuracy=0.925000
+2020-04-13 12:25:56,813 Epoch[25] Batch [14100-14150]	Speed: 202.31 samples/sec	accuracy=0.929844
+2020-04-13 12:26:28,487 Epoch[25] Batch [14150-14200]	Speed: 202.06 samples/sec	accuracy=0.928750
+2020-04-13 12:27:00,434 Epoch[25] Batch [14200-14250]	Speed: 200.33 samples/sec	accuracy=0.933906
+2020-04-13 12:27:32,542 Epoch[25] Batch [14250-14300]	Speed: 199.33 samples/sec	accuracy=0.929063
+2020-04-13 12:28:04,695 Epoch[25] Batch [14300-14350]	Speed: 199.05 samples/sec	accuracy=0.930312
+2020-04-13 12:28:36,541 Epoch[25] Batch [14350-14400]	Speed: 200.97 samples/sec	accuracy=0.937656
+2020-04-13 12:29:08,120 Epoch[25] Batch [14400-14450]	Speed: 202.67 samples/sec	accuracy=0.935625
+2020-04-13 12:29:39,839 Epoch[25] Batch [14450-14500]	Speed: 201.77 samples/sec	accuracy=0.937187
+2020-04-13 12:30:11,538 Epoch[25] Batch [14500-14550]	Speed: 201.90 samples/sec	accuracy=0.932656
+2020-04-13 12:30:43,455 Epoch[25] Batch [14550-14600]	Speed: 200.52 samples/sec	accuracy=0.927188
+2020-04-13 12:31:14,745 Epoch[25] Batch [14600-14650]	Speed: 204.54 samples/sec	accuracy=0.932344
+2020-04-13 12:31:46,323 Epoch[25] Batch [14650-14700]	Speed: 202.68 samples/sec	accuracy=0.934844
+2020-04-13 12:32:18,222 Epoch[25] Batch [14700-14750]	Speed: 200.63 samples/sec	accuracy=0.929688
+2020-04-13 12:32:49,719 Epoch[25] Batch [14750-14800]	Speed: 203.20 samples/sec	accuracy=0.932500
+2020-04-13 12:33:21,895 Epoch[25] Batch [14800-14850]	Speed: 198.91 samples/sec	accuracy=0.931406
+2020-04-13 12:33:53,687 Epoch[25] Batch [14850-14900]	Speed: 201.31 samples/sec	accuracy=0.930937
+2020-04-13 12:34:25,624 Epoch[25] Batch [14900-14950]	Speed: 200.40 samples/sec	accuracy=0.928906
+2020-04-13 12:34:57,509 Epoch[25] Batch [14950-15000]	Speed: 200.72 samples/sec	accuracy=0.930312
+2020-04-13 12:35:29,570 Epoch[25] Batch [15000-15050]	Speed: 199.62 samples/sec	accuracy=0.931719
+2020-04-13 12:36:01,303 Epoch[25] Batch [15050-15100]	Speed: 201.68 samples/sec	accuracy=0.928750
+2020-04-13 12:36:33,106 Epoch[25] Batch [15100-15150]	Speed: 201.24 samples/sec	accuracy=0.932969
+2020-04-13 12:37:04,949 Epoch[25] Batch [15150-15200]	Speed: 200.99 samples/sec	accuracy=0.926719
+2020-04-13 12:37:36,921 Epoch[25] Batch [15200-15250]	Speed: 200.18 samples/sec	accuracy=0.932500
+2020-04-13 12:38:08,647 Epoch[25] Batch [15250-15300]	Speed: 201.73 samples/sec	accuracy=0.923281
+2020-04-13 12:38:40,426 Epoch[25] Batch [15300-15350]	Speed: 201.39 samples/sec	accuracy=0.928750
+2020-04-13 12:39:12,552 Epoch[25] Batch [15350-15400]	Speed: 199.22 samples/sec	accuracy=0.933594
+2020-04-13 12:39:44,339 Epoch[25] Batch [15400-15450]	Speed: 201.34 samples/sec	accuracy=0.933125
+2020-04-13 12:40:16,404 Epoch[25] Batch [15450-15500]	Speed: 199.60 samples/sec	accuracy=0.929063
+2020-04-13 12:40:48,113 Epoch[25] Batch [15500-15550]	Speed: 201.84 samples/sec	accuracy=0.931406
+2020-04-13 12:41:20,249 Epoch[25] Batch [15550-15600]	Speed: 199.16 samples/sec	accuracy=0.928750
+2020-04-13 12:41:52,253 Epoch[25] Batch [15600-15650]	Speed: 199.98 samples/sec	accuracy=0.930156
+2020-04-13 12:42:24,120 Epoch[25] Batch [15650-15700]	Speed: 200.83 samples/sec	accuracy=0.939063
+2020-04-13 12:42:55,980 Epoch[25] Batch [15700-15750]	Speed: 200.88 samples/sec	accuracy=0.927031
+2020-04-13 12:43:28,013 Epoch[25] Batch [15750-15800]	Speed: 199.79 samples/sec	accuracy=0.933281
+2020-04-13 12:43:59,789 Epoch[25] Batch [15800-15850]	Speed: 201.41 samples/sec	accuracy=0.925781
+2020-04-13 12:44:31,372 Epoch[25] Batch [15850-15900]	Speed: 202.64 samples/sec	accuracy=0.930937
+2020-04-13 12:45:03,313 Epoch[25] Batch [15900-15950]	Speed: 200.37 samples/sec	accuracy=0.936719
+2020-04-13 12:45:35,443 Epoch[25] Batch [15950-16000]	Speed: 199.19 samples/sec	accuracy=0.929063
+2020-04-13 12:46:07,326 Epoch[25] Batch [16000-16050]	Speed: 200.73 samples/sec	accuracy=0.928906
+2020-04-13 12:46:38,690 Epoch[25] Batch [16050-16100]	Speed: 204.06 samples/sec	accuracy=0.928750
+2020-04-13 12:47:10,329 Epoch[25] Batch [16100-16150]	Speed: 202.28 samples/sec	accuracy=0.933281
+2020-04-13 12:47:42,191 Epoch[25] Batch [16150-16200]	Speed: 200.87 samples/sec	accuracy=0.930781
+2020-04-13 12:48:13,575 Epoch[25] Batch [16200-16250]	Speed: 203.93 samples/sec	accuracy=0.927188
+2020-04-13 12:48:45,363 Epoch[25] Batch [16250-16300]	Speed: 201.33 samples/sec	accuracy=0.933281
+2020-04-13 12:49:16,921 Epoch[25] Batch [16300-16350]	Speed: 202.80 samples/sec	accuracy=0.934531
+2020-04-13 12:49:48,525 Epoch[25] Batch [16350-16400]	Speed: 202.51 samples/sec	accuracy=0.926875
+2020-04-13 12:50:20,386 Epoch[25] Batch [16400-16450]	Speed: 200.88 samples/sec	accuracy=0.932187
+2020-04-13 12:50:52,593 Epoch[25] Batch [16450-16500]	Speed: 198.71 samples/sec	accuracy=0.935625
+2020-04-13 12:51:24,299 Epoch[25] Batch [16500-16550]	Speed: 201.86 samples/sec	accuracy=0.927969
+2020-04-13 12:51:56,325 Epoch[25] Batch [16550-16600]	Speed: 199.84 samples/sec	accuracy=0.925312
+2020-04-13 12:52:28,322 Epoch[25] Batch [16600-16650]	Speed: 200.02 samples/sec	accuracy=0.926406
+2020-04-13 12:53:00,078 Epoch[25] Batch [16650-16700]	Speed: 201.54 samples/sec	accuracy=0.934688
+2020-04-13 12:53:31,965 Epoch[25] Batch [16700-16750]	Speed: 200.71 samples/sec	accuracy=0.926719
+2020-04-13 12:54:03,372 Epoch[25] Batch [16750-16800]	Speed: 203.78 samples/sec	accuracy=0.928906
+2020-04-13 12:54:35,379 Epoch[25] Batch [16800-16850]	Speed: 199.96 samples/sec	accuracy=0.928438
+2020-04-13 12:55:06,598 Epoch[25] Batch [16850-16900]	Speed: 205.00 samples/sec	accuracy=0.934531
+2020-04-13 12:55:38,605 Epoch[25] Batch [16900-16950]	Speed: 199.96 samples/sec	accuracy=0.930625
+2020-04-13 12:56:10,424 Epoch[25] Batch [16950-17000]	Speed: 201.14 samples/sec	accuracy=0.933125
+2020-04-13 12:56:41,995 Epoch[25] Batch [17000-17050]	Speed: 202.72 samples/sec	accuracy=0.928125
+2020-04-13 12:57:14,041 Epoch[25] Batch [17050-17100]	Speed: 199.71 samples/sec	accuracy=0.929844
+2020-04-13 12:57:45,786 Epoch[25] Batch [17100-17150]	Speed: 201.61 samples/sec	accuracy=0.925000
+2020-04-13 12:58:17,668 Epoch[25] Batch [17150-17200]	Speed: 200.74 samples/sec	accuracy=0.930156
+2020-04-13 12:58:49,610 Epoch[25] Batch [17200-17250]	Speed: 200.36 samples/sec	accuracy=0.927344
+2020-04-13 12:59:21,600 Epoch[25] Batch [17250-17300]	Speed: 200.07 samples/sec	accuracy=0.921250
+2020-04-13 12:59:53,252 Epoch[25] Batch [17300-17350]	Speed: 202.20 samples/sec	accuracy=0.932344
+2020-04-13 13:00:24,993 Epoch[25] Batch [17350-17400]	Speed: 201.63 samples/sec	accuracy=0.930469
+2020-04-13 13:00:56,926 Epoch[25] Batch [17400-17450]	Speed: 200.42 samples/sec	accuracy=0.927500
+2020-04-13 13:01:29,114 Epoch[25] Batch [17450-17500]	Speed: 198.83 samples/sec	accuracy=0.929375
+2020-04-13 13:02:01,102 Epoch[25] Batch [17500-17550]	Speed: 200.08 samples/sec	accuracy=0.934063
+2020-04-13 13:02:33,195 Epoch[25] Batch [17550-17600]	Speed: 199.42 samples/sec	accuracy=0.930312
+2020-04-13 13:03:04,638 Epoch[25] Batch [17600-17650]	Speed: 203.55 samples/sec	accuracy=0.927031
+2020-04-13 13:03:35,972 Epoch[25] Batch [17650-17700]	Speed: 204.25 samples/sec	accuracy=0.930312
+2020-04-13 13:04:07,783 Epoch[25] Batch [17700-17750]	Speed: 201.19 samples/sec	accuracy=0.930781
+2020-04-13 13:04:39,649 Epoch[25] Batch [17750-17800]	Speed: 200.84 samples/sec	accuracy=0.930156
+2020-04-13 13:05:11,849 Epoch[25] Batch [17800-17850]	Speed: 198.76 samples/sec	accuracy=0.935781
+2020-04-13 13:05:43,959 Epoch[25] Batch [17850-17900]	Speed: 199.32 samples/sec	accuracy=0.931250
+2020-04-13 13:06:15,813 Epoch[25] Batch [17900-17950]	Speed: 200.91 samples/sec	accuracy=0.930000
+2020-04-13 13:06:47,995 Epoch[25] Batch [17950-18000]	Speed: 198.87 samples/sec	accuracy=0.932969
+2020-04-13 13:07:20,123 Epoch[25] Batch [18000-18050]	Speed: 199.20 samples/sec	accuracy=0.934531
+2020-04-13 13:07:52,073 Epoch[25] Batch [18050-18100]	Speed: 200.32 samples/sec	accuracy=0.929688
+2020-04-13 13:08:24,438 Epoch[25] Batch [18100-18150]	Speed: 197.74 samples/sec	accuracy=0.930156
+2020-04-13 13:08:56,507 Epoch[25] Batch [18150-18200]	Speed: 199.58 samples/sec	accuracy=0.924219
+2020-04-13 13:09:28,548 Epoch[25] Batch [18200-18250]	Speed: 199.74 samples/sec	accuracy=0.928750
+2020-04-13 13:10:00,716 Epoch[25] Batch [18250-18300]	Speed: 198.95 samples/sec	accuracy=0.926250
+2020-04-13 13:10:32,363 Epoch[25] Batch [18300-18350]	Speed: 202.23 samples/sec	accuracy=0.931094
+2020-04-13 13:11:04,318 Epoch[25] Batch [18350-18400]	Speed: 200.28 samples/sec	accuracy=0.933594
+2020-04-13 13:11:36,010 Epoch[25] Batch [18400-18450]	Speed: 201.94 samples/sec	accuracy=0.929375
+2020-04-13 13:12:07,874 Epoch[25] Batch [18450-18500]	Speed: 200.85 samples/sec	accuracy=0.932187
+2020-04-13 13:12:39,832 Epoch[25] Batch [18500-18550]	Speed: 200.26 samples/sec	accuracy=0.928438
+2020-04-13 13:13:11,569 Epoch[25] Batch [18550-18600]	Speed: 201.66 samples/sec	accuracy=0.937656
+2020-04-13 13:13:43,450 Epoch[25] Batch [18600-18650]	Speed: 200.74 samples/sec	accuracy=0.924219
+2020-04-13 13:14:15,366 Epoch[25] Batch [18650-18700]	Speed: 200.53 samples/sec	accuracy=0.930312
+2020-04-13 13:14:47,414 Epoch[25] Batch [18700-18750]	Speed: 199.70 samples/sec	accuracy=0.928750
+2020-04-13 13:15:19,246 Epoch[25] Batch [18750-18800]	Speed: 201.06 samples/sec	accuracy=0.931406
+2020-04-13 13:15:50,892 Epoch[25] Batch [18800-18850]	Speed: 202.24 samples/sec	accuracy=0.931094
+2020-04-13 13:16:22,795 Epoch[25] Batch [18850-18900]	Speed: 200.61 samples/sec	accuracy=0.927813
+2020-04-13 13:16:54,821 Epoch[25] Batch [18900-18950]	Speed: 199.84 samples/sec	accuracy=0.925469
+2020-04-13 13:17:26,880 Epoch[25] Batch [18950-19000]	Speed: 199.63 samples/sec	accuracy=0.932500
+2020-04-13 13:17:58,360 Epoch[25] Batch [19000-19050]	Speed: 203.31 samples/sec	accuracy=0.935781
+2020-04-13 13:18:30,165 Epoch[25] Batch [19050-19100]	Speed: 201.23 samples/sec	accuracy=0.932187
+2020-04-13 13:19:01,701 Epoch[25] Batch [19100-19150]	Speed: 202.94 samples/sec	accuracy=0.932656
+2020-04-13 13:19:33,911 Epoch[25] Batch [19150-19200]	Speed: 198.70 samples/sec	accuracy=0.933750
+2020-04-13 13:20:05,442 Epoch[25] Batch [19200-19250]	Speed: 202.98 samples/sec	accuracy=0.929688
+2020-04-13 13:20:37,222 Epoch[25] Batch [19250-19300]	Speed: 201.39 samples/sec	accuracy=0.928281
+2020-04-13 13:21:09,522 Epoch[25] Batch [19300-19350]	Speed: 198.15 samples/sec	accuracy=0.932344
+2020-04-13 13:21:41,301 Epoch[25] Batch [19350-19400]	Speed: 201.39 samples/sec	accuracy=0.929063
+2020-04-13 13:22:13,002 Epoch[25] Batch [19400-19450]	Speed: 201.89 samples/sec	accuracy=0.926406
+2020-04-13 13:22:45,080 Epoch[25] Batch [19450-19500]	Speed: 199.52 samples/sec	accuracy=0.928906
+2020-04-13 13:23:17,023 Epoch[25] Batch [19500-19550]	Speed: 200.36 samples/sec	accuracy=0.927031
+2020-04-13 13:23:48,987 Epoch[25] Batch [19550-19600]	Speed: 200.23 samples/sec	accuracy=0.931250
+2020-04-13 13:24:20,860 Epoch[25] Batch [19600-19650]	Speed: 200.80 samples/sec	accuracy=0.927344
+2020-04-13 13:24:52,509 Epoch[25] Batch [19650-19700]	Speed: 202.22 samples/sec	accuracy=0.930625
+2020-04-13 13:25:24,370 Epoch[25] Batch [19700-19750]	Speed: 200.87 samples/sec	accuracy=0.937031
+2020-04-13 13:25:56,059 Epoch[25] Batch [19750-19800]	Speed: 201.96 samples/sec	accuracy=0.932813
+2020-04-13 13:26:27,907 Epoch[25] Batch [19800-19850]	Speed: 200.96 samples/sec	accuracy=0.931250
+2020-04-13 13:26:59,919 Epoch[25] Batch [19850-19900]	Speed: 199.92 samples/sec	accuracy=0.926875
+2020-04-13 13:27:31,910 Epoch[25] Batch [19900-19950]	Speed: 200.06 samples/sec	accuracy=0.932344
+2020-04-13 13:28:03,989 Epoch[25] Batch [19950-20000]	Speed: 199.50 samples/sec	accuracy=0.932813
+2020-04-13 13:28:36,047 Epoch[25] Batch [20000-20050]	Speed: 199.64 samples/sec	accuracy=0.931875
+2020-04-13 13:29:08,250 Epoch[25] Batch [20050-20100]	Speed: 198.74 samples/sec	accuracy=0.931250
+2020-04-13 13:29:40,399 Epoch[25] Batch [20100-20150]	Speed: 199.08 samples/sec	accuracy=0.932969
+2020-04-13 13:30:12,147 Epoch[25] Batch [20150-20200]	Speed: 201.59 samples/sec	accuracy=0.926875
+2020-04-13 13:30:44,298 Epoch[25] Batch [20200-20250]	Speed: 199.06 samples/sec	accuracy=0.929531
+2020-04-13 13:31:16,026 Epoch[25] Batch [20250-20300]	Speed: 201.72 samples/sec	accuracy=0.927969
+2020-04-13 13:31:48,074 Epoch[25] Batch [20300-20350]	Speed: 199.70 samples/sec	accuracy=0.933438
+2020-04-13 13:32:20,086 Epoch[25] Batch [20350-20400]	Speed: 199.92 samples/sec	accuracy=0.933281
+2020-04-13 13:32:52,179 Epoch[25] Batch [20400-20450]	Speed: 199.42 samples/sec	accuracy=0.929844
+2020-04-13 13:33:23,997 Epoch[25] Batch [20450-20500]	Speed: 201.15 samples/sec	accuracy=0.935469
+2020-04-13 13:33:55,735 Epoch[25] Batch [20500-20550]	Speed: 201.66 samples/sec	accuracy=0.935469
+2020-04-13 13:34:27,556 Epoch[25] Batch [20550-20600]	Speed: 201.12 samples/sec	accuracy=0.927969
+2020-04-13 13:34:59,044 Epoch[25] Batch [20600-20650]	Speed: 203.26 samples/sec	accuracy=0.932813
+2020-04-13 13:35:31,159 Epoch[25] Batch [20650-20700]	Speed: 199.28 samples/sec	accuracy=0.928750
+2020-04-13 13:36:03,189 Epoch[25] Batch [20700-20750]	Speed: 199.82 samples/sec	accuracy=0.924063
+2020-04-13 13:36:34,807 Epoch[25] Batch [20750-20800]	Speed: 202.42 samples/sec	accuracy=0.931406
+2020-04-13 13:37:06,397 Epoch[25] Batch [20800-20850]	Speed: 202.59 samples/sec	accuracy=0.925156
+2020-04-13 13:37:38,978 Epoch[25] Batch [20850-20900]	Speed: 196.44 samples/sec	accuracy=0.928281
+2020-04-13 13:38:11,161 Epoch[25] Batch [20900-20950]	Speed: 198.86 samples/sec	accuracy=0.932344
+2020-04-13 13:38:42,957 Epoch[25] Batch [20950-21000]	Speed: 201.28 samples/sec	accuracy=0.933125
+2020-04-13 13:39:15,121 Epoch[25] Batch [21000-21050]	Speed: 198.98 samples/sec	accuracy=0.930000
+2020-04-13 13:39:47,105 Epoch[25] Batch [21050-21100]	Speed: 200.10 samples/sec	accuracy=0.929375
+2020-04-13 13:40:19,424 Epoch[25] Batch [21100-21150]	Speed: 198.03 samples/sec	accuracy=0.924063
+2020-04-13 13:40:51,419 Epoch[25] Batch [21150-21200]	Speed: 200.03 samples/sec	accuracy=0.931406
+2020-04-13 13:41:22,537 Epoch[25] Batch [21200-21250]	Speed: 205.67 samples/sec	accuracy=0.929375
+2020-04-13 13:41:54,639 Epoch[25] Batch [21250-21300]	Speed: 199.37 samples/sec	accuracy=0.929375
+2020-04-13 13:42:26,594 Epoch[25] Batch [21300-21350]	Speed: 200.29 samples/sec	accuracy=0.929531
+2020-04-13 13:42:58,071 Epoch[25] Batch [21350-21400]	Speed: 203.32 samples/sec	accuracy=0.932031
+2020-04-13 13:43:30,180 Epoch[25] Batch [21400-21450]	Speed: 199.32 samples/sec	accuracy=0.929688
+2020-04-13 13:44:02,211 Epoch[25] Batch [21450-21500]	Speed: 199.81 samples/sec	accuracy=0.924531
+2020-04-13 13:44:34,344 Epoch[25] Batch [21500-21550]	Speed: 199.18 samples/sec	accuracy=0.926875
+2020-04-13 13:45:06,177 Epoch[25] Batch [21550-21600]	Speed: 201.05 samples/sec	accuracy=0.929375
+2020-04-13 13:45:37,850 Epoch[25] Batch [21600-21650]	Speed: 202.07 samples/sec	accuracy=0.930937
+2020-04-13 13:46:09,833 Epoch[25] Batch [21650-21700]	Speed: 200.11 samples/sec	accuracy=0.928750
+2020-04-13 13:46:41,813 Epoch[25] Batch [21700-21750]	Speed: 200.13 samples/sec	accuracy=0.935469
+2020-04-13 13:47:13,946 Epoch[25] Batch [21750-21800]	Speed: 199.17 samples/sec	accuracy=0.920937
+2020-04-13 13:47:45,640 Epoch[25] Batch [21800-21850]	Speed: 201.93 samples/sec	accuracy=0.935000
+2020-04-13 13:48:17,600 Epoch[25] Batch [21850-21900]	Speed: 200.25 samples/sec	accuracy=0.932031
+2020-04-13 13:48:49,790 Epoch[25] Batch [21900-21950]	Speed: 198.82 samples/sec	accuracy=0.931875
+2020-04-13 13:49:21,560 Epoch[25] Batch [21950-22000]	Speed: 201.45 samples/sec	accuracy=0.933438
+2020-04-13 13:49:53,069 Epoch[25] Batch [22000-22050]	Speed: 203.12 samples/sec	accuracy=0.925937
+2020-04-13 13:50:24,863 Epoch[25] Batch [22050-22100]	Speed: 201.30 samples/sec	accuracy=0.931406
+2020-04-13 13:50:56,556 Epoch[25] Batch [22100-22150]	Speed: 201.94 samples/sec	accuracy=0.934375
+2020-04-13 13:51:28,055 Epoch[25] Batch [22150-22200]	Speed: 203.18 samples/sec	accuracy=0.930469
+2020-04-13 13:51:59,573 Epoch[25] Batch [22200-22250]	Speed: 203.06 samples/sec	accuracy=0.931719
+2020-04-13 13:52:31,545 Epoch[25] Batch [22250-22300]	Speed: 200.18 samples/sec	accuracy=0.937969
+2020-04-13 13:53:03,640 Epoch[25] Batch [22300-22350]	Speed: 199.41 samples/sec	accuracy=0.929375
+2020-04-13 13:53:36,196 Epoch[25] Batch [22350-22400]	Speed: 196.59 samples/sec	accuracy=0.928594
+2020-04-13 13:54:08,037 Epoch[25] Batch [22400-22450]	Speed: 201.00 samples/sec	accuracy=0.931406
+2020-04-13 13:54:40,023 Epoch[25] Batch [22450-22500]	Speed: 200.09 samples/sec	accuracy=0.935156
+2020-04-13 13:55:11,804 Epoch[25] Batch [22500-22550]	Speed: 201.38 samples/sec	accuracy=0.937031
+2020-04-13 13:55:43,444 Epoch[25] Batch [22550-22600]	Speed: 202.28 samples/sec	accuracy=0.931719
+2020-04-13 13:56:15,266 Epoch[25] Batch [22600-22650]	Speed: 201.12 samples/sec	accuracy=0.930781
+2020-04-13 13:56:47,246 Epoch[25] Batch [22650-22700]	Speed: 200.12 samples/sec	accuracy=0.923906
+2020-04-13 13:57:19,066 Epoch[25] Batch [22700-22750]	Speed: 201.14 samples/sec	accuracy=0.934375
+2020-04-13 13:57:50,993 Epoch[25] Batch [22750-22800]	Speed: 200.46 samples/sec	accuracy=0.931406
+2020-04-13 13:58:22,281 Epoch[25] Batch [22800-22850]	Speed: 204.55 samples/sec	accuracy=0.926250
+2020-04-13 13:58:54,180 Epoch[25] Batch [22850-22900]	Speed: 200.63 samples/sec	accuracy=0.932500
+2020-04-13 13:59:25,599 Epoch[25] Batch [22900-22950]	Speed: 203.70 samples/sec	accuracy=0.934844
+2020-04-13 13:59:57,604 Epoch[25] Batch [22950-23000]	Speed: 199.97 samples/sec	accuracy=0.926406
+2020-04-13 14:00:29,587 Epoch[25] Batch [23000-23050]	Speed: 200.11 samples/sec	accuracy=0.930937
+2020-04-13 14:01:01,666 Epoch[25] Batch [23050-23100]	Speed: 199.50 samples/sec	accuracy=0.935625
+2020-04-13 14:01:33,708 Epoch[25] Batch [23100-23150]	Speed: 199.74 samples/sec	accuracy=0.925625
+2020-04-13 14:02:05,616 Epoch[25] Batch [23150-23200]	Speed: 200.58 samples/sec	accuracy=0.927188
+2020-04-13 14:02:37,234 Epoch[25] Batch [23200-23250]	Speed: 202.42 samples/sec	accuracy=0.932813
+2020-04-13 14:03:08,882 Epoch[25] Batch [23250-23300]	Speed: 202.23 samples/sec	accuracy=0.931875
+2020-04-13 14:03:40,628 Epoch[25] Batch [23300-23350]	Speed: 201.61 samples/sec	accuracy=0.933906
+2020-04-13 14:04:12,274 Epoch[25] Batch [23350-23400]	Speed: 202.24 samples/sec	accuracy=0.933906
+2020-04-13 14:04:44,224 Epoch[25] Batch [23400-23450]	Speed: 200.31 samples/sec	accuracy=0.930312
+2020-04-13 14:05:16,012 Epoch[25] Batch [23450-23500]	Speed: 201.34 samples/sec	accuracy=0.928281
+2020-04-13 14:05:47,852 Epoch[25] Batch [23500-23550]	Speed: 201.01 samples/sec	accuracy=0.927188
+2020-04-13 14:06:19,767 Epoch[25] Batch [23550-23600]	Speed: 200.53 samples/sec	accuracy=0.925000
+2020-04-13 14:06:51,651 Epoch[25] Batch [23600-23650]	Speed: 200.73 samples/sec	accuracy=0.929219
+2020-04-13 14:07:23,540 Epoch[25] Batch [23650-23700]	Speed: 200.70 samples/sec	accuracy=0.932344
+2020-04-13 14:07:55,587 Epoch[25] Batch [23700-23750]	Speed: 199.71 samples/sec	accuracy=0.926406
+2020-04-13 14:08:27,587 Epoch[25] Batch [23750-23800]	Speed: 200.00 samples/sec	accuracy=0.928594
+2020-04-13 14:08:59,408 Epoch[25] Batch [23800-23850]	Speed: 201.13 samples/sec	accuracy=0.923438
+2020-04-13 14:09:31,755 Epoch[25] Batch [23850-23900]	Speed: 197.85 samples/sec	accuracy=0.933438
+2020-04-13 14:10:03,452 Epoch[25] Batch [23900-23950]	Speed: 201.92 samples/sec	accuracy=0.931719
+2020-04-13 14:10:35,436 Epoch[25] Batch [23950-24000]	Speed: 200.10 samples/sec	accuracy=0.931406
+2020-04-13 14:11:07,259 Epoch[25] Batch [24000-24050]	Speed: 201.12 samples/sec	accuracy=0.930000
+2020-04-13 14:11:39,418 Epoch[25] Batch [24050-24100]	Speed: 199.01 samples/sec	accuracy=0.926562
+2020-04-13 14:12:11,464 Epoch[25] Batch [24100-24150]	Speed: 199.71 samples/sec	accuracy=0.929375
+2020-04-13 14:12:43,259 Epoch[25] Batch [24150-24200]	Speed: 201.29 samples/sec	accuracy=0.930469
+2020-04-13 14:13:15,246 Epoch[25] Batch [24200-24250]	Speed: 200.09 samples/sec	accuracy=0.935156
+2020-04-13 14:13:47,196 Epoch[25] Batch [24250-24300]	Speed: 200.32 samples/sec	accuracy=0.933281
+2020-04-13 14:14:18,958 Epoch[25] Batch [24300-24350]	Speed: 201.50 samples/sec	accuracy=0.929063
+2020-04-13 14:14:50,691 Epoch[25] Batch [24350-24400]	Speed: 201.68 samples/sec	accuracy=0.932969
+2020-04-13 14:15:22,475 Epoch[25] Batch [24400-24450]	Speed: 201.36 samples/sec	accuracy=0.930781
+2020-04-13 14:15:53,926 Epoch[25] Batch [24450-24500]	Speed: 203.49 samples/sec	accuracy=0.930937
+2020-04-13 14:16:26,116 Epoch[25] Batch [24500-24550]	Speed: 198.82 samples/sec	accuracy=0.928594
+2020-04-13 14:16:57,959 Epoch[25] Batch [24550-24600]	Speed: 200.99 samples/sec	accuracy=0.929063
+2020-04-13 14:17:29,876 Epoch[25] Batch [24600-24650]	Speed: 200.52 samples/sec	accuracy=0.930000
+2020-04-13 14:18:01,656 Epoch[25] Batch [24650-24700]	Speed: 201.38 samples/sec	accuracy=0.933438
+2020-04-13 14:18:33,270 Epoch[25] Batch [24700-24750]	Speed: 202.44 samples/sec	accuracy=0.929375
+2020-04-13 14:19:05,377 Epoch[25] Batch [24750-24800]	Speed: 199.34 samples/sec	accuracy=0.925781
+2020-04-13 14:19:37,330 Epoch[25] Batch [24800-24850]	Speed: 200.29 samples/sec	accuracy=0.930000
+2020-04-13 14:20:09,166 Epoch[25] Batch [24850-24900]	Speed: 201.03 samples/sec	accuracy=0.928281
+2020-04-13 14:20:41,435 Epoch[25] Batch [24900-24950]	Speed: 198.33 samples/sec	accuracy=0.929688
+2020-04-13 14:21:13,228 Epoch[25] Batch [24950-25000]	Speed: 201.30 samples/sec	accuracy=0.929531
+2020-04-13 14:21:44,991 Epoch[25] Batch [25000-25050]	Speed: 201.49 samples/sec	accuracy=0.931250
+2020-04-13 14:22:17,032 Epoch[25] Batch [25050-25100]	Speed: 199.74 samples/sec	accuracy=0.933906
+2020-04-13 14:22:48,871 Epoch[25] Batch [25100-25150]	Speed: 201.02 samples/sec	accuracy=0.936719
+2020-04-13 14:23:20,864 Epoch[25] Batch [25150-25200]	Speed: 200.04 samples/sec	accuracy=0.929375
+2020-04-13 14:23:52,732 Epoch[25] Batch [25200-25250]	Speed: 200.83 samples/sec	accuracy=0.930781
+2020-04-13 14:24:24,760 Epoch[25] Batch [25250-25300]	Speed: 199.83 samples/sec	accuracy=0.934219
+2020-04-13 14:24:56,464 Epoch[25] Batch [25300-25350]	Speed: 201.87 samples/sec	accuracy=0.930937
+2020-04-13 14:25:28,652 Epoch[25] Batch [25350-25400]	Speed: 198.83 samples/sec	accuracy=0.929219
+2020-04-13 14:26:00,639 Epoch[25] Batch [25400-25450]	Speed: 200.08 samples/sec	accuracy=0.927500
+2020-04-13 14:26:32,368 Epoch[25] Batch [25450-25500]	Speed: 201.71 samples/sec	accuracy=0.924375
+2020-04-13 14:27:04,142 Epoch[25] Batch [25500-25550]	Speed: 201.42 samples/sec	accuracy=0.934688
+2020-04-13 14:27:36,001 Epoch[25] Batch [25550-25600]	Speed: 200.89 samples/sec	accuracy=0.932813
+2020-04-13 14:28:08,267 Epoch[25] Batch [25600-25650]	Speed: 198.35 samples/sec	accuracy=0.934531
+2020-04-13 14:28:40,030 Epoch[25] Batch [25650-25700]	Speed: 201.49 samples/sec	accuracy=0.929844
+2020-04-13 14:29:12,176 Epoch[25] Batch [25700-25750]	Speed: 199.10 samples/sec	accuracy=0.935469
+2020-04-13 14:29:44,021 Epoch[25] Batch [25750-25800]	Speed: 200.97 samples/sec	accuracy=0.927969
+2020-04-13 14:30:15,934 Epoch[25] Batch [25800-25850]	Speed: 200.55 samples/sec	accuracy=0.929844
+2020-04-13 14:30:47,731 Epoch[25] Batch [25850-25900]	Speed: 201.28 samples/sec	accuracy=0.932187
+2020-04-13 14:31:19,733 Epoch[25] Batch [25900-25950]	Speed: 199.99 samples/sec	accuracy=0.928125
+2020-04-13 14:31:51,817 Epoch[25] Batch [25950-26000]	Speed: 199.47 samples/sec	accuracy=0.928750
+2020-04-13 14:32:23,567 Epoch[25] Batch [26000-26050]	Speed: 201.58 samples/sec	accuracy=0.930469
+2020-04-13 14:32:55,182 Epoch[25] Batch [26050-26100]	Speed: 202.44 samples/sec	accuracy=0.931094
+2020-04-13 14:33:27,072 Epoch[25] Batch [26100-26150]	Speed: 200.69 samples/sec	accuracy=0.932187
+2020-04-13 14:33:59,033 Epoch[25] Batch [26150-26200]	Speed: 200.25 samples/sec	accuracy=0.933125
+2020-04-13 14:34:30,970 Epoch[25] Batch [26200-26250]	Speed: 200.39 samples/sec	accuracy=0.930469
+2020-04-13 14:35:03,088 Epoch[25] Batch [26250-26300]	Speed: 199.27 samples/sec	accuracy=0.932031
+2020-04-13 14:35:35,048 Epoch[25] Batch [26300-26350]	Speed: 200.25 samples/sec	accuracy=0.927344
+2020-04-13 14:36:06,680 Epoch[25] Batch [26350-26400]	Speed: 202.33 samples/sec	accuracy=0.927344
+2020-04-13 14:36:38,520 Epoch[25] Batch [26400-26450]	Speed: 201.00 samples/sec	accuracy=0.928750
+2020-04-13 14:37:10,482 Epoch[25] Batch [26450-26500]	Speed: 200.24 samples/sec	accuracy=0.932969
+2020-04-13 14:37:41,990 Epoch[25] Batch [26500-26550]	Speed: 203.12 samples/sec	accuracy=0.939375
+2020-04-13 14:38:14,102 Epoch[25] Batch [26550-26600]	Speed: 199.30 samples/sec	accuracy=0.932969
+2020-04-13 14:38:46,238 Epoch[25] Batch [26600-26650]	Speed: 199.15 samples/sec	accuracy=0.927188
+2020-04-13 14:39:18,517 Epoch[25] Batch [26650-26700]	Speed: 198.27 samples/sec	accuracy=0.927188
+2020-04-13 14:39:50,826 Epoch[25] Batch [26700-26750]	Speed: 198.09 samples/sec	accuracy=0.928750
+2020-04-13 14:40:23,009 Epoch[25] Batch [26750-26800]	Speed: 198.87 samples/sec	accuracy=0.929531
+2020-04-13 14:40:54,797 Epoch[25] Batch [26800-26850]	Speed: 201.34 samples/sec	accuracy=0.936250
+2020-04-13 14:41:26,847 Epoch[25] Batch [26850-26900]	Speed: 199.69 samples/sec	accuracy=0.930625
+2020-04-13 14:41:58,721 Epoch[25] Batch [26900-26950]	Speed: 200.79 samples/sec	accuracy=0.930937
+2020-04-13 14:42:30,206 Epoch[25] Batch [26950-27000]	Speed: 203.27 samples/sec	accuracy=0.930156
+2020-04-13 14:43:02,391 Epoch[25] Batch [27000-27050]	Speed: 198.86 samples/sec	accuracy=0.926562
+2020-04-13 14:43:34,210 Epoch[25] Batch [27050-27100]	Speed: 201.14 samples/sec	accuracy=0.932500
+2020-04-13 14:44:05,881 Epoch[25] Batch [27100-27150]	Speed: 202.08 samples/sec	accuracy=0.928906
+2020-04-13 14:44:37,552 Epoch[25] Batch [27150-27200]	Speed: 202.08 samples/sec	accuracy=0.924687
+2020-04-13 14:45:09,551 Epoch[25] Batch [27200-27250]	Speed: 200.00 samples/sec	accuracy=0.927031
+2020-04-13 14:45:41,220 Epoch[25] Batch [27250-27300]	Speed: 202.09 samples/sec	accuracy=0.929063
+2020-04-13 14:46:13,115 Epoch[25] Batch [27300-27350]	Speed: 200.66 samples/sec	accuracy=0.931719
+2020-04-13 14:46:45,029 Epoch[25] Batch [27350-27400]	Speed: 200.54 samples/sec	accuracy=0.930625
+2020-04-13 14:47:16,589 Epoch[25] Batch [27400-27450]	Speed: 202.79 samples/sec	accuracy=0.932656
+2020-04-13 14:47:48,524 Epoch[25] Batch [27450-27500]	Speed: 200.41 samples/sec	accuracy=0.924063
+2020-04-13 14:48:20,742 Epoch[25] Batch [27500-27550]	Speed: 198.65 samples/sec	accuracy=0.934219
+2020-04-13 14:48:51,641 Epoch[25] Batch [27550-27600]	Speed: 207.13 samples/sec	accuracy=0.932344
+2020-04-13 14:49:22,460 Epoch[25] Batch [27600-27650]	Speed: 207.67 samples/sec	accuracy=0.932969
+2020-04-13 14:49:54,243 Epoch[25] Batch [27650-27700]	Speed: 201.36 samples/sec	accuracy=0.933750
+2020-04-13 14:50:24,684 Epoch[25] Batch [27700-27750]	Speed: 210.25 samples/sec	accuracy=0.933125
+2020-04-13 14:50:55,475 Epoch[25] Batch [27750-27800]	Speed: 207.85 samples/sec	accuracy=0.933125
+2020-04-13 14:51:26,712 Epoch[25] Batch [27800-27850]	Speed: 204.89 samples/sec	accuracy=0.922969
+2020-04-13 14:51:57,614 Epoch[25] Batch [27850-27900]	Speed: 207.11 samples/sec	accuracy=0.930000
+2020-04-13 14:52:28,605 Epoch[25] Batch [27900-27950]	Speed: 206.51 samples/sec	accuracy=0.925781
+2020-04-13 14:52:59,045 Epoch[25] Batch [27950-28000]	Speed: 210.26 samples/sec	accuracy=0.927188
+2020-04-13 14:53:30,809 Epoch[25] Batch [28000-28050]	Speed: 201.49 samples/sec	accuracy=0.931719
+2020-04-13 14:54:01,816 Epoch[25] Batch [28050-28100]	Speed: 206.41 samples/sec	accuracy=0.929531
+2020-04-13 14:54:32,836 Epoch[25] Batch [28100-28150]	Speed: 206.32 samples/sec	accuracy=0.925000
+2020-04-13 14:55:03,696 Epoch[25] Batch [28150-28200]	Speed: 207.39 samples/sec	accuracy=0.934219
+2020-04-13 14:55:29,085 Epoch[25] Train-accuracy=0.930219
+2020-04-13 14:55:29,085 Epoch[25] Time cost=17988.690
+2020-04-13 14:55:29,124 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0026.params"
+2020-04-13 15:26:23,069 Epoch[25] Validation-accuracy=0.969398
+2020-04-13 15:27:03,226 Epoch[26] Batch [0-50]	Speed: 199.88 samples/sec	accuracy=0.927696
+2020-04-13 15:27:35,245 Epoch[26] Batch [50-100]	Speed: 199.89 samples/sec	accuracy=0.929531
+2020-04-13 15:28:07,286 Epoch[26] Batch [100-150]	Speed: 199.74 samples/sec	accuracy=0.928750
+2020-04-13 15:28:39,205 Epoch[26] Batch [150-200]	Speed: 200.51 samples/sec	accuracy=0.924844
+2020-04-13 15:29:11,230 Epoch[26] Batch [200-250]	Speed: 199.84 samples/sec	accuracy=0.934531
+2020-04-13 15:29:43,130 Epoch[26] Batch [250-300]	Speed: 200.63 samples/sec	accuracy=0.929375
+2020-04-13 15:30:14,870 Epoch[26] Batch [300-350]	Speed: 201.64 samples/sec	accuracy=0.934219
+2020-04-13 15:30:46,877 Epoch[26] Batch [350-400]	Speed: 199.96 samples/sec	accuracy=0.929375
+2020-04-13 15:31:18,407 Epoch[26] Batch [400-450]	Speed: 202.98 samples/sec	accuracy=0.929688
+2020-04-13 15:31:50,666 Epoch[26] Batch [450-500]	Speed: 198.40 samples/sec	accuracy=0.932187
+2020-04-13 15:32:22,784 Epoch[26] Batch [500-550]	Speed: 199.27 samples/sec	accuracy=0.929375
+2020-04-13 15:32:54,910 Epoch[26] Batch [550-600]	Speed: 199.21 samples/sec	accuracy=0.932656
+2020-04-13 15:33:27,210 Epoch[26] Batch [600-650]	Speed: 198.14 samples/sec	accuracy=0.932344
+2020-04-13 15:33:59,099 Epoch[26] Batch [650-700]	Speed: 200.70 samples/sec	accuracy=0.932500
+2020-04-13 15:34:31,295 Epoch[26] Batch [700-750]	Speed: 198.78 samples/sec	accuracy=0.935000
+2020-04-13 15:35:03,708 Epoch[26] Batch [750-800]	Speed: 197.46 samples/sec	accuracy=0.930781
+2020-04-13 15:35:35,469 Epoch[26] Batch [800-850]	Speed: 201.50 samples/sec	accuracy=0.932344
+2020-04-13 15:36:07,557 Epoch[26] Batch [850-900]	Speed: 199.45 samples/sec	accuracy=0.928750
+2020-04-13 15:36:39,347 Epoch[26] Batch [900-950]	Speed: 201.32 samples/sec	accuracy=0.930312
+2020-04-13 15:37:11,065 Epoch[26] Batch [950-1000]	Speed: 201.78 samples/sec	accuracy=0.930312
+2020-04-13 15:37:42,848 Epoch[26] Batch [1000-1050]	Speed: 201.37 samples/sec	accuracy=0.927813
+2020-04-13 15:38:14,181 Epoch[26] Batch [1050-1100]	Speed: 204.26 samples/sec	accuracy=0.924375
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+2020-04-13 15:39:18,270 Epoch[26] Batch [1150-1200]	Speed: 200.08 samples/sec	accuracy=0.934688
+2020-04-13 15:39:50,196 Epoch[26] Batch [1200-1250]	Speed: 200.46 samples/sec	accuracy=0.932656
+2020-04-13 15:40:22,153 Epoch[26] Batch [1250-1300]	Speed: 200.27 samples/sec	accuracy=0.932969
+2020-04-13 15:40:53,982 Epoch[26] Batch [1300-1350]	Speed: 201.08 samples/sec	accuracy=0.930469
+2020-04-13 15:41:25,974 Epoch[26] Batch [1350-1400]	Speed: 200.05 samples/sec	accuracy=0.927188
+2020-04-13 15:41:58,182 Epoch[26] Batch [1400-1450]	Speed: 198.71 samples/sec	accuracy=0.927188
+2020-04-13 15:42:29,961 Epoch[26] Batch [1450-1500]	Speed: 201.39 samples/sec	accuracy=0.924531
+2020-04-13 15:43:02,054 Epoch[26] Batch [1500-1550]	Speed: 199.42 samples/sec	accuracy=0.930469
+2020-04-13 15:43:33,723 Epoch[26] Batch [1550-1600]	Speed: 202.09 samples/sec	accuracy=0.930625
+2020-04-13 15:44:05,981 Epoch[26] Batch [1600-1650]	Speed: 198.40 samples/sec	accuracy=0.934063
+2020-04-13 15:44:37,568 Epoch[26] Batch [1650-1700]	Speed: 202.62 samples/sec	accuracy=0.929063
+2020-04-13 15:45:08,957 Epoch[26] Batch [1700-1750]	Speed: 203.89 samples/sec	accuracy=0.927500
+2020-04-13 15:45:40,460 Epoch[26] Batch [1750-1800]	Speed: 203.16 samples/sec	accuracy=0.929375
+2020-04-13 15:46:12,513 Epoch[26] Batch [1800-1850]	Speed: 199.67 samples/sec	accuracy=0.934688
+2020-04-13 15:46:44,366 Epoch[26] Batch [1850-1900]	Speed: 200.93 samples/sec	accuracy=0.927344
+2020-04-13 15:47:16,510 Epoch[26] Batch [1900-1950]	Speed: 199.11 samples/sec	accuracy=0.931719
+2020-04-13 15:47:48,509 Epoch[26] Batch [1950-2000]	Speed: 200.01 samples/sec	accuracy=0.929063
+2020-04-13 15:48:21,469 Epoch[26] Batch [2000-2050]	Speed: 194.17 samples/sec	accuracy=0.933438
+2020-04-13 15:48:53,150 Epoch[26] Batch [2050-2100]	Speed: 202.02 samples/sec	accuracy=0.929219
+2020-04-13 15:49:25,122 Epoch[26] Batch [2100-2150]	Speed: 200.17 samples/sec	accuracy=0.928906
+2020-04-13 15:49:57,429 Epoch[26] Batch [2150-2200]	Speed: 198.10 samples/sec	accuracy=0.934219
+2020-04-13 15:50:29,621 Epoch[26] Batch [2200-2250]	Speed: 198.81 samples/sec	accuracy=0.928594
+2020-04-13 15:51:01,858 Epoch[26] Batch [2250-2300]	Speed: 198.53 samples/sec	accuracy=0.932500
+2020-04-13 15:51:33,604 Epoch[26] Batch [2300-2350]	Speed: 201.60 samples/sec	accuracy=0.933594
+2020-04-13 15:52:05,705 Epoch[26] Batch [2350-2400]	Speed: 199.38 samples/sec	accuracy=0.932031
+2020-04-13 15:52:37,520 Epoch[26] Batch [2400-2450]	Speed: 201.16 samples/sec	accuracy=0.933438
+2020-04-13 15:53:09,500 Epoch[26] Batch [2450-2500]	Speed: 200.13 samples/sec	accuracy=0.927969
+2020-04-13 15:53:41,395 Epoch[26] Batch [2500-2550]	Speed: 200.66 samples/sec	accuracy=0.931094
+2020-04-13 15:54:13,154 Epoch[26] Batch [2550-2600]	Speed: 201.52 samples/sec	accuracy=0.927344
+2020-04-13 15:54:44,789 Epoch[26] Batch [2600-2650]	Speed: 202.31 samples/sec	accuracy=0.929219
+2020-04-13 15:55:16,832 Epoch[26] Batch [2650-2700]	Speed: 199.74 samples/sec	accuracy=0.930781
+2020-04-13 15:55:49,024 Epoch[26] Batch [2700-2750]	Speed: 198.81 samples/sec	accuracy=0.925156
+2020-04-13 15:56:21,259 Epoch[26] Batch [2750-2800]	Speed: 198.54 samples/sec	accuracy=0.930312
+2020-04-13 15:56:53,084 Epoch[26] Batch [2800-2850]	Speed: 201.10 samples/sec	accuracy=0.930937
+2020-04-13 15:57:24,969 Epoch[26] Batch [2850-2900]	Speed: 200.73 samples/sec	accuracy=0.934375
+2020-04-13 15:57:56,963 Epoch[26] Batch [2900-2950]	Speed: 200.04 samples/sec	accuracy=0.935000
+2020-04-13 15:58:28,690 Epoch[26] Batch [2950-3000]	Speed: 201.72 samples/sec	accuracy=0.927500
+2020-04-13 15:59:00,236 Epoch[26] Batch [3000-3050]	Speed: 202.88 samples/sec	accuracy=0.932656
+2020-04-13 15:59:32,429 Epoch[26] Batch [3050-3100]	Speed: 198.80 samples/sec	accuracy=0.934844
+2020-04-13 16:00:04,405 Epoch[26] Batch [3100-3150]	Speed: 200.15 samples/sec	accuracy=0.931094
+2020-04-13 16:00:36,411 Epoch[26] Batch [3150-3200]	Speed: 199.96 samples/sec	accuracy=0.931875
+2020-04-13 16:01:08,428 Epoch[26] Batch [3200-3250]	Speed: 199.89 samples/sec	accuracy=0.931250
+2020-04-13 16:01:40,109 Epoch[26] Batch [3250-3300]	Speed: 202.02 samples/sec	accuracy=0.932500
+2020-04-13 16:02:12,119 Epoch[26] Batch [3300-3350]	Speed: 199.94 samples/sec	accuracy=0.934531
+2020-04-13 16:02:43,934 Epoch[26] Batch [3350-3400]	Speed: 201.17 samples/sec	accuracy=0.929219
+2020-04-13 16:03:15,936 Epoch[26] Batch [3400-3450]	Speed: 199.99 samples/sec	accuracy=0.929063
+2020-04-13 16:03:47,701 Epoch[26] Batch [3450-3500]	Speed: 201.48 samples/sec	accuracy=0.933906
+2020-04-13 16:04:19,471 Epoch[26] Batch [3500-3550]	Speed: 201.45 samples/sec	accuracy=0.927813
+2020-04-13 16:04:52,000 Epoch[26] Batch [3550-3600]	Speed: 196.75 samples/sec	accuracy=0.932813
+2020-04-13 16:05:24,104 Epoch[26] Batch [3600-3650]	Speed: 199.35 samples/sec	accuracy=0.923906
+2020-04-13 16:05:56,459 Epoch[26] Batch [3650-3700]	Speed: 197.80 samples/sec	accuracy=0.931562
+2020-04-13 16:06:28,499 Epoch[26] Batch [3700-3750]	Speed: 199.75 samples/sec	accuracy=0.932031
+2020-04-13 16:07:00,541 Epoch[26] Batch [3750-3800]	Speed: 199.74 samples/sec	accuracy=0.930781
+2020-04-13 16:07:32,485 Epoch[26] Batch [3800-3850]	Speed: 200.36 samples/sec	accuracy=0.940312
+2020-04-13 16:08:04,419 Epoch[26] Batch [3850-3900]	Speed: 200.41 samples/sec	accuracy=0.934219
+2020-04-13 16:08:36,577 Epoch[26] Batch [3900-3950]	Speed: 199.02 samples/sec	accuracy=0.929531
+2020-04-13 16:09:08,561 Epoch[26] Batch [3950-4000]	Speed: 200.11 samples/sec	accuracy=0.933906
+2020-04-13 16:09:40,380 Epoch[26] Batch [4000-4050]	Speed: 201.13 samples/sec	accuracy=0.929844
+2020-04-13 16:10:12,543 Epoch[26] Batch [4050-4100]	Speed: 198.99 samples/sec	accuracy=0.930781
+2020-04-13 16:10:44,583 Epoch[26] Batch [4100-4150]	Speed: 199.76 samples/sec	accuracy=0.930000
+2020-04-13 16:11:16,904 Epoch[26] Batch [4150-4200]	Speed: 198.01 samples/sec	accuracy=0.935312
+2020-04-13 16:11:49,077 Epoch[26] Batch [4200-4250]	Speed: 198.93 samples/sec	accuracy=0.930625
+2020-04-13 16:12:20,947 Epoch[26] Batch [4250-4300]	Speed: 200.82 samples/sec	accuracy=0.931562
+2020-04-13 16:12:53,101 Epoch[26] Batch [4300-4350]	Speed: 199.04 samples/sec	accuracy=0.930312
+2020-04-13 16:13:25,094 Epoch[26] Batch [4350-4400]	Speed: 200.05 samples/sec	accuracy=0.927969
+2020-04-13 16:13:56,890 Epoch[26] Batch [4400-4450]	Speed: 201.28 samples/sec	accuracy=0.927344
+2020-04-13 16:14:28,878 Epoch[26] Batch [4450-4500]	Speed: 200.08 samples/sec	accuracy=0.930156
+2020-04-13 16:15:00,345 Epoch[26] Batch [4500-4550]	Speed: 203.39 samples/sec	accuracy=0.929063
+2020-04-13 16:15:32,296 Epoch[26] Batch [4550-4600]	Speed: 200.31 samples/sec	accuracy=0.929531
+2020-04-13 16:16:04,209 Epoch[26] Batch [4600-4650]	Speed: 200.54 samples/sec	accuracy=0.941094
+2020-04-13 16:16:36,118 Epoch[26] Batch [4650-4700]	Speed: 200.57 samples/sec	accuracy=0.932500
+2020-04-13 16:17:07,694 Epoch[26] Batch [4700-4750]	Speed: 202.68 samples/sec	accuracy=0.928594
+2020-04-13 16:17:39,657 Epoch[26] Batch [4750-4800]	Speed: 200.24 samples/sec	accuracy=0.934375
+2020-04-13 16:18:11,691 Epoch[26] Batch [4800-4850]	Speed: 199.79 samples/sec	accuracy=0.928438
+2020-04-13 16:18:43,933 Epoch[26] Batch [4850-4900]	Speed: 198.51 samples/sec	accuracy=0.925625
+2020-04-13 16:19:15,932 Epoch[26] Batch [4900-4950]	Speed: 200.00 samples/sec	accuracy=0.924219
+2020-04-13 16:19:47,441 Epoch[26] Batch [4950-5000]	Speed: 203.12 samples/sec	accuracy=0.932344
+2020-04-13 16:20:19,161 Epoch[26] Batch [5000-5050]	Speed: 201.76 samples/sec	accuracy=0.927656
+2020-04-13 16:20:51,121 Epoch[26] Batch [5050-5100]	Speed: 200.25 samples/sec	accuracy=0.934844
+2020-04-13 16:21:22,860 Epoch[26] Batch [5100-5150]	Speed: 201.64 samples/sec	accuracy=0.928594
+2020-04-13 16:21:54,442 Epoch[26] Batch [5150-5200]	Speed: 202.65 samples/sec	accuracy=0.932969
+2020-04-13 16:22:25,809 Epoch[26] Batch [5200-5250]	Speed: 204.03 samples/sec	accuracy=0.931875
+2020-04-13 16:22:57,652 Epoch[26] Batch [5250-5300]	Speed: 200.99 samples/sec	accuracy=0.931562
+2020-04-13 16:23:29,627 Epoch[26] Batch [5300-5350]	Speed: 200.16 samples/sec	accuracy=0.936094
+2020-04-13 16:24:01,775 Epoch[26] Batch [5350-5400]	Speed: 199.08 samples/sec	accuracy=0.927969
+2020-04-13 16:24:33,850 Epoch[26] Batch [5400-5450]	Speed: 199.53 samples/sec	accuracy=0.929844
+2020-04-13 16:25:05,913 Epoch[26] Batch [5450-5500]	Speed: 199.61 samples/sec	accuracy=0.933594
+2020-04-13 16:25:37,742 Epoch[26] Batch [5500-5550]	Speed: 201.08 samples/sec	accuracy=0.935000
+2020-04-13 16:26:09,550 Epoch[26] Batch [5550-5600]	Speed: 201.21 samples/sec	accuracy=0.927969
+2020-04-13 16:26:41,262 Epoch[26] Batch [5600-5650]	Speed: 201.81 samples/sec	accuracy=0.929531
+2020-04-13 16:27:12,776 Epoch[26] Batch [5650-5700]	Speed: 203.09 samples/sec	accuracy=0.932031
+2020-04-13 16:27:44,347 Epoch[26] Batch [5700-5750]	Speed: 202.72 samples/sec	accuracy=0.929219
+2020-04-13 16:28:16,089 Epoch[26] Batch [5750-5800]	Speed: 201.63 samples/sec	accuracy=0.924063
+2020-04-13 16:28:48,250 Epoch[26] Batch [5800-5850]	Speed: 199.00 samples/sec	accuracy=0.928906
+2020-04-13 16:29:20,287 Epoch[26] Batch [5850-5900]	Speed: 199.77 samples/sec	accuracy=0.930156
+2020-04-13 16:29:49,685 Epoch[26] Batch [5900-5950]	Speed: 217.70 samples/sec	accuracy=0.928281
+2020-04-13 16:30:19,162 Epoch[26] Batch [5950-6000]	Speed: 217.12 samples/sec	accuracy=0.930937
+2020-04-13 16:30:48,739 Epoch[26] Batch [6000-6050]	Speed: 216.38 samples/sec	accuracy=0.927188
+2020-04-13 16:31:18,332 Epoch[26] Batch [6050-6100]	Speed: 216.28 samples/sec	accuracy=0.929688
+2020-04-13 16:31:47,757 Epoch[26] Batch [6100-6150]	Speed: 217.50 samples/sec	accuracy=0.927656
+2020-04-13 16:32:17,362 Epoch[26] Batch [6150-6200]	Speed: 216.18 samples/sec	accuracy=0.928906
+2020-04-13 16:32:46,487 Epoch[26] Batch [6200-6250]	Speed: 219.74 samples/sec	accuracy=0.931406
+2020-04-13 16:33:16,119 Epoch[26] Batch [6250-6300]	Speed: 215.99 samples/sec	accuracy=0.934375
+2020-04-13 16:33:45,598 Epoch[26] Batch [6300-6350]	Speed: 217.11 samples/sec	accuracy=0.932187
+2020-04-13 16:34:15,046 Epoch[26] Batch [6350-6400]	Speed: 217.33 samples/sec	accuracy=0.930469
+2020-04-13 16:34:44,497 Epoch[26] Batch [6400-6450]	Speed: 217.31 samples/sec	accuracy=0.929219
+2020-04-13 16:35:13,913 Epoch[26] Batch [6450-6500]	Speed: 217.58 samples/sec	accuracy=0.929688
+2020-04-13 16:35:43,510 Epoch[26] Batch [6500-6550]	Speed: 216.24 samples/sec	accuracy=0.930625
+2020-04-13 16:36:12,816 Epoch[26] Batch [6550-6600]	Speed: 218.38 samples/sec	accuracy=0.929063
+2020-04-13 16:36:42,646 Epoch[26] Batch [6600-6650]	Speed: 214.55 samples/sec	accuracy=0.932500
+2020-04-13 16:37:12,521 Epoch[26] Batch [6650-6700]	Speed: 214.23 samples/sec	accuracy=0.926094
+2020-04-13 16:37:42,075 Epoch[26] Batch [6700-6750]	Speed: 216.56 samples/sec	accuracy=0.932656
+2020-04-13 16:38:11,552 Epoch[26] Batch [6750-6800]	Speed: 217.11 samples/sec	accuracy=0.930625
+2020-04-13 16:38:40,813 Epoch[26] Batch [6800-6850]	Speed: 218.73 samples/sec	accuracy=0.931562
+2020-04-13 16:39:10,486 Epoch[26] Batch [6850-6900]	Speed: 215.68 samples/sec	accuracy=0.936406
+2020-04-13 16:39:39,931 Epoch[26] Batch [6900-6950]	Speed: 217.36 samples/sec	accuracy=0.929063
+2020-04-13 16:40:09,361 Epoch[26] Batch [6950-7000]	Speed: 217.47 samples/sec	accuracy=0.933438
+2020-04-13 16:40:38,911 Epoch[26] Batch [7000-7050]	Speed: 216.58 samples/sec	accuracy=0.933750
+2020-04-13 16:41:08,376 Epoch[26] Batch [7050-7100]	Speed: 217.21 samples/sec	accuracy=0.934063
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+2020-04-13 16:42:07,267 Epoch[26] Batch [7150-7200]	Speed: 218.34 samples/sec	accuracy=0.927031
+2020-04-13 16:42:36,840 Epoch[26] Batch [7200-7250]	Speed: 216.41 samples/sec	accuracy=0.932813
+2020-04-13 16:43:06,169 Epoch[26] Batch [7250-7300]	Speed: 218.22 samples/sec	accuracy=0.929219
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+2020-04-13 16:44:05,149 Epoch[26] Batch [7350-7400]	Speed: 218.01 samples/sec	accuracy=0.927031
+2020-04-13 16:44:34,716 Epoch[26] Batch [7400-7450]	Speed: 216.45 samples/sec	accuracy=0.933594
+2020-04-13 16:45:04,490 Epoch[26] Batch [7450-7500]	Speed: 214.95 samples/sec	accuracy=0.924687
+2020-04-13 16:45:34,094 Epoch[26] Batch [7500-7550]	Speed: 216.19 samples/sec	accuracy=0.934375
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+2020-04-13 16:46:32,939 Epoch[26] Batch [7600-7650]	Speed: 217.35 samples/sec	accuracy=0.927813
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+2020-04-13 16:47:32,091 Epoch[26] Batch [7700-7750]	Speed: 216.50 samples/sec	accuracy=0.935469
+2020-04-13 16:48:01,613 Epoch[26] Batch [7750-7800]	Speed: 216.79 samples/sec	accuracy=0.928750
+2020-04-13 16:48:31,130 Epoch[26] Batch [7800-7850]	Speed: 216.82 samples/sec	accuracy=0.927813
+2020-04-13 16:49:00,585 Epoch[26] Batch [7850-7900]	Speed: 217.29 samples/sec	accuracy=0.934531
+2020-04-13 16:49:30,104 Epoch[26] Batch [7900-7950]	Speed: 216.81 samples/sec	accuracy=0.929219
+2020-04-13 16:49:59,823 Epoch[26] Batch [7950-8000]	Speed: 215.36 samples/sec	accuracy=0.929531
+2020-04-13 16:50:29,222 Epoch[26] Batch [8000-8050]	Speed: 217.69 samples/sec	accuracy=0.929219
+2020-04-13 16:50:58,713 Epoch[26] Batch [8050-8100]	Speed: 217.02 samples/sec	accuracy=0.937344
+2020-04-13 16:51:28,916 Epoch[26] Batch [8100-8150]	Speed: 211.90 samples/sec	accuracy=0.930781
+2020-04-13 16:51:58,331 Epoch[26] Batch [8150-8200]	Speed: 217.58 samples/sec	accuracy=0.925781
+2020-04-13 16:52:27,951 Epoch[26] Batch [8200-8250]	Speed: 216.07 samples/sec	accuracy=0.929063
+2020-04-13 16:52:57,582 Epoch[26] Batch [8250-8300]	Speed: 215.99 samples/sec	accuracy=0.934688
+2020-04-13 16:53:26,935 Epoch[26] Batch [8300-8350]	Speed: 218.04 samples/sec	accuracy=0.929688
+2020-04-13 16:53:56,514 Epoch[26] Batch [8350-8400]	Speed: 216.37 samples/sec	accuracy=0.931406
+2020-04-13 16:54:25,933 Epoch[26] Batch [8400-8450]	Speed: 217.55 samples/sec	accuracy=0.935781
+2020-04-13 16:54:55,353 Epoch[26] Batch [8450-8500]	Speed: 217.54 samples/sec	accuracy=0.932813
+2020-04-13 16:55:24,897 Epoch[26] Batch [8500-8550]	Speed: 216.62 samples/sec	accuracy=0.928906
+2020-04-13 16:55:54,225 Epoch[26] Batch [8550-8600]	Speed: 218.23 samples/sec	accuracy=0.932500
+2020-04-13 16:56:23,682 Epoch[26] Batch [8600-8650]	Speed: 217.27 samples/sec	accuracy=0.929688
+2020-04-13 16:56:53,099 Epoch[26] Batch [8650-8700]	Speed: 217.56 samples/sec	accuracy=0.935625
+2020-04-13 16:57:22,618 Epoch[26] Batch [8700-8750]	Speed: 216.81 samples/sec	accuracy=0.930469
+2020-04-13 16:57:52,065 Epoch[26] Batch [8750-8800]	Speed: 217.34 samples/sec	accuracy=0.924687
+2020-04-13 16:58:21,584 Epoch[26] Batch [8800-8850]	Speed: 216.81 samples/sec	accuracy=0.933594
+2020-04-13 16:58:51,195 Epoch[26] Batch [8850-8900]	Speed: 216.13 samples/sec	accuracy=0.928594
+2020-04-13 16:59:20,898 Epoch[26] Batch [8900-8950]	Speed: 215.47 samples/sec	accuracy=0.922500
+2020-04-13 16:59:50,211 Epoch[26] Batch [8950-9000]	Speed: 218.34 samples/sec	accuracy=0.932031
+2020-04-13 17:00:19,730 Epoch[26] Batch [9000-9050]	Speed: 216.81 samples/sec	accuracy=0.932031
+2020-04-13 17:00:49,289 Epoch[26] Batch [9050-9100]	Speed: 216.52 samples/sec	accuracy=0.937187
+2020-04-13 17:01:18,506 Epoch[26] Batch [9100-9150]	Speed: 219.05 samples/sec	accuracy=0.927969
+2020-04-13 17:01:48,222 Epoch[26] Batch [9150-9200]	Speed: 215.38 samples/sec	accuracy=0.932031
+2020-04-13 17:02:17,777 Epoch[26] Batch [9200-9250]	Speed: 216.54 samples/sec	accuracy=0.928281
+2020-04-13 17:02:47,206 Epoch[26] Batch [9250-9300]	Speed: 217.48 samples/sec	accuracy=0.933750
+2020-04-13 17:03:16,644 Epoch[26] Batch [9300-9350]	Speed: 217.41 samples/sec	accuracy=0.932187
+2020-04-13 17:03:46,286 Epoch[26] Batch [9350-9400]	Speed: 215.91 samples/sec	accuracy=0.932656
+2020-04-13 17:04:15,696 Epoch[26] Batch [9400-9450]	Speed: 217.61 samples/sec	accuracy=0.934063
+2020-04-13 17:04:45,120 Epoch[26] Batch [9450-9500]	Speed: 217.51 samples/sec	accuracy=0.928125
+2020-04-13 17:05:14,680 Epoch[26] Batch [9500-9550]	Speed: 216.51 samples/sec	accuracy=0.929219
+2020-04-13 17:05:44,104 Epoch[26] Batch [9550-9600]	Speed: 217.51 samples/sec	accuracy=0.932344
+2020-04-13 17:06:13,600 Epoch[26] Batch [9600-9650]	Speed: 216.98 samples/sec	accuracy=0.930469
+2020-04-13 17:06:43,768 Epoch[26] Batch [9650-9700]	Speed: 212.15 samples/sec	accuracy=0.924375
+2020-04-13 17:07:15,383 Epoch[26] Batch [9700-9750]	Speed: 202.44 samples/sec	accuracy=0.929063
+2020-04-13 17:07:47,658 Epoch[26] Batch [9750-9800]	Speed: 198.30 samples/sec	accuracy=0.931250
+2020-04-13 17:08:19,570 Epoch[26] Batch [9800-9850]	Speed: 200.56 samples/sec	accuracy=0.929219
+2020-04-13 17:08:51,212 Epoch[26] Batch [9850-9900]	Speed: 202.27 samples/sec	accuracy=0.932969
+2020-04-13 17:09:22,726 Epoch[26] Batch [9900-9950]	Speed: 203.08 samples/sec	accuracy=0.926406
+2020-04-13 17:09:54,403 Epoch[26] Batch [9950-10000]	Speed: 202.04 samples/sec	accuracy=0.933438
+2020-04-13 17:10:26,395 Epoch[26] Batch [10000-10050]	Speed: 200.05 samples/sec	accuracy=0.927969
+2020-04-13 17:10:58,286 Epoch[26] Batch [10050-10100]	Speed: 200.69 samples/sec	accuracy=0.933438
+2020-04-13 17:11:29,635 Epoch[26] Batch [10100-10150]	Speed: 204.15 samples/sec	accuracy=0.930625
+2020-04-13 17:12:01,681 Epoch[26] Batch [10150-10200]	Speed: 199.71 samples/sec	accuracy=0.932344
+2020-04-13 17:12:33,878 Epoch[26] Batch [10200-10250]	Speed: 198.78 samples/sec	accuracy=0.933125
+2020-04-13 17:13:05,221 Epoch[26] Batch [10250-10300]	Speed: 204.19 samples/sec	accuracy=0.930469
+2020-04-13 17:13:37,398 Epoch[26] Batch [10300-10350]	Speed: 198.90 samples/sec	accuracy=0.925312
+2020-04-13 17:14:09,557 Epoch[26] Batch [10350-10400]	Speed: 199.01 samples/sec	accuracy=0.928125
+2020-04-13 17:14:41,351 Epoch[26] Batch [10400-10450]	Speed: 201.30 samples/sec	accuracy=0.930781
+2020-04-13 17:15:13,345 Epoch[26] Batch [10450-10500]	Speed: 200.04 samples/sec	accuracy=0.927031
+2020-04-13 17:15:45,146 Epoch[26] Batch [10500-10550]	Speed: 201.25 samples/sec	accuracy=0.931094
+2020-04-13 17:16:16,636 Epoch[26] Batch [10550-10600]	Speed: 203.24 samples/sec	accuracy=0.931094
+2020-04-13 17:16:48,845 Epoch[26] Batch [10600-10650]	Speed: 198.70 samples/sec	accuracy=0.929844
+2020-04-13 17:17:20,766 Epoch[26] Batch [10650-10700]	Speed: 200.50 samples/sec	accuracy=0.924063
+2020-04-13 17:17:52,439 Epoch[26] Batch [10700-10750]	Speed: 202.07 samples/sec	accuracy=0.925937
+2020-04-13 17:18:24,510 Epoch[26] Batch [10750-10800]	Speed: 199.56 samples/sec	accuracy=0.930469
+2020-04-13 17:18:56,502 Epoch[26] Batch [10800-10850]	Speed: 200.05 samples/sec	accuracy=0.932031
+2020-04-13 17:19:28,586 Epoch[26] Batch [10850-10900]	Speed: 199.48 samples/sec	accuracy=0.929688
+2020-04-13 17:20:00,712 Epoch[26] Batch [10900-10950]	Speed: 199.21 samples/sec	accuracy=0.930781
+2020-04-13 17:20:32,553 Epoch[26] Batch [10950-11000]	Speed: 201.00 samples/sec	accuracy=0.931250
+2020-04-13 17:21:04,542 Epoch[26] Batch [11000-11050]	Speed: 200.07 samples/sec	accuracy=0.931250
+2020-04-13 17:21:36,365 Epoch[26] Batch [11050-11100]	Speed: 201.11 samples/sec	accuracy=0.926719
+2020-04-13 17:22:08,246 Epoch[26] Batch [11100-11150]	Speed: 200.75 samples/sec	accuracy=0.932344
+2020-04-13 17:22:40,626 Epoch[26] Batch [11150-11200]	Speed: 197.65 samples/sec	accuracy=0.927656
+2020-04-13 17:23:12,189 Epoch[26] Batch [11200-11250]	Speed: 202.77 samples/sec	accuracy=0.933438
+2020-04-13 17:23:44,286 Epoch[26] Batch [11250-11300]	Speed: 199.39 samples/sec	accuracy=0.935312
+2020-04-13 17:24:16,334 Epoch[26] Batch [11300-11350]	Speed: 199.71 samples/sec	accuracy=0.941094
+2020-04-13 17:24:47,509 Epoch[26] Batch [11350-11400]	Speed: 205.29 samples/sec	accuracy=0.933125
+2020-04-13 17:25:19,549 Epoch[26] Batch [11400-11450]	Speed: 199.75 samples/sec	accuracy=0.932187
+2020-04-13 17:25:51,288 Epoch[26] Batch [11450-11500]	Speed: 201.65 samples/sec	accuracy=0.926719
+2020-04-13 17:26:23,461 Epoch[26] Batch [11500-11550]	Speed: 198.92 samples/sec	accuracy=0.924844
+2020-04-13 17:26:55,334 Epoch[26] Batch [11550-11600]	Speed: 200.80 samples/sec	accuracy=0.926094
+2020-04-13 17:27:27,480 Epoch[26] Batch [11600-11650]	Speed: 199.09 samples/sec	accuracy=0.932031
+2020-04-13 17:27:59,551 Epoch[26] Batch [11650-11700]	Speed: 199.56 samples/sec	accuracy=0.930000
+2020-04-13 17:28:31,154 Epoch[26] Batch [11700-11750]	Speed: 202.51 samples/sec	accuracy=0.933906
+2020-04-13 17:29:02,973 Epoch[26] Batch [11750-11800]	Speed: 201.14 samples/sec	accuracy=0.931562
+2020-04-13 17:29:34,944 Epoch[26] Batch [11800-11850]	Speed: 200.18 samples/sec	accuracy=0.927969
+2020-04-13 17:30:06,760 Epoch[26] Batch [11850-11900]	Speed: 201.16 samples/sec	accuracy=0.930312
+2020-04-13 17:30:38,812 Epoch[26] Batch [11900-11950]	Speed: 199.68 samples/sec	accuracy=0.932500
+2020-04-13 17:31:10,719 Epoch[26] Batch [11950-12000]	Speed: 200.58 samples/sec	accuracy=0.930937
+2020-04-13 17:31:42,556 Epoch[26] Batch [12000-12050]	Speed: 201.02 samples/sec	accuracy=0.933125
+2020-04-13 17:32:14,505 Epoch[26] Batch [12050-12100]	Speed: 200.32 samples/sec	accuracy=0.929531
+2020-04-13 17:32:46,166 Epoch[26] Batch [12100-12150]	Speed: 202.14 samples/sec	accuracy=0.931250
+2020-04-13 17:33:17,818 Epoch[26] Batch [12150-12200]	Speed: 202.20 samples/sec	accuracy=0.933281
+2020-04-13 17:33:49,551 Epoch[26] Batch [12200-12250]	Speed: 201.68 samples/sec	accuracy=0.929219
+2020-04-13 17:34:21,412 Epoch[26] Batch [12250-12300]	Speed: 200.87 samples/sec	accuracy=0.932500
+2020-04-13 17:34:53,247 Epoch[26] Batch [12300-12350]	Speed: 201.04 samples/sec	accuracy=0.931094
+2020-04-13 17:35:25,366 Epoch[26] Batch [12350-12400]	Speed: 199.26 samples/sec	accuracy=0.932344
+2020-04-13 17:35:57,306 Epoch[26] Batch [12400-12450]	Speed: 200.38 samples/sec	accuracy=0.927188
+2020-04-13 17:36:29,354 Epoch[26] Batch [12450-12500]	Speed: 199.70 samples/sec	accuracy=0.923594
+2020-04-13 17:37:01,130 Epoch[26] Batch [12500-12550]	Speed: 201.41 samples/sec	accuracy=0.933594
+2020-04-13 17:37:33,098 Epoch[26] Batch [12550-12600]	Speed: 200.20 samples/sec	accuracy=0.924687
+2020-04-13 17:38:05,420 Epoch[26] Batch [12600-12650]	Speed: 198.01 samples/sec	accuracy=0.938750
+2020-04-13 17:38:37,120 Epoch[26] Batch [12650-12700]	Speed: 201.89 samples/sec	accuracy=0.938125
+2020-04-13 17:39:10,229 Epoch[26] Batch [12700-12750]	Speed: 193.30 samples/sec	accuracy=0.932187
+2020-04-13 17:39:42,011 Epoch[26] Batch [12750-12800]	Speed: 201.38 samples/sec	accuracy=0.927969
+2020-04-13 17:40:14,636 Epoch[26] Batch [12800-12850]	Speed: 196.17 samples/sec	accuracy=0.926875
+2020-04-13 17:40:46,735 Epoch[26] Batch [12850-12900]	Speed: 199.38 samples/sec	accuracy=0.922188
+2020-04-13 17:41:18,864 Epoch[26] Batch [12900-12950]	Speed: 199.20 samples/sec	accuracy=0.931250
+2020-04-13 17:41:50,458 Epoch[26] Batch [12950-13000]	Speed: 202.57 samples/sec	accuracy=0.925000
+2020-04-13 17:42:22,484 Epoch[26] Batch [13000-13050]	Speed: 199.84 samples/sec	accuracy=0.930781
+2020-04-13 17:42:54,413 Epoch[26] Batch [13050-13100]	Speed: 200.45 samples/sec	accuracy=0.933438
+2020-04-13 17:43:26,658 Epoch[26] Batch [13100-13150]	Speed: 198.48 samples/sec	accuracy=0.932656
+2020-04-13 17:43:57,904 Epoch[26] Batch [13150-13200]	Speed: 204.83 samples/sec	accuracy=0.934375
+2020-04-13 17:44:29,908 Epoch[26] Batch [13200-13250]	Speed: 199.98 samples/sec	accuracy=0.937031
+2020-04-13 17:45:01,991 Epoch[26] Batch [13250-13300]	Speed: 199.48 samples/sec	accuracy=0.930781
+2020-04-13 17:45:34,039 Epoch[26] Batch [13300-13350]	Speed: 199.70 samples/sec	accuracy=0.926875
+2020-04-13 17:46:05,749 Epoch[26] Batch [13350-13400]	Speed: 201.83 samples/sec	accuracy=0.932031
+2020-04-13 17:46:37,822 Epoch[26] Batch [13400-13450]	Speed: 199.54 samples/sec	accuracy=0.931094
+2020-04-13 17:47:09,516 Epoch[26] Batch [13450-13500]	Speed: 201.94 samples/sec	accuracy=0.935625
+2020-04-13 17:47:40,910 Epoch[26] Batch [13500-13550]	Speed: 203.86 samples/sec	accuracy=0.929375
+2020-04-13 17:48:12,796 Epoch[26] Batch [13550-13600]	Speed: 200.72 samples/sec	accuracy=0.929688
+2020-04-13 17:48:44,847 Epoch[26] Batch [13600-13650]	Speed: 199.68 samples/sec	accuracy=0.930469
+2020-04-13 17:49:16,594 Epoch[26] Batch [13650-13700]	Speed: 201.60 samples/sec	accuracy=0.930469
+2020-04-13 17:49:48,439 Epoch[26] Batch [13700-13750]	Speed: 200.97 samples/sec	accuracy=0.929531
+2020-04-13 17:50:20,200 Epoch[26] Batch [13750-13800]	Speed: 201.51 samples/sec	accuracy=0.928438
+2020-04-13 17:50:52,238 Epoch[26] Batch [13800-13850]	Speed: 199.77 samples/sec	accuracy=0.930156
+2020-04-13 17:51:24,345 Epoch[26] Batch [13850-13900]	Speed: 199.33 samples/sec	accuracy=0.930781
+2020-04-13 17:51:56,491 Epoch[26] Batch [13900-13950]	Speed: 199.09 samples/sec	accuracy=0.924531
+2020-04-13 17:52:28,327 Epoch[26] Batch [13950-14000]	Speed: 201.03 samples/sec	accuracy=0.935000
+2020-04-13 17:53:00,541 Epoch[26] Batch [14000-14050]	Speed: 198.68 samples/sec	accuracy=0.931719
+2020-04-13 17:53:32,578 Epoch[26] Batch [14050-14100]	Speed: 199.77 samples/sec	accuracy=0.931562
+2020-04-13 17:54:04,709 Epoch[26] Batch [14100-14150]	Speed: 199.18 samples/sec	accuracy=0.926250
+2020-04-13 17:54:36,686 Epoch[26] Batch [14150-14200]	Speed: 200.15 samples/sec	accuracy=0.929688
+2020-04-13 17:55:08,635 Epoch[26] Batch [14200-14250]	Speed: 200.32 samples/sec	accuracy=0.935625
+2020-04-13 17:55:41,281 Epoch[26] Batch [14250-14300]	Speed: 196.04 samples/sec	accuracy=0.926875
+2020-04-13 17:56:13,352 Epoch[26] Batch [14300-14350]	Speed: 199.56 samples/sec	accuracy=0.931875
+2020-04-13 17:56:45,273 Epoch[26] Batch [14350-14400]	Speed: 200.50 samples/sec	accuracy=0.932656
+2020-04-13 17:57:17,220 Epoch[26] Batch [14400-14450]	Speed: 200.34 samples/sec	accuracy=0.928906
+2020-04-13 17:57:48,835 Epoch[26] Batch [14450-14500]	Speed: 202.43 samples/sec	accuracy=0.927188
+2020-04-13 17:58:20,765 Epoch[26] Batch [14500-14550]	Speed: 200.44 samples/sec	accuracy=0.931406
+2020-04-13 17:58:52,818 Epoch[26] Batch [14550-14600]	Speed: 199.67 samples/sec	accuracy=0.924375
+2020-04-13 17:59:24,450 Epoch[26] Batch [14600-14650]	Speed: 202.32 samples/sec	accuracy=0.929375
+2020-04-13 17:59:56,572 Epoch[26] Batch [14650-14700]	Speed: 199.24 samples/sec	accuracy=0.936250
+2020-04-13 18:00:28,215 Epoch[26] Batch [14700-14750]	Speed: 202.26 samples/sec	accuracy=0.935625
+2020-04-13 18:01:00,272 Epoch[26] Batch [14750-14800]	Speed: 199.64 samples/sec	accuracy=0.930312
+2020-04-13 18:01:32,661 Epoch[26] Batch [14800-14850]	Speed: 197.60 samples/sec	accuracy=0.936094
+2020-04-13 18:02:04,921 Epoch[26] Batch [14850-14900]	Speed: 198.39 samples/sec	accuracy=0.934219
+2020-04-13 18:02:36,979 Epoch[26] Batch [14900-14950]	Speed: 199.64 samples/sec	accuracy=0.931875
+2020-04-13 18:03:08,952 Epoch[26] Batch [14950-15000]	Speed: 200.17 samples/sec	accuracy=0.928750
+2020-04-13 18:03:40,671 Epoch[26] Batch [15000-15050]	Speed: 201.77 samples/sec	accuracy=0.931875
+2020-04-13 18:04:12,745 Epoch[26] Batch [15050-15100]	Speed: 199.54 samples/sec	accuracy=0.927969
+2020-04-13 18:04:45,080 Epoch[26] Batch [15100-15150]	Speed: 197.93 samples/sec	accuracy=0.927188
+2020-04-13 18:05:17,368 Epoch[26] Batch [15150-15200]	Speed: 198.22 samples/sec	accuracy=0.930469
+2020-04-13 18:05:49,147 Epoch[26] Batch [15200-15250]	Speed: 201.39 samples/sec	accuracy=0.930469
+2020-04-13 18:06:21,078 Epoch[26] Batch [15250-15300]	Speed: 200.44 samples/sec	accuracy=0.929219
+2020-04-13 18:06:52,971 Epoch[26] Batch [15300-15350]	Speed: 200.67 samples/sec	accuracy=0.935156
+2020-04-13 18:07:25,023 Epoch[26] Batch [15350-15400]	Speed: 199.68 samples/sec	accuracy=0.923281
+2020-04-13 18:07:56,722 Epoch[26] Batch [15400-15450]	Speed: 201.91 samples/sec	accuracy=0.937656
+2020-04-13 18:08:28,508 Epoch[26] Batch [15450-15500]	Speed: 201.34 samples/sec	accuracy=0.930156
+2020-04-13 18:09:00,616 Epoch[26] Batch [15500-15550]	Speed: 199.33 samples/sec	accuracy=0.925000
+2020-04-13 18:09:32,750 Epoch[26] Batch [15550-15600]	Speed: 199.17 samples/sec	accuracy=0.927656
+2020-04-13 18:10:04,687 Epoch[26] Batch [15600-15650]	Speed: 200.39 samples/sec	accuracy=0.928125
+2020-04-13 18:10:36,459 Epoch[26] Batch [15650-15700]	Speed: 201.43 samples/sec	accuracy=0.924531
+2020-04-13 18:11:08,529 Epoch[26] Batch [15700-15750]	Speed: 199.57 samples/sec	accuracy=0.932656
+2020-04-13 18:11:40,871 Epoch[26] Batch [15750-15800]	Speed: 197.88 samples/sec	accuracy=0.927813
+2020-04-13 18:12:12,813 Epoch[26] Batch [15800-15850]	Speed: 200.37 samples/sec	accuracy=0.932500
+2020-04-13 18:12:45,024 Epoch[26] Batch [15850-15900]	Speed: 198.69 samples/sec	accuracy=0.931094
+2020-04-13 18:13:16,986 Epoch[26] Batch [15900-15950]	Speed: 200.23 samples/sec	accuracy=0.933438
+2020-04-13 18:13:48,597 Epoch[26] Batch [15950-16000]	Speed: 202.47 samples/sec	accuracy=0.930937
+2020-04-13 18:14:20,897 Epoch[26] Batch [16000-16050]	Speed: 198.14 samples/sec	accuracy=0.928125
+2020-04-13 18:14:52,392 Epoch[26] Batch [16050-16100]	Speed: 203.21 samples/sec	accuracy=0.935000
+2020-04-13 18:15:24,182 Epoch[26] Batch [16100-16150]	Speed: 201.32 samples/sec	accuracy=0.933594
+2020-04-13 18:15:56,014 Epoch[26] Batch [16150-16200]	Speed: 201.06 samples/sec	accuracy=0.925156
+2020-04-13 18:16:27,857 Epoch[26] Batch [16200-16250]	Speed: 200.98 samples/sec	accuracy=0.927969
+2020-04-13 18:16:59,898 Epoch[26] Batch [16250-16300]	Speed: 199.75 samples/sec	accuracy=0.936406
+2020-04-13 18:17:31,211 Epoch[26] Batch [16300-16350]	Speed: 204.39 samples/sec	accuracy=0.934844
+2020-04-13 18:18:02,826 Epoch[26] Batch [16350-16400]	Speed: 202.43 samples/sec	accuracy=0.935469
+2020-04-13 18:18:34,809 Epoch[26] Batch [16400-16450]	Speed: 200.11 samples/sec	accuracy=0.930156
+2020-04-13 18:19:06,553 Epoch[26] Batch [16450-16500]	Speed: 201.61 samples/sec	accuracy=0.929844
+2020-04-13 18:19:38,468 Epoch[26] Batch [16500-16550]	Speed: 200.53 samples/sec	accuracy=0.932344
+2020-04-13 18:20:09,904 Epoch[26] Batch [16550-16600]	Speed: 203.59 samples/sec	accuracy=0.933125
+2020-04-13 18:20:41,957 Epoch[26] Batch [16600-16650]	Speed: 199.67 samples/sec	accuracy=0.930469
+2020-04-13 18:21:13,958 Epoch[26] Batch [16650-16700]	Speed: 200.00 samples/sec	accuracy=0.934063
+2020-04-13 18:21:45,604 Epoch[26] Batch [16700-16750]	Speed: 202.23 samples/sec	accuracy=0.930469
+2020-04-13 18:22:17,573 Epoch[26] Batch [16750-16800]	Speed: 200.20 samples/sec	accuracy=0.931250
+2020-04-13 18:22:49,399 Epoch[26] Batch [16800-16850]	Speed: 201.09 samples/sec	accuracy=0.930156
+2020-04-13 18:23:21,346 Epoch[26] Batch [16850-16900]	Speed: 200.33 samples/sec	accuracy=0.928750
+2020-04-13 18:23:53,368 Epoch[26] Batch [16900-16950]	Speed: 199.86 samples/sec	accuracy=0.929844
+2020-04-13 18:24:25,220 Epoch[26] Batch [16950-17000]	Speed: 200.93 samples/sec	accuracy=0.929688
+2020-04-13 18:24:57,547 Epoch[26] Batch [17000-17050]	Speed: 197.98 samples/sec	accuracy=0.930312
+2020-04-13 18:25:29,482 Epoch[26] Batch [17050-17100]	Speed: 200.41 samples/sec	accuracy=0.928750
+2020-04-13 18:26:01,557 Epoch[26] Batch [17100-17150]	Speed: 199.53 samples/sec	accuracy=0.932813
+2020-04-13 18:26:33,440 Epoch[26] Batch [17150-17200]	Speed: 200.74 samples/sec	accuracy=0.932969
+2020-04-13 18:27:05,035 Epoch[26] Batch [17200-17250]	Speed: 202.56 samples/sec	accuracy=0.932344
+2020-04-13 18:27:37,096 Epoch[26] Batch [17250-17300]	Speed: 199.62 samples/sec	accuracy=0.931562
+2020-04-13 18:28:09,397 Epoch[26] Batch [17300-17350]	Speed: 198.14 samples/sec	accuracy=0.926250
+2020-04-13 18:28:41,490 Epoch[26] Batch [17350-17400]	Speed: 199.42 samples/sec	accuracy=0.932969
+2020-04-13 18:29:13,391 Epoch[26] Batch [17400-17450]	Speed: 200.62 samples/sec	accuracy=0.924375
+2020-04-13 18:29:45,152 Epoch[26] Batch [17450-17500]	Speed: 201.51 samples/sec	accuracy=0.934063
+2020-04-13 18:30:16,967 Epoch[26] Batch [17500-17550]	Speed: 201.16 samples/sec	accuracy=0.928125
+2020-04-13 18:30:48,629 Epoch[26] Batch [17550-17600]	Speed: 202.14 samples/sec	accuracy=0.938750
+2020-04-13 18:31:20,656 Epoch[26] Batch [17600-17650]	Speed: 199.83 samples/sec	accuracy=0.926719
+2020-04-13 18:31:52,683 Epoch[26] Batch [17650-17700]	Speed: 199.83 samples/sec	accuracy=0.925312
+2020-04-13 18:32:24,805 Epoch[26] Batch [17700-17750]	Speed: 199.24 samples/sec	accuracy=0.934531
+2020-04-13 18:32:56,536 Epoch[26] Batch [17750-17800]	Speed: 201.70 samples/sec	accuracy=0.932187
+2020-04-13 18:33:28,148 Epoch[26] Batch [17800-17850]	Speed: 202.46 samples/sec	accuracy=0.930937
+2020-04-13 18:33:59,854 Epoch[26] Batch [17850-17900]	Speed: 201.86 samples/sec	accuracy=0.927500
+2020-04-13 18:34:31,897 Epoch[26] Batch [17900-17950]	Speed: 199.73 samples/sec	accuracy=0.929531
+2020-04-13 18:35:03,672 Epoch[26] Batch [17950-18000]	Speed: 201.41 samples/sec	accuracy=0.929375
+2020-04-13 18:35:35,442 Epoch[26] Batch [18000-18050]	Speed: 201.45 samples/sec	accuracy=0.925000
+2020-04-13 18:36:07,396 Epoch[26] Batch [18050-18100]	Speed: 200.29 samples/sec	accuracy=0.926250
+2020-04-13 18:36:38,844 Epoch[26] Batch [18100-18150]	Speed: 203.51 samples/sec	accuracy=0.932813
+2020-04-13 18:37:10,628 Epoch[26] Batch [18150-18200]	Speed: 201.37 samples/sec	accuracy=0.925000
+2020-04-13 18:37:42,895 Epoch[26] Batch [18200-18250]	Speed: 198.35 samples/sec	accuracy=0.931406
+2020-04-13 18:38:14,940 Epoch[26] Batch [18250-18300]	Speed: 199.72 samples/sec	accuracy=0.934063
+2020-04-13 18:38:47,002 Epoch[26] Batch [18300-18350]	Speed: 199.61 samples/sec	accuracy=0.930156
+2020-04-13 18:39:19,356 Epoch[26] Batch [18350-18400]	Speed: 197.81 samples/sec	accuracy=0.927500
+2020-04-13 18:39:51,206 Epoch[26] Batch [18400-18450]	Speed: 200.94 samples/sec	accuracy=0.936875
+2020-04-13 18:40:22,780 Epoch[26] Batch [18450-18500]	Speed: 202.70 samples/sec	accuracy=0.931094
+2020-04-13 18:40:54,410 Epoch[26] Batch [18500-18550]	Speed: 202.34 samples/sec	accuracy=0.931406
+2020-04-13 18:41:25,479 Epoch[26] Batch [18550-18600]	Speed: 205.99 samples/sec	accuracy=0.927188
+2020-04-13 18:41:57,190 Epoch[26] Batch [18600-18650]	Speed: 201.83 samples/sec	accuracy=0.926562
+2020-04-13 18:42:29,001 Epoch[26] Batch [18650-18700]	Speed: 201.19 samples/sec	accuracy=0.930937
+2020-04-13 18:43:00,927 Epoch[26] Batch [18700-18750]	Speed: 200.47 samples/sec	accuracy=0.922969
+2020-04-13 18:43:33,016 Epoch[26] Batch [18750-18800]	Speed: 199.45 samples/sec	accuracy=0.930781
+2020-04-13 18:44:05,033 Epoch[26] Batch [18800-18850]	Speed: 199.89 samples/sec	accuracy=0.931094
+2020-04-13 18:44:37,175 Epoch[26] Batch [18850-18900]	Speed: 199.12 samples/sec	accuracy=0.929844
+2020-04-13 18:45:09,482 Epoch[26] Batch [18900-18950]	Speed: 198.11 samples/sec	accuracy=0.925625
+2020-04-13 18:45:41,686 Epoch[26] Batch [18950-19000]	Speed: 198.73 samples/sec	accuracy=0.928281
+2020-04-13 18:46:13,652 Epoch[26] Batch [19000-19050]	Speed: 200.21 samples/sec	accuracy=0.923281
+2020-04-13 18:46:45,366 Epoch[26] Batch [19050-19100]	Speed: 201.80 samples/sec	accuracy=0.930781
+2020-04-13 18:47:17,434 Epoch[26] Batch [19100-19150]	Speed: 199.58 samples/sec	accuracy=0.936562
+2020-04-13 18:47:49,453 Epoch[26] Batch [19150-19200]	Speed: 199.88 samples/sec	accuracy=0.927656
+2020-04-13 18:48:21,260 Epoch[26] Batch [19200-19250]	Speed: 201.22 samples/sec	accuracy=0.931875
+2020-04-13 18:48:53,183 Epoch[26] Batch [19250-19300]	Speed: 200.48 samples/sec	accuracy=0.933594
+2020-04-13 18:49:24,810 Epoch[26] Batch [19300-19350]	Speed: 202.36 samples/sec	accuracy=0.926094
+2020-04-13 18:49:56,637 Epoch[26] Batch [19350-19400]	Speed: 201.09 samples/sec	accuracy=0.930312
+2020-04-13 18:50:28,691 Epoch[26] Batch [19400-19450]	Speed: 199.66 samples/sec	accuracy=0.927500
+2020-04-13 18:51:00,390 Epoch[26] Batch [19450-19500]	Speed: 201.90 samples/sec	accuracy=0.928281
+2020-04-13 18:51:32,354 Epoch[26] Batch [19500-19550]	Speed: 200.22 samples/sec	accuracy=0.941094
+2020-04-13 18:52:04,548 Epoch[26] Batch [19550-19600]	Speed: 198.80 samples/sec	accuracy=0.928594
+2020-04-13 18:52:36,691 Epoch[26] Batch [19600-19650]	Speed: 199.11 samples/sec	accuracy=0.927344
+2020-04-13 18:53:08,580 Epoch[26] Batch [19650-19700]	Speed: 200.69 samples/sec	accuracy=0.934844
+2020-04-13 18:53:40,668 Epoch[26] Batch [19700-19750]	Speed: 199.45 samples/sec	accuracy=0.936094
+2020-04-13 18:54:12,648 Epoch[26] Batch [19750-19800]	Speed: 200.13 samples/sec	accuracy=0.931875
+2020-04-13 18:54:44,841 Epoch[26] Batch [19800-19850]	Speed: 198.80 samples/sec	accuracy=0.932969
+2020-04-13 18:55:16,790 Epoch[26] Batch [19850-19900]	Speed: 200.32 samples/sec	accuracy=0.934688
+2020-04-13 18:55:48,908 Epoch[26] Batch [19900-19950]	Speed: 199.26 samples/sec	accuracy=0.924844
+2020-04-13 18:56:21,035 Epoch[26] Batch [19950-20000]	Speed: 199.21 samples/sec	accuracy=0.929375
+2020-04-13 18:56:52,900 Epoch[26] Batch [20000-20050]	Speed: 200.85 samples/sec	accuracy=0.930469
+2020-04-13 18:57:25,106 Epoch[26] Batch [20050-20100]	Speed: 198.72 samples/sec	accuracy=0.926875
+2020-04-13 18:57:56,716 Epoch[26] Batch [20100-20150]	Speed: 202.47 samples/sec	accuracy=0.929688
+2020-04-13 18:58:28,795 Epoch[26] Batch [20150-20200]	Speed: 199.50 samples/sec	accuracy=0.934688
+2020-04-13 18:59:00,696 Epoch[26] Batch [20200-20250]	Speed: 200.63 samples/sec	accuracy=0.929063
+2020-04-13 18:59:32,826 Epoch[26] Batch [20250-20300]	Speed: 199.19 samples/sec	accuracy=0.931875
+2020-04-13 19:00:04,794 Epoch[26] Batch [20300-20350]	Speed: 200.20 samples/sec	accuracy=0.930625
+2020-04-13 19:00:36,510 Epoch[26] Batch [20350-20400]	Speed: 201.79 samples/sec	accuracy=0.931250
+2020-04-13 19:01:09,285 Epoch[26] Batch [20400-20450]	Speed: 195.27 samples/sec	accuracy=0.933750
+2020-04-13 19:01:41,195 Epoch[26] Batch [20450-20500]	Speed: 200.56 samples/sec	accuracy=0.934844
+2020-04-13 19:02:13,242 Epoch[26] Batch [20500-20550]	Speed: 199.71 samples/sec	accuracy=0.934688
+2020-04-13 19:02:45,369 Epoch[26] Batch [20550-20600]	Speed: 199.21 samples/sec	accuracy=0.929063
+2020-04-13 19:03:17,173 Epoch[26] Batch [20600-20650]	Speed: 201.24 samples/sec	accuracy=0.933125
+2020-04-13 19:03:48,736 Epoch[26] Batch [20650-20700]	Speed: 202.77 samples/sec	accuracy=0.935781
+2020-04-13 19:04:20,651 Epoch[26] Batch [20700-20750]	Speed: 200.54 samples/sec	accuracy=0.926875
+2020-04-13 19:04:52,621 Epoch[26] Batch [20750-20800]	Speed: 200.19 samples/sec	accuracy=0.929375
+2020-04-13 19:05:24,900 Epoch[26] Batch [20800-20850]	Speed: 198.27 samples/sec	accuracy=0.936250
+2020-04-13 19:05:56,815 Epoch[26] Batch [20850-20900]	Speed: 200.53 samples/sec	accuracy=0.931562
+2020-04-13 19:06:28,359 Epoch[26] Batch [20900-20950]	Speed: 202.90 samples/sec	accuracy=0.933906
+2020-04-13 19:07:00,304 Epoch[26] Batch [20950-21000]	Speed: 200.34 samples/sec	accuracy=0.923750
+2020-04-13 19:07:32,382 Epoch[26] Batch [21000-21050]	Speed: 199.52 samples/sec	accuracy=0.935625
+2020-04-13 19:08:04,247 Epoch[26] Batch [21050-21100]	Speed: 200.84 samples/sec	accuracy=0.929531
+2020-04-13 19:08:35,903 Epoch[26] Batch [21100-21150]	Speed: 202.18 samples/sec	accuracy=0.933750
+2020-04-13 19:09:07,885 Epoch[26] Batch [21150-21200]	Speed: 200.11 samples/sec	accuracy=0.931719
+2020-04-13 19:09:39,201 Epoch[26] Batch [21200-21250]	Speed: 204.37 samples/sec	accuracy=0.928438
+2020-04-13 19:10:10,893 Epoch[26] Batch [21250-21300]	Speed: 201.95 samples/sec	accuracy=0.930625
+2020-04-13 19:10:42,712 Epoch[26] Batch [21300-21350]	Speed: 201.14 samples/sec	accuracy=0.930937
+2020-04-13 19:11:14,761 Epoch[26] Batch [21350-21400]	Speed: 199.70 samples/sec	accuracy=0.931250
+2020-04-13 19:11:46,442 Epoch[26] Batch [21400-21450]	Speed: 202.02 samples/sec	accuracy=0.929688
+2020-04-13 19:12:18,379 Epoch[26] Batch [21450-21500]	Speed: 200.39 samples/sec	accuracy=0.927656
+2020-04-13 19:12:50,112 Epoch[26] Batch [21500-21550]	Speed: 201.68 samples/sec	accuracy=0.931719
+2020-04-13 19:13:21,938 Epoch[26] Batch [21550-21600]	Speed: 201.10 samples/sec	accuracy=0.932813
+2020-04-13 19:13:53,897 Epoch[26] Batch [21600-21650]	Speed: 200.26 samples/sec	accuracy=0.935312
+2020-04-13 19:14:26,026 Epoch[26] Batch [21650-21700]	Speed: 199.20 samples/sec	accuracy=0.937500
+2020-04-13 19:14:58,053 Epoch[26] Batch [21700-21750]	Speed: 199.83 samples/sec	accuracy=0.938438
+2020-04-13 19:15:29,662 Epoch[26] Batch [21750-21800]	Speed: 202.48 samples/sec	accuracy=0.927188
+2020-04-13 19:16:01,619 Epoch[26] Batch [21800-21850]	Speed: 200.27 samples/sec	accuracy=0.932813
+2020-04-13 19:16:33,832 Epoch[26] Batch [21850-21900]	Speed: 198.67 samples/sec	accuracy=0.931875
+2020-04-13 19:17:05,565 Epoch[26] Batch [21900-21950]	Speed: 201.69 samples/sec	accuracy=0.927969
+2020-04-13 19:17:37,931 Epoch[26] Batch [21950-22000]	Speed: 197.74 samples/sec	accuracy=0.935625
+2020-04-13 19:18:09,830 Epoch[26] Batch [22000-22050]	Speed: 200.64 samples/sec	accuracy=0.935781
+2020-04-13 19:18:41,780 Epoch[26] Batch [22050-22100]	Speed: 200.31 samples/sec	accuracy=0.930937
+2020-04-13 19:19:13,843 Epoch[26] Batch [22100-22150]	Speed: 199.61 samples/sec	accuracy=0.927813
+2020-04-13 19:19:45,887 Epoch[26] Batch [22150-22200]	Speed: 199.72 samples/sec	accuracy=0.929219
+2020-04-13 19:20:17,543 Epoch[26] Batch [22200-22250]	Speed: 202.17 samples/sec	accuracy=0.929063
+2020-04-13 19:20:49,528 Epoch[26] Batch [22250-22300]	Speed: 200.10 samples/sec	accuracy=0.936406
+2020-04-13 19:21:21,614 Epoch[26] Batch [22300-22350]	Speed: 199.47 samples/sec	accuracy=0.927031
+2020-04-13 19:21:53,076 Epoch[26] Batch [22350-22400]	Speed: 203.42 samples/sec	accuracy=0.925469
+2020-04-13 19:22:24,898 Epoch[26] Batch [22400-22450]	Speed: 201.12 samples/sec	accuracy=0.933438
+2020-04-13 19:22:56,546 Epoch[26] Batch [22450-22500]	Speed: 202.22 samples/sec	accuracy=0.931406
+2020-04-13 19:23:28,717 Epoch[26] Batch [22500-22550]	Speed: 198.94 samples/sec	accuracy=0.923438
+2020-04-13 19:24:00,512 Epoch[26] Batch [22550-22600]	Speed: 201.30 samples/sec	accuracy=0.931406
+2020-04-13 19:24:32,161 Epoch[26] Batch [22600-22650]	Speed: 202.22 samples/sec	accuracy=0.928281
+2020-04-13 19:25:04,100 Epoch[26] Batch [22650-22700]	Speed: 200.38 samples/sec	accuracy=0.928125
+2020-04-13 19:25:36,095 Epoch[26] Batch [22700-22750]	Speed: 200.03 samples/sec	accuracy=0.924375
+2020-04-13 19:26:08,163 Epoch[26] Batch [22750-22800]	Speed: 199.58 samples/sec	accuracy=0.930312
+2020-04-13 19:26:39,987 Epoch[26] Batch [22800-22850]	Speed: 201.11 samples/sec	accuracy=0.930000
+2020-04-13 19:27:11,995 Epoch[26] Batch [22850-22900]	Speed: 199.95 samples/sec	accuracy=0.930781
+2020-04-13 19:27:43,974 Epoch[26] Batch [22900-22950]	Speed: 200.13 samples/sec	accuracy=0.925781
+2020-04-13 19:28:15,694 Epoch[26] Batch [22950-23000]	Speed: 201.77 samples/sec	accuracy=0.929844
+2020-04-13 19:28:47,631 Epoch[26] Batch [23000-23050]	Speed: 200.39 samples/sec	accuracy=0.933125
+2020-04-13 19:29:19,904 Epoch[26] Batch [23050-23100]	Speed: 198.31 samples/sec	accuracy=0.929063
+2020-04-13 19:29:51,683 Epoch[26] Batch [23100-23150]	Speed: 201.39 samples/sec	accuracy=0.935937
+2020-04-13 19:30:23,568 Epoch[26] Batch [23150-23200]	Speed: 200.73 samples/sec	accuracy=0.927031
+2020-04-13 19:30:55,749 Epoch[26] Batch [23200-23250]	Speed: 198.88 samples/sec	accuracy=0.931875
+2020-04-13 19:31:27,742 Epoch[26] Batch [23250-23300]	Speed: 200.05 samples/sec	accuracy=0.933438
+2020-04-13 19:31:59,682 Epoch[26] Batch [23300-23350]	Speed: 200.38 samples/sec	accuracy=0.924375
+2020-04-13 19:32:31,605 Epoch[26] Batch [23350-23400]	Speed: 200.48 samples/sec	accuracy=0.929844
+2020-04-13 19:33:03,202 Epoch[26] Batch [23400-23450]	Speed: 202.55 samples/sec	accuracy=0.929375
+2020-04-13 19:33:35,659 Epoch[26] Batch [23450-23500]	Speed: 197.19 samples/sec	accuracy=0.936250
+2020-04-13 19:34:07,431 Epoch[26] Batch [23500-23550]	Speed: 201.44 samples/sec	accuracy=0.932344
+2020-04-13 19:34:39,496 Epoch[26] Batch [23550-23600]	Speed: 199.60 samples/sec	accuracy=0.931094
+2020-04-13 19:35:11,490 Epoch[26] Batch [23600-23650]	Speed: 200.04 samples/sec	accuracy=0.930469
+2020-04-13 19:35:43,003 Epoch[26] Batch [23650-23700]	Speed: 203.09 samples/sec	accuracy=0.933906
+2020-04-13 19:36:15,112 Epoch[26] Batch [23700-23750]	Speed: 199.32 samples/sec	accuracy=0.930312
+2020-04-13 19:36:47,109 Epoch[26] Batch [23750-23800]	Speed: 200.02 samples/sec	accuracy=0.928281
+2020-04-13 19:37:18,834 Epoch[26] Batch [23800-23850]	Speed: 201.73 samples/sec	accuracy=0.927031
+2020-04-13 19:37:51,083 Epoch[26] Batch [23850-23900]	Speed: 198.46 samples/sec	accuracy=0.930000
+2020-04-13 19:38:22,723 Epoch[26] Batch [23900-23950]	Speed: 202.28 samples/sec	accuracy=0.931719
+2020-04-13 19:38:54,521 Epoch[26] Batch [23950-24000]	Speed: 201.27 samples/sec	accuracy=0.930781
+2020-04-13 19:39:26,636 Epoch[26] Batch [24000-24050]	Speed: 199.29 samples/sec	accuracy=0.932187
+2020-04-13 19:39:59,053 Epoch[26] Batch [24050-24100]	Speed: 197.43 samples/sec	accuracy=0.932969
+2020-04-13 19:40:30,733 Epoch[26] Batch [24100-24150]	Speed: 202.02 samples/sec	accuracy=0.928281
+2020-04-13 19:41:02,769 Epoch[26] Batch [24150-24200]	Speed: 199.77 samples/sec	accuracy=0.926562
+2020-04-13 19:41:34,894 Epoch[26] Batch [24200-24250]	Speed: 199.23 samples/sec	accuracy=0.927813
+2020-04-13 19:42:06,947 Epoch[26] Batch [24250-24300]	Speed: 199.67 samples/sec	accuracy=0.929688
+2020-04-13 19:42:39,166 Epoch[26] Batch [24300-24350]	Speed: 198.64 samples/sec	accuracy=0.927031
+2020-04-13 19:43:10,626 Epoch[26] Batch [24350-24400]	Speed: 203.44 samples/sec	accuracy=0.923438
+2020-04-13 19:43:42,069 Epoch[26] Batch [24400-24450]	Speed: 203.55 samples/sec	accuracy=0.929219
+2020-04-13 19:44:14,297 Epoch[26] Batch [24450-24500]	Speed: 198.58 samples/sec	accuracy=0.931250
+2020-04-13 19:44:46,147 Epoch[26] Batch [24500-24550]	Speed: 200.94 samples/sec	accuracy=0.924687
+2020-04-13 19:45:17,784 Epoch[26] Batch [24550-24600]	Speed: 202.30 samples/sec	accuracy=0.926250
+2020-04-13 19:45:49,291 Epoch[26] Batch [24600-24650]	Speed: 203.13 samples/sec	accuracy=0.924375
+2020-04-13 19:46:21,422 Epoch[26] Batch [24650-24700]	Speed: 199.19 samples/sec	accuracy=0.939844
+2020-04-13 19:46:53,483 Epoch[26] Batch [24700-24750]	Speed: 199.62 samples/sec	accuracy=0.928438
+2020-04-13 19:47:25,270 Epoch[26] Batch [24750-24800]	Speed: 201.34 samples/sec	accuracy=0.932969
+2020-04-13 19:47:57,314 Epoch[26] Batch [24800-24850]	Speed: 199.73 samples/sec	accuracy=0.933281
+2020-04-13 19:48:29,324 Epoch[26] Batch [24850-24900]	Speed: 199.93 samples/sec	accuracy=0.929375
+2020-04-13 19:49:01,513 Epoch[26] Batch [24900-24950]	Speed: 198.83 samples/sec	accuracy=0.933594
+2020-04-13 19:49:33,444 Epoch[26] Batch [24950-25000]	Speed: 200.43 samples/sec	accuracy=0.931406
+2020-04-13 19:50:05,672 Epoch[26] Batch [25000-25050]	Speed: 198.58 samples/sec	accuracy=0.930781
+2020-04-13 19:50:37,330 Epoch[26] Batch [25050-25100]	Speed: 202.16 samples/sec	accuracy=0.925469
+2020-04-13 19:51:09,461 Epoch[26] Batch [25100-25150]	Speed: 199.19 samples/sec	accuracy=0.931875
+2020-04-13 19:51:41,573 Epoch[26] Batch [25150-25200]	Speed: 199.30 samples/sec	accuracy=0.932344
+2020-04-13 19:52:13,211 Epoch[26] Batch [25200-25250]	Speed: 202.29 samples/sec	accuracy=0.925000
+2020-04-13 19:52:44,877 Epoch[26] Batch [25250-25300]	Speed: 202.11 samples/sec	accuracy=0.930937
+2020-04-13 19:53:16,825 Epoch[26] Batch [25300-25350]	Speed: 200.33 samples/sec	accuracy=0.923281
+2020-04-13 19:53:48,900 Epoch[26] Batch [25350-25400]	Speed: 199.53 samples/sec	accuracy=0.931406
+2020-04-13 19:54:20,957 Epoch[26] Batch [25400-25450]	Speed: 199.65 samples/sec	accuracy=0.931562
+2020-04-13 19:54:52,958 Epoch[26] Batch [25450-25500]	Speed: 200.00 samples/sec	accuracy=0.928125
+2020-04-13 19:55:24,765 Epoch[26] Batch [25500-25550]	Speed: 201.22 samples/sec	accuracy=0.930625
+2020-04-13 19:55:56,985 Epoch[26] Batch [25550-25600]	Speed: 198.63 samples/sec	accuracy=0.928906
+2020-04-13 19:56:29,011 Epoch[26] Batch [25600-25650]	Speed: 199.84 samples/sec	accuracy=0.929844
+2020-04-13 19:57:01,120 Epoch[26] Batch [25650-25700]	Speed: 199.33 samples/sec	accuracy=0.928125
+2020-04-13 19:57:33,020 Epoch[26] Batch [25700-25750]	Speed: 200.63 samples/sec	accuracy=0.927188
+2020-04-13 19:58:04,464 Epoch[26] Batch [25750-25800]	Speed: 203.54 samples/sec	accuracy=0.928281
+2020-04-13 19:58:36,621 Epoch[26] Batch [25800-25850]	Speed: 199.03 samples/sec	accuracy=0.931719
+2020-04-13 19:59:08,282 Epoch[26] Batch [25850-25900]	Speed: 202.14 samples/sec	accuracy=0.936875
+2020-04-13 19:59:39,992 Epoch[26] Batch [25900-25950]	Speed: 201.83 samples/sec	accuracy=0.932813
+2020-04-13 20:00:12,043 Epoch[26] Batch [25950-26000]	Speed: 199.68 samples/sec	accuracy=0.929531
+2020-04-13 20:00:43,961 Epoch[26] Batch [26000-26050]	Speed: 200.51 samples/sec	accuracy=0.928438
+2020-04-13 20:01:15,945 Epoch[26] Batch [26050-26100]	Speed: 200.11 samples/sec	accuracy=0.925469
+2020-04-13 20:01:47,504 Epoch[26] Batch [26100-26150]	Speed: 202.79 samples/sec	accuracy=0.932656
+2020-04-13 20:02:19,177 Epoch[26] Batch [26150-26200]	Speed: 202.07 samples/sec	accuracy=0.928125
+2020-04-13 20:02:50,473 Epoch[26] Batch [26200-26250]	Speed: 204.50 samples/sec	accuracy=0.928281
+2020-04-13 20:03:22,497 Epoch[26] Batch [26250-26300]	Speed: 199.85 samples/sec	accuracy=0.926094
+2020-04-13 20:03:54,614 Epoch[26] Batch [26300-26350]	Speed: 199.27 samples/sec	accuracy=0.933750
+2020-04-13 20:04:26,339 Epoch[26] Batch [26350-26400]	Speed: 201.74 samples/sec	accuracy=0.928281
+2020-04-13 20:04:58,110 Epoch[26] Batch [26400-26450]	Speed: 201.44 samples/sec	accuracy=0.928906
+2020-04-13 20:05:30,050 Epoch[26] Batch [26450-26500]	Speed: 200.38 samples/sec	accuracy=0.927344
+2020-04-13 20:06:01,899 Epoch[26] Batch [26500-26550]	Speed: 200.95 samples/sec	accuracy=0.930937
+2020-04-13 20:06:34,018 Epoch[26] Batch [26550-26600]	Speed: 199.26 samples/sec	accuracy=0.927813
+2020-04-13 20:07:05,821 Epoch[26] Batch [26600-26650]	Speed: 201.24 samples/sec	accuracy=0.930156
+2020-04-13 20:07:37,632 Epoch[26] Batch [26650-26700]	Speed: 201.19 samples/sec	accuracy=0.927813
+2020-04-13 20:08:09,850 Epoch[26] Batch [26700-26750]	Speed: 198.65 samples/sec	accuracy=0.919687
+2020-04-13 20:08:41,684 Epoch[26] Batch [26750-26800]	Speed: 201.04 samples/sec	accuracy=0.931719
+2020-04-13 20:09:13,671 Epoch[26] Batch [26800-26850]	Speed: 200.08 samples/sec	accuracy=0.932813
+2020-04-13 20:09:45,455 Epoch[26] Batch [26850-26900]	Speed: 201.36 samples/sec	accuracy=0.931562
+2020-04-13 20:10:17,481 Epoch[26] Batch [26900-26950]	Speed: 199.84 samples/sec	accuracy=0.932969
+2020-04-13 20:10:49,441 Epoch[26] Batch [26950-27000]	Speed: 200.25 samples/sec	accuracy=0.929375
+2020-04-13 20:11:21,592 Epoch[26] Batch [27000-27050]	Speed: 199.06 samples/sec	accuracy=0.931562
+2020-04-13 20:11:53,692 Epoch[26] Batch [27050-27100]	Speed: 199.37 samples/sec	accuracy=0.933125
+2020-04-13 20:12:25,681 Epoch[26] Batch [27100-27150]	Speed: 200.07 samples/sec	accuracy=0.926094
+2020-04-13 20:12:57,938 Epoch[26] Batch [27150-27200]	Speed: 198.41 samples/sec	accuracy=0.935000
+2020-04-13 20:13:30,014 Epoch[26] Batch [27200-27250]	Speed: 199.52 samples/sec	accuracy=0.935469
+2020-04-13 20:14:02,258 Epoch[26] Batch [27250-27300]	Speed: 198.49 samples/sec	accuracy=0.925781
+2020-04-13 20:14:33,850 Epoch[26] Batch [27300-27350]	Speed: 202.59 samples/sec	accuracy=0.929844
+2020-04-13 20:15:05,754 Epoch[26] Batch [27350-27400]	Speed: 200.60 samples/sec	accuracy=0.935000
+2020-04-13 20:15:37,876 Epoch[26] Batch [27400-27450]	Speed: 199.24 samples/sec	accuracy=0.930625
+2020-04-13 20:16:09,427 Epoch[26] Batch [27450-27500]	Speed: 202.84 samples/sec	accuracy=0.929375
+2020-04-13 20:16:41,346 Epoch[26] Batch [27500-27550]	Speed: 200.51 samples/sec	accuracy=0.928594
+2020-04-13 20:17:12,928 Epoch[26] Batch [27550-27600]	Speed: 202.65 samples/sec	accuracy=0.931719
+2020-04-13 20:17:44,600 Epoch[26] Batch [27600-27650]	Speed: 202.07 samples/sec	accuracy=0.930312
+2020-04-13 20:18:15,813 Epoch[26] Batch [27650-27700]	Speed: 205.05 samples/sec	accuracy=0.932031
+2020-04-13 20:18:47,021 Epoch[26] Batch [27700-27750]	Speed: 205.07 samples/sec	accuracy=0.932813
+2020-04-13 20:19:17,744 Epoch[26] Batch [27750-27800]	Speed: 208.32 samples/sec	accuracy=0.931406
+2020-04-13 20:19:48,562 Epoch[26] Batch [27800-27850]	Speed: 207.67 samples/sec	accuracy=0.928125
+2020-04-13 20:20:20,090 Epoch[26] Batch [27850-27900]	Speed: 203.00 samples/sec	accuracy=0.928750
+2020-04-13 20:20:50,336 Epoch[26] Batch [27900-27950]	Speed: 211.60 samples/sec	accuracy=0.929531
+2020-04-13 20:21:21,008 Epoch[26] Batch [27950-28000]	Speed: 208.66 samples/sec	accuracy=0.929688
+2020-04-13 20:21:52,351 Epoch[26] Batch [28000-28050]	Speed: 204.19 samples/sec	accuracy=0.929219
+2020-04-13 20:22:24,319 Epoch[26] Batch [28050-28100]	Speed: 200.21 samples/sec	accuracy=0.929063
+2020-04-13 20:22:55,748 Epoch[26] Batch [28100-28150]	Speed: 203.63 samples/sec	accuracy=0.932187
+2020-04-13 20:23:27,084 Epoch[26] Batch [28150-28200]	Speed: 204.24 samples/sec	accuracy=0.934531
+2020-04-13 20:23:50,919 Epoch[26] Train-accuracy=0.930542
+2020-04-13 20:23:50,920 Epoch[26] Time cost=17840.760
+2020-04-13 20:23:50,958 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0027.params"
+2020-04-13 20:54:51,946 Epoch[26] Validation-accuracy=0.969463
+2020-04-13 20:55:31,955 Epoch[27] Batch [0-50]	Speed: 201.62 samples/sec	accuracy=0.925398
+2020-04-13 20:56:03,561 Epoch[27] Batch [50-100]	Speed: 202.50 samples/sec	accuracy=0.936406
+2020-04-13 20:56:35,537 Epoch[27] Batch [100-150]	Speed: 200.15 samples/sec	accuracy=0.927500
+2020-04-13 20:57:07,215 Epoch[27] Batch [150-200]	Speed: 202.03 samples/sec	accuracy=0.930000
+2020-04-13 20:57:39,435 Epoch[27] Batch [200-250]	Speed: 198.64 samples/sec	accuracy=0.928281
+2020-04-13 20:58:11,424 Epoch[27] Batch [250-300]	Speed: 200.07 samples/sec	accuracy=0.930000
+2020-04-13 20:58:43,670 Epoch[27] Batch [300-350]	Speed: 198.48 samples/sec	accuracy=0.926719
+2020-04-13 20:59:15,347 Epoch[27] Batch [350-400]	Speed: 202.04 samples/sec	accuracy=0.926562
+2020-04-13 20:59:47,204 Epoch[27] Batch [400-450]	Speed: 200.90 samples/sec	accuracy=0.931094
+2020-04-13 21:00:18,921 Epoch[27] Batch [450-500]	Speed: 201.79 samples/sec	accuracy=0.929688
+2020-04-13 21:00:50,881 Epoch[27] Batch [500-550]	Speed: 200.25 samples/sec	accuracy=0.929531
+2020-04-13 21:01:22,792 Epoch[27] Batch [550-600]	Speed: 200.56 samples/sec	accuracy=0.933281
+2020-04-13 21:01:54,936 Epoch[27] Batch [600-650]	Speed: 199.10 samples/sec	accuracy=0.930000
+2020-04-13 21:02:26,707 Epoch[27] Batch [650-700]	Speed: 201.45 samples/sec	accuracy=0.929375
+2020-04-13 21:02:58,487 Epoch[27] Batch [700-750]	Speed: 201.39 samples/sec	accuracy=0.927656
+2020-04-13 21:03:30,187 Epoch[27] Batch [750-800]	Speed: 201.89 samples/sec	accuracy=0.927656
+2020-04-13 21:04:02,479 Epoch[27] Batch [800-850]	Speed: 198.19 samples/sec	accuracy=0.934063
+2020-04-13 21:04:34,589 Epoch[27] Batch [850-900]	Speed: 199.32 samples/sec	accuracy=0.928438
+2020-04-13 21:05:06,422 Epoch[27] Batch [900-950]	Speed: 201.05 samples/sec	accuracy=0.934219
+2020-04-13 21:05:38,653 Epoch[27] Batch [950-1000]	Speed: 198.57 samples/sec	accuracy=0.931406
+2020-04-13 21:06:10,683 Epoch[27] Batch [1000-1050]	Speed: 199.82 samples/sec	accuracy=0.922969
+2020-04-13 21:06:42,714 Epoch[27] Batch [1050-1100]	Speed: 199.81 samples/sec	accuracy=0.928281
+2020-04-13 21:07:14,614 Epoch[27] Batch [1100-1150]	Speed: 200.63 samples/sec	accuracy=0.934063
+2020-04-13 21:07:46,635 Epoch[27] Batch [1150-1200]	Speed: 199.87 samples/sec	accuracy=0.921406
+2020-04-13 21:08:18,411 Epoch[27] Batch [1200-1250]	Speed: 201.41 samples/sec	accuracy=0.931719
+2020-04-13 21:08:50,554 Epoch[27] Batch [1250-1300]	Speed: 199.11 samples/sec	accuracy=0.931250
+2020-04-13 21:09:22,600 Epoch[27] Batch [1300-1350]	Speed: 199.71 samples/sec	accuracy=0.930000
+2020-04-13 21:09:54,854 Epoch[27] Batch [1350-1400]	Speed: 198.43 samples/sec	accuracy=0.930625
+2020-04-13 21:10:27,000 Epoch[27] Batch [1400-1450]	Speed: 199.09 samples/sec	accuracy=0.931250
+2020-04-13 21:10:58,964 Epoch[27] Batch [1450-1500]	Speed: 200.23 samples/sec	accuracy=0.928281
+2020-04-13 21:11:31,173 Epoch[27] Batch [1500-1550]	Speed: 198.70 samples/sec	accuracy=0.927188
+2020-04-13 21:12:02,902 Epoch[27] Batch [1550-1600]	Speed: 201.71 samples/sec	accuracy=0.929375
+2020-04-13 21:12:34,799 Epoch[27] Batch [1600-1650]	Speed: 200.65 samples/sec	accuracy=0.930781
+2020-04-13 21:13:06,482 Epoch[27] Batch [1650-1700]	Speed: 202.00 samples/sec	accuracy=0.929219
+2020-04-13 21:13:38,270 Epoch[27] Batch [1700-1750]	Speed: 201.33 samples/sec	accuracy=0.933281
+2020-04-13 21:14:10,108 Epoch[27] Batch [1750-1800]	Speed: 201.02 samples/sec	accuracy=0.932969
+2020-04-13 21:14:41,689 Epoch[27] Batch [1800-1850]	Speed: 202.65 samples/sec	accuracy=0.931094
+2020-04-13 21:15:13,974 Epoch[27] Batch [1850-1900]	Speed: 198.24 samples/sec	accuracy=0.922656
+2020-04-13 21:15:45,923 Epoch[27] Batch [1900-1950]	Speed: 200.32 samples/sec	accuracy=0.930625
+2020-04-13 21:16:18,091 Epoch[27] Batch [1950-2000]	Speed: 198.96 samples/sec	accuracy=0.935781
+2020-04-13 21:16:50,246 Epoch[27] Batch [2000-2050]	Speed: 199.04 samples/sec	accuracy=0.929219
+2020-04-13 21:17:22,277 Epoch[27] Batch [2050-2100]	Speed: 199.81 samples/sec	accuracy=0.935781
+2020-04-13 21:17:54,223 Epoch[27] Batch [2100-2150]	Speed: 200.34 samples/sec	accuracy=0.934375
+2020-04-13 21:18:26,358 Epoch[27] Batch [2150-2200]	Speed: 199.16 samples/sec	accuracy=0.928438
+2020-04-13 21:18:58,183 Epoch[27] Batch [2200-2250]	Speed: 201.10 samples/sec	accuracy=0.930000
+2020-04-13 21:19:30,232 Epoch[27] Batch [2250-2300]	Speed: 199.70 samples/sec	accuracy=0.930781
+2020-04-13 21:20:02,390 Epoch[27] Batch [2300-2350]	Speed: 199.02 samples/sec	accuracy=0.937813
+2020-04-13 21:20:34,539 Epoch[27] Batch [2350-2400]	Speed: 199.08 samples/sec	accuracy=0.933906
+2020-04-13 21:21:06,644 Epoch[27] Batch [2400-2450]	Speed: 199.34 samples/sec	accuracy=0.927969
+2020-04-13 21:21:38,580 Epoch[27] Batch [2450-2500]	Speed: 200.40 samples/sec	accuracy=0.932187
+2020-04-13 21:22:10,448 Epoch[27] Batch [2500-2550]	Speed: 200.83 samples/sec	accuracy=0.929219
+2020-04-13 21:22:42,476 Epoch[27] Batch [2550-2600]	Speed: 199.83 samples/sec	accuracy=0.932187
+2020-04-13 21:23:14,533 Epoch[27] Batch [2600-2650]	Speed: 199.64 samples/sec	accuracy=0.930781
+2020-04-13 21:23:46,921 Epoch[27] Batch [2650-2700]	Speed: 197.61 samples/sec	accuracy=0.932969
+2020-04-13 21:24:19,108 Epoch[27] Batch [2700-2750]	Speed: 198.84 samples/sec	accuracy=0.932344
+2020-04-13 21:24:51,018 Epoch[27] Batch [2750-2800]	Speed: 200.57 samples/sec	accuracy=0.932813
+2020-04-13 21:25:23,160 Epoch[27] Batch [2800-2850]	Speed: 199.12 samples/sec	accuracy=0.927344
+2020-04-13 21:25:55,230 Epoch[27] Batch [2850-2900]	Speed: 199.56 samples/sec	accuracy=0.930625
+2020-04-13 21:26:27,509 Epoch[27] Batch [2900-2950]	Speed: 198.27 samples/sec	accuracy=0.925312
+2020-04-13 21:26:59,209 Epoch[27] Batch [2950-3000]	Speed: 201.89 samples/sec	accuracy=0.931094
+2020-04-13 21:27:30,706 Epoch[27] Batch [3000-3050]	Speed: 203.19 samples/sec	accuracy=0.925937
+2020-04-13 21:28:02,630 Epoch[27] Batch [3050-3100]	Speed: 200.48 samples/sec	accuracy=0.933750
+2020-04-13 21:28:34,556 Epoch[27] Batch [3100-3150]	Speed: 200.47 samples/sec	accuracy=0.931875
+2020-04-13 21:29:06,832 Epoch[27] Batch [3150-3200]	Speed: 198.29 samples/sec	accuracy=0.929375
+2020-04-13 21:29:38,443 Epoch[27] Batch [3200-3250]	Speed: 202.46 samples/sec	accuracy=0.928750
+2020-04-13 21:30:10,222 Epoch[27] Batch [3250-3300]	Speed: 201.39 samples/sec	accuracy=0.932813
+2020-04-13 21:30:42,090 Epoch[27] Batch [3300-3350]	Speed: 200.83 samples/sec	accuracy=0.926562
+2020-04-13 21:31:13,869 Epoch[27] Batch [3350-3400]	Speed: 201.39 samples/sec	accuracy=0.929375
+2020-04-13 21:31:46,478 Epoch[27] Batch [3400-3450]	Speed: 196.27 samples/sec	accuracy=0.930625
+2020-04-13 21:32:18,680 Epoch[27] Batch [3450-3500]	Speed: 198.75 samples/sec	accuracy=0.929531
+2020-04-13 21:32:50,439 Epoch[27] Batch [3500-3550]	Speed: 201.52 samples/sec	accuracy=0.929844
+2020-04-13 21:33:22,490 Epoch[27] Batch [3550-3600]	Speed: 199.68 samples/sec	accuracy=0.932031
+2020-04-13 21:33:54,609 Epoch[27] Batch [3600-3650]	Speed: 199.26 samples/sec	accuracy=0.930000
+2020-04-13 21:34:26,836 Epoch[27] Batch [3650-3700]	Speed: 198.59 samples/sec	accuracy=0.931875
+2020-04-13 21:34:58,813 Epoch[27] Batch [3700-3750]	Speed: 200.15 samples/sec	accuracy=0.928281
+2020-04-13 21:35:30,635 Epoch[27] Batch [3750-3800]	Speed: 201.12 samples/sec	accuracy=0.934531
+2020-04-13 21:36:02,613 Epoch[27] Batch [3800-3850]	Speed: 200.14 samples/sec	accuracy=0.935156
+2020-04-13 21:36:34,835 Epoch[27] Batch [3850-3900]	Speed: 198.62 samples/sec	accuracy=0.935312
+2020-04-13 21:37:07,313 Epoch[27] Batch [3900-3950]	Speed: 197.06 samples/sec	accuracy=0.933438
+2020-04-13 21:37:39,190 Epoch[27] Batch [3950-4000]	Speed: 200.77 samples/sec	accuracy=0.932187
+2020-04-13 21:38:11,093 Epoch[27] Batch [4000-4050]	Speed: 200.61 samples/sec	accuracy=0.928906
+2020-04-13 21:38:43,204 Epoch[27] Batch [4050-4100]	Speed: 199.31 samples/sec	accuracy=0.926719
+2020-04-13 21:39:15,342 Epoch[27] Batch [4100-4150]	Speed: 199.14 samples/sec	accuracy=0.931250
+2020-04-13 21:39:47,373 Epoch[27] Batch [4150-4200]	Speed: 199.81 samples/sec	accuracy=0.932656
+2020-04-13 21:40:19,359 Epoch[27] Batch [4200-4250]	Speed: 200.09 samples/sec	accuracy=0.929688
+2020-04-13 21:40:51,193 Epoch[27] Batch [4250-4300]	Speed: 201.04 samples/sec	accuracy=0.932031
+2020-04-13 21:41:22,505 Epoch[27] Batch [4300-4350]	Speed: 204.39 samples/sec	accuracy=0.931250
+2020-04-13 21:41:54,532 Epoch[27] Batch [4350-4400]	Speed: 199.83 samples/sec	accuracy=0.931406
+2020-04-13 21:42:26,433 Epoch[27] Batch [4400-4450]	Speed: 200.62 samples/sec	accuracy=0.931875
+2020-04-13 21:42:58,376 Epoch[27] Batch [4450-4500]	Speed: 200.36 samples/sec	accuracy=0.926094
+2020-04-13 21:43:30,349 Epoch[27] Batch [4500-4550]	Speed: 200.17 samples/sec	accuracy=0.930937
+2020-04-13 21:44:02,205 Epoch[27] Batch [4550-4600]	Speed: 200.91 samples/sec	accuracy=0.927813
+2020-04-13 21:44:34,476 Epoch[27] Batch [4600-4650]	Speed: 198.32 samples/sec	accuracy=0.929844
+2020-04-13 21:45:06,650 Epoch[27] Batch [4650-4700]	Speed: 198.92 samples/sec	accuracy=0.928438
+2020-04-13 21:45:38,407 Epoch[27] Batch [4700-4750]	Speed: 201.53 samples/sec	accuracy=0.935937
+2020-04-13 21:46:10,331 Epoch[27] Batch [4750-4800]	Speed: 200.47 samples/sec	accuracy=0.935156
+2020-04-13 21:46:42,309 Epoch[27] Batch [4800-4850]	Speed: 200.14 samples/sec	accuracy=0.931562
+2020-04-13 21:47:13,818 Epoch[27] Batch [4850-4900]	Speed: 203.12 samples/sec	accuracy=0.925000
+2020-04-13 21:47:45,882 Epoch[27] Batch [4900-4950]	Speed: 199.60 samples/sec	accuracy=0.926875
+2020-04-13 21:48:18,346 Epoch[27] Batch [4950-5000]	Speed: 197.14 samples/sec	accuracy=0.926719
+2020-04-13 21:48:49,852 Epoch[27] Batch [5000-5050]	Speed: 203.14 samples/sec	accuracy=0.925937
+2020-04-13 21:49:21,875 Epoch[27] Batch [5050-5100]	Speed: 199.86 samples/sec	accuracy=0.934375
+2020-04-13 21:49:53,958 Epoch[27] Batch [5100-5150]	Speed: 199.49 samples/sec	accuracy=0.932187
+2020-04-13 21:50:26,149 Epoch[27] Batch [5150-5200]	Speed: 198.81 samples/sec	accuracy=0.928125
+2020-04-13 21:50:57,994 Epoch[27] Batch [5200-5250]	Speed: 200.98 samples/sec	accuracy=0.931250
+2020-04-13 21:51:29,917 Epoch[27] Batch [5250-5300]	Speed: 200.48 samples/sec	accuracy=0.933906
+2020-04-13 21:52:01,998 Epoch[27] Batch [5300-5350]	Speed: 199.50 samples/sec	accuracy=0.928594
+2020-04-13 21:52:34,108 Epoch[27] Batch [5350-5400]	Speed: 199.32 samples/sec	accuracy=0.927813
+2020-04-13 21:53:06,335 Epoch[27] Batch [5400-5450]	Speed: 198.59 samples/sec	accuracy=0.933125
+2020-04-13 21:53:38,288 Epoch[27] Batch [5450-5500]	Speed: 200.30 samples/sec	accuracy=0.927969
+2020-04-13 21:54:09,897 Epoch[27] Batch [5500-5550]	Speed: 202.48 samples/sec	accuracy=0.928594
+2020-04-13 21:54:42,040 Epoch[27] Batch [5550-5600]	Speed: 199.12 samples/sec	accuracy=0.930469
+2020-04-13 21:55:13,909 Epoch[27] Batch [5600-5650]	Speed: 200.82 samples/sec	accuracy=0.932031
+2020-04-13 21:55:45,743 Epoch[27] Batch [5650-5700]	Speed: 201.04 samples/sec	accuracy=0.934219
+2020-04-13 21:56:17,737 Epoch[27] Batch [5700-5750]	Speed: 200.04 samples/sec	accuracy=0.930469
+2020-04-13 21:56:49,531 Epoch[27] Batch [5750-5800]	Speed: 201.30 samples/sec	accuracy=0.926875
+2020-04-13 21:57:21,296 Epoch[27] Batch [5800-5850]	Speed: 201.48 samples/sec	accuracy=0.926562
+2020-04-13 21:57:53,424 Epoch[27] Batch [5850-5900]	Speed: 199.20 samples/sec	accuracy=0.927813
+2020-04-13 21:58:25,525 Epoch[27] Batch [5900-5950]	Speed: 199.37 samples/sec	accuracy=0.933125
+2020-04-13 21:58:57,782 Epoch[27] Batch [5950-6000]	Speed: 198.41 samples/sec	accuracy=0.930625
+2020-04-13 21:59:29,600 Epoch[27] Batch [6000-6050]	Speed: 201.15 samples/sec	accuracy=0.928281
+2020-04-13 22:00:01,685 Epoch[27] Batch [6050-6100]	Speed: 199.47 samples/sec	accuracy=0.927969
+2020-04-13 22:00:33,920 Epoch[27] Batch [6100-6150]	Speed: 198.54 samples/sec	accuracy=0.927813
+2020-04-13 22:01:05,967 Epoch[27] Batch [6150-6200]	Speed: 199.71 samples/sec	accuracy=0.930156
+2020-04-13 22:01:38,056 Epoch[27] Batch [6200-6250]	Speed: 199.45 samples/sec	accuracy=0.931719
+2020-04-13 22:02:10,091 Epoch[27] Batch [6250-6300]	Speed: 199.78 samples/sec	accuracy=0.930000
+2020-04-13 22:02:42,051 Epoch[27] Batch [6300-6350]	Speed: 200.25 samples/sec	accuracy=0.928281
+2020-04-13 22:03:14,324 Epoch[27] Batch [6350-6400]	Speed: 198.31 samples/sec	accuracy=0.929531
+2020-04-13 22:03:46,373 Epoch[27] Batch [6400-6450]	Speed: 199.70 samples/sec	accuracy=0.929531
+2020-04-13 22:04:18,364 Epoch[27] Batch [6450-6500]	Speed: 200.06 samples/sec	accuracy=0.930312
+2020-04-13 22:04:50,494 Epoch[27] Batch [6500-6550]	Speed: 199.19 samples/sec	accuracy=0.930781
+2020-04-13 22:05:22,540 Epoch[27] Batch [6550-6600]	Speed: 199.71 samples/sec	accuracy=0.935312
+2020-04-13 22:05:54,809 Epoch[27] Batch [6600-6650]	Speed: 198.34 samples/sec	accuracy=0.930469
+2020-04-13 22:06:26,794 Epoch[27] Batch [6650-6700]	Speed: 200.10 samples/sec	accuracy=0.930312
+2020-04-13 22:06:58,422 Epoch[27] Batch [6700-6750]	Speed: 202.35 samples/sec	accuracy=0.925625
+2020-04-13 22:07:30,221 Epoch[27] Batch [6750-6800]	Speed: 201.27 samples/sec	accuracy=0.926875
+2020-04-13 22:08:01,993 Epoch[27] Batch [6800-6850]	Speed: 201.44 samples/sec	accuracy=0.931250
+2020-04-13 22:08:33,679 Epoch[27] Batch [6850-6900]	Speed: 201.98 samples/sec	accuracy=0.930625
+2020-04-13 22:09:05,693 Epoch[27] Batch [6900-6950]	Speed: 199.92 samples/sec	accuracy=0.921250
+2020-04-13 22:09:37,460 Epoch[27] Batch [6950-7000]	Speed: 201.47 samples/sec	accuracy=0.933125
+2020-04-13 22:10:08,911 Epoch[27] Batch [7000-7050]	Speed: 203.50 samples/sec	accuracy=0.931250
+2020-04-13 22:10:40,597 Epoch[27] Batch [7050-7100]	Speed: 201.98 samples/sec	accuracy=0.932813
+2020-04-13 22:11:12,515 Epoch[27] Batch [7100-7150]	Speed: 200.51 samples/sec	accuracy=0.926562
+2020-04-13 22:11:44,277 Epoch[27] Batch [7150-7200]	Speed: 201.50 samples/sec	accuracy=0.930781
+2020-04-13 22:12:15,659 Epoch[27] Batch [7200-7250]	Speed: 203.94 samples/sec	accuracy=0.931406
+2020-04-13 22:12:47,802 Epoch[27] Batch [7250-7300]	Speed: 199.11 samples/sec	accuracy=0.938750
+2020-04-13 22:13:19,310 Epoch[27] Batch [7300-7350]	Speed: 203.13 samples/sec	accuracy=0.930469
+2020-04-13 22:13:50,668 Epoch[27] Batch [7350-7400]	Speed: 204.09 samples/sec	accuracy=0.932500
+2020-04-13 22:14:22,790 Epoch[27] Batch [7400-7450]	Speed: 199.24 samples/sec	accuracy=0.930156
+2020-04-13 22:14:54,381 Epoch[27] Batch [7450-7500]	Speed: 202.59 samples/sec	accuracy=0.933438
+2020-04-13 22:15:26,444 Epoch[27] Batch [7500-7550]	Speed: 199.61 samples/sec	accuracy=0.925625
+2020-04-13 22:15:58,383 Epoch[27] Batch [7550-7600]	Speed: 200.38 samples/sec	accuracy=0.926094
+2020-04-13 22:16:30,085 Epoch[27] Batch [7600-7650]	Speed: 201.88 samples/sec	accuracy=0.935469
+2020-04-13 22:17:02,171 Epoch[27] Batch [7650-7700]	Speed: 199.46 samples/sec	accuracy=0.931562
+2020-04-13 22:17:34,037 Epoch[27] Batch [7700-7750]	Speed: 200.84 samples/sec	accuracy=0.930469
+2020-04-13 22:18:06,372 Epoch[27] Batch [7750-7800]	Speed: 197.93 samples/sec	accuracy=0.929531
+2020-04-13 22:18:38,049 Epoch[27] Batch [7800-7850]	Speed: 202.04 samples/sec	accuracy=0.931094
+2020-04-13 22:19:09,935 Epoch[27] Batch [7850-7900]	Speed: 200.72 samples/sec	accuracy=0.935781
+2020-04-13 22:19:41,845 Epoch[27] Batch [7900-7950]	Speed: 200.57 samples/sec	accuracy=0.932813
+2020-04-13 22:20:14,236 Epoch[27] Batch [7950-8000]	Speed: 197.58 samples/sec	accuracy=0.932344
+2020-04-13 22:20:46,674 Epoch[27] Batch [8000-8050]	Speed: 197.30 samples/sec	accuracy=0.923438
+2020-04-13 22:21:18,936 Epoch[27] Batch [8050-8100]	Speed: 198.38 samples/sec	accuracy=0.929844
+2020-04-13 22:21:50,932 Epoch[27] Batch [8100-8150]	Speed: 200.03 samples/sec	accuracy=0.932031
+2020-04-13 22:22:22,563 Epoch[27] Batch [8150-8200]	Speed: 202.33 samples/sec	accuracy=0.928125
+2020-04-13 22:22:54,707 Epoch[27] Batch [8200-8250]	Speed: 199.11 samples/sec	accuracy=0.927031
+2020-04-13 22:23:26,799 Epoch[27] Batch [8250-8300]	Speed: 199.43 samples/sec	accuracy=0.926250
+2020-04-13 22:23:58,599 Epoch[27] Batch [8300-8350]	Speed: 201.26 samples/sec	accuracy=0.933750
+2020-04-13 22:24:30,425 Epoch[27] Batch [8350-8400]	Speed: 201.09 samples/sec	accuracy=0.930937
+2020-04-13 22:25:02,625 Epoch[27] Batch [8400-8450]	Speed: 198.76 samples/sec	accuracy=0.935312
+2020-04-13 22:25:34,334 Epoch[27] Batch [8450-8500]	Speed: 201.84 samples/sec	accuracy=0.933906
+2020-04-13 22:26:06,209 Epoch[27] Batch [8500-8550]	Speed: 200.79 samples/sec	accuracy=0.930781
+2020-04-13 22:26:38,169 Epoch[27] Batch [8550-8600]	Speed: 200.25 samples/sec	accuracy=0.926562
+2020-04-13 22:27:10,125 Epoch[27] Batch [8600-8650]	Speed: 200.28 samples/sec	accuracy=0.931406
+2020-04-13 22:27:42,446 Epoch[27] Batch [8650-8700]	Speed: 198.02 samples/sec	accuracy=0.928750
+2020-04-13 22:28:14,523 Epoch[27] Batch [8700-8750]	Speed: 199.52 samples/sec	accuracy=0.931562
+2020-04-13 22:28:46,626 Epoch[27] Batch [8750-8800]	Speed: 199.36 samples/sec	accuracy=0.934688
+2020-04-13 22:29:18,569 Epoch[27] Batch [8800-8850]	Speed: 200.36 samples/sec	accuracy=0.929688
+2020-04-13 22:29:50,395 Epoch[27] Batch [8850-8900]	Speed: 201.09 samples/sec	accuracy=0.932500
+2020-04-13 22:30:22,266 Epoch[27] Batch [8900-8950]	Speed: 200.82 samples/sec	accuracy=0.931250
+2020-04-13 22:30:54,373 Epoch[27] Batch [8950-9000]	Speed: 199.33 samples/sec	accuracy=0.927813
+2020-04-13 22:31:26,413 Epoch[27] Batch [9000-9050]	Speed: 199.75 samples/sec	accuracy=0.929688
+2020-04-13 22:31:58,611 Epoch[27] Batch [9050-9100]	Speed: 198.78 samples/sec	accuracy=0.937813
+2020-04-13 22:32:30,484 Epoch[27] Batch [9100-9150]	Speed: 200.80 samples/sec	accuracy=0.929688
+2020-04-13 22:33:02,555 Epoch[27] Batch [9150-9200]	Speed: 199.56 samples/sec	accuracy=0.925469
+2020-04-13 22:33:34,312 Epoch[27] Batch [9200-9250]	Speed: 201.53 samples/sec	accuracy=0.932813
+2020-04-13 22:34:06,192 Epoch[27] Batch [9250-9300]	Speed: 200.76 samples/sec	accuracy=0.928125
+2020-04-13 22:34:38,053 Epoch[27] Batch [9300-9350]	Speed: 200.87 samples/sec	accuracy=0.936406
+2020-04-13 22:35:10,122 Epoch[27] Batch [9350-9400]	Speed: 199.57 samples/sec	accuracy=0.931719
+2020-04-13 22:35:42,132 Epoch[27] Batch [9400-9450]	Speed: 199.94 samples/sec	accuracy=0.929219
+2020-04-13 22:36:14,067 Epoch[27] Batch [9450-9500]	Speed: 200.41 samples/sec	accuracy=0.927813
+2020-04-13 22:36:45,921 Epoch[27] Batch [9500-9550]	Speed: 200.91 samples/sec	accuracy=0.929063
+2020-04-13 22:37:18,328 Epoch[27] Batch [9550-9600]	Speed: 197.49 samples/sec	accuracy=0.938594
+2020-04-13 22:37:50,073 Epoch[27] Batch [9600-9650]	Speed: 201.60 samples/sec	accuracy=0.929844
+2020-04-13 22:38:22,146 Epoch[27] Batch [9650-9700]	Speed: 199.55 samples/sec	accuracy=0.936719
+2020-04-13 22:38:54,363 Epoch[27] Batch [9700-9750]	Speed: 198.65 samples/sec	accuracy=0.933125
+2020-04-13 22:39:26,535 Epoch[27] Batch [9750-9800]	Speed: 198.93 samples/sec	accuracy=0.932031
+2020-04-13 22:39:58,402 Epoch[27] Batch [9800-9850]	Speed: 200.84 samples/sec	accuracy=0.928125
+2020-04-13 22:40:30,303 Epoch[27] Batch [9850-9900]	Speed: 200.62 samples/sec	accuracy=0.927813
+2020-04-13 22:41:01,823 Epoch[27] Batch [9900-9950]	Speed: 203.05 samples/sec	accuracy=0.932813
+2020-04-13 22:41:34,095 Epoch[27] Batch [9950-10000]	Speed: 198.32 samples/sec	accuracy=0.928125
+2020-04-13 22:42:06,235 Epoch[27] Batch [10000-10050]	Speed: 199.13 samples/sec	accuracy=0.934375
+2020-04-13 22:42:37,799 Epoch[27] Batch [10050-10100]	Speed: 202.77 samples/sec	accuracy=0.931719
+2020-04-13 22:43:09,499 Epoch[27] Batch [10100-10150]	Speed: 201.89 samples/sec	accuracy=0.931875
+2020-04-13 22:43:41,649 Epoch[27] Batch [10150-10200]	Speed: 199.07 samples/sec	accuracy=0.924219
+2020-04-13 22:44:13,339 Epoch[27] Batch [10200-10250]	Speed: 201.96 samples/sec	accuracy=0.932656
+2020-04-13 22:44:45,358 Epoch[27] Batch [10250-10300]	Speed: 199.89 samples/sec	accuracy=0.931562
+2020-04-13 22:45:17,252 Epoch[27] Batch [10300-10350]	Speed: 200.67 samples/sec	accuracy=0.928750
+2020-04-13 22:45:49,387 Epoch[27] Batch [10350-10400]	Speed: 199.16 samples/sec	accuracy=0.931250
+2020-04-13 22:46:21,666 Epoch[27] Batch [10400-10450]	Speed: 198.28 samples/sec	accuracy=0.930937
+2020-04-13 22:46:53,871 Epoch[27] Batch [10450-10500]	Speed: 198.72 samples/sec	accuracy=0.936094
+2020-04-13 22:47:26,119 Epoch[27] Batch [10500-10550]	Speed: 198.47 samples/sec	accuracy=0.930469
+2020-04-13 22:47:57,896 Epoch[27] Batch [10550-10600]	Speed: 201.40 samples/sec	accuracy=0.927813
+2020-04-13 22:48:29,830 Epoch[27] Batch [10600-10650]	Speed: 200.41 samples/sec	accuracy=0.933750
+2020-04-13 22:49:01,852 Epoch[27] Batch [10650-10700]	Speed: 199.87 samples/sec	accuracy=0.930469
+2020-04-13 22:49:33,965 Epoch[27] Batch [10700-10750]	Speed: 199.30 samples/sec	accuracy=0.928125
+2020-04-13 22:50:05,932 Epoch[27] Batch [10750-10800]	Speed: 200.21 samples/sec	accuracy=0.924531
+2020-04-13 22:50:37,732 Epoch[27] Batch [10800-10850]	Speed: 201.26 samples/sec	accuracy=0.928750
+2020-04-13 22:51:09,611 Epoch[27] Batch [10850-10900]	Speed: 200.76 samples/sec	accuracy=0.929531
+2020-04-13 22:51:41,426 Epoch[27] Batch [10900-10950]	Speed: 201.17 samples/sec	accuracy=0.934063
+2020-04-13 22:52:14,694 Epoch[27] Batch [10950-11000]	Speed: 192.37 samples/sec	accuracy=0.930312
+2020-04-13 22:52:44,397 Epoch[27] Batch [11000-11050]	Speed: 215.47 samples/sec	accuracy=0.932344
+2020-04-13 22:53:14,392 Epoch[27] Batch [11050-11100]	Speed: 213.37 samples/sec	accuracy=0.927500
+2020-04-13 22:53:44,482 Epoch[27] Batch [11100-11150]	Speed: 212.70 samples/sec	accuracy=0.930312
+2020-04-13 22:54:14,078 Epoch[27] Batch [11150-11200]	Speed: 216.24 samples/sec	accuracy=0.931562
+2020-04-13 22:54:43,811 Epoch[27] Batch [11200-11250]	Speed: 215.25 samples/sec	accuracy=0.928750
+2020-04-13 22:55:13,506 Epoch[27] Batch [11250-11300]	Speed: 215.53 samples/sec	accuracy=0.933281
+2020-04-13 22:55:43,132 Epoch[27] Batch [11300-11350]	Speed: 216.02 samples/sec	accuracy=0.931250
+2020-04-13 22:56:12,774 Epoch[27] Batch [11350-11400]	Speed: 215.92 samples/sec	accuracy=0.929063
+2020-04-13 22:56:42,159 Epoch[27] Batch [11400-11450]	Speed: 217.80 samples/sec	accuracy=0.926250
+2020-04-13 22:57:11,674 Epoch[27] Batch [11450-11500]	Speed: 216.84 samples/sec	accuracy=0.931406
+2020-04-13 22:57:41,492 Epoch[27] Batch [11500-11550]	Speed: 214.64 samples/sec	accuracy=0.930469
+2020-04-13 22:58:11,281 Epoch[27] Batch [11550-11600]	Speed: 214.84 samples/sec	accuracy=0.932031
+2020-04-13 22:58:41,066 Epoch[27] Batch [11600-11650]	Speed: 214.88 samples/sec	accuracy=0.930781
+2020-04-13 22:59:10,779 Epoch[27] Batch [11650-11700]	Speed: 215.40 samples/sec	accuracy=0.929219
+2020-04-13 22:59:40,559 Epoch[27] Batch [11700-11750]	Speed: 214.91 samples/sec	accuracy=0.929219
+2020-04-13 23:00:10,185 Epoch[27] Batch [11750-11800]	Speed: 216.03 samples/sec	accuracy=0.932656
+2020-04-13 23:00:39,985 Epoch[27] Batch [11800-11850]	Speed: 214.77 samples/sec	accuracy=0.937500
+2020-04-13 23:01:09,804 Epoch[27] Batch [11850-11900]	Speed: 214.63 samples/sec	accuracy=0.924375
+2020-04-13 23:01:39,493 Epoch[27] Batch [11900-11950]	Speed: 215.57 samples/sec	accuracy=0.932500
+2020-04-13 23:02:09,063 Epoch[27] Batch [11950-12000]	Speed: 216.44 samples/sec	accuracy=0.928906
+2020-04-13 23:02:38,873 Epoch[27] Batch [12000-12050]	Speed: 214.70 samples/sec	accuracy=0.930781
+2020-04-13 23:03:08,605 Epoch[27] Batch [12050-12100]	Speed: 215.26 samples/sec	accuracy=0.935781
+2020-04-13 23:03:38,259 Epoch[27] Batch [12100-12150]	Speed: 215.82 samples/sec	accuracy=0.927500
+2020-04-13 23:04:08,245 Epoch[27] Batch [12150-12200]	Speed: 213.43 samples/sec	accuracy=0.932187
+2020-04-13 23:04:37,999 Epoch[27] Batch [12200-12250]	Speed: 215.10 samples/sec	accuracy=0.927656
+2020-04-13 23:05:07,595 Epoch[27] Batch [12250-12300]	Speed: 216.25 samples/sec	accuracy=0.925000
+2020-04-13 23:05:37,235 Epoch[27] Batch [12300-12350]	Speed: 215.93 samples/sec	accuracy=0.930312
+2020-04-13 23:06:06,757 Epoch[27] Batch [12350-12400]	Speed: 216.79 samples/sec	accuracy=0.926719
+2020-04-13 23:06:36,187 Epoch[27] Batch [12400-12450]	Speed: 217.47 samples/sec	accuracy=0.927969
+2020-04-13 23:07:05,687 Epoch[27] Batch [12450-12500]	Speed: 216.96 samples/sec	accuracy=0.936719
+2020-04-13 23:07:35,455 Epoch[27] Batch [12500-12550]	Speed: 214.99 samples/sec	accuracy=0.935937
+2020-04-13 23:08:05,133 Epoch[27] Batch [12550-12600]	Speed: 215.65 samples/sec	accuracy=0.931094
+2020-04-13 23:08:34,959 Epoch[27] Batch [12600-12650]	Speed: 214.58 samples/sec	accuracy=0.928125
+2020-04-13 23:09:04,757 Epoch[27] Batch [12650-12700]	Speed: 214.78 samples/sec	accuracy=0.933438
+2020-04-13 23:09:34,441 Epoch[27] Batch [12700-12750]	Speed: 215.61 samples/sec	accuracy=0.927344
+2020-04-13 23:10:03,997 Epoch[27] Batch [12750-12800]	Speed: 216.54 samples/sec	accuracy=0.927031
+2020-04-13 23:10:33,510 Epoch[27] Batch [12800-12850]	Speed: 216.85 samples/sec	accuracy=0.929531
+2020-04-13 23:11:03,080 Epoch[27] Batch [12850-12900]	Speed: 216.44 samples/sec	accuracy=0.930156
+2020-04-13 23:11:32,957 Epoch[27] Batch [12900-12950]	Speed: 214.21 samples/sec	accuracy=0.927344
+2020-04-13 23:12:02,457 Epoch[27] Batch [12950-13000]	Speed: 216.95 samples/sec	accuracy=0.930000
+2020-04-13 23:12:32,165 Epoch[27] Batch [13000-13050]	Speed: 215.43 samples/sec	accuracy=0.929063
+2020-04-13 23:13:01,715 Epoch[27] Batch [13050-13100]	Speed: 216.58 samples/sec	accuracy=0.933594
+2020-04-13 23:13:31,322 Epoch[27] Batch [13100-13150]	Speed: 216.17 samples/sec	accuracy=0.928750
+2020-04-13 23:14:00,821 Epoch[27] Batch [13150-13200]	Speed: 216.96 samples/sec	accuracy=0.931562
+2020-04-13 23:14:30,669 Epoch[27] Batch [13200-13250]	Speed: 214.42 samples/sec	accuracy=0.931094
+2020-04-13 23:15:00,219 Epoch[27] Batch [13250-13300]	Speed: 216.58 samples/sec	accuracy=0.931250
+2020-04-13 23:15:29,792 Epoch[27] Batch [13300-13350]	Speed: 216.41 samples/sec	accuracy=0.935156
+2020-04-13 23:15:59,443 Epoch[27] Batch [13350-13400]	Speed: 215.84 samples/sec	accuracy=0.935156
+2020-04-13 23:16:28,894 Epoch[27] Batch [13400-13450]	Speed: 217.32 samples/sec	accuracy=0.927656
+2020-04-13 23:16:58,685 Epoch[27] Batch [13450-13500]	Speed: 214.83 samples/sec	accuracy=0.930781
+2020-04-13 23:17:28,410 Epoch[27] Batch [13500-13550]	Speed: 215.30 samples/sec	accuracy=0.929688
+2020-04-13 23:17:58,103 Epoch[27] Batch [13550-13600]	Speed: 215.54 samples/sec	accuracy=0.929844
+2020-04-13 23:18:27,651 Epoch[27] Batch [13600-13650]	Speed: 216.60 samples/sec	accuracy=0.931406
+2020-04-13 23:18:57,121 Epoch[27] Batch [13650-13700]	Speed: 217.17 samples/sec	accuracy=0.937344
+2020-04-13 23:19:26,936 Epoch[27] Batch [13700-13750]	Speed: 214.66 samples/sec	accuracy=0.926875
+2020-04-13 23:19:56,645 Epoch[27] Batch [13750-13800]	Speed: 215.42 samples/sec	accuracy=0.932344
+2020-04-13 23:20:26,490 Epoch[27] Batch [13800-13850]	Speed: 214.44 samples/sec	accuracy=0.932500
+2020-04-13 23:20:56,432 Epoch[27] Batch [13850-13900]	Speed: 213.75 samples/sec	accuracy=0.935156
+2020-04-13 23:21:26,173 Epoch[27] Batch [13900-13950]	Speed: 215.19 samples/sec	accuracy=0.930156
+2020-04-13 23:21:55,793 Epoch[27] Batch [13950-14000]	Speed: 216.08 samples/sec	accuracy=0.928594
+2020-04-13 23:22:25,333 Epoch[27] Batch [14000-14050]	Speed: 216.66 samples/sec	accuracy=0.930937
+2020-04-13 23:22:54,939 Epoch[27] Batch [14050-14100]	Speed: 216.17 samples/sec	accuracy=0.930625
+2020-04-13 23:23:24,641 Epoch[27] Batch [14100-14150]	Speed: 215.47 samples/sec	accuracy=0.923438
+2020-04-13 23:23:54,502 Epoch[27] Batch [14150-14200]	Speed: 214.33 samples/sec	accuracy=0.928594
+2020-04-13 23:24:24,155 Epoch[27] Batch [14200-14250]	Speed: 215.83 samples/sec	accuracy=0.933281
+2020-04-13 23:24:53,785 Epoch[27] Batch [14250-14300]	Speed: 216.00 samples/sec	accuracy=0.927500
+2020-04-13 23:25:23,623 Epoch[27] Batch [14300-14350]	Speed: 214.50 samples/sec	accuracy=0.932187
+2020-04-13 23:25:53,198 Epoch[27] Batch [14350-14400]	Speed: 216.40 samples/sec	accuracy=0.937344
+2020-04-13 23:26:22,647 Epoch[27] Batch [14400-14450]	Speed: 217.33 samples/sec	accuracy=0.926406
+2020-04-13 23:26:52,295 Epoch[27] Batch [14450-14500]	Speed: 215.87 samples/sec	accuracy=0.930781
+2020-04-13 23:27:21,760 Epoch[27] Batch [14500-14550]	Speed: 217.21 samples/sec	accuracy=0.929063
+2020-04-13 23:27:51,349 Epoch[27] Batch [14550-14600]	Speed: 216.30 samples/sec	accuracy=0.928750
+2020-04-13 23:28:20,901 Epoch[27] Batch [14600-14650]	Speed: 216.56 samples/sec	accuracy=0.934688
+2020-04-13 23:28:50,393 Epoch[27] Batch [14650-14700]	Speed: 217.01 samples/sec	accuracy=0.931250
+2020-04-13 23:29:20,075 Epoch[27] Batch [14700-14750]	Speed: 215.62 samples/sec	accuracy=0.934219
+2020-04-13 23:29:49,964 Epoch[27] Batch [14750-14800]	Speed: 214.13 samples/sec	accuracy=0.924844
+2020-04-13 23:30:18,752 Epoch[27] Batch [14800-14850]	Speed: 222.32 samples/sec	accuracy=0.934531
+2020-04-13 23:30:46,084 Epoch[27] Batch [14850-14900]	Speed: 234.16 samples/sec	accuracy=0.927344
+2020-04-13 23:31:13,477 Epoch[27] Batch [14900-14950]	Speed: 233.64 samples/sec	accuracy=0.932187
+2020-04-13 23:31:40,922 Epoch[27] Batch [14950-15000]	Speed: 233.20 samples/sec	accuracy=0.928438
+2020-04-13 23:32:08,565 Epoch[27] Batch [15000-15050]	Speed: 231.52 samples/sec	accuracy=0.937031
+2020-04-13 23:32:35,950 Epoch[27] Batch [15050-15100]	Speed: 233.70 samples/sec	accuracy=0.931875
+2020-04-13 23:33:03,249 Epoch[27] Batch [15100-15150]	Speed: 234.45 samples/sec	accuracy=0.932969
+2020-04-13 23:33:30,827 Epoch[27] Batch [15150-15200]	Speed: 232.07 samples/sec	accuracy=0.935781
+2020-04-13 23:33:58,153 Epoch[27] Batch [15200-15250]	Speed: 234.21 samples/sec	accuracy=0.932656
+2020-04-13 23:34:25,525 Epoch[27] Batch [15250-15300]	Speed: 233.82 samples/sec	accuracy=0.921719
+2020-04-13 23:34:52,747 Epoch[27] Batch [15300-15350]	Speed: 235.10 samples/sec	accuracy=0.934531
+2020-04-13 23:35:20,254 Epoch[27] Batch [15350-15400]	Speed: 232.67 samples/sec	accuracy=0.929531
+2020-04-13 23:35:47,688 Epoch[27] Batch [15400-15450]	Speed: 233.29 samples/sec	accuracy=0.934844
+2020-04-13 23:36:15,189 Epoch[27] Batch [15450-15500]	Speed: 232.72 samples/sec	accuracy=0.929219
+2020-04-13 23:36:42,517 Epoch[27] Batch [15500-15550]	Speed: 234.19 samples/sec	accuracy=0.931562
+2020-04-13 23:37:09,911 Epoch[27] Batch [15550-15600]	Speed: 233.63 samples/sec	accuracy=0.932344
+2020-04-13 23:37:37,266 Epoch[27] Batch [15600-15650]	Speed: 233.97 samples/sec	accuracy=0.935312
+2020-04-13 23:38:05,107 Epoch[27] Batch [15650-15700]	Speed: 229.87 samples/sec	accuracy=0.928750
+2020-04-13 23:38:32,466 Epoch[27] Batch [15700-15750]	Speed: 233.93 samples/sec	accuracy=0.930312
+2020-04-13 23:38:59,810 Epoch[27] Batch [15750-15800]	Speed: 234.06 samples/sec	accuracy=0.926250
+2020-04-13 23:39:27,062 Epoch[27] Batch [15800-15850]	Speed: 234.84 samples/sec	accuracy=0.930469
+2020-04-13 23:39:54,360 Epoch[27] Batch [15850-15900]	Speed: 234.45 samples/sec	accuracy=0.925781
+2020-04-13 23:40:21,813 Epoch[27] Batch [15900-15950]	Speed: 233.13 samples/sec	accuracy=0.933438
+2020-04-13 23:40:49,238 Epoch[27] Batch [15950-16000]	Speed: 233.36 samples/sec	accuracy=0.928438
+2020-04-13 23:41:16,570 Epoch[27] Batch [16000-16050]	Speed: 234.16 samples/sec	accuracy=0.930156
+2020-04-13 23:41:43,869 Epoch[27] Batch [16050-16100]	Speed: 234.44 samples/sec	accuracy=0.929844
+2020-04-13 23:42:11,446 Epoch[27] Batch [16100-16150]	Speed: 232.09 samples/sec	accuracy=0.931719
+2020-04-13 23:42:38,685 Epoch[27] Batch [16150-16200]	Speed: 234.96 samples/sec	accuracy=0.929375
+2020-04-13 23:43:06,226 Epoch[27] Batch [16200-16250]	Speed: 232.38 samples/sec	accuracy=0.928125
+2020-04-13 23:43:33,683 Epoch[27] Batch [16250-16300]	Speed: 233.10 samples/sec	accuracy=0.935000
+2020-04-13 23:44:01,087 Epoch[27] Batch [16300-16350]	Speed: 233.54 samples/sec	accuracy=0.924063
+2020-04-13 23:44:28,412 Epoch[27] Batch [16350-16400]	Speed: 234.22 samples/sec	accuracy=0.935469
+2020-04-13 23:44:55,894 Epoch[27] Batch [16400-16450]	Speed: 232.88 samples/sec	accuracy=0.931406
+2020-04-13 23:45:23,760 Epoch[27] Batch [16450-16500]	Speed: 229.68 samples/sec	accuracy=0.925312
+2020-04-13 23:45:51,271 Epoch[27] Batch [16500-16550]	Speed: 232.64 samples/sec	accuracy=0.933750
+2020-04-13 23:46:19,555 Epoch[27] Batch [16550-16600]	Speed: 226.27 samples/sec	accuracy=0.927969
+2020-04-13 23:46:46,928 Epoch[27] Batch [16600-16650]	Speed: 233.81 samples/sec	accuracy=0.937813
+2020-04-13 23:47:14,382 Epoch[27] Batch [16650-16700]	Speed: 233.12 samples/sec	accuracy=0.929375
+2020-04-13 23:47:41,765 Epoch[27] Batch [16700-16750]	Speed: 233.73 samples/sec	accuracy=0.934063
+2020-04-13 23:48:09,239 Epoch[27] Batch [16750-16800]	Speed: 232.94 samples/sec	accuracy=0.928906
+2020-04-13 23:48:36,560 Epoch[27] Batch [16800-16850]	Speed: 234.25 samples/sec	accuracy=0.930469
+2020-04-13 23:49:04,024 Epoch[27] Batch [16850-16900]	Speed: 233.03 samples/sec	accuracy=0.929219
+2020-04-13 23:49:31,294 Epoch[27] Batch [16900-16950]	Speed: 234.70 samples/sec	accuracy=0.931250
+2020-04-13 23:49:58,781 Epoch[27] Batch [16950-17000]	Speed: 232.84 samples/sec	accuracy=0.932344
+2020-04-13 23:50:26,154 Epoch[27] Batch [17000-17050]	Speed: 233.80 samples/sec	accuracy=0.935156
+2020-04-13 23:50:53,659 Epoch[27] Batch [17050-17100]	Speed: 232.69 samples/sec	accuracy=0.928281
+2020-04-13 23:51:20,980 Epoch[27] Batch [17100-17150]	Speed: 234.25 samples/sec	accuracy=0.928594
+2020-04-13 23:51:48,718 Epoch[27] Batch [17150-17200]	Speed: 230.73 samples/sec	accuracy=0.932500
+2020-04-13 23:52:16,290 Epoch[27] Batch [17200-17250]	Speed: 232.12 samples/sec	accuracy=0.930937
+2020-04-13 23:52:43,639 Epoch[27] Batch [17250-17300]	Speed: 234.02 samples/sec	accuracy=0.931719
+2020-04-13 23:53:11,127 Epoch[27] Batch [17300-17350]	Speed: 232.84 samples/sec	accuracy=0.929063
+2020-04-13 23:53:38,947 Epoch[27] Batch [17350-17400]	Speed: 230.05 samples/sec	accuracy=0.932344
+2020-04-13 23:54:06,493 Epoch[27] Batch [17400-17450]	Speed: 232.34 samples/sec	accuracy=0.931094
+2020-04-13 23:54:33,821 Epoch[27] Batch [17450-17500]	Speed: 234.19 samples/sec	accuracy=0.931250
+2020-04-13 23:55:01,245 Epoch[27] Batch [17500-17550]	Speed: 233.38 samples/sec	accuracy=0.930000
+2020-04-13 23:55:28,597 Epoch[27] Batch [17550-17600]	Speed: 233.98 samples/sec	accuracy=0.933281
+2020-04-13 23:55:56,113 Epoch[27] Batch [17600-17650]	Speed: 232.59 samples/sec	accuracy=0.925781
+2020-04-13 23:56:23,650 Epoch[27] Batch [17650-17700]	Speed: 232.42 samples/sec	accuracy=0.931719
+2020-04-13 23:56:50,955 Epoch[27] Batch [17700-17750]	Speed: 234.39 samples/sec	accuracy=0.926406
+2020-04-13 23:57:18,355 Epoch[27] Batch [17750-17800]	Speed: 233.57 samples/sec	accuracy=0.928594
+2020-04-13 23:57:45,817 Epoch[27] Batch [17800-17850]	Speed: 233.05 samples/sec	accuracy=0.932656
+2020-04-13 23:58:13,327 Epoch[27] Batch [17850-17900]	Speed: 232.65 samples/sec	accuracy=0.930781
+2020-04-13 23:58:40,709 Epoch[27] Batch [17900-17950]	Speed: 233.73 samples/sec	accuracy=0.935000
+2020-04-13 23:59:08,106 Epoch[27] Batch [17950-18000]	Speed: 233.61 samples/sec	accuracy=0.930625
+2020-04-13 23:59:35,765 Epoch[27] Batch [18000-18050]	Speed: 231.39 samples/sec	accuracy=0.928906
+2020-04-14 00:00:03,332 Epoch[27] Batch [18050-18100]	Speed: 232.17 samples/sec	accuracy=0.931719
+2020-04-14 00:00:30,573 Epoch[27] Batch [18100-18150]	Speed: 234.94 samples/sec	accuracy=0.930000
+2020-04-14 00:00:57,855 Epoch[27] Batch [18150-18200]	Speed: 234.59 samples/sec	accuracy=0.931562
+2020-04-14 00:01:25,324 Epoch[27] Batch [18200-18250]	Speed: 232.99 samples/sec	accuracy=0.930469
+2020-04-14 00:01:52,636 Epoch[27] Batch [18250-18300]	Speed: 234.34 samples/sec	accuracy=0.925156
+2020-04-14 00:02:20,151 Epoch[27] Batch [18300-18350]	Speed: 232.60 samples/sec	accuracy=0.926406
+2020-04-14 00:02:47,595 Epoch[27] Batch [18350-18400]	Speed: 233.20 samples/sec	accuracy=0.923906
+2020-04-14 00:03:15,326 Epoch[27] Batch [18400-18450]	Speed: 230.79 samples/sec	accuracy=0.932813
+2020-04-14 00:03:44,975 Epoch[27] Batch [18450-18500]	Speed: 215.86 samples/sec	accuracy=0.929844
+2020-04-14 00:04:14,609 Epoch[27] Batch [18500-18550]	Speed: 215.97 samples/sec	accuracy=0.932500
+2020-04-14 00:04:44,611 Epoch[27] Batch [18550-18600]	Speed: 213.32 samples/sec	accuracy=0.925000
+2020-04-14 00:05:14,204 Epoch[27] Batch [18600-18650]	Speed: 216.27 samples/sec	accuracy=0.934844
+2020-04-14 00:05:43,941 Epoch[27] Batch [18650-18700]	Speed: 215.22 samples/sec	accuracy=0.934531
+2020-04-14 00:06:13,872 Epoch[27] Batch [18700-18750]	Speed: 213.83 samples/sec	accuracy=0.933750
+2020-04-14 00:06:43,292 Epoch[27] Batch [18750-18800]	Speed: 217.54 samples/sec	accuracy=0.933125
+2020-04-14 00:07:12,726 Epoch[27] Batch [18800-18850]	Speed: 217.44 samples/sec	accuracy=0.932031
+2020-04-14 00:07:42,221 Epoch[27] Batch [18850-18900]	Speed: 216.98 samples/sec	accuracy=0.935000
+2020-04-14 00:08:11,875 Epoch[27] Batch [18900-18950]	Speed: 215.83 samples/sec	accuracy=0.931562
+2020-04-14 00:08:41,653 Epoch[27] Batch [18950-19000]	Speed: 214.93 samples/sec	accuracy=0.932344
+2020-04-14 00:09:11,343 Epoch[27] Batch [19000-19050]	Speed: 215.56 samples/sec	accuracy=0.927969
+2020-04-14 00:09:40,817 Epoch[27] Batch [19050-19100]	Speed: 217.14 samples/sec	accuracy=0.928750
+2020-04-14 00:10:10,693 Epoch[27] Batch [19100-19150]	Speed: 214.22 samples/sec	accuracy=0.927500
+2020-04-14 00:10:40,227 Epoch[27] Batch [19150-19200]	Speed: 216.70 samples/sec	accuracy=0.934531
+2020-04-14 00:11:10,182 Epoch[27] Batch [19200-19250]	Speed: 213.66 samples/sec	accuracy=0.928750
+2020-04-14 00:11:39,869 Epoch[27] Batch [19250-19300]	Speed: 215.58 samples/sec	accuracy=0.932344
+2020-04-14 00:12:09,428 Epoch[27] Batch [19300-19350]	Speed: 216.52 samples/sec	accuracy=0.929375
+2020-04-14 00:12:39,401 Epoch[27] Batch [19350-19400]	Speed: 213.53 samples/sec	accuracy=0.928125
+2020-04-14 00:13:09,110 Epoch[27] Batch [19400-19450]	Speed: 215.42 samples/sec	accuracy=0.934375
+2020-04-14 00:13:38,872 Epoch[27] Batch [19450-19500]	Speed: 215.04 samples/sec	accuracy=0.930156
+2020-04-14 00:14:08,650 Epoch[27] Batch [19500-19550]	Speed: 214.93 samples/sec	accuracy=0.928281
+2020-04-14 00:14:38,361 Epoch[27] Batch [19550-19600]	Speed: 215.41 samples/sec	accuracy=0.932656
+2020-04-14 00:15:07,925 Epoch[27] Batch [19600-19650]	Speed: 216.48 samples/sec	accuracy=0.929844
+2020-04-14 00:15:37,728 Epoch[27] Batch [19650-19700]	Speed: 214.75 samples/sec	accuracy=0.933125
+2020-04-14 00:16:07,279 Epoch[27] Batch [19700-19750]	Speed: 216.58 samples/sec	accuracy=0.927656
+2020-04-14 00:16:36,893 Epoch[27] Batch [19750-19800]	Speed: 216.12 samples/sec	accuracy=0.930312
+2020-04-14 00:17:06,652 Epoch[27] Batch [19800-19850]	Speed: 215.06 samples/sec	accuracy=0.934688
+2020-04-14 00:17:36,223 Epoch[27] Batch [19850-19900]	Speed: 216.42 samples/sec	accuracy=0.932187
+2020-04-14 00:18:05,863 Epoch[27] Batch [19900-19950]	Speed: 215.93 samples/sec	accuracy=0.926562
+2020-04-14 00:18:35,460 Epoch[27] Batch [19950-20000]	Speed: 216.24 samples/sec	accuracy=0.932656
+2020-04-14 00:19:05,057 Epoch[27] Batch [20000-20050]	Speed: 216.24 samples/sec	accuracy=0.930937
+2020-04-14 00:19:35,068 Epoch[27] Batch [20050-20100]	Speed: 213.26 samples/sec	accuracy=0.930156
+2020-04-14 00:20:04,577 Epoch[27] Batch [20100-20150]	Speed: 216.88 samples/sec	accuracy=0.927969
+2020-04-14 00:20:34,084 Epoch[27] Batch [20150-20200]	Speed: 216.90 samples/sec	accuracy=0.926406
+2020-04-14 00:21:03,622 Epoch[27] Batch [20200-20250]	Speed: 216.67 samples/sec	accuracy=0.934531
+2020-04-14 00:21:33,194 Epoch[27] Batch [20250-20300]	Speed: 216.42 samples/sec	accuracy=0.930937
+2020-04-14 00:22:02,799 Epoch[27] Batch [20300-20350]	Speed: 216.18 samples/sec	accuracy=0.930312
+2020-04-14 00:22:32,818 Epoch[27] Batch [20350-20400]	Speed: 213.20 samples/sec	accuracy=0.932031
+2020-04-14 00:23:02,281 Epoch[27] Batch [20400-20450]	Speed: 217.22 samples/sec	accuracy=0.930000
+2020-04-14 00:23:31,849 Epoch[27] Batch [20450-20500]	Speed: 216.46 samples/sec	accuracy=0.927344
+2020-04-14 00:24:01,511 Epoch[27] Batch [20500-20550]	Speed: 215.76 samples/sec	accuracy=0.929219
+2020-04-14 00:24:30,853 Epoch[27] Batch [20550-20600]	Speed: 218.12 samples/sec	accuracy=0.933281
+2020-04-14 00:25:00,662 Epoch[27] Batch [20600-20650]	Speed: 214.70 samples/sec	accuracy=0.934063
+2020-04-14 00:25:30,360 Epoch[27] Batch [20650-20700]	Speed: 215.50 samples/sec	accuracy=0.927969
+2020-04-14 00:26:00,233 Epoch[27] Batch [20700-20750]	Speed: 214.24 samples/sec	accuracy=0.928906
+2020-04-14 00:26:30,302 Epoch[27] Batch [20750-20800]	Speed: 212.85 samples/sec	accuracy=0.930625
+2020-04-14 00:27:00,049 Epoch[27] Batch [20800-20850]	Speed: 215.15 samples/sec	accuracy=0.931562
+2020-04-14 00:27:29,656 Epoch[27] Batch [20850-20900]	Speed: 216.17 samples/sec	accuracy=0.932187
+2020-04-14 00:27:59,671 Epoch[27] Batch [20900-20950]	Speed: 213.23 samples/sec	accuracy=0.932344
+2020-04-14 00:28:29,128 Epoch[27] Batch [20950-21000]	Speed: 217.27 samples/sec	accuracy=0.931094
+2020-04-14 00:28:58,662 Epoch[27] Batch [21000-21050]	Speed: 216.70 samples/sec	accuracy=0.927500
+2020-04-14 00:29:28,420 Epoch[27] Batch [21050-21100]	Speed: 215.07 samples/sec	accuracy=0.934844
+2020-04-14 00:29:58,179 Epoch[27] Batch [21100-21150]	Speed: 215.06 samples/sec	accuracy=0.935000
+2020-04-14 00:30:27,688 Epoch[27] Batch [21150-21200]	Speed: 216.89 samples/sec	accuracy=0.931094
+2020-04-14 00:30:57,554 Epoch[27] Batch [21200-21250]	Speed: 214.29 samples/sec	accuracy=0.930000
+2020-04-14 00:31:27,412 Epoch[27] Batch [21250-21300]	Speed: 214.35 samples/sec	accuracy=0.931875
+2020-04-14 00:31:57,270 Epoch[27] Batch [21300-21350]	Speed: 214.35 samples/sec	accuracy=0.927344
+2020-04-14 00:32:26,753 Epoch[27] Batch [21350-21400]	Speed: 217.08 samples/sec	accuracy=0.932656
+2020-04-14 00:32:56,321 Epoch[27] Batch [21400-21450]	Speed: 216.45 samples/sec	accuracy=0.926406
+2020-04-14 00:33:26,463 Epoch[27] Batch [21450-21500]	Speed: 212.33 samples/sec	accuracy=0.932656
+2020-04-14 00:33:56,330 Epoch[27] Batch [21500-21550]	Speed: 214.29 samples/sec	accuracy=0.930000
+2020-04-14 00:34:25,901 Epoch[27] Batch [21550-21600]	Speed: 216.43 samples/sec	accuracy=0.928594
+2020-04-14 00:34:55,775 Epoch[27] Batch [21600-21650]	Speed: 214.23 samples/sec	accuracy=0.931094
+2020-04-14 00:35:25,293 Epoch[27] Batch [21650-21700]	Speed: 216.82 samples/sec	accuracy=0.928281
+2020-04-14 00:35:54,766 Epoch[27] Batch [21700-21750]	Speed: 217.15 samples/sec	accuracy=0.928125
+2020-04-14 00:36:24,601 Epoch[27] Batch [21750-21800]	Speed: 214.51 samples/sec	accuracy=0.928906
+2020-04-14 00:36:54,181 Epoch[27] Batch [21800-21850]	Speed: 216.37 samples/sec	accuracy=0.929063
+2020-04-14 00:37:23,864 Epoch[27] Batch [21850-21900]	Speed: 215.61 samples/sec	accuracy=0.931875
+2020-04-14 00:37:53,805 Epoch[27] Batch [21900-21950]	Speed: 213.76 samples/sec	accuracy=0.928906
+2020-04-14 00:38:23,466 Epoch[27] Batch [21950-22000]	Speed: 215.77 samples/sec	accuracy=0.925625
+2020-04-14 00:38:52,951 Epoch[27] Batch [22000-22050]	Speed: 217.06 samples/sec	accuracy=0.928594
+2020-04-14 00:39:22,857 Epoch[27] Batch [22050-22100]	Speed: 214.01 samples/sec	accuracy=0.934219
+2020-04-14 00:39:52,532 Epoch[27] Batch [22100-22150]	Speed: 215.67 samples/sec	accuracy=0.927656
+2020-04-14 00:40:22,016 Epoch[27] Batch [22150-22200]	Speed: 217.07 samples/sec	accuracy=0.931094
+2020-04-14 00:40:51,691 Epoch[27] Batch [22200-22250]	Speed: 215.67 samples/sec	accuracy=0.928438
+2020-04-14 00:41:21,378 Epoch[27] Batch [22250-22300]	Speed: 215.59 samples/sec	accuracy=0.926406
+2020-04-14 00:41:50,927 Epoch[27] Batch [22300-22350]	Speed: 216.59 samples/sec	accuracy=0.931875
+2020-04-14 00:42:20,618 Epoch[27] Batch [22350-22400]	Speed: 215.56 samples/sec	accuracy=0.925781
+2020-04-14 00:42:50,083 Epoch[27] Batch [22400-22450]	Speed: 217.21 samples/sec	accuracy=0.930625
+2020-04-14 00:43:19,726 Epoch[27] Batch [22450-22500]	Speed: 215.90 samples/sec	accuracy=0.935469
+2020-04-14 00:43:49,406 Epoch[27] Batch [22500-22550]	Speed: 215.64 samples/sec	accuracy=0.930937
+2020-04-14 00:44:19,078 Epoch[27] Batch [22550-22600]	Speed: 215.69 samples/sec	accuracy=0.933594
+2020-04-14 00:44:48,978 Epoch[27] Batch [22600-22650]	Speed: 214.05 samples/sec	accuracy=0.934375
+2020-04-14 00:45:18,656 Epoch[27] Batch [22650-22700]	Speed: 215.65 samples/sec	accuracy=0.935312
+2020-04-14 00:45:48,203 Epoch[27] Batch [22700-22750]	Speed: 216.60 samples/sec	accuracy=0.935000
+2020-04-14 00:46:17,650 Epoch[27] Batch [22750-22800]	Speed: 217.34 samples/sec	accuracy=0.930781
+2020-04-14 00:46:47,108 Epoch[27] Batch [22800-22850]	Speed: 217.26 samples/sec	accuracy=0.932813
+2020-04-14 00:47:16,802 Epoch[27] Batch [22850-22900]	Speed: 215.53 samples/sec	accuracy=0.932656
+2020-04-14 00:47:46,374 Epoch[27] Batch [22900-22950]	Speed: 216.42 samples/sec	accuracy=0.927813
+2020-04-14 00:48:16,036 Epoch[27] Batch [22950-23000]	Speed: 215.77 samples/sec	accuracy=0.930781
+2020-04-14 00:48:45,889 Epoch[27] Batch [23000-23050]	Speed: 214.39 samples/sec	accuracy=0.927500
+2020-04-14 00:49:15,848 Epoch[27] Batch [23050-23100]	Speed: 213.63 samples/sec	accuracy=0.934844
+2020-04-14 00:49:45,531 Epoch[27] Batch [23100-23150]	Speed: 215.61 samples/sec	accuracy=0.930156
+2020-04-14 00:50:15,115 Epoch[27] Batch [23150-23200]	Speed: 216.34 samples/sec	accuracy=0.933750
+2020-04-14 00:50:44,736 Epoch[27] Batch [23200-23250]	Speed: 216.06 samples/sec	accuracy=0.935625
+2020-04-14 00:51:14,244 Epoch[27] Batch [23250-23300]	Speed: 216.89 samples/sec	accuracy=0.931719
+2020-04-14 00:51:43,639 Epoch[27] Batch [23300-23350]	Speed: 217.73 samples/sec	accuracy=0.925937
+2020-04-14 00:52:13,274 Epoch[27] Batch [23350-23400]	Speed: 215.96 samples/sec	accuracy=0.931094
+2020-04-14 00:52:42,967 Epoch[27] Batch [23400-23450]	Speed: 215.54 samples/sec	accuracy=0.926719
+2020-04-14 00:53:12,488 Epoch[27] Batch [23450-23500]	Speed: 216.80 samples/sec	accuracy=0.927813
+2020-04-14 00:53:42,190 Epoch[27] Batch [23500-23550]	Speed: 215.47 samples/sec	accuracy=0.930156
+2020-04-14 00:54:11,745 Epoch[27] Batch [23550-23600]	Speed: 216.55 samples/sec	accuracy=0.927969
+2020-04-14 00:54:41,309 Epoch[27] Batch [23600-23650]	Speed: 216.48 samples/sec	accuracy=0.925469
+2020-04-14 00:55:11,095 Epoch[27] Batch [23650-23700]	Speed: 214.87 samples/sec	accuracy=0.929844
+2020-04-14 00:55:40,931 Epoch[27] Batch [23700-23750]	Speed: 214.50 samples/sec	accuracy=0.934219
+2020-04-14 00:56:10,872 Epoch[27] Batch [23750-23800]	Speed: 213.75 samples/sec	accuracy=0.928906
+2020-04-14 00:56:40,875 Epoch[27] Batch [23800-23850]	Speed: 213.32 samples/sec	accuracy=0.930937
+2020-04-14 00:57:10,491 Epoch[27] Batch [23850-23900]	Speed: 216.10 samples/sec	accuracy=0.927969
+2020-04-14 00:57:40,109 Epoch[27] Batch [23900-23950]	Speed: 216.08 samples/sec	accuracy=0.926250
+2020-04-14 00:58:09,827 Epoch[27] Batch [23950-24000]	Speed: 215.36 samples/sec	accuracy=0.932813
+2020-04-14 00:58:39,370 Epoch[27] Batch [24000-24050]	Speed: 216.64 samples/sec	accuracy=0.930156
+2020-04-14 00:59:09,054 Epoch[27] Batch [24050-24100]	Speed: 215.60 samples/sec	accuracy=0.927969
+2020-04-14 00:59:38,849 Epoch[27] Batch [24100-24150]	Speed: 214.80 samples/sec	accuracy=0.929844
+2020-04-14 01:00:08,447 Epoch[27] Batch [24150-24200]	Speed: 216.23 samples/sec	accuracy=0.930937
+2020-04-14 01:00:38,110 Epoch[27] Batch [24200-24250]	Speed: 215.76 samples/sec	accuracy=0.926406
+2020-04-14 01:01:07,834 Epoch[27] Batch [24250-24300]	Speed: 215.32 samples/sec	accuracy=0.930156
+2020-04-14 01:01:37,378 Epoch[27] Batch [24300-24350]	Speed: 216.63 samples/sec	accuracy=0.924531
+2020-04-14 01:02:07,296 Epoch[27] Batch [24350-24400]	Speed: 213.92 samples/sec	accuracy=0.932656
+2020-04-14 01:02:37,285 Epoch[27] Batch [24400-24450]	Speed: 213.42 samples/sec	accuracy=0.924531
+2020-04-14 01:03:07,078 Epoch[27] Batch [24450-24500]	Speed: 214.81 samples/sec	accuracy=0.929063
+2020-04-14 01:03:36,692 Epoch[27] Batch [24500-24550]	Speed: 216.12 samples/sec	accuracy=0.929375
+2020-04-14 01:04:06,490 Epoch[27] Batch [24550-24600]	Speed: 214.78 samples/sec	accuracy=0.934688
+2020-04-14 01:04:35,960 Epoch[27] Batch [24600-24650]	Speed: 217.17 samples/sec	accuracy=0.929844
+2020-04-14 01:05:05,448 Epoch[27] Batch [24650-24700]	Speed: 217.04 samples/sec	accuracy=0.932187
+2020-04-14 01:05:34,973 Epoch[27] Batch [24700-24750]	Speed: 216.76 samples/sec	accuracy=0.932187
+2020-04-14 01:06:04,530 Epoch[27] Batch [24750-24800]	Speed: 216.54 samples/sec	accuracy=0.935781
+2020-04-14 01:06:34,417 Epoch[27] Batch [24800-24850]	Speed: 214.14 samples/sec	accuracy=0.933281
+2020-04-14 01:07:04,003 Epoch[27] Batch [24850-24900]	Speed: 216.32 samples/sec	accuracy=0.931094
+2020-04-14 01:07:33,708 Epoch[27] Batch [24900-24950]	Speed: 215.46 samples/sec	accuracy=0.923125
+2020-04-14 01:08:03,327 Epoch[27] Batch [24950-25000]	Speed: 216.08 samples/sec	accuracy=0.930156
+2020-04-14 01:08:32,859 Epoch[27] Batch [25000-25050]	Speed: 216.72 samples/sec	accuracy=0.931719
+2020-04-14 01:09:02,432 Epoch[27] Batch [25050-25100]	Speed: 216.41 samples/sec	accuracy=0.933906
+2020-04-14 01:09:32,056 Epoch[27] Batch [25100-25150]	Speed: 216.04 samples/sec	accuracy=0.932969
+2020-04-14 01:10:02,163 Epoch[27] Batch [25150-25200]	Speed: 212.57 samples/sec	accuracy=0.922969
+2020-04-14 01:10:31,812 Epoch[27] Batch [25200-25250]	Speed: 215.86 samples/sec	accuracy=0.927344
+2020-04-14 01:11:01,477 Epoch[27] Batch [25250-25300]	Speed: 215.74 samples/sec	accuracy=0.930156
+2020-04-14 01:11:31,114 Epoch[27] Batch [25300-25350]	Speed: 215.95 samples/sec	accuracy=0.929063
+2020-04-14 01:12:00,672 Epoch[27] Batch [25350-25400]	Speed: 216.53 samples/sec	accuracy=0.929844
+2020-04-14 01:12:30,530 Epoch[27] Batch [25400-25450]	Speed: 214.35 samples/sec	accuracy=0.937187
+2020-04-14 01:13:00,170 Epoch[27] Batch [25450-25500]	Speed: 215.93 samples/sec	accuracy=0.930156
+2020-04-14 01:13:30,120 Epoch[27] Batch [25500-25550]	Speed: 213.69 samples/sec	accuracy=0.930312
+2020-04-14 01:13:59,928 Epoch[27] Batch [25550-25600]	Speed: 214.71 samples/sec	accuracy=0.929531
+2020-04-14 01:14:29,489 Epoch[27] Batch [25600-25650]	Speed: 216.50 samples/sec	accuracy=0.936250
+2020-04-14 01:14:59,174 Epoch[27] Batch [25650-25700]	Speed: 215.60 samples/sec	accuracy=0.934375
+2020-04-14 01:15:28,950 Epoch[27] Batch [25700-25750]	Speed: 214.94 samples/sec	accuracy=0.925937
+2020-04-14 01:15:58,715 Epoch[27] Batch [25750-25800]	Speed: 215.02 samples/sec	accuracy=0.934063
+2020-04-14 01:16:28,391 Epoch[27] Batch [25800-25850]	Speed: 215.66 samples/sec	accuracy=0.928438
+2020-04-14 01:16:58,444 Epoch[27] Batch [25850-25900]	Speed: 212.96 samples/sec	accuracy=0.934531
+2020-04-14 01:17:28,010 Epoch[27] Batch [25900-25950]	Speed: 216.47 samples/sec	accuracy=0.929375
+2020-04-14 01:17:57,620 Epoch[27] Batch [25950-26000]	Speed: 216.14 samples/sec	accuracy=0.929688
+2020-04-14 01:18:27,362 Epoch[27] Batch [26000-26050]	Speed: 215.19 samples/sec	accuracy=0.930469
+2020-04-14 01:18:57,109 Epoch[27] Batch [26050-26100]	Speed: 215.15 samples/sec	accuracy=0.929531
+2020-04-14 01:19:27,200 Epoch[27] Batch [26100-26150]	Speed: 212.69 samples/sec	accuracy=0.933438
+2020-04-14 01:19:57,013 Epoch[27] Batch [26150-26200]	Speed: 214.67 samples/sec	accuracy=0.930312
+2020-04-14 01:20:26,854 Epoch[27] Batch [26200-26250]	Speed: 214.48 samples/sec	accuracy=0.928750
+2020-04-14 01:20:56,488 Epoch[27] Batch [26250-26300]	Speed: 215.97 samples/sec	accuracy=0.934063
+2020-04-14 01:21:25,923 Epoch[27] Batch [26300-26350]	Speed: 217.43 samples/sec	accuracy=0.928594
+2020-04-14 01:21:55,440 Epoch[27] Batch [26350-26400]	Speed: 216.82 samples/sec	accuracy=0.931562
+2020-04-14 01:22:25,224 Epoch[27] Batch [26400-26450]	Speed: 214.88 samples/sec	accuracy=0.934375
+2020-04-14 01:22:54,804 Epoch[27] Batch [26450-26500]	Speed: 216.36 samples/sec	accuracy=0.936094
+2020-04-14 01:23:24,468 Epoch[27] Batch [26500-26550]	Speed: 215.76 samples/sec	accuracy=0.930469
+2020-04-14 01:23:53,964 Epoch[27] Batch [26550-26600]	Speed: 216.98 samples/sec	accuracy=0.932500
+2020-04-14 01:24:23,323 Epoch[27] Batch [26600-26650]	Speed: 218.00 samples/sec	accuracy=0.935312
+2020-04-14 01:24:53,272 Epoch[27] Batch [26650-26700]	Speed: 213.70 samples/sec	accuracy=0.927031
+2020-04-14 01:25:22,710 Epoch[27] Batch [26700-26750]	Speed: 217.40 samples/sec	accuracy=0.933750
+2020-04-14 01:25:52,305 Epoch[27] Batch [26750-26800]	Speed: 216.25 samples/sec	accuracy=0.930625
+2020-04-14 01:26:21,933 Epoch[27] Batch [26800-26850]	Speed: 216.01 samples/sec	accuracy=0.930937
+2020-04-14 01:26:51,525 Epoch[27] Batch [26850-26900]	Speed: 216.28 samples/sec	accuracy=0.930469
+2020-04-14 01:27:21,197 Epoch[27] Batch [26900-26950]	Speed: 215.69 samples/sec	accuracy=0.922344
+2020-04-14 01:27:50,901 Epoch[27] Batch [26950-27000]	Speed: 215.46 samples/sec	accuracy=0.927031
+2020-04-14 01:28:20,604 Epoch[27] Batch [27000-27050]	Speed: 215.46 samples/sec	accuracy=0.930937
+2020-04-14 01:28:50,071 Epoch[27] Batch [27050-27100]	Speed: 217.19 samples/sec	accuracy=0.933281
+2020-04-14 01:29:19,665 Epoch[27] Batch [27100-27150]	Speed: 216.26 samples/sec	accuracy=0.930625
+2020-04-14 01:29:49,444 Epoch[27] Batch [27150-27200]	Speed: 214.92 samples/sec	accuracy=0.928281
+2020-04-14 01:30:18,717 Epoch[27] Batch [27200-27250]	Speed: 218.64 samples/sec	accuracy=0.929531
+2020-04-14 01:30:48,468 Epoch[27] Batch [27250-27300]	Speed: 215.12 samples/sec	accuracy=0.927500
+2020-04-14 01:31:18,161 Epoch[27] Batch [27300-27350]	Speed: 215.54 samples/sec	accuracy=0.932031
+2020-04-14 01:31:47,714 Epoch[27] Batch [27350-27400]	Speed: 216.56 samples/sec	accuracy=0.930156
+2020-04-14 01:32:17,413 Epoch[27] Batch [27400-27450]	Speed: 215.49 samples/sec	accuracy=0.928438
+2020-04-14 01:32:47,164 Epoch[27] Batch [27450-27500]	Speed: 215.12 samples/sec	accuracy=0.928438
+2020-04-14 01:33:16,884 Epoch[27] Batch [27500-27550]	Speed: 215.34 samples/sec	accuracy=0.931406
+2020-04-14 01:33:46,535 Epoch[27] Batch [27550-27600]	Speed: 215.85 samples/sec	accuracy=0.930625
+2020-04-14 01:34:16,213 Epoch[27] Batch [27600-27650]	Speed: 215.65 samples/sec	accuracy=0.927813
+2020-04-14 01:34:46,512 Epoch[27] Batch [27650-27700]	Speed: 211.23 samples/sec	accuracy=0.923438
+2020-04-14 01:35:15,934 Epoch[27] Batch [27700-27750]	Speed: 217.52 samples/sec	accuracy=0.930781
+2020-04-14 01:35:45,683 Epoch[27] Batch [27750-27800]	Speed: 215.14 samples/sec	accuracy=0.930156
+2020-04-14 01:36:15,536 Epoch[27] Batch [27800-27850]	Speed: 214.39 samples/sec	accuracy=0.925625
+2020-04-14 01:36:45,319 Epoch[27] Batch [27850-27900]	Speed: 214.89 samples/sec	accuracy=0.925000
+2020-04-14 01:37:15,216 Epoch[27] Batch [27900-27950]	Speed: 214.07 samples/sec	accuracy=0.930469
+2020-04-14 01:37:45,056 Epoch[27] Batch [27950-28000]	Speed: 214.48 samples/sec	accuracy=0.935781
+2020-04-14 01:38:14,556 Epoch[27] Batch [28000-28050]	Speed: 216.95 samples/sec	accuracy=0.932656
+2020-04-14 01:38:44,085 Epoch[27] Batch [28050-28100]	Speed: 216.74 samples/sec	accuracy=0.933906
+2020-04-14 01:39:14,001 Epoch[27] Batch [28100-28150]	Speed: 213.94 samples/sec	accuracy=0.926562
+2020-04-14 01:39:43,547 Epoch[27] Batch [28150-28200]	Speed: 216.61 samples/sec	accuracy=0.929375
+2020-04-14 01:40:06,324 Epoch[27] Train-accuracy=0.930508
+2020-04-14 01:40:06,324 Epoch[27] Time cost=17107.213
+2020-04-14 01:40:06,362 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0028.params"
+2020-04-14 02:09:20,484 Epoch[27] Validation-accuracy=0.969532
+2020-04-14 02:09:58,507 Epoch[28] Batch [0-50]	Speed: 214.55 samples/sec	accuracy=0.931679
+2020-04-14 02:10:28,232 Epoch[28] Batch [50-100]	Speed: 215.31 samples/sec	accuracy=0.932031
+2020-04-14 02:10:58,112 Epoch[28] Batch [100-150]	Speed: 214.19 samples/sec	accuracy=0.928438
+2020-04-14 02:11:27,553 Epoch[28] Batch [150-200]	Speed: 217.39 samples/sec	accuracy=0.929688
+2020-04-14 02:11:57,168 Epoch[28] Batch [200-250]	Speed: 216.10 samples/sec	accuracy=0.928438
+2020-04-14 02:12:26,888 Epoch[28] Batch [250-300]	Speed: 215.34 samples/sec	accuracy=0.926094
+2020-04-14 02:12:56,497 Epoch[28] Batch [300-350]	Speed: 216.16 samples/sec	accuracy=0.928281
+2020-04-14 02:13:26,197 Epoch[28] Batch [350-400]	Speed: 215.49 samples/sec	accuracy=0.928750
+2020-04-14 02:13:55,918 Epoch[28] Batch [400-450]	Speed: 215.34 samples/sec	accuracy=0.924531
+2020-04-14 02:14:25,520 Epoch[28] Batch [450-500]	Speed: 216.20 samples/sec	accuracy=0.928750
+2020-04-14 02:14:55,489 Epoch[28] Batch [500-550]	Speed: 213.56 samples/sec	accuracy=0.932031
+2020-04-14 02:15:25,180 Epoch[28] Batch [550-600]	Speed: 215.56 samples/sec	accuracy=0.929219
+2020-04-14 02:15:54,795 Epoch[28] Batch [600-650]	Speed: 216.11 samples/sec	accuracy=0.934219
+2020-04-14 02:16:24,590 Epoch[28] Batch [650-700]	Speed: 214.80 samples/sec	accuracy=0.929219
+2020-04-14 02:16:54,558 Epoch[28] Batch [700-750]	Speed: 213.57 samples/sec	accuracy=0.931719
+2020-04-14 02:17:24,336 Epoch[28] Batch [750-800]	Speed: 214.92 samples/sec	accuracy=0.932656
+2020-04-14 02:17:53,925 Epoch[28] Batch [800-850]	Speed: 216.30 samples/sec	accuracy=0.925625
+2020-04-14 02:18:23,518 Epoch[28] Batch [850-900]	Speed: 216.27 samples/sec	accuracy=0.928750
+2020-04-14 02:18:53,172 Epoch[28] Batch [900-950]	Speed: 215.82 samples/sec	accuracy=0.929844
+2020-04-14 02:19:22,706 Epoch[28] Batch [950-1000]	Speed: 216.70 samples/sec	accuracy=0.930469
+2020-04-14 02:19:52,459 Epoch[28] Batch [1000-1050]	Speed: 215.11 samples/sec	accuracy=0.936562
+2020-04-14 02:20:21,976 Epoch[28] Batch [1050-1100]	Speed: 216.83 samples/sec	accuracy=0.930937
+2020-04-14 02:20:51,702 Epoch[28] Batch [1100-1150]	Speed: 215.30 samples/sec	accuracy=0.934063
+2020-04-14 02:21:21,572 Epoch[28] Batch [1150-1200]	Speed: 214.26 samples/sec	accuracy=0.929688
+2020-04-14 02:21:51,196 Epoch[28] Batch [1200-1250]	Speed: 216.05 samples/sec	accuracy=0.929375
+2020-04-14 02:22:21,065 Epoch[28] Batch [1250-1300]	Speed: 214.27 samples/sec	accuracy=0.934063
+2020-04-14 02:22:50,866 Epoch[28] Batch [1300-1350]	Speed: 214.75 samples/sec	accuracy=0.930312
+2020-04-14 02:23:21,179 Epoch[28] Batch [1350-1400]	Speed: 211.14 samples/sec	accuracy=0.932656
+2020-04-14 02:23:50,826 Epoch[28] Batch [1400-1450]	Speed: 215.87 samples/sec	accuracy=0.928438
+2020-04-14 02:24:20,352 Epoch[28] Batch [1450-1500]	Speed: 216.76 samples/sec	accuracy=0.920937
+2020-04-14 02:24:50,023 Epoch[28] Batch [1500-1550]	Speed: 215.70 samples/sec	accuracy=0.932500
+2020-04-14 02:25:19,420 Epoch[28] Batch [1550-1600]	Speed: 217.71 samples/sec	accuracy=0.933125
+2020-04-14 02:25:49,124 Epoch[28] Batch [1600-1650]	Speed: 215.46 samples/sec	accuracy=0.928594
+2020-04-14 02:26:18,993 Epoch[28] Batch [1650-1700]	Speed: 214.27 samples/sec	accuracy=0.932656
+2020-04-14 02:26:48,601 Epoch[28] Batch [1700-1750]	Speed: 216.16 samples/sec	accuracy=0.925625
+2020-04-14 02:27:18,105 Epoch[28] Batch [1750-1800]	Speed: 216.92 samples/sec	accuracy=0.929063
+2020-04-14 02:27:47,597 Epoch[28] Batch [1800-1850]	Speed: 217.01 samples/sec	accuracy=0.928125
+2020-04-14 02:28:17,319 Epoch[28] Batch [1850-1900]	Speed: 215.33 samples/sec	accuracy=0.931875
+2020-04-14 02:28:47,222 Epoch[28] Batch [1900-1950]	Speed: 214.02 samples/sec	accuracy=0.928750
+2020-04-14 02:29:16,751 Epoch[28] Batch [1950-2000]	Speed: 216.74 samples/sec	accuracy=0.930000
+2020-04-14 02:29:46,567 Epoch[28] Batch [2000-2050]	Speed: 214.65 samples/sec	accuracy=0.930469
+2020-04-14 02:30:16,572 Epoch[28] Batch [2050-2100]	Speed: 213.30 samples/sec	accuracy=0.929063
+2020-04-14 02:30:46,252 Epoch[28] Batch [2100-2150]	Speed: 215.64 samples/sec	accuracy=0.923594
+2020-04-14 02:31:15,924 Epoch[28] Batch [2150-2200]	Speed: 215.69 samples/sec	accuracy=0.931406
+2020-04-14 02:31:45,716 Epoch[28] Batch [2200-2250]	Speed: 214.82 samples/sec	accuracy=0.930156
+2020-04-14 02:32:15,418 Epoch[28] Batch [2250-2300]	Speed: 215.48 samples/sec	accuracy=0.929063
+2020-04-14 02:32:45,069 Epoch[28] Batch [2300-2350]	Speed: 215.85 samples/sec	accuracy=0.928906
+2020-04-14 02:33:14,797 Epoch[28] Batch [2350-2400]	Speed: 215.29 samples/sec	accuracy=0.930625
+2020-04-14 02:33:44,484 Epoch[28] Batch [2400-2450]	Speed: 215.58 samples/sec	accuracy=0.928281
+2020-04-14 02:34:14,418 Epoch[28] Batch [2450-2500]	Speed: 213.81 samples/sec	accuracy=0.926562
+2020-04-14 02:34:44,110 Epoch[28] Batch [2500-2550]	Speed: 215.55 samples/sec	accuracy=0.929063
+2020-04-14 02:35:13,621 Epoch[28] Batch [2550-2600]	Speed: 216.87 samples/sec	accuracy=0.928906
+2020-04-14 02:35:43,485 Epoch[28] Batch [2600-2650]	Speed: 214.31 samples/sec	accuracy=0.928594
+2020-04-14 02:36:13,213 Epoch[28] Batch [2650-2700]	Speed: 215.28 samples/sec	accuracy=0.929219
+2020-04-14 02:36:42,868 Epoch[28] Batch [2700-2750]	Speed: 215.82 samples/sec	accuracy=0.935156
+2020-04-14 02:37:12,678 Epoch[28] Batch [2750-2800]	Speed: 214.70 samples/sec	accuracy=0.921406
+2020-04-14 02:37:42,266 Epoch[28] Batch [2800-2850]	Speed: 216.30 samples/sec	accuracy=0.933594
+2020-04-14 02:38:11,962 Epoch[28] Batch [2850-2900]	Speed: 215.52 samples/sec	accuracy=0.930312
+2020-04-14 02:38:41,749 Epoch[28] Batch [2900-2950]	Speed: 214.86 samples/sec	accuracy=0.932813
+2020-04-14 02:39:11,325 Epoch[28] Batch [2950-3000]	Speed: 216.40 samples/sec	accuracy=0.933125
+2020-04-14 02:39:40,966 Epoch[28] Batch [3000-3050]	Speed: 215.92 samples/sec	accuracy=0.933594
+2020-04-14 02:40:10,649 Epoch[28] Batch [3050-3100]	Speed: 215.62 samples/sec	accuracy=0.927500
+2020-04-14 02:40:40,434 Epoch[28] Batch [3100-3150]	Speed: 214.87 samples/sec	accuracy=0.931406
+2020-04-14 02:41:10,023 Epoch[28] Batch [3150-3200]	Speed: 216.30 samples/sec	accuracy=0.931875
+2020-04-14 02:41:39,568 Epoch[28] Batch [3200-3250]	Speed: 216.62 samples/sec	accuracy=0.928438
+2020-04-14 02:42:09,710 Epoch[28] Batch [3250-3300]	Speed: 212.33 samples/sec	accuracy=0.928281
+2020-04-14 02:42:39,646 Epoch[28] Batch [3300-3350]	Speed: 213.79 samples/sec	accuracy=0.931719
+2020-04-14 02:43:09,492 Epoch[28] Batch [3350-3400]	Speed: 214.44 samples/sec	accuracy=0.929063
+2020-04-14 02:43:39,036 Epoch[28] Batch [3400-3450]	Speed: 216.63 samples/sec	accuracy=0.933594
+2020-04-14 02:44:08,585 Epoch[28] Batch [3450-3500]	Speed: 216.59 samples/sec	accuracy=0.927969
+2020-04-14 02:44:38,047 Epoch[28] Batch [3500-3550]	Speed: 217.23 samples/sec	accuracy=0.931094
+2020-04-14 02:45:07,629 Epoch[28] Batch [3550-3600]	Speed: 216.35 samples/sec	accuracy=0.933594
+2020-04-14 02:45:37,666 Epoch[28] Batch [3600-3650]	Speed: 213.07 samples/sec	accuracy=0.933594
+2020-04-14 02:46:07,266 Epoch[28] Batch [3650-3700]	Speed: 216.21 samples/sec	accuracy=0.931562
+2020-04-14 02:46:37,341 Epoch[28] Batch [3700-3750]	Speed: 212.81 samples/sec	accuracy=0.928906
+2020-04-14 02:47:06,986 Epoch[28] Batch [3750-3800]	Speed: 215.89 samples/sec	accuracy=0.927656
+2020-04-14 02:47:37,468 Epoch[28] Batch [3800-3850]	Speed: 209.96 samples/sec	accuracy=0.932813
+2020-04-14 02:48:07,208 Epoch[28] Batch [3850-3900]	Speed: 215.21 samples/sec	accuracy=0.935156
+2020-04-14 02:48:36,912 Epoch[28] Batch [3900-3950]	Speed: 215.46 samples/sec	accuracy=0.935937
+2020-04-14 02:49:06,829 Epoch[28] Batch [3950-4000]	Speed: 213.93 samples/sec	accuracy=0.933281
+2020-04-14 02:49:36,564 Epoch[28] Batch [4000-4050]	Speed: 215.23 samples/sec	accuracy=0.931562
+2020-04-14 02:50:06,124 Epoch[28] Batch [4050-4100]	Speed: 216.51 samples/sec	accuracy=0.925781
+2020-04-14 02:50:35,724 Epoch[28] Batch [4100-4150]	Speed: 216.22 samples/sec	accuracy=0.924687
+2020-04-14 02:51:05,322 Epoch[28] Batch [4150-4200]	Speed: 216.23 samples/sec	accuracy=0.927813
+2020-04-14 02:51:34,969 Epoch[28] Batch [4200-4250]	Speed: 215.88 samples/sec	accuracy=0.936562
+2020-04-14 02:52:04,643 Epoch[28] Batch [4250-4300]	Speed: 215.67 samples/sec	accuracy=0.929219
+2020-04-14 02:52:34,433 Epoch[28] Batch [4300-4350]	Speed: 214.84 samples/sec	accuracy=0.932969
+2020-04-14 02:53:04,465 Epoch[28] Batch [4350-4400]	Speed: 213.11 samples/sec	accuracy=0.933125
+2020-04-14 02:53:34,640 Epoch[28] Batch [4400-4450]	Speed: 212.10 samples/sec	accuracy=0.929531
+2020-04-14 02:54:04,114 Epoch[28] Batch [4450-4500]	Speed: 217.15 samples/sec	accuracy=0.934844
+2020-04-14 02:54:33,981 Epoch[28] Batch [4500-4550]	Speed: 214.28 samples/sec	accuracy=0.921406
+2020-04-14 02:55:03,542 Epoch[28] Batch [4550-4600]	Speed: 216.51 samples/sec	accuracy=0.932969
+2020-04-14 02:55:33,520 Epoch[28] Batch [4600-4650]	Speed: 213.49 samples/sec	accuracy=0.936094
+2020-04-14 02:56:03,143 Epoch[28] Batch [4650-4700]	Speed: 216.05 samples/sec	accuracy=0.929375
+2020-04-14 02:56:32,855 Epoch[28] Batch [4700-4750]	Speed: 215.40 samples/sec	accuracy=0.927188
+2020-04-14 02:57:02,400 Epoch[28] Batch [4750-4800]	Speed: 216.63 samples/sec	accuracy=0.930312
+2020-04-14 02:57:32,047 Epoch[28] Batch [4800-4850]	Speed: 215.87 samples/sec	accuracy=0.930469
+2020-04-14 02:58:01,794 Epoch[28] Batch [4850-4900]	Speed: 215.15 samples/sec	accuracy=0.929844
+2020-04-14 02:58:31,489 Epoch[28] Batch [4900-4950]	Speed: 215.52 samples/sec	accuracy=0.923438
+2020-04-14 02:59:00,961 Epoch[28] Batch [4950-5000]	Speed: 217.16 samples/sec	accuracy=0.933906
+2020-04-14 02:59:30,582 Epoch[28] Batch [5000-5050]	Speed: 216.07 samples/sec	accuracy=0.924687
+2020-04-14 03:00:00,071 Epoch[28] Batch [5050-5100]	Speed: 217.03 samples/sec	accuracy=0.932187
+2020-04-14 03:00:30,023 Epoch[28] Batch [5100-5150]	Speed: 213.68 samples/sec	accuracy=0.929219
+2020-04-14 03:00:59,660 Epoch[28] Batch [5150-5200]	Speed: 215.95 samples/sec	accuracy=0.928125
+2020-04-14 03:01:29,263 Epoch[28] Batch [5200-5250]	Speed: 216.19 samples/sec	accuracy=0.924063
+2020-04-14 03:01:58,940 Epoch[28] Batch [5250-5300]	Speed: 215.66 samples/sec	accuracy=0.925625
+2020-04-14 03:02:28,943 Epoch[28] Batch [5300-5350]	Speed: 213.31 samples/sec	accuracy=0.935156
+2020-04-14 03:02:58,730 Epoch[28] Batch [5350-5400]	Speed: 214.86 samples/sec	accuracy=0.932187
+2020-04-14 03:03:28,138 Epoch[28] Batch [5400-5450]	Speed: 217.63 samples/sec	accuracy=0.933438
+2020-04-14 03:03:57,606 Epoch[28] Batch [5450-5500]	Speed: 217.19 samples/sec	accuracy=0.930000
+2020-04-14 03:04:27,390 Epoch[28] Batch [5500-5550]	Speed: 214.88 samples/sec	accuracy=0.932031
+2020-04-14 03:04:57,042 Epoch[28] Batch [5550-5600]	Speed: 215.84 samples/sec	accuracy=0.929375
+2020-04-14 03:05:26,863 Epoch[28] Batch [5600-5650]	Speed: 214.61 samples/sec	accuracy=0.926875
+2020-04-14 03:05:56,686 Epoch[28] Batch [5650-5700]	Speed: 214.60 samples/sec	accuracy=0.925469
+2020-04-14 03:06:26,452 Epoch[28] Batch [5700-5750]	Speed: 215.01 samples/sec	accuracy=0.928594
+2020-04-14 03:06:56,056 Epoch[28] Batch [5750-5800]	Speed: 216.19 samples/sec	accuracy=0.928281
+2020-04-14 03:07:25,745 Epoch[28] Batch [5800-5850]	Speed: 215.57 samples/sec	accuracy=0.927344
+2020-04-14 03:07:55,369 Epoch[28] Batch [5850-5900]	Speed: 216.04 samples/sec	accuracy=0.929531
+2020-04-14 03:08:25,377 Epoch[28] Batch [5900-5950]	Speed: 213.28 samples/sec	accuracy=0.934375
+2020-04-14 03:08:55,294 Epoch[28] Batch [5950-6000]	Speed: 213.92 samples/sec	accuracy=0.931406
+2020-04-14 03:09:24,979 Epoch[28] Batch [6000-6050]	Speed: 215.60 samples/sec	accuracy=0.927969
+2020-04-14 03:09:54,436 Epoch[28] Batch [6050-6100]	Speed: 217.27 samples/sec	accuracy=0.931406
+2020-04-14 03:10:24,150 Epoch[28] Batch [6100-6150]	Speed: 215.39 samples/sec	accuracy=0.930781
+2020-04-14 03:10:53,852 Epoch[28] Batch [6150-6200]	Speed: 215.47 samples/sec	accuracy=0.930312
+2020-04-14 03:11:23,498 Epoch[28] Batch [6200-6250]	Speed: 215.89 samples/sec	accuracy=0.928906
+2020-04-14 03:11:52,886 Epoch[28] Batch [6250-6300]	Speed: 217.78 samples/sec	accuracy=0.929531
+2020-04-14 03:12:22,505 Epoch[28] Batch [6300-6350]	Speed: 216.08 samples/sec	accuracy=0.926875
+2020-04-14 03:12:52,116 Epoch[28] Batch [6350-6400]	Speed: 216.14 samples/sec	accuracy=0.927656
+2020-04-14 03:13:21,973 Epoch[28] Batch [6400-6450]	Speed: 214.35 samples/sec	accuracy=0.932656
+2020-04-14 03:13:51,759 Epoch[28] Batch [6450-6500]	Speed: 214.87 samples/sec	accuracy=0.933750
+2020-04-14 03:14:21,554 Epoch[28] Batch [6500-6550]	Speed: 214.80 samples/sec	accuracy=0.931406
+2020-04-14 03:14:51,298 Epoch[28] Batch [6550-6600]	Speed: 215.17 samples/sec	accuracy=0.932187
+2020-04-14 03:15:20,832 Epoch[28] Batch [6600-6650]	Speed: 216.70 samples/sec	accuracy=0.929219
+2020-04-14 03:15:50,870 Epoch[28] Batch [6650-6700]	Speed: 213.06 samples/sec	accuracy=0.930625
+2020-04-14 03:16:20,784 Epoch[28] Batch [6700-6750]	Speed: 213.95 samples/sec	accuracy=0.932656
+2020-04-14 03:16:50,234 Epoch[28] Batch [6750-6800]	Speed: 217.32 samples/sec	accuracy=0.927031
+2020-04-14 03:17:19,974 Epoch[28] Batch [6800-6850]	Speed: 215.19 samples/sec	accuracy=0.928125
+2020-04-14 03:17:49,563 Epoch[28] Batch [6850-6900]	Speed: 216.30 samples/sec	accuracy=0.932344
+2020-04-14 03:18:19,438 Epoch[28] Batch [6900-6950]	Speed: 214.23 samples/sec	accuracy=0.930781
+2020-04-14 03:18:49,271 Epoch[28] Batch [6950-7000]	Speed: 214.53 samples/sec	accuracy=0.930937
+2020-04-14 03:19:19,044 Epoch[28] Batch [7000-7050]	Speed: 214.96 samples/sec	accuracy=0.930937
+2020-04-14 03:19:48,644 Epoch[28] Batch [7050-7100]	Speed: 216.22 samples/sec	accuracy=0.928906
+2020-04-14 03:20:18,363 Epoch[28] Batch [7100-7150]	Speed: 215.35 samples/sec	accuracy=0.931562
+2020-04-14 03:20:48,039 Epoch[28] Batch [7150-7200]	Speed: 215.67 samples/sec	accuracy=0.940469
+2020-04-14 03:21:17,868 Epoch[28] Batch [7200-7250]	Speed: 214.56 samples/sec	accuracy=0.929688
+2020-04-14 03:21:47,619 Epoch[28] Batch [7250-7300]	Speed: 215.12 samples/sec	accuracy=0.928906
+2020-04-14 03:22:17,278 Epoch[28] Batch [7300-7350]	Speed: 215.79 samples/sec	accuracy=0.931719
+2020-04-14 03:22:46,895 Epoch[28] Batch [7350-7400]	Speed: 216.09 samples/sec	accuracy=0.932500
+2020-04-14 03:23:16,467 Epoch[28] Batch [7400-7450]	Speed: 216.42 samples/sec	accuracy=0.929844
+2020-04-14 03:23:46,378 Epoch[28] Batch [7450-7500]	Speed: 213.97 samples/sec	accuracy=0.931719
+2020-04-14 03:24:16,478 Epoch[28] Batch [7500-7550]	Speed: 212.63 samples/sec	accuracy=0.934844
+2020-04-14 03:24:46,573 Epoch[28] Batch [7550-7600]	Speed: 212.66 samples/sec	accuracy=0.932344
+2020-04-14 03:25:16,099 Epoch[28] Batch [7600-7650]	Speed: 216.76 samples/sec	accuracy=0.931562
+2020-04-14 03:25:45,749 Epoch[28] Batch [7650-7700]	Speed: 215.85 samples/sec	accuracy=0.926562
+2020-04-14 03:26:15,345 Epoch[28] Batch [7700-7750]	Speed: 216.25 samples/sec	accuracy=0.934844
+2020-04-14 03:26:44,736 Epoch[28] Batch [7750-7800]	Speed: 217.76 samples/sec	accuracy=0.930937
+2020-04-14 03:27:14,236 Epoch[28] Batch [7800-7850]	Speed: 216.95 samples/sec	accuracy=0.931406
+2020-04-14 03:27:43,934 Epoch[28] Batch [7850-7900]	Speed: 215.50 samples/sec	accuracy=0.931250
+2020-04-14 03:28:13,794 Epoch[28] Batch [7900-7950]	Speed: 214.33 samples/sec	accuracy=0.928906
+2020-04-14 03:28:43,420 Epoch[28] Batch [7950-8000]	Speed: 216.03 samples/sec	accuracy=0.931406
+2020-04-14 03:29:13,287 Epoch[28] Batch [8000-8050]	Speed: 214.28 samples/sec	accuracy=0.926406
+2020-04-14 03:29:42,729 Epoch[28] Batch [8050-8100]	Speed: 217.38 samples/sec	accuracy=0.934063
+2020-04-14 03:30:12,696 Epoch[28] Batch [8100-8150]	Speed: 213.57 samples/sec	accuracy=0.929531
+2020-04-14 03:30:42,171 Epoch[28] Batch [8150-8200]	Speed: 217.14 samples/sec	accuracy=0.927656
+2020-04-14 03:31:11,887 Epoch[28] Batch [8200-8250]	Speed: 215.37 samples/sec	accuracy=0.926875
+2020-04-14 03:31:41,765 Epoch[28] Batch [8250-8300]	Speed: 214.20 samples/sec	accuracy=0.932187
+2020-04-14 03:32:11,476 Epoch[28] Batch [8300-8350]	Speed: 215.42 samples/sec	accuracy=0.934531
+2020-04-14 03:32:41,372 Epoch[28] Batch [8350-8400]	Speed: 214.08 samples/sec	accuracy=0.931250
+2020-04-14 03:33:10,953 Epoch[28] Batch [8400-8450]	Speed: 216.35 samples/sec	accuracy=0.935000
+2020-04-14 03:33:40,601 Epoch[28] Batch [8450-8500]	Speed: 215.87 samples/sec	accuracy=0.938125
+2020-04-14 03:34:10,331 Epoch[28] Batch [8500-8550]	Speed: 215.27 samples/sec	accuracy=0.932500
+2020-04-14 03:34:40,028 Epoch[28] Batch [8550-8600]	Speed: 215.51 samples/sec	accuracy=0.930469
+2020-04-14 03:35:09,693 Epoch[28] Batch [8600-8650]	Speed: 215.75 samples/sec	accuracy=0.931094
+2020-04-14 03:35:39,427 Epoch[28] Batch [8650-8700]	Speed: 215.24 samples/sec	accuracy=0.928906
+2020-04-14 03:36:09,351 Epoch[28] Batch [8700-8750]	Speed: 213.88 samples/sec	accuracy=0.932031
+2020-04-14 03:36:39,094 Epoch[28] Batch [8750-8800]	Speed: 215.18 samples/sec	accuracy=0.922344
+2020-04-14 03:37:09,010 Epoch[28] Batch [8800-8850]	Speed: 213.93 samples/sec	accuracy=0.930000
+2020-04-14 03:37:39,429 Epoch[28] Batch [8850-8900]	Speed: 210.39 samples/sec	accuracy=0.932813
+2020-04-14 03:38:09,406 Epoch[28] Batch [8900-8950]	Speed: 213.50 samples/sec	accuracy=0.933594
+2020-04-14 03:38:39,006 Epoch[28] Batch [8950-9000]	Speed: 216.22 samples/sec	accuracy=0.926406
+2020-04-14 03:39:08,925 Epoch[28] Batch [9000-9050]	Speed: 213.91 samples/sec	accuracy=0.935625
+2020-04-14 03:39:38,716 Epoch[28] Batch [9050-9100]	Speed: 214.83 samples/sec	accuracy=0.935000
+2020-04-14 03:40:08,531 Epoch[28] Batch [9100-9150]	Speed: 214.66 samples/sec	accuracy=0.932344
+2020-04-14 03:40:38,204 Epoch[28] Batch [9150-9200]	Speed: 215.68 samples/sec	accuracy=0.930469
+2020-04-14 03:41:08,027 Epoch[28] Batch [9200-9250]	Speed: 214.60 samples/sec	accuracy=0.927969
+2020-04-14 03:41:37,753 Epoch[28] Batch [9250-9300]	Speed: 215.30 samples/sec	accuracy=0.925312
+2020-04-14 03:42:07,610 Epoch[28] Batch [9300-9350]	Speed: 214.36 samples/sec	accuracy=0.929063
+2020-04-14 03:42:37,214 Epoch[28] Batch [9350-9400]	Speed: 216.19 samples/sec	accuracy=0.928906
+2020-04-14 03:43:06,946 Epoch[28] Batch [9400-9450]	Speed: 215.25 samples/sec	accuracy=0.927344
+2020-04-14 03:43:36,581 Epoch[28] Batch [9450-9500]	Speed: 215.96 samples/sec	accuracy=0.928125
+2020-04-14 03:44:06,280 Epoch[28] Batch [9500-9550]	Speed: 215.50 samples/sec	accuracy=0.928438
+2020-04-14 03:44:36,153 Epoch[28] Batch [9550-9600]	Speed: 214.25 samples/sec	accuracy=0.931719
+2020-04-14 03:45:06,210 Epoch[28] Batch [9600-9650]	Speed: 212.93 samples/sec	accuracy=0.929219
+2020-04-14 03:45:35,700 Epoch[28] Batch [9650-9700]	Speed: 217.02 samples/sec	accuracy=0.928594
+2020-04-14 03:46:05,318 Epoch[28] Batch [9700-9750]	Speed: 216.09 samples/sec	accuracy=0.929688
+2020-04-14 03:46:35,189 Epoch[28] Batch [9750-9800]	Speed: 214.26 samples/sec	accuracy=0.929844
+2020-04-14 03:47:04,802 Epoch[28] Batch [9800-9850]	Speed: 216.12 samples/sec	accuracy=0.929844
+2020-04-14 03:47:34,586 Epoch[28] Batch [9850-9900]	Speed: 214.88 samples/sec	accuracy=0.935312
+2020-04-14 03:48:04,066 Epoch[28] Batch [9900-9950]	Speed: 217.10 samples/sec	accuracy=0.935625
+2020-04-14 03:48:33,837 Epoch[28] Batch [9950-10000]	Speed: 214.97 samples/sec	accuracy=0.926250
+2020-04-14 03:49:03,605 Epoch[28] Batch [10000-10050]	Speed: 215.00 samples/sec	accuracy=0.929219
+2020-04-14 03:49:33,260 Epoch[28] Batch [10050-10100]	Speed: 215.82 samples/sec	accuracy=0.923438
+2020-04-14 03:50:02,630 Epoch[28] Batch [10100-10150]	Speed: 217.91 samples/sec	accuracy=0.932656
+2020-04-14 03:50:32,328 Epoch[28] Batch [10150-10200]	Speed: 215.51 samples/sec	accuracy=0.927188
+2020-04-14 03:51:02,043 Epoch[28] Batch [10200-10250]	Speed: 215.38 samples/sec	accuracy=0.936250
+2020-04-14 03:51:31,605 Epoch[28] Batch [10250-10300]	Speed: 216.49 samples/sec	accuracy=0.930781
+2020-04-14 03:52:01,188 Epoch[28] Batch [10300-10350]	Speed: 216.34 samples/sec	accuracy=0.932344
+2020-04-14 03:52:30,935 Epoch[28] Batch [10350-10400]	Speed: 215.15 samples/sec	accuracy=0.931094
+2020-04-14 03:53:00,568 Epoch[28] Batch [10400-10450]	Speed: 215.98 samples/sec	accuracy=0.935156
+2020-04-14 03:53:30,466 Epoch[28] Batch [10450-10500]	Speed: 214.07 samples/sec	accuracy=0.928125
+2020-04-14 03:53:59,977 Epoch[28] Batch [10500-10550]	Speed: 216.87 samples/sec	accuracy=0.933594
+2020-04-14 03:54:29,735 Epoch[28] Batch [10550-10600]	Speed: 215.07 samples/sec	accuracy=0.927500
+2020-04-14 03:54:59,304 Epoch[28] Batch [10600-10650]	Speed: 216.44 samples/sec	accuracy=0.923281
+2020-04-14 03:55:29,679 Epoch[28] Batch [10650-10700]	Speed: 210.70 samples/sec	accuracy=0.930156
+2020-04-14 03:55:59,190 Epoch[28] Batch [10700-10750]	Speed: 216.87 samples/sec	accuracy=0.931719
+2020-04-14 03:56:28,723 Epoch[28] Batch [10750-10800]	Speed: 216.71 samples/sec	accuracy=0.927188
+2020-04-14 03:56:58,523 Epoch[28] Batch [10800-10850]	Speed: 214.76 samples/sec	accuracy=0.935781
+2020-04-14 03:57:28,181 Epoch[28] Batch [10850-10900]	Speed: 215.79 samples/sec	accuracy=0.932187
+2020-04-14 03:57:57,846 Epoch[28] Batch [10900-10950]	Speed: 215.74 samples/sec	accuracy=0.929688
+2020-04-14 03:58:27,704 Epoch[28] Batch [10950-11000]	Speed: 214.35 samples/sec	accuracy=0.929375
+2020-04-14 03:58:57,301 Epoch[28] Batch [11000-11050]	Speed: 216.24 samples/sec	accuracy=0.934688
+2020-04-14 03:59:27,087 Epoch[28] Batch [11050-11100]	Speed: 214.87 samples/sec	accuracy=0.936094
+2020-04-14 03:59:56,749 Epoch[28] Batch [11100-11150]	Speed: 215.77 samples/sec	accuracy=0.934219
+2020-04-14 04:00:26,932 Epoch[28] Batch [11150-11200]	Speed: 212.04 samples/sec	accuracy=0.931875
+2020-04-14 04:00:56,780 Epoch[28] Batch [11200-11250]	Speed: 214.42 samples/sec	accuracy=0.933438
+2020-04-14 04:01:26,213 Epoch[28] Batch [11250-11300]	Speed: 217.45 samples/sec	accuracy=0.926719
+2020-04-14 04:01:55,923 Epoch[28] Batch [11300-11350]	Speed: 215.42 samples/sec	accuracy=0.932344
+2020-04-14 04:02:25,691 Epoch[28] Batch [11350-11400]	Speed: 214.99 samples/sec	accuracy=0.933594
+2020-04-14 04:02:55,285 Epoch[28] Batch [11400-11450]	Speed: 216.27 samples/sec	accuracy=0.924219
+2020-04-14 04:03:25,313 Epoch[28] Batch [11450-11500]	Speed: 213.13 samples/sec	accuracy=0.925000
+2020-04-14 04:03:54,928 Epoch[28] Batch [11500-11550]	Speed: 216.11 samples/sec	accuracy=0.927656
+2020-04-14 04:04:24,533 Epoch[28] Batch [11550-11600]	Speed: 216.18 samples/sec	accuracy=0.926562
+2020-04-14 04:04:54,414 Epoch[28] Batch [11600-11650]	Speed: 214.18 samples/sec	accuracy=0.928906
+2020-04-14 04:05:24,184 Epoch[28] Batch [11650-11700]	Speed: 214.99 samples/sec	accuracy=0.931094
+2020-04-14 04:05:53,741 Epoch[28] Batch [11700-11750]	Speed: 216.53 samples/sec	accuracy=0.928281
+2020-04-14 04:06:23,380 Epoch[28] Batch [11750-11800]	Speed: 215.93 samples/sec	accuracy=0.927969
+2020-04-14 04:06:53,152 Epoch[28] Batch [11800-11850]	Speed: 214.97 samples/sec	accuracy=0.937656
+2020-04-14 04:07:22,780 Epoch[28] Batch [11850-11900]	Speed: 216.01 samples/sec	accuracy=0.924844
+2020-04-14 04:07:52,442 Epoch[28] Batch [11900-11950]	Speed: 215.77 samples/sec	accuracy=0.930781
+2020-04-14 04:08:22,381 Epoch[28] Batch [11950-12000]	Speed: 213.77 samples/sec	accuracy=0.928125
+2020-04-14 04:08:52,224 Epoch[28] Batch [12000-12050]	Speed: 214.46 samples/sec	accuracy=0.931406
+2020-04-14 04:09:21,949 Epoch[28] Batch [12050-12100]	Speed: 215.31 samples/sec	accuracy=0.929063
+2020-04-14 04:09:51,712 Epoch[28] Batch [12100-12150]	Speed: 215.04 samples/sec	accuracy=0.935937
+2020-04-14 04:10:21,753 Epoch[28] Batch [12150-12200]	Speed: 213.04 samples/sec	accuracy=0.928438
+2020-04-14 04:10:51,258 Epoch[28] Batch [12200-12250]	Speed: 216.91 samples/sec	accuracy=0.929531
+2020-04-14 04:11:20,815 Epoch[28] Batch [12250-12300]	Speed: 216.53 samples/sec	accuracy=0.928594
+2020-04-14 04:11:50,486 Epoch[28] Batch [12300-12350]	Speed: 215.70 samples/sec	accuracy=0.933281
+2020-04-14 04:12:20,040 Epoch[28] Batch [12350-12400]	Speed: 216.56 samples/sec	accuracy=0.932344
+2020-04-14 04:12:49,571 Epoch[28] Batch [12400-12450]	Speed: 216.72 samples/sec	accuracy=0.934531
+2020-04-14 04:13:19,181 Epoch[28] Batch [12450-12500]	Speed: 216.14 samples/sec	accuracy=0.936406
+2020-04-14 04:13:48,978 Epoch[28] Batch [12500-12550]	Speed: 214.78 samples/sec	accuracy=0.925781
+2020-04-14 04:14:18,924 Epoch[28] Batch [12550-12600]	Speed: 213.73 samples/sec	accuracy=0.928906
+2020-04-14 04:14:48,473 Epoch[28] Batch [12600-12650]	Speed: 216.59 samples/sec	accuracy=0.928438
+2020-04-14 04:15:18,215 Epoch[28] Batch [12650-12700]	Speed: 215.19 samples/sec	accuracy=0.933750
+2020-04-14 04:15:47,881 Epoch[28] Batch [12700-12750]	Speed: 215.73 samples/sec	accuracy=0.931562
+2020-04-14 04:16:17,731 Epoch[28] Batch [12750-12800]	Speed: 214.41 samples/sec	accuracy=0.927188
+2020-04-14 04:16:47,411 Epoch[28] Batch [12800-12850]	Speed: 215.64 samples/sec	accuracy=0.933281
+2020-04-14 04:17:17,210 Epoch[28] Batch [12850-12900]	Speed: 214.77 samples/sec	accuracy=0.933438
+2020-04-14 04:17:46,957 Epoch[28] Batch [12900-12950]	Speed: 215.15 samples/sec	accuracy=0.932187
+2020-04-14 04:18:16,495 Epoch[28] Batch [12950-13000]	Speed: 216.67 samples/sec	accuracy=0.928438
+2020-04-14 04:18:46,194 Epoch[28] Batch [13000-13050]	Speed: 215.49 samples/sec	accuracy=0.935781
+2020-04-14 04:19:15,974 Epoch[28] Batch [13050-13100]	Speed: 214.91 samples/sec	accuracy=0.929844
+2020-04-14 04:19:45,841 Epoch[28] Batch [13100-13150]	Speed: 214.28 samples/sec	accuracy=0.929844
+2020-04-14 04:20:15,654 Epoch[28] Batch [13150-13200]	Speed: 214.67 samples/sec	accuracy=0.933125
+2020-04-14 04:20:46,010 Epoch[28] Batch [13200-13250]	Speed: 210.84 samples/sec	accuracy=0.928438
+2020-04-14 04:21:15,716 Epoch[28] Batch [13250-13300]	Speed: 215.44 samples/sec	accuracy=0.930469
+2020-04-14 04:21:45,740 Epoch[28] Batch [13300-13350]	Speed: 213.16 samples/sec	accuracy=0.936875
+2020-04-14 04:22:15,731 Epoch[28] Batch [13350-13400]	Speed: 213.40 samples/sec	accuracy=0.924219
+2020-04-14 04:22:45,622 Epoch[28] Batch [13400-13450]	Speed: 214.11 samples/sec	accuracy=0.934531
+2020-04-14 04:23:15,223 Epoch[28] Batch [13450-13500]	Speed: 216.21 samples/sec	accuracy=0.931719
+2020-04-14 04:23:45,084 Epoch[28] Batch [13500-13550]	Speed: 214.33 samples/sec	accuracy=0.934063
+2020-04-14 04:24:14,581 Epoch[28] Batch [13550-13600]	Speed: 216.98 samples/sec	accuracy=0.928125
+2020-04-14 04:24:44,381 Epoch[28] Batch [13600-13650]	Speed: 214.77 samples/sec	accuracy=0.930625
+2020-04-14 04:25:14,212 Epoch[28] Batch [13650-13700]	Speed: 214.54 samples/sec	accuracy=0.929219
+2020-04-14 04:25:44,318 Epoch[28] Batch [13700-13750]	Speed: 212.58 samples/sec	accuracy=0.927969
+2020-04-14 04:26:14,201 Epoch[28] Batch [13750-13800]	Speed: 214.17 samples/sec	accuracy=0.928594
+2020-04-14 04:26:43,954 Epoch[28] Batch [13800-13850]	Speed: 215.11 samples/sec	accuracy=0.936094
+2020-04-14 04:27:13,741 Epoch[28] Batch [13850-13900]	Speed: 214.86 samples/sec	accuracy=0.935625
+2020-04-14 04:27:43,436 Epoch[28] Batch [13900-13950]	Speed: 215.52 samples/sec	accuracy=0.937031
+2020-04-14 04:28:13,188 Epoch[28] Batch [13950-14000]	Speed: 215.11 samples/sec	accuracy=0.931094
+2020-04-14 04:28:42,807 Epoch[28] Batch [14000-14050]	Speed: 216.08 samples/sec	accuracy=0.934063
+2020-04-14 04:29:12,838 Epoch[28] Batch [14050-14100]	Speed: 213.11 samples/sec	accuracy=0.931250
+2020-04-14 04:29:42,515 Epoch[28] Batch [14100-14150]	Speed: 215.66 samples/sec	accuracy=0.929375
+2020-04-14 04:30:12,361 Epoch[28] Batch [14150-14200]	Speed: 214.43 samples/sec	accuracy=0.933125
+2020-04-14 04:30:41,963 Epoch[28] Batch [14200-14250]	Speed: 216.20 samples/sec	accuracy=0.930937
+2020-04-14 04:31:11,340 Epoch[28] Batch [14250-14300]	Speed: 217.86 samples/sec	accuracy=0.931562
+2020-04-14 04:31:41,305 Epoch[28] Batch [14300-14350]	Speed: 213.58 samples/sec	accuracy=0.928125
+2020-04-14 04:32:10,944 Epoch[28] Batch [14350-14400]	Speed: 215.93 samples/sec	accuracy=0.924687
+2020-04-14 04:32:40,550 Epoch[28] Batch [14400-14450]	Speed: 216.17 samples/sec	accuracy=0.934375
+2020-04-14 04:33:10,206 Epoch[28] Batch [14450-14500]	Speed: 215.81 samples/sec	accuracy=0.933750
+2020-04-14 04:33:39,908 Epoch[28] Batch [14500-14550]	Speed: 215.48 samples/sec	accuracy=0.933750
+2020-04-14 04:34:09,584 Epoch[28] Batch [14550-14600]	Speed: 215.66 samples/sec	accuracy=0.930625
+2020-04-14 04:34:39,322 Epoch[28] Batch [14600-14650]	Speed: 215.21 samples/sec	accuracy=0.932813
+2020-04-14 04:35:09,050 Epoch[28] Batch [14650-14700]	Speed: 215.29 samples/sec	accuracy=0.928750
+2020-04-14 04:35:38,775 Epoch[28] Batch [14700-14750]	Speed: 215.30 samples/sec	accuracy=0.928125
+2020-04-14 04:36:08,451 Epoch[28] Batch [14750-14800]	Speed: 215.67 samples/sec	accuracy=0.921562
+2020-04-14 04:36:38,045 Epoch[28] Batch [14800-14850]	Speed: 216.26 samples/sec	accuracy=0.929688
+2020-04-14 04:37:07,633 Epoch[28] Batch [14850-14900]	Speed: 216.30 samples/sec	accuracy=0.926406
+2020-04-14 04:37:37,334 Epoch[28] Batch [14900-14950]	Speed: 215.48 samples/sec	accuracy=0.930781
+2020-04-14 04:38:06,864 Epoch[28] Batch [14950-15000]	Speed: 216.73 samples/sec	accuracy=0.928906
+2020-04-14 04:38:36,555 Epoch[28] Batch [15000-15050]	Speed: 215.56 samples/sec	accuracy=0.933594
+2020-04-14 04:39:06,166 Epoch[28] Batch [15050-15100]	Speed: 216.14 samples/sec	accuracy=0.933438
+2020-04-14 04:39:36,243 Epoch[28] Batch [15100-15150]	Speed: 212.79 samples/sec	accuracy=0.928281
+2020-04-14 04:40:06,083 Epoch[28] Batch [15150-15200]	Speed: 214.48 samples/sec	accuracy=0.930000
+2020-04-14 04:40:35,786 Epoch[28] Batch [15200-15250]	Speed: 215.47 samples/sec	accuracy=0.931406
+2020-04-14 04:41:05,521 Epoch[28] Batch [15250-15300]	Speed: 215.24 samples/sec	accuracy=0.940000
+2020-04-14 04:41:35,260 Epoch[28] Batch [15300-15350]	Speed: 215.20 samples/sec	accuracy=0.935937
+2020-04-14 04:42:04,960 Epoch[28] Batch [15350-15400]	Speed: 215.49 samples/sec	accuracy=0.929844
+2020-04-14 04:42:34,449 Epoch[28] Batch [15400-15450]	Speed: 217.03 samples/sec	accuracy=0.935000
+2020-04-14 04:43:04,050 Epoch[28] Batch [15450-15500]	Speed: 216.21 samples/sec	accuracy=0.925937
+2020-04-14 04:43:33,764 Epoch[28] Batch [15500-15550]	Speed: 215.39 samples/sec	accuracy=0.930781
+2020-04-14 04:44:03,769 Epoch[28] Batch [15550-15600]	Speed: 213.30 samples/sec	accuracy=0.924844
+2020-04-14 04:44:33,666 Epoch[28] Batch [15600-15650]	Speed: 214.08 samples/sec	accuracy=0.932187
+2020-04-14 04:45:03,348 Epoch[28] Batch [15650-15700]	Speed: 215.62 samples/sec	accuracy=0.930156
+2020-04-14 04:45:33,069 Epoch[28] Batch [15700-15750]	Speed: 215.34 samples/sec	accuracy=0.926094
+2020-04-14 04:46:02,591 Epoch[28] Batch [15750-15800]	Speed: 216.79 samples/sec	accuracy=0.934063
+2020-04-14 04:46:32,362 Epoch[28] Batch [15800-15850]	Speed: 214.98 samples/sec	accuracy=0.934688
+2020-04-14 04:47:01,928 Epoch[28] Batch [15850-15900]	Speed: 216.47 samples/sec	accuracy=0.938906
+2020-04-14 04:47:31,538 Epoch[28] Batch [15900-15950]	Speed: 216.14 samples/sec	accuracy=0.924844
+2020-04-14 04:48:01,239 Epoch[28] Batch [15950-16000]	Speed: 215.49 samples/sec	accuracy=0.931406
+2020-04-14 04:48:30,849 Epoch[28] Batch [16000-16050]	Speed: 216.14 samples/sec	accuracy=0.938906
+2020-04-14 04:49:01,000 Epoch[28] Batch [16050-16100]	Speed: 212.27 samples/sec	accuracy=0.932969
+2020-04-14 04:49:30,689 Epoch[28] Batch [16100-16150]	Speed: 215.57 samples/sec	accuracy=0.931875
+2020-04-14 04:50:00,337 Epoch[28] Batch [16150-16200]	Speed: 215.87 samples/sec	accuracy=0.930781
+2020-04-14 04:50:30,144 Epoch[28] Batch [16200-16250]	Speed: 214.71 samples/sec	accuracy=0.930469
+2020-04-14 04:50:59,736 Epoch[28] Batch [16250-16300]	Speed: 216.28 samples/sec	accuracy=0.929219
+2020-04-14 04:51:29,580 Epoch[28] Batch [16300-16350]	Speed: 214.45 samples/sec	accuracy=0.933281
+2020-04-14 04:51:59,220 Epoch[28] Batch [16350-16400]	Speed: 215.92 samples/sec	accuracy=0.932187
+2020-04-14 04:52:29,174 Epoch[28] Batch [16400-16450]	Speed: 213.67 samples/sec	accuracy=0.926562
+2020-04-14 04:52:59,040 Epoch[28] Batch [16450-16500]	Speed: 214.29 samples/sec	accuracy=0.932344
+2020-04-14 04:53:28,841 Epoch[28] Batch [16500-16550]	Speed: 214.76 samples/sec	accuracy=0.931562
+2020-04-14 04:53:58,716 Epoch[28] Batch [16550-16600]	Speed: 214.22 samples/sec	accuracy=0.933750
+2020-04-14 04:54:28,337 Epoch[28] Batch [16600-16650]	Speed: 216.06 samples/sec	accuracy=0.932656
+2020-04-14 04:54:58,618 Epoch[28] Batch [16650-16700]	Speed: 211.36 samples/sec	accuracy=0.926562
+2020-04-14 04:55:28,319 Epoch[28] Batch [16700-16750]	Speed: 215.48 samples/sec	accuracy=0.935781
+2020-04-14 04:55:58,104 Epoch[28] Batch [16750-16800]	Speed: 214.87 samples/sec	accuracy=0.926250
+2020-04-14 04:56:27,981 Epoch[28] Batch [16800-16850]	Speed: 214.22 samples/sec	accuracy=0.928906
+2020-04-14 04:56:57,672 Epoch[28] Batch [16850-16900]	Speed: 215.55 samples/sec	accuracy=0.937031
+2020-04-14 04:57:27,417 Epoch[28] Batch [16900-16950]	Speed: 215.16 samples/sec	accuracy=0.931406
+2020-04-14 04:57:56,930 Epoch[28] Batch [16950-17000]	Speed: 216.85 samples/sec	accuracy=0.930312
+2020-04-14 04:58:26,525 Epoch[28] Batch [17000-17050]	Speed: 216.25 samples/sec	accuracy=0.928594
+2020-04-14 04:58:56,381 Epoch[28] Batch [17050-17100]	Speed: 214.37 samples/sec	accuracy=0.935625
+2020-04-14 04:59:26,099 Epoch[28] Batch [17100-17150]	Speed: 215.36 samples/sec	accuracy=0.928750
+2020-04-14 04:59:56,015 Epoch[28] Batch [17150-17200]	Speed: 213.93 samples/sec	accuracy=0.932969
+2020-04-14 05:00:25,485 Epoch[28] Batch [17200-17250]	Speed: 217.17 samples/sec	accuracy=0.927188
+2020-04-14 05:00:55,263 Epoch[28] Batch [17250-17300]	Speed: 214.93 samples/sec	accuracy=0.929688
+2020-04-14 05:01:24,944 Epoch[28] Batch [17300-17350]	Speed: 215.63 samples/sec	accuracy=0.937187
+2020-04-14 05:01:54,973 Epoch[28] Batch [17350-17400]	Speed: 213.13 samples/sec	accuracy=0.927500
+2020-04-14 05:02:24,739 Epoch[28] Batch [17400-17450]	Speed: 215.01 samples/sec	accuracy=0.935000
+2020-04-14 05:02:54,595 Epoch[28] Batch [17450-17500]	Speed: 214.36 samples/sec	accuracy=0.931719
+2020-04-14 05:03:24,237 Epoch[28] Batch [17500-17550]	Speed: 215.91 samples/sec	accuracy=0.924844
+2020-04-14 05:03:54,372 Epoch[28] Batch [17550-17600]	Speed: 212.38 samples/sec	accuracy=0.935312
+2020-04-14 05:04:24,659 Epoch[28] Batch [17600-17650]	Speed: 211.31 samples/sec	accuracy=0.925469
+2020-04-14 05:04:54,309 Epoch[28] Batch [17650-17700]	Speed: 215.85 samples/sec	accuracy=0.928906
+2020-04-14 05:05:23,733 Epoch[28] Batch [17700-17750]	Speed: 217.52 samples/sec	accuracy=0.927031
+2020-04-14 05:05:53,690 Epoch[28] Batch [17750-17800]	Speed: 213.64 samples/sec	accuracy=0.924063
+2020-04-14 05:06:23,511 Epoch[28] Batch [17800-17850]	Speed: 214.62 samples/sec	accuracy=0.927500
+2020-04-14 05:06:53,302 Epoch[28] Batch [17850-17900]	Speed: 214.83 samples/sec	accuracy=0.934531
+2020-04-14 05:07:22,906 Epoch[28] Batch [17900-17950]	Speed: 216.19 samples/sec	accuracy=0.927344
+2020-04-14 05:07:52,712 Epoch[28] Batch [17950-18000]	Speed: 214.72 samples/sec	accuracy=0.929688
+2020-04-14 05:08:22,704 Epoch[28] Batch [18000-18050]	Speed: 213.39 samples/sec	accuracy=0.933438
+2020-04-14 05:08:50,410 Epoch[28] Batch [18050-18100]	Speed: 231.00 samples/sec	accuracy=0.925156
+2020-04-14 05:09:17,768 Epoch[28] Batch [18100-18150]	Speed: 233.94 samples/sec	accuracy=0.922656
+2020-04-14 05:09:45,213 Epoch[28] Batch [18150-18200]	Speed: 233.19 samples/sec	accuracy=0.933906
+2020-04-14 05:10:13,211 Epoch[28] Batch [18200-18250]	Speed: 228.60 samples/sec	accuracy=0.932500
+2020-04-14 05:10:40,676 Epoch[28] Batch [18250-18300]	Speed: 233.03 samples/sec	accuracy=0.936250
+2020-04-14 05:11:07,967 Epoch[28] Batch [18300-18350]	Speed: 234.51 samples/sec	accuracy=0.927969
+2020-04-14 05:11:35,625 Epoch[28] Batch [18350-18400]	Speed: 231.40 samples/sec	accuracy=0.930625
+2020-04-14 05:12:03,011 Epoch[28] Batch [18400-18450]	Speed: 233.70 samples/sec	accuracy=0.930937
+2020-04-14 05:12:30,283 Epoch[28] Batch [18450-18500]	Speed: 234.68 samples/sec	accuracy=0.932656
+2020-04-14 05:12:57,588 Epoch[28] Batch [18500-18550]	Speed: 234.39 samples/sec	accuracy=0.929688
+2020-04-14 05:13:24,962 Epoch[28] Batch [18550-18600]	Speed: 233.80 samples/sec	accuracy=0.930937
+2020-04-14 05:13:52,405 Epoch[28] Batch [18600-18650]	Speed: 233.22 samples/sec	accuracy=0.930000
+2020-04-14 05:14:19,622 Epoch[28] Batch [18650-18700]	Speed: 235.15 samples/sec	accuracy=0.929219
+2020-04-14 05:14:46,896 Epoch[28] Batch [18700-18750]	Speed: 234.66 samples/sec	accuracy=0.927344
+2020-04-14 05:15:14,428 Epoch[28] Batch [18750-18800]	Speed: 232.46 samples/sec	accuracy=0.924219
+2020-04-14 05:15:41,861 Epoch[28] Batch [18800-18850]	Speed: 233.30 samples/sec	accuracy=0.937344
+2020-04-14 05:16:09,504 Epoch[28] Batch [18850-18900]	Speed: 231.53 samples/sec	accuracy=0.927813
+2020-04-14 05:16:36,839 Epoch[28] Batch [18900-18950]	Speed: 234.13 samples/sec	accuracy=0.932344
+2020-04-14 05:17:04,307 Epoch[28] Batch [18950-19000]	Speed: 233.00 samples/sec	accuracy=0.929688
+2020-04-14 05:17:31,651 Epoch[28] Batch [19000-19050]	Speed: 234.06 samples/sec	accuracy=0.927500
+2020-04-14 05:17:59,170 Epoch[28] Batch [19050-19100]	Speed: 232.57 samples/sec	accuracy=0.933125
+2020-04-14 05:18:26,570 Epoch[28] Batch [19100-19150]	Speed: 233.58 samples/sec	accuracy=0.933281
+2020-04-14 05:18:54,081 Epoch[28] Batch [19150-19200]	Speed: 232.64 samples/sec	accuracy=0.929688
+2020-04-14 05:19:21,467 Epoch[28] Batch [19200-19250]	Speed: 233.70 samples/sec	accuracy=0.933594
+2020-04-14 05:19:49,008 Epoch[28] Batch [19250-19300]	Speed: 232.39 samples/sec	accuracy=0.931250
+2020-04-14 05:20:16,678 Epoch[28] Batch [19300-19350]	Speed: 231.30 samples/sec	accuracy=0.930469
+2020-04-14 05:20:44,067 Epoch[28] Batch [19350-19400]	Speed: 233.67 samples/sec	accuracy=0.927188
+2020-04-14 05:21:11,558 Epoch[28] Batch [19400-19450]	Speed: 232.80 samples/sec	accuracy=0.932031
+2020-04-14 05:21:38,927 Epoch[28] Batch [19450-19500]	Speed: 233.84 samples/sec	accuracy=0.930469
+2020-04-14 05:22:06,349 Epoch[28] Batch [19500-19550]	Speed: 233.39 samples/sec	accuracy=0.927188
+2020-04-14 05:22:34,114 Epoch[28] Batch [19550-19600]	Speed: 230.51 samples/sec	accuracy=0.929375
+2020-04-14 05:23:02,211 Epoch[28] Batch [19600-19650]	Speed: 227.78 samples/sec	accuracy=0.930781
+2020-04-14 05:23:29,662 Epoch[28] Batch [19650-19700]	Speed: 233.15 samples/sec	accuracy=0.927656
+2020-04-14 05:23:57,234 Epoch[28] Batch [19700-19750]	Speed: 232.12 samples/sec	accuracy=0.925781
+2020-04-14 05:24:24,860 Epoch[28] Batch [19750-19800]	Speed: 231.67 samples/sec	accuracy=0.928125
+2020-04-14 05:24:52,400 Epoch[28] Batch [19800-19850]	Speed: 232.39 samples/sec	accuracy=0.931250
+2020-04-14 05:25:19,727 Epoch[28] Batch [19850-19900]	Speed: 234.20 samples/sec	accuracy=0.932187
+2020-04-14 05:25:47,149 Epoch[28] Batch [19900-19950]	Speed: 233.39 samples/sec	accuracy=0.932187
+2020-04-14 05:26:14,473 Epoch[28] Batch [19950-20000]	Speed: 234.23 samples/sec	accuracy=0.928281
+2020-04-14 05:26:41,861 Epoch[28] Batch [20000-20050]	Speed: 233.67 samples/sec	accuracy=0.931562
+2020-04-14 05:27:09,166 Epoch[28] Batch [20050-20100]	Speed: 234.39 samples/sec	accuracy=0.922500
+2020-04-14 05:27:36,636 Epoch[28] Batch [20100-20150]	Speed: 232.99 samples/sec	accuracy=0.932187
+2020-04-14 05:28:04,064 Epoch[28] Batch [20150-20200]	Speed: 233.33 samples/sec	accuracy=0.934219
+2020-04-14 05:28:31,468 Epoch[28] Batch [20200-20250]	Speed: 233.54 samples/sec	accuracy=0.929219
+2020-04-14 05:28:59,013 Epoch[28] Batch [20250-20300]	Speed: 232.35 samples/sec	accuracy=0.926250
+2020-04-14 05:29:26,571 Epoch[28] Batch [20300-20350]	Speed: 232.24 samples/sec	accuracy=0.930781
+2020-04-14 05:29:54,042 Epoch[28] Batch [20350-20400]	Speed: 232.97 samples/sec	accuracy=0.932656
+2020-04-14 05:30:21,548 Epoch[28] Batch [20400-20450]	Speed: 232.68 samples/sec	accuracy=0.928750
+2020-04-14 05:30:49,120 Epoch[28] Batch [20450-20500]	Speed: 232.12 samples/sec	accuracy=0.930000
+2020-04-14 05:31:16,606 Epoch[28] Batch [20500-20550]	Speed: 232.85 samples/sec	accuracy=0.931875
+2020-04-14 05:31:44,101 Epoch[28] Batch [20550-20600]	Speed: 232.77 samples/sec	accuracy=0.930469
+2020-04-14 05:32:11,391 Epoch[28] Batch [20600-20650]	Speed: 234.52 samples/sec	accuracy=0.925469
+2020-04-14 05:32:38,820 Epoch[28] Batch [20650-20700]	Speed: 233.33 samples/sec	accuracy=0.930000
+2020-04-14 05:33:06,348 Epoch[28] Batch [20700-20750]	Speed: 232.49 samples/sec	accuracy=0.930000
+2020-04-14 05:33:33,575 Epoch[28] Batch [20750-20800]	Speed: 235.06 samples/sec	accuracy=0.924219
+2020-04-14 05:34:01,068 Epoch[28] Batch [20800-20850]	Speed: 232.79 samples/sec	accuracy=0.926562
+2020-04-14 05:34:28,737 Epoch[28] Batch [20850-20900]	Speed: 231.31 samples/sec	accuracy=0.929219
+2020-04-14 05:34:56,294 Epoch[28] Batch [20900-20950]	Speed: 232.25 samples/sec	accuracy=0.933906
+2020-04-14 05:35:23,882 Epoch[28] Batch [20950-21000]	Speed: 231.99 samples/sec	accuracy=0.924687
+2020-04-14 05:35:51,248 Epoch[28] Batch [21000-21050]	Speed: 233.86 samples/sec	accuracy=0.931406
+2020-04-14 05:36:19,194 Epoch[28] Batch [21050-21100]	Speed: 229.02 samples/sec	accuracy=0.932656
+2020-04-14 05:36:46,488 Epoch[28] Batch [21100-21150]	Speed: 234.48 samples/sec	accuracy=0.932031
+2020-04-14 05:37:14,217 Epoch[28] Batch [21150-21200]	Speed: 230.81 samples/sec	accuracy=0.927031
+2020-04-14 05:37:41,662 Epoch[28] Batch [21200-21250]	Speed: 233.20 samples/sec	accuracy=0.928125
+2020-04-14 05:38:09,153 Epoch[28] Batch [21250-21300]	Speed: 232.80 samples/sec	accuracy=0.922188
+2020-04-14 05:38:36,741 Epoch[28] Batch [21300-21350]	Speed: 231.98 samples/sec	accuracy=0.930156
+2020-04-14 05:39:04,224 Epoch[28] Batch [21350-21400]	Speed: 232.88 samples/sec	accuracy=0.928438
+2020-04-14 05:39:31,623 Epoch[28] Batch [21400-21450]	Speed: 233.59 samples/sec	accuracy=0.932656
+2020-04-14 05:39:59,323 Epoch[28] Batch [21450-21500]	Speed: 231.05 samples/sec	accuracy=0.931719
+2020-04-14 05:40:26,890 Epoch[28] Batch [21500-21550]	Speed: 232.17 samples/sec	accuracy=0.934531
+2020-04-14 05:40:54,342 Epoch[28] Batch [21550-21600]	Speed: 233.13 samples/sec	accuracy=0.929375
+2020-04-14 05:41:21,868 Epoch[28] Batch [21600-21650]	Speed: 232.51 samples/sec	accuracy=0.931875
+2020-04-14 05:41:50,884 Epoch[28] Batch [21650-21700]	Speed: 220.57 samples/sec	accuracy=0.935469
+2020-04-14 05:42:20,510 Epoch[28] Batch [21700-21750]	Speed: 216.03 samples/sec	accuracy=0.933594
+2020-04-14 05:42:50,292 Epoch[28] Batch [21750-21800]	Speed: 214.89 samples/sec	accuracy=0.933906
+2020-04-14 05:43:20,076 Epoch[28] Batch [21800-21850]	Speed: 214.88 samples/sec	accuracy=0.928750
+2020-04-14 05:43:49,779 Epoch[28] Batch [21850-21900]	Speed: 215.47 samples/sec	accuracy=0.928906
+2020-04-14 05:44:19,406 Epoch[28] Batch [21900-21950]	Speed: 216.02 samples/sec	accuracy=0.927031
+2020-04-14 05:44:49,514 Epoch[28] Batch [21950-22000]	Speed: 212.57 samples/sec	accuracy=0.927188
+2020-04-14 05:45:19,221 Epoch[28] Batch [22000-22050]	Speed: 215.44 samples/sec	accuracy=0.925312
+2020-04-14 05:45:49,374 Epoch[28] Batch [22050-22100]	Speed: 212.25 samples/sec	accuracy=0.927500
+2020-04-14 05:46:18,934 Epoch[28] Batch [22100-22150]	Speed: 216.51 samples/sec	accuracy=0.929531
+2020-04-14 05:46:48,807 Epoch[28] Batch [22150-22200]	Speed: 214.24 samples/sec	accuracy=0.933906
+2020-04-14 05:47:18,891 Epoch[28] Batch [22200-22250]	Speed: 212.74 samples/sec	accuracy=0.930469
+2020-04-14 05:47:48,420 Epoch[28] Batch [22250-22300]	Speed: 216.74 samples/sec	accuracy=0.930312
+2020-04-14 05:48:17,919 Epoch[28] Batch [22300-22350]	Speed: 216.96 samples/sec	accuracy=0.934219
+2020-04-14 05:48:47,570 Epoch[28] Batch [22350-22400]	Speed: 215.84 samples/sec	accuracy=0.930937
+2020-04-14 05:49:17,303 Epoch[28] Batch [22400-22450]	Speed: 215.25 samples/sec	accuracy=0.930469
+2020-04-14 05:49:46,988 Epoch[28] Batch [22450-22500]	Speed: 215.60 samples/sec	accuracy=0.927813
+2020-04-14 05:50:16,792 Epoch[28] Batch [22500-22550]	Speed: 214.73 samples/sec	accuracy=0.929063
+2020-04-14 05:50:46,531 Epoch[28] Batch [22550-22600]	Speed: 215.21 samples/sec	accuracy=0.930000
+2020-04-14 05:51:16,758 Epoch[28] Batch [22600-22650]	Speed: 211.73 samples/sec	accuracy=0.935000
+2020-04-14 05:51:46,641 Epoch[28] Batch [22650-22700]	Speed: 214.17 samples/sec	accuracy=0.930781
+2020-04-14 05:52:16,438 Epoch[28] Batch [22700-22750]	Speed: 214.79 samples/sec	accuracy=0.929219
+2020-04-14 05:52:46,326 Epoch[28] Batch [22750-22800]	Speed: 214.13 samples/sec	accuracy=0.934375
+2020-04-14 05:53:15,945 Epoch[28] Batch [22800-22850]	Speed: 216.08 samples/sec	accuracy=0.932031
+2020-04-14 05:53:45,670 Epoch[28] Batch [22850-22900]	Speed: 215.30 samples/sec	accuracy=0.926094
+2020-04-14 05:54:14,963 Epoch[28] Batch [22900-22950]	Speed: 218.48 samples/sec	accuracy=0.922813
+2020-04-14 05:54:44,864 Epoch[28] Batch [22950-23000]	Speed: 214.05 samples/sec	accuracy=0.932656
+2020-04-14 05:55:14,755 Epoch[28] Batch [23000-23050]	Speed: 214.11 samples/sec	accuracy=0.932031
+2020-04-14 05:55:44,538 Epoch[28] Batch [23050-23100]	Speed: 214.89 samples/sec	accuracy=0.928750
+2020-04-14 05:56:14,063 Epoch[28] Batch [23100-23150]	Speed: 216.77 samples/sec	accuracy=0.934063
+2020-04-14 05:56:43,897 Epoch[28] Batch [23150-23200]	Speed: 214.53 samples/sec	accuracy=0.931094
+2020-04-14 05:57:13,556 Epoch[28] Batch [23200-23250]	Speed: 215.78 samples/sec	accuracy=0.933438
+2020-04-14 05:57:43,304 Epoch[28] Batch [23250-23300]	Speed: 215.15 samples/sec	accuracy=0.934219
+2020-04-14 05:58:12,980 Epoch[28] Batch [23300-23350]	Speed: 215.66 samples/sec	accuracy=0.931250
+2020-04-14 05:58:42,654 Epoch[28] Batch [23350-23400]	Speed: 215.68 samples/sec	accuracy=0.933281
+2020-04-14 05:59:12,492 Epoch[28] Batch [23400-23450]	Speed: 214.50 samples/sec	accuracy=0.932344
+2020-04-14 05:59:42,366 Epoch[28] Batch [23450-23500]	Speed: 214.23 samples/sec	accuracy=0.929219
+2020-04-14 06:00:11,848 Epoch[28] Batch [23500-23550]	Speed: 217.09 samples/sec	accuracy=0.933750
+2020-04-14 06:00:41,711 Epoch[28] Batch [23550-23600]	Speed: 214.32 samples/sec	accuracy=0.934844
+2020-04-14 06:01:11,405 Epoch[28] Batch [23600-23650]	Speed: 215.53 samples/sec	accuracy=0.926406
+2020-04-14 06:01:41,526 Epoch[28] Batch [23650-23700]	Speed: 212.48 samples/sec	accuracy=0.928750
+2020-04-14 06:02:11,193 Epoch[28] Batch [23700-23750]	Speed: 215.73 samples/sec	accuracy=0.926250
+2020-04-14 06:02:40,927 Epoch[28] Batch [23750-23800]	Speed: 215.24 samples/sec	accuracy=0.929844
+2020-04-14 06:03:10,787 Epoch[28] Batch [23800-23850]	Speed: 214.33 samples/sec	accuracy=0.931406
+2020-04-14 06:03:40,366 Epoch[28] Batch [23850-23900]	Speed: 216.37 samples/sec	accuracy=0.931562
+2020-04-14 06:04:10,233 Epoch[28] Batch [23900-23950]	Speed: 214.29 samples/sec	accuracy=0.928906
+2020-04-14 06:04:40,289 Epoch[28] Batch [23950-24000]	Speed: 212.94 samples/sec	accuracy=0.931250
+2020-04-14 06:05:09,949 Epoch[28] Batch [24000-24050]	Speed: 215.78 samples/sec	accuracy=0.930312
+2020-04-14 06:05:39,416 Epoch[28] Batch [24050-24100]	Speed: 217.19 samples/sec	accuracy=0.931250
+2020-04-14 06:06:09,266 Epoch[28] Batch [24100-24150]	Speed: 214.41 samples/sec	accuracy=0.930469
+2020-04-14 06:06:39,486 Epoch[28] Batch [24150-24200]	Speed: 211.78 samples/sec	accuracy=0.933906
+2020-04-14 06:07:09,441 Epoch[28] Batch [24200-24250]	Speed: 213.65 samples/sec	accuracy=0.928281
+2020-04-14 06:07:39,009 Epoch[28] Batch [24250-24300]	Speed: 216.45 samples/sec	accuracy=0.927500
+2020-04-14 06:08:08,728 Epoch[28] Batch [24300-24350]	Speed: 215.35 samples/sec	accuracy=0.937031
+2020-04-14 06:08:38,509 Epoch[28] Batch [24350-24400]	Speed: 214.91 samples/sec	accuracy=0.930781
+2020-04-14 06:09:08,396 Epoch[28] Batch [24400-24450]	Speed: 214.14 samples/sec	accuracy=0.930312
+2020-04-14 06:09:37,825 Epoch[28] Batch [24450-24500]	Speed: 217.47 samples/sec	accuracy=0.927813
+2020-04-14 06:10:07,553 Epoch[28] Batch [24500-24550]	Speed: 215.29 samples/sec	accuracy=0.933281
+2020-04-14 06:10:37,508 Epoch[28] Batch [24550-24600]	Speed: 213.65 samples/sec	accuracy=0.929219
+2020-04-14 06:11:07,306 Epoch[28] Batch [24600-24650]	Speed: 214.78 samples/sec	accuracy=0.934063
+2020-04-14 06:11:37,092 Epoch[28] Batch [24650-24700]	Speed: 214.87 samples/sec	accuracy=0.929063
+2020-04-14 06:12:06,982 Epoch[28] Batch [24700-24750]	Speed: 214.12 samples/sec	accuracy=0.930000
+2020-04-14 06:12:36,381 Epoch[28] Batch [24750-24800]	Speed: 217.69 samples/sec	accuracy=0.933125
+2020-04-14 06:13:06,245 Epoch[28] Batch [24800-24850]	Speed: 214.31 samples/sec	accuracy=0.935781
+2020-04-14 06:13:35,777 Epoch[28] Batch [24850-24900]	Speed: 216.71 samples/sec	accuracy=0.925469
+2020-04-14 06:14:05,569 Epoch[28] Batch [24900-24950]	Speed: 214.83 samples/sec	accuracy=0.930000
+2020-04-14 06:14:35,204 Epoch[28] Batch [24950-25000]	Speed: 215.97 samples/sec	accuracy=0.931094
+2020-04-14 06:15:04,921 Epoch[28] Batch [25000-25050]	Speed: 215.37 samples/sec	accuracy=0.928594
+2020-04-14 06:15:34,813 Epoch[28] Batch [25050-25100]	Speed: 214.10 samples/sec	accuracy=0.930937
+2020-04-14 06:16:04,655 Epoch[28] Batch [25100-25150]	Speed: 214.47 samples/sec	accuracy=0.925937
+2020-04-14 06:16:34,284 Epoch[28] Batch [25150-25200]	Speed: 216.00 samples/sec	accuracy=0.931094
+2020-04-14 06:17:03,774 Epoch[28] Batch [25200-25250]	Speed: 217.03 samples/sec	accuracy=0.929063
+2020-04-14 06:17:33,456 Epoch[28] Batch [25250-25300]	Speed: 215.62 samples/sec	accuracy=0.928125
+2020-04-14 06:18:03,127 Epoch[28] Batch [25300-25350]	Speed: 215.70 samples/sec	accuracy=0.932656
+2020-04-14 06:18:32,630 Epoch[28] Batch [25350-25400]	Speed: 216.93 samples/sec	accuracy=0.927656
+2020-04-14 06:19:02,453 Epoch[28] Batch [25400-25450]	Speed: 214.60 samples/sec	accuracy=0.929219
+2020-04-14 06:19:32,382 Epoch[28] Batch [25450-25500]	Speed: 213.84 samples/sec	accuracy=0.936250
+2020-04-14 06:20:02,033 Epoch[28] Batch [25500-25550]	Speed: 215.84 samples/sec	accuracy=0.937344
+2020-04-14 06:20:31,743 Epoch[28] Batch [25550-25600]	Speed: 215.42 samples/sec	accuracy=0.932500
+2020-04-14 06:21:01,543 Epoch[28] Batch [25600-25650]	Speed: 214.77 samples/sec	accuracy=0.938594
+2020-04-14 06:21:31,491 Epoch[28] Batch [25650-25700]	Speed: 213.71 samples/sec	accuracy=0.926719
+2020-04-14 06:22:01,461 Epoch[28] Batch [25700-25750]	Speed: 213.54 samples/sec	accuracy=0.930469
+2020-04-14 06:22:31,065 Epoch[28] Batch [25750-25800]	Speed: 216.19 samples/sec	accuracy=0.934063
+2020-04-14 06:23:00,964 Epoch[28] Batch [25800-25850]	Speed: 214.05 samples/sec	accuracy=0.928594
+2020-04-14 06:23:30,539 Epoch[28] Batch [25850-25900]	Speed: 216.40 samples/sec	accuracy=0.929063
+2020-04-14 06:24:00,513 Epoch[28] Batch [25900-25950]	Speed: 213.52 samples/sec	accuracy=0.933906
+2020-04-14 06:24:30,513 Epoch[28] Batch [25950-26000]	Speed: 213.33 samples/sec	accuracy=0.927344
+2020-04-14 06:25:00,134 Epoch[28] Batch [26000-26050]	Speed: 216.07 samples/sec	accuracy=0.934688
+2020-04-14 06:25:30,208 Epoch[28] Batch [26050-26100]	Speed: 212.80 samples/sec	accuracy=0.932969
+2020-04-14 06:26:00,218 Epoch[28] Batch [26100-26150]	Speed: 213.27 samples/sec	accuracy=0.929688
+2020-04-14 06:26:29,840 Epoch[28] Batch [26150-26200]	Speed: 216.05 samples/sec	accuracy=0.928594
+2020-04-14 06:26:59,520 Epoch[28] Batch [26200-26250]	Speed: 215.63 samples/sec	accuracy=0.928594
+2020-04-14 06:27:29,150 Epoch[28] Batch [26250-26300]	Speed: 216.00 samples/sec	accuracy=0.936094
+2020-04-14 06:27:58,730 Epoch[28] Batch [26300-26350]	Speed: 216.37 samples/sec	accuracy=0.932969
+2020-04-14 06:28:28,403 Epoch[28] Batch [26350-26400]	Speed: 215.68 samples/sec	accuracy=0.930625
+2020-04-14 06:28:58,225 Epoch[28] Batch [26400-26450]	Speed: 214.61 samples/sec	accuracy=0.929844
+2020-04-14 06:29:28,036 Epoch[28] Batch [26450-26500]	Speed: 214.68 samples/sec	accuracy=0.932656
+2020-04-14 06:29:57,793 Epoch[28] Batch [26500-26550]	Speed: 215.08 samples/sec	accuracy=0.935000
+2020-04-14 06:30:27,221 Epoch[28] Batch [26550-26600]	Speed: 217.49 samples/sec	accuracy=0.927344
+2020-04-14 06:30:56,918 Epoch[28] Batch [26600-26650]	Speed: 215.51 samples/sec	accuracy=0.925781
+2020-04-14 06:31:26,786 Epoch[28] Batch [26650-26700]	Speed: 214.28 samples/sec	accuracy=0.925156
+2020-04-14 06:31:56,343 Epoch[28] Batch [26700-26750]	Speed: 216.53 samples/sec	accuracy=0.930937
+2020-04-14 06:32:26,102 Epoch[28] Batch [26750-26800]	Speed: 215.06 samples/sec	accuracy=0.930000
+2020-04-14 06:32:55,852 Epoch[28] Batch [26800-26850]	Speed: 215.13 samples/sec	accuracy=0.934063
+2020-04-14 06:33:25,792 Epoch[28] Batch [26850-26900]	Speed: 213.76 samples/sec	accuracy=0.930625
+2020-04-14 06:33:55,734 Epoch[28] Batch [26900-26950]	Speed: 213.75 samples/sec	accuracy=0.932187
+2020-04-14 06:34:25,571 Epoch[28] Batch [26950-27000]	Speed: 214.50 samples/sec	accuracy=0.935625
+2020-04-14 06:34:55,838 Epoch[28] Batch [27000-27050]	Speed: 211.45 samples/sec	accuracy=0.936094
+2020-04-14 06:35:25,491 Epoch[28] Batch [27050-27100]	Speed: 215.83 samples/sec	accuracy=0.932656
+2020-04-14 06:35:55,194 Epoch[28] Batch [27100-27150]	Speed: 215.47 samples/sec	accuracy=0.934219
+2020-04-14 06:36:24,935 Epoch[28] Batch [27150-27200]	Speed: 215.19 samples/sec	accuracy=0.928125
+2020-04-14 06:36:54,836 Epoch[28] Batch [27200-27250]	Speed: 214.04 samples/sec	accuracy=0.929531
+2020-04-14 06:37:24,656 Epoch[28] Batch [27250-27300]	Speed: 214.62 samples/sec	accuracy=0.934063
+2020-04-14 06:37:54,464 Epoch[28] Batch [27300-27350]	Speed: 214.71 samples/sec	accuracy=0.926250
+2020-04-14 06:38:24,663 Epoch[28] Batch [27350-27400]	Speed: 211.93 samples/sec	accuracy=0.932344
+2020-04-14 06:38:54,185 Epoch[28] Batch [27400-27450]	Speed: 216.79 samples/sec	accuracy=0.928281
+2020-04-14 06:39:23,740 Epoch[28] Batch [27450-27500]	Speed: 216.55 samples/sec	accuracy=0.930625
+2020-04-14 06:39:53,349 Epoch[28] Batch [27500-27550]	Speed: 216.16 samples/sec	accuracy=0.933125
+2020-04-14 06:40:22,981 Epoch[28] Batch [27550-27600]	Speed: 215.98 samples/sec	accuracy=0.933750
+2020-04-14 06:40:52,712 Epoch[28] Batch [27600-27650]	Speed: 215.26 samples/sec	accuracy=0.930156
+2020-04-14 06:41:22,329 Epoch[28] Batch [27650-27700]	Speed: 216.09 samples/sec	accuracy=0.930469
+2020-04-14 06:41:51,673 Epoch[28] Batch [27700-27750]	Speed: 218.10 samples/sec	accuracy=0.935625
+2020-04-14 06:42:21,156 Epoch[28] Batch [27750-27800]	Speed: 217.08 samples/sec	accuracy=0.930469
+2020-04-14 06:42:50,934 Epoch[28] Batch [27800-27850]	Speed: 214.92 samples/sec	accuracy=0.928281
+2020-04-14 06:43:20,653 Epoch[28] Batch [27850-27900]	Speed: 215.36 samples/sec	accuracy=0.926406
+2020-04-14 06:43:50,176 Epoch[28] Batch [27900-27950]	Speed: 216.78 samples/sec	accuracy=0.932031
+2020-04-14 06:44:19,806 Epoch[28] Batch [27950-28000]	Speed: 216.00 samples/sec	accuracy=0.927500
+2020-04-14 06:44:49,631 Epoch[28] Batch [28000-28050]	Speed: 214.58 samples/sec	accuracy=0.932813
+2020-04-14 06:45:19,242 Epoch[28] Batch [28050-28100]	Speed: 216.14 samples/sec	accuracy=0.933125
+2020-04-14 06:45:49,043 Epoch[28] Batch [28100-28150]	Speed: 214.76 samples/sec	accuracy=0.930312
+2020-04-14 06:46:19,078 Epoch[28] Batch [28150-28200]	Speed: 213.08 samples/sec	accuracy=0.933906
+2020-04-14 06:46:41,757 Epoch[28] Train-accuracy=0.930544
+2020-04-14 06:46:41,757 Epoch[28] Time cost=16634.161
+2020-04-14 06:46:41,796 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0029.params"
+2020-04-14 07:15:52,922 Epoch[28] Validation-accuracy=0.969497
+2020-04-14 07:16:30,645 Epoch[29] Batch [0-50]	Speed: 215.13 samples/sec	accuracy=0.935968
+2020-04-14 07:17:00,336 Epoch[29] Batch [50-100]	Speed: 215.56 samples/sec	accuracy=0.928750
+2020-04-14 07:17:30,066 Epoch[29] Batch [100-150]	Speed: 215.27 samples/sec	accuracy=0.928594
+2020-04-14 07:17:59,410 Epoch[29] Batch [150-200]	Speed: 218.11 samples/sec	accuracy=0.928906
+2020-04-14 07:18:29,028 Epoch[29] Batch [200-250]	Speed: 216.09 samples/sec	accuracy=0.936250
+2020-04-14 07:18:58,515 Epoch[29] Batch [250-300]	Speed: 217.04 samples/sec	accuracy=0.926250
+2020-04-14 07:19:28,204 Epoch[29] Batch [300-350]	Speed: 215.57 samples/sec	accuracy=0.930625
+2020-04-14 07:19:57,721 Epoch[29] Batch [350-400]	Speed: 216.83 samples/sec	accuracy=0.926094
+2020-04-14 07:20:27,515 Epoch[29] Batch [400-450]	Speed: 214.81 samples/sec	accuracy=0.933594
+2020-04-14 07:20:57,068 Epoch[29] Batch [450-500]	Speed: 216.56 samples/sec	accuracy=0.932813
+2020-04-14 07:21:26,726 Epoch[29] Batch [500-550]	Speed: 215.79 samples/sec	accuracy=0.929375
+2020-04-14 07:21:56,861 Epoch[29] Batch [550-600]	Speed: 212.38 samples/sec	accuracy=0.930000
+2020-04-14 07:22:26,345 Epoch[29] Batch [600-650]	Speed: 217.07 samples/sec	accuracy=0.923594
+2020-04-14 07:22:55,867 Epoch[29] Batch [650-700]	Speed: 216.79 samples/sec	accuracy=0.931250
+2020-04-14 07:23:25,485 Epoch[29] Batch [700-750]	Speed: 216.09 samples/sec	accuracy=0.926875
+2020-04-14 07:23:55,093 Epoch[29] Batch [750-800]	Speed: 216.16 samples/sec	accuracy=0.931719
+2020-04-14 07:24:24,715 Epoch[29] Batch [800-850]	Speed: 216.06 samples/sec	accuracy=0.930937
+2020-04-14 07:24:54,388 Epoch[29] Batch [850-900]	Speed: 215.68 samples/sec	accuracy=0.928281
+2020-04-14 07:25:24,118 Epoch[29] Batch [900-950]	Speed: 215.27 samples/sec	accuracy=0.925625
+2020-04-14 07:25:53,673 Epoch[29] Batch [950-1000]	Speed: 216.55 samples/sec	accuracy=0.927344
+2020-04-14 07:26:23,249 Epoch[29] Batch [1000-1050]	Speed: 216.39 samples/sec	accuracy=0.928281
+2020-04-14 07:26:53,343 Epoch[29] Batch [1050-1100]	Speed: 212.67 samples/sec	accuracy=0.931719
+2020-04-14 07:27:22,971 Epoch[29] Batch [1100-1150]	Speed: 216.01 samples/sec	accuracy=0.934219
+2020-04-14 07:27:52,565 Epoch[29] Batch [1150-1200]	Speed: 216.26 samples/sec	accuracy=0.933281
+2020-04-14 07:28:22,386 Epoch[29] Batch [1200-1250]	Speed: 214.62 samples/sec	accuracy=0.933750
+2020-04-14 07:28:51,919 Epoch[29] Batch [1250-1300]	Speed: 216.70 samples/sec	accuracy=0.932187
+2020-04-14 07:29:21,703 Epoch[29] Batch [1300-1350]	Speed: 214.89 samples/sec	accuracy=0.922969
+2020-04-14 07:29:51,166 Epoch[29] Batch [1350-1400]	Speed: 217.22 samples/sec	accuracy=0.928594
+2020-04-14 07:30:21,014 Epoch[29] Batch [1400-1450]	Speed: 214.42 samples/sec	accuracy=0.931094
+2020-04-14 07:30:50,681 Epoch[29] Batch [1450-1500]	Speed: 215.73 samples/sec	accuracy=0.929531
+2020-04-14 07:31:20,521 Epoch[29] Batch [1500-1550]	Speed: 214.48 samples/sec	accuracy=0.930000
+2020-04-14 07:31:50,016 Epoch[29] Batch [1550-1600]	Speed: 216.99 samples/sec	accuracy=0.929219
+2020-04-14 07:32:19,109 Epoch[29] Batch [1600-1650]	Speed: 219.98 samples/sec	accuracy=0.929688
+2020-04-14 07:32:48,521 Epoch[29] Batch [1650-1700]	Speed: 217.60 samples/sec	accuracy=0.927188
+2020-04-14 07:33:18,015 Epoch[29] Batch [1700-1750]	Speed: 216.99 samples/sec	accuracy=0.929219
+2020-04-14 07:33:47,541 Epoch[29] Batch [1750-1800]	Speed: 216.76 samples/sec	accuracy=0.930625
+2020-04-14 07:34:17,154 Epoch[29] Batch [1800-1850]	Speed: 216.12 samples/sec	accuracy=0.928125
+2020-04-14 07:34:47,881 Epoch[29] Batch [1850-1900]	Speed: 208.29 samples/sec	accuracy=0.928750
+2020-04-14 07:35:17,760 Epoch[29] Batch [1900-1950]	Speed: 214.20 samples/sec	accuracy=0.927656
+2020-04-14 07:35:47,512 Epoch[29] Batch [1950-2000]	Speed: 215.11 samples/sec	accuracy=0.925781
+2020-04-14 07:36:17,149 Epoch[29] Batch [2000-2050]	Speed: 215.95 samples/sec	accuracy=0.932187
+2020-04-14 07:36:46,761 Epoch[29] Batch [2050-2100]	Speed: 216.13 samples/sec	accuracy=0.928594
+2020-04-14 07:37:16,389 Epoch[29] Batch [2100-2150]	Speed: 216.01 samples/sec	accuracy=0.931406
+2020-04-14 07:37:45,789 Epoch[29] Batch [2150-2200]	Speed: 217.69 samples/sec	accuracy=0.933594
+2020-04-14 07:38:15,540 Epoch[29] Batch [2200-2250]	Speed: 215.12 samples/sec	accuracy=0.935156
+2020-04-14 07:38:45,356 Epoch[29] Batch [2250-2300]	Speed: 214.66 samples/sec	accuracy=0.929063
+2020-04-14 07:39:15,089 Epoch[29] Batch [2300-2350]	Speed: 215.25 samples/sec	accuracy=0.928438
+2020-04-14 07:39:44,625 Epoch[29] Batch [2350-2400]	Speed: 216.69 samples/sec	accuracy=0.930625
+2020-04-14 07:40:14,204 Epoch[29] Batch [2400-2450]	Speed: 216.37 samples/sec	accuracy=0.926719
+2020-04-14 07:40:43,832 Epoch[29] Batch [2450-2500]	Speed: 216.02 samples/sec	accuracy=0.928438
+2020-04-14 07:41:13,798 Epoch[29] Batch [2500-2550]	Speed: 213.58 samples/sec	accuracy=0.932500
+2020-04-14 07:41:44,059 Epoch[29] Batch [2550-2600]	Speed: 211.49 samples/sec	accuracy=0.932344
+2020-04-14 07:42:14,055 Epoch[29] Batch [2600-2650]	Speed: 213.36 samples/sec	accuracy=0.929063
+2020-04-14 07:42:43,639 Epoch[29] Batch [2650-2700]	Speed: 216.34 samples/sec	accuracy=0.936719
+2020-04-14 07:43:13,970 Epoch[29] Batch [2700-2750]	Speed: 211.01 samples/sec	accuracy=0.934219
+2020-04-14 07:43:43,907 Epoch[29] Batch [2750-2800]	Speed: 213.78 samples/sec	accuracy=0.924063
+2020-04-14 07:44:13,510 Epoch[29] Batch [2800-2850]	Speed: 216.19 samples/sec	accuracy=0.932500
+2020-04-14 07:44:43,096 Epoch[29] Batch [2850-2900]	Speed: 216.32 samples/sec	accuracy=0.937031
+2020-04-14 07:45:12,974 Epoch[29] Batch [2900-2950]	Speed: 214.21 samples/sec	accuracy=0.929219
+2020-04-14 07:45:42,753 Epoch[29] Batch [2950-3000]	Speed: 214.92 samples/sec	accuracy=0.929531
+2020-04-14 07:46:12,488 Epoch[29] Batch [3000-3050]	Speed: 215.23 samples/sec	accuracy=0.929844
+2020-04-14 07:46:42,468 Epoch[29] Batch [3050-3100]	Speed: 213.48 samples/sec	accuracy=0.931562
+2020-04-14 07:47:12,043 Epoch[29] Batch [3100-3150]	Speed: 216.40 samples/sec	accuracy=0.926562
+2020-04-14 07:47:41,637 Epoch[29] Batch [3150-3200]	Speed: 216.26 samples/sec	accuracy=0.925156
+2020-04-14 07:48:11,133 Epoch[29] Batch [3200-3250]	Speed: 216.98 samples/sec	accuracy=0.934063
+2020-04-14 07:48:40,697 Epoch[29] Batch [3250-3300]	Speed: 216.48 samples/sec	accuracy=0.930469
+2020-04-14 07:49:10,280 Epoch[29] Batch [3300-3350]	Speed: 216.34 samples/sec	accuracy=0.928281
+2020-04-14 07:49:39,773 Epoch[29] Batch [3350-3400]	Speed: 217.00 samples/sec	accuracy=0.929531
+2020-04-14 07:50:09,146 Epoch[29] Batch [3400-3450]	Speed: 217.89 samples/sec	accuracy=0.933438
+2020-04-14 07:50:38,762 Epoch[29] Batch [3450-3500]	Speed: 216.10 samples/sec	accuracy=0.930469
+2020-04-14 07:51:08,596 Epoch[29] Batch [3500-3550]	Speed: 214.52 samples/sec	accuracy=0.931875
+2020-04-14 07:51:38,012 Epoch[29] Batch [3550-3600]	Speed: 217.57 samples/sec	accuracy=0.927500
+2020-04-14 07:52:07,624 Epoch[29] Batch [3600-3650]	Speed: 216.13 samples/sec	accuracy=0.931250
+2020-04-14 07:52:37,119 Epoch[29] Batch [3650-3700]	Speed: 216.99 samples/sec	accuracy=0.929219
+2020-04-14 07:53:06,841 Epoch[29] Batch [3700-3750]	Speed: 215.33 samples/sec	accuracy=0.934063
+2020-04-14 07:53:36,645 Epoch[29] Batch [3750-3800]	Speed: 214.74 samples/sec	accuracy=0.929375
+2020-04-14 07:54:06,200 Epoch[29] Batch [3800-3850]	Speed: 216.55 samples/sec	accuracy=0.934844
+2020-04-14 07:54:36,051 Epoch[29] Batch [3850-3900]	Speed: 214.40 samples/sec	accuracy=0.932656
+2020-04-14 07:55:05,869 Epoch[29] Batch [3900-3950]	Speed: 214.64 samples/sec	accuracy=0.928281
+2020-04-14 07:55:35,482 Epoch[29] Batch [3950-4000]	Speed: 216.12 samples/sec	accuracy=0.929219
+2020-04-14 07:56:05,188 Epoch[29] Batch [4000-4050]	Speed: 215.45 samples/sec	accuracy=0.929844
+2020-04-14 07:56:35,054 Epoch[29] Batch [4050-4100]	Speed: 214.30 samples/sec	accuracy=0.930781
+2020-04-14 07:57:04,944 Epoch[29] Batch [4100-4150]	Speed: 214.12 samples/sec	accuracy=0.932813
+2020-04-14 07:57:34,483 Epoch[29] Batch [4150-4200]	Speed: 216.67 samples/sec	accuracy=0.928594
+2020-04-14 07:58:04,017 Epoch[29] Batch [4200-4250]	Speed: 216.70 samples/sec	accuracy=0.926406
+2020-04-14 07:58:33,757 Epoch[29] Batch [4250-4300]	Speed: 215.20 samples/sec	accuracy=0.930469
+2020-04-14 07:59:03,551 Epoch[29] Batch [4300-4350]	Speed: 214.81 samples/sec	accuracy=0.932500
+2020-04-14 07:59:33,308 Epoch[29] Batch [4350-4400]	Speed: 215.08 samples/sec	accuracy=0.929688
+2020-04-14 08:00:03,128 Epoch[29] Batch [4400-4450]	Speed: 214.62 samples/sec	accuracy=0.930625
+2020-04-14 08:00:32,839 Epoch[29] Batch [4450-4500]	Speed: 215.41 samples/sec	accuracy=0.929844
+2020-04-14 08:01:02,411 Epoch[29] Batch [4500-4550]	Speed: 216.42 samples/sec	accuracy=0.927656
+2020-04-14 08:01:31,982 Epoch[29] Batch [4550-4600]	Speed: 216.43 samples/sec	accuracy=0.931406
+2020-04-14 08:02:01,485 Epoch[29] Batch [4600-4650]	Speed: 216.93 samples/sec	accuracy=0.930312
+2020-04-14 08:02:30,920 Epoch[29] Batch [4650-4700]	Speed: 217.43 samples/sec	accuracy=0.927656
+2020-04-14 08:03:00,675 Epoch[29] Batch [4700-4750]	Speed: 215.09 samples/sec	accuracy=0.932031
+2020-04-14 08:03:30,364 Epoch[29] Batch [4750-4800]	Speed: 215.57 samples/sec	accuracy=0.926719
+2020-04-14 08:04:00,488 Epoch[29] Batch [4800-4850]	Speed: 212.45 samples/sec	accuracy=0.931562
+2020-04-14 08:04:30,030 Epoch[29] Batch [4850-4900]	Speed: 216.64 samples/sec	accuracy=0.934844
+2020-04-14 08:04:59,637 Epoch[29] Batch [4900-4950]	Speed: 216.16 samples/sec	accuracy=0.928438
+2020-04-14 08:05:29,185 Epoch[29] Batch [4950-5000]	Speed: 216.60 samples/sec	accuracy=0.926719
+2020-04-14 08:05:58,840 Epoch[29] Batch [5000-5050]	Speed: 215.81 samples/sec	accuracy=0.932344
+2020-04-14 08:06:28,532 Epoch[29] Batch [5050-5100]	Speed: 215.55 samples/sec	accuracy=0.929375
+2020-04-14 08:06:58,155 Epoch[29] Batch [5100-5150]	Speed: 216.05 samples/sec	accuracy=0.928438
+2020-04-14 08:07:27,628 Epoch[29] Batch [5150-5200]	Speed: 217.15 samples/sec	accuracy=0.925781
+2020-04-14 08:07:57,328 Epoch[29] Batch [5200-5250]	Speed: 215.49 samples/sec	accuracy=0.930625
+2020-04-14 08:08:27,546 Epoch[29] Batch [5250-5300]	Speed: 211.79 samples/sec	accuracy=0.931875
+2020-04-14 08:08:57,498 Epoch[29] Batch [5300-5350]	Speed: 213.68 samples/sec	accuracy=0.933125
+2020-04-14 08:09:27,090 Epoch[29] Batch [5350-5400]	Speed: 216.28 samples/sec	accuracy=0.932656
+2020-04-14 08:09:56,907 Epoch[29] Batch [5400-5450]	Speed: 214.64 samples/sec	accuracy=0.931250
+2020-04-14 08:10:26,417 Epoch[29] Batch [5450-5500]	Speed: 216.88 samples/sec	accuracy=0.933125
+2020-04-14 08:10:55,965 Epoch[29] Batch [5500-5550]	Speed: 216.60 samples/sec	accuracy=0.933750
+2020-04-14 08:11:25,737 Epoch[29] Batch [5550-5600]	Speed: 214.97 samples/sec	accuracy=0.928438
+2020-04-14 08:11:55,297 Epoch[29] Batch [5600-5650]	Speed: 216.51 samples/sec	accuracy=0.930312
+2020-04-14 08:12:25,514 Epoch[29] Batch [5650-5700]	Speed: 211.80 samples/sec	accuracy=0.927031
+2020-04-14 08:12:55,059 Epoch[29] Batch [5700-5750]	Speed: 216.62 samples/sec	accuracy=0.930781
+2020-04-14 08:13:24,540 Epoch[29] Batch [5750-5800]	Speed: 217.09 samples/sec	accuracy=0.936562
+2020-04-14 08:13:54,225 Epoch[29] Batch [5800-5850]	Speed: 215.60 samples/sec	accuracy=0.927031
+2020-04-14 08:14:23,954 Epoch[29] Batch [5850-5900]	Speed: 215.28 samples/sec	accuracy=0.928438
+2020-04-14 08:14:53,788 Epoch[29] Batch [5900-5950]	Speed: 214.52 samples/sec	accuracy=0.932813
+2020-04-14 08:15:23,251 Epoch[29] Batch [5950-6000]	Speed: 217.22 samples/sec	accuracy=0.934844
+2020-04-14 08:15:52,749 Epoch[29] Batch [6000-6050]	Speed: 216.96 samples/sec	accuracy=0.931562
+2020-04-14 08:16:22,996 Epoch[29] Batch [6050-6100]	Speed: 211.59 samples/sec	accuracy=0.926875
+2020-04-14 08:16:52,638 Epoch[29] Batch [6100-6150]	Speed: 215.91 samples/sec	accuracy=0.925937
+2020-04-14 08:17:22,575 Epoch[29] Batch [6150-6200]	Speed: 213.78 samples/sec	accuracy=0.930937
+2020-04-14 08:17:52,455 Epoch[29] Batch [6200-6250]	Speed: 214.19 samples/sec	accuracy=0.930937
+2020-04-14 08:18:22,672 Epoch[29] Batch [6250-6300]	Speed: 211.81 samples/sec	accuracy=0.932344
+2020-04-14 08:18:52,274 Epoch[29] Batch [6300-6350]	Speed: 216.20 samples/sec	accuracy=0.935000
+2020-04-14 08:19:22,076 Epoch[29] Batch [6350-6400]	Speed: 214.75 samples/sec	accuracy=0.932813
+2020-04-14 08:19:51,691 Epoch[29] Batch [6400-6450]	Speed: 216.11 samples/sec	accuracy=0.927813
+2020-04-14 08:20:21,529 Epoch[29] Batch [6450-6500]	Speed: 214.49 samples/sec	accuracy=0.932187
+2020-04-14 08:20:51,154 Epoch[29] Batch [6500-6550]	Speed: 216.04 samples/sec	accuracy=0.930469
+2020-04-14 08:21:21,174 Epoch[29] Batch [6550-6600]	Speed: 213.19 samples/sec	accuracy=0.928281
+2020-04-14 08:21:50,580 Epoch[29] Batch [6600-6650]	Speed: 217.65 samples/sec	accuracy=0.928438
+2020-04-14 08:22:20,079 Epoch[29] Batch [6650-6700]	Speed: 216.96 samples/sec	accuracy=0.932969
+2020-04-14 08:22:49,697 Epoch[29] Batch [6700-6750]	Speed: 216.09 samples/sec	accuracy=0.930937
+2020-04-14 08:23:19,207 Epoch[29] Batch [6750-6800]	Speed: 216.88 samples/sec	accuracy=0.927656
+2020-04-14 08:23:48,805 Epoch[29] Batch [6800-6850]	Speed: 216.23 samples/sec	accuracy=0.929688
+2020-04-14 08:24:18,522 Epoch[29] Batch [6850-6900]	Speed: 215.37 samples/sec	accuracy=0.929219
+2020-04-14 08:24:48,188 Epoch[29] Batch [6900-6950]	Speed: 215.73 samples/sec	accuracy=0.935156
+2020-04-14 08:25:17,635 Epoch[29] Batch [6950-7000]	Speed: 217.34 samples/sec	accuracy=0.935469
+2020-04-14 08:25:47,251 Epoch[29] Batch [7000-7050]	Speed: 216.10 samples/sec	accuracy=0.929688
+2020-04-14 08:26:16,855 Epoch[29] Batch [7050-7100]	Speed: 216.19 samples/sec	accuracy=0.932656
+2020-04-14 08:26:46,438 Epoch[29] Batch [7100-7150]	Speed: 216.34 samples/sec	accuracy=0.933281
+2020-04-14 08:27:16,371 Epoch[29] Batch [7150-7200]	Speed: 213.81 samples/sec	accuracy=0.934063
+2020-04-14 08:27:46,136 Epoch[29] Batch [7200-7250]	Speed: 215.02 samples/sec	accuracy=0.931875
+2020-04-14 08:28:15,703 Epoch[29] Batch [7250-7300]	Speed: 216.46 samples/sec	accuracy=0.933906
+2020-04-14 08:28:45,529 Epoch[29] Batch [7300-7350]	Speed: 214.58 samples/sec	accuracy=0.925469
+2020-04-14 08:29:15,294 Epoch[29] Batch [7350-7400]	Speed: 215.02 samples/sec	accuracy=0.928125
+2020-04-14 08:29:44,821 Epoch[29] Batch [7400-7450]	Speed: 216.75 samples/sec	accuracy=0.930469
+2020-04-14 08:30:14,456 Epoch[29] Batch [7450-7500]	Speed: 215.96 samples/sec	accuracy=0.937187
+2020-04-14 08:30:44,052 Epoch[29] Batch [7500-7550]	Speed: 216.25 samples/sec	accuracy=0.929219
+2020-04-14 08:31:13,787 Epoch[29] Batch [7550-7600]	Speed: 215.23 samples/sec	accuracy=0.929531
+2020-04-14 08:31:44,020 Epoch[29] Batch [7600-7650]	Speed: 211.70 samples/sec	accuracy=0.931562
+2020-04-14 08:32:13,815 Epoch[29] Batch [7650-7700]	Speed: 214.80 samples/sec	accuracy=0.932969
+2020-04-14 08:32:43,438 Epoch[29] Batch [7700-7750]	Speed: 216.05 samples/sec	accuracy=0.928438
+2020-04-14 08:33:12,964 Epoch[29] Batch [7750-7800]	Speed: 216.76 samples/sec	accuracy=0.927031
+2020-04-14 08:33:42,587 Epoch[29] Batch [7800-7850]	Speed: 216.05 samples/sec	accuracy=0.932187
+2020-04-14 08:34:12,235 Epoch[29] Batch [7850-7900]	Speed: 215.87 samples/sec	accuracy=0.930156
+2020-04-14 08:34:42,061 Epoch[29] Batch [7900-7950]	Speed: 214.58 samples/sec	accuracy=0.927813
+2020-04-14 08:35:11,863 Epoch[29] Batch [7950-8000]	Speed: 214.75 samples/sec	accuracy=0.934063
+2020-04-14 08:35:41,558 Epoch[29] Batch [8000-8050]	Speed: 215.52 samples/sec	accuracy=0.927656
+2020-04-14 08:36:11,145 Epoch[29] Batch [8050-8100]	Speed: 216.32 samples/sec	accuracy=0.927969
+2020-04-14 08:36:41,243 Epoch[29] Batch [8100-8150]	Speed: 212.64 samples/sec	accuracy=0.934844
+2020-04-14 08:37:10,935 Epoch[29] Batch [8150-8200]	Speed: 215.55 samples/sec	accuracy=0.932187
+2020-04-14 08:37:40,596 Epoch[29] Batch [8200-8250]	Speed: 215.78 samples/sec	accuracy=0.935469
+2020-04-14 08:38:10,550 Epoch[29] Batch [8250-8300]	Speed: 213.66 samples/sec	accuracy=0.928438
+2020-04-14 08:38:40,622 Epoch[29] Batch [8300-8350]	Speed: 212.82 samples/sec	accuracy=0.929531
+2020-04-14 08:39:10,208 Epoch[29] Batch [8350-8400]	Speed: 216.32 samples/sec	accuracy=0.930625
+2020-04-14 08:39:39,710 Epoch[29] Batch [8400-8450]	Speed: 216.93 samples/sec	accuracy=0.924375
+2020-04-14 08:40:09,572 Epoch[29] Batch [8450-8500]	Speed: 214.33 samples/sec	accuracy=0.931250
+2020-04-14 08:40:39,306 Epoch[29] Batch [8500-8550]	Speed: 215.24 samples/sec	accuracy=0.929531
+2020-04-14 08:41:09,062 Epoch[29] Batch [8550-8600]	Speed: 215.09 samples/sec	accuracy=0.926875
+2020-04-14 08:41:38,755 Epoch[29] Batch [8600-8650]	Speed: 215.54 samples/sec	accuracy=0.936719
+2020-04-14 08:42:08,398 Epoch[29] Batch [8650-8700]	Speed: 215.91 samples/sec	accuracy=0.929688
+2020-04-14 08:42:38,357 Epoch[29] Batch [8700-8750]	Speed: 213.63 samples/sec	accuracy=0.930625
+2020-04-14 08:43:07,991 Epoch[29] Batch [8750-8800]	Speed: 215.97 samples/sec	accuracy=0.927969
+2020-04-14 08:43:37,526 Epoch[29] Batch [8800-8850]	Speed: 216.69 samples/sec	accuracy=0.926875
+2020-04-14 08:44:07,071 Epoch[29] Batch [8850-8900]	Speed: 216.62 samples/sec	accuracy=0.932344
+2020-04-14 08:44:36,690 Epoch[29] Batch [8900-8950]	Speed: 216.08 samples/sec	accuracy=0.928750
+2020-04-14 08:45:06,216 Epoch[29] Batch [8950-9000]	Speed: 216.76 samples/sec	accuracy=0.932969
+2020-04-14 08:45:35,750 Epoch[29] Batch [9000-9050]	Speed: 216.70 samples/sec	accuracy=0.932187
+2020-04-14 08:46:05,219 Epoch[29] Batch [9050-9100]	Speed: 217.18 samples/sec	accuracy=0.932500
+2020-04-14 08:46:34,947 Epoch[29] Batch [9100-9150]	Speed: 215.28 samples/sec	accuracy=0.931875
+2020-04-14 08:47:04,324 Epoch[29] Batch [9150-9200]	Speed: 217.86 samples/sec	accuracy=0.930937
+2020-04-14 08:47:33,853 Epoch[29] Batch [9200-9250]	Speed: 216.73 samples/sec	accuracy=0.936875
+2020-04-14 08:48:03,696 Epoch[29] Batch [9250-9300]	Speed: 214.46 samples/sec	accuracy=0.930000
+2020-04-14 08:48:33,343 Epoch[29] Batch [9300-9350]	Speed: 215.88 samples/sec	accuracy=0.927344
+2020-04-14 08:49:03,062 Epoch[29] Batch [9350-9400]	Speed: 215.35 samples/sec	accuracy=0.926875
+2020-04-14 08:49:32,782 Epoch[29] Batch [9400-9450]	Speed: 215.34 samples/sec	accuracy=0.932187
+2020-04-14 08:50:02,510 Epoch[29] Batch [9450-9500]	Speed: 215.29 samples/sec	accuracy=0.932813
+2020-04-14 08:50:32,162 Epoch[29] Batch [9500-9550]	Speed: 215.84 samples/sec	accuracy=0.928906
+2020-04-14 08:51:01,513 Epoch[29] Batch [9550-9600]	Speed: 218.05 samples/sec	accuracy=0.929688
+2020-04-14 08:51:31,067 Epoch[29] Batch [9600-9650]	Speed: 216.55 samples/sec	accuracy=0.928594
+2020-04-14 08:52:01,232 Epoch[29] Batch [9650-9700]	Speed: 212.17 samples/sec	accuracy=0.933750
+2020-04-14 08:52:30,702 Epoch[29] Batch [9700-9750]	Speed: 217.17 samples/sec	accuracy=0.937813
+2020-04-14 08:53:00,267 Epoch[29] Batch [9750-9800]	Speed: 216.47 samples/sec	accuracy=0.929844
+2020-04-14 08:53:30,020 Epoch[29] Batch [9800-9850]	Speed: 215.10 samples/sec	accuracy=0.925937
+2020-04-14 08:53:59,727 Epoch[29] Batch [9850-9900]	Speed: 215.44 samples/sec	accuracy=0.930000
+2020-04-14 08:54:29,461 Epoch[29] Batch [9900-9950]	Speed: 215.24 samples/sec	accuracy=0.931094
+2020-04-14 08:54:59,191 Epoch[29] Batch [9950-10000]	Speed: 215.28 samples/sec	accuracy=0.932813
+2020-04-14 08:55:29,048 Epoch[29] Batch [10000-10050]	Speed: 214.35 samples/sec	accuracy=0.933906
+2020-04-14 08:55:58,663 Epoch[29] Batch [10050-10100]	Speed: 216.11 samples/sec	accuracy=0.932187
+2020-04-14 08:56:28,418 Epoch[29] Batch [10100-10150]	Speed: 215.10 samples/sec	accuracy=0.932969
+2020-04-14 08:56:58,118 Epoch[29] Batch [10150-10200]	Speed: 215.49 samples/sec	accuracy=0.934688
+2020-04-14 08:57:28,044 Epoch[29] Batch [10200-10250]	Speed: 213.86 samples/sec	accuracy=0.931719
+2020-04-14 08:57:57,891 Epoch[29] Batch [10250-10300]	Speed: 214.43 samples/sec	accuracy=0.933594
+2020-04-14 08:58:27,406 Epoch[29] Batch [10300-10350]	Speed: 216.84 samples/sec	accuracy=0.926406
+2020-04-14 08:58:57,241 Epoch[29] Batch [10350-10400]	Speed: 214.52 samples/sec	accuracy=0.931094
+2020-04-14 08:59:26,937 Epoch[29] Batch [10400-10450]	Speed: 215.52 samples/sec	accuracy=0.930625
+2020-04-14 08:59:56,521 Epoch[29] Batch [10450-10500]	Speed: 216.34 samples/sec	accuracy=0.931094
+2020-04-14 09:00:26,009 Epoch[29] Batch [10500-10550]	Speed: 217.03 samples/sec	accuracy=0.932969
+2020-04-14 09:00:55,582 Epoch[29] Batch [10550-10600]	Speed: 216.41 samples/sec	accuracy=0.928750
+2020-04-14 09:01:25,203 Epoch[29] Batch [10600-10650]	Speed: 216.07 samples/sec	accuracy=0.926562
+2020-04-14 09:01:55,097 Epoch[29] Batch [10650-10700]	Speed: 214.09 samples/sec	accuracy=0.932656
+2020-04-14 09:02:24,704 Epoch[29] Batch [10700-10750]	Speed: 216.17 samples/sec	accuracy=0.935781
+2020-04-14 09:02:54,375 Epoch[29] Batch [10750-10800]	Speed: 215.70 samples/sec	accuracy=0.927500
+2020-04-14 09:03:24,054 Epoch[29] Batch [10800-10850]	Speed: 215.64 samples/sec	accuracy=0.927188
+2020-04-14 09:03:53,670 Epoch[29] Batch [10850-10900]	Speed: 216.11 samples/sec	accuracy=0.930312
+2020-04-14 09:04:23,296 Epoch[29] Batch [10900-10950]	Speed: 216.03 samples/sec	accuracy=0.927813
+2020-04-14 09:04:53,064 Epoch[29] Batch [10950-11000]	Speed: 215.00 samples/sec	accuracy=0.927031
+2020-04-14 09:05:22,645 Epoch[29] Batch [11000-11050]	Speed: 216.36 samples/sec	accuracy=0.930625
+2020-04-14 09:05:52,128 Epoch[29] Batch [11050-11100]	Speed: 217.07 samples/sec	accuracy=0.932500
+2020-04-14 09:06:21,730 Epoch[29] Batch [11100-11150]	Speed: 216.20 samples/sec	accuracy=0.926562
+2020-04-14 09:06:51,295 Epoch[29] Batch [11150-11200]	Speed: 216.47 samples/sec	accuracy=0.928438
+2020-04-14 09:07:20,935 Epoch[29] Batch [11200-11250]	Speed: 215.92 samples/sec	accuracy=0.938594
+2020-04-14 09:07:50,664 Epoch[29] Batch [11250-11300]	Speed: 215.28 samples/sec	accuracy=0.928438
+2020-04-14 09:08:20,887 Epoch[29] Batch [11300-11350]	Speed: 211.76 samples/sec	accuracy=0.927969
+2020-04-14 09:08:50,532 Epoch[29] Batch [11350-11400]	Speed: 215.89 samples/sec	accuracy=0.927969
+2020-04-14 09:09:19,990 Epoch[29] Batch [11400-11450]	Speed: 217.26 samples/sec	accuracy=0.933906
+2020-04-14 09:09:49,737 Epoch[29] Batch [11450-11500]	Speed: 215.15 samples/sec	accuracy=0.933125
+2020-04-14 09:10:19,041 Epoch[29] Batch [11500-11550]	Speed: 218.40 samples/sec	accuracy=0.928125
+2020-04-14 09:10:48,704 Epoch[29] Batch [11550-11600]	Speed: 215.76 samples/sec	accuracy=0.933906
+2020-04-14 09:11:18,502 Epoch[29] Batch [11600-11650]	Speed: 214.78 samples/sec	accuracy=0.931406
+2020-04-14 09:11:48,234 Epoch[29] Batch [11650-11700]	Speed: 215.26 samples/sec	accuracy=0.926250
+2020-04-14 09:12:17,879 Epoch[29] Batch [11700-11750]	Speed: 215.89 samples/sec	accuracy=0.929531
+2020-04-14 09:12:47,344 Epoch[29] Batch [11750-11800]	Speed: 217.21 samples/sec	accuracy=0.932813
+2020-04-14 09:13:17,312 Epoch[29] Batch [11800-11850]	Speed: 213.56 samples/sec	accuracy=0.931406
+2020-04-14 09:13:46,981 Epoch[29] Batch [11850-11900]	Speed: 215.72 samples/sec	accuracy=0.933125
+2020-04-14 09:14:16,534 Epoch[29] Batch [11900-11950]	Speed: 216.56 samples/sec	accuracy=0.932187
+2020-04-14 09:14:46,088 Epoch[29] Batch [11950-12000]	Speed: 216.56 samples/sec	accuracy=0.933750
+2020-04-14 09:15:15,688 Epoch[29] Batch [12000-12050]	Speed: 216.22 samples/sec	accuracy=0.930156
+2020-04-14 09:15:45,268 Epoch[29] Batch [12050-12100]	Speed: 216.36 samples/sec	accuracy=0.926562
+2020-04-14 09:16:14,659 Epoch[29] Batch [12100-12150]	Speed: 217.76 samples/sec	accuracy=0.930000
+2020-04-14 09:16:44,282 Epoch[29] Batch [12150-12200]	Speed: 216.05 samples/sec	accuracy=0.937656
+2020-04-14 09:17:13,861 Epoch[29] Batch [12200-12250]	Speed: 216.37 samples/sec	accuracy=0.931094
+2020-04-14 09:17:43,518 Epoch[29] Batch [12250-12300]	Speed: 215.80 samples/sec	accuracy=0.926406
+2020-04-14 09:18:13,191 Epoch[29] Batch [12300-12350]	Speed: 215.69 samples/sec	accuracy=0.930469
+2020-04-14 09:18:42,890 Epoch[29] Batch [12350-12400]	Speed: 215.49 samples/sec	accuracy=0.928750
+2020-04-14 09:19:12,730 Epoch[29] Batch [12400-12450]	Speed: 214.48 samples/sec	accuracy=0.934219
+2020-04-14 09:19:42,392 Epoch[29] Batch [12450-12500]	Speed: 215.77 samples/sec	accuracy=0.933125
+2020-04-14 09:20:11,897 Epoch[29] Batch [12500-12550]	Speed: 216.91 samples/sec	accuracy=0.928281
+2020-04-14 09:20:41,457 Epoch[29] Batch [12550-12600]	Speed: 216.51 samples/sec	accuracy=0.932969
+2020-04-14 09:21:11,355 Epoch[29] Batch [12600-12650]	Speed: 214.06 samples/sec	accuracy=0.933281
+2020-04-14 09:21:40,814 Epoch[29] Batch [12650-12700]	Speed: 217.26 samples/sec	accuracy=0.935937
+2020-04-14 09:22:10,674 Epoch[29] Batch [12700-12750]	Speed: 214.33 samples/sec	accuracy=0.937031
+2020-04-14 09:22:40,797 Epoch[29] Batch [12750-12800]	Speed: 212.46 samples/sec	accuracy=0.937344
+2020-04-14 09:23:10,419 Epoch[29] Batch [12800-12850]	Speed: 216.06 samples/sec	accuracy=0.929219
+2020-04-14 09:23:40,026 Epoch[29] Batch [12850-12900]	Speed: 216.17 samples/sec	accuracy=0.931094
+2020-04-14 09:24:09,661 Epoch[29] Batch [12900-12950]	Speed: 215.96 samples/sec	accuracy=0.927031
+2020-04-14 09:24:39,246 Epoch[29] Batch [12950-13000]	Speed: 216.33 samples/sec	accuracy=0.928594
+2020-04-14 09:25:08,860 Epoch[29] Batch [13000-13050]	Speed: 216.11 samples/sec	accuracy=0.927188
+2020-04-14 09:25:38,814 Epoch[29] Batch [13050-13100]	Speed: 213.67 samples/sec	accuracy=0.931875
+2020-04-14 09:26:08,433 Epoch[29] Batch [13100-13150]	Speed: 216.08 samples/sec	accuracy=0.930469
+2020-04-14 09:26:38,151 Epoch[29] Batch [13150-13200]	Speed: 215.36 samples/sec	accuracy=0.937813
+2020-04-14 09:27:07,852 Epoch[29] Batch [13200-13250]	Speed: 215.48 samples/sec	accuracy=0.930625
+2020-04-14 09:27:37,582 Epoch[29] Batch [13250-13300]	Speed: 215.28 samples/sec	accuracy=0.929531
+2020-04-14 09:28:07,295 Epoch[29] Batch [13300-13350]	Speed: 215.39 samples/sec	accuracy=0.931719
+2020-04-14 09:28:37,488 Epoch[29] Batch [13350-13400]	Speed: 211.97 samples/sec	accuracy=0.929219
+2020-04-14 09:29:07,084 Epoch[29] Batch [13400-13450]	Speed: 216.25 samples/sec	accuracy=0.935469
+2020-04-14 09:29:36,441 Epoch[29] Batch [13450-13500]	Speed: 218.00 samples/sec	accuracy=0.925312
+2020-04-14 09:30:05,992 Epoch[29] Batch [13500-13550]	Speed: 216.58 samples/sec	accuracy=0.925469
+2020-04-14 09:30:35,657 Epoch[29] Batch [13550-13600]	Speed: 215.75 samples/sec	accuracy=0.933125
+2020-04-14 09:31:05,320 Epoch[29] Batch [13600-13650]	Speed: 215.76 samples/sec	accuracy=0.927188
+2020-04-14 09:31:35,106 Epoch[29] Batch [13650-13700]	Speed: 214.87 samples/sec	accuracy=0.932656
+2020-04-14 09:32:04,892 Epoch[29] Batch [13700-13750]	Speed: 214.87 samples/sec	accuracy=0.930625
+2020-04-14 09:32:34,631 Epoch[29] Batch [13750-13800]	Speed: 215.21 samples/sec	accuracy=0.927344
+2020-04-14 09:33:04,131 Epoch[29] Batch [13800-13850]	Speed: 216.95 samples/sec	accuracy=0.930937
+2020-04-14 09:33:33,720 Epoch[29] Batch [13850-13900]	Speed: 216.30 samples/sec	accuracy=0.928125
+2020-04-14 09:34:03,296 Epoch[29] Batch [13900-13950]	Speed: 216.39 samples/sec	accuracy=0.924375
+2020-04-14 09:34:33,050 Epoch[29] Batch [13950-14000]	Speed: 215.10 samples/sec	accuracy=0.932500
+2020-04-14 09:35:02,830 Epoch[29] Batch [14000-14050]	Speed: 214.91 samples/sec	accuracy=0.931250
+2020-04-14 09:35:32,484 Epoch[29] Batch [14050-14100]	Speed: 215.82 samples/sec	accuracy=0.928906
+2020-04-14 09:36:02,119 Epoch[29] Batch [14100-14150]	Speed: 215.96 samples/sec	accuracy=0.934531
+2020-04-14 09:36:31,904 Epoch[29] Batch [14150-14200]	Speed: 214.88 samples/sec	accuracy=0.929375
+2020-04-14 09:37:01,598 Epoch[29] Batch [14200-14250]	Speed: 215.53 samples/sec	accuracy=0.932656
+2020-04-14 09:37:31,587 Epoch[29] Batch [14250-14300]	Speed: 213.42 samples/sec	accuracy=0.931562
+2020-04-14 09:38:01,097 Epoch[29] Batch [14300-14350]	Speed: 216.87 samples/sec	accuracy=0.928750
+2020-04-14 09:38:30,858 Epoch[29] Batch [14350-14400]	Speed: 215.05 samples/sec	accuracy=0.932969
+2020-04-14 09:39:00,550 Epoch[29] Batch [14400-14450]	Speed: 215.55 samples/sec	accuracy=0.924375
+2020-04-14 09:39:30,331 Epoch[29] Batch [14450-14500]	Speed: 214.90 samples/sec	accuracy=0.931406
+2020-04-14 09:40:00,185 Epoch[29] Batch [14500-14550]	Speed: 214.37 samples/sec	accuracy=0.933281
+2020-04-14 09:40:29,914 Epoch[29] Batch [14550-14600]	Speed: 215.28 samples/sec	accuracy=0.930469
+2020-04-14 09:40:59,580 Epoch[29] Batch [14600-14650]	Speed: 215.74 samples/sec	accuracy=0.926562
+2020-04-14 09:41:29,151 Epoch[29] Batch [14650-14700]	Speed: 216.43 samples/sec	accuracy=0.928281
+2020-04-14 09:41:58,744 Epoch[29] Batch [14700-14750]	Speed: 216.27 samples/sec	accuracy=0.931562
+2020-04-14 09:42:28,332 Epoch[29] Batch [14750-14800]	Speed: 216.30 samples/sec	accuracy=0.931719
+2020-04-14 09:42:57,949 Epoch[29] Batch [14800-14850]	Speed: 216.10 samples/sec	accuracy=0.929688
+2020-04-14 09:43:27,488 Epoch[29] Batch [14850-14900]	Speed: 216.66 samples/sec	accuracy=0.930312
+2020-04-14 09:43:57,659 Epoch[29] Batch [14900-14950]	Speed: 212.13 samples/sec	accuracy=0.929688
+2020-04-14 09:44:27,931 Epoch[29] Batch [14950-15000]	Speed: 211.42 samples/sec	accuracy=0.930156
+2020-04-14 09:44:57,323 Epoch[29] Batch [15000-15050]	Speed: 217.74 samples/sec	accuracy=0.930000
+2020-04-14 09:45:26,956 Epoch[29] Batch [15050-15100]	Speed: 215.98 samples/sec	accuracy=0.935312
+2020-04-14 09:45:56,666 Epoch[29] Batch [15100-15150]	Speed: 215.42 samples/sec	accuracy=0.934063
+2020-04-14 09:46:26,319 Epoch[29] Batch [15150-15200]	Speed: 215.83 samples/sec	accuracy=0.932969
+2020-04-14 09:46:56,064 Epoch[29] Batch [15200-15250]	Speed: 215.16 samples/sec	accuracy=0.930937
+2020-04-14 09:47:25,461 Epoch[29] Batch [15250-15300]	Speed: 217.71 samples/sec	accuracy=0.937813
+2020-04-14 09:47:55,486 Epoch[29] Batch [15300-15350]	Speed: 213.16 samples/sec	accuracy=0.930469
+2020-04-14 09:48:24,955 Epoch[29] Batch [15350-15400]	Speed: 217.18 samples/sec	accuracy=0.934063
+2020-04-14 09:48:54,688 Epoch[29] Batch [15400-15450]	Speed: 215.25 samples/sec	accuracy=0.931250
+2020-04-14 09:49:24,175 Epoch[29] Batch [15450-15500]	Speed: 217.05 samples/sec	accuracy=0.927344
+2020-04-14 09:49:53,636 Epoch[29] Batch [15500-15550]	Speed: 217.24 samples/sec	accuracy=0.931562
+2020-04-14 09:50:23,274 Epoch[29] Batch [15550-15600]	Speed: 215.94 samples/sec	accuracy=0.927656
+2020-04-14 09:50:53,104 Epoch[29] Batch [15600-15650]	Speed: 214.55 samples/sec	accuracy=0.928438
+2020-04-14 09:51:22,783 Epoch[29] Batch [15650-15700]	Speed: 215.64 samples/sec	accuracy=0.930937
+2020-04-14 09:51:52,498 Epoch[29] Batch [15700-15750]	Speed: 215.38 samples/sec	accuracy=0.929375
+2020-04-14 09:52:22,200 Epoch[29] Batch [15750-15800]	Speed: 215.47 samples/sec	accuracy=0.928594
+2020-04-14 09:52:51,864 Epoch[29] Batch [15800-15850]	Speed: 215.75 samples/sec	accuracy=0.928906
+2020-04-14 09:53:21,699 Epoch[29] Batch [15850-15900]	Speed: 214.51 samples/sec	accuracy=0.930625
+2020-04-14 09:53:51,453 Epoch[29] Batch [15900-15950]	Speed: 215.10 samples/sec	accuracy=0.926250
+2020-04-14 09:54:20,958 Epoch[29] Batch [15950-16000]	Speed: 216.92 samples/sec	accuracy=0.930156
+2020-04-14 09:54:50,401 Epoch[29] Batch [16000-16050]	Speed: 217.37 samples/sec	accuracy=0.929688
+2020-04-14 09:55:20,498 Epoch[29] Batch [16050-16100]	Speed: 212.65 samples/sec	accuracy=0.930625
+2020-04-14 09:55:50,152 Epoch[29] Batch [16100-16150]	Speed: 215.83 samples/sec	accuracy=0.931406
+2020-04-14 09:56:19,782 Epoch[29] Batch [16150-16200]	Speed: 215.99 samples/sec	accuracy=0.930469
+2020-04-14 09:56:49,457 Epoch[29] Batch [16200-16250]	Speed: 215.67 samples/sec	accuracy=0.932187
+2020-04-14 09:57:18,826 Epoch[29] Batch [16250-16300]	Speed: 217.92 samples/sec	accuracy=0.928906
+2020-04-14 09:57:48,713 Epoch[29] Batch [16300-16350]	Speed: 214.14 samples/sec	accuracy=0.932656
+2020-04-14 09:58:18,321 Epoch[29] Batch [16350-16400]	Speed: 216.16 samples/sec	accuracy=0.927344
+2020-04-14 09:58:47,966 Epoch[29] Batch [16400-16450]	Speed: 215.89 samples/sec	accuracy=0.931250
+2020-04-14 09:59:17,992 Epoch[29] Batch [16450-16500]	Speed: 213.15 samples/sec	accuracy=0.932187
+2020-04-14 09:59:47,497 Epoch[29] Batch [16500-16550]	Speed: 216.92 samples/sec	accuracy=0.935156
+2020-04-14 10:00:17,336 Epoch[29] Batch [16550-16600]	Speed: 214.48 samples/sec	accuracy=0.928906
+2020-04-14 10:00:47,113 Epoch[29] Batch [16600-16650]	Speed: 214.93 samples/sec	accuracy=0.930156
+2020-04-14 10:01:16,752 Epoch[29] Batch [16650-16700]	Speed: 215.94 samples/sec	accuracy=0.931562
+2020-04-14 10:01:46,407 Epoch[29] Batch [16700-16750]	Speed: 215.81 samples/sec	accuracy=0.931875
+2020-04-14 10:02:16,056 Epoch[29] Batch [16750-16800]	Speed: 215.86 samples/sec	accuracy=0.933906
+2020-04-14 10:02:45,395 Epoch[29] Batch [16800-16850]	Speed: 218.14 samples/sec	accuracy=0.930937
+2020-04-14 10:03:15,222 Epoch[29] Batch [16850-16900]	Speed: 214.58 samples/sec	accuracy=0.927656
+2020-04-14 10:03:45,021 Epoch[29] Batch [16900-16950]	Speed: 214.77 samples/sec	accuracy=0.932031
+2020-04-14 10:04:14,765 Epoch[29] Batch [16950-17000]	Speed: 215.17 samples/sec	accuracy=0.931406
+2020-04-14 10:04:44,302 Epoch[29] Batch [17000-17050]	Speed: 216.68 samples/sec	accuracy=0.933438
+2020-04-14 10:05:14,209 Epoch[29] Batch [17050-17100]	Speed: 214.00 samples/sec	accuracy=0.929219
+2020-04-14 10:05:44,118 Epoch[29] Batch [17100-17150]	Speed: 213.98 samples/sec	accuracy=0.925312
+2020-04-14 10:06:13,638 Epoch[29] Batch [17150-17200]	Speed: 216.81 samples/sec	accuracy=0.926406
+2020-04-14 10:06:43,256 Epoch[29] Batch [17200-17250]	Speed: 216.09 samples/sec	accuracy=0.935000
+2020-04-14 10:07:13,226 Epoch[29] Batch [17250-17300]	Speed: 213.54 samples/sec	accuracy=0.930937
+2020-04-14 10:07:42,961 Epoch[29] Batch [17300-17350]	Speed: 215.24 samples/sec	accuracy=0.929844
+2020-04-14 10:08:12,531 Epoch[29] Batch [17350-17400]	Speed: 216.44 samples/sec	accuracy=0.926250
+2020-04-14 10:08:42,172 Epoch[29] Batch [17400-17450]	Speed: 215.92 samples/sec	accuracy=0.931406
+2020-04-14 10:09:11,936 Epoch[29] Batch [17450-17500]	Speed: 215.03 samples/sec	accuracy=0.926562
+2020-04-14 10:09:41,571 Epoch[29] Batch [17500-17550]	Speed: 215.96 samples/sec	accuracy=0.930156
+2020-04-14 10:10:11,728 Epoch[29] Batch [17550-17600]	Speed: 212.22 samples/sec	accuracy=0.932969
+2020-04-14 10:10:41,361 Epoch[29] Batch [17600-17650]	Speed: 215.98 samples/sec	accuracy=0.932813
+2020-04-14 10:11:10,992 Epoch[29] Batch [17650-17700]	Speed: 215.99 samples/sec	accuracy=0.936094
+2020-04-14 10:11:40,732 Epoch[29] Batch [17700-17750]	Speed: 215.20 samples/sec	accuracy=0.931250
+2020-04-14 10:12:10,333 Epoch[29] Batch [17750-17800]	Speed: 216.21 samples/sec	accuracy=0.926875
+2020-04-14 10:12:39,940 Epoch[29] Batch [17800-17850]	Speed: 216.16 samples/sec	accuracy=0.935937
+2020-04-14 10:13:09,557 Epoch[29] Batch [17850-17900]	Speed: 216.10 samples/sec	accuracy=0.928594
+2020-04-14 10:13:39,267 Epoch[29] Batch [17900-17950]	Speed: 215.42 samples/sec	accuracy=0.932813
+2020-04-14 10:14:09,026 Epoch[29] Batch [17950-18000]	Speed: 215.06 samples/sec	accuracy=0.931406
+2020-04-14 10:14:39,024 Epoch[29] Batch [18000-18050]	Speed: 213.35 samples/sec	accuracy=0.925156
+2020-04-14 10:15:08,549 Epoch[29] Batch [18050-18100]	Speed: 216.77 samples/sec	accuracy=0.931875
+2020-04-14 10:15:38,273 Epoch[29] Batch [18100-18150]	Speed: 215.32 samples/sec	accuracy=0.934219
+2020-04-14 10:16:07,816 Epoch[29] Batch [18150-18200]	Speed: 216.63 samples/sec	accuracy=0.934063
+2020-04-14 10:16:37,653 Epoch[29] Batch [18200-18250]	Speed: 214.50 samples/sec	accuracy=0.931250
+2020-04-14 10:17:07,214 Epoch[29] Batch [18250-18300]	Speed: 216.51 samples/sec	accuracy=0.938438
+2020-04-14 10:17:36,942 Epoch[29] Batch [18300-18350]	Speed: 215.29 samples/sec	accuracy=0.925781
+2020-04-14 10:18:06,836 Epoch[29] Batch [18350-18400]	Speed: 214.09 samples/sec	accuracy=0.935937
+2020-04-14 10:18:36,518 Epoch[29] Batch [18400-18450]	Speed: 215.62 samples/sec	accuracy=0.926875
+2020-04-14 10:19:06,177 Epoch[29] Batch [18450-18500]	Speed: 215.79 samples/sec	accuracy=0.931562
+2020-04-14 10:19:35,833 Epoch[29] Batch [18500-18550]	Speed: 215.81 samples/sec	accuracy=0.935469
+2020-04-14 10:20:05,276 Epoch[29] Batch [18550-18600]	Speed: 217.37 samples/sec	accuracy=0.934063
+2020-04-14 10:20:34,832 Epoch[29] Batch [18600-18650]	Speed: 216.53 samples/sec	accuracy=0.928281
+2020-04-14 10:21:04,314 Epoch[29] Batch [18650-18700]	Speed: 217.09 samples/sec	accuracy=0.933594
+2020-04-14 10:21:33,972 Epoch[29] Batch [18700-18750]	Speed: 215.80 samples/sec	accuracy=0.927656
+2020-04-14 10:22:04,106 Epoch[29] Batch [18750-18800]	Speed: 212.39 samples/sec	accuracy=0.930000
+2020-04-14 10:22:33,793 Epoch[29] Batch [18800-18850]	Speed: 215.59 samples/sec	accuracy=0.931250
+2020-04-14 10:23:03,296 Epoch[29] Batch [18850-18900]	Speed: 216.92 samples/sec	accuracy=0.935937
+2020-04-14 10:23:33,498 Epoch[29] Batch [18900-18950]	Speed: 211.91 samples/sec	accuracy=0.931094
+2020-04-14 10:24:03,412 Epoch[29] Batch [18950-19000]	Speed: 213.95 samples/sec	accuracy=0.931094
+2020-04-14 10:24:33,248 Epoch[29] Batch [19000-19050]	Speed: 214.51 samples/sec	accuracy=0.936875
+2020-04-14 10:25:02,903 Epoch[29] Batch [19050-19100]	Speed: 215.82 samples/sec	accuracy=0.926562
+2020-04-14 10:25:32,488 Epoch[29] Batch [19100-19150]	Speed: 216.33 samples/sec	accuracy=0.927813
+2020-04-14 10:26:02,111 Epoch[29] Batch [19150-19200]	Speed: 216.05 samples/sec	accuracy=0.936562
+2020-04-14 10:26:31,697 Epoch[29] Batch [19200-19250]	Speed: 216.32 samples/sec	accuracy=0.924844
+2020-04-14 10:27:01,345 Epoch[29] Batch [19250-19300]	Speed: 215.87 samples/sec	accuracy=0.925625
+2020-04-14 10:27:31,317 Epoch[29] Batch [19300-19350]	Speed: 213.54 samples/sec	accuracy=0.926562
+2020-04-14 10:28:01,142 Epoch[29] Batch [19350-19400]	Speed: 214.58 samples/sec	accuracy=0.926094
+2020-04-14 10:28:30,586 Epoch[29] Batch [19400-19450]	Speed: 217.36 samples/sec	accuracy=0.934063
+2020-04-14 10:29:00,666 Epoch[29] Batch [19450-19500]	Speed: 212.77 samples/sec	accuracy=0.925625
+2020-04-14 10:29:30,268 Epoch[29] Batch [19500-19550]	Speed: 216.20 samples/sec	accuracy=0.931094
+2020-04-14 10:29:59,782 Epoch[29] Batch [19550-19600]	Speed: 216.85 samples/sec	accuracy=0.936719
+2020-04-14 10:30:29,357 Epoch[29] Batch [19600-19650]	Speed: 216.40 samples/sec	accuracy=0.934375
+2020-04-14 10:30:59,007 Epoch[29] Batch [19650-19700]	Speed: 215.85 samples/sec	accuracy=0.927188
+2020-04-14 10:31:28,547 Epoch[29] Batch [19700-19750]	Speed: 216.66 samples/sec	accuracy=0.932813
+2020-04-14 10:31:58,076 Epoch[29] Batch [19750-19800]	Speed: 216.73 samples/sec	accuracy=0.927500
+2020-04-14 10:32:27,581 Epoch[29] Batch [19800-19850]	Speed: 216.92 samples/sec	accuracy=0.927656
+2020-04-14 10:32:57,649 Epoch[29] Batch [19850-19900]	Speed: 212.85 samples/sec	accuracy=0.925937
+2020-04-14 10:33:27,311 Epoch[29] Batch [19900-19950]	Speed: 215.76 samples/sec	accuracy=0.931875
+2020-04-14 10:33:57,083 Epoch[29] Batch [19950-20000]	Speed: 214.97 samples/sec	accuracy=0.930781
+2020-04-14 10:34:26,597 Epoch[29] Batch [20000-20050]	Speed: 216.84 samples/sec	accuracy=0.929531
+2020-04-14 10:34:56,253 Epoch[29] Batch [20050-20100]	Speed: 215.81 samples/sec	accuracy=0.933906
+2020-04-14 10:35:25,413 Epoch[29] Batch [20100-20150]	Speed: 219.48 samples/sec	accuracy=0.931094
+2020-04-14 10:35:54,869 Epoch[29] Batch [20150-20200]	Speed: 217.27 samples/sec	accuracy=0.936719
+2020-04-14 10:36:24,561 Epoch[29] Batch [20200-20250]	Speed: 215.55 samples/sec	accuracy=0.929375
+2020-04-14 10:36:54,417 Epoch[29] Batch [20250-20300]	Speed: 214.36 samples/sec	accuracy=0.928906
+2020-04-14 10:37:24,316 Epoch[29] Batch [20300-20350]	Speed: 214.06 samples/sec	accuracy=0.927813
+2020-04-14 10:37:53,887 Epoch[29] Batch [20350-20400]	Speed: 216.43 samples/sec	accuracy=0.931094
+2020-04-14 10:38:23,680 Epoch[29] Batch [20400-20450]	Speed: 214.81 samples/sec	accuracy=0.930781
+2020-04-14 10:38:53,108 Epoch[29] Batch [20450-20500]	Speed: 217.48 samples/sec	accuracy=0.931875
+2020-04-14 10:39:22,710 Epoch[29] Batch [20500-20550]	Speed: 216.20 samples/sec	accuracy=0.934531
+2020-04-14 10:39:52,448 Epoch[29] Batch [20550-20600]	Speed: 215.21 samples/sec	accuracy=0.932500
+2020-04-14 10:40:22,347 Epoch[29] Batch [20600-20650]	Speed: 214.06 samples/sec	accuracy=0.934844
+2020-04-14 10:40:52,260 Epoch[29] Batch [20650-20700]	Speed: 213.96 samples/sec	accuracy=0.936562
+2020-04-14 10:41:21,983 Epoch[29] Batch [20700-20750]	Speed: 215.32 samples/sec	accuracy=0.927344
+2020-04-14 10:41:54,366 Epoch[29] Batch [20750-20800]	Speed: 197.64 samples/sec	accuracy=0.929688
+2020-04-14 10:42:26,225 Epoch[29] Batch [20800-20850]	Speed: 200.89 samples/sec	accuracy=0.926719
+2020-04-14 10:42:58,286 Epoch[29] Batch [20850-20900]	Speed: 199.62 samples/sec	accuracy=0.927344
+2020-04-14 10:43:29,958 Epoch[29] Batch [20900-20950]	Speed: 202.07 samples/sec	accuracy=0.930625
+2020-04-14 10:44:01,784 Epoch[29] Batch [20950-21000]	Speed: 201.09 samples/sec	accuracy=0.933906
+2020-04-14 10:44:34,263 Epoch[29] Batch [21000-21050]	Speed: 197.05 samples/sec	accuracy=0.931875
+2020-04-14 10:45:05,769 Epoch[29] Batch [21050-21100]	Speed: 203.14 samples/sec	accuracy=0.930781
+2020-04-14 10:45:37,480 Epoch[29] Batch [21100-21150]	Speed: 201.82 samples/sec	accuracy=0.934063
+2020-04-14 10:46:09,551 Epoch[29] Batch [21150-21200]	Speed: 199.56 samples/sec	accuracy=0.922031
+2020-04-14 10:46:41,579 Epoch[29] Batch [21200-21250]	Speed: 199.83 samples/sec	accuracy=0.936250
+2020-04-14 10:47:13,393 Epoch[29] Batch [21250-21300]	Speed: 201.17 samples/sec	accuracy=0.932500
+2020-04-14 10:47:45,363 Epoch[29] Batch [21300-21350]	Speed: 200.19 samples/sec	accuracy=0.924063
+2020-04-14 10:48:17,302 Epoch[29] Batch [21350-21400]	Speed: 200.39 samples/sec	accuracy=0.934844
+2020-04-14 10:48:49,040 Epoch[29] Batch [21400-21450]	Speed: 201.65 samples/sec	accuracy=0.933281
+2020-04-14 10:49:20,847 Epoch[29] Batch [21450-21500]	Speed: 201.22 samples/sec	accuracy=0.927344
+2020-04-14 10:49:50,258 Epoch[29] Batch [21500-21550]	Speed: 217.61 samples/sec	accuracy=0.932344
+2020-04-14 10:50:19,751 Epoch[29] Batch [21550-21600]	Speed: 217.00 samples/sec	accuracy=0.930469
+2020-04-14 10:50:49,023 Epoch[29] Batch [21600-21650]	Speed: 218.64 samples/sec	accuracy=0.930156
+2020-04-14 10:51:18,333 Epoch[29] Batch [21650-21700]	Speed: 218.36 samples/sec	accuracy=0.927656
+2020-04-14 10:51:47,745 Epoch[29] Batch [21700-21750]	Speed: 217.60 samples/sec	accuracy=0.934844
+2020-04-14 10:52:17,161 Epoch[29] Batch [21750-21800]	Speed: 217.57 samples/sec	accuracy=0.938594
+2020-04-14 10:52:46,549 Epoch[29] Batch [21800-21850]	Speed: 217.78 samples/sec	accuracy=0.927813
+2020-04-14 10:53:16,042 Epoch[29] Batch [21850-21900]	Speed: 217.00 samples/sec	accuracy=0.929844
+2020-04-14 10:53:45,377 Epoch[29] Batch [21900-21950]	Speed: 218.17 samples/sec	accuracy=0.927656
+2020-04-14 10:54:14,815 Epoch[29] Batch [21950-22000]	Speed: 217.41 samples/sec	accuracy=0.929219
+2020-04-14 10:54:44,157 Epoch[29] Batch [22000-22050]	Speed: 218.12 samples/sec	accuracy=0.927344
+2020-04-14 10:55:13,488 Epoch[29] Batch [22050-22100]	Speed: 218.20 samples/sec	accuracy=0.925625
+2020-04-14 10:55:42,866 Epoch[29] Batch [22100-22150]	Speed: 217.85 samples/sec	accuracy=0.928750
+2020-04-14 10:56:11,933 Epoch[29] Batch [22150-22200]	Speed: 220.19 samples/sec	accuracy=0.932344
+2020-04-14 10:56:41,135 Epoch[29] Batch [22200-22250]	Speed: 219.16 samples/sec	accuracy=0.925000
+2020-04-14 10:57:10,512 Epoch[29] Batch [22250-22300]	Speed: 217.86 samples/sec	accuracy=0.931562
+2020-04-14 10:57:39,981 Epoch[29] Batch [22300-22350]	Speed: 217.17 samples/sec	accuracy=0.928750
+2020-04-14 10:58:09,409 Epoch[29] Batch [22350-22400]	Speed: 217.48 samples/sec	accuracy=0.927813
+2020-04-14 10:58:38,668 Epoch[29] Batch [22400-22450]	Speed: 218.73 samples/sec	accuracy=0.924687
+2020-04-14 10:59:08,397 Epoch[29] Batch [22450-22500]	Speed: 215.28 samples/sec	accuracy=0.929375
+2020-04-14 10:59:37,907 Epoch[29] Batch [22500-22550]	Speed: 216.88 samples/sec	accuracy=0.931250
+2020-04-14 11:00:07,002 Epoch[29] Batch [22550-22600]	Speed: 219.97 samples/sec	accuracy=0.938125
+2020-04-14 11:00:36,427 Epoch[29] Batch [22600-22650]	Speed: 217.50 samples/sec	accuracy=0.928281
+2020-04-14 11:01:05,857 Epoch[29] Batch [22650-22700]	Speed: 217.47 samples/sec	accuracy=0.927344
+2020-04-14 11:01:35,189 Epoch[29] Batch [22700-22750]	Speed: 218.19 samples/sec	accuracy=0.928438
+2020-04-14 11:02:04,425 Epoch[29] Batch [22750-22800]	Speed: 218.91 samples/sec	accuracy=0.928438
+2020-04-14 11:02:33,630 Epoch[29] Batch [22800-22850]	Speed: 219.15 samples/sec	accuracy=0.933906
+2020-04-14 11:03:03,055 Epoch[29] Batch [22850-22900]	Speed: 217.50 samples/sec	accuracy=0.929219
+2020-04-14 11:03:32,517 Epoch[29] Batch [22900-22950]	Speed: 217.23 samples/sec	accuracy=0.932969
+2020-04-14 11:04:01,783 Epoch[29] Batch [22950-23000]	Speed: 218.69 samples/sec	accuracy=0.927813
+2020-04-14 11:04:31,413 Epoch[29] Batch [23000-23050]	Speed: 216.00 samples/sec	accuracy=0.933125
+2020-04-14 11:05:00,872 Epoch[29] Batch [23050-23100]	Speed: 217.25 samples/sec	accuracy=0.929063
+2020-04-14 11:05:30,317 Epoch[29] Batch [23100-23150]	Speed: 217.36 samples/sec	accuracy=0.929219
+2020-04-14 11:05:59,704 Epoch[29] Batch [23150-23200]	Speed: 217.78 samples/sec	accuracy=0.928438
+2020-04-14 11:06:28,924 Epoch[29] Batch [23200-23250]	Speed: 219.03 samples/sec	accuracy=0.930000
+2020-04-14 11:06:58,208 Epoch[29] Batch [23250-23300]	Speed: 218.55 samples/sec	accuracy=0.935000
+2020-04-14 11:07:27,475 Epoch[29] Batch [23300-23350]	Speed: 218.68 samples/sec	accuracy=0.926875
+2020-04-14 11:07:56,786 Epoch[29] Batch [23350-23400]	Speed: 218.35 samples/sec	accuracy=0.926562
+2020-04-14 11:08:25,916 Epoch[29] Batch [23400-23450]	Speed: 219.71 samples/sec	accuracy=0.930781
+2020-04-14 11:08:55,406 Epoch[29] Batch [23450-23500]	Speed: 217.02 samples/sec	accuracy=0.929063
+2020-04-14 11:09:24,656 Epoch[29] Batch [23500-23550]	Speed: 218.81 samples/sec	accuracy=0.931562
+2020-04-14 11:09:54,042 Epoch[29] Batch [23550-23600]	Speed: 217.79 samples/sec	accuracy=0.934688
+2020-04-14 11:10:23,329 Epoch[29] Batch [23600-23650]	Speed: 218.53 samples/sec	accuracy=0.935000
+2020-04-14 11:10:52,556 Epoch[29] Batch [23650-23700]	Speed: 218.98 samples/sec	accuracy=0.930000
+2020-04-14 11:11:22,159 Epoch[29] Batch [23700-23750]	Speed: 216.20 samples/sec	accuracy=0.934219
+2020-04-14 11:11:51,642 Epoch[29] Batch [23750-23800]	Speed: 217.08 samples/sec	accuracy=0.931562
+2020-04-14 11:12:20,850 Epoch[29] Batch [23800-23850]	Speed: 219.12 samples/sec	accuracy=0.930469
+2020-04-14 11:12:50,201 Epoch[29] Batch [23850-23900]	Speed: 218.06 samples/sec	accuracy=0.931875
+2020-04-14 11:13:19,499 Epoch[29] Batch [23900-23950]	Speed: 218.44 samples/sec	accuracy=0.934844
+2020-04-14 11:13:49,290 Epoch[29] Batch [23950-24000]	Speed: 214.83 samples/sec	accuracy=0.927656
+2020-04-14 11:14:19,231 Epoch[29] Batch [24000-24050]	Speed: 213.75 samples/sec	accuracy=0.926094
+2020-04-14 11:14:48,452 Epoch[29] Batch [24050-24100]	Speed: 219.03 samples/sec	accuracy=0.932187
+2020-04-14 11:15:17,852 Epoch[29] Batch [24100-24150]	Speed: 217.69 samples/sec	accuracy=0.933125
+2020-04-14 11:15:47,202 Epoch[29] Batch [24150-24200]	Speed: 218.06 samples/sec	accuracy=0.932031
+2020-04-14 11:16:16,320 Epoch[29] Batch [24200-24250]	Speed: 219.80 samples/sec	accuracy=0.929063
+2020-04-14 11:16:45,766 Epoch[29] Batch [24250-24300]	Speed: 217.35 samples/sec	accuracy=0.932187
+2020-04-14 11:17:14,965 Epoch[29] Batch [24300-24350]	Speed: 219.19 samples/sec	accuracy=0.928750
+2020-04-14 11:17:44,447 Epoch[29] Batch [24350-24400]	Speed: 217.09 samples/sec	accuracy=0.927188
+2020-04-14 11:18:13,852 Epoch[29] Batch [24400-24450]	Speed: 217.65 samples/sec	accuracy=0.931406
+2020-04-14 11:18:43,409 Epoch[29] Batch [24450-24500]	Speed: 216.53 samples/sec	accuracy=0.929688
+2020-04-14 11:19:12,634 Epoch[29] Batch [24500-24550]	Speed: 219.00 samples/sec	accuracy=0.927344
+2020-04-14 11:19:42,049 Epoch[29] Batch [24550-24600]	Speed: 217.58 samples/sec	accuracy=0.939844
+2020-04-14 11:20:11,466 Epoch[29] Batch [24600-24650]	Speed: 217.56 samples/sec	accuracy=0.935312
+2020-04-14 11:20:40,735 Epoch[29] Batch [24650-24700]	Speed: 218.66 samples/sec	accuracy=0.926719
+2020-04-14 11:21:10,196 Epoch[29] Batch [24700-24750]	Speed: 217.24 samples/sec	accuracy=0.934688
+2020-04-14 11:21:39,474 Epoch[29] Batch [24750-24800]	Speed: 218.60 samples/sec	accuracy=0.929531
+2020-04-14 11:22:09,122 Epoch[29] Batch [24800-24850]	Speed: 215.87 samples/sec	accuracy=0.924844
+2020-04-14 11:22:38,309 Epoch[29] Batch [24850-24900]	Speed: 219.28 samples/sec	accuracy=0.932031
+2020-04-14 11:23:07,674 Epoch[29] Batch [24900-24950]	Speed: 217.94 samples/sec	accuracy=0.927969
+2020-04-14 11:23:36,978 Epoch[29] Batch [24950-25000]	Speed: 218.40 samples/sec	accuracy=0.925469
+2020-04-14 11:24:06,445 Epoch[29] Batch [25000-25050]	Speed: 217.19 samples/sec	accuracy=0.925156
+2020-04-14 11:24:35,776 Epoch[29] Batch [25050-25100]	Speed: 218.20 samples/sec	accuracy=0.932187
+2020-04-14 11:25:05,257 Epoch[29] Batch [25100-25150]	Speed: 217.09 samples/sec	accuracy=0.930000
+2020-04-14 11:25:34,772 Epoch[29] Batch [25150-25200]	Speed: 216.84 samples/sec	accuracy=0.936250
+2020-04-14 11:26:04,292 Epoch[29] Batch [25200-25250]	Speed: 216.81 samples/sec	accuracy=0.929219
+2020-04-14 11:26:33,380 Epoch[29] Batch [25250-25300]	Speed: 220.02 samples/sec	accuracy=0.929844
+2020-04-14 11:27:05,074 Epoch[29] Batch [25300-25350]	Speed: 201.94 samples/sec	accuracy=0.930156
+2020-04-14 11:27:36,717 Epoch[29] Batch [25350-25400]	Speed: 202.26 samples/sec	accuracy=0.933281
+2020-04-14 11:28:08,599 Epoch[29] Batch [25400-25450]	Speed: 200.74 samples/sec	accuracy=0.929688
+2020-04-14 11:28:40,671 Epoch[29] Batch [25450-25500]	Speed: 199.56 samples/sec	accuracy=0.928594
+2020-04-14 11:29:12,982 Epoch[29] Batch [25500-25550]	Speed: 198.07 samples/sec	accuracy=0.930625
+2020-04-14 11:29:44,940 Epoch[29] Batch [25550-25600]	Speed: 200.26 samples/sec	accuracy=0.931406
+2020-04-14 11:30:16,867 Epoch[29] Batch [25600-25650]	Speed: 200.46 samples/sec	accuracy=0.935781
+2020-04-14 11:30:49,008 Epoch[29] Batch [25650-25700]	Speed: 199.12 samples/sec	accuracy=0.935625
+2020-04-14 11:31:20,750 Epoch[29] Batch [25700-25750]	Speed: 201.63 samples/sec	accuracy=0.932187
+2020-04-14 11:31:52,701 Epoch[29] Batch [25750-25800]	Speed: 200.31 samples/sec	accuracy=0.932969
+2020-04-14 11:32:24,458 Epoch[29] Batch [25800-25850]	Speed: 201.53 samples/sec	accuracy=0.929063
+2020-04-14 11:32:56,278 Epoch[29] Batch [25850-25900]	Speed: 201.13 samples/sec	accuracy=0.932031
+2020-04-14 11:33:28,131 Epoch[29] Batch [25900-25950]	Speed: 200.92 samples/sec	accuracy=0.926719
+2020-04-14 11:33:59,902 Epoch[29] Batch [25950-26000]	Speed: 201.44 samples/sec	accuracy=0.932500
+2020-04-14 11:34:31,418 Epoch[29] Batch [26000-26050]	Speed: 203.07 samples/sec	accuracy=0.931719
+2020-04-14 11:35:03,035 Epoch[29] Batch [26050-26100]	Speed: 202.43 samples/sec	accuracy=0.927969
+2020-04-14 11:35:34,636 Epoch[29] Batch [26100-26150]	Speed: 202.52 samples/sec	accuracy=0.932031
+2020-04-14 11:36:06,641 Epoch[29] Batch [26150-26200]	Speed: 199.97 samples/sec	accuracy=0.927969
+2020-04-14 11:36:38,457 Epoch[29] Batch [26200-26250]	Speed: 201.15 samples/sec	accuracy=0.929688
+2020-04-14 11:37:10,412 Epoch[29] Batch [26250-26300]	Speed: 200.28 samples/sec	accuracy=0.929219
+2020-04-14 11:37:42,266 Epoch[29] Batch [26300-26350]	Speed: 200.92 samples/sec	accuracy=0.935156
+2020-04-14 11:38:14,229 Epoch[29] Batch [26350-26400]	Speed: 200.23 samples/sec	accuracy=0.932344
+2020-04-14 11:38:46,323 Epoch[29] Batch [26400-26450]	Speed: 199.41 samples/sec	accuracy=0.932969
+2020-04-14 11:39:18,515 Epoch[29] Batch [26450-26500]	Speed: 198.81 samples/sec	accuracy=0.927344
+2020-04-14 11:39:49,779 Epoch[29] Batch [26500-26550]	Speed: 204.71 samples/sec	accuracy=0.928438
+2020-04-14 11:40:21,849 Epoch[29] Batch [26550-26600]	Speed: 199.57 samples/sec	accuracy=0.929375
+2020-04-14 11:40:53,895 Epoch[29] Batch [26600-26650]	Speed: 199.71 samples/sec	accuracy=0.930000
+2020-04-14 11:41:25,983 Epoch[29] Batch [26650-26700]	Speed: 199.46 samples/sec	accuracy=0.935937
+2020-04-14 11:41:58,005 Epoch[29] Batch [26700-26750]	Speed: 199.86 samples/sec	accuracy=0.933281
+2020-04-14 11:42:29,695 Epoch[29] Batch [26750-26800]	Speed: 201.96 samples/sec	accuracy=0.930937
+2020-04-14 11:43:01,615 Epoch[29] Batch [26800-26850]	Speed: 200.51 samples/sec	accuracy=0.932969
+2020-04-14 11:43:33,181 Epoch[29] Batch [26850-26900]	Speed: 202.75 samples/sec	accuracy=0.935469
+2020-04-14 11:44:05,039 Epoch[29] Batch [26900-26950]	Speed: 200.89 samples/sec	accuracy=0.933750
+2020-04-14 11:44:37,247 Epoch[29] Batch [26950-27000]	Speed: 198.71 samples/sec	accuracy=0.929688
+2020-04-14 11:45:09,115 Epoch[29] Batch [27000-27050]	Speed: 200.83 samples/sec	accuracy=0.930000
+2020-04-14 11:45:41,875 Epoch[29] Batch [27050-27100]	Speed: 195.36 samples/sec	accuracy=0.929688
+2020-04-14 11:46:13,741 Epoch[29] Batch [27100-27150]	Speed: 200.84 samples/sec	accuracy=0.923750
+2020-04-14 11:46:45,758 Epoch[29] Batch [27150-27200]	Speed: 199.90 samples/sec	accuracy=0.934063
+2020-04-14 11:47:17,902 Epoch[29] Batch [27200-27250]	Speed: 199.11 samples/sec	accuracy=0.930312
+2020-04-14 11:47:49,798 Epoch[29] Batch [27250-27300]	Speed: 200.65 samples/sec	accuracy=0.930156
+2020-04-14 11:48:21,762 Epoch[29] Batch [27300-27350]	Speed: 200.23 samples/sec	accuracy=0.928594
+2020-04-14 11:48:53,490 Epoch[29] Batch [27350-27400]	Speed: 201.72 samples/sec	accuracy=0.932813
+2020-04-14 11:49:25,225 Epoch[29] Batch [27400-27450]	Speed: 201.67 samples/sec	accuracy=0.933594
+2020-04-14 11:49:57,071 Epoch[29] Batch [27450-27500]	Speed: 200.97 samples/sec	accuracy=0.926094
+2020-04-14 11:50:28,540 Epoch[29] Batch [27500-27550]	Speed: 203.37 samples/sec	accuracy=0.932969
+2020-04-14 11:51:00,452 Epoch[29] Batch [27550-27600]	Speed: 200.56 samples/sec	accuracy=0.933750
+2020-04-14 11:51:32,153 Epoch[29] Batch [27600-27650]	Speed: 201.89 samples/sec	accuracy=0.930000
+2020-04-14 11:52:03,825 Epoch[29] Batch [27650-27700]	Speed: 202.07 samples/sec	accuracy=0.930469
+2020-04-14 11:52:36,033 Epoch[29] Batch [27700-27750]	Speed: 198.71 samples/sec	accuracy=0.931250
+2020-04-14 11:53:08,021 Epoch[29] Batch [27750-27800]	Speed: 200.08 samples/sec	accuracy=0.928281
+2020-04-14 11:53:39,356 Epoch[29] Batch [27800-27850]	Speed: 204.24 samples/sec	accuracy=0.929844
+2020-04-14 11:54:11,288 Epoch[29] Batch [27850-27900]	Speed: 200.43 samples/sec	accuracy=0.931094
+2020-04-14 11:54:43,209 Epoch[29] Batch [27900-27950]	Speed: 200.50 samples/sec	accuracy=0.931562
+2020-04-14 11:55:15,420 Epoch[29] Batch [27950-28000]	Speed: 198.69 samples/sec	accuracy=0.926094
+2020-04-14 11:55:47,161 Epoch[29] Batch [28000-28050]	Speed: 201.63 samples/sec	accuracy=0.931875
+2020-04-14 11:56:19,122 Epoch[29] Batch [28050-28100]	Speed: 200.25 samples/sec	accuracy=0.931250
+2020-04-14 11:56:50,876 Epoch[29] Batch [28100-28150]	Speed: 201.55 samples/sec	accuracy=0.933125
+2020-04-14 11:57:22,827 Epoch[29] Batch [28150-28200]	Speed: 200.31 samples/sec	accuracy=0.928750
+2020-04-14 11:57:47,608 Epoch[29] Train-accuracy=0.930640
+2020-04-14 11:57:47,608 Epoch[29] Time cost=16907.756
+2020-04-14 11:57:47,883 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0030.params"
+2020-04-14 12:28:08,146 Epoch[29] Validation-accuracy=0.969474
+2020-04-14 12:28:48,374 Epoch[30] Batch [0-50]	Speed: 200.69 samples/sec	accuracy=0.926930
+2020-04-14 12:29:20,230 Epoch[30] Batch [50-100]	Speed: 200.91 samples/sec	accuracy=0.937187
+2020-04-14 12:29:52,304 Epoch[30] Batch [100-150]	Speed: 199.54 samples/sec	accuracy=0.933281
+2020-04-14 12:30:24,233 Epoch[30] Batch [150-200]	Speed: 200.45 samples/sec	accuracy=0.927188
+2020-04-14 12:30:56,053 Epoch[30] Batch [200-250]	Speed: 201.13 samples/sec	accuracy=0.929844
+2020-04-14 12:31:27,979 Epoch[30] Batch [250-300]	Speed: 200.47 samples/sec	accuracy=0.930312
+2020-04-14 12:31:59,854 Epoch[30] Batch [300-350]	Speed: 200.78 samples/sec	accuracy=0.927969
+2020-04-14 12:32:31,665 Epoch[30] Batch [350-400]	Speed: 201.19 samples/sec	accuracy=0.929063
+2020-04-14 12:33:03,303 Epoch[30] Batch [400-450]	Speed: 202.29 samples/sec	accuracy=0.930781
+2020-04-14 12:33:35,117 Epoch[30] Batch [450-500]	Speed: 201.17 samples/sec	accuracy=0.929375
+2020-04-14 12:34:06,812 Epoch[30] Batch [500-550]	Speed: 201.92 samples/sec	accuracy=0.933281
+2020-04-14 12:34:39,099 Epoch[30] Batch [550-600]	Speed: 198.22 samples/sec	accuracy=0.929219
+2020-04-14 12:35:11,276 Epoch[30] Batch [600-650]	Speed: 198.90 samples/sec	accuracy=0.930156
+2020-04-14 12:35:42,745 Epoch[30] Batch [650-700]	Speed: 203.38 samples/sec	accuracy=0.929219
+2020-04-14 12:36:14,241 Epoch[30] Batch [700-750]	Speed: 203.20 samples/sec	accuracy=0.928281
+2020-04-14 12:36:45,341 Epoch[30] Batch [750-800]	Speed: 205.79 samples/sec	accuracy=0.927969
+2020-04-14 12:37:16,807 Epoch[30] Batch [800-850]	Speed: 203.40 samples/sec	accuracy=0.931562
+2020-04-14 12:37:48,936 Epoch[30] Batch [850-900]	Speed: 199.19 samples/sec	accuracy=0.928906
+2020-04-14 12:38:20,573 Epoch[30] Batch [900-950]	Speed: 202.30 samples/sec	accuracy=0.927500
+2020-04-14 12:38:51,984 Epoch[30] Batch [950-1000]	Speed: 203.75 samples/sec	accuracy=0.926250
+2020-04-14 12:39:24,251 Epoch[30] Batch [1000-1050]	Speed: 198.35 samples/sec	accuracy=0.937031
+2020-04-14 12:39:55,814 Epoch[30] Batch [1050-1100]	Speed: 202.77 samples/sec	accuracy=0.930937
+2020-04-14 12:40:27,602 Epoch[30] Batch [1100-1150]	Speed: 201.34 samples/sec	accuracy=0.931406
+2020-04-14 12:40:59,607 Epoch[30] Batch [1150-1200]	Speed: 199.97 samples/sec	accuracy=0.935625
+2020-04-14 12:41:31,746 Epoch[30] Batch [1200-1250]	Speed: 199.14 samples/sec	accuracy=0.931094
+2020-04-14 12:42:03,095 Epoch[30] Batch [1250-1300]	Speed: 204.16 samples/sec	accuracy=0.927031
+2020-04-14 12:42:34,694 Epoch[30] Batch [1300-1350]	Speed: 202.54 samples/sec	accuracy=0.930312
+2020-04-14 12:43:06,938 Epoch[30] Batch [1350-1400]	Speed: 198.48 samples/sec	accuracy=0.934531
+2020-04-14 12:43:38,985 Epoch[30] Batch [1400-1450]	Speed: 199.71 samples/sec	accuracy=0.926719
+2020-04-14 12:44:10,887 Epoch[30] Batch [1450-1500]	Speed: 200.62 samples/sec	accuracy=0.928594
+2020-04-14 12:44:42,687 Epoch[30] Batch [1500-1550]	Speed: 201.26 samples/sec	accuracy=0.935156
+2020-04-14 12:45:14,381 Epoch[30] Batch [1550-1600]	Speed: 201.93 samples/sec	accuracy=0.932187
+2020-04-14 12:45:46,172 Epoch[30] Batch [1600-1650]	Speed: 201.32 samples/sec	accuracy=0.933438
+2020-04-14 12:46:17,914 Epoch[30] Batch [1650-1700]	Speed: 201.63 samples/sec	accuracy=0.936406
+2020-04-14 12:46:49,913 Epoch[30] Batch [1700-1750]	Speed: 200.01 samples/sec	accuracy=0.934844
+2020-04-14 12:47:21,390 Epoch[30] Batch [1750-1800]	Speed: 203.33 samples/sec	accuracy=0.931875
+2020-04-14 12:47:53,156 Epoch[30] Batch [1800-1850]	Speed: 201.47 samples/sec	accuracy=0.929844
+2020-04-14 12:48:25,248 Epoch[30] Batch [1850-1900]	Speed: 199.43 samples/sec	accuracy=0.930156
+2020-04-14 12:48:57,044 Epoch[30] Batch [1900-1950]	Speed: 201.29 samples/sec	accuracy=0.933281
+2020-04-14 12:49:28,551 Epoch[30] Batch [1950-2000]	Speed: 203.13 samples/sec	accuracy=0.931406
+2020-04-14 12:50:00,441 Epoch[30] Batch [2000-2050]	Speed: 200.69 samples/sec	accuracy=0.932500
+2020-04-14 12:50:31,847 Epoch[30] Batch [2050-2100]	Speed: 203.79 samples/sec	accuracy=0.931250
+2020-04-14 12:51:03,942 Epoch[30] Batch [2100-2150]	Speed: 199.41 samples/sec	accuracy=0.930781
+2020-04-14 12:51:36,043 Epoch[30] Batch [2150-2200]	Speed: 199.37 samples/sec	accuracy=0.929063
+2020-04-14 12:52:07,863 Epoch[30] Batch [2200-2250]	Speed: 201.13 samples/sec	accuracy=0.930937
+2020-04-14 12:52:39,545 Epoch[30] Batch [2250-2300]	Speed: 202.01 samples/sec	accuracy=0.925000
+2020-04-14 12:53:11,503 Epoch[30] Batch [2300-2350]	Speed: 200.27 samples/sec	accuracy=0.928750
+2020-04-14 12:53:43,965 Epoch[30] Batch [2350-2400]	Speed: 197.15 samples/sec	accuracy=0.927031
+2020-04-14 12:54:15,623 Epoch[30] Batch [2400-2450]	Speed: 202.16 samples/sec	accuracy=0.936875
+2020-04-14 12:54:47,352 Epoch[30] Batch [2450-2500]	Speed: 201.71 samples/sec	accuracy=0.935625
+2020-04-14 12:55:18,861 Epoch[30] Batch [2500-2550]	Speed: 203.12 samples/sec	accuracy=0.931094
+2020-04-14 12:55:50,628 Epoch[30] Batch [2550-2600]	Speed: 201.47 samples/sec	accuracy=0.932813
+2020-04-14 12:56:22,795 Epoch[30] Batch [2600-2650]	Speed: 198.96 samples/sec	accuracy=0.926094
+2020-04-14 12:56:54,523 Epoch[30] Batch [2650-2700]	Speed: 201.72 samples/sec	accuracy=0.930781
+2020-04-14 12:57:26,145 Epoch[30] Batch [2700-2750]	Speed: 202.39 samples/sec	accuracy=0.931562
+2020-04-14 12:57:58,097 Epoch[30] Batch [2750-2800]	Speed: 200.30 samples/sec	accuracy=0.931562
+2020-04-14 12:58:30,253 Epoch[30] Batch [2800-2850]	Speed: 199.03 samples/sec	accuracy=0.934219
+2020-04-14 12:59:02,013 Epoch[30] Batch [2850-2900]	Speed: 201.52 samples/sec	accuracy=0.925781
+2020-04-14 12:59:33,763 Epoch[30] Batch [2900-2950]	Speed: 201.57 samples/sec	accuracy=0.934844
+2020-04-14 13:00:05,215 Epoch[30] Batch [2950-3000]	Speed: 203.49 samples/sec	accuracy=0.931562
+2020-04-14 13:00:37,069 Epoch[30] Batch [3000-3050]	Speed: 200.92 samples/sec	accuracy=0.930312
+2020-04-14 13:01:08,620 Epoch[30] Batch [3050-3100]	Speed: 202.85 samples/sec	accuracy=0.929063
+2020-04-14 13:01:40,303 Epoch[30] Batch [3100-3150]	Speed: 202.00 samples/sec	accuracy=0.928125
+2020-04-14 13:02:11,779 Epoch[30] Batch [3150-3200]	Speed: 203.33 samples/sec	accuracy=0.928906
+2020-04-14 13:02:44,045 Epoch[30] Batch [3200-3250]	Speed: 198.35 samples/sec	accuracy=0.928125
+2020-04-14 13:03:15,999 Epoch[30] Batch [3250-3300]	Speed: 200.29 samples/sec	accuracy=0.930781
+2020-04-14 13:03:47,513 Epoch[30] Batch [3300-3350]	Speed: 203.09 samples/sec	accuracy=0.932187
+2020-04-14 13:04:19,609 Epoch[30] Batch [3350-3400]	Speed: 199.40 samples/sec	accuracy=0.931406
+2020-04-14 13:04:51,157 Epoch[30] Batch [3400-3450]	Speed: 202.86 samples/sec	accuracy=0.932187
+2020-04-14 13:05:23,358 Epoch[30] Batch [3450-3500]	Speed: 198.75 samples/sec	accuracy=0.932187
+2020-04-14 13:05:55,354 Epoch[30] Batch [3500-3550]	Speed: 200.03 samples/sec	accuracy=0.934063
+2020-04-14 13:06:27,123 Epoch[30] Batch [3550-3600]	Speed: 201.46 samples/sec	accuracy=0.938906
+2020-04-14 13:06:58,763 Epoch[30] Batch [3600-3650]	Speed: 202.27 samples/sec	accuracy=0.933281
+2020-04-14 13:07:30,636 Epoch[30] Batch [3650-3700]	Speed: 200.80 samples/sec	accuracy=0.932344
+2020-04-14 13:08:01,628 Epoch[30] Batch [3700-3750]	Speed: 206.51 samples/sec	accuracy=0.936406
+2020-04-14 13:08:33,490 Epoch[30] Batch [3750-3800]	Speed: 200.86 samples/sec	accuracy=0.930781
+2020-04-14 13:09:05,123 Epoch[30] Batch [3800-3850]	Speed: 202.32 samples/sec	accuracy=0.929844
+2020-04-14 13:09:36,444 Epoch[30] Batch [3850-3900]	Speed: 204.34 samples/sec	accuracy=0.934219
+2020-04-14 13:10:08,443 Epoch[30] Batch [3900-3950]	Speed: 200.01 samples/sec	accuracy=0.935625
+2020-04-14 13:10:40,699 Epoch[30] Batch [3950-4000]	Speed: 198.41 samples/sec	accuracy=0.930312
+2020-04-14 13:11:12,640 Epoch[30] Batch [4000-4050]	Speed: 200.37 samples/sec	accuracy=0.928438
+2020-04-14 13:11:44,499 Epoch[30] Batch [4050-4100]	Speed: 200.88 samples/sec	accuracy=0.929219
+2020-04-14 13:12:16,346 Epoch[30] Batch [4100-4150]	Speed: 200.96 samples/sec	accuracy=0.927188
+2020-04-14 13:12:48,176 Epoch[30] Batch [4150-4200]	Speed: 201.07 samples/sec	accuracy=0.929531
+2020-04-14 13:13:19,754 Epoch[30] Batch [4200-4250]	Speed: 202.67 samples/sec	accuracy=0.931562
+2020-04-14 13:13:51,618 Epoch[30] Batch [4250-4300]	Speed: 200.85 samples/sec	accuracy=0.931094
+2020-04-14 13:14:23,443 Epoch[30] Batch [4300-4350]	Speed: 201.10 samples/sec	accuracy=0.929375
+2020-04-14 13:14:55,140 Epoch[30] Batch [4350-4400]	Speed: 201.91 samples/sec	accuracy=0.924844
+2020-04-14 13:15:27,042 Epoch[30] Batch [4400-4450]	Speed: 200.61 samples/sec	accuracy=0.938281
+2020-04-14 13:15:59,015 Epoch[30] Batch [4450-4500]	Speed: 200.17 samples/sec	accuracy=0.926094
+2020-04-14 13:16:31,221 Epoch[30] Batch [4500-4550]	Speed: 198.72 samples/sec	accuracy=0.928906
+2020-04-14 13:17:03,164 Epoch[30] Batch [4550-4600]	Speed: 200.36 samples/sec	accuracy=0.932031
+2020-04-14 13:17:35,249 Epoch[30] Batch [4600-4650]	Speed: 199.47 samples/sec	accuracy=0.927969
+2020-04-14 13:18:07,040 Epoch[30] Batch [4650-4700]	Speed: 201.32 samples/sec	accuracy=0.929063
+2020-04-14 13:18:38,484 Epoch[30] Batch [4700-4750]	Speed: 203.54 samples/sec	accuracy=0.933906
+2020-04-14 13:19:10,297 Epoch[30] Batch [4750-4800]	Speed: 201.17 samples/sec	accuracy=0.930469
+2020-04-14 13:19:41,996 Epoch[30] Batch [4800-4850]	Speed: 201.90 samples/sec	accuracy=0.932031
+2020-04-14 13:20:13,780 Epoch[30] Batch [4850-4900]	Speed: 201.36 samples/sec	accuracy=0.930781
+2020-04-14 13:20:45,858 Epoch[30] Batch [4900-4950]	Speed: 199.52 samples/sec	accuracy=0.930937
+2020-04-14 13:21:17,829 Epoch[30] Batch [4950-5000]	Speed: 200.18 samples/sec	accuracy=0.929219
+2020-04-14 13:21:49,144 Epoch[30] Batch [5000-5050]	Speed: 204.37 samples/sec	accuracy=0.925156
+2020-04-14 13:22:21,395 Epoch[30] Batch [5050-5100]	Speed: 198.45 samples/sec	accuracy=0.933438
+2020-04-14 13:22:53,084 Epoch[30] Batch [5100-5150]	Speed: 201.96 samples/sec	accuracy=0.927656
+2020-04-14 13:23:24,657 Epoch[30] Batch [5150-5200]	Speed: 202.71 samples/sec	accuracy=0.929219
+2020-04-14 13:23:56,389 Epoch[30] Batch [5200-5250]	Speed: 201.69 samples/sec	accuracy=0.932969
+2020-04-14 13:24:28,409 Epoch[30] Batch [5250-5300]	Speed: 199.87 samples/sec	accuracy=0.930781
+2020-04-14 13:24:59,836 Epoch[30] Batch [5300-5350]	Speed: 203.65 samples/sec	accuracy=0.928750
+2020-04-14 13:25:32,211 Epoch[30] Batch [5350-5400]	Speed: 197.68 samples/sec	accuracy=0.931094
+2020-04-14 13:26:04,002 Epoch[30] Batch [5400-5450]	Speed: 201.32 samples/sec	accuracy=0.933594
+2020-04-14 13:26:35,935 Epoch[30] Batch [5450-5500]	Speed: 200.42 samples/sec	accuracy=0.930781
+2020-04-14 13:27:07,937 Epoch[30] Batch [5500-5550]	Speed: 199.99 samples/sec	accuracy=0.933281
+2020-04-14 13:27:39,812 Epoch[30] Batch [5550-5600]	Speed: 200.79 samples/sec	accuracy=0.932187
+2020-04-14 13:28:11,484 Epoch[30] Batch [5600-5650]	Speed: 202.07 samples/sec	accuracy=0.927031
+2020-04-14 13:28:42,765 Epoch[30] Batch [5650-5700]	Speed: 204.60 samples/sec	accuracy=0.928125
+2020-04-14 13:29:14,589 Epoch[30] Batch [5700-5750]	Speed: 201.10 samples/sec	accuracy=0.930469
+2020-04-14 13:29:45,906 Epoch[30] Batch [5750-5800]	Speed: 204.37 samples/sec	accuracy=0.929531
+2020-04-14 13:30:17,990 Epoch[30] Batch [5800-5850]	Speed: 199.48 samples/sec	accuracy=0.928750
+2020-04-14 13:30:49,760 Epoch[30] Batch [5850-5900]	Speed: 201.45 samples/sec	accuracy=0.927031
+2020-04-14 13:31:21,368 Epoch[30] Batch [5900-5950]	Speed: 202.48 samples/sec	accuracy=0.933438
+2020-04-14 13:31:53,506 Epoch[30] Batch [5950-6000]	Speed: 199.14 samples/sec	accuracy=0.937969
+2020-04-14 13:32:25,589 Epoch[30] Batch [6000-6050]	Speed: 199.49 samples/sec	accuracy=0.929375
+2020-04-14 13:32:57,344 Epoch[30] Batch [6050-6100]	Speed: 201.55 samples/sec	accuracy=0.933750
+2020-04-14 13:33:28,800 Epoch[30] Batch [6100-6150]	Speed: 203.46 samples/sec	accuracy=0.935000
+2020-04-14 13:34:00,733 Epoch[30] Batch [6150-6200]	Speed: 200.42 samples/sec	accuracy=0.932500
+2020-04-14 13:34:32,779 Epoch[30] Batch [6200-6250]	Speed: 199.72 samples/sec	accuracy=0.930469
+2020-04-14 13:35:04,992 Epoch[30] Batch [6250-6300]	Speed: 198.68 samples/sec	accuracy=0.928906
+2020-04-14 13:35:37,062 Epoch[30] Batch [6300-6350]	Speed: 199.56 samples/sec	accuracy=0.929531
+2020-04-14 13:36:08,838 Epoch[30] Batch [6350-6400]	Speed: 201.41 samples/sec	accuracy=0.927031
+2020-04-14 13:36:40,804 Epoch[30] Batch [6400-6450]	Speed: 200.21 samples/sec	accuracy=0.932500
+2020-04-14 13:37:12,176 Epoch[30] Batch [6450-6500]	Speed: 204.01 samples/sec	accuracy=0.927031
+2020-04-14 13:37:44,093 Epoch[30] Batch [6500-6550]	Speed: 200.52 samples/sec	accuracy=0.931094
+2020-04-14 13:38:15,656 Epoch[30] Batch [6550-6600]	Speed: 202.77 samples/sec	accuracy=0.932656
+2020-04-14 13:38:47,391 Epoch[30] Batch [6600-6650]	Speed: 201.67 samples/sec	accuracy=0.933125
+2020-04-14 13:39:19,074 Epoch[30] Batch [6650-6700]	Speed: 202.00 samples/sec	accuracy=0.928906
+2020-04-14 13:39:51,147 Epoch[30] Batch [6700-6750]	Speed: 199.55 samples/sec	accuracy=0.931406
+2020-04-14 13:40:22,908 Epoch[30] Batch [6750-6800]	Speed: 201.51 samples/sec	accuracy=0.926875
+2020-04-14 13:40:54,936 Epoch[30] Batch [6800-6850]	Speed: 199.82 samples/sec	accuracy=0.929531
+2020-04-14 13:41:26,415 Epoch[30] Batch [6850-6900]	Speed: 203.31 samples/sec	accuracy=0.934063
+2020-04-14 13:41:59,081 Epoch[30] Batch [6900-6950]	Speed: 195.92 samples/sec	accuracy=0.932031
+2020-04-14 13:42:32,058 Epoch[30] Batch [6950-7000]	Speed: 194.08 samples/sec	accuracy=0.929375
+2020-04-14 13:43:04,284 Epoch[30] Batch [7000-7050]	Speed: 198.60 samples/sec	accuracy=0.930937
+2020-04-14 13:43:36,221 Epoch[30] Batch [7050-7100]	Speed: 200.39 samples/sec	accuracy=0.928906
+2020-04-14 13:44:08,286 Epoch[30] Batch [7100-7150]	Speed: 199.60 samples/sec	accuracy=0.929375
+2020-04-14 13:44:40,229 Epoch[30] Batch [7150-7200]	Speed: 200.36 samples/sec	accuracy=0.926094
+2020-04-14 13:45:11,978 Epoch[30] Batch [7200-7250]	Speed: 201.58 samples/sec	accuracy=0.929688
+2020-04-14 13:45:43,785 Epoch[30] Batch [7250-7300]	Speed: 201.22 samples/sec	accuracy=0.927344
+2020-04-14 13:46:15,935 Epoch[30] Batch [7300-7350]	Speed: 199.07 samples/sec	accuracy=0.931094
+2020-04-14 13:46:47,859 Epoch[30] Batch [7350-7400]	Speed: 200.48 samples/sec	accuracy=0.925625
+2020-04-14 13:47:19,680 Epoch[30] Batch [7400-7450]	Speed: 201.12 samples/sec	accuracy=0.930156
+2020-04-14 13:47:51,632 Epoch[30] Batch [7450-7500]	Speed: 200.30 samples/sec	accuracy=0.930000
+2020-04-14 13:48:23,022 Epoch[30] Batch [7500-7550]	Speed: 203.89 samples/sec	accuracy=0.934688
+2020-04-14 13:48:54,906 Epoch[30] Batch [7550-7600]	Speed: 200.73 samples/sec	accuracy=0.931094
+2020-04-14 13:49:26,753 Epoch[30] Batch [7600-7650]	Speed: 200.96 samples/sec	accuracy=0.936406
+2020-04-14 13:49:58,581 Epoch[30] Batch [7650-7700]	Speed: 201.08 samples/sec	accuracy=0.923281
+2020-04-14 13:50:30,107 Epoch[30] Batch [7700-7750]	Speed: 203.01 samples/sec	accuracy=0.935781
+2020-04-14 13:51:02,378 Epoch[30] Batch [7750-7800]	Speed: 198.32 samples/sec	accuracy=0.930312
+2020-04-14 13:51:34,203 Epoch[30] Batch [7800-7850]	Speed: 201.11 samples/sec	accuracy=0.930312
+2020-04-14 13:52:05,855 Epoch[30] Batch [7850-7900]	Speed: 202.20 samples/sec	accuracy=0.928594
+2020-04-14 13:52:38,083 Epoch[30] Batch [7900-7950]	Speed: 198.58 samples/sec	accuracy=0.932969
+2020-04-14 13:53:10,226 Epoch[30] Batch [7950-8000]	Speed: 199.11 samples/sec	accuracy=0.930312
+2020-04-14 13:53:42,099 Epoch[30] Batch [8000-8050]	Speed: 200.80 samples/sec	accuracy=0.928125
+2020-04-14 13:54:13,712 Epoch[30] Batch [8050-8100]	Speed: 202.46 samples/sec	accuracy=0.928438
+2020-04-14 13:54:45,297 Epoch[30] Batch [8100-8150]	Speed: 202.62 samples/sec	accuracy=0.929531
+2020-04-14 13:55:17,173 Epoch[30] Batch [8150-8200]	Speed: 200.78 samples/sec	accuracy=0.935312
+2020-04-14 13:55:49,084 Epoch[30] Batch [8200-8250]	Speed: 200.56 samples/sec	accuracy=0.932813
+2020-04-14 13:56:21,073 Epoch[30] Batch [8250-8300]	Speed: 200.07 samples/sec	accuracy=0.938906
+2020-04-14 13:56:52,886 Epoch[30] Batch [8300-8350]	Speed: 201.18 samples/sec	accuracy=0.930937
+2020-04-14 13:57:23,865 Epoch[30] Batch [8350-8400]	Speed: 206.59 samples/sec	accuracy=0.929219
+2020-04-14 13:57:55,746 Epoch[30] Batch [8400-8450]	Speed: 200.75 samples/sec	accuracy=0.929375
+2020-04-14 13:58:28,276 Epoch[30] Batch [8450-8500]	Speed: 196.74 samples/sec	accuracy=0.932656
+2020-04-14 13:59:00,183 Epoch[30] Batch [8500-8550]	Speed: 200.58 samples/sec	accuracy=0.929844
+2020-04-14 13:59:31,631 Epoch[30] Batch [8550-8600]	Speed: 203.51 samples/sec	accuracy=0.933906
+2020-04-14 14:00:03,331 Epoch[30] Batch [8600-8650]	Speed: 201.89 samples/sec	accuracy=0.928750
+2020-04-14 14:00:35,247 Epoch[30] Batch [8650-8700]	Speed: 200.53 samples/sec	accuracy=0.934844
+2020-04-14 14:01:07,114 Epoch[30] Batch [8700-8750]	Speed: 200.84 samples/sec	accuracy=0.930312
+2020-04-14 14:01:38,833 Epoch[30] Batch [8750-8800]	Speed: 201.78 samples/sec	accuracy=0.925781
+2020-04-14 14:02:10,823 Epoch[30] Batch [8800-8850]	Speed: 200.06 samples/sec	accuracy=0.931406
+2020-04-14 14:02:42,701 Epoch[30] Batch [8850-8900]	Speed: 200.77 samples/sec	accuracy=0.928125
+2020-04-14 14:03:14,605 Epoch[30] Batch [8900-8950]	Speed: 200.60 samples/sec	accuracy=0.932344
+2020-04-14 14:03:46,347 Epoch[30] Batch [8950-9000]	Speed: 201.63 samples/sec	accuracy=0.930156
+2020-04-14 14:04:17,914 Epoch[30] Batch [9000-9050]	Speed: 202.74 samples/sec	accuracy=0.933438
+2020-04-14 14:04:49,446 Epoch[30] Batch [9050-9100]	Speed: 202.97 samples/sec	accuracy=0.932813
+2020-04-14 14:05:21,538 Epoch[30] Batch [9100-9150]	Speed: 199.43 samples/sec	accuracy=0.935625
+2020-04-14 14:05:52,791 Epoch[30] Batch [9150-9200]	Speed: 204.78 samples/sec	accuracy=0.930469
+2020-04-14 14:06:24,876 Epoch[30] Batch [9200-9250]	Speed: 199.47 samples/sec	accuracy=0.930312
+2020-04-14 14:06:56,597 Epoch[30] Batch [9250-9300]	Speed: 201.76 samples/sec	accuracy=0.936094
+2020-04-14 14:07:28,627 Epoch[30] Batch [9300-9350]	Speed: 199.81 samples/sec	accuracy=0.930469
+2020-04-14 14:08:00,262 Epoch[30] Batch [9350-9400]	Speed: 202.31 samples/sec	accuracy=0.927188
+2020-04-14 14:08:32,041 Epoch[30] Batch [9400-9450]	Speed: 201.39 samples/sec	accuracy=0.932187
+2020-04-14 14:09:04,108 Epoch[30] Batch [9450-9500]	Speed: 199.59 samples/sec	accuracy=0.930625
+2020-04-14 14:09:36,204 Epoch[30] Batch [9500-9550]	Speed: 199.40 samples/sec	accuracy=0.931250
+2020-04-14 14:10:08,033 Epoch[30] Batch [9550-9600]	Speed: 201.08 samples/sec	accuracy=0.934688
+2020-04-14 14:10:39,671 Epoch[30] Batch [9600-9650]	Speed: 202.29 samples/sec	accuracy=0.931719
+2020-04-14 14:11:11,763 Epoch[30] Batch [9650-9700]	Speed: 199.43 samples/sec	accuracy=0.933750
+2020-04-14 14:11:43,718 Epoch[30] Batch [9700-9750]	Speed: 200.29 samples/sec	accuracy=0.928906
+2020-04-14 14:12:15,887 Epoch[30] Batch [9750-9800]	Speed: 198.95 samples/sec	accuracy=0.928906
+2020-04-14 14:12:47,484 Epoch[30] Batch [9800-9850]	Speed: 202.55 samples/sec	accuracy=0.930625
+2020-04-14 14:13:19,678 Epoch[30] Batch [9850-9900]	Speed: 198.79 samples/sec	accuracy=0.930625
+2020-04-14 14:13:51,501 Epoch[30] Batch [9900-9950]	Speed: 201.12 samples/sec	accuracy=0.927344
+2020-04-14 14:14:23,535 Epoch[30] Batch [9950-10000]	Speed: 199.79 samples/sec	accuracy=0.929844
+2020-04-14 14:14:55,483 Epoch[30] Batch [10000-10050]	Speed: 200.33 samples/sec	accuracy=0.932656
+2020-04-14 14:15:27,312 Epoch[30] Batch [10050-10100]	Speed: 201.07 samples/sec	accuracy=0.932656
+2020-04-14 14:15:59,118 Epoch[30] Batch [10100-10150]	Speed: 201.22 samples/sec	accuracy=0.924687
+2020-04-14 14:16:31,071 Epoch[30] Batch [10150-10200]	Speed: 200.29 samples/sec	accuracy=0.940469
+2020-04-14 14:17:03,162 Epoch[30] Batch [10200-10250]	Speed: 199.43 samples/sec	accuracy=0.934219
+2020-04-14 14:17:35,096 Epoch[30] Batch [10250-10300]	Speed: 200.41 samples/sec	accuracy=0.928594
+2020-04-14 14:18:07,131 Epoch[30] Batch [10300-10350]	Speed: 199.78 samples/sec	accuracy=0.925625
+2020-04-14 14:18:38,709 Epoch[30] Batch [10350-10400]	Speed: 202.68 samples/sec	accuracy=0.932500
+2020-04-14 14:19:10,910 Epoch[30] Batch [10400-10450]	Speed: 198.75 samples/sec	accuracy=0.930781
+2020-04-14 14:19:42,950 Epoch[30] Batch [10450-10500]	Speed: 199.75 samples/sec	accuracy=0.926875
+2020-04-14 14:20:14,948 Epoch[30] Batch [10500-10550]	Speed: 200.01 samples/sec	accuracy=0.934688
+2020-04-14 14:20:47,087 Epoch[30] Batch [10550-10600]	Speed: 199.14 samples/sec	accuracy=0.930625
+2020-04-14 14:21:19,198 Epoch[30] Batch [10600-10650]	Speed: 199.31 samples/sec	accuracy=0.930000
+2020-04-14 14:21:51,262 Epoch[30] Batch [10650-10700]	Speed: 199.60 samples/sec	accuracy=0.932656
+2020-04-14 14:22:22,579 Epoch[30] Batch [10700-10750]	Speed: 204.37 samples/sec	accuracy=0.932500
+2020-04-14 14:22:54,673 Epoch[30] Batch [10750-10800]	Speed: 199.41 samples/sec	accuracy=0.929219
+2020-04-14 14:23:26,761 Epoch[30] Batch [10800-10850]	Speed: 199.45 samples/sec	accuracy=0.931406
+2020-04-14 14:23:58,298 Epoch[30] Batch [10850-10900]	Speed: 202.94 samples/sec	accuracy=0.932969
+2020-04-14 14:24:29,960 Epoch[30] Batch [10900-10950]	Speed: 202.14 samples/sec	accuracy=0.931562
+2020-04-14 14:25:01,608 Epoch[30] Batch [10950-11000]	Speed: 202.22 samples/sec	accuracy=0.929219
+2020-04-14 14:25:33,760 Epoch[30] Batch [11000-11050]	Speed: 199.06 samples/sec	accuracy=0.933750
+2020-04-14 14:26:06,026 Epoch[30] Batch [11050-11100]	Speed: 198.35 samples/sec	accuracy=0.931094
+2020-04-14 14:26:37,919 Epoch[30] Batch [11100-11150]	Speed: 200.67 samples/sec	accuracy=0.925469
+2020-04-14 14:27:09,863 Epoch[30] Batch [11150-11200]	Speed: 200.35 samples/sec	accuracy=0.932813
+2020-04-14 14:27:41,725 Epoch[30] Batch [11200-11250]	Speed: 200.87 samples/sec	accuracy=0.932969
+2020-04-14 14:28:13,480 Epoch[30] Batch [11250-11300]	Speed: 201.54 samples/sec	accuracy=0.930625
+2020-04-14 14:28:45,153 Epoch[30] Batch [11300-11350]	Speed: 202.07 samples/sec	accuracy=0.933750
+2020-04-14 14:29:16,902 Epoch[30] Batch [11350-11400]	Speed: 201.58 samples/sec	accuracy=0.931250
+2020-04-14 14:29:49,031 Epoch[30] Batch [11400-11450]	Speed: 199.19 samples/sec	accuracy=0.927969
+2020-04-14 14:30:20,461 Epoch[30] Batch [11450-11500]	Speed: 203.63 samples/sec	accuracy=0.929844
+2020-04-14 14:30:52,907 Epoch[30] Batch [11500-11550]	Speed: 197.25 samples/sec	accuracy=0.928281
+2020-04-14 14:31:24,994 Epoch[30] Batch [11550-11600]	Speed: 199.46 samples/sec	accuracy=0.929219
+2020-04-14 14:31:56,842 Epoch[30] Batch [11600-11650]	Speed: 200.96 samples/sec	accuracy=0.926719
+2020-04-14 14:32:28,770 Epoch[30] Batch [11650-11700]	Speed: 200.45 samples/sec	accuracy=0.931406
+2020-04-14 14:33:00,852 Epoch[30] Batch [11700-11750]	Speed: 199.49 samples/sec	accuracy=0.927813
+2020-04-14 14:33:33,047 Epoch[30] Batch [11750-11800]	Speed: 198.79 samples/sec	accuracy=0.934063
+2020-04-14 14:34:05,095 Epoch[30] Batch [11800-11850]	Speed: 199.71 samples/sec	accuracy=0.930781
+2020-04-14 14:34:36,803 Epoch[30] Batch [11850-11900]	Speed: 201.84 samples/sec	accuracy=0.926875
+2020-04-14 14:35:08,580 Epoch[30] Batch [11900-11950]	Speed: 201.40 samples/sec	accuracy=0.935312
+2020-04-14 14:35:40,560 Epoch[30] Batch [11950-12000]	Speed: 200.13 samples/sec	accuracy=0.930781
+2020-04-14 14:36:12,477 Epoch[30] Batch [12000-12050]	Speed: 200.52 samples/sec	accuracy=0.928906
+2020-04-14 14:36:44,423 Epoch[30] Batch [12050-12100]	Speed: 200.34 samples/sec	accuracy=0.925937
+2020-04-14 14:37:16,462 Epoch[30] Batch [12100-12150]	Speed: 199.76 samples/sec	accuracy=0.933750
+2020-04-14 14:37:48,723 Epoch[30] Batch [12150-12200]	Speed: 198.39 samples/sec	accuracy=0.933281
+2020-04-14 14:38:20,247 Epoch[30] Batch [12200-12250]	Speed: 203.02 samples/sec	accuracy=0.932344
+2020-04-14 14:38:52,178 Epoch[30] Batch [12250-12300]	Speed: 200.43 samples/sec	accuracy=0.929531
+2020-04-14 14:39:24,227 Epoch[30] Batch [12300-12350]	Speed: 199.70 samples/sec	accuracy=0.929688
+2020-04-14 14:39:56,348 Epoch[30] Batch [12350-12400]	Speed: 199.25 samples/sec	accuracy=0.933125
+2020-04-14 14:40:28,358 Epoch[30] Batch [12400-12450]	Speed: 199.94 samples/sec	accuracy=0.929219
+2020-04-14 14:41:00,312 Epoch[30] Batch [12450-12500]	Speed: 200.29 samples/sec	accuracy=0.934531
+2020-04-14 14:41:31,990 Epoch[30] Batch [12500-12550]	Speed: 202.04 samples/sec	accuracy=0.927969
+2020-04-14 14:42:04,071 Epoch[30] Batch [12550-12600]	Speed: 199.49 samples/sec	accuracy=0.926719
+2020-04-14 14:42:36,026 Epoch[30] Batch [12600-12650]	Speed: 200.28 samples/sec	accuracy=0.930625
+2020-04-14 14:43:07,792 Epoch[30] Batch [12650-12700]	Speed: 201.48 samples/sec	accuracy=0.927969
+2020-04-14 14:43:39,830 Epoch[30] Batch [12700-12750]	Speed: 199.77 samples/sec	accuracy=0.931562
+2020-04-14 14:44:11,678 Epoch[30] Batch [12750-12800]	Speed: 200.95 samples/sec	accuracy=0.935312
+2020-04-14 14:44:43,261 Epoch[30] Batch [12800-12850]	Speed: 202.65 samples/sec	accuracy=0.927656
+2020-04-14 14:45:15,237 Epoch[30] Batch [12850-12900]	Speed: 200.15 samples/sec	accuracy=0.932031
+2020-04-14 14:45:47,532 Epoch[30] Batch [12900-12950]	Speed: 198.18 samples/sec	accuracy=0.931094
+2020-04-14 14:46:18,975 Epoch[30] Batch [12950-13000]	Speed: 203.54 samples/sec	accuracy=0.921875
+2020-04-14 14:46:50,526 Epoch[30] Batch [13000-13050]	Speed: 202.85 samples/sec	accuracy=0.934375
+2020-04-14 14:47:22,958 Epoch[30] Batch [13050-13100]	Speed: 197.33 samples/sec	accuracy=0.931719
+2020-04-14 14:47:54,845 Epoch[30] Batch [13100-13150]	Speed: 200.71 samples/sec	accuracy=0.935156
+2020-04-14 14:48:26,788 Epoch[30] Batch [13150-13200]	Speed: 200.36 samples/sec	accuracy=0.931562
+2020-04-14 14:48:58,631 Epoch[30] Batch [13200-13250]	Speed: 200.99 samples/sec	accuracy=0.929688
+2020-04-14 14:49:30,708 Epoch[30] Batch [13250-13300]	Speed: 199.52 samples/sec	accuracy=0.932969
+2020-04-14 14:50:02,524 Epoch[30] Batch [13300-13350]	Speed: 201.16 samples/sec	accuracy=0.936875
+2020-04-14 14:50:34,506 Epoch[30] Batch [13350-13400]	Speed: 200.11 samples/sec	accuracy=0.928438
+2020-04-14 14:51:06,474 Epoch[30] Batch [13400-13450]	Speed: 200.21 samples/sec	accuracy=0.933125
+2020-04-14 14:51:38,693 Epoch[30] Batch [13450-13500]	Speed: 198.64 samples/sec	accuracy=0.930781
+2020-04-14 14:52:10,431 Epoch[30] Batch [13500-13550]	Speed: 201.66 samples/sec	accuracy=0.932187
+2020-04-14 14:52:42,075 Epoch[30] Batch [13550-13600]	Speed: 202.25 samples/sec	accuracy=0.932187
+2020-04-14 14:53:13,881 Epoch[30] Batch [13600-13650]	Speed: 201.22 samples/sec	accuracy=0.929844
+2020-04-14 14:53:46,049 Epoch[30] Batch [13650-13700]	Speed: 198.95 samples/sec	accuracy=0.931406
+2020-04-14 14:54:18,023 Epoch[30] Batch [13700-13750]	Speed: 200.17 samples/sec	accuracy=0.933125
+2020-04-14 14:54:50,245 Epoch[30] Batch [13750-13800]	Speed: 198.62 samples/sec	accuracy=0.926875
+2020-04-14 14:55:22,260 Epoch[30] Batch [13800-13850]	Speed: 199.91 samples/sec	accuracy=0.925156
+2020-04-14 14:55:54,619 Epoch[30] Batch [13850-13900]	Speed: 197.78 samples/sec	accuracy=0.931250
+2020-04-14 14:56:26,735 Epoch[30] Batch [13900-13950]	Speed: 199.28 samples/sec	accuracy=0.927656
+2020-04-14 14:56:58,447 Epoch[30] Batch [13950-14000]	Speed: 201.82 samples/sec	accuracy=0.929844
+2020-04-14 14:57:30,461 Epoch[30] Batch [14000-14050]	Speed: 199.91 samples/sec	accuracy=0.934688
+2020-04-14 14:58:02,288 Epoch[30] Batch [14050-14100]	Speed: 201.09 samples/sec	accuracy=0.936719
+2020-04-14 14:58:34,432 Epoch[30] Batch [14100-14150]	Speed: 199.10 samples/sec	accuracy=0.935937
+2020-04-14 14:59:06,055 Epoch[30] Batch [14150-14200]	Speed: 202.39 samples/sec	accuracy=0.934375
+2020-04-14 14:59:37,449 Epoch[30] Batch [14200-14250]	Speed: 203.86 samples/sec	accuracy=0.934219
+2020-04-14 15:00:09,621 Epoch[30] Batch [14250-14300]	Speed: 198.94 samples/sec	accuracy=0.932969
+2020-04-14 15:00:41,836 Epoch[30] Batch [14300-14350]	Speed: 198.67 samples/sec	accuracy=0.929531
+2020-04-14 15:01:13,768 Epoch[30] Batch [14350-14400]	Speed: 200.42 samples/sec	accuracy=0.935781
+2020-04-14 15:01:45,889 Epoch[30] Batch [14400-14450]	Speed: 199.25 samples/sec	accuracy=0.932500
+2020-04-14 15:02:17,747 Epoch[30] Batch [14450-14500]	Speed: 200.89 samples/sec	accuracy=0.929531
+2020-04-14 15:02:49,810 Epoch[30] Batch [14500-14550]	Speed: 199.61 samples/sec	accuracy=0.932969
+2020-04-14 15:03:21,866 Epoch[30] Batch [14550-14600]	Speed: 199.65 samples/sec	accuracy=0.930156
+2020-04-14 15:03:54,359 Epoch[30] Batch [14600-14650]	Speed: 196.97 samples/sec	accuracy=0.932344
+2020-04-14 15:04:26,378 Epoch[30] Batch [14650-14700]	Speed: 199.88 samples/sec	accuracy=0.928125
+2020-04-14 15:04:58,216 Epoch[30] Batch [14700-14750]	Speed: 201.02 samples/sec	accuracy=0.925469
+2020-04-14 15:05:30,136 Epoch[30] Batch [14750-14800]	Speed: 200.50 samples/sec	accuracy=0.925156
+2020-04-14 15:06:02,337 Epoch[30] Batch [14800-14850]	Speed: 198.75 samples/sec	accuracy=0.934844
+2020-04-14 15:06:33,965 Epoch[30] Batch [14850-14900]	Speed: 202.36 samples/sec	accuracy=0.930937
+2020-04-14 15:07:05,864 Epoch[30] Batch [14900-14950]	Speed: 200.63 samples/sec	accuracy=0.934063
+2020-04-14 15:07:37,368 Epoch[30] Batch [14950-15000]	Speed: 203.15 samples/sec	accuracy=0.926094
+2020-04-14 15:08:09,521 Epoch[30] Batch [15000-15050]	Speed: 199.05 samples/sec	accuracy=0.933281
+2020-04-14 15:08:41,262 Epoch[30] Batch [15050-15100]	Speed: 201.63 samples/sec	accuracy=0.932187
+2020-04-14 15:09:12,980 Epoch[30] Batch [15100-15150]	Speed: 201.78 samples/sec	accuracy=0.930937
+2020-04-14 15:09:45,222 Epoch[30] Batch [15150-15200]	Speed: 198.50 samples/sec	accuracy=0.934063
+2020-04-14 15:10:16,982 Epoch[30] Batch [15200-15250]	Speed: 201.51 samples/sec	accuracy=0.929063
+2020-04-14 15:10:48,686 Epoch[30] Batch [15250-15300]	Speed: 201.87 samples/sec	accuracy=0.934375
+2020-04-14 15:11:20,366 Epoch[30] Batch [15300-15350]	Speed: 202.02 samples/sec	accuracy=0.930625
+2020-04-14 15:11:52,370 Epoch[30] Batch [15350-15400]	Speed: 199.98 samples/sec	accuracy=0.926094
+2020-04-14 15:12:24,404 Epoch[30] Batch [15400-15450]	Speed: 199.79 samples/sec	accuracy=0.930156
+2020-04-14 15:12:56,496 Epoch[30] Batch [15450-15500]	Speed: 199.42 samples/sec	accuracy=0.931406
+2020-04-14 15:13:28,590 Epoch[30] Batch [15500-15550]	Speed: 199.42 samples/sec	accuracy=0.929219
+2020-04-14 15:14:00,107 Epoch[30] Batch [15550-15600]	Speed: 203.06 samples/sec	accuracy=0.926250
+2020-04-14 15:14:31,891 Epoch[30] Batch [15600-15650]	Speed: 201.36 samples/sec	accuracy=0.931406
+2020-04-14 15:15:03,438 Epoch[30] Batch [15650-15700]	Speed: 202.87 samples/sec	accuracy=0.925312
+2020-04-14 15:15:35,614 Epoch[30] Batch [15700-15750]	Speed: 198.91 samples/sec	accuracy=0.933438
+2020-04-14 15:16:07,189 Epoch[30] Batch [15750-15800]	Speed: 202.69 samples/sec	accuracy=0.924687
+2020-04-14 15:16:38,963 Epoch[30] Batch [15800-15850]	Speed: 201.42 samples/sec	accuracy=0.935469
+2020-04-14 15:17:10,509 Epoch[30] Batch [15850-15900]	Speed: 202.88 samples/sec	accuracy=0.926094
+2020-04-14 15:17:42,295 Epoch[30] Batch [15900-15950]	Speed: 201.35 samples/sec	accuracy=0.930000
+2020-04-14 15:18:13,367 Epoch[30] Batch [15950-16000]	Speed: 205.97 samples/sec	accuracy=0.933750
+2020-04-14 15:18:45,395 Epoch[30] Batch [16000-16050]	Speed: 199.83 samples/sec	accuracy=0.932344
+2020-04-14 15:19:17,135 Epoch[30] Batch [16050-16100]	Speed: 201.64 samples/sec	accuracy=0.927969
+2020-04-14 15:19:49,176 Epoch[30] Batch [16100-16150]	Speed: 199.74 samples/sec	accuracy=0.935781
+2020-04-14 15:20:21,466 Epoch[30] Batch [16150-16200]	Speed: 198.20 samples/sec	accuracy=0.928281
+2020-04-14 15:20:53,847 Epoch[30] Batch [16200-16250]	Speed: 197.65 samples/sec	accuracy=0.935000
+2020-04-14 15:21:23,990 Epoch[30] Batch [16250-16300]	Speed: 212.32 samples/sec	accuracy=0.924687
+2020-04-14 15:21:53,682 Epoch[30] Batch [16300-16350]	Speed: 215.55 samples/sec	accuracy=0.938750
+2020-04-14 15:22:23,389 Epoch[30] Batch [16350-16400]	Speed: 215.44 samples/sec	accuracy=0.933438
+2020-04-14 15:22:53,339 Epoch[30] Batch [16400-16450]	Speed: 213.69 samples/sec	accuracy=0.932500
+2020-04-14 15:23:23,233 Epoch[30] Batch [16450-16500]	Speed: 214.09 samples/sec	accuracy=0.929688
+2020-04-14 15:23:52,875 Epoch[30] Batch [16500-16550]	Speed: 215.91 samples/sec	accuracy=0.930469
+2020-04-14 15:24:22,836 Epoch[30] Batch [16550-16600]	Speed: 213.61 samples/sec	accuracy=0.929063
+2020-04-14 15:24:52,741 Epoch[30] Batch [16600-16650]	Speed: 214.01 samples/sec	accuracy=0.928594
+2020-04-14 15:25:22,280 Epoch[30] Batch [16650-16700]	Speed: 216.67 samples/sec	accuracy=0.933438
+2020-04-14 15:25:51,956 Epoch[30] Batch [16700-16750]	Speed: 215.66 samples/sec	accuracy=0.931094
+2020-04-14 15:26:21,961 Epoch[30] Batch [16750-16800]	Speed: 213.30 samples/sec	accuracy=0.926406
+2020-04-14 15:26:51,595 Epoch[30] Batch [16800-16850]	Speed: 215.97 samples/sec	accuracy=0.934531
+2020-04-14 15:27:21,317 Epoch[30] Batch [16850-16900]	Speed: 215.33 samples/sec	accuracy=0.937500
+2020-04-14 15:27:51,013 Epoch[30] Batch [16900-16950]	Speed: 215.52 samples/sec	accuracy=0.930000
+2020-04-14 15:28:20,776 Epoch[30] Batch [16950-17000]	Speed: 215.04 samples/sec	accuracy=0.931250
+2020-04-14 15:28:50,463 Epoch[30] Batch [17000-17050]	Speed: 215.58 samples/sec	accuracy=0.933906
+2020-04-14 15:29:20,449 Epoch[30] Batch [17050-17100]	Speed: 213.43 samples/sec	accuracy=0.923438
+2020-04-14 15:29:50,242 Epoch[30] Batch [17100-17150]	Speed: 214.82 samples/sec	accuracy=0.932187
+2020-04-14 15:30:19,939 Epoch[30] Batch [17150-17200]	Speed: 215.52 samples/sec	accuracy=0.935469
+2020-04-14 15:30:49,627 Epoch[30] Batch [17200-17250]	Speed: 215.58 samples/sec	accuracy=0.928906
+2020-04-14 15:31:19,149 Epoch[30] Batch [17250-17300]	Speed: 216.79 samples/sec	accuracy=0.932969
+2020-04-14 15:31:49,088 Epoch[30] Batch [17300-17350]	Speed: 213.77 samples/sec	accuracy=0.929375
+2020-04-14 15:32:18,885 Epoch[30] Batch [17350-17400]	Speed: 214.79 samples/sec	accuracy=0.936406
+2020-04-14 15:32:48,571 Epoch[30] Batch [17400-17450]	Speed: 215.59 samples/sec	accuracy=0.926875
+2020-04-14 15:33:18,286 Epoch[30] Batch [17450-17500]	Speed: 215.38 samples/sec	accuracy=0.928438
+2020-04-14 15:33:47,760 Epoch[30] Batch [17500-17550]	Speed: 217.15 samples/sec	accuracy=0.935156
+2020-04-14 15:34:17,417 Epoch[30] Batch [17550-17600]	Speed: 215.80 samples/sec	accuracy=0.932656
+2020-04-14 15:34:47,161 Epoch[30] Batch [17600-17650]	Speed: 215.18 samples/sec	accuracy=0.928594
+2020-04-14 15:35:16,829 Epoch[30] Batch [17650-17700]	Speed: 215.72 samples/sec	accuracy=0.929219
+2020-04-14 15:35:46,877 Epoch[30] Batch [17700-17750]	Speed: 212.99 samples/sec	accuracy=0.928750
+2020-04-14 15:36:16,475 Epoch[30] Batch [17750-17800]	Speed: 216.23 samples/sec	accuracy=0.922344
+2020-04-14 15:36:46,059 Epoch[30] Batch [17800-17850]	Speed: 216.33 samples/sec	accuracy=0.933125
+2020-04-14 15:37:15,436 Epoch[30] Batch [17850-17900]	Speed: 217.86 samples/sec	accuracy=0.927969
+2020-04-14 15:37:45,159 Epoch[30] Batch [17900-17950]	Speed: 215.32 samples/sec	accuracy=0.930312
+2020-04-14 15:38:14,696 Epoch[30] Batch [17950-18000]	Speed: 216.68 samples/sec	accuracy=0.928281
+2020-04-14 15:38:44,698 Epoch[30] Batch [18000-18050]	Speed: 213.32 samples/sec	accuracy=0.929531
+2020-04-14 15:39:14,567 Epoch[30] Batch [18050-18100]	Speed: 214.27 samples/sec	accuracy=0.934063
+2020-04-14 15:39:44,250 Epoch[30] Batch [18100-18150]	Speed: 215.62 samples/sec	accuracy=0.932031
+2020-04-14 15:40:14,053 Epoch[30] Batch [18150-18200]	Speed: 214.74 samples/sec	accuracy=0.930312
+2020-04-14 15:40:44,062 Epoch[30] Batch [18200-18250]	Speed: 213.27 samples/sec	accuracy=0.929844
+2020-04-14 15:41:13,590 Epoch[30] Batch [18250-18300]	Speed: 216.75 samples/sec	accuracy=0.928594
+2020-04-14 15:41:43,262 Epoch[30] Batch [18300-18350]	Speed: 215.69 samples/sec	accuracy=0.929844
+2020-04-14 15:42:12,916 Epoch[30] Batch [18350-18400]	Speed: 215.83 samples/sec	accuracy=0.936875
+2020-04-14 15:42:42,515 Epoch[30] Batch [18400-18450]	Speed: 216.22 samples/sec	accuracy=0.927656
+2020-04-14 15:43:12,463 Epoch[30] Batch [18450-18500]	Speed: 213.70 samples/sec	accuracy=0.934688
+2020-04-14 15:43:42,013 Epoch[30] Batch [18500-18550]	Speed: 216.58 samples/sec	accuracy=0.928750
+2020-04-14 15:44:11,575 Epoch[30] Batch [18550-18600]	Speed: 216.49 samples/sec	accuracy=0.935312
+2020-04-14 15:44:41,192 Epoch[30] Batch [18600-18650]	Speed: 216.10 samples/sec	accuracy=0.931875
+2020-04-14 15:45:10,768 Epoch[30] Batch [18650-18700]	Speed: 216.39 samples/sec	accuracy=0.934063
+2020-04-14 15:45:40,281 Epoch[30] Batch [18700-18750]	Speed: 216.86 samples/sec	accuracy=0.923594
+2020-04-14 15:46:09,926 Epoch[30] Batch [18750-18800]	Speed: 215.89 samples/sec	accuracy=0.929531
+2020-04-14 15:46:39,285 Epoch[30] Batch [18800-18850]	Speed: 217.99 samples/sec	accuracy=0.931250
+2020-04-14 15:47:09,040 Epoch[30] Batch [18850-18900]	Speed: 215.09 samples/sec	accuracy=0.931250
+2020-04-14 15:47:38,673 Epoch[30] Batch [18900-18950]	Speed: 215.98 samples/sec	accuracy=0.926562
+2020-04-14 15:48:08,269 Epoch[30] Batch [18950-19000]	Speed: 216.25 samples/sec	accuracy=0.935469
+2020-04-14 15:48:37,901 Epoch[30] Batch [19000-19050]	Speed: 215.98 samples/sec	accuracy=0.928750
+2020-04-14 15:49:07,579 Epoch[30] Batch [19050-19100]	Speed: 215.65 samples/sec	accuracy=0.933438
+2020-04-14 15:49:37,852 Epoch[30] Batch [19100-19150]	Speed: 211.41 samples/sec	accuracy=0.932031
+2020-04-14 15:50:07,662 Epoch[30] Batch [19150-19200]	Speed: 214.69 samples/sec	accuracy=0.928281
+2020-04-14 15:50:37,447 Epoch[30] Batch [19200-19250]	Speed: 214.87 samples/sec	accuracy=0.930781
+2020-04-14 15:51:07,351 Epoch[30] Batch [19250-19300]	Speed: 214.02 samples/sec	accuracy=0.931094
+2020-04-14 15:51:37,036 Epoch[30] Batch [19300-19350]	Speed: 215.60 samples/sec	accuracy=0.930469
+2020-04-14 15:52:06,741 Epoch[30] Batch [19350-19400]	Speed: 215.45 samples/sec	accuracy=0.930156
+2020-04-14 15:52:36,487 Epoch[30] Batch [19400-19450]	Speed: 215.16 samples/sec	accuracy=0.930000
+2020-04-14 15:53:06,373 Epoch[30] Batch [19450-19500]	Speed: 214.15 samples/sec	accuracy=0.931719
+2020-04-14 15:53:35,943 Epoch[30] Batch [19500-19550]	Speed: 216.43 samples/sec	accuracy=0.930781
+2020-04-14 15:54:05,560 Epoch[30] Batch [19550-19600]	Speed: 216.10 samples/sec	accuracy=0.932969
+2020-04-14 15:54:35,323 Epoch[30] Batch [19600-19650]	Speed: 215.03 samples/sec	accuracy=0.934531
+2020-04-14 15:55:05,354 Epoch[30] Batch [19650-19700]	Speed: 213.11 samples/sec	accuracy=0.931094
+2020-04-14 15:55:35,371 Epoch[30] Batch [19700-19750]	Speed: 213.22 samples/sec	accuracy=0.926875
+2020-04-14 15:56:05,033 Epoch[30] Batch [19750-19800]	Speed: 215.77 samples/sec	accuracy=0.929688
+2020-04-14 15:56:34,601 Epoch[30] Batch [19800-19850]	Speed: 216.45 samples/sec	accuracy=0.930156
+2020-04-14 15:57:04,166 Epoch[30] Batch [19850-19900]	Speed: 216.47 samples/sec	accuracy=0.925625
+2020-04-14 15:57:33,958 Epoch[30] Batch [19900-19950]	Speed: 214.83 samples/sec	accuracy=0.929063
+2020-04-14 15:58:03,466 Epoch[30] Batch [19950-20000]	Speed: 216.89 samples/sec	accuracy=0.933281
+2020-04-14 15:58:33,277 Epoch[30] Batch [20000-20050]	Speed: 214.69 samples/sec	accuracy=0.931094
+2020-04-14 15:59:02,921 Epoch[30] Batch [20050-20100]	Speed: 215.90 samples/sec	accuracy=0.927969
+2020-04-14 15:59:32,630 Epoch[30] Batch [20100-20150]	Speed: 215.42 samples/sec	accuracy=0.930469
+2020-04-14 16:00:02,436 Epoch[30] Batch [20150-20200]	Speed: 214.72 samples/sec	accuracy=0.928750
+2020-04-14 16:00:32,431 Epoch[30] Batch [20200-20250]	Speed: 213.37 samples/sec	accuracy=0.931094
+2020-04-14 16:01:01,965 Epoch[30] Batch [20250-20300]	Speed: 216.70 samples/sec	accuracy=0.931406
+2020-04-14 16:01:31,476 Epoch[30] Batch [20300-20350]	Speed: 216.87 samples/sec	accuracy=0.933594
+2020-04-14 16:02:01,238 Epoch[30] Batch [20350-20400]	Speed: 215.04 samples/sec	accuracy=0.935781
+2020-04-14 16:02:30,758 Epoch[30] Batch [20400-20450]	Speed: 216.80 samples/sec	accuracy=0.935000
+2020-04-14 16:03:00,490 Epoch[30] Batch [20450-20500]	Speed: 215.25 samples/sec	accuracy=0.934063
+2020-04-14 16:03:30,380 Epoch[30] Batch [20500-20550]	Speed: 214.12 samples/sec	accuracy=0.932344
+2020-04-14 16:04:00,272 Epoch[30] Batch [20550-20600]	Speed: 214.11 samples/sec	accuracy=0.926094
+2020-04-14 16:04:30,039 Epoch[30] Batch [20600-20650]	Speed: 215.01 samples/sec	accuracy=0.932344
+2020-04-14 16:04:59,880 Epoch[30] Batch [20650-20700]	Speed: 214.47 samples/sec	accuracy=0.927813
+2020-04-14 16:05:29,653 Epoch[30] Batch [20700-20750]	Speed: 214.96 samples/sec	accuracy=0.927969
+2020-04-14 16:05:59,607 Epoch[30] Batch [20750-20800]	Speed: 213.66 samples/sec	accuracy=0.929531
+2020-04-14 16:06:29,196 Epoch[30] Batch [20800-20850]	Speed: 216.30 samples/sec	accuracy=0.926406
+2020-04-14 16:06:58,724 Epoch[30] Batch [20850-20900]	Speed: 216.74 samples/sec	accuracy=0.926250
+2020-04-14 16:07:28,259 Epoch[30] Batch [20900-20950]	Speed: 216.69 samples/sec	accuracy=0.927813
+2020-04-14 16:07:57,925 Epoch[30] Batch [20950-21000]	Speed: 215.74 samples/sec	accuracy=0.930156
+2020-04-14 16:08:27,626 Epoch[30] Batch [21000-21050]	Speed: 215.48 samples/sec	accuracy=0.931094
+2020-04-14 16:08:57,373 Epoch[30] Batch [21050-21100]	Speed: 215.15 samples/sec	accuracy=0.928281
+2020-04-14 16:09:27,161 Epoch[30] Batch [21100-21150]	Speed: 214.85 samples/sec	accuracy=0.930469
+2020-04-14 16:09:56,978 Epoch[30] Batch [21150-21200]	Speed: 214.64 samples/sec	accuracy=0.932187
+2020-04-14 16:10:26,637 Epoch[30] Batch [21200-21250]	Speed: 215.79 samples/sec	accuracy=0.929219
+2020-04-14 16:10:56,688 Epoch[30] Batch [21250-21300]	Speed: 212.97 samples/sec	accuracy=0.935625
+2020-04-14 16:11:26,409 Epoch[30] Batch [21300-21350]	Speed: 215.34 samples/sec	accuracy=0.926250
+2020-04-14 16:11:56,003 Epoch[30] Batch [21350-21400]	Speed: 216.26 samples/sec	accuracy=0.930312
+2020-04-14 16:12:25,826 Epoch[30] Batch [21400-21450]	Speed: 214.60 samples/sec	accuracy=0.935781
+2020-04-14 16:12:55,373 Epoch[30] Batch [21450-21500]	Speed: 216.60 samples/sec	accuracy=0.935156
+2020-04-14 16:13:25,191 Epoch[30] Batch [21500-21550]	Speed: 214.64 samples/sec	accuracy=0.935469
+2020-04-14 16:13:54,890 Epoch[30] Batch [21550-21600]	Speed: 215.50 samples/sec	accuracy=0.929219
+2020-04-14 16:14:24,350 Epoch[30] Batch [21600-21650]	Speed: 217.24 samples/sec	accuracy=0.926250
+2020-04-14 16:14:53,975 Epoch[30] Batch [21650-21700]	Speed: 216.04 samples/sec	accuracy=0.927031
+2020-04-14 16:15:23,432 Epoch[30] Batch [21700-21750]	Speed: 217.27 samples/sec	accuracy=0.929063
+2020-04-14 16:15:53,173 Epoch[30] Batch [21750-21800]	Speed: 215.19 samples/sec	accuracy=0.935156
+2020-04-14 16:16:22,795 Epoch[30] Batch [21800-21850]	Speed: 216.05 samples/sec	accuracy=0.930312
+2020-04-14 16:16:52,611 Epoch[30] Batch [21850-21900]	Speed: 214.65 samples/sec	accuracy=0.928906
+2020-04-14 16:17:22,127 Epoch[30] Batch [21900-21950]	Speed: 216.83 samples/sec	accuracy=0.927188
+2020-04-14 16:17:51,626 Epoch[30] Batch [21950-22000]	Speed: 216.96 samples/sec	accuracy=0.931875
+2020-04-14 16:18:21,234 Epoch[30] Batch [22000-22050]	Speed: 216.16 samples/sec	accuracy=0.928750
+2020-04-14 16:18:50,912 Epoch[30] Batch [22050-22100]	Speed: 215.65 samples/sec	accuracy=0.927031
+2020-04-14 16:19:20,562 Epoch[30] Batch [22100-22150]	Speed: 215.85 samples/sec	accuracy=0.925625
+2020-04-14 16:19:50,239 Epoch[30] Batch [22150-22200]	Speed: 215.66 samples/sec	accuracy=0.928594
+2020-04-14 16:20:19,685 Epoch[30] Batch [22200-22250]	Speed: 217.35 samples/sec	accuracy=0.928438
+2020-04-14 16:20:49,352 Epoch[30] Batch [22250-22300]	Speed: 215.72 samples/sec	accuracy=0.927813
+2020-04-14 16:21:19,734 Epoch[30] Batch [22300-22350]	Speed: 210.66 samples/sec	accuracy=0.929219
+2020-04-14 16:21:49,506 Epoch[30] Batch [22350-22400]	Speed: 214.97 samples/sec	accuracy=0.929219
+2020-04-14 16:22:18,956 Epoch[30] Batch [22400-22450]	Speed: 217.32 samples/sec	accuracy=0.932813
+2020-04-14 16:22:48,641 Epoch[30] Batch [22450-22500]	Speed: 215.59 samples/sec	accuracy=0.938281
+2020-04-14 16:23:18,209 Epoch[30] Batch [22500-22550]	Speed: 216.45 samples/sec	accuracy=0.934688
+2020-04-14 16:23:47,904 Epoch[30] Batch [22550-22600]	Speed: 215.53 samples/sec	accuracy=0.933750
+2020-04-14 16:24:17,742 Epoch[30] Batch [22600-22650]	Speed: 214.50 samples/sec	accuracy=0.937187
+2020-04-14 16:24:47,656 Epoch[30] Batch [22650-22700]	Speed: 213.95 samples/sec	accuracy=0.932344
+2020-04-14 16:25:17,385 Epoch[30] Batch [22700-22750]	Speed: 215.28 samples/sec	accuracy=0.931875
+2020-04-14 16:25:47,007 Epoch[30] Batch [22750-22800]	Speed: 216.05 samples/sec	accuracy=0.932500
+2020-04-14 16:26:16,889 Epoch[30] Batch [22800-22850]	Speed: 214.18 samples/sec	accuracy=0.936875
+2020-04-14 16:26:46,933 Epoch[30] Batch [22850-22900]	Speed: 213.02 samples/sec	accuracy=0.934688
+2020-04-14 16:27:16,433 Epoch[30] Batch [22900-22950]	Speed: 216.95 samples/sec	accuracy=0.930156
+2020-04-14 16:27:45,920 Epoch[30] Batch [22950-23000]	Speed: 217.05 samples/sec	accuracy=0.926250
+2020-04-14 16:28:15,383 Epoch[30] Batch [23000-23050]	Speed: 217.22 samples/sec	accuracy=0.934375
+2020-04-14 16:28:45,159 Epoch[30] Batch [23050-23100]	Speed: 214.94 samples/sec	accuracy=0.934219
+2020-04-14 16:29:14,807 Epoch[30] Batch [23100-23150]	Speed: 215.87 samples/sec	accuracy=0.931562
+2020-04-14 16:29:44,466 Epoch[30] Batch [23150-23200]	Speed: 215.79 samples/sec	accuracy=0.935156
+2020-04-14 16:30:14,171 Epoch[30] Batch [23200-23250]	Speed: 215.45 samples/sec	accuracy=0.934063
+2020-04-14 16:30:43,725 Epoch[30] Batch [23250-23300]	Speed: 216.55 samples/sec	accuracy=0.929063
+2020-04-14 16:31:13,426 Epoch[30] Batch [23300-23350]	Speed: 215.48 samples/sec	accuracy=0.932500
+2020-04-14 16:31:43,212 Epoch[30] Batch [23350-23400]	Speed: 214.86 samples/sec	accuracy=0.933906
+2020-04-14 16:32:12,981 Epoch[30] Batch [23400-23450]	Speed: 214.99 samples/sec	accuracy=0.932969
+2020-04-14 16:32:42,750 Epoch[30] Batch [23450-23500]	Speed: 214.99 samples/sec	accuracy=0.935156
+2020-04-14 16:33:12,317 Epoch[30] Batch [23500-23550]	Speed: 216.46 samples/sec	accuracy=0.926562
+2020-04-14 16:33:42,109 Epoch[30] Batch [23550-23600]	Speed: 214.83 samples/sec	accuracy=0.939844
+2020-04-14 16:34:12,180 Epoch[30] Batch [23600-23650]	Speed: 212.83 samples/sec	accuracy=0.930781
+2020-04-14 16:34:41,758 Epoch[30] Batch [23650-23700]	Speed: 216.38 samples/sec	accuracy=0.932500
+2020-04-14 16:35:11,660 Epoch[30] Batch [23700-23750]	Speed: 214.03 samples/sec	accuracy=0.927031
+2020-04-14 16:35:41,172 Epoch[30] Batch [23750-23800]	Speed: 216.86 samples/sec	accuracy=0.928594
+2020-04-14 16:36:10,911 Epoch[30] Batch [23800-23850]	Speed: 215.21 samples/sec	accuracy=0.930156
+2020-04-14 16:36:40,985 Epoch[30] Batch [23850-23900]	Speed: 212.81 samples/sec	accuracy=0.933438
+2020-04-14 16:37:10,908 Epoch[30] Batch [23900-23950]	Speed: 213.88 samples/sec	accuracy=0.930156
+2020-04-14 16:37:40,737 Epoch[30] Batch [23950-24000]	Speed: 214.56 samples/sec	accuracy=0.932813
+2020-04-14 16:38:10,174 Epoch[30] Batch [24000-24050]	Speed: 217.42 samples/sec	accuracy=0.931406
+2020-04-14 16:38:39,891 Epoch[30] Batch [24050-24100]	Speed: 215.36 samples/sec	accuracy=0.931250
+2020-04-14 16:39:09,379 Epoch[30] Batch [24100-24150]	Speed: 217.04 samples/sec	accuracy=0.932969
+2020-04-14 16:39:39,122 Epoch[30] Batch [24150-24200]	Speed: 215.18 samples/sec	accuracy=0.937031
+2020-04-14 16:40:08,657 Epoch[30] Batch [24200-24250]	Speed: 216.69 samples/sec	accuracy=0.930156
+2020-04-14 16:40:38,497 Epoch[30] Batch [24250-24300]	Speed: 214.48 samples/sec	accuracy=0.933750
+2020-04-14 16:41:08,305 Epoch[30] Batch [24300-24350]	Speed: 214.71 samples/sec	accuracy=0.928438
+2020-04-14 16:41:37,833 Epoch[30] Batch [24350-24400]	Speed: 216.75 samples/sec	accuracy=0.930312
+2020-04-14 16:42:07,571 Epoch[30] Batch [24400-24450]	Speed: 215.22 samples/sec	accuracy=0.929531
+2020-04-14 16:42:37,282 Epoch[30] Batch [24450-24500]	Speed: 215.41 samples/sec	accuracy=0.928750
+2020-04-14 16:43:06,899 Epoch[30] Batch [24500-24550]	Speed: 216.10 samples/sec	accuracy=0.931719
+2020-04-14 16:43:36,383 Epoch[30] Batch [24550-24600]	Speed: 217.06 samples/sec	accuracy=0.929063
+2020-04-14 16:44:06,208 Epoch[30] Batch [24600-24650]	Speed: 214.59 samples/sec	accuracy=0.932500
+2020-04-14 16:44:35,738 Epoch[30] Batch [24650-24700]	Speed: 216.74 samples/sec	accuracy=0.930469
+2020-04-14 16:45:05,384 Epoch[30] Batch [24700-24750]	Speed: 215.88 samples/sec	accuracy=0.930625
+2020-04-14 16:45:35,181 Epoch[30] Batch [24750-24800]	Speed: 214.79 samples/sec	accuracy=0.927344
+2020-04-14 16:46:04,827 Epoch[30] Batch [24800-24850]	Speed: 215.88 samples/sec	accuracy=0.929844
+2020-04-14 16:46:34,365 Epoch[30] Batch [24850-24900]	Speed: 216.68 samples/sec	accuracy=0.933750
+2020-04-14 16:47:04,064 Epoch[30] Batch [24900-24950]	Speed: 215.50 samples/sec	accuracy=0.927031
+2020-04-14 16:47:33,849 Epoch[30] Batch [24950-25000]	Speed: 214.87 samples/sec	accuracy=0.932031
+2020-04-14 16:48:03,542 Epoch[30] Batch [25000-25050]	Speed: 215.54 samples/sec	accuracy=0.930312
+2020-04-14 16:48:33,211 Epoch[30] Batch [25050-25100]	Speed: 215.72 samples/sec	accuracy=0.929688
+2020-04-14 16:49:03,002 Epoch[30] Batch [25100-25150]	Speed: 214.83 samples/sec	accuracy=0.927656
+2020-04-14 16:49:32,577 Epoch[30] Batch [25150-25200]	Speed: 216.40 samples/sec	accuracy=0.926562
+2020-04-14 16:50:02,230 Epoch[30] Batch [25200-25250]	Speed: 215.83 samples/sec	accuracy=0.933438
+2020-04-14 16:50:31,721 Epoch[30] Batch [25250-25300]	Speed: 217.02 samples/sec	accuracy=0.933438
+2020-04-14 16:51:01,267 Epoch[30] Batch [25300-25350]	Speed: 216.62 samples/sec	accuracy=0.930156
+2020-04-14 16:51:30,653 Epoch[30] Batch [25350-25400]	Speed: 217.79 samples/sec	accuracy=0.930469
+2020-04-14 16:52:00,409 Epoch[30] Batch [25400-25450]	Speed: 215.08 samples/sec	accuracy=0.933594
+2020-04-14 16:52:30,237 Epoch[30] Batch [25450-25500]	Speed: 214.56 samples/sec	accuracy=0.927031
+2020-04-14 16:52:59,858 Epoch[30] Batch [25500-25550]	Speed: 216.07 samples/sec	accuracy=0.937187
+2020-04-14 16:53:29,498 Epoch[30] Batch [25550-25600]	Speed: 215.92 samples/sec	accuracy=0.934063
+2020-04-14 16:53:59,026 Epoch[30] Batch [25600-25650]	Speed: 216.75 samples/sec	accuracy=0.930312
+2020-04-14 16:54:29,001 Epoch[30] Batch [25650-25700]	Speed: 213.51 samples/sec	accuracy=0.930625
+2020-04-14 16:54:58,757 Epoch[30] Batch [25700-25750]	Speed: 215.08 samples/sec	accuracy=0.924531
+2020-04-14 16:55:28,763 Epoch[30] Batch [25750-25800]	Speed: 213.29 samples/sec	accuracy=0.928438
+2020-04-14 16:55:58,706 Epoch[30] Batch [25800-25850]	Speed: 213.75 samples/sec	accuracy=0.927969
+2020-04-14 16:56:28,273 Epoch[30] Batch [25850-25900]	Speed: 216.45 samples/sec	accuracy=0.931406
+2020-04-14 16:56:57,784 Epoch[30] Batch [25900-25950]	Speed: 216.87 samples/sec	accuracy=0.925937
+2020-04-14 16:57:27,441 Epoch[30] Batch [25950-26000]	Speed: 215.80 samples/sec	accuracy=0.925937
+2020-04-14 16:57:57,033 Epoch[30] Batch [26000-26050]	Speed: 216.28 samples/sec	accuracy=0.930000
+2020-04-14 16:58:26,710 Epoch[30] Batch [26050-26100]	Speed: 215.66 samples/sec	accuracy=0.925625
+2020-04-14 16:58:56,544 Epoch[30] Batch [26100-26150]	Speed: 214.52 samples/sec	accuracy=0.930156
+2020-04-14 16:59:25,911 Epoch[30] Batch [26150-26200]	Speed: 217.94 samples/sec	accuracy=0.922188
+2020-04-14 16:59:55,553 Epoch[30] Batch [26200-26250]	Speed: 215.91 samples/sec	accuracy=0.933906
+2020-04-14 17:00:25,147 Epoch[30] Batch [26250-26300]	Speed: 216.26 samples/sec	accuracy=0.932187
+2020-04-14 17:00:54,517 Epoch[30] Batch [26300-26350]	Speed: 217.92 samples/sec	accuracy=0.926094
+2020-04-14 17:01:24,466 Epoch[30] Batch [26350-26400]	Speed: 213.69 samples/sec	accuracy=0.932500
+2020-04-14 17:01:54,098 Epoch[30] Batch [26400-26450]	Speed: 215.99 samples/sec	accuracy=0.926562
+2020-04-14 17:02:23,693 Epoch[30] Batch [26450-26500]	Speed: 216.25 samples/sec	accuracy=0.932500
+2020-04-14 17:02:53,555 Epoch[30] Batch [26500-26550]	Speed: 214.32 samples/sec	accuracy=0.929063
+2020-04-14 17:03:23,184 Epoch[30] Batch [26550-26600]	Speed: 216.01 samples/sec	accuracy=0.929531
+2020-04-14 17:03:52,962 Epoch[30] Batch [26600-26650]	Speed: 214.92 samples/sec	accuracy=0.932813
+2020-04-14 17:04:22,536 Epoch[30] Batch [26650-26700]	Speed: 216.41 samples/sec	accuracy=0.932813
+2020-04-14 17:04:52,386 Epoch[30] Batch [26700-26750]	Speed: 214.40 samples/sec	accuracy=0.929688
+2020-04-14 17:05:21,856 Epoch[30] Batch [26750-26800]	Speed: 217.17 samples/sec	accuracy=0.934063
+2020-04-14 17:05:51,713 Epoch[30] Batch [26800-26850]	Speed: 214.36 samples/sec	accuracy=0.926250
+2020-04-14 17:06:21,229 Epoch[30] Batch [26850-26900]	Speed: 216.83 samples/sec	accuracy=0.932500
+2020-04-14 17:06:51,068 Epoch[30] Batch [26900-26950]	Speed: 214.48 samples/sec	accuracy=0.929688
+2020-04-14 17:07:20,857 Epoch[30] Batch [26950-27000]	Speed: 214.85 samples/sec	accuracy=0.928438
+2020-04-14 17:07:50,508 Epoch[30] Batch [27000-27050]	Speed: 215.85 samples/sec	accuracy=0.931562
+2020-04-14 17:08:20,025 Epoch[30] Batch [27050-27100]	Speed: 216.82 samples/sec	accuracy=0.932344
+2020-04-14 17:08:49,742 Epoch[30] Batch [27100-27150]	Speed: 215.37 samples/sec	accuracy=0.926094
+2020-04-14 17:09:19,427 Epoch[30] Batch [27150-27200]	Speed: 215.59 samples/sec	accuracy=0.925312
+2020-04-14 17:09:48,811 Epoch[30] Batch [27200-27250]	Speed: 217.81 samples/sec	accuracy=0.930781
+2020-04-14 17:10:18,405 Epoch[30] Batch [27250-27300]	Speed: 216.26 samples/sec	accuracy=0.932500
+2020-04-14 17:10:48,176 Epoch[30] Batch [27300-27350]	Speed: 214.97 samples/sec	accuracy=0.930312
+2020-04-14 17:11:18,028 Epoch[30] Batch [27350-27400]	Speed: 214.40 samples/sec	accuracy=0.932500
+2020-04-14 17:11:47,699 Epoch[30] Batch [27400-27450]	Speed: 215.70 samples/sec	accuracy=0.932187
+2020-04-14 17:12:17,222 Epoch[30] Batch [27450-27500]	Speed: 216.78 samples/sec	accuracy=0.932656
+2020-04-14 17:12:47,082 Epoch[30] Batch [27500-27550]	Speed: 214.33 samples/sec	accuracy=0.927969
+2020-04-14 17:13:16,594 Epoch[30] Batch [27550-27600]	Speed: 216.86 samples/sec	accuracy=0.931406
+2020-04-14 17:13:46,118 Epoch[30] Batch [27600-27650]	Speed: 216.78 samples/sec	accuracy=0.934063
+2020-04-14 17:14:15,842 Epoch[30] Batch [27650-27700]	Speed: 215.32 samples/sec	accuracy=0.930625
+2020-04-14 17:14:45,871 Epoch[30] Batch [27700-27750]	Speed: 213.13 samples/sec	accuracy=0.930781
+2020-04-14 17:15:15,521 Epoch[30] Batch [27750-27800]	Speed: 215.85 samples/sec	accuracy=0.927813
+2020-04-14 17:15:45,375 Epoch[30] Batch [27800-27850]	Speed: 214.38 samples/sec	accuracy=0.936406
+2020-04-14 17:16:15,083 Epoch[30] Batch [27850-27900]	Speed: 215.43 samples/sec	accuracy=0.928438
+2020-04-14 17:16:44,611 Epoch[30] Batch [27900-27950]	Speed: 216.75 samples/sec	accuracy=0.931875
+2020-04-14 17:17:14,505 Epoch[30] Batch [27950-28000]	Speed: 214.09 samples/sec	accuracy=0.927188
+2020-04-14 17:17:44,052 Epoch[30] Batch [28000-28050]	Speed: 216.60 samples/sec	accuracy=0.929219
+2020-04-14 17:18:13,588 Epoch[30] Batch [28050-28100]	Speed: 216.69 samples/sec	accuracy=0.935312
+2020-04-14 17:18:43,184 Epoch[30] Batch [28100-28150]	Speed: 216.25 samples/sec	accuracy=0.930469
+2020-04-14 17:19:13,270 Epoch[30] Batch [28150-28200]	Speed: 212.73 samples/sec	accuracy=0.934688
+2020-04-14 17:19:36,144 Epoch[30] Train-accuracy=0.930834
+2020-04-14 17:19:36,144 Epoch[30] Time cost=17480.760
+2020-04-14 17:19:36,277 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0031.params"
+2020-04-14 17:47:07,451 Epoch[30] Validation-accuracy=0.969592
+2020-04-14 17:47:42,857 Epoch[31] Batch [0-50]	Speed: 233.00 samples/sec	accuracy=0.923713
+2020-04-14 17:48:10,361 Epoch[31] Batch [50-100]	Speed: 232.69 samples/sec	accuracy=0.926406
+2020-04-14 17:48:37,698 Epoch[31] Batch [100-150]	Speed: 234.12 samples/sec	accuracy=0.933750
+2020-04-14 17:49:04,992 Epoch[31] Batch [150-200]	Speed: 234.48 samples/sec	accuracy=0.934688
+2020-04-14 17:49:32,513 Epoch[31] Batch [200-250]	Speed: 232.55 samples/sec	accuracy=0.928281
+2020-04-14 17:50:00,505 Epoch[31] Batch [250-300]	Speed: 228.64 samples/sec	accuracy=0.932187
+2020-04-14 17:50:29,853 Epoch[31] Batch [300-350]	Speed: 218.07 samples/sec	accuracy=0.931406
+2020-04-14 17:50:59,217 Epoch[31] Batch [350-400]	Speed: 217.96 samples/sec	accuracy=0.931719
+2020-04-14 17:51:28,736 Epoch[31] Batch [400-450]	Speed: 216.82 samples/sec	accuracy=0.932031
+2020-04-14 17:51:58,215 Epoch[31] Batch [450-500]	Speed: 217.10 samples/sec	accuracy=0.932969
+2020-04-14 17:52:27,678 Epoch[31] Batch [500-550]	Speed: 217.22 samples/sec	accuracy=0.926250
+2020-04-14 17:52:57,171 Epoch[31] Batch [550-600]	Speed: 217.00 samples/sec	accuracy=0.931094
+2020-04-14 17:53:26,567 Epoch[31] Batch [600-650]	Speed: 217.72 samples/sec	accuracy=0.933438
+2020-04-14 17:53:55,976 Epoch[31] Batch [650-700]	Speed: 217.62 samples/sec	accuracy=0.932656
+2020-04-14 17:54:25,343 Epoch[31] Batch [700-750]	Speed: 217.94 samples/sec	accuracy=0.928750
+2020-04-14 17:54:55,064 Epoch[31] Batch [750-800]	Speed: 215.34 samples/sec	accuracy=0.932500
+2020-04-14 17:55:24,309 Epoch[31] Batch [800-850]	Speed: 218.84 samples/sec	accuracy=0.933438
+2020-04-14 17:55:53,829 Epoch[31] Batch [850-900]	Speed: 216.80 samples/sec	accuracy=0.932656
+2020-04-14 17:56:23,260 Epoch[31] Batch [900-950]	Speed: 217.46 samples/sec	accuracy=0.928750
+2020-04-14 17:56:52,499 Epoch[31] Batch [950-1000]	Speed: 218.89 samples/sec	accuracy=0.929063
+2020-04-14 17:57:22,111 Epoch[31] Batch [1000-1050]	Speed: 216.13 samples/sec	accuracy=0.928281
+2020-04-14 17:57:51,326 Epoch[31] Batch [1050-1100]	Speed: 219.07 samples/sec	accuracy=0.927500
+2020-04-14 17:58:20,688 Epoch[31] Batch [1100-1150]	Speed: 217.97 samples/sec	accuracy=0.929688
+2020-04-14 17:58:50,542 Epoch[31] Batch [1150-1200]	Speed: 214.38 samples/sec	accuracy=0.935781
+2020-04-14 17:59:19,763 Epoch[31] Batch [1200-1250]	Speed: 219.03 samples/sec	accuracy=0.936406
+2020-04-14 17:59:48,690 Epoch[31] Batch [1250-1300]	Speed: 221.24 samples/sec	accuracy=0.926875
+2020-04-14 18:00:20,172 Epoch[31] Batch [1300-1350]	Speed: 203.30 samples/sec	accuracy=0.931562
+2020-04-14 18:00:52,236 Epoch[31] Batch [1350-1400]	Speed: 199.60 samples/sec	accuracy=0.931250
+2020-04-14 18:01:23,958 Epoch[31] Batch [1400-1450]	Speed: 201.76 samples/sec	accuracy=0.930156
+2020-04-14 18:01:55,730 Epoch[31] Batch [1450-1500]	Speed: 201.43 samples/sec	accuracy=0.928125
+2020-04-14 18:02:27,879 Epoch[31] Batch [1500-1550]	Speed: 199.07 samples/sec	accuracy=0.931250
+2020-04-14 18:02:59,865 Epoch[31] Batch [1550-1600]	Speed: 200.09 samples/sec	accuracy=0.929531
+2020-04-14 18:03:32,035 Epoch[31] Batch [1600-1650]	Speed: 198.95 samples/sec	accuracy=0.938125
+2020-04-14 18:04:04,062 Epoch[31] Batch [1650-1700]	Speed: 199.83 samples/sec	accuracy=0.922969
+2020-04-14 18:04:35,617 Epoch[31] Batch [1700-1750]	Speed: 202.82 samples/sec	accuracy=0.930469
+2020-04-14 18:05:07,689 Epoch[31] Batch [1750-1800]	Speed: 199.55 samples/sec	accuracy=0.930625
+2020-04-14 18:05:39,814 Epoch[31] Batch [1800-1850]	Speed: 199.23 samples/sec	accuracy=0.927500
+2020-04-14 18:06:12,023 Epoch[31] Batch [1850-1900]	Speed: 198.70 samples/sec	accuracy=0.930469
+2020-04-14 18:06:44,098 Epoch[31] Batch [1900-1950]	Speed: 199.53 samples/sec	accuracy=0.928125
+2020-04-14 18:07:16,197 Epoch[31] Batch [1950-2000]	Speed: 199.39 samples/sec	accuracy=0.925625
+2020-04-14 18:07:48,204 Epoch[31] Batch [2000-2050]	Speed: 199.95 samples/sec	accuracy=0.927656
+2020-04-14 18:08:19,906 Epoch[31] Batch [2050-2100]	Speed: 201.88 samples/sec	accuracy=0.929375
+2020-04-14 18:08:52,245 Epoch[31] Batch [2100-2150]	Speed: 197.90 samples/sec	accuracy=0.930312
+2020-04-14 18:09:24,328 Epoch[31] Batch [2150-2200]	Speed: 199.48 samples/sec	accuracy=0.928750
+2020-04-14 18:09:56,628 Epoch[31] Batch [2200-2250]	Speed: 198.15 samples/sec	accuracy=0.930625
+2020-04-14 18:10:29,169 Epoch[31] Batch [2250-2300]	Speed: 196.67 samples/sec	accuracy=0.932813
+2020-04-14 18:11:01,738 Epoch[31] Batch [2300-2350]	Speed: 196.51 samples/sec	accuracy=0.930000
+2020-04-14 18:11:33,604 Epoch[31] Batch [2350-2400]	Speed: 200.84 samples/sec	accuracy=0.935312
+2020-04-14 18:12:05,840 Epoch[31] Batch [2400-2450]	Speed: 198.54 samples/sec	accuracy=0.936719
+2020-04-14 18:12:38,019 Epoch[31] Batch [2450-2500]	Speed: 198.89 samples/sec	accuracy=0.931562
+2020-04-14 18:13:10,190 Epoch[31] Batch [2500-2550]	Speed: 198.94 samples/sec	accuracy=0.930937
+2020-04-14 18:13:42,152 Epoch[31] Batch [2550-2600]	Speed: 200.24 samples/sec	accuracy=0.929844
+2020-04-14 18:14:14,185 Epoch[31] Batch [2600-2650]	Speed: 199.80 samples/sec	accuracy=0.925625
+2020-04-14 18:14:46,227 Epoch[31] Batch [2650-2700]	Speed: 199.74 samples/sec	accuracy=0.928281
+2020-04-14 18:15:17,832 Epoch[31] Batch [2700-2750]	Speed: 202.50 samples/sec	accuracy=0.932813
+2020-04-14 18:15:49,617 Epoch[31] Batch [2750-2800]	Speed: 201.35 samples/sec	accuracy=0.925312
+2020-04-14 18:16:21,542 Epoch[31] Batch [2800-2850]	Speed: 200.48 samples/sec	accuracy=0.932656
+2020-04-14 18:16:53,523 Epoch[31] Batch [2850-2900]	Speed: 200.12 samples/sec	accuracy=0.927969
+2020-04-14 18:17:25,482 Epoch[31] Batch [2900-2950]	Speed: 200.26 samples/sec	accuracy=0.932656
+2020-04-14 18:17:57,619 Epoch[31] Batch [2950-3000]	Speed: 199.15 samples/sec	accuracy=0.931719
+2020-04-14 18:18:29,290 Epoch[31] Batch [3000-3050]	Speed: 202.08 samples/sec	accuracy=0.927344
+2020-04-14 18:19:01,408 Epoch[31] Batch [3050-3100]	Speed: 199.26 samples/sec	accuracy=0.929844
+2020-04-14 18:19:33,622 Epoch[31] Batch [3100-3150]	Speed: 198.67 samples/sec	accuracy=0.927344
+2020-04-14 18:20:05,683 Epoch[31] Batch [3150-3200]	Speed: 199.62 samples/sec	accuracy=0.928906
+2020-04-14 18:20:37,830 Epoch[31] Batch [3200-3250]	Speed: 199.09 samples/sec	accuracy=0.926406
+2020-04-14 18:21:09,740 Epoch[31] Batch [3250-3300]	Speed: 200.56 samples/sec	accuracy=0.928438
+2020-04-14 18:21:41,560 Epoch[31] Batch [3300-3350]	Speed: 201.14 samples/sec	accuracy=0.932187
+2020-04-14 18:22:13,365 Epoch[31] Batch [3350-3400]	Speed: 201.23 samples/sec	accuracy=0.929375
+2020-04-14 18:22:45,390 Epoch[31] Batch [3400-3450]	Speed: 199.85 samples/sec	accuracy=0.929375
+2020-04-14 18:23:17,552 Epoch[31] Batch [3450-3500]	Speed: 198.99 samples/sec	accuracy=0.930312
+2020-04-14 18:23:49,654 Epoch[31] Batch [3500-3550]	Speed: 199.37 samples/sec	accuracy=0.927500
+2020-04-14 18:24:21,518 Epoch[31] Batch [3550-3600]	Speed: 200.86 samples/sec	accuracy=0.932187
+2020-04-14 18:24:53,490 Epoch[31] Batch [3600-3650]	Speed: 200.18 samples/sec	accuracy=0.931875
+2020-04-14 18:25:25,274 Epoch[31] Batch [3650-3700]	Speed: 201.36 samples/sec	accuracy=0.937969
+2020-04-14 18:25:57,069 Epoch[31] Batch [3700-3750]	Speed: 201.29 samples/sec	accuracy=0.923125
+2020-04-14 18:26:29,347 Epoch[31] Batch [3750-3800]	Speed: 198.28 samples/sec	accuracy=0.927344
+2020-04-14 18:27:01,618 Epoch[31] Batch [3800-3850]	Speed: 198.32 samples/sec	accuracy=0.928750
+2020-04-14 18:27:33,322 Epoch[31] Batch [3850-3900]	Speed: 201.87 samples/sec	accuracy=0.928438
+2020-04-14 18:28:05,070 Epoch[31] Batch [3900-3950]	Speed: 201.59 samples/sec	accuracy=0.932187
+2020-04-14 18:28:36,931 Epoch[31] Batch [3950-4000]	Speed: 200.87 samples/sec	accuracy=0.933438
+2020-04-14 18:29:08,912 Epoch[31] Batch [4000-4050]	Speed: 200.12 samples/sec	accuracy=0.933750
+2020-04-14 18:29:40,741 Epoch[31] Batch [4050-4100]	Speed: 201.08 samples/sec	accuracy=0.920937
+2020-04-14 18:30:12,739 Epoch[31] Batch [4100-4150]	Speed: 200.01 samples/sec	accuracy=0.930469
+2020-04-14 18:30:44,805 Epoch[31] Batch [4150-4200]	Speed: 199.59 samples/sec	accuracy=0.932500
+2020-04-14 18:31:16,433 Epoch[31] Batch [4200-4250]	Speed: 202.35 samples/sec	accuracy=0.935625
+2020-04-14 18:31:48,192 Epoch[31] Batch [4250-4300]	Speed: 201.52 samples/sec	accuracy=0.933125
+2020-04-14 18:32:20,355 Epoch[31] Batch [4300-4350]	Speed: 198.99 samples/sec	accuracy=0.932344
+2020-04-14 18:32:52,485 Epoch[31] Batch [4350-4400]	Speed: 199.19 samples/sec	accuracy=0.931250
+2020-04-14 18:33:24,562 Epoch[31] Batch [4400-4450]	Speed: 199.52 samples/sec	accuracy=0.933750
+2020-04-14 18:33:56,495 Epoch[31] Batch [4450-4500]	Speed: 200.42 samples/sec	accuracy=0.930469
+2020-04-14 18:34:28,420 Epoch[31] Batch [4500-4550]	Speed: 200.48 samples/sec	accuracy=0.938125
+2020-04-14 18:35:00,325 Epoch[31] Batch [4550-4600]	Speed: 200.60 samples/sec	accuracy=0.932031
+2020-04-14 18:35:32,261 Epoch[31] Batch [4600-4650]	Speed: 200.40 samples/sec	accuracy=0.931562
+2020-04-14 18:36:04,645 Epoch[31] Batch [4650-4700]	Speed: 197.63 samples/sec	accuracy=0.926094
+2020-04-14 18:36:36,328 Epoch[31] Batch [4700-4750]	Speed: 202.01 samples/sec	accuracy=0.929219
+2020-04-14 18:37:08,246 Epoch[31] Batch [4750-4800]	Speed: 200.51 samples/sec	accuracy=0.929531
+2020-04-14 18:37:39,714 Epoch[31] Batch [4800-4850]	Speed: 203.38 samples/sec	accuracy=0.928750
+2020-04-14 18:38:11,523 Epoch[31] Batch [4850-4900]	Speed: 201.20 samples/sec	accuracy=0.929375
+2020-04-14 18:38:43,570 Epoch[31] Batch [4900-4950]	Speed: 199.71 samples/sec	accuracy=0.931562
+2020-04-14 18:39:15,565 Epoch[31] Batch [4950-5000]	Speed: 200.03 samples/sec	accuracy=0.925781
+2020-04-14 18:39:47,666 Epoch[31] Batch [5000-5050]	Speed: 199.37 samples/sec	accuracy=0.930312
+2020-04-14 18:40:19,603 Epoch[31] Batch [5050-5100]	Speed: 200.40 samples/sec	accuracy=0.932969
+2020-04-14 18:40:51,618 Epoch[31] Batch [5100-5150]	Speed: 199.91 samples/sec	accuracy=0.928906
+2020-04-14 18:41:23,562 Epoch[31] Batch [5150-5200]	Speed: 200.36 samples/sec	accuracy=0.925937
+2020-04-14 18:41:55,900 Epoch[31] Batch [5200-5250]	Speed: 197.91 samples/sec	accuracy=0.936094
+2020-04-14 18:42:27,855 Epoch[31] Batch [5250-5300]	Speed: 200.29 samples/sec	accuracy=0.929844
+2020-04-14 18:43:00,044 Epoch[31] Batch [5300-5350]	Speed: 198.83 samples/sec	accuracy=0.933750
+2020-04-14 18:43:32,702 Epoch[31] Batch [5350-5400]	Speed: 195.97 samples/sec	accuracy=0.932344
+2020-04-14 18:44:04,433 Epoch[31] Batch [5400-5450]	Speed: 201.70 samples/sec	accuracy=0.926250
+2020-04-14 18:44:36,506 Epoch[31] Batch [5450-5500]	Speed: 199.55 samples/sec	accuracy=0.932500
+2020-04-14 18:45:08,306 Epoch[31] Batch [5500-5550]	Speed: 201.26 samples/sec	accuracy=0.931250
+2020-04-14 18:45:40,588 Epoch[31] Batch [5550-5600]	Speed: 198.26 samples/sec	accuracy=0.927031
+2020-04-14 18:46:12,561 Epoch[31] Batch [5600-5650]	Speed: 200.17 samples/sec	accuracy=0.930000
+2020-04-14 18:46:44,068 Epoch[31] Batch [5650-5700]	Speed: 203.14 samples/sec	accuracy=0.925781
+2020-04-14 18:47:16,480 Epoch[31] Batch [5700-5750]	Speed: 197.46 samples/sec	accuracy=0.926406
+2020-04-14 18:47:48,327 Epoch[31] Batch [5750-5800]	Speed: 200.96 samples/sec	accuracy=0.934063
+2020-04-14 18:48:20,382 Epoch[31] Batch [5800-5850]	Speed: 199.66 samples/sec	accuracy=0.932656
+2020-04-14 18:48:51,986 Epoch[31] Batch [5850-5900]	Speed: 202.51 samples/sec	accuracy=0.933125
+2020-04-14 18:49:24,156 Epoch[31] Batch [5900-5950]	Speed: 198.94 samples/sec	accuracy=0.932813
+2020-04-14 18:49:55,882 Epoch[31] Batch [5950-6000]	Speed: 201.73 samples/sec	accuracy=0.934531
+2020-04-14 18:50:28,111 Epoch[31] Batch [6000-6050]	Speed: 198.58 samples/sec	accuracy=0.930781
+2020-04-14 18:51:00,293 Epoch[31] Batch [6050-6100]	Speed: 198.87 samples/sec	accuracy=0.931094
+2020-04-14 18:51:32,367 Epoch[31] Batch [6100-6150]	Speed: 199.54 samples/sec	accuracy=0.934844
+2020-04-14 18:52:04,188 Epoch[31] Batch [6150-6200]	Speed: 201.13 samples/sec	accuracy=0.929219
+2020-04-14 18:52:35,926 Epoch[31] Batch [6200-6250]	Speed: 201.65 samples/sec	accuracy=0.925312
+2020-04-14 18:53:07,959 Epoch[31] Batch [6250-6300]	Speed: 199.80 samples/sec	accuracy=0.928125
+2020-04-14 18:53:39,899 Epoch[31] Batch [6300-6350]	Speed: 200.38 samples/sec	accuracy=0.929844
+2020-04-14 18:54:11,949 Epoch[31] Batch [6350-6400]	Speed: 199.69 samples/sec	accuracy=0.934531
+2020-04-14 18:54:44,408 Epoch[31] Batch [6400-6450]	Speed: 197.17 samples/sec	accuracy=0.927031
+2020-04-14 18:55:16,598 Epoch[31] Batch [6450-6500]	Speed: 198.82 samples/sec	accuracy=0.933594
+2020-04-14 18:55:48,273 Epoch[31] Batch [6500-6550]	Speed: 202.06 samples/sec	accuracy=0.931875
+2020-04-14 18:56:20,286 Epoch[31] Batch [6550-6600]	Speed: 199.92 samples/sec	accuracy=0.931406
+2020-04-14 18:56:51,913 Epoch[31] Batch [6600-6650]	Speed: 202.36 samples/sec	accuracy=0.928125
+2020-04-14 18:57:23,994 Epoch[31] Batch [6650-6700]	Speed: 199.50 samples/sec	accuracy=0.930312
+2020-04-14 18:57:56,135 Epoch[31] Batch [6700-6750]	Speed: 199.13 samples/sec	accuracy=0.931719
+2020-04-14 18:58:28,080 Epoch[31] Batch [6750-6800]	Speed: 200.34 samples/sec	accuracy=0.931719
+2020-04-14 18:59:00,376 Epoch[31] Batch [6800-6850]	Speed: 198.17 samples/sec	accuracy=0.934063
+2020-04-14 18:59:32,234 Epoch[31] Batch [6850-6900]	Speed: 200.89 samples/sec	accuracy=0.927656
+2020-04-14 19:00:04,104 Epoch[31] Batch [6900-6950]	Speed: 200.82 samples/sec	accuracy=0.932813
+2020-04-14 19:00:35,587 Epoch[31] Batch [6950-7000]	Speed: 203.29 samples/sec	accuracy=0.924687
+2020-04-14 19:01:07,359 Epoch[31] Batch [7000-7050]	Speed: 201.44 samples/sec	accuracy=0.930781
+2020-04-14 19:01:39,273 Epoch[31] Batch [7050-7100]	Speed: 200.54 samples/sec	accuracy=0.934219
+2020-04-14 19:02:11,474 Epoch[31] Batch [7100-7150]	Speed: 198.75 samples/sec	accuracy=0.934531
+2020-04-14 19:02:43,397 Epoch[31] Batch [7150-7200]	Speed: 200.48 samples/sec	accuracy=0.930312
+2020-04-14 19:03:15,386 Epoch[31] Batch [7200-7250]	Speed: 200.07 samples/sec	accuracy=0.932656
+2020-04-14 19:03:47,297 Epoch[31] Batch [7250-7300]	Speed: 200.56 samples/sec	accuracy=0.930937
+2020-04-14 19:04:19,271 Epoch[31] Batch [7300-7350]	Speed: 200.17 samples/sec	accuracy=0.932656
+2020-04-14 19:04:51,135 Epoch[31] Batch [7350-7400]	Speed: 200.85 samples/sec	accuracy=0.927344
+2020-04-14 19:05:23,129 Epoch[31] Batch [7400-7450]	Speed: 200.04 samples/sec	accuracy=0.933125
+2020-04-14 19:05:54,991 Epoch[31] Batch [7450-7500]	Speed: 200.87 samples/sec	accuracy=0.928125
+2020-04-14 19:06:26,920 Epoch[31] Batch [7500-7550]	Speed: 200.45 samples/sec	accuracy=0.928281
+2020-04-14 19:06:58,917 Epoch[31] Batch [7550-7600]	Speed: 200.02 samples/sec	accuracy=0.931094
+2020-04-14 19:07:30,979 Epoch[31] Batch [7600-7650]	Speed: 199.61 samples/sec	accuracy=0.929375
+2020-04-14 19:08:03,010 Epoch[31] Batch [7650-7700]	Speed: 199.81 samples/sec	accuracy=0.929375
+2020-04-14 19:08:35,024 Epoch[31] Batch [7700-7750]	Speed: 199.91 samples/sec	accuracy=0.935937
+2020-04-14 19:09:07,115 Epoch[31] Batch [7750-7800]	Speed: 199.43 samples/sec	accuracy=0.929063
+2020-04-14 19:09:39,321 Epoch[31] Batch [7800-7850]	Speed: 198.72 samples/sec	accuracy=0.929375
+2020-04-14 19:10:11,222 Epoch[31] Batch [7850-7900]	Speed: 200.62 samples/sec	accuracy=0.934375
+2020-04-14 19:10:43,127 Epoch[31] Batch [7900-7950]	Speed: 200.60 samples/sec	accuracy=0.933750
+2020-04-14 19:11:15,027 Epoch[31] Batch [7950-8000]	Speed: 200.63 samples/sec	accuracy=0.927031
+2020-04-14 19:11:47,244 Epoch[31] Batch [8000-8050]	Speed: 198.65 samples/sec	accuracy=0.935000
+2020-04-14 19:12:19,629 Epoch[31] Batch [8050-8100]	Speed: 197.63 samples/sec	accuracy=0.931719
+2020-04-14 19:12:51,545 Epoch[31] Batch [8100-8150]	Speed: 200.53 samples/sec	accuracy=0.928438
+2020-04-14 19:13:23,490 Epoch[31] Batch [8150-8200]	Speed: 200.34 samples/sec	accuracy=0.931094
+2020-04-14 19:13:55,458 Epoch[31] Batch [8200-8250]	Speed: 200.20 samples/sec	accuracy=0.929375
+2020-04-14 19:14:27,364 Epoch[31] Batch [8250-8300]	Speed: 200.59 samples/sec	accuracy=0.928438
+2020-04-14 19:14:59,435 Epoch[31] Batch [8300-8350]	Speed: 199.56 samples/sec	accuracy=0.928594
+2020-04-14 19:15:31,235 Epoch[31] Batch [8350-8400]	Speed: 201.26 samples/sec	accuracy=0.930156
+2020-04-14 19:16:03,876 Epoch[31] Batch [8400-8450]	Speed: 196.07 samples/sec	accuracy=0.931406
+2020-04-14 19:16:35,759 Epoch[31] Batch [8450-8500]	Speed: 200.74 samples/sec	accuracy=0.928438
+2020-04-14 19:17:07,812 Epoch[31] Batch [8500-8550]	Speed: 199.67 samples/sec	accuracy=0.933750
+2020-04-14 19:17:39,394 Epoch[31] Batch [8550-8600]	Speed: 202.65 samples/sec	accuracy=0.931406
+2020-04-14 19:18:11,464 Epoch[31] Batch [8600-8650]	Speed: 199.56 samples/sec	accuracy=0.926562
+2020-04-14 19:18:43,303 Epoch[31] Batch [8650-8700]	Speed: 201.02 samples/sec	accuracy=0.931719
+2020-04-14 19:19:15,157 Epoch[31] Batch [8700-8750]	Speed: 200.92 samples/sec	accuracy=0.928906
+2020-04-14 19:19:47,059 Epoch[31] Batch [8750-8800]	Speed: 200.62 samples/sec	accuracy=0.934063
+2020-04-14 19:20:19,040 Epoch[31] Batch [8800-8850]	Speed: 200.12 samples/sec	accuracy=0.928906
+2020-04-14 19:20:51,375 Epoch[31] Batch [8850-8900]	Speed: 197.93 samples/sec	accuracy=0.936719
+2020-04-14 19:21:23,237 Epoch[31] Batch [8900-8950]	Speed: 200.87 samples/sec	accuracy=0.930000
+2020-04-14 19:21:55,208 Epoch[31] Batch [8950-9000]	Speed: 200.19 samples/sec	accuracy=0.934844
+2020-04-14 19:22:27,579 Epoch[31] Batch [9000-9050]	Speed: 197.71 samples/sec	accuracy=0.932969
+2020-04-14 19:22:59,677 Epoch[31] Batch [9050-9100]	Speed: 199.39 samples/sec	accuracy=0.929688
+2020-04-14 19:23:31,550 Epoch[31] Batch [9100-9150]	Speed: 200.80 samples/sec	accuracy=0.925937
+2020-04-14 19:24:03,342 Epoch[31] Batch [9150-9200]	Speed: 201.32 samples/sec	accuracy=0.927813
+2020-04-14 19:24:35,576 Epoch[31] Batch [9200-9250]	Speed: 198.55 samples/sec	accuracy=0.932500
+2020-04-14 19:25:07,627 Epoch[31] Batch [9250-9300]	Speed: 199.68 samples/sec	accuracy=0.932344
+2020-04-14 19:25:39,688 Epoch[31] Batch [9300-9350]	Speed: 199.62 samples/sec	accuracy=0.932656
+2020-04-14 19:26:11,728 Epoch[31] Batch [9350-9400]	Speed: 199.75 samples/sec	accuracy=0.933125
+2020-04-14 19:26:43,674 Epoch[31] Batch [9400-9450]	Speed: 200.34 samples/sec	accuracy=0.928906
+2020-04-14 19:27:15,752 Epoch[31] Batch [9450-9500]	Speed: 199.52 samples/sec	accuracy=0.931562
+2020-04-14 19:27:47,924 Epoch[31] Batch [9500-9550]	Speed: 198.93 samples/sec	accuracy=0.923281
+2020-04-14 19:28:19,802 Epoch[31] Batch [9550-9600]	Speed: 200.77 samples/sec	accuracy=0.931719
+2020-04-14 19:28:52,144 Epoch[31] Batch [9600-9650]	Speed: 197.88 samples/sec	accuracy=0.930000
+2020-04-14 19:29:24,239 Epoch[31] Batch [9650-9700]	Speed: 199.41 samples/sec	accuracy=0.933594
+2020-04-14 19:29:55,895 Epoch[31] Batch [9700-9750]	Speed: 202.18 samples/sec	accuracy=0.927656
+2020-04-14 19:30:27,836 Epoch[31] Batch [9750-9800]	Speed: 200.37 samples/sec	accuracy=0.930469
+2020-04-14 19:30:59,581 Epoch[31] Batch [9800-9850]	Speed: 201.61 samples/sec	accuracy=0.935937
+2020-04-14 19:31:31,418 Epoch[31] Batch [9850-9900]	Speed: 201.03 samples/sec	accuracy=0.928438
+2020-04-14 19:32:03,616 Epoch[31] Batch [9900-9950]	Speed: 198.77 samples/sec	accuracy=0.932500
+2020-04-14 19:32:35,825 Epoch[31] Batch [9950-10000]	Speed: 198.70 samples/sec	accuracy=0.935625
+2020-04-14 19:33:07,671 Epoch[31] Batch [10000-10050]	Speed: 200.97 samples/sec	accuracy=0.927813
+2020-04-14 19:33:39,088 Epoch[31] Batch [10050-10100]	Speed: 203.71 samples/sec	accuracy=0.931094
+2020-04-14 19:34:10,736 Epoch[31] Batch [10100-10150]	Speed: 202.22 samples/sec	accuracy=0.929531
+2020-04-14 19:34:42,895 Epoch[31] Batch [10150-10200]	Speed: 199.01 samples/sec	accuracy=0.928438
+2020-04-14 19:35:14,951 Epoch[31] Batch [10200-10250]	Speed: 199.65 samples/sec	accuracy=0.927031
+2020-04-14 19:35:46,893 Epoch[31] Batch [10250-10300]	Speed: 200.37 samples/sec	accuracy=0.921719
+2020-04-14 19:36:18,701 Epoch[31] Batch [10300-10350]	Speed: 201.21 samples/sec	accuracy=0.932031
+2020-04-14 19:36:50,764 Epoch[31] Batch [10350-10400]	Speed: 199.61 samples/sec	accuracy=0.929063
+2020-04-14 19:37:22,228 Epoch[31] Batch [10400-10450]	Speed: 203.40 samples/sec	accuracy=0.930000
+2020-04-14 19:37:54,133 Epoch[31] Batch [10450-10500]	Speed: 200.60 samples/sec	accuracy=0.930781
+2020-04-14 19:38:26,641 Epoch[31] Batch [10500-10550]	Speed: 196.88 samples/sec	accuracy=0.931875
+2020-04-14 19:38:58,534 Epoch[31] Batch [10550-10600]	Speed: 200.67 samples/sec	accuracy=0.932969
+2020-04-14 19:39:30,896 Epoch[31] Batch [10600-10650]	Speed: 197.76 samples/sec	accuracy=0.930312
+2020-04-14 19:40:02,976 Epoch[31] Batch [10650-10700]	Speed: 199.51 samples/sec	accuracy=0.932813
+2020-04-14 19:40:34,672 Epoch[31] Batch [10700-10750]	Speed: 201.92 samples/sec	accuracy=0.926094
+2020-04-14 19:41:06,825 Epoch[31] Batch [10750-10800]	Speed: 199.05 samples/sec	accuracy=0.932031
+2020-04-14 19:41:38,656 Epoch[31] Batch [10800-10850]	Speed: 201.06 samples/sec	accuracy=0.928125
+2020-04-14 19:42:10,619 Epoch[31] Batch [10850-10900]	Speed: 200.23 samples/sec	accuracy=0.932500
+2020-04-14 19:42:42,944 Epoch[31] Batch [10900-10950]	Speed: 197.99 samples/sec	accuracy=0.934375
+2020-04-14 19:43:14,899 Epoch[31] Batch [10950-11000]	Speed: 200.28 samples/sec	accuracy=0.925000
+2020-04-14 19:43:46,573 Epoch[31] Batch [11000-11050]	Speed: 202.06 samples/sec	accuracy=0.930937
+2020-04-14 19:44:18,495 Epoch[31] Batch [11050-11100]	Speed: 200.49 samples/sec	accuracy=0.932969
+2020-04-14 19:44:50,736 Epoch[31] Batch [11100-11150]	Speed: 198.50 samples/sec	accuracy=0.931094
+2020-04-14 19:45:22,829 Epoch[31] Batch [11150-11200]	Speed: 199.42 samples/sec	accuracy=0.931094
+2020-04-14 19:45:54,615 Epoch[31] Batch [11200-11250]	Speed: 201.35 samples/sec	accuracy=0.928438
+2020-04-14 19:46:26,776 Epoch[31] Batch [11250-11300]	Speed: 199.00 samples/sec	accuracy=0.933281
+2020-04-14 19:46:58,961 Epoch[31] Batch [11300-11350]	Speed: 198.85 samples/sec	accuracy=0.932031
+2020-04-14 19:47:31,217 Epoch[31] Batch [11350-11400]	Speed: 198.41 samples/sec	accuracy=0.929219
+2020-04-14 19:48:03,470 Epoch[31] Batch [11400-11450]	Speed: 198.43 samples/sec	accuracy=0.928281
+2020-04-14 19:48:35,752 Epoch[31] Batch [11450-11500]	Speed: 198.26 samples/sec	accuracy=0.933594
+2020-04-14 19:49:07,675 Epoch[31] Batch [11500-11550]	Speed: 200.48 samples/sec	accuracy=0.929063
+2020-04-14 19:49:39,735 Epoch[31] Batch [11550-11600]	Speed: 199.63 samples/sec	accuracy=0.935937
+2020-04-14 19:50:11,776 Epoch[31] Batch [11600-11650]	Speed: 199.74 samples/sec	accuracy=0.928125
+2020-04-14 19:50:44,199 Epoch[31] Batch [11650-11700]	Speed: 197.39 samples/sec	accuracy=0.928594
+2020-04-14 19:51:16,441 Epoch[31] Batch [11700-11750]	Speed: 198.50 samples/sec	accuracy=0.937031
+2020-04-14 19:51:48,662 Epoch[31] Batch [11750-11800]	Speed: 198.63 samples/sec	accuracy=0.928438
+2020-04-14 19:52:20,931 Epoch[31] Batch [11800-11850]	Speed: 198.34 samples/sec	accuracy=0.932656
+2020-04-14 19:52:52,662 Epoch[31] Batch [11850-11900]	Speed: 201.69 samples/sec	accuracy=0.929531
+2020-04-14 19:53:24,127 Epoch[31] Batch [11900-11950]	Speed: 203.41 samples/sec	accuracy=0.931719
+2020-04-14 19:53:56,452 Epoch[31] Batch [11950-12000]	Speed: 197.99 samples/sec	accuracy=0.931719
+2020-04-14 19:54:28,244 Epoch[31] Batch [12000-12050]	Speed: 201.31 samples/sec	accuracy=0.933125
+2020-04-14 19:55:00,207 Epoch[31] Batch [12050-12100]	Speed: 200.23 samples/sec	accuracy=0.937813
+2020-04-14 19:55:32,256 Epoch[31] Batch [12100-12150]	Speed: 199.70 samples/sec	accuracy=0.924063
+2020-04-14 19:56:03,798 Epoch[31] Batch [12150-12200]	Speed: 202.90 samples/sec	accuracy=0.932187
+2020-04-14 19:56:35,646 Epoch[31] Batch [12200-12250]	Speed: 200.96 samples/sec	accuracy=0.934219
+2020-04-14 19:57:07,508 Epoch[31] Batch [12250-12300]	Speed: 200.87 samples/sec	accuracy=0.931406
+2020-04-14 19:57:39,307 Epoch[31] Batch [12300-12350]	Speed: 201.26 samples/sec	accuracy=0.930000
+2020-04-14 19:58:11,027 Epoch[31] Batch [12350-12400]	Speed: 201.76 samples/sec	accuracy=0.934531
+2020-04-14 19:58:42,804 Epoch[31] Batch [12400-12450]	Speed: 201.41 samples/sec	accuracy=0.934375
+2020-04-14 19:59:15,000 Epoch[31] Batch [12450-12500]	Speed: 198.78 samples/sec	accuracy=0.929531
+2020-04-14 19:59:47,056 Epoch[31] Batch [12500-12550]	Speed: 199.65 samples/sec	accuracy=0.929844
+2020-04-14 20:00:19,344 Epoch[31] Batch [12550-12600]	Speed: 198.22 samples/sec	accuracy=0.925625
+2020-04-14 20:00:51,485 Epoch[31] Batch [12600-12650]	Speed: 199.12 samples/sec	accuracy=0.928594
+2020-04-14 20:01:23,794 Epoch[31] Batch [12650-12700]	Speed: 198.09 samples/sec	accuracy=0.929844
+2020-04-14 20:01:56,179 Epoch[31] Batch [12700-12750]	Speed: 197.62 samples/sec	accuracy=0.931406
+2020-04-14 20:02:28,118 Epoch[31] Batch [12750-12800]	Speed: 200.38 samples/sec	accuracy=0.925312
+2020-04-14 20:02:59,682 Epoch[31] Batch [12800-12850]	Speed: 202.76 samples/sec	accuracy=0.928125
+2020-04-14 20:03:31,602 Epoch[31] Batch [12850-12900]	Speed: 200.50 samples/sec	accuracy=0.926562
+2020-04-14 20:04:03,606 Epoch[31] Batch [12900-12950]	Speed: 199.98 samples/sec	accuracy=0.932969
+2020-04-14 20:04:36,210 Epoch[31] Batch [12950-13000]	Speed: 196.30 samples/sec	accuracy=0.930625
+2020-04-14 20:05:07,857 Epoch[31] Batch [13000-13050]	Speed: 202.23 samples/sec	accuracy=0.930312
+2020-04-14 20:05:39,187 Epoch[31] Batch [13050-13100]	Speed: 204.28 samples/sec	accuracy=0.929375
+2020-04-14 20:06:11,366 Epoch[31] Batch [13100-13150]	Speed: 198.89 samples/sec	accuracy=0.929219
+2020-04-14 20:06:43,285 Epoch[31] Batch [13150-13200]	Speed: 200.51 samples/sec	accuracy=0.932187
+2020-04-14 20:07:15,475 Epoch[31] Batch [13200-13250]	Speed: 198.83 samples/sec	accuracy=0.928281
+2020-04-14 20:07:47,715 Epoch[31] Batch [13250-13300]	Speed: 198.51 samples/sec	accuracy=0.932656
+2020-04-14 20:08:19,914 Epoch[31] Batch [13300-13350]	Speed: 198.77 samples/sec	accuracy=0.926094
+2020-04-14 20:08:51,953 Epoch[31] Batch [13350-13400]	Speed: 199.76 samples/sec	accuracy=0.929375
+2020-04-14 20:09:24,040 Epoch[31] Batch [13400-13450]	Speed: 199.46 samples/sec	accuracy=0.931562
+2020-04-14 20:09:55,961 Epoch[31] Batch [13450-13500]	Speed: 200.50 samples/sec	accuracy=0.927031
+2020-04-14 20:10:28,190 Epoch[31] Batch [13500-13550]	Speed: 198.58 samples/sec	accuracy=0.936406
+2020-04-14 20:10:59,682 Epoch[31] Batch [13550-13600]	Speed: 203.23 samples/sec	accuracy=0.932031
+2020-04-14 20:11:31,438 Epoch[31] Batch [13600-13650]	Speed: 201.54 samples/sec	accuracy=0.933750
+2020-04-14 20:12:03,445 Epoch[31] Batch [13650-13700]	Speed: 199.96 samples/sec	accuracy=0.930156
+2020-04-14 20:12:35,281 Epoch[31] Batch [13700-13750]	Speed: 201.03 samples/sec	accuracy=0.922031
+2020-04-14 20:13:07,325 Epoch[31] Batch [13750-13800]	Speed: 199.72 samples/sec	accuracy=0.928594
+2020-04-14 20:13:39,530 Epoch[31] Batch [13800-13850]	Speed: 198.73 samples/sec	accuracy=0.937344
+2020-04-14 20:14:11,647 Epoch[31] Batch [13850-13900]	Speed: 199.27 samples/sec	accuracy=0.926094
+2020-04-14 20:14:43,978 Epoch[31] Batch [13900-13950]	Speed: 197.95 samples/sec	accuracy=0.929844
+2020-04-14 20:15:16,284 Epoch[31] Batch [13950-14000]	Speed: 198.11 samples/sec	accuracy=0.929375
+2020-04-14 20:15:48,505 Epoch[31] Batch [14000-14050]	Speed: 198.63 samples/sec	accuracy=0.931250
+2020-04-14 20:16:20,456 Epoch[31] Batch [14050-14100]	Speed: 200.31 samples/sec	accuracy=0.927813
+2020-04-14 20:16:52,624 Epoch[31] Batch [14100-14150]	Speed: 198.96 samples/sec	accuracy=0.931406
+2020-04-14 20:17:24,664 Epoch[31] Batch [14150-14200]	Speed: 199.76 samples/sec	accuracy=0.929375
+2020-04-14 20:17:56,845 Epoch[31] Batch [14200-14250]	Speed: 198.87 samples/sec	accuracy=0.933594
+2020-04-14 20:18:29,019 Epoch[31] Batch [14250-14300]	Speed: 198.92 samples/sec	accuracy=0.933438
+2020-04-14 20:19:01,262 Epoch[31] Batch [14300-14350]	Speed: 198.49 samples/sec	accuracy=0.932656
+2020-04-14 20:19:33,235 Epoch[31] Batch [14350-14400]	Speed: 200.17 samples/sec	accuracy=0.929063
+2020-04-14 20:20:05,714 Epoch[31] Batch [14400-14450]	Speed: 197.05 samples/sec	accuracy=0.932969
+2020-04-14 20:20:37,988 Epoch[31] Batch [14450-14500]	Speed: 198.30 samples/sec	accuracy=0.927188
+2020-04-14 20:21:09,963 Epoch[31] Batch [14500-14550]	Speed: 200.16 samples/sec	accuracy=0.925937
+2020-04-14 20:21:41,970 Epoch[31] Batch [14550-14600]	Speed: 199.96 samples/sec	accuracy=0.926875
+2020-04-14 20:22:14,030 Epoch[31] Batch [14600-14650]	Speed: 199.63 samples/sec	accuracy=0.934219
+2020-04-14 20:22:45,652 Epoch[31] Batch [14650-14700]	Speed: 202.39 samples/sec	accuracy=0.929531
+2020-04-14 20:23:17,386 Epoch[31] Batch [14700-14750]	Speed: 201.68 samples/sec	accuracy=0.928906
+2020-04-14 20:23:49,319 Epoch[31] Batch [14750-14800]	Speed: 200.42 samples/sec	accuracy=0.933281
+2020-04-14 20:24:21,181 Epoch[31] Batch [14800-14850]	Speed: 200.87 samples/sec	accuracy=0.927969
+2020-04-14 20:24:52,538 Epoch[31] Batch [14850-14900]	Speed: 204.10 samples/sec	accuracy=0.934375
+2020-04-14 20:25:24,628 Epoch[31] Batch [14900-14950]	Speed: 199.44 samples/sec	accuracy=0.932656
+2020-04-14 20:25:56,144 Epoch[31] Batch [14950-15000]	Speed: 203.08 samples/sec	accuracy=0.926875
+2020-04-14 20:26:28,271 Epoch[31] Batch [15000-15050]	Speed: 199.21 samples/sec	accuracy=0.931250
+2020-04-14 20:27:00,303 Epoch[31] Batch [15050-15100]	Speed: 199.80 samples/sec	accuracy=0.933438
+2020-04-14 20:27:32,643 Epoch[31] Batch [15100-15150]	Speed: 197.90 samples/sec	accuracy=0.929531
+2020-04-14 20:28:04,585 Epoch[31] Batch [15150-15200]	Speed: 200.36 samples/sec	accuracy=0.935156
+2020-04-14 20:28:36,462 Epoch[31] Batch [15200-15250]	Speed: 200.78 samples/sec	accuracy=0.932969
+2020-04-14 20:29:08,511 Epoch[31] Batch [15250-15300]	Speed: 199.69 samples/sec	accuracy=0.930312
+2020-04-14 20:29:40,239 Epoch[31] Batch [15300-15350]	Speed: 201.72 samples/sec	accuracy=0.935469
+2020-04-14 20:30:12,361 Epoch[31] Batch [15350-15400]	Speed: 199.24 samples/sec	accuracy=0.928438
+2020-04-14 20:30:44,368 Epoch[31] Batch [15400-15450]	Speed: 199.96 samples/sec	accuracy=0.931875
+2020-04-14 20:31:16,739 Epoch[31] Batch [15450-15500]	Speed: 197.71 samples/sec	accuracy=0.925156
+2020-04-14 20:31:48,973 Epoch[31] Batch [15500-15550]	Speed: 198.55 samples/sec	accuracy=0.932344
+2020-04-14 20:32:20,761 Epoch[31] Batch [15550-15600]	Speed: 201.34 samples/sec	accuracy=0.930781
+2020-04-14 20:32:52,749 Epoch[31] Batch [15600-15650]	Speed: 200.08 samples/sec	accuracy=0.930469
+2020-04-14 20:33:24,508 Epoch[31] Batch [15650-15700]	Speed: 201.52 samples/sec	accuracy=0.937656
+2020-04-14 20:33:56,714 Epoch[31] Batch [15700-15750]	Speed: 198.72 samples/sec	accuracy=0.924375
+2020-04-14 20:34:28,705 Epoch[31] Batch [15750-15800]	Speed: 200.06 samples/sec	accuracy=0.927344
+2020-04-14 20:35:00,488 Epoch[31] Batch [15800-15850]	Speed: 201.37 samples/sec	accuracy=0.929063
+2020-04-14 20:35:32,493 Epoch[31] Batch [15850-15900]	Speed: 199.97 samples/sec	accuracy=0.927344
+2020-04-14 20:36:04,897 Epoch[31] Batch [15900-15950]	Speed: 197.51 samples/sec	accuracy=0.932187
+2020-04-14 20:36:36,840 Epoch[31] Batch [15950-16000]	Speed: 200.36 samples/sec	accuracy=0.932813
+2020-04-14 20:37:08,928 Epoch[31] Batch [16000-16050]	Speed: 199.45 samples/sec	accuracy=0.933438
+2020-04-14 20:37:40,832 Epoch[31] Batch [16050-16100]	Speed: 200.61 samples/sec	accuracy=0.928750
+2020-04-14 20:38:12,789 Epoch[31] Batch [16100-16150]	Speed: 200.27 samples/sec	accuracy=0.931094
+2020-04-14 20:38:44,805 Epoch[31] Batch [16150-16200]	Speed: 199.90 samples/sec	accuracy=0.929688
+2020-04-14 20:39:17,057 Epoch[31] Batch [16200-16250]	Speed: 198.44 samples/sec	accuracy=0.931094
+2020-04-14 20:39:48,718 Epoch[31] Batch [16250-16300]	Speed: 202.14 samples/sec	accuracy=0.934531
+2020-04-14 20:40:20,708 Epoch[31] Batch [16300-16350]	Speed: 200.06 samples/sec	accuracy=0.929531
+2020-04-14 20:40:52,740 Epoch[31] Batch [16350-16400]	Speed: 199.81 samples/sec	accuracy=0.930312
+2020-04-14 20:41:25,013 Epoch[31] Batch [16400-16450]	Speed: 198.31 samples/sec	accuracy=0.932656
+2020-04-14 20:41:56,905 Epoch[31] Batch [16450-16500]	Speed: 200.68 samples/sec	accuracy=0.930312
+2020-04-14 20:42:28,897 Epoch[31] Batch [16500-16550]	Speed: 200.06 samples/sec	accuracy=0.934219
+2020-04-14 20:43:00,895 Epoch[31] Batch [16550-16600]	Speed: 200.01 samples/sec	accuracy=0.933906
+2020-04-14 20:43:32,978 Epoch[31] Batch [16600-16650]	Speed: 199.49 samples/sec	accuracy=0.937656
+2020-04-14 20:44:05,169 Epoch[31] Batch [16650-16700]	Speed: 198.81 samples/sec	accuracy=0.931406
+2020-04-14 20:44:37,326 Epoch[31] Batch [16700-16750]	Speed: 199.02 samples/sec	accuracy=0.930781
+2020-04-14 20:45:09,297 Epoch[31] Batch [16750-16800]	Speed: 200.18 samples/sec	accuracy=0.932031
+2020-04-14 20:45:41,376 Epoch[31] Batch [16800-16850]	Speed: 199.51 samples/sec	accuracy=0.936094
+2020-04-14 20:46:13,351 Epoch[31] Batch [16850-16900]	Speed: 200.16 samples/sec	accuracy=0.929844
+2020-04-14 20:46:45,433 Epoch[31] Batch [16900-16950]	Speed: 199.49 samples/sec	accuracy=0.931406
+2020-04-14 20:47:17,156 Epoch[31] Batch [16950-17000]	Speed: 201.75 samples/sec	accuracy=0.939063
+2020-04-14 20:47:49,089 Epoch[31] Batch [17000-17050]	Speed: 200.42 samples/sec	accuracy=0.928594
+2020-04-14 20:48:21,077 Epoch[31] Batch [17050-17100]	Speed: 200.08 samples/sec	accuracy=0.930312
+2020-04-14 20:48:53,423 Epoch[31] Batch [17100-17150]	Speed: 197.87 samples/sec	accuracy=0.930625
+2020-04-14 20:49:25,712 Epoch[31] Batch [17150-17200]	Speed: 198.21 samples/sec	accuracy=0.933438
+2020-04-14 20:49:57,864 Epoch[31] Batch [17200-17250]	Speed: 199.06 samples/sec	accuracy=0.931719
+2020-04-14 20:50:30,179 Epoch[31] Batch [17250-17300]	Speed: 198.05 samples/sec	accuracy=0.931250
+2020-04-14 20:51:02,043 Epoch[31] Batch [17300-17350]	Speed: 200.86 samples/sec	accuracy=0.935000
+2020-04-14 20:51:33,920 Epoch[31] Batch [17350-17400]	Speed: 200.77 samples/sec	accuracy=0.933281
+2020-04-14 20:52:05,555 Epoch[31] Batch [17400-17450]	Speed: 202.31 samples/sec	accuracy=0.934375
+2020-04-14 20:52:37,890 Epoch[31] Batch [17450-17500]	Speed: 197.93 samples/sec	accuracy=0.931562
+2020-04-14 20:53:09,664 Epoch[31] Batch [17500-17550]	Speed: 201.43 samples/sec	accuracy=0.925312
+2020-04-14 20:53:41,886 Epoch[31] Batch [17550-17600]	Speed: 198.62 samples/sec	accuracy=0.928906
+2020-04-14 20:54:13,913 Epoch[31] Batch [17600-17650]	Speed: 199.83 samples/sec	accuracy=0.932813
+2020-04-14 20:54:45,457 Epoch[31] Batch [17650-17700]	Speed: 202.89 samples/sec	accuracy=0.932813
+2020-04-14 20:55:16,604 Epoch[31] Batch [17700-17750]	Speed: 205.48 samples/sec	accuracy=0.933906
+2020-04-14 20:55:46,443 Epoch[31] Batch [17750-17800]	Speed: 214.48 samples/sec	accuracy=0.936406
+2020-04-14 20:56:16,009 Epoch[31] Batch [17800-17850]	Speed: 216.47 samples/sec	accuracy=0.931719
+2020-04-14 20:56:45,534 Epoch[31] Batch [17850-17900]	Speed: 216.77 samples/sec	accuracy=0.930469
+2020-04-14 20:57:15,436 Epoch[31] Batch [17900-17950]	Speed: 214.03 samples/sec	accuracy=0.931094
+2020-04-14 20:57:45,038 Epoch[31] Batch [17950-18000]	Speed: 216.20 samples/sec	accuracy=0.931562
+2020-04-14 20:58:14,842 Epoch[31] Batch [18000-18050]	Speed: 214.74 samples/sec	accuracy=0.925625
+2020-04-14 20:58:44,294 Epoch[31] Batch [18050-18100]	Speed: 217.30 samples/sec	accuracy=0.930156
+2020-04-14 20:59:14,142 Epoch[31] Batch [18100-18150]	Speed: 214.42 samples/sec	accuracy=0.931094
+2020-04-14 20:59:44,120 Epoch[31] Batch [18150-18200]	Speed: 213.49 samples/sec	accuracy=0.932969
+2020-04-14 21:00:13,788 Epoch[31] Batch [18200-18250]	Speed: 215.72 samples/sec	accuracy=0.930312
+2020-04-14 21:00:43,601 Epoch[31] Batch [18250-18300]	Speed: 214.67 samples/sec	accuracy=0.934688
+2020-04-14 21:01:13,236 Epoch[31] Batch [18300-18350]	Speed: 215.96 samples/sec	accuracy=0.929531
+2020-04-14 21:01:43,021 Epoch[31] Batch [18350-18400]	Speed: 214.88 samples/sec	accuracy=0.928438
+2020-04-14 21:02:12,490 Epoch[31] Batch [18400-18450]	Speed: 217.18 samples/sec	accuracy=0.928281
+2020-04-14 21:02:41,962 Epoch[31] Batch [18450-18500]	Speed: 217.16 samples/sec	accuracy=0.931094
+2020-04-14 21:03:11,786 Epoch[31] Batch [18500-18550]	Speed: 214.59 samples/sec	accuracy=0.932344
+2020-04-14 21:03:41,515 Epoch[31] Batch [18550-18600]	Speed: 215.28 samples/sec	accuracy=0.927656
+2020-04-14 21:04:11,212 Epoch[31] Batch [18600-18650]	Speed: 215.51 samples/sec	accuracy=0.931250
+2020-04-14 21:04:41,029 Epoch[31] Batch [18650-18700]	Speed: 214.64 samples/sec	accuracy=0.928125
+2020-04-14 21:05:10,738 Epoch[31] Batch [18700-18750]	Speed: 215.42 samples/sec	accuracy=0.932813
+2020-04-14 21:05:40,428 Epoch[31] Batch [18750-18800]	Speed: 215.56 samples/sec	accuracy=0.937344
+2020-04-14 21:06:09,903 Epoch[31] Batch [18800-18850]	Speed: 217.14 samples/sec	accuracy=0.928906
+2020-04-14 21:06:39,934 Epoch[31] Batch [18850-18900]	Speed: 213.12 samples/sec	accuracy=0.932500
+2020-04-14 21:07:09,631 Epoch[31] Batch [18900-18950]	Speed: 215.51 samples/sec	accuracy=0.929375
+2020-04-14 21:07:39,353 Epoch[31] Batch [18950-19000]	Speed: 215.33 samples/sec	accuracy=0.926562
+2020-04-14 21:08:09,301 Epoch[31] Batch [19000-19050]	Speed: 213.71 samples/sec	accuracy=0.929375
+2020-04-14 21:08:39,117 Epoch[31] Batch [19050-19100]	Speed: 214.66 samples/sec	accuracy=0.934688
+2020-04-14 21:09:09,037 Epoch[31] Batch [19100-19150]	Speed: 213.90 samples/sec	accuracy=0.934063
+2020-04-14 21:09:38,955 Epoch[31] Batch [19150-19200]	Speed: 213.93 samples/sec	accuracy=0.925312
+2020-04-14 21:10:08,740 Epoch[31] Batch [19200-19250]	Speed: 214.87 samples/sec	accuracy=0.933281
+2020-04-14 21:10:38,228 Epoch[31] Batch [19250-19300]	Speed: 217.04 samples/sec	accuracy=0.925469
+2020-04-14 21:11:07,855 Epoch[31] Batch [19300-19350]	Speed: 216.02 samples/sec	accuracy=0.935781
+2020-04-14 21:11:37,514 Epoch[31] Batch [19350-19400]	Speed: 215.79 samples/sec	accuracy=0.930312
+2020-04-14 21:12:07,352 Epoch[31] Batch [19400-19450]	Speed: 214.49 samples/sec	accuracy=0.925156
+2020-04-14 21:12:37,155 Epoch[31] Batch [19450-19500]	Speed: 214.74 samples/sec	accuracy=0.931406
+2020-04-14 21:13:06,642 Epoch[31] Batch [19500-19550]	Speed: 217.05 samples/sec	accuracy=0.929844
+2020-04-14 21:13:36,335 Epoch[31] Batch [19550-19600]	Speed: 215.54 samples/sec	accuracy=0.930937
+2020-04-14 21:14:06,059 Epoch[31] Batch [19600-19650]	Speed: 215.32 samples/sec	accuracy=0.922031
+2020-04-14 21:14:35,897 Epoch[31] Batch [19650-19700]	Speed: 214.49 samples/sec	accuracy=0.935781
+2020-04-14 21:15:05,572 Epoch[31] Batch [19700-19750]	Speed: 215.67 samples/sec	accuracy=0.931562
+2020-04-14 21:15:35,338 Epoch[31] Batch [19750-19800]	Speed: 215.01 samples/sec	accuracy=0.930937
+2020-04-14 21:16:05,134 Epoch[31] Batch [19800-19850]	Speed: 214.79 samples/sec	accuracy=0.932187
+2020-04-14 21:16:34,881 Epoch[31] Batch [19850-19900]	Speed: 215.16 samples/sec	accuracy=0.931250
+2020-04-14 21:17:04,722 Epoch[31] Batch [19900-19950]	Speed: 214.47 samples/sec	accuracy=0.929688
+2020-04-14 21:17:34,525 Epoch[31] Batch [19950-20000]	Speed: 214.75 samples/sec	accuracy=0.926562
+2020-04-14 21:18:04,066 Epoch[31] Batch [20000-20050]	Speed: 216.65 samples/sec	accuracy=0.929375
+2020-04-14 21:18:33,716 Epoch[31] Batch [20050-20100]	Speed: 215.85 samples/sec	accuracy=0.935156
+2020-04-14 21:19:03,530 Epoch[31] Batch [20100-20150]	Speed: 214.67 samples/sec	accuracy=0.928906
+2020-04-14 21:19:33,389 Epoch[31] Batch [20150-20200]	Speed: 214.34 samples/sec	accuracy=0.930312
+2020-04-14 21:20:03,296 Epoch[31] Batch [20200-20250]	Speed: 214.00 samples/sec	accuracy=0.934688
+2020-04-14 21:20:33,218 Epoch[31] Batch [20250-20300]	Speed: 213.89 samples/sec	accuracy=0.933750
+2020-04-14 21:21:03,273 Epoch[31] Batch [20300-20350]	Speed: 212.95 samples/sec	accuracy=0.927344
+2020-04-14 21:21:32,791 Epoch[31] Batch [20350-20400]	Speed: 216.82 samples/sec	accuracy=0.933594
+2020-04-14 21:22:02,228 Epoch[31] Batch [20400-20450]	Speed: 217.42 samples/sec	accuracy=0.931719
+2020-04-14 21:22:32,017 Epoch[31] Batch [20450-20500]	Speed: 214.84 samples/sec	accuracy=0.924844
+2020-04-14 21:23:01,440 Epoch[31] Batch [20500-20550]	Speed: 217.52 samples/sec	accuracy=0.926875
+2020-04-14 21:23:31,290 Epoch[31] Batch [20550-20600]	Speed: 214.41 samples/sec	accuracy=0.931250
+2020-04-14 21:24:01,092 Epoch[31] Batch [20600-20650]	Speed: 214.75 samples/sec	accuracy=0.932031
+2020-04-14 21:24:30,797 Epoch[31] Batch [20650-20700]	Speed: 215.46 samples/sec	accuracy=0.928906
+2020-04-14 21:25:00,208 Epoch[31] Batch [20700-20750]	Speed: 217.61 samples/sec	accuracy=0.930312
+2020-04-14 21:25:29,811 Epoch[31] Batch [20750-20800]	Speed: 216.19 samples/sec	accuracy=0.931250
+2020-04-14 21:25:59,638 Epoch[31] Batch [20800-20850]	Speed: 214.57 samples/sec	accuracy=0.927344
+2020-04-14 21:26:29,575 Epoch[31] Batch [20850-20900]	Speed: 213.78 samples/sec	accuracy=0.928906
+2020-04-14 21:26:59,368 Epoch[31] Batch [20900-20950]	Speed: 214.82 samples/sec	accuracy=0.928281
+2020-04-14 21:27:28,872 Epoch[31] Batch [20950-21000]	Speed: 216.92 samples/sec	accuracy=0.928750
+2020-04-14 21:27:58,773 Epoch[31] Batch [21000-21050]	Speed: 214.04 samples/sec	accuracy=0.931562
+2020-04-14 21:28:28,425 Epoch[31] Batch [21050-21100]	Speed: 215.84 samples/sec	accuracy=0.926719
+2020-04-14 21:28:57,943 Epoch[31] Batch [21100-21150]	Speed: 216.82 samples/sec	accuracy=0.934688
+2020-04-14 21:29:27,828 Epoch[31] Batch [21150-21200]	Speed: 214.15 samples/sec	accuracy=0.927969
+2020-04-14 21:29:57,534 Epoch[31] Batch [21200-21250]	Speed: 215.45 samples/sec	accuracy=0.927969
+2020-04-14 21:30:27,246 Epoch[31] Batch [21250-21300]	Speed: 215.41 samples/sec	accuracy=0.928281
+2020-04-14 21:30:56,822 Epoch[31] Batch [21300-21350]	Speed: 216.39 samples/sec	accuracy=0.928125
+2020-04-14 21:31:26,561 Epoch[31] Batch [21350-21400]	Speed: 215.21 samples/sec	accuracy=0.930937
+2020-04-14 21:31:56,295 Epoch[31] Batch [21400-21450]	Speed: 215.24 samples/sec	accuracy=0.930781
+2020-04-14 21:32:25,905 Epoch[31] Batch [21450-21500]	Speed: 216.15 samples/sec	accuracy=0.933125
+2020-04-14 21:32:55,467 Epoch[31] Batch [21500-21550]	Speed: 216.50 samples/sec	accuracy=0.929531
+2020-04-14 21:33:25,025 Epoch[31] Batch [21550-21600]	Speed: 216.52 samples/sec	accuracy=0.930937
+2020-04-14 21:33:54,468 Epoch[31] Batch [21600-21650]	Speed: 217.37 samples/sec	accuracy=0.932031
+2020-04-14 21:34:23,942 Epoch[31] Batch [21650-21700]	Speed: 217.15 samples/sec	accuracy=0.930469
+2020-04-14 21:34:53,838 Epoch[31] Batch [21700-21750]	Speed: 214.07 samples/sec	accuracy=0.931094
+2020-04-14 21:35:23,436 Epoch[31] Batch [21750-21800]	Speed: 216.23 samples/sec	accuracy=0.928281
+2020-04-14 21:35:52,868 Epoch[31] Batch [21800-21850]	Speed: 217.45 samples/sec	accuracy=0.924531
+2020-04-14 21:36:22,879 Epoch[31] Batch [21850-21900]	Speed: 213.26 samples/sec	accuracy=0.928281
+2020-04-14 21:36:52,668 Epoch[31] Batch [21900-21950]	Speed: 214.85 samples/sec	accuracy=0.933750
+2020-04-14 21:37:22,438 Epoch[31] Batch [21950-22000]	Speed: 214.98 samples/sec	accuracy=0.930312
+2020-04-14 21:37:52,299 Epoch[31] Batch [22000-22050]	Speed: 214.33 samples/sec	accuracy=0.932344
+2020-04-14 21:38:22,223 Epoch[31] Batch [22050-22100]	Speed: 213.87 samples/sec	accuracy=0.932969
+2020-04-14 21:38:51,889 Epoch[31] Batch [22100-22150]	Speed: 215.74 samples/sec	accuracy=0.925156
+2020-04-14 21:39:21,653 Epoch[31] Batch [22150-22200]	Speed: 215.02 samples/sec	accuracy=0.931875
+2020-04-14 21:39:51,180 Epoch[31] Batch [22200-22250]	Speed: 216.75 samples/sec	accuracy=0.932500
+2020-04-14 21:40:20,914 Epoch[31] Batch [22250-22300]	Speed: 215.24 samples/sec	accuracy=0.932344
+2020-04-14 21:40:50,359 Epoch[31] Batch [22300-22350]	Speed: 217.35 samples/sec	accuracy=0.930312
+2020-04-14 21:41:20,033 Epoch[31] Batch [22350-22400]	Speed: 215.68 samples/sec	accuracy=0.931719
+2020-04-14 21:41:49,941 Epoch[31] Batch [22400-22450]	Speed: 213.99 samples/sec	accuracy=0.932031
+2020-04-14 21:42:19,545 Epoch[31] Batch [22450-22500]	Speed: 216.19 samples/sec	accuracy=0.929219
+2020-04-14 21:42:49,330 Epoch[31] Batch [22500-22550]	Speed: 214.88 samples/sec	accuracy=0.928281
+2020-04-14 21:43:19,010 Epoch[31] Batch [22550-22600]	Speed: 215.63 samples/sec	accuracy=0.931562
+2020-04-14 21:43:48,869 Epoch[31] Batch [22600-22650]	Speed: 214.34 samples/sec	accuracy=0.927656
+2020-04-14 21:44:19,447 Epoch[31] Batch [22650-22700]	Speed: 209.31 samples/sec	accuracy=0.931719
+2020-04-14 21:44:49,437 Epoch[31] Batch [22700-22750]	Speed: 213.40 samples/sec	accuracy=0.921719
+2020-04-14 21:45:19,305 Epoch[31] Batch [22750-22800]	Speed: 214.28 samples/sec	accuracy=0.930469
+2020-04-14 21:45:49,115 Epoch[31] Batch [22800-22850]	Speed: 214.69 samples/sec	accuracy=0.930625
+2020-04-14 21:46:18,686 Epoch[31] Batch [22850-22900]	Speed: 216.43 samples/sec	accuracy=0.932969
+2020-04-14 21:46:48,777 Epoch[31] Batch [22900-22950]	Speed: 212.69 samples/sec	accuracy=0.932656
+2020-04-14 21:47:18,401 Epoch[31] Batch [22950-23000]	Speed: 216.04 samples/sec	accuracy=0.930625
+2020-04-14 21:47:48,479 Epoch[31] Batch [23000-23050]	Speed: 212.78 samples/sec	accuracy=0.930781
+2020-04-14 21:48:18,375 Epoch[31] Batch [23050-23100]	Speed: 214.08 samples/sec	accuracy=0.931094
+2020-04-14 21:48:48,111 Epoch[31] Batch [23100-23150]	Speed: 215.23 samples/sec	accuracy=0.933281
+2020-04-14 21:49:18,202 Epoch[31] Batch [23150-23200]	Speed: 212.69 samples/sec	accuracy=0.933594
+2020-04-14 21:49:48,109 Epoch[31] Batch [23200-23250]	Speed: 213.99 samples/sec	accuracy=0.924531
+2020-04-14 21:50:18,082 Epoch[31] Batch [23250-23300]	Speed: 213.53 samples/sec	accuracy=0.928281
+2020-04-14 21:50:47,604 Epoch[31] Batch [23300-23350]	Speed: 216.79 samples/sec	accuracy=0.935156
+2020-04-14 21:51:17,348 Epoch[31] Batch [23350-23400]	Speed: 215.16 samples/sec	accuracy=0.931250
+2020-04-14 21:51:47,024 Epoch[31] Batch [23400-23450]	Speed: 215.67 samples/sec	accuracy=0.934219
+2020-04-14 21:52:16,876 Epoch[31] Batch [23450-23500]	Speed: 214.39 samples/sec	accuracy=0.932344
+2020-04-14 21:52:46,528 Epoch[31] Batch [23500-23550]	Speed: 215.84 samples/sec	accuracy=0.929844
+2020-04-14 21:53:16,211 Epoch[31] Batch [23550-23600]	Speed: 215.61 samples/sec	accuracy=0.932344
+2020-04-14 21:53:46,226 Epoch[31] Batch [23600-23650]	Speed: 213.23 samples/sec	accuracy=0.941406
+2020-04-14 21:54:16,054 Epoch[31] Batch [23650-23700]	Speed: 214.57 samples/sec	accuracy=0.936562
+2020-04-14 21:54:45,533 Epoch[31] Batch [23700-23750]	Speed: 217.10 samples/sec	accuracy=0.926406
+2020-04-14 21:55:15,376 Epoch[31] Batch [23750-23800]	Speed: 214.46 samples/sec	accuracy=0.933750
+2020-04-14 21:55:45,168 Epoch[31] Batch [23800-23850]	Speed: 214.82 samples/sec	accuracy=0.930156
+2020-04-14 21:56:14,901 Epoch[31] Batch [23850-23900]	Speed: 215.25 samples/sec	accuracy=0.931250
+2020-04-14 21:56:45,121 Epoch[31] Batch [23900-23950]	Speed: 211.78 samples/sec	accuracy=0.927344
+2020-04-14 21:57:14,605 Epoch[31] Batch [23950-24000]	Speed: 217.07 samples/sec	accuracy=0.934375
+2020-04-14 21:57:44,187 Epoch[31] Batch [24000-24050]	Speed: 216.35 samples/sec	accuracy=0.931406
+2020-04-14 21:58:14,149 Epoch[31] Batch [24050-24100]	Speed: 213.61 samples/sec	accuracy=0.934531
+2020-04-14 21:58:43,645 Epoch[31] Batch [24100-24150]	Speed: 216.98 samples/sec	accuracy=0.932344
+2020-04-14 21:59:13,166 Epoch[31] Batch [24150-24200]	Speed: 216.80 samples/sec	accuracy=0.932344
+2020-04-14 21:59:42,757 Epoch[31] Batch [24200-24250]	Speed: 216.28 samples/sec	accuracy=0.931875
+2020-04-14 22:00:12,532 Epoch[31] Batch [24250-24300]	Speed: 214.95 samples/sec	accuracy=0.929375
+2020-04-14 22:00:42,084 Epoch[31] Batch [24300-24350]	Speed: 216.57 samples/sec	accuracy=0.925625
+2020-04-14 22:01:11,979 Epoch[31] Batch [24350-24400]	Speed: 214.09 samples/sec	accuracy=0.925625
+2020-04-14 22:01:41,777 Epoch[31] Batch [24400-24450]	Speed: 214.78 samples/sec	accuracy=0.936094
+2020-04-14 22:02:11,836 Epoch[31] Batch [24450-24500]	Speed: 212.92 samples/sec	accuracy=0.928750
+2020-04-14 22:02:41,611 Epoch[31] Batch [24500-24550]	Speed: 214.95 samples/sec	accuracy=0.929063
+2020-04-14 22:03:11,453 Epoch[31] Batch [24550-24600]	Speed: 214.46 samples/sec	accuracy=0.929063
+2020-04-14 22:03:41,096 Epoch[31] Batch [24600-24650]	Speed: 215.91 samples/sec	accuracy=0.930937
+2020-04-14 22:04:10,670 Epoch[31] Batch [24650-24700]	Speed: 216.41 samples/sec	accuracy=0.924531
+2020-04-14 22:04:40,388 Epoch[31] Batch [24700-24750]	Speed: 215.35 samples/sec	accuracy=0.932656
+2020-04-14 22:05:09,987 Epoch[31] Batch [24750-24800]	Speed: 216.23 samples/sec	accuracy=0.932031
+2020-04-14 22:05:39,577 Epoch[31] Batch [24800-24850]	Speed: 216.30 samples/sec	accuracy=0.930625
+2020-04-14 22:06:09,255 Epoch[31] Batch [24850-24900]	Speed: 215.65 samples/sec	accuracy=0.932187
+2020-04-14 22:06:38,825 Epoch[31] Batch [24900-24950]	Speed: 216.43 samples/sec	accuracy=0.934688
+2020-04-14 22:07:08,381 Epoch[31] Batch [24950-25000]	Speed: 216.54 samples/sec	accuracy=0.933594
+2020-04-14 22:07:38,153 Epoch[31] Batch [25000-25050]	Speed: 214.97 samples/sec	accuracy=0.935625
+2020-04-14 22:08:08,096 Epoch[31] Batch [25050-25100]	Speed: 213.74 samples/sec	accuracy=0.934688
+2020-04-14 22:08:38,063 Epoch[31] Batch [25100-25150]	Speed: 213.57 samples/sec	accuracy=0.932656
+2020-04-14 22:09:07,700 Epoch[31] Batch [25150-25200]	Speed: 215.95 samples/sec	accuracy=0.928750
+2020-04-14 22:09:37,225 Epoch[31] Batch [25200-25250]	Speed: 216.77 samples/sec	accuracy=0.930312
+2020-04-14 22:10:07,033 Epoch[31] Batch [25250-25300]	Speed: 214.71 samples/sec	accuracy=0.932656
+2020-04-14 22:10:36,710 Epoch[31] Batch [25300-25350]	Speed: 215.66 samples/sec	accuracy=0.927969
+2020-04-14 22:11:06,452 Epoch[31] Batch [25350-25400]	Speed: 215.18 samples/sec	accuracy=0.923594
+2020-04-14 22:11:36,114 Epoch[31] Batch [25400-25450]	Speed: 215.77 samples/sec	accuracy=0.934688
+2020-04-14 22:12:05,832 Epoch[31] Batch [25450-25500]	Speed: 215.36 samples/sec	accuracy=0.927188
+2020-04-14 22:12:35,520 Epoch[31] Batch [25500-25550]	Speed: 215.58 samples/sec	accuracy=0.933906
+2020-04-14 22:13:05,148 Epoch[31] Batch [25550-25600]	Speed: 216.01 samples/sec	accuracy=0.927344
+2020-04-14 22:13:34,766 Epoch[31] Batch [25600-25650]	Speed: 216.09 samples/sec	accuracy=0.929531
+2020-04-14 22:14:04,643 Epoch[31] Batch [25650-25700]	Speed: 214.21 samples/sec	accuracy=0.930000
+2020-04-14 22:14:34,278 Epoch[31] Batch [25700-25750]	Speed: 215.96 samples/sec	accuracy=0.936562
+2020-04-14 22:15:04,303 Epoch[31] Batch [25750-25800]	Speed: 213.16 samples/sec	accuracy=0.929063
+2020-04-14 22:15:34,018 Epoch[31] Batch [25800-25850]	Speed: 215.39 samples/sec	accuracy=0.926875
+2020-04-14 22:16:03,696 Epoch[31] Batch [25850-25900]	Speed: 215.65 samples/sec	accuracy=0.930781
+2020-04-14 22:16:33,454 Epoch[31] Batch [25900-25950]	Speed: 215.06 samples/sec	accuracy=0.930156
+2020-04-14 22:17:03,168 Epoch[31] Batch [25950-26000]	Speed: 215.39 samples/sec	accuracy=0.925156
+2020-04-14 22:17:32,738 Epoch[31] Batch [26000-26050]	Speed: 216.44 samples/sec	accuracy=0.932656
+2020-04-14 22:18:02,397 Epoch[31] Batch [26050-26100]	Speed: 215.78 samples/sec	accuracy=0.927500
+2020-04-14 22:18:32,556 Epoch[31] Batch [26100-26150]	Speed: 212.21 samples/sec	accuracy=0.928594
+2020-04-14 22:19:02,284 Epoch[31] Batch [26150-26200]	Speed: 215.28 samples/sec	accuracy=0.930937
+2020-04-14 22:19:31,869 Epoch[31] Batch [26200-26250]	Speed: 216.33 samples/sec	accuracy=0.931406
+2020-04-14 22:20:01,582 Epoch[31] Batch [26250-26300]	Speed: 215.40 samples/sec	accuracy=0.929375
+2020-04-14 22:20:31,211 Epoch[31] Batch [26300-26350]	Speed: 216.01 samples/sec	accuracy=0.930781
+2020-04-14 22:21:01,080 Epoch[31] Batch [26350-26400]	Speed: 214.27 samples/sec	accuracy=0.926719
+2020-04-14 22:21:30,575 Epoch[31] Batch [26400-26450]	Speed: 216.98 samples/sec	accuracy=0.928906
+2020-04-14 22:22:00,283 Epoch[31] Batch [26450-26500]	Speed: 215.44 samples/sec	accuracy=0.929063
+2020-04-14 22:22:29,972 Epoch[31] Batch [26500-26550]	Speed: 215.56 samples/sec	accuracy=0.932344
+2020-04-14 22:22:59,692 Epoch[31] Batch [26550-26600]	Speed: 215.35 samples/sec	accuracy=0.933281
+2020-04-14 22:23:29,392 Epoch[31] Batch [26600-26650]	Speed: 215.49 samples/sec	accuracy=0.935000
+2020-04-14 22:23:59,447 Epoch[31] Batch [26650-26700]	Speed: 212.95 samples/sec	accuracy=0.931406
+2020-04-14 22:24:29,219 Epoch[31] Batch [26700-26750]	Speed: 214.97 samples/sec	accuracy=0.932187
+2020-04-14 22:24:58,730 Epoch[31] Batch [26750-26800]	Speed: 216.87 samples/sec	accuracy=0.927188
+2020-04-14 22:25:28,528 Epoch[31] Batch [26800-26850]	Speed: 214.78 samples/sec	accuracy=0.931719
+2020-04-14 22:25:58,351 Epoch[31] Batch [26850-26900]	Speed: 214.60 samples/sec	accuracy=0.929063
+2020-04-14 22:26:27,712 Epoch[31] Batch [26900-26950]	Speed: 217.98 samples/sec	accuracy=0.933438
+2020-04-14 22:26:57,376 Epoch[31] Batch [26950-27000]	Speed: 215.75 samples/sec	accuracy=0.931250
+2020-04-14 22:27:27,187 Epoch[31] Batch [27000-27050]	Speed: 214.69 samples/sec	accuracy=0.926875
+2020-04-14 22:27:57,077 Epoch[31] Batch [27050-27100]	Speed: 214.12 samples/sec	accuracy=0.934063
+2020-04-14 22:28:26,757 Epoch[31] Batch [27100-27150]	Speed: 215.64 samples/sec	accuracy=0.931719
+2020-04-14 22:28:56,277 Epoch[31] Batch [27150-27200]	Speed: 216.80 samples/sec	accuracy=0.933125
+2020-04-14 22:29:25,942 Epoch[31] Batch [27200-27250]	Speed: 215.74 samples/sec	accuracy=0.925781
+2020-04-14 22:29:55,689 Epoch[31] Batch [27250-27300]	Speed: 215.15 samples/sec	accuracy=0.930469
+2020-04-14 22:30:25,471 Epoch[31] Batch [27300-27350]	Speed: 214.90 samples/sec	accuracy=0.933438
+2020-04-14 22:30:55,086 Epoch[31] Batch [27350-27400]	Speed: 216.11 samples/sec	accuracy=0.930000
+2020-04-14 22:31:24,817 Epoch[31] Batch [27400-27450]	Speed: 215.26 samples/sec	accuracy=0.931406
+2020-04-14 22:31:54,565 Epoch[31] Batch [27450-27500]	Speed: 215.14 samples/sec	accuracy=0.934688
+2020-04-14 22:32:24,187 Epoch[31] Batch [27500-27550]	Speed: 216.06 samples/sec	accuracy=0.933281
+2020-04-14 22:32:53,931 Epoch[31] Batch [27550-27600]	Speed: 215.17 samples/sec	accuracy=0.935469
+2020-04-14 22:33:23,486 Epoch[31] Batch [27600-27650]	Speed: 216.55 samples/sec	accuracy=0.932500
+2020-04-14 22:33:53,024 Epoch[31] Batch [27650-27700]	Speed: 216.67 samples/sec	accuracy=0.931250
+2020-04-14 22:34:23,118 Epoch[31] Batch [27700-27750]	Speed: 212.67 samples/sec	accuracy=0.935469
+2020-04-14 22:34:52,947 Epoch[31] Batch [27750-27800]	Speed: 214.56 samples/sec	accuracy=0.932187
+2020-04-14 22:35:22,511 Epoch[31] Batch [27800-27850]	Speed: 216.48 samples/sec	accuracy=0.932969
+2020-04-14 22:35:51,997 Epoch[31] Batch [27850-27900]	Speed: 217.06 samples/sec	accuracy=0.928906
+2020-04-14 22:36:21,855 Epoch[31] Batch [27900-27950]	Speed: 214.35 samples/sec	accuracy=0.937031
+2020-04-14 22:36:51,612 Epoch[31] Batch [27950-28000]	Speed: 215.07 samples/sec	accuracy=0.932031
+2020-04-14 22:37:21,168 Epoch[31] Batch [28000-28050]	Speed: 216.54 samples/sec	accuracy=0.933594
+2020-04-14 22:37:50,888 Epoch[31] Batch [28050-28100]	Speed: 215.34 samples/sec	accuracy=0.934688
+2020-04-14 22:38:21,058 Epoch[31] Batch [28100-28150]	Speed: 212.13 samples/sec	accuracy=0.926719
+2020-04-14 22:38:50,943 Epoch[31] Batch [28150-28200]	Speed: 214.16 samples/sec	accuracy=0.932969
+2020-04-14 22:39:14,201 Epoch[31] Train-accuracy=0.930727
+2020-04-14 22:39:14,201 Epoch[31] Time cost=17519.815
+2020-04-14 22:39:14,240 Saved checkpoint to "/root/.cnocr/models/cnocr-v1.1.0-densenet-lite-fc-0032.params"