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2018-12-16 10:49:35,261 ----------------------------------------------------------------------------------------------------
2018-12-16 10:49:35,261 Evaluation method: MICRO_F1_SCORE
2018-12-16 10:49:35,272 ----------------------------------------------------------------------------------------------------
2018-12-16 10:49:35,724 epoch 1 - iter 0/6098 - loss 3.04587722
2018-12-16 10:51:42,525 epoch 1 - iter 609/6098 - loss 1.26952595
2018-12-16 10:53:48,209 epoch 1 - iter 1218/6098 - loss 1.06294984
2018-12-16 10:55:54,809 epoch 1 - iter 1827/6098 - loss 0.96047006
2018-12-16 10:58:00,890 epoch 1 - iter 2436/6098 - loss 0.89764026
2018-12-16 11:00:07,484 epoch 1 - iter 3045/6098 - loss 0.85078232
2018-12-16 11:02:14,304 epoch 1 - iter 3654/6098 - loss 0.81547860
2018-12-16 11:04:20,228 epoch 1 - iter 4263/6098 - loss 0.78622810
2018-12-16 11:06:26,882 epoch 1 - iter 4872/6098 - loss 0.76095763
2018-12-16 11:08:32,657 epoch 1 - iter 5481/6098 - loss 0.74015775
2018-12-16 11:10:40,312 epoch 1 - iter 6090/6098 - loss 0.72117779
2018-12-16 11:10:41,670 ----------------------------------------------------------------------------------------------------
2018-12-16 11:10:41,671 EPOCH 1 done: loss 0.7210 - lr 0.1000 - bad epochs 0
2018-12-16 11:12:55,762 TEST : loss 0.46650365 - f-score 0.8481 - acc 0.8481
2018-12-16 11:12:55,764 ----------------------------------------------------------------------------------------------------
2018-12-16 11:12:56,188 epoch 2 - iter 0/6098 - loss 0.71504533
2018-12-16 11:15:02,832 epoch 2 - iter 609/6098 - loss 0.53554309
2018-12-16 11:17:12,257 epoch 2 - iter 1218/6098 - loss 0.53127290
2018-12-16 11:19:18,491 epoch 2 - iter 1827/6098 - loss 0.52732772
2018-12-16 11:21:24,851 epoch 2 - iter 2436/6098 - loss 0.52231133
2018-12-16 11:23:32,165 epoch 2 - iter 3045/6098 - loss 0.51862876
2018-12-16 11:25:40,925 epoch 2 - iter 3654/6098 - loss 0.51446990
2018-12-16 11:27:47,294 epoch 2 - iter 4263/6098 - loss 0.51023228
2018-12-16 11:29:53,126 epoch 2 - iter 4872/6098 - loss 0.50593493
2018-12-16 11:32:00,594 epoch 2 - iter 5481/6098 - loss 0.50154347
2018-12-16 11:34:07,313 epoch 2 - iter 6090/6098 - loss 0.49786497
2018-12-16 11:34:08,918 ----------------------------------------------------------------------------------------------------
2018-12-16 11:34:08,919 EPOCH 2 done: loss 0.4978 - lr 0.1000 - bad epochs 0
2018-12-16 11:36:23,667 TEST : loss 0.37986210 - f-score 0.8780 - acc 0.8780
2018-12-16 11:36:23,668 ----------------------------------------------------------------------------------------------------
2018-12-16 11:36:24,136 epoch 3 - iter 0/6098 - loss 0.31257319
2018-12-16 11:38:29,530 epoch 3 - iter 609/6098 - loss 0.45611539
2018-12-16 11:40:37,581 epoch 3 - iter 1218/6098 - loss 0.45463489
2018-12-16 11:42:44,374 epoch 3 - iter 1827/6098 - loss 0.45219736
2018-12-16 11:44:51,726 epoch 3 - iter 2436/6098 - loss 0.44831901
2018-12-16 11:46:59,180 epoch 3 - iter 3045/6098 - loss 0.44480015
2018-12-16 11:49:05,236 epoch 3 - iter 3654/6098 - loss 0.44246277
2018-12-16 11:51:12,191 epoch 3 - iter 4263/6098 - loss 0.44049691
2018-12-16 11:53:20,240 epoch 3 - iter 4872/6098 - loss 0.43907451
2018-12-16 11:55:26,912 epoch 3 - iter 5481/6098 - loss 0.43663799
2018-12-16 11:57:37,654 epoch 3 - iter 6090/6098 - loss 0.43430348
2018-12-16 11:57:39,625 ----------------------------------------------------------------------------------------------------
2018-12-16 11:57:39,626 EPOCH 3 done: loss 0.4343 - lr 0.1000 - bad epochs 0
2018-12-16 11:59:52,224 TEST : loss 0.32641137 - f-score 0.8967 - acc 0.8967
2018-12-16 11:59:52,225 ----------------------------------------------------------------------------------------------------
2018-12-16 11:59:52,632 epoch 4 - iter 0/6098 - loss 0.40576723
2018-12-16 12:02:00,011 epoch 4 - iter 609/6098 - loss 0.40634847
2018-12-16 12:04:05,307 epoch 4 - iter 1218/6098 - loss 0.40739964
2018-12-16 12:06:11,382 epoch 4 - iter 1827/6098 - loss 0.40734556
2018-12-16 12:08:19,281 epoch 4 - iter 2436/6098 - loss 0.40744034
2018-12-16 12:10:25,873 epoch 4 - iter 3045/6098 - loss 0.40626303
2018-12-16 12:12:32,884 epoch 4 - iter 3654/6098 - loss 0.40460744
2018-12-16 12:14:40,817 epoch 4 - iter 4263/6098 - loss 0.40295351
2018-12-16 12:16:48,846 epoch 4 - iter 4872/6098 - loss 0.40135980
2018-12-16 12:18:56,655 epoch 4 - iter 5481/6098 - loss 0.40005063
2018-12-16 12:21:02,968 epoch 4 - iter 6090/6098 - loss 0.39914821
2018-12-16 12:21:04,453 ----------------------------------------------------------------------------------------------------
2018-12-16 12:21:04,453 EPOCH 4 done: loss 0.3991 - lr 0.1000 - bad epochs 0
2018-12-16 12:23:17,963 TEST : loss 0.30165505 - f-score 0.9040 - acc 0.9040
2018-12-16 12:23:17,965 ----------------------------------------------------------------------------------------------------
2018-12-16 12:23:18,438 epoch 5 - iter 0/6098 - loss 0.37275884
2018-12-16 12:25:24,822 epoch 5 - iter 609/6098 - loss 0.38346904
2018-12-16 12:27:30,797 epoch 5 - iter 1218/6098 - loss 0.38285143
2018-12-16 12:29:40,432 epoch 5 - iter 1827/6098 - loss 0.38172991
2018-12-16 12:31:47,220 epoch 5 - iter 2436/6098 - loss 0.38165761
2018-12-16 12:33:55,119 epoch 5 - iter 3045/6098 - loss 0.38008727
2018-12-16 12:36:01,280 epoch 5 - iter 3654/6098 - loss 0.37907751
2018-12-16 12:38:07,933 epoch 5 - iter 4263/6098 - loss 0.37795304
2018-12-16 12:40:14,295 epoch 5 - iter 4872/6098 - loss 0.37697791
2018-12-16 12:42:22,015 epoch 5 - iter 5481/6098 - loss 0.37555268
2018-12-16 12:44:29,119 epoch 5 - iter 6090/6098 - loss 0.37425031
2018-12-16 12:44:30,550 ----------------------------------------------------------------------------------------------------
2018-12-16 12:44:30,551 EPOCH 5 done: loss 0.3742 - lr 0.1000 - bad epochs 0
2018-12-16 12:46:45,728 TEST : loss 0.28551289 - f-score 0.9095 - acc 0.9095
2018-12-16 12:46:45,729 ----------------------------------------------------------------------------------------------------
2018-12-16 12:46:46,079 epoch 6 - iter 0/6098 - loss 0.38374200
2018-12-16 12:48:51,252 epoch 6 - iter 609/6098 - loss 0.35961398
2018-12-16 12:51:01,138 epoch 6 - iter 1218/6098 - loss 0.36255010
2018-12-16 12:53:07,127 epoch 6 - iter 1827/6098 - loss 0.35890819
2018-12-16 12:55:13,956 epoch 6 - iter 2436/6098 - loss 0.35770153
2018-12-16 12:57:19,111 epoch 6 - iter 3045/6098 - loss 0.35679638
2018-12-16 12:59:25,901 epoch 6 - iter 3654/6098 - loss 0.35685602
2018-12-16 13:01:34,426 epoch 6 - iter 4263/6098 - loss 0.35607920
2018-12-16 13:03:38,899 epoch 6 - iter 4872/6098 - loss 0.35534390
2018-12-16 13:05:47,260 epoch 6 - iter 5481/6098 - loss 0.35428219
2018-12-16 13:07:52,867 epoch 6 - iter 6090/6098 - loss 0.35337831
2018-12-16 13:07:54,300 ----------------------------------------------------------------------------------------------------
2018-12-16 13:07:54,301 EPOCH 6 done: loss 0.3534 - lr 0.1000 - bad epochs 0
2018-12-16 13:10:21,694 TEST : loss 0.26565075 - f-score 0.9169 - acc 0.9169
2018-12-16 13:10:21,695 ----------------------------------------------------------------------------------------------------
2018-12-16 13:10:22,091 epoch 7 - iter 0/6098 - loss 0.19273189
2018-12-16 13:12:30,657 epoch 7 - iter 609/6098 - loss 0.34653351
2018-12-16 13:14:38,072 epoch 7 - iter 1218/6098 - loss 0.34458171
2018-12-16 13:16:44,107 epoch 7 - iter 1827/6098 - loss 0.34283050
2018-12-16 13:18:51,056 epoch 7 - iter 2436/6098 - loss 0.34130645
2018-12-16 13:20:57,284 epoch 7 - iter 3045/6098 - loss 0.34137538
2018-12-16 13:23:04,936 epoch 7 - iter 3654/6098 - loss 0.34232703
2018-12-16 13:25:12,159 epoch 7 - iter 4263/6098 - loss 0.34112780
2018-12-16 13:27:17,968 epoch 7 - iter 4872/6098 - loss 0.34101198
2018-12-16 13:29:24,502 epoch 7 - iter 5481/6098 - loss 0.34022758
2018-12-16 13:31:34,836 epoch 7 - iter 6090/6098 - loss 0.33978550
2018-12-16 13:31:36,192 ----------------------------------------------------------------------------------------------------
2018-12-16 13:31:36,192 EPOCH 7 done: loss 0.3398 - lr 0.1000 - bad epochs 0
2018-12-16 13:33:49,915 TEST : loss 0.25756997 - f-score 0.9202 - acc 0.9202
2018-12-16 13:33:49,916 ----------------------------------------------------------------------------------------------------
2018-12-16 13:33:50,298 epoch 8 - iter 0/6098 - loss 0.30487698
2018-12-16 13:35:58,821 epoch 8 - iter 609/6098 - loss 0.33539924
2018-12-16 13:38:08,138 epoch 8 - iter 1218/6098 - loss 0.33077388
2018-12-16 13:40:14,348 epoch 8 - iter 1827/6098 - loss 0.32895244
2018-12-16 13:42:19,993 epoch 8 - iter 2436/6098 - loss 0.32859733
2018-12-16 13:44:28,785 epoch 8 - iter 3045/6098 - loss 0.32921172
2018-12-16 13:46:34,499 epoch 8 - iter 3654/6098 - loss 0.32899514
2018-12-16 13:48:42,182 epoch 8 - iter 4263/6098 - loss 0.32743603
2018-12-16 13:50:48,874 epoch 8 - iter 4872/6098 - loss 0.32707885
2018-12-16 13:52:57,737 epoch 8 - iter 5481/6098 - loss 0.32645554
2018-12-16 13:55:05,892 epoch 8 - iter 6090/6098 - loss 0.32579710
2018-12-16 13:55:07,287 ----------------------------------------------------------------------------------------------------
2018-12-16 13:55:07,287 EPOCH 8 done: loss 0.3258 - lr 0.1000 - bad epochs 0
2018-12-16 13:57:21,143 TEST : loss 0.24731696 - f-score 0.9232 - acc 0.9232
2018-12-16 13:57:21,145 ----------------------------------------------------------------------------------------------------
2018-12-16 13:57:21,499 epoch 9 - iter 0/6098 - loss 0.29538059
2018-12-16 13:59:28,068 epoch 9 - iter 609/6098 - loss 0.31663764
2018-12-16 14:01:35,830 epoch 9 - iter 1218/6098 - loss 0.31401070
2018-12-16 14:03:42,699 epoch 9 - iter 1827/6098 - loss 0.31714811
2018-12-16 14:05:49,099 epoch 9 - iter 2436/6098 - loss 0.31659398
2018-12-16 14:07:54,809 epoch 9 - iter 3045/6098 - loss 0.31713346
2018-12-16 14:10:00,280 epoch 9 - iter 3654/6098 - loss 0.31660228
2018-12-16 14:12:05,898 epoch 9 - iter 4263/6098 - loss 0.31654200
2018-12-16 14:14:13,980 epoch 9 - iter 4872/6098 - loss 0.31640900
2018-12-16 14:16:19,503 epoch 9 - iter 5481/6098 - loss 0.31602950
2018-12-16 14:18:29,399 epoch 9 - iter 6090/6098 - loss 0.31596675
2018-12-16 14:18:31,123 ----------------------------------------------------------------------------------------------------
2018-12-16 14:18:31,123 EPOCH 9 done: loss 0.3160 - lr 0.1000 - bad epochs 0
2018-12-16 14:20:44,537 TEST : loss 0.23617336 - f-score 0.9276 - acc 0.9276
2018-12-16 14:20:44,539 ----------------------------------------------------------------------------------------------------
2018-12-16 14:20:44,893 epoch 10 - iter 0/6098 - loss 0.28140643
2018-12-16 14:22:52,754 epoch 10 - iter 609/6098 - loss 0.30740275
2018-12-16 14:25:00,773 epoch 10 - iter 1218/6098 - loss 0.30888744
2018-12-16 14:27:05,632 epoch 10 - iter 1827/6098 - loss 0.30790835
2018-12-16 14:29:10,855 epoch 10 - iter 2436/6098 - loss 0.30663872
2018-12-16 14:31:18,679 epoch 10 - iter 3045/6098 - loss 0.30707866
2018-12-16 14:33:25,787 epoch 10 - iter 3654/6098 - loss 0.30690781
2018-12-16 14:35:32,327 epoch 10 - iter 4263/6098 - loss 0.30705562
2018-12-16 14:37:40,304 epoch 10 - iter 4872/6098 - loss 0.30821172
2018-12-16 14:39:46,632 epoch 10 - iter 5481/6098 - loss 0.30816676
2018-12-16 14:41:56,162 epoch 10 - iter 6090/6098 - loss 0.30772313
2018-12-16 14:41:57,594 ----------------------------------------------------------------------------------------------------
2018-12-16 14:41:57,595 EPOCH 10 done: loss 0.3077 - lr 0.1000 - bad epochs 0
2018-12-16 14:44:11,118 TEST : loss 0.22675119 - f-score 0.9303 - acc 0.9303
2018-12-16 14:44:11,119 ----------------------------------------------------------------------------------------------------
2018-12-16 14:44:11,766 epoch 11 - iter 0/6098 - loss 0.26509976
2018-12-16 14:46:19,756 epoch 11 - iter 609/6098 - loss 0.29496974
2018-12-16 14:48:27,561 epoch 11 - iter 1218/6098 - loss 0.29654144
2018-12-16 14:50:33,366 epoch 11 - iter 1827/6098 - loss 0.29844877
2018-12-16 14:52:38,593 epoch 11 - iter 2436/6098 - loss 0.29892817
2018-12-16 14:54:46,209 epoch 11 - iter 3045/6098 - loss 0.29955195
2018-12-16 14:56:55,387 epoch 11 - iter 3654/6098 - loss 0.29903712
2018-12-16 14:59:00,314 epoch 11 - iter 4263/6098 - loss 0.29887028
2018-12-16 15:01:06,818 epoch 11 - iter 4872/6098 - loss 0.29892796
2018-12-16 15:03:14,281 epoch 11 - iter 5481/6098 - loss 0.29958984
2018-12-16 15:05:21,990 epoch 11 - iter 6090/6098 - loss 0.29937348
2018-12-16 15:05:23,440 ----------------------------------------------------------------------------------------------------
2018-12-16 15:05:23,441 EPOCH 11 done: loss 0.2994 - lr 0.1000 - bad epochs 0
2018-12-16 15:07:37,086 TEST : loss 0.21839902 - f-score 0.9330 - acc 0.9330
2018-12-16 15:07:37,087 ----------------------------------------------------------------------------------------------------
2018-12-16 15:07:37,537 epoch 12 - iter 0/6098 - loss 0.15581058
2018-12-16 15:09:43,071 epoch 12 - iter 609/6098 - loss 0.28904951
2018-12-16 15:11:50,291 epoch 12 - iter 1218/6098 - loss 0.29108148
2018-12-16 15:13:57,883 epoch 12 - iter 1827/6098 - loss 0.29121417
2018-12-16 15:16:06,954 epoch 12 - iter 2436/6098 - loss 0.29000757
2018-12-16 15:18:14,923 epoch 12 - iter 3045/6098 - loss 0.29094814
2018-12-16 15:20:22,500 epoch 12 - iter 3654/6098 - loss 0.29204103
2018-12-16 15:22:27,462 epoch 12 - iter 4263/6098 - loss 0.29160268
2018-12-16 15:24:32,383 epoch 12 - iter 4872/6098 - loss 0.29174303
2018-12-16 15:26:38,619 epoch 12 - iter 5481/6098 - loss 0.29172631
2018-12-16 15:28:46,069 epoch 12 - iter 6090/6098 - loss 0.29212044
2018-12-16 15:28:47,306 ----------------------------------------------------------------------------------------------------
2018-12-16 15:28:47,306 EPOCH 12 done: loss 0.2921 - lr 0.1000 - bad epochs 0
2018-12-16 15:31:00,983 TEST : loss 0.21678720 - f-score 0.9343 - acc 0.9343
2018-12-16 15:31:00,984 ----------------------------------------------------------------------------------------------------
2018-12-16 15:31:01,365 epoch 13 - iter 0/6098 - loss 0.37140310
2018-12-16 15:33:05,811 epoch 13 - iter 609/6098 - loss 0.28225430
2018-12-16 15:35:12,601 epoch 13 - iter 1218/6098 - loss 0.28395293
2018-12-16 15:37:18,873 epoch 13 - iter 1827/6098 - loss 0.28385413
2018-12-16 15:39:36,655 epoch 13 - iter 2436/6098 - loss 0.28607801
2018-12-16 15:41:45,750 epoch 13 - iter 3045/6098 - loss 0.28639498
2018-12-16 15:43:52,915 epoch 13 - iter 3654/6098 - loss 0.28663944
2018-12-16 15:46:00,821 epoch 13 - iter 4263/6098 - loss 0.28689321
2018-12-16 15:48:08,745 epoch 13 - iter 4872/6098 - loss 0.28691113
2018-12-16 15:50:13,493 epoch 13 - iter 5481/6098 - loss 0.28734383
2018-12-16 15:52:19,401 epoch 13 - iter 6090/6098 - loss 0.28717431
2018-12-16 15:52:20,860 ----------------------------------------------------------------------------------------------------
2018-12-16 15:52:20,860 EPOCH 13 done: loss 0.2871 - lr 0.1000 - bad epochs 0
2018-12-16 15:54:34,596 TEST : loss 0.21393007 - f-score 0.9354 - acc 0.9354
2018-12-16 15:54:34,597 ----------------------------------------------------------------------------------------------------
2018-12-16 15:54:35,009 epoch 14 - iter 0/6098 - loss 0.17837118
2018-12-16 15:56:42,443 epoch 14 - iter 609/6098 - loss 0.27866069
2018-12-16 15:58:49,054 epoch 14 - iter 1218/6098 - loss 0.27755089
2018-12-16 16:00:54,552 epoch 14 - iter 1827/6098 - loss 0.27876962
2018-12-16 16:02:59,888 epoch 14 - iter 2436/6098 - loss 0.27829400
2018-12-16 16:05:04,703 epoch 14 - iter 3045/6098 - loss 0.27911588
2018-12-16 16:07:12,825 epoch 14 - iter 3654/6098 - loss 0.27953703
2018-12-16 16:09:18,840 epoch 14 - iter 4263/6098 - loss 0.28009989
2018-12-16 16:11:29,064 epoch 14 - iter 4872/6098 - loss 0.28081441
2018-12-16 16:13:36,984 epoch 14 - iter 5481/6098 - loss 0.28028997
2018-12-16 16:15:45,063 epoch 14 - iter 6090/6098 - loss 0.28101345
2018-12-16 16:15:46,384 ----------------------------------------------------------------------------------------------------
2018-12-16 16:15:46,384 EPOCH 14 done: loss 0.2810 - lr 0.1000 - bad epochs 0
2018-12-16 16:17:59,188 TEST : loss 0.20863359 - f-score 0.9367 - acc 0.9367
2018-12-16 16:17:59,189 ----------------------------------------------------------------------------------------------------
2018-12-16 16:17:59,545 epoch 15 - iter 0/6098 - loss 0.21165378
2018-12-16 16:20:06,280 epoch 15 - iter 609/6098 - loss 0.27172688
2018-12-16 16:22:13,905 epoch 15 - iter 1218/6098 - loss 0.27225775
2018-12-16 16:24:22,180 epoch 15 - iter 1827/6098 - loss 0.27385993
2018-12-16 16:26:28,754 epoch 15 - iter 2436/6098 - loss 0.27349271
2018-12-16 16:28:34,496 epoch 15 - iter 3045/6098 - loss 0.27387289
2018-12-16 16:30:39,114 epoch 15 - iter 3654/6098 - loss 0.27397228
2018-12-16 16:32:44,271 epoch 15 - iter 4263/6098 - loss 0.27457214
2018-12-16 16:34:51,589 epoch 15 - iter 4872/6098 - loss 0.27432367
2018-12-16 16:36:59,087 epoch 15 - iter 5481/6098 - loss 0.27453908
2018-12-16 16:39:07,241 epoch 15 - iter 6090/6098 - loss 0.27465295
2018-12-16 16:39:08,668 ----------------------------------------------------------------------------------------------------
2018-12-16 16:39:08,668 EPOCH 15 done: loss 0.2747 - lr 0.1000 - bad epochs 0
2018-12-16 16:41:22,355 TEST : loss 0.20395002 - f-score 0.9388 - acc 0.9388
2018-12-16 16:41:22,356 ----------------------------------------------------------------------------------------------------
2018-12-16 16:41:22,721 epoch 16 - iter 0/6098 - loss 0.25055519
2018-12-16 16:43:30,000 epoch 16 - iter 609/6098 - loss 0.26918931
2018-12-16 16:45:38,729 epoch 16 - iter 1218/6098 - loss 0.26837132
2018-12-16 16:47:48,055 epoch 16 - iter 1827/6098 - loss 0.26719274
2018-12-16 16:49:54,556 epoch 16 - iter 2436/6098 - loss 0.26823513
2018-12-16 16:52:02,629 epoch 16 - iter 3045/6098 - loss 0.26855918
2018-12-16 16:54:06,365 epoch 16 - iter 3654/6098 - loss 0.26916018
2018-12-16 16:56:12,465 epoch 16 - iter 4263/6098 - loss 0.26929876
2018-12-16 16:58:20,368 epoch 16 - iter 4872/6098 - loss 0.26898072
2018-12-16 17:00:29,587 epoch 16 - iter 5481/6098 - loss 0.26935083
2018-12-16 17:02:37,308 epoch 16 - iter 6090/6098 - loss 0.27022492
2018-12-16 17:02:38,872 ----------------------------------------------------------------------------------------------------
2018-12-16 17:02:38,873 EPOCH 16 done: loss 0.2702 - lr 0.1000 - bad epochs 0
2018-12-16 17:04:53,294 TEST : loss 0.20396850 - f-score 0.9390 - acc 0.9390
2018-12-16 17:04:53,295 ----------------------------------------------------------------------------------------------------
2018-12-16 17:04:53,739 epoch 17 - iter 0/6098 - loss 0.13706711
2018-12-16 17:06:59,614 epoch 17 - iter 609/6098 - loss 0.26177699
2018-12-16 17:09:03,557 epoch 17 - iter 1218/6098 - loss 0.26544181
2018-12-16 17:11:11,152 epoch 17 - iter 1827/6098 - loss 0.26683246
2018-12-16 17:13:19,217 epoch 17 - iter 2436/6098 - loss 0.26618941
2018-12-16 17:15:26,575 epoch 17 - iter 3045/6098 - loss 0.26647716
2018-12-16 17:17:33,491 epoch 17 - iter 3654/6098 - loss 0.26651436
2018-12-16 17:19:39,430 epoch 17 - iter 4263/6098 - loss 0.26699260
2018-12-16 17:21:44,585 epoch 17 - iter 4872/6098 - loss 0.26802111
2018-12-16 17:23:52,202 epoch 17 - iter 5481/6098 - loss 0.26799676
2018-12-16 17:25:59,932 epoch 17 - iter 6090/6098 - loss 0.26777376
2018-12-16 17:26:01,495 ----------------------------------------------------------------------------------------------------
2018-12-16 17:26:01,495 EPOCH 17 done: loss 0.2677 - lr 0.1000 - bad epochs 0
2018-12-16 17:28:14,182 TEST : loss 0.20071605 - f-score 0.9400 - acc 0.9400
2018-12-16 17:28:14,183 ----------------------------------------------------------------------------------------------------
2018-12-16 17:28:14,628 epoch 18 - iter 0/6098 - loss 0.21095642
2018-12-16 17:30:21,407 epoch 18 - iter 609/6098 - loss 0.26290749
2018-12-16 17:32:29,341 epoch 18 - iter 1218/6098 - loss 0.26396158
2018-12-16 17:34:35,953 epoch 18 - iter 1827/6098 - loss 0.26180152
2018-12-16 17:36:44,210 epoch 18 - iter 2436/6098 - loss 0.26144925
2018-12-16 17:38:52,965 epoch 18 - iter 3045/6098 - loss 0.26211279
2018-12-16 17:40:59,255 epoch 18 - iter 3654/6098 - loss 0.26305079
2018-12-16 17:43:05,794 epoch 18 - iter 4263/6098 - loss 0.26298005
2018-12-16 17:45:13,201 epoch 18 - iter 4872/6098 - loss 0.26350393
2018-12-16 17:47:18,910 epoch 18 - iter 5481/6098 - loss 0.26341458
2018-12-16 17:49:26,623 epoch 18 - iter 6090/6098 - loss 0.26323992
2018-12-16 17:49:28,053 ----------------------------------------------------------------------------------------------------
2018-12-16 17:49:28,053 EPOCH 18 done: loss 0.2633 - lr 0.1000 - bad epochs 0
2018-12-16 17:51:41,146 TEST : loss 0.19669110 - f-score 0.9414 - acc 0.9414
2018-12-16 17:51:41,147 ----------------------------------------------------------------------------------------------------
2018-12-16 17:51:41,560 epoch 19 - iter 0/6098 - loss 0.20623782
2018-12-16 17:53:49,015 epoch 19 - iter 609/6098 - loss 0.25649545
2018-12-16 17:55:54,679 epoch 19 - iter 1218/6098 - loss 0.25789730
2018-12-16 17:58:02,329 epoch 19 - iter 1827/6098 - loss 0.25741676
2018-12-16 18:00:08,358 epoch 19 - iter 2436/6098 - loss 0.25642395
2018-12-16 18:02:16,192 epoch 19 - iter 3045/6098 - loss 0.25744866
2018-12-16 18:04:26,389 epoch 19 - iter 3654/6098 - loss 0.25813625
2018-12-16 18:06:30,319 epoch 19 - iter 4263/6098 - loss 0.25876902
2018-12-16 18:08:35,547 epoch 19 - iter 4872/6098 - loss 0.25901481
2018-12-16 18:10:40,903 epoch 19 - iter 5481/6098 - loss 0.25915386
2018-12-16 18:12:47,361 epoch 19 - iter 6090/6098 - loss 0.25876724
2018-12-16 18:12:48,828 ----------------------------------------------------------------------------------------------------
2018-12-16 18:12:48,828 EPOCH 19 done: loss 0.2588 - lr 0.1000 - bad epochs 0
2018-12-16 18:15:15,474 TEST : loss 0.19299389 - f-score 0.9432 - acc 0.9432
2018-12-16 18:15:15,475 ----------------------------------------------------------------------------------------------------
2018-12-16 18:15:15,885 epoch 20 - iter 0/6098 - loss 0.22621159
2018-12-16 18:17:23,769 epoch 20 - iter 609/6098 - loss 0.24943418
2018-12-16 18:19:30,879 epoch 20 - iter 1218/6098 - loss 0.25101814
2018-12-16 18:21:36,909 epoch 20 - iter 1827/6098 - loss 0.25404066
2018-12-16 18:23:43,224 epoch 20 - iter 2436/6098 - loss 0.25392935
2018-12-16 18:25:50,418 epoch 20 - iter 3045/6098 - loss 0.25475425
2018-12-16 18:27:59,339 epoch 20 - iter 3654/6098 - loss 0.25462870
2018-12-16 18:30:04,728 epoch 20 - iter 4263/6098 - loss 0.25409600
2018-12-16 18:32:11,310 epoch 20 - iter 4872/6098 - loss 0.25437776
2018-12-16 18:34:20,780 epoch 20 - iter 5481/6098 - loss 0.25360269
2018-12-16 18:36:26,042 epoch 20 - iter 6090/6098 - loss 0.25377878
2018-12-16 18:36:27,568 ----------------------------------------------------------------------------------------------------
2018-12-16 18:36:27,568 EPOCH 20 done: loss 0.2537 - lr 0.1000 - bad epochs 0
2018-12-16 18:38:40,372 TEST : loss 0.19409169 - f-score 0.9429 - acc 0.9429
2018-12-16 18:38:40,373 ----------------------------------------------------------------------------------------------------
2018-12-16 18:38:40,756 epoch 21 - iter 0/6098 - loss 0.40618077
2018-12-16 18:40:48,800 epoch 21 - iter 609/6098 - loss 0.25071046
2018-12-16 18:42:52,552 epoch 21 - iter 1218/6098 - loss 0.25047489
2018-12-16 18:45:00,725 epoch 21 - iter 1827/6098 - loss 0.25170453
2018-12-16 18:47:09,251 epoch 21 - iter 2436/6098 - loss 0.25162026
2018-12-16 18:49:15,743 epoch 21 - iter 3045/6098 - loss 0.25144480
2018-12-16 18:51:22,078 epoch 21 - iter 3654/6098 - loss 0.25150783
2018-12-16 18:53:29,357 epoch 21 - iter 4263/6098 - loss 0.25161826
2018-12-16 18:55:37,777 epoch 21 - iter 4872/6098 - loss 0.25210431
2018-12-16 18:57:43,677 epoch 21 - iter 5481/6098 - loss 0.25215571
2018-12-16 18:59:50,686 epoch 21 - iter 6090/6098 - loss 0.25265880
2018-12-16 18:59:52,229 ----------------------------------------------------------------------------------------------------
2018-12-16 18:59:52,229 EPOCH 21 done: loss 0.2526 - lr 0.1000 - bad epochs 0
2018-12-16 19:02:06,666 TEST : loss 0.19274262 - f-score 0.9433 - acc 0.9433
2018-12-16 19:02:06,667 ----------------------------------------------------------------------------------------------------
2018-12-16 19:02:07,072 epoch 22 - iter 0/6098 - loss 0.29299307
2018-12-16 19:04:16,233 epoch 22 - iter 609/6098 - loss 0.25291284
2018-12-16 19:06:23,759 epoch 22 - iter 1218/6098 - loss 0.24927528
2018-12-16 19:08:33,795 epoch 22 - iter 1827/6098 - loss 0.24993911
2018-12-16 19:10:41,518 epoch 22 - iter 2436/6098 - loss 0.24986445
2018-12-16 19:12:47,692 epoch 22 - iter 3045/6098 - loss 0.25091774
2018-12-16 19:14:52,749 epoch 22 - iter 3654/6098 - loss 0.25044192
2018-12-16 19:16:59,467 epoch 22 - iter 4263/6098 - loss 0.25084376
2018-12-16 19:19:04,424 epoch 22 - iter 4872/6098 - loss 0.25107823
2018-12-16 19:21:13,302 epoch 22 - iter 5481/6098 - loss 0.25102868
2018-12-16 19:23:21,209 epoch 22 - iter 6090/6098 - loss 0.25060615
2018-12-16 19:23:22,714 ----------------------------------------------------------------------------------------------------
2018-12-16 19:23:22,714 EPOCH 22 done: loss 0.2506 - lr 0.1000 - bad epochs 0
2018-12-16 19:25:36,830 TEST : loss 0.18645173 - f-score 0.9454 - acc 0.9454
2018-12-16 19:25:36,831 ----------------------------------------------------------------------------------------------------
2018-12-16 19:25:37,199 epoch 23 - iter 0/6098 - loss 0.25131637
2018-12-16 19:27:44,811 epoch 23 - iter 609/6098 - loss 0.24562623
2018-12-16 19:29:51,666 epoch 23 - iter 1218/6098 - loss 0.24637023
2018-12-16 19:31:58,715 epoch 23 - iter 1827/6098 - loss 0.24490277
2018-12-16 19:34:07,917 epoch 23 - iter 2436/6098 - loss 0.24592618
2018-12-16 19:36:14,373 epoch 23 - iter 3045/6098 - loss 0.24641896
2018-12-16 19:38:19,684 epoch 23 - iter 3654/6098 - loss 0.24659958
2018-12-16 19:40:27,485 epoch 23 - iter 4263/6098 - loss 0.24703007
2018-12-16 19:42:34,042 epoch 23 - iter 4872/6098 - loss 0.24728008
2018-12-16 19:44:40,118 epoch 23 - iter 5481/6098 - loss 0.24759644
2018-12-16 19:46:45,484 epoch 23 - iter 6090/6098 - loss 0.24798347
2018-12-16 19:46:46,899 ----------------------------------------------------------------------------------------------------
2018-12-16 19:46:46,899 EPOCH 23 done: loss 0.2479 - lr 0.1000 - bad epochs 0
2018-12-16 19:49:01,163 TEST : loss 0.18344106 - f-score 0.9459 - acc 0.9459
2018-12-16 19:49:01,164 ----------------------------------------------------------------------------------------------------
2018-12-16 19:49:01,563 epoch 24 - iter 0/6098 - loss 0.19651107
2018-12-16 19:51:11,499 epoch 24 - iter 609/6098 - loss 0.24147464
2018-12-16 19:53:18,889 epoch 24 - iter 1218/6098 - loss 0.24288359
2018-12-16 19:55:30,144 epoch 24 - iter 1827/6098 - loss 0.24416466
2018-12-16 19:57:36,029 epoch 24 - iter 2436/6098 - loss 0.24481507
2018-12-16 19:59:41,457 epoch 24 - iter 3045/6098 - loss 0.24478355
2018-12-16 20:01:47,020 epoch 24 - iter 3654/6098 - loss 0.24437730
2018-12-16 20:03:53,895 epoch 24 - iter 4263/6098 - loss 0.24494333
2018-12-16 20:06:00,373 epoch 24 - iter 4872/6098 - loss 0.24453821
2018-12-16 20:08:07,418 epoch 24 - iter 5481/6098 - loss 0.24406003
2018-12-16 20:10:16,452 epoch 24 - iter 6090/6098 - loss 0.24368025
2018-12-16 20:10:17,847 ----------------------------------------------------------------------------------------------------
2018-12-16 20:10:17,847 EPOCH 24 done: loss 0.2437 - lr 0.1000 - bad epochs 0
2018-12-16 20:12:32,925 TEST : loss 0.18499818 - f-score 0.9458 - acc 0.9458
2018-12-16 20:12:32,926 ----------------------------------------------------------------------------------------------------
2018-12-16 20:12:33,268 epoch 25 - iter 0/6098 - loss 0.26367083
2018-12-16 20:14:42,237 epoch 25 - iter 609/6098 - loss 0.24054169
2018-12-16 20:16:48,790 epoch 25 - iter 1218/6098 - loss 0.23997172
2018-12-16 20:18:55,536 epoch 25 - iter 1827/6098 - loss 0.24044001
2018-12-16 20:21:00,296 epoch 25 - iter 2436/6098 - loss 0.23915930
2018-12-16 20:23:06,043 epoch 25 - iter 3045/6098 - loss 0.23991738
2018-12-16 20:25:14,288 epoch 25 - iter 3654/6098 - loss 0.24010700
2018-12-16 20:27:19,485 epoch 25 - iter 4263/6098 - loss 0.24019606
2018-12-16 20:29:26,342 epoch 25 - iter 4872/6098 - loss 0.24100957
2018-12-16 20:31:31,762 epoch 25 - iter 5481/6098 - loss 0.24149720
2018-12-16 20:33:41,931 epoch 25 - iter 6090/6098 - loss 0.24154335
2018-12-16 20:33:43,566 ----------------------------------------------------------------------------------------------------
2018-12-16 20:33:43,566 EPOCH 25 done: loss 0.2416 - lr 0.1000 - bad epochs 0
2018-12-16 20:35:57,805 TEST : loss 0.18277414 - f-score 0.9464 - acc 0.9464
2018-12-16 20:35:57,806 ----------------------------------------------------------------------------------------------------
2018-12-16 20:35:58,195 epoch 26 - iter 0/6098 - loss 0.19121270
2018-12-16 20:38:06,475 epoch 26 - iter 609/6098 - loss 0.24395233
2018-12-16 20:40:11,772 epoch 26 - iter 1218/6098 - loss 0.23973923
2018-12-16 20:42:19,170 epoch 26 - iter 1827/6098 - loss 0.23951664
2018-12-16 20:44:26,107 epoch 26 - iter 2436/6098 - loss 0.23903982
2018-12-16 20:46:45,286 epoch 26 - iter 3045/6098 - loss 0.23935122
2018-12-16 20:48:52,011 epoch 26 - iter 3654/6098 - loss 0.23898404
2018-12-16 20:50:59,291 epoch 26 - iter 4263/6098 - loss 0.23913412
2018-12-16 20:53:07,616 epoch 26 - iter 4872/6098 - loss 0.23897716
2018-12-16 20:55:12,294 epoch 26 - iter 5481/6098 - loss 0.23919996
2018-12-16 20:57:21,594 epoch 26 - iter 6090/6098 - loss 0.23967899
2018-12-16 20:57:22,860 ----------------------------------------------------------------------------------------------------
2018-12-16 20:57:22,860 EPOCH 26 done: loss 0.2397 - lr 0.1000 - bad epochs 0
2018-12-16 20:59:37,086 TEST : loss 0.17882644 - f-score 0.9477 - acc 0.9477
2018-12-16 20:59:37,087 ----------------------------------------------------------------------------------------------------
2018-12-16 20:59:37,509 epoch 27 - iter 0/6098 - loss 0.25960448
2018-12-16 21:01:44,789 epoch 27 - iter 609/6098 - loss 0.23506360
2018-12-16 21:03:50,295 epoch 27 - iter 1218/6098 - loss 0.23775353
2018-12-16 21:05:56,835 epoch 27 - iter 1827/6098 - loss 0.23664041
2018-12-16 21:08:01,100 epoch 27 - iter 2436/6098 - loss 0.23636465
2018-12-16 21:10:07,006 epoch 27 - iter 3045/6098 - loss 0.23653020
2018-12-16 21:12:14,129 epoch 27 - iter 3654/6098 - loss 0.23644354
2018-12-16 21:14:21,841 epoch 27 - iter 4263/6098 - loss 0.23630832
2018-12-16 21:16:29,455 epoch 27 - iter 4872/6098 - loss 0.23670656
2018-12-16 21:18:38,862 epoch 27 - iter 5481/6098 - loss 0.23695916
2018-12-16 21:20:45,976 epoch 27 - iter 6090/6098 - loss 0.23711994
2018-12-16 21:20:47,571 ----------------------------------------------------------------------------------------------------
2018-12-16 21:20:47,572 EPOCH 27 done: loss 0.2371 - lr 0.1000 - bad epochs 0
2018-12-16 21:23:02,860 TEST : loss 0.17898998 - f-score 0.9474 - acc 0.9474
2018-12-16 21:23:02,862 ----------------------------------------------------------------------------------------------------
2018-12-16 21:23:03,194 epoch 28 - iter 0/6098 - loss 0.20492655
2018-12-16 21:25:09,780 epoch 28 - iter 609/6098 - loss 0.23504552
2018-12-16 21:27:16,564 epoch 28 - iter 1218/6098 - loss 0.23512462
2018-12-16 21:29:23,439 epoch 28 - iter 1827/6098 - loss 0.23619499
2018-12-16 21:31:29,845 epoch 28 - iter 2436/6098 - loss 0.23742652
2018-12-16 21:33:36,039 epoch 28 - iter 3045/6098 - loss 0.23752313
2018-12-16 21:35:41,657 epoch 28 - iter 3654/6098 - loss 0.23721658
2018-12-16 21:37:48,007 epoch 28 - iter 4263/6098 - loss 0.23694806
2018-12-16 21:39:54,710 epoch 28 - iter 4872/6098 - loss 0.23693090
2018-12-16 21:42:03,595 epoch 28 - iter 5481/6098 - loss 0.23683165
2018-12-16 21:44:12,109 epoch 28 - iter 6090/6098 - loss 0.23682158
2018-12-16 21:44:13,565 ----------------------------------------------------------------------------------------------------
2018-12-16 21:44:13,565 EPOCH 28 done: loss 0.2368 - lr 0.1000 - bad epochs 0
2018-12-16 21:46:26,774 TEST : loss 0.18206912 - f-score 0.9464 - acc 0.9464
2018-12-16 21:46:26,775 ----------------------------------------------------------------------------------------------------
2018-12-16 21:46:27,166 epoch 29 - iter 0/6098 - loss 0.12224352
2018-12-16 21:48:35,657 epoch 29 - iter 609/6098 - loss 0.23423263
2018-12-16 21:50:43,607 epoch 29 - iter 1218/6098 - loss 0.23351825
2018-12-16 21:52:50,378 epoch 29 - iter 1827/6098 - loss 0.23381710
2018-12-16 21:54:57,854 epoch 29 - iter 2436/6098 - loss 0.23376468
2018-12-16 21:57:07,486 epoch 29 - iter 3045/6098 - loss 0.23349968
2018-12-16 21:59:13,650 epoch 29 - iter 3654/6098 - loss 0.23316971
2018-12-16 22:01:23,036 epoch 29 - iter 4263/6098 - loss 0.23312385
2018-12-16 22:03:29,916 epoch 29 - iter 4872/6098 - loss 0.23333555
2018-12-16 22:05:34,616 epoch 29 - iter 5481/6098 - loss 0.23339239
2018-12-16 22:07:42,801 epoch 29 - iter 6090/6098 - loss 0.23327914
2018-12-16 22:07:44,235 ----------------------------------------------------------------------------------------------------
2018-12-16 22:07:44,236 EPOCH 29 done: loss 0.2333 - lr 0.1000 - bad epochs 0
2018-12-16 22:09:57,642 TEST : loss 0.17905085 - f-score 0.9481 - acc 0.9481
2018-12-16 22:09:57,643 ----------------------------------------------------------------------------------------------------
2018-12-16 22:09:58,052 epoch 30 - iter 0/6098 - loss 0.30401850
2018-12-16 22:12:06,459 epoch 30 - iter 609/6098 - loss 0.22550561
2018-12-16 22:14:14,682 epoch 30 - iter 1218/6098 - loss 0.22925100
2018-12-16 22:16:21,400 epoch 30 - iter 1827/6098 - loss 0.23014432
2018-12-16 22:18:28,000 epoch 30 - iter 2436/6098 - loss 0.23105670
2018-12-16 22:20:34,991 epoch 30 - iter 3045/6098 - loss 0.23109431
2018-12-16 22:22:40,834 epoch 30 - iter 3654/6098 - loss 0.23071009
2018-12-16 22:24:48,022 epoch 30 - iter 4263/6098 - loss 0.23082223
2018-12-16 22:26:57,270 epoch 30 - iter 4872/6098 - loss 0.23068729
2018-12-16 22:29:01,933 epoch 30 - iter 5481/6098 - loss 0.23066168
2018-12-16 22:31:08,858 epoch 30 - iter 6090/6098 - loss 0.23128402
2018-12-16 22:31:10,423 ----------------------------------------------------------------------------------------------------
2018-12-16 22:31:10,424 EPOCH 30 done: loss 0.2313 - lr 0.1000 - bad epochs 0
2018-12-16 22:33:23,677 TEST : loss 0.17505850 - f-score 0.9490 - acc 0.9490
2018-12-16 22:33:23,678 ----------------------------------------------------------------------------------------------------
2018-12-16 22:33:24,043 epoch 31 - iter 0/6098 - loss 0.20556223
2018-12-16 22:35:30,804 epoch 31 - iter 609/6098 - loss 0.22823198
2018-12-16 22:37:38,833 epoch 31 - iter 1218/6098 - loss 0.22695355
2018-12-16 22:39:45,973 epoch 31 - iter 1827/6098 - loss 0.22771969
2018-12-16 22:41:51,577 epoch 31 - iter 2436/6098 - loss 0.22799679
2018-12-16 22:43:58,590 epoch 31 - iter 3045/6098 - loss 0.22832940
2018-12-16 22:46:06,002 epoch 31 - iter 3654/6098 - loss 0.22870266
2018-12-16 22:48:13,748 epoch 31 - iter 4263/6098 - loss 0.22864940
2018-12-16 22:50:23,528 epoch 31 - iter 4872/6098 - loss 0.22870537
2018-12-16 22:52:30,304 epoch 31 - iter 5481/6098 - loss 0.22940402
2018-12-16 22:54:39,896 epoch 31 - iter 6090/6098 - loss 0.22932057
2018-12-16 22:54:41,440 ----------------------------------------------------------------------------------------------------
2018-12-16 22:54:41,441 EPOCH 31 done: loss 0.2293 - lr 0.1000 - bad epochs 0
2018-12-16 22:56:56,841 TEST : loss 0.17706542 - f-score 0.9484 - acc 0.9484
2018-12-16 22:56:56,842 ----------------------------------------------------------------------------------------------------
2018-12-16 22:56:57,186 epoch 32 - iter 0/6098 - loss 0.44443145
2018-12-16 22:59:06,246 epoch 32 - iter 609/6098 - loss 0.22474875
2018-12-16 23:01:14,221 epoch 32 - iter 1218/6098 - loss 0.22595382
2018-12-16 23:03:23,426 epoch 32 - iter 1827/6098 - loss 0.22536129
2018-12-16 23:05:29,412 epoch 32 - iter 2436/6098 - loss 0.22575237
2018-12-16 23:07:36,989 epoch 32 - iter 3045/6098 - loss 0.22699496
2018-12-16 23:09:44,844 epoch 32 - iter 3654/6098 - loss 0.22780629
2018-12-16 23:11:53,932 epoch 32 - iter 4263/6098 - loss 0.22736191
2018-12-16 23:14:00,521 epoch 32 - iter 4872/6098 - loss 0.22752548
2018-12-16 23:16:07,941 epoch 32 - iter 5481/6098 - loss 0.22737091
2018-12-16 23:18:15,278 epoch 32 - iter 6090/6098 - loss 0.22739193
2018-12-16 23:18:16,982 ----------------------------------------------------------------------------------------------------
2018-12-16 23:18:16,983 EPOCH 32 done: loss 0.2274 - lr 0.1000 - bad epochs 0
2018-12-16 23:20:45,867 TEST : loss 0.17561182 - f-score 0.9492 - acc 0.9492
2018-12-16 23:20:45,868 ----------------------------------------------------------------------------------------------------
2018-12-16 23:20:46,205 epoch 33 - iter 0/6098 - loss 0.22598432
2018-12-16 23:22:52,940 epoch 33 - iter 609/6098 - loss 0.22360507
2018-12-16 23:24:59,126 epoch 33 - iter 1218/6098 - loss 0.22416245
2018-12-16 23:27:03,819 epoch 33 - iter 1827/6098 - loss 0.22528875
2018-12-16 23:29:09,375 epoch 33 - iter 2436/6098 - loss 0.22440043
2018-12-16 23:31:18,093 epoch 33 - iter 3045/6098 - loss 0.22493574
2018-12-16 23:33:24,440 epoch 33 - iter 3654/6098 - loss 0.22441991
2018-12-16 23:35:33,664 epoch 33 - iter 4263/6098 - loss 0.22462006
2018-12-16 23:37:41,783 epoch 33 - iter 4872/6098 - loss 0.22509072
2018-12-16 23:39:48,945 epoch 33 - iter 5481/6098 - loss 0.22537004
2018-12-16 23:41:56,118 epoch 33 - iter 6090/6098 - loss 0.22549466
2018-12-16 23:41:57,511 ----------------------------------------------------------------------------------------------------
2018-12-16 23:41:57,511 EPOCH 33 done: loss 0.2255 - lr 0.1000 - bad epochs 0
2018-12-16 23:44:10,154 TEST : loss 0.17981063 - f-score 0.9485 - acc 0.9485
2018-12-16 23:44:10,155 ----------------------------------------------------------------------------------------------------
2018-12-16 23:44:10,500 epoch 34 - iter 0/6098 - loss 0.14203709
2018-12-16 23:46:17,178 epoch 34 - iter 609/6098 - loss 0.22401046
2018-12-16 23:48:27,984 epoch 34 - iter 1218/6098 - loss 0.22370669
2018-12-16 23:50:35,219 epoch 34 - iter 1827/6098 - loss 0.22299661
2018-12-16 23:52:41,669 epoch 34 - iter 2436/6098 - loss 0.22263164
2018-12-16 23:54:50,862 epoch 34 - iter 3045/6098 - loss 0.22365271
2018-12-16 23:56:55,964 epoch 34 - iter 3654/6098 - loss 0.22397832
2018-12-16 23:59:02,871 epoch 34 - iter 4263/6098 - loss 0.22400743
2018-12-17 00:01:07,721 epoch 34 - iter 4872/6098 - loss 0.22427244
2018-12-17 00:03:13,685 epoch 34 - iter 5481/6098 - loss 0.22433737
2018-12-17 00:05:19,181 epoch 34 - iter 6090/6098 - loss 0.22410797
2018-12-17 00:05:20,480 ----------------------------------------------------------------------------------------------------
2018-12-17 00:05:20,480 EPOCH 34 done: loss 0.2241 - lr 0.1000 - bad epochs 0
2018-12-17 00:07:34,424 TEST : loss 0.17431866 - f-score 0.9500 - acc 0.9500
2018-12-17 00:07:34,425 ----------------------------------------------------------------------------------------------------
2018-12-17 00:07:34,813 epoch 35 - iter 0/6098 - loss 0.15083629
2018-12-17 00:09:44,602 epoch 35 - iter 609/6098 - loss 0.21932656
2018-12-17 00:11:51,666 epoch 35 - iter 1218/6098 - loss 0.21765887
2018-12-17 00:13:58,487 epoch 35 - iter 1827/6098 - loss 0.21852462
2018-12-17 00:16:04,605 epoch 35 - iter 2436/6098 - loss 0.21918597
2018-12-17 00:18:10,032 epoch 35 - iter 3045/6098 - loss 0.22037154
2018-12-17 00:20:17,029 epoch 35 - iter 3654/6098 - loss 0.22027609
2018-12-17 00:22:25,122 epoch 35 - iter 4263/6098 - loss 0.22094990
2018-12-17 00:24:28,099 epoch 35 - iter 4872/6098 - loss 0.22108367
2018-12-17 00:26:34,626 epoch 35 - iter 5481/6098 - loss 0.22140263
2018-12-17 00:28:42,084 epoch 35 - iter 6090/6098 - loss 0.22153793
2018-12-17 00:28:43,432 ----------------------------------------------------------------------------------------------------
2018-12-17 00:28:43,432 EPOCH 35 done: loss 0.2215 - lr 0.1000 - bad epochs 0
2018-12-17 00:30:57,772 TEST : loss 0.17088848 - f-score 0.9506 - acc 0.9506
2018-12-17 00:30:57,773 ----------------------------------------------------------------------------------------------------
2018-12-17 00:30:58,194 epoch 36 - iter 0/6098 - loss 0.15752508
2018-12-17 00:33:08,678 epoch 36 - iter 609/6098 - loss 0.22083104
2018-12-17 00:35:15,473 epoch 36 - iter 1218/6098 - loss 0.21804230
2018-12-17 00:37:21,481 epoch 36 - iter 1827/6098 - loss 0.21904395
2018-12-17 00:39:29,650 epoch 36 - iter 2436/6098 - loss 0.21894659
2018-12-17 00:41:34,450 epoch 36 - iter 3045/6098 - loss 0.21906135
2018-12-17 00:43:40,650 epoch 36 - iter 3654/6098 - loss 0.22126188
2018-12-17 00:45:44,584 epoch 36 - iter 4263/6098 - loss 0.22072661
2018-12-17 00:47:56,112 epoch 36 - iter 4872/6098 - loss 0.22088362
2018-12-17 00:50:02,762 epoch 36 - iter 5481/6098 - loss 0.22089177
2018-12-17 00:52:09,630 epoch 36 - iter 6090/6098 - loss 0.22152575
2018-12-17 00:52:10,973 ----------------------------------------------------------------------------------------------------
2018-12-17 00:52:10,974 EPOCH 36 done: loss 0.2216 - lr 0.1000 - bad epochs 0
2018-12-17 00:54:24,189 TEST : loss 0.17034981 - f-score 0.9512 - acc 0.9512
2018-12-17 00:54:24,191 ----------------------------------------------------------------------------------------------------
2018-12-17 00:54:24,552 epoch 37 - iter 0/6098 - loss 0.24379776
2018-12-17 00:56:33,314 epoch 37 - iter 609/6098 - loss 0.21559324
2018-12-17 00:58:39,807 epoch 37 - iter 1218/6098 - loss 0.21762021
2018-12-17 01:00:45,907 epoch 37 - iter 1827/6098 - loss 0.21682175
2018-12-17 01:02:53,361 epoch 37 - iter 2436/6098 - loss 0.21727750
2018-12-17 01:05:01,434 epoch 37 - iter 3045/6098 - loss 0.21804574
2018-12-17 01:07:08,598 epoch 37 - iter 3654/6098 - loss 0.21930435
2018-12-17 01:09:14,820 epoch 37 - iter 4263/6098 - loss 0.21920880
2018-12-17 01:11:22,518 epoch 37 - iter 4872/6098 - loss 0.21982968
2018-12-17 01:13:30,555 epoch 37 - iter 5481/6098 - loss 0.21973584
2018-12-17 01:15:36,929 epoch 37 - iter 6090/6098 - loss 0.22055737
2018-12-17 01:15:38,400 ----------------------------------------------------------------------------------------------------
2018-12-17 01:15:38,400 EPOCH 37 done: loss 0.2206 - lr 0.1000 - bad epochs 1
2018-12-17 01:17:51,376 TEST : loss 0.17013074 - f-score 0.9511 - acc 0.9511
2018-12-17 01:17:51,377 ----------------------------------------------------------------------------------------------------
2018-12-17 01:17:51,807 epoch 38 - iter 0/6098 - loss 0.23303553
2018-12-17 01:20:00,878 epoch 38 - iter 609/6098 - loss 0.21022930
2018-12-17 01:22:07,530 epoch 38 - iter 1218/6098 - loss 0.21386852
2018-12-17 01:24:16,882 epoch 38 - iter 1827/6098 - loss 0.21527229
2018-12-17 01:26:23,122 epoch 38 - iter 2436/6098 - loss 0.21669966
2018-12-17 01:28:28,976 epoch 38 - iter 3045/6098 - loss 0.21737822
2018-12-17 01:30:35,494 epoch 38 - iter 3654/6098 - loss 0.21746724
2018-12-17 01:32:40,914 epoch 38 - iter 4263/6098 - loss 0.21771960
2018-12-17 01:34:49,137 epoch 38 - iter 4872/6098 - loss 0.21836608
2018-12-17 01:36:55,873 epoch 38 - iter 5481/6098 - loss 0.21875006
2018-12-17 01:39:02,921 epoch 38 - iter 6090/6098 - loss 0.21850772
2018-12-17 01:39:04,166 ----------------------------------------------------------------------------------------------------
2018-12-17 01:39:04,166 EPOCH 38 done: loss 0.2185 - lr 0.1000 - bad epochs 0
2018-12-17 01:41:20,258 TEST : loss 0.16984828 - f-score 0.9511 - acc 0.9511
2018-12-17 01:41:20,259 ----------------------------------------------------------------------------------------------------
2018-12-17 01:41:20,619 epoch 39 - iter 0/6098 - loss 0.24127762
2018-12-17 01:43:27,767 epoch 39 - iter 609/6098 - loss 0.21699490
2018-12-17 01:45:33,242 epoch 39 - iter 1218/6098 - loss 0.21725322
2018-12-17 01:47:40,480 epoch 39 - iter 1827/6098 - loss 0.21803664
2018-12-17 01:49:47,314 epoch 39 - iter 2436/6098 - loss 0.21756435
2018-12-17 01:51:53,718 epoch 39 - iter 3045/6098 - loss 0.21750180
2018-12-17 01:54:00,520 epoch 39 - iter 3654/6098 - loss 0.21855604
2018-12-17 01:56:18,623 epoch 39 - iter 4263/6098 - loss 0.21854581
2018-12-17 01:58:26,318 epoch 39 - iter 4872/6098 - loss 0.21805446
2018-12-17 02:00:33,701 epoch 39 - iter 5481/6098 - loss 0.21783019
2018-12-17 02:02:40,445 epoch 39 - iter 6090/6098 - loss 0.21716299
2018-12-17 02:02:41,852 ----------------------------------------------------------------------------------------------------
2018-12-17 02:02:41,852 EPOCH 39 done: loss 0.2172 - lr 0.1000 - bad epochs 0
2018-12-17 02:04:56,449 TEST : loss 0.16629294 - f-score 0.9519 - acc 0.9519
2018-12-17 02:04:56,450 ----------------------------------------------------------------------------------------------------
2018-12-17 02:04:56,950 epoch 40 - iter 0/6098 - loss 0.17508249
2018-12-17 02:07:05,412 epoch 40 - iter 609/6098 - loss 0.21563313
2018-12-17 02:09:11,159 epoch 40 - iter 1218/6098 - loss 0.21629082
2018-12-17 02:11:19,627 epoch 40 - iter 1827/6098 - loss 0.21564441
2018-12-17 02:13:24,219 epoch 40 - iter 2436/6098 - loss 0.21577085
2018-12-17 02:15:30,525 epoch 40 - iter 3045/6098 - loss 0.21515661
2018-12-17 02:17:36,297 epoch 40 - iter 3654/6098 - loss 0.21511614
2018-12-17 02:19:42,641 epoch 40 - iter 4263/6098 - loss 0.21489478
2018-12-17 02:21:49,480 epoch 40 - iter 4872/6098 - loss 0.21588844
2018-12-17 02:23:56,706 epoch 40 - iter 5481/6098 - loss 0.21625820
2018-12-17 02:26:05,694 epoch 40 - iter 6090/6098 - loss 0.21682038
2018-12-17 02:26:07,062 ----------------------------------------------------------------------------------------------------
2018-12-17 02:26:07,062 EPOCH 40 done: loss 0.2168 - lr 0.1000 - bad epochs 0
2018-12-17 02:28:19,689 TEST : loss 0.17053819 - f-score 0.9509 - acc 0.9509
2018-12-17 02:28:19,690 ----------------------------------------------------------------------------------------------------
2018-12-17 02:28:20,052 epoch 41 - iter 0/6098 - loss 0.25234747
2018-12-17 02:30:24,379 epoch 41 - iter 609/6098 - loss 0.21615717
2018-12-17 02:32:31,500 epoch 41 - iter 1218/6098 - loss 0.21529428
2018-12-17 02:34:38,652 epoch 41 - iter 1827/6098 - loss 0.21573843
2018-12-17 02:36:44,233 epoch 41 - iter 2436/6098 - loss 0.21512852
2018-12-17 02:38:49,188 epoch 41 - iter 3045/6098 - loss 0.21591546
2018-12-17 02:40:56,121 epoch 41 - iter 3654/6098 - loss 0.21617503
2018-12-17 02:43:02,984 epoch 41 - iter 4263/6098 - loss 0.21636972
2018-12-17 02:45:12,388 epoch 41 - iter 4872/6098 - loss 0.21646652
2018-12-17 02:47:19,455 epoch 41 - iter 5481/6098 - loss 0.21679232
2018-12-17 02:49:25,437 epoch 41 - iter 6090/6098 - loss 0.21705902
2018-12-17 02:49:26,927 ----------------------------------------------------------------------------------------------------
2018-12-17 02:49:26,927 EPOCH 41 done: loss 0.2170 - lr 0.1000 - bad epochs 0
2018-12-17 02:51:41,802 TEST : loss 0.16818319 - f-score 0.9524 - acc 0.9524
2018-12-17 02:51:41,803 ----------------------------------------------------------------------------------------------------
2018-12-17 02:51:42,188 epoch 42 - iter 0/6098 - loss 0.11433719
2018-12-17 02:53:52,757 epoch 42 - iter 609/6098 - loss 0.21149509
2018-12-17 02:55:58,067 epoch 42 - iter 1218/6098 - loss 0.20914742
2018-12-17 02:58:07,430 epoch 42 - iter 1827/6098 - loss 0.21158824
2018-12-17 03:00:14,389 epoch 42 - iter 2436/6098 - loss 0.21168252
2018-12-17 03:02:19,331 epoch 42 - iter 3045/6098 - loss 0.21164349
2018-12-17 03:04:27,516 epoch 42 - iter 3654/6098 - loss 0.21195472
2018-12-17 03:06:34,150 epoch 42 - iter 4263/6098 - loss 0.21195819
2018-12-17 03:08:42,205 epoch 42 - iter 4872/6098 - loss 0.21231401
2018-12-17 03:10:47,161 epoch 42 - iter 5481/6098 - loss 0.21200443
2018-12-17 03:12:53,233 epoch 42 - iter 6090/6098 - loss 0.21259244
2018-12-17 03:12:54,493 ----------------------------------------------------------------------------------------------------
2018-12-17 03:12:54,494 EPOCH 42 done: loss 0.2126 - lr 0.1000 - bad epochs 1
2018-12-17 03:15:08,811 TEST : loss 0.16555659 - f-score 0.9526 - acc 0.9526
2018-12-17 03:15:08,812 ----------------------------------------------------------------------------------------------------
2018-12-17 03:15:09,154 epoch 43 - iter 0/6098 - loss 0.36497092
2018-12-17 03:17:16,502 epoch 43 - iter 609/6098 - loss 0.20856014
2018-12-17 03:19:24,321 epoch 43 - iter 1218/6098 - loss 0.21085040
2018-12-17 03:21:33,229 epoch 43 - iter 1827/6098 - loss 0.21113430
2018-12-17 03:23:42,603 epoch 43 - iter 2436/6098 - loss 0.21135920
2018-12-17 03:25:51,667 epoch 43 - iter 3045/6098 - loss 0.21159742
2018-12-17 03:27:59,119 epoch 43 - iter 3654/6098 - loss 0.21208946
2018-12-17 03:30:06,632 epoch 43 - iter 4263/6098 - loss 0.21217714
2018-12-17 03:32:12,505 epoch 43 - iter 4872/6098 - loss 0.21261276
2018-12-17 03:34:20,434 epoch 43 - iter 5481/6098 - loss 0.21259078
2018-12-17 03:36:28,047 epoch 43 - iter 6090/6098 - loss 0.21277856
2018-12-17 03:36:29,444 ----------------------------------------------------------------------------------------------------
2018-12-17 03:36:29,444 EPOCH 43 done: loss 0.2128 - lr 0.1000 - bad epochs 0
2018-12-17 03:38:43,057 TEST : loss 0.16768259 - f-score 0.9525 - acc 0.9525
2018-12-17 03:38:43,058 ----------------------------------------------------------------------------------------------------
2018-12-17 03:38:43,451 epoch 44 - iter 0/6098 - loss 0.13622020
2018-12-17 03:40:50,774 epoch 44 - iter 609/6098 - loss 0.20776939
2018-12-17 03:42:58,555 epoch 44 - iter 1218/6098 - loss 0.20841068
2018-12-17 03:45:05,784 epoch 44 - iter 1827/6098 - loss 0.21024928
2018-12-17 03:47:11,130 epoch 44 - iter 2436/6098 - loss 0.21114624
2018-12-17 03:49:17,403 epoch 44 - iter 3045/6098 - loss 0.21140743
2018-12-17 03:51:24,683 epoch 44 - iter 3654/6098 - loss 0.21141411
2018-12-17 03:53:33,421 epoch 44 - iter 4263/6098 - loss 0.21121700
2018-12-17 03:55:43,171 epoch 44 - iter 4872/6098 - loss 0.21124340
2018-12-17 03:57:50,623 epoch 44 - iter 5481/6098 - loss 0.21139190
2018-12-17 03:59:57,088 epoch 44 - iter 6090/6098 - loss 0.21138066
2018-12-17 03:59:58,577 ----------------------------------------------------------------------------------------------------
2018-12-17 03:59:58,578 EPOCH 44 done: loss 0.2114 - lr 0.1000 - bad epochs 1
2018-12-17 04:02:11,788 TEST : loss 0.16506973 - f-score 0.9532 - acc 0.9532
2018-12-17 04:02:11,789 ----------------------------------------------------------------------------------------------------
2018-12-17 04:02:12,187 epoch 45 - iter 0/6098 - loss 0.24380229
2018-12-17 04:04:18,461 epoch 45 - iter 609/6098 - loss 0.21201295
2018-12-17 04:06:26,747 epoch 45 - iter 1218/6098 - loss 0.21031978
2018-12-17 04:08:34,008 epoch 45 - iter 1827/6098 - loss 0.20917955
2018-12-17 04:10:40,695 epoch 45 - iter 2436/6098 - loss 0.20868430
2018-12-17 04:12:49,524 epoch 45 - iter 3045/6098 - loss 0.20805070
2018-12-17 04:14:55,729 epoch 45 - iter 3654/6098 - loss 0.20817015
2018-12-17 04:17:01,749 epoch 45 - iter 4263/6098 - loss 0.20913338
2018-12-17 04:19:08,911 epoch 45 - iter 4872/6098 - loss 0.20917671
2018-12-17 04:21:16,044 epoch 45 - iter 5481/6098 - loss 0.20992718
2018-12-17 04:23:24,212 epoch 45 - iter 6090/6098 - loss 0.21030028
2018-12-17 04:23:25,597 ----------------------------------------------------------------------------------------------------
2018-12-17 04:23:25,597 EPOCH 45 done: loss 0.2103 - lr 0.1000 - bad epochs 0
2018-12-17 04:25:50,862 TEST : loss 0.16460283 - f-score 0.9534 - acc 0.9534
2018-12-17 04:25:50,863 ----------------------------------------------------------------------------------------------------
2018-12-17 04:25:51,213 epoch 46 - iter 0/6098 - loss 0.13072947
2018-12-17 04:27:57,461 epoch 46 - iter 609/6098 - loss 0.21166530
2018-12-17 04:30:05,074 epoch 46 - iter 1218/6098 - loss 0.21150459
2018-12-17 04:32:10,596 epoch 46 - iter 1827/6098 - loss 0.21074600
2018-12-17 04:34:18,315 epoch 46 - iter 2436/6098 - loss 0.21026517
2018-12-17 04:36:24,422 epoch 46 - iter 3045/6098 - loss 0.20935791
2018-12-17 04:38:34,478 epoch 46 - iter 3654/6098 - loss 0.20913879
2018-12-17 04:40:40,022 epoch 46 - iter 4263/6098 - loss 0.20900398
2018-12-17 04:42:47,823 epoch 46 - iter 4872/6098 - loss 0.20953032
2018-12-17 04:44:56,298 epoch 46 - iter 5481/6098 - loss 0.21006464
2018-12-17 04:47:02,878 epoch 46 - iter 6090/6098 - loss 0.21046471
2018-12-17 04:47:04,362 ----------------------------------------------------------------------------------------------------
2018-12-17 04:47:04,362 EPOCH 46 done: loss 0.2105 - lr 0.1000 - bad epochs 0
2018-12-17 04:49:17,506 TEST : loss 0.16473101 - f-score 0.9540 - acc 0.9540
2018-12-17 04:49:17,507 ----------------------------------------------------------------------------------------------------
2018-12-17 04:49:17,854 epoch 47 - iter 0/6098 - loss 0.24872750
2018-12-17 04:51:21,904 epoch 47 - iter 609/6098 - loss 0.20610505
2018-12-17 04:53:27,953 epoch 47 - iter 1218/6098 - loss 0.20662211
2018-12-17 04:55:36,356 epoch 47 - iter 1827/6098 - loss 0.20825408
2018-12-17 04:57:45,674 epoch 47 - iter 2436/6098 - loss 0.20844956
2018-12-17 04:59:52,823 epoch 47 - iter 3045/6098 - loss 0.20834324
2018-12-17 05:02:00,332 epoch 47 - iter 3654/6098 - loss 0.20821482
2018-12-17 05:04:08,237 epoch 47 - iter 4263/6098 - loss 0.20810239
2018-12-17 05:06:14,279 epoch 47 - iter 4872/6098 - loss 0.20832694
2018-12-17 05:08:22,431 epoch 47 - iter 5481/6098 - loss 0.20854015
2018-12-17 05:10:28,773 epoch 47 - iter 6090/6098 - loss 0.20888218
2018-12-17 05:10:30,161 ----------------------------------------------------------------------------------------------------
2018-12-17 05:10:30,162 EPOCH 47 done: loss 0.2089 - lr 0.1000 - bad epochs 1
2018-12-17 05:12:43,334 TEST : loss 0.16263421 - f-score 0.9538 - acc 0.9538
2018-12-17 05:12:43,335 ----------------------------------------------------------------------------------------------------
2018-12-17 05:12:43,660 epoch 48 - iter 0/6098 - loss 0.21650502
2018-12-17 05:14:51,714 epoch 48 - iter 609/6098 - loss 0.20960012
2018-12-17 05:16:58,697 epoch 48 - iter 1218/6098 - loss 0.20898520
2018-12-17 05:19:06,422 epoch 48 - iter 1827/6098 - loss 0.20849477
2018-12-17 05:21:14,008 epoch 48 - iter 2436/6098 - loss 0.20787306
2018-12-17 05:23:19,641 epoch 48 - iter 3045/6098 - loss 0.20739084
2018-12-17 05:25:25,178 epoch 48 - iter 3654/6098 - loss 0.20759165
2018-12-17 05:27:33,087 epoch 48 - iter 4263/6098 - loss 0.20732527
2018-12-17 05:29:41,853 epoch 48 - iter 4872/6098 - loss 0.20739688
2018-12-17 05:31:47,021 epoch 48 - iter 5481/6098 - loss 0.20794040
2018-12-17 05:33:56,379 epoch 48 - iter 6090/6098 - loss 0.20811665
2018-12-17 05:33:57,877 ----------------------------------------------------------------------------------------------------
2018-12-17 05:33:57,877 EPOCH 48 done: loss 0.2081 - lr 0.1000 - bad epochs 0
2018-12-17 05:36:11,248 TEST : loss 0.16400366 - f-score 0.9534 - acc 0.9534
2018-12-17 05:36:11,249 ----------------------------------------------------------------------------------------------------
2018-12-17 05:36:11,614 epoch 49 - iter 0/6098 - loss 0.18005253
2018-12-17 05:38:22,018 epoch 49 - iter 609/6098 - loss 0.20497670
2018-12-17 05:40:28,954 epoch 49 - iter 1218/6098 - loss 0.20303649
2018-12-17 05:42:39,103 epoch 49 - iter 1827/6098 - loss 0.20452638
2018-12-17 05:44:49,494 epoch 49 - iter 2436/6098 - loss 0.20565220
2018-12-17 05:46:55,244 epoch 49 - iter 3045/6098 - loss 0.20561337
2018-12-17 05:49:01,235 epoch 49 - iter 3654/6098 - loss 0.20555192
2018-12-17 05:51:06,855 epoch 49 - iter 4263/6098 - loss 0.20660864
2018-12-17 05:53:13,824 epoch 49 - iter 4872/6098 - loss 0.20723020
2018-12-17 05:55:23,307 epoch 49 - iter 5481/6098 - loss 0.20712890
2018-12-17 05:57:32,411 epoch 49 - iter 6090/6098 - loss 0.20738935
2018-12-17 05:57:33,783 ----------------------------------------------------------------------------------------------------
2018-12-17 05:57:33,783 EPOCH 49 done: loss 0.2074 - lr 0.1000 - bad epochs 0
2018-12-17 05:59:47,147 TEST : loss 0.16229974 - f-score 0.9544 - acc 0.9544
2018-12-17 05:59:47,148 ----------------------------------------------------------------------------------------------------
2018-12-17 05:59:47,547 epoch 50 - iter 0/6098 - loss 0.20630820
2018-12-17 06:01:55,966 epoch 50 - iter 609/6098 - loss 0.20350520
2018-12-17 06:04:05,204 epoch 50 - iter 1218/6098 - loss 0.20104001
2018-12-17 06:06:11,236 epoch 50 - iter 1827/6098 - loss 0.20317277
2018-12-17 06:08:20,303 epoch 50 - iter 2436/6098 - loss 0.20372863
2018-12-17 06:10:25,023 epoch 50 - iter 3045/6098 - loss 0.20390736
2018-12-17 06:12:31,564 epoch 50 - iter 3654/6098 - loss 0.20465859
2018-12-17 06:14:40,334 epoch 50 - iter 4263/6098 - loss 0.20509383
2018-12-17 06:16:46,699 epoch 50 - iter 4872/6098 - loss 0.20486184
2018-12-17 06:18:56,109 epoch 50 - iter 5481/6098 - loss 0.20486414
2018-12-17 06:21:03,918 epoch 50 - iter 6090/6098 - loss 0.20519032
2018-12-17 06:21:05,337 ----------------------------------------------------------------------------------------------------
2018-12-17 06:21:05,337 EPOCH 50 done: loss 0.2051 - lr 0.1000 - bad epochs 0
2018-12-17 06:23:19,557 TEST : loss 0.16255759 - f-score 0.9545 - acc 0.9545
2018-12-17 06:23:19,558 ----------------------------------------------------------------------------------------------------
2018-12-17 06:23:19,906 epoch 51 - iter 0/6098 - loss 0.16371699
2018-12-17 06:25:27,382 epoch 51 - iter 609/6098 - loss 0.20369470
2018-12-17 06:27:35,179 epoch 51 - iter 1218/6098 - loss 0.20213077
2018-12-17 06:29:41,867 epoch 51 - iter 1827/6098 - loss 0.20265520
2018-12-17 06:31:48,898 epoch 51 - iter 2436/6098 - loss 0.20377592
2018-12-17 06:33:55,565 epoch 51 - iter 3045/6098 - loss 0.20560599
2018-12-17 06:36:04,922 epoch 51 - iter 3654/6098 - loss 0.20399226
2018-12-17 06:38:13,253 epoch 51 - iter 4263/6098 - loss 0.20433446
2018-12-17 06:40:19,666 epoch 51 - iter 4872/6098 - loss 0.20423280
2018-12-17 06:42:26,121 epoch 51 - iter 5481/6098 - loss 0.20451678
2018-12-17 06:44:32,572 epoch 51 - iter 6090/6098 - loss 0.20549230
2018-12-17 06:44:33,889 ----------------------------------------------------------------------------------------------------
2018-12-17 06:44:33,890 EPOCH 51 done: loss 0.2055 - lr 0.1000 - bad epochs 0
2018-12-17 06:46:47,434 TEST : loss 0.16377881 - f-score 0.9542 - acc 0.9542
2018-12-17 06:46:47,435 ----------------------------------------------------------------------------------------------------
2018-12-17 06:46:47,892 epoch 52 - iter 0/6098 - loss 0.30739057
2018-12-17 06:48:55,965 epoch 52 - iter 609/6098 - loss 0.20368877
2018-12-17 06:51:01,472 epoch 52 - iter 1218/6098 - loss 0.20386539
2018-12-17 06:53:08,229 epoch 52 - iter 1827/6098 - loss 0.20527298
2018-12-17 06:55:16,894 epoch 52 - iter 2436/6098 - loss 0.20596226
2018-12-17 06:57:27,322 epoch 52 - iter 3045/6098 - loss 0.20582580
2018-12-17 06:59:32,940 epoch 52 - iter 3654/6098 - loss 0.20560795
2018-12-17 07:01:40,510 epoch 52 - iter 4263/6098 - loss 0.20559031
2018-12-17 07:03:48,014 epoch 52 - iter 4872/6098 - loss 0.20532314
2018-12-17 07:06:06,555 epoch 52 - iter 5481/6098 - loss 0.20559167
2018-12-17 07:08:15,298 epoch 52 - iter 6090/6098 - loss 0.20556290
2018-12-17 07:08:16,800 ----------------------------------------------------------------------------------------------------
2018-12-17 07:08:16,801 EPOCH 52 done: loss 0.2055 - lr 0.1000 - bad epochs 1
2018-12-17 07:10:30,569 TEST : loss 0.16365550 - f-score 0.9541 - acc 0.9541
2018-12-17 07:10:30,570 ----------------------------------------------------------------------------------------------------
2018-12-17 07:10:30,973 epoch 53 - iter 0/6098 - loss 0.14627089
2018-12-17 07:12:39,849 epoch 53 - iter 609/6098 - loss 0.20044457
2018-12-17 07:14:49,169 epoch 53 - iter 1218/6098 - loss 0.20248707
2018-12-17 07:16:54,033 epoch 53 - iter 1827/6098 - loss 0.20162473
2018-12-17 07:19:02,398 epoch 53 - iter 2436/6098 - loss 0.20149618
2018-12-17 07:21:09,665 epoch 53 - iter 3045/6098 - loss 0.20231279
2018-12-17 07:23:17,103 epoch 53 - iter 3654/6098 - loss 0.20249773
2018-12-17 07:25:24,619 epoch 53 - iter 4263/6098 - loss 0.20189255
2018-12-17 07:27:31,675 epoch 53 - iter 4872/6098 - loss 0.20210133
2018-12-17 07:29:39,667 epoch 53 - iter 5481/6098 - loss 0.20199043
2018-12-17 07:31:45,400 epoch 53 - iter 6090/6098 - loss 0.20223556
2018-12-17 07:31:46,673 ----------------------------------------------------------------------------------------------------
2018-12-17 07:31:46,673 EPOCH 53 done: loss 0.2022 - lr 0.1000 - bad epochs 2
2018-12-17 07:34:01,377 TEST : loss 0.16402306 - f-score 0.9545 - acc 0.9545
2018-12-17 07:34:01,378 ----------------------------------------------------------------------------------------------------
2018-12-17 07:34:01,749 epoch 54 - iter 0/6098 - loss 0.15386504
2018-12-17 07:36:07,929 epoch 54 - iter 609/6098 - loss 0.20226566
2018-12-17 07:38:15,579 epoch 54 - iter 1218/6098 - loss 0.20244605
2018-12-17 07:40:21,798 epoch 54 - iter 1827/6098 - loss 0.20239593
2018-12-17 07:42:28,984 epoch 54 - iter 2436/6098 - loss 0.20373995
2018-12-17 07:44:37,376 epoch 54 - iter 3045/6098 - loss 0.20437667
2018-12-17 07:46:46,180 epoch 54 - iter 3654/6098 - loss 0.20371926
2018-12-17 07:48:55,815 epoch 54 - iter 4263/6098 - loss 0.20377678
2018-12-17 07:51:04,675 epoch 54 - iter 4872/6098 - loss 0.20353761
2018-12-17 07:53:09,455 epoch 54 - iter 5481/6098 - loss 0.20318164
2018-12-17 07:55:17,569 epoch 54 - iter 6090/6098 - loss 0.20347974
2018-12-17 07:55:19,022 ----------------------------------------------------------------------------------------------------
2018-12-17 07:55:19,022 EPOCH 54 done: loss 0.2035 - lr 0.1000 - bad epochs 0
2018-12-17 07:57:33,163 TEST : loss 0.15939651 - f-score 0.9550 - acc 0.9550
2018-12-17 07:57:33,164 ----------------------------------------------------------------------------------------------------
2018-12-17 07:57:33,589 epoch 55 - iter 0/6098 - loss 0.16840699
2018-12-17 07:59:38,546 epoch 55 - iter 609/6098 - loss 0.19776834
2018-12-17 08:01:46,567 epoch 55 - iter 1218/6098 - loss 0.19754526
2018-12-17 08:03:52,725 epoch 55 - iter 1827/6098 - loss 0.19808030
2018-12-17 08:05:59,540 epoch 55 - iter 2436/6098 - loss 0.19967767
2018-12-17 08:08:05,606 epoch 55 - iter 3045/6098 - loss 0.20055400
2018-12-17 08:10:11,037 epoch 55 - iter 3654/6098 - loss 0.20151786
2018-12-17 08:12:16,326 epoch 55 - iter 4263/6098 - loss 0.20169883
2018-12-17 08:14:25,154 epoch 55 - iter 4872/6098 - loss 0.20211044
2018-12-17 08:16:34,022 epoch 55 - iter 5481/6098 - loss 0.20182230
2018-12-17 08:18:39,614 epoch 55 - iter 6090/6098 - loss 0.20221334
2018-12-17 08:18:40,987 ----------------------------------------------------------------------------------------------------
2018-12-17 08:18:40,988 EPOCH 55 done: loss 0.2022 - lr 0.1000 - bad epochs 1
2018-12-17 08:20:55,675 TEST : loss 0.16100807 - f-score 0.9547 - acc 0.9547
2018-12-17 08:20:55,676 ----------------------------------------------------------------------------------------------------
2018-12-17 08:20:56,016 epoch 56 - iter 0/6098 - loss 0.11776011
2018-12-17 08:23:03,165 epoch 56 - iter 609/6098 - loss 0.20054215
2018-12-17 08:25:10,191 epoch 56 - iter 1218/6098 - loss 0.20290174
2018-12-17 08:27:16,816 epoch 56 - iter 1827/6098 - loss 0.20174139
2018-12-17 08:29:26,685 epoch 56 - iter 2436/6098 - loss 0.20106915
2018-12-17 08:31:34,990 epoch 56 - iter 3045/6098 - loss 0.20154326
2018-12-17 08:33:41,020 epoch 56 - iter 3654/6098 - loss 0.20119538
2018-12-17 08:35:45,561 epoch 56 - iter 4263/6098 - loss 0.20214823
2018-12-17 08:37:51,375 epoch 56 - iter 4872/6098 - loss 0.20174509
2018-12-17 08:39:58,861 epoch 56 - iter 5481/6098 - loss 0.20203657
2018-12-17 08:42:04,559 epoch 56 - iter 6090/6098 - loss 0.20190966
2018-12-17 08:42:05,999 ----------------------------------------------------------------------------------------------------
2018-12-17 08:42:06,000 EPOCH 56 done: loss 0.2020 - lr 0.1000 - bad epochs 0
2018-12-17 08:44:21,441 TEST : loss 0.16331661 - f-score 0.9548 - acc 0.9548
2018-12-17 08:44:21,442 ----------------------------------------------------------------------------------------------------
2018-12-17 08:44:21,818 epoch 57 - iter 0/6098 - loss 0.10287252
2018-12-17 08:46:32,439 epoch 57 - iter 609/6098 - loss 0.19501693
2018-12-17 08:48:44,734 epoch 57 - iter 1218/6098 - loss 0.19715218
2018-12-17 08:50:53,540 epoch 57 - iter 1827/6098 - loss 0.19873636
2018-12-17 08:53:00,381 epoch 57 - iter 2436/6098 - loss 0.19902240
2018-12-17 08:55:07,907 epoch 57 - iter 3045/6098 - loss 0.19968451
2018-12-17 08:57:16,617 epoch 57 - iter 3654/6098 - loss 0.20037364
2018-12-17 08:59:24,196 epoch 57 - iter 4263/6098 - loss 0.20045758
2018-12-17 09:01:30,630 epoch 57 - iter 4872/6098 - loss 0.20047121
2018-12-17 09:03:36,567 epoch 57 - iter 5481/6098 - loss 0.20107887
2018-12-17 09:05:41,909 epoch 57 - iter 6090/6098 - loss 0.20102099
2018-12-17 09:05:43,235 ----------------------------------------------------------------------------------------------------
2018-12-17 09:05:43,235 EPOCH 57 done: loss 0.2010 - lr 0.1000 - bad epochs 0
2018-12-17 09:07:58,401 TEST : loss 0.16307348 - f-score 0.9549 - acc 0.9549
2018-12-17 09:07:58,402 ----------------------------------------------------------------------------------------------------
2018-12-17 09:07:58,770 epoch 58 - iter 0/6098 - loss 0.12849383
2018-12-17 09:10:06,501 epoch 58 - iter 609/6098 - loss 0.19479147
2018-12-17 09:12:13,754 epoch 58 - iter 1218/6098 - loss 0.19773902
2018-12-17 09:14:20,356 epoch 58 - iter 1827/6098 - loss 0.19871626
2018-12-17 09:16:27,329 epoch 58 - iter 2436/6098 - loss 0.19779649
2018-12-17 09:18:34,297 epoch 58 - iter 3045/6098 - loss 0.19856134
2018-12-17 09:20:40,442 epoch 58 - iter 3654/6098 - loss 0.19896930
2018-12-17 09:22:47,570 epoch 58 - iter 4263/6098 - loss 0.19930882
2018-12-17 09:24:54,667 epoch 58 - iter 4872/6098 - loss 0.19961124
2018-12-17 09:27:02,380 epoch 58 - iter 5481/6098 - loss 0.19985007
2018-12-17 09:29:10,694 epoch 58 - iter 6090/6098 - loss 0.20034587
2018-12-17 09:29:12,135 ----------------------------------------------------------------------------------------------------
2018-12-17 09:29:12,135 EPOCH 58 done: loss 0.2003 - lr 0.1000 - bad epochs 0
2018-12-17 09:31:27,472 TEST : loss 0.15837112 - f-score 0.9554 - acc 0.9554
2018-12-17 09:31:27,473 ----------------------------------------------------------------------------------------------------
2018-12-17 09:31:28,009 epoch 59 - iter 0/6098 - loss 0.42156816
2018-12-17 09:33:34,668 epoch 59 - iter 609/6098 - loss 0.19605010
2018-12-17 09:35:52,068 epoch 59 - iter 1218/6098 - loss 0.19516951
2018-12-17 09:37:58,784 epoch 59 - iter 1827/6098 - loss 0.19722837
2018-12-17 09:40:08,673 epoch 59 - iter 2436/6098 - loss 0.19751262
2018-12-17 09:42:16,811 epoch 59 - iter 3045/6098 - loss 0.19795330
2018-12-17 09:44:24,717 epoch 59 - iter 3654/6098 - loss 0.19848281
2018-12-17 09:46:33,315 epoch 59 - iter 4263/6098 - loss 0.19919522
2018-12-17 09:48:40,175 epoch 59 - iter 4872/6098 - loss 0.19948792
2018-12-17 09:50:48,471 epoch 59 - iter 5481/6098 - loss 0.20010932
2018-12-17 09:52:52,625 epoch 59 - iter 6090/6098 - loss 0.20041017
2018-12-17 09:52:54,173 ----------------------------------------------------------------------------------------------------
2018-12-17 09:52:54,173 EPOCH 59 done: loss 0.2004 - lr 0.1000 - bad epochs 0
2018-12-17 09:55:07,348 TEST : loss 0.15723246 - f-score 0.9555 - acc 0.9555
2018-12-17 09:55:07,349 ----------------------------------------------------------------------------------------------------
2018-12-17 09:55:07,727 epoch 60 - iter 0/6098 - loss 0.23478092
2018-12-17 09:57:13,147 epoch 60 - iter 609/6098 - loss 0.19566761
2018-12-17 09:59:19,982 epoch 60 - iter 1218/6098 - loss 0.19657822
2018-12-17 10:01:27,678 epoch 60 - iter 1827/6098 - loss 0.19760266
2018-12-17 10:03:34,831 epoch 60 - iter 2436/6098 - loss 0.19801336
2018-12-17 10:05:44,468 epoch 60 - iter 3045/6098 - loss 0.19826525
2018-12-17 10:07:50,688 epoch 60 - iter 3654/6098 - loss 0.19853877
2018-12-17 10:09:57,541 epoch 60 - iter 4263/6098 - loss 0.19846797
2018-12-17 10:12:05,754 epoch 60 - iter 4872/6098 - loss 0.19853791
2018-12-17 10:14:14,454 epoch 60 - iter 5481/6098 - loss 0.19877663
2018-12-17 10:16:20,398 epoch 60 - iter 6090/6098 - loss 0.19886893
2018-12-17 10:16:21,936 ----------------------------------------------------------------------------------------------------
2018-12-17 10:16:21,936 EPOCH 60 done: loss 0.1989 - lr 0.1000 - bad epochs 1
2018-12-17 10:18:35,203 TEST : loss 0.15876020 - f-score 0.9559 - acc 0.9559
2018-12-17 10:18:35,204 ----------------------------------------------------------------------------------------------------
2018-12-17 10:18:35,596 epoch 61 - iter 0/6098 - loss 0.12510948
2018-12-17 10:20:43,137 epoch 61 - iter 609/6098 - loss 0.19942378
2018-12-17 10:22:52,063 epoch 61 - iter 1218/6098 - loss 0.19699462
2018-12-17 10:24:59,224 epoch 61 - iter 1827/6098 - loss 0.19567313
2018-12-17 10:27:05,042 epoch 61 - iter 2436/6098 - loss 0.19528915
2018-12-17 10:29:11,915 epoch 61 - iter 3045/6098 - loss 0.19607489
2018-12-17 10:31:18,798 epoch 61 - iter 3654/6098 - loss 0.19622822
2018-12-17 10:33:25,241 epoch 61 - iter 4263/6098 - loss 0.19603134
2018-12-17 10:35:31,393 epoch 61 - iter 4872/6098 - loss 0.19680582
2018-12-17 10:37:39,373 epoch 61 - iter 5481/6098 - loss 0.19668564
2018-12-17 10:39:45,452 epoch 61 - iter 6090/6098 - loss 0.19691941
2018-12-17 10:39:47,239 ----------------------------------------------------------------------------------------------------
2018-12-17 10:39:47,239 EPOCH 61 done: loss 0.1969 - lr 0.1000 - bad epochs 0
2018-12-17 10:42:00,784 TEST : loss 0.15996435 - f-score 0.9562 - acc 0.9562
2018-12-17 10:42:00,785 ----------------------------------------------------------------------------------------------------
2018-12-17 10:42:01,146 epoch 62 - iter 0/6098 - loss 0.20901299
2018-12-17 10:44:08,167 epoch 62 - iter 609/6098 - loss 0.19914489
2018-12-17 10:46:15,337 epoch 62 - iter 1218/6098 - loss 0.19782572
2018-12-17 10:48:21,197 epoch 62 - iter 1827/6098 - loss 0.19714634
2018-12-17 10:50:29,099 epoch 62 - iter 2436/6098 - loss 0.19712380
2018-12-17 10:52:36,254 epoch 62 - iter 3045/6098 - loss 0.19676049
2018-12-17 10:54:43,845 epoch 62 - iter 3654/6098 - loss 0.19732318
2018-12-17 10:56:50,820 epoch 62 - iter 4263/6098 - loss 0.19706015
2018-12-17 10:58:58,955 epoch 62 - iter 4872/6098 - loss 0.19740632
2018-12-17 11:01:03,611 epoch 62 - iter 5481/6098 - loss 0.19752254
2018-12-17 11:03:12,602 epoch 62 - iter 6090/6098 - loss 0.19755465
2018-12-17 11:03:14,511 ----------------------------------------------------------------------------------------------------
2018-12-17 11:03:14,511 EPOCH 62 done: loss 0.1975 - lr 0.1000 - bad epochs 0
2018-12-17 11:05:28,162 TEST : loss 0.16303997 - f-score 0.9560 - acc 0.9560
2018-12-17 11:05:28,163 ----------------------------------------------------------------------------------------------------
2018-12-17 11:05:28,550 epoch 63 - iter 0/6098 - loss 0.16699977
2018-12-17 11:07:34,795 epoch 63 - iter 609/6098 - loss 0.19598673
2018-12-17 11:09:41,475 epoch 63 - iter 1218/6098 - loss 0.19657641
2018-12-17 11:11:48,620 epoch 63 - iter 1827/6098 - loss 0.19612143
2018-12-17 11:13:55,804 epoch 63 - iter 2436/6098 - loss 0.19664568
2018-12-17 11:16:01,695 epoch 63 - iter 3045/6098 - loss 0.19712246
2018-12-17 11:18:08,564 epoch 63 - iter 3654/6098 - loss 0.19741678
2018-12-17 11:20:15,993 epoch 63 - iter 4263/6098 - loss 0.19796995
2018-12-17 11:22:24,874 epoch 63 - iter 4872/6098 - loss 0.19780532
2018-12-17 11:24:33,602 epoch 63 - iter 5481/6098 - loss 0.19781231
2018-12-17 11:26:42,912 epoch 63 - iter 6090/6098 - loss 0.19764291
2018-12-17 11:26:44,305 ----------------------------------------------------------------------------------------------------
2018-12-17 11:26:44,306 EPOCH 63 done: loss 0.1976 - lr 0.1000 - bad epochs 1
2018-12-17 11:28:57,909 TEST : loss 0.15864716 - f-score 0.9562 - acc 0.9562
2018-12-17 11:28:57,911 ----------------------------------------------------------------------------------------------------
2018-12-17 11:28:58,296 epoch 64 - iter 0/6098 - loss 0.18198071
2018-12-17 11:31:06,863 epoch 64 - iter 609/6098 - loss 0.19144590
2018-12-17 11:33:15,492 epoch 64 - iter 1218/6098 - loss 0.19554581
2018-12-17 11:35:22,700 epoch 64 - iter 1827/6098 - loss 0.19620915
2018-12-17 11:37:30,426 epoch 64 - iter 2436/6098 - loss 0.19602813
2018-12-17 11:39:37,415 epoch 64 - iter 3045/6098 - loss 0.19600658
2018-12-17 11:41:46,443 epoch 64 - iter 3654/6098 - loss 0.19609751
2018-12-17 11:43:55,604 epoch 64 - iter 4263/6098 - loss 0.19574457
2018-12-17 11:46:01,625 epoch 64 - iter 4872/6098 - loss 0.19618972
2018-12-17 11:48:08,979 epoch 64 - iter 5481/6098 - loss 0.19630040
2018-12-17 11:50:15,385 epoch 64 - iter 6090/6098 - loss 0.19645140
2018-12-17 11:50:16,593 ----------------------------------------------------------------------------------------------------
2018-12-17 11:50:16,593 EPOCH 64 done: loss 0.1965 - lr 0.1000 - bad epochs 2
2018-12-17 11:52:29,852 TEST : loss 0.15902929 - f-score 0.9561 - acc 0.9561
2018-12-17 11:52:29,853 ----------------------------------------------------------------------------------------------------
2018-12-17 11:52:30,202 epoch 65 - iter 0/6098 - loss 0.17273599
2018-12-17 11:54:38,583 epoch 65 - iter 609/6098 - loss 0.19406956
2018-12-17 11:56:45,393 epoch 65 - iter 1218/6098 - loss 0.19457085
2018-12-17 11:58:51,172 epoch 65 - iter 1827/6098 - loss 0.19585082
2018-12-17 12:00:58,350 epoch 65 - iter 2436/6098 - loss 0.19525809
2018-12-17 12:03:09,451 epoch 65 - iter 3045/6098 - loss 0.19459018
2018-12-17 12:05:16,435 epoch 65 - iter 3654/6098 - loss 0.19393682
2018-12-17 12:07:23,078 epoch 65 - iter 4263/6098 - loss 0.19391275
2018-12-17 12:09:31,110 epoch 65 - iter 4872/6098 - loss 0.19379053
2018-12-17 12:11:36,182 epoch 65 - iter 5481/6098 - loss 0.19432076
2018-12-17 12:13:42,420 epoch 65 - iter 6090/6098 - loss 0.19478340
2018-12-17 12:13:43,950 ----------------------------------------------------------------------------------------------------
2018-12-17 12:13:43,950 EPOCH 65 done: loss 0.1948 - lr 0.1000 - bad epochs 0
2018-12-17 12:16:10,467 TEST : loss 0.15790166 - f-score 0.9568 - acc 0.9568
2018-12-17 12:16:10,468 ----------------------------------------------------------------------------------------------------
2018-12-17 12:16:10,814 epoch 66 - iter 0/6098 - loss 0.15147604
2018-12-17 12:18:19,040 epoch 66 - iter 609/6098 - loss 0.19037745
2018-12-17 12:20:29,199 epoch 66 - iter 1218/6098 - loss 0.19176751
2018-12-17 12:22:34,726 epoch 66 - iter 1827/6098 - loss 0.19177723
2018-12-17 12:24:38,921 epoch 66 - iter 2436/6098 - loss 0.19276958
2018-12-17 12:26:42,292 epoch 66 - iter 3045/6098 - loss 0.19271203
2018-12-17 12:28:52,614 epoch 66 - iter 3654/6098 - loss 0.19330085
2018-12-17 12:31:01,750 epoch 66 - iter 4263/6098 - loss 0.19383642
2018-12-17 12:33:10,733 epoch 66 - iter 4872/6098 - loss 0.19421456
2018-12-17 12:35:17,743 epoch 66 - iter 5481/6098 - loss 0.19469210
2018-12-17 12:37:25,929 epoch 66 - iter 6090/6098 - loss 0.19466662
2018-12-17 12:37:27,432 ----------------------------------------------------------------------------------------------------
2018-12-17 12:37:27,432 EPOCH 66 done: loss 0.1946 - lr 0.1000 - bad epochs 0
2018-12-17 12:39:43,047 TEST : loss 0.15875715 - f-score 0.9566 - acc 0.9566
2018-12-17 12:39:43,049 ----------------------------------------------------------------------------------------------------
2018-12-17 12:39:43,399 epoch 67 - iter 0/6098 - loss 0.22418335
2018-12-17 12:41:48,558 epoch 67 - iter 609/6098 - loss 0.19571445
2018-12-17 12:43:57,271 epoch 67 - iter 1218/6098 - loss 0.19539406
2018-12-17 12:46:05,110 epoch 67 - iter 1827/6098 - loss 0.19428708
2018-12-17 12:48:14,002 epoch 67 - iter 2436/6098 - loss 0.19448753
2018-12-17 12:50:20,554 epoch 67 - iter 3045/6098 - loss 0.19454417
2018-12-17 12:52:27,179 epoch 67 - iter 3654/6098 - loss 0.19531770
2018-12-17 12:54:34,586 epoch 67 - iter 4263/6098 - loss 0.19526427
2018-12-17 12:56:43,560 epoch 67 - iter 4872/6098 - loss 0.19536891
2018-12-17 12:58:52,358 epoch 67 - iter 5481/6098 - loss 0.19555716
2018-12-17 13:00:59,724 epoch 67 - iter 6090/6098 - loss 0.19548258
2018-12-17 13:01:01,107 ----------------------------------------------------------------------------------------------------
2018-12-17 13:01:01,107 EPOCH 67 done: loss 0.1955 - lr 0.1000 - bad epochs 0
2018-12-17 13:03:14,926 TEST : loss 0.15574223 - f-score 0.9568 - acc 0.9568
2018-12-17 13:03:14,927 ----------------------------------------------------------------------------------------------------
2018-12-17 13:03:15,316 epoch 68 - iter 0/6098 - loss 0.21658207
2018-12-17 13:05:20,900 epoch 68 - iter 609/6098 - loss 0.19317013
2018-12-17 13:07:27,173 epoch 68 - iter 1218/6098 - loss 0.19485046
2018-12-17 13:09:32,717 epoch 68 - iter 1827/6098 - loss 0.19426230
2018-12-17 13:11:40,315 epoch 68 - iter 2436/6098 - loss 0.19317041
2018-12-17 13:13:47,396 epoch 68 - iter 3045/6098 - loss 0.19302051
2018-12-17 13:15:53,931 epoch 68 - iter 3654/6098 - loss 0.19295427
2018-12-17 13:18:01,553 epoch 68 - iter 4263/6098 - loss 0.19348812
2018-12-17 13:20:08,131 epoch 68 - iter 4872/6098 - loss 0.19420989
2018-12-17 13:22:15,881 epoch 68 - iter 5481/6098 - loss 0.19392123
2018-12-17 13:24:24,649 epoch 68 - iter 6090/6098 - loss 0.19474096
2018-12-17 13:24:26,130 ----------------------------------------------------------------------------------------------------
2018-12-17 13:24:26,131 EPOCH 68 done: loss 0.1948 - lr 0.1000 - bad epochs 1
2018-12-17 13:26:40,675 TEST : loss 0.15559696 - f-score 0.9569 - acc 0.9569
2018-12-17 13:26:40,676 ----------------------------------------------------------------------------------------------------
2018-12-17 13:26:41,086 epoch 69 - iter 0/6098 - loss 0.18526085
2018-12-17 13:28:47,484 epoch 69 - iter 609/6098 - loss 0.19346473
2018-12-17 13:30:52,555 epoch 69 - iter 1218/6098 - loss 0.19155093
2018-12-17 13:33:00,178 epoch 69 - iter 1827/6098 - loss 0.19296121
2018-12-17 13:35:07,258 epoch 69 - iter 2436/6098 - loss 0.19320287
2018-12-17 13:37:12,993 epoch 69 - iter 3045/6098 - loss 0.19280247
2018-12-17 13:39:21,168 epoch 69 - iter 3654/6098 - loss 0.19305904
2018-12-17 13:41:29,076 epoch 69 - iter 4263/6098 - loss 0.19333618
2018-12-17 13:43:37,717 epoch 69 - iter 4872/6098 - loss 0.19363045
2018-12-17 13:45:46,810 epoch 69 - iter 5481/6098 - loss 0.19396490
2018-12-17 13:47:53,507 epoch 69 - iter 6090/6098 - loss 0.19439324
2018-12-17 13:47:54,784 ----------------------------------------------------------------------------------------------------
2018-12-17 13:47:54,785 EPOCH 69 done: loss 0.1944 - lr 0.1000 - bad epochs 2
2018-12-17 13:50:07,952 TEST : loss 0.15985976 - f-score 0.9563 - acc 0.9563
2018-12-17 13:50:07,953 ----------------------------------------------------------------------------------------------------
2018-12-17 13:50:08,301 epoch 70 - iter 0/6098 - loss 0.14173889
2018-12-17 13:52:14,913 epoch 70 - iter 609/6098 - loss 0.19173273
2018-12-17 13:54:21,436 epoch 70 - iter 1218/6098 - loss 0.19019190
2018-12-17 13:56:29,245 epoch 70 - iter 1827/6098 - loss 0.19194271
2018-12-17 13:58:33,266 epoch 70 - iter 2436/6098 - loss 0.19240873
2018-12-17 14:00:40,038 epoch 70 - iter 3045/6098 - loss 0.19215856
2018-12-17 14:02:48,088 epoch 70 - iter 3654/6098 - loss 0.19274242
2018-12-17 14:04:58,664 epoch 70 - iter 4263/6098 - loss 0.19299344
2018-12-17 14:07:05,159 epoch 70 - iter 4872/6098 - loss 0.19330149
2018-12-17 14:09:10,659 epoch 70 - iter 5481/6098 - loss 0.19361916
2018-12-17 14:11:16,979 epoch 70 - iter 6090/6098 - loss 0.19371328
2018-12-17 14:11:18,364 ----------------------------------------------------------------------------------------------------
2018-12-17 14:11:18,365 EPOCH 70 done: loss 0.1937 - lr 0.1000 - bad epochs 0
2018-12-17 14:13:32,049 TEST : loss 0.15770875 - f-score 0.9564 - acc 0.9564
2018-12-17 14:13:32,050 ----------------------------------------------------------------------------------------------------
2018-12-17 14:13:32,434 epoch 71 - iter 0/6098 - loss 0.11941413
2018-12-17 14:15:40,010 epoch 71 - iter 609/6098 - loss 0.18528866
2018-12-17 14:17:45,671 epoch 71 - iter 1218/6098 - loss 0.18819895
2018-12-17 14:19:53,707 epoch 71 - iter 1827/6098 - loss 0.19053860
2018-12-17 14:22:00,979 epoch 71 - iter 2436/6098 - loss 0.19008793
2018-12-17 14:24:07,569 epoch 71 - iter 3045/6098 - loss 0.19007775
2018-12-17 14:26:17,196 epoch 71 - iter 3654/6098 - loss 0.19071553
2018-12-17 14:28:24,609 epoch 71 - iter 4263/6098 - loss 0.19085001
2018-12-17 14:30:30,760 epoch 71 - iter 4872/6098 - loss 0.19115106
2018-12-17 14:32:37,754 epoch 71 - iter 5481/6098 - loss 0.19150666
2018-12-17 14:34:44,798 epoch 71 - iter 6090/6098 - loss 0.19185940
2018-12-17 14:34:46,106 ----------------------------------------------------------------------------------------------------
2018-12-17 14:34:46,106 EPOCH 71 done: loss 0.1918 - lr 0.1000 - bad epochs 0
2018-12-17 14:36:59,913 TEST : loss 0.15518941 - f-score 0.9576 - acc 0.9576
2018-12-17 14:36:59,914 ----------------------------------------------------------------------------------------------------
2018-12-17 14:37:00,363 epoch 72 - iter 0/6098 - loss 0.12558925
2018-12-17 14:39:08,031 epoch 72 - iter 609/6098 - loss 0.19224674
2018-12-17 14:41:14,003 epoch 72 - iter 1218/6098 - loss 0.19153469
2018-12-17 14:43:33,561 epoch 72 - iter 1827/6098 - loss 0.19181317
2018-12-17 14:45:40,251 epoch 72 - iter 2436/6098 - loss 0.19054020
2018-12-17 14:47:47,895 epoch 72 - iter 3045/6098 - loss 0.19176645
2018-12-17 14:49:55,004 epoch 72 - iter 3654/6098 - loss 0.19151755
2018-12-17 14:52:02,147 epoch 72 - iter 4263/6098 - loss 0.19151343
2018-12-17 14:54:07,489 epoch 72 - iter 4872/6098 - loss 0.19230575
2018-12-17 14:56:16,222 epoch 72 - iter 5481/6098 - loss 0.19256790
2018-12-17 14:58:25,064 epoch 72 - iter 6090/6098 - loss 0.19286093
2018-12-17 14:58:26,503 ----------------------------------------------------------------------------------------------------
2018-12-17 14:58:26,503 EPOCH 72 done: loss 0.1929 - lr 0.1000 - bad epochs 0
2018-12-17 15:00:41,725 TEST : loss 0.15769517 - f-score 0.9572 - acc 0.9572
2018-12-17 15:00:41,726 ----------------------------------------------------------------------------------------------------
2018-12-17 15:00:42,114 epoch 73 - iter 0/6098 - loss 0.23280340
2018-12-17 15:02:49,349 epoch 73 - iter 609/6098 - loss 0.19170556
2018-12-17 15:04:59,894 epoch 73 - iter 1218/6098 - loss 0.18972314
2018-12-17 15:07:06,676 epoch 73 - iter 1827/6098 - loss 0.19055854
2018-12-17 15:09:13,618 epoch 73 - iter 2436/6098 - loss 0.19044996
2018-12-17 15:11:18,909 epoch 73 - iter 3045/6098 - loss 0.19190479
2018-12-17 15:13:23,895 epoch 73 - iter 3654/6098 - loss 0.19160169
2018-12-17 15:15:29,998 epoch 73 - iter 4263/6098 - loss 0.19126243
2018-12-17 15:17:37,011 epoch 73 - iter 4872/6098 - loss 0.19140764
2018-12-17 15:19:42,474 epoch 73 - iter 5481/6098 - loss 0.19107432
2018-12-17 15:21:51,110 epoch 73 - iter 6090/6098 - loss 0.19142123
2018-12-17 15:21:52,491 ----------------------------------------------------------------------------------------------------
2018-12-17 15:21:52,491 EPOCH 73 done: loss 0.1914 - lr 0.1000 - bad epochs 1
2018-12-17 15:24:07,739 TEST : loss 0.15549292 - f-score 0.9576 - acc 0.9576
2018-12-17 15:24:07,740 ----------------------------------------------------------------------------------------------------
2018-12-17 15:24:08,204 epoch 74 - iter 0/6098 - loss 0.28186369
2018-12-17 15:26:15,739 epoch 74 - iter 609/6098 - loss 0.19261007
2018-12-17 15:28:24,577 epoch 74 - iter 1218/6098 - loss 0.18781243
2018-12-17 15:30:34,215 epoch 74 - iter 1827/6098 - loss 0.19029048
2018-12-17 15:32:40,217 epoch 74 - iter 2436/6098 - loss 0.19071047
2018-12-17 15:34:47,154 epoch 74 - iter 3045/6098 - loss 0.19095776
2018-12-17 15:36:54,265 epoch 74 - iter 3654/6098 - loss 0.19096125
2018-12-17 15:39:01,925 epoch 74 - iter 4263/6098 - loss 0.19098853
2018-12-17 15:41:10,325 epoch 74 - iter 4872/6098 - loss 0.19120804
2018-12-17 15:43:16,430 epoch 74 - iter 5481/6098 - loss 0.19103173
2018-12-17 15:45:22,098 epoch 74 - iter 6090/6098 - loss 0.19041336
2018-12-17 15:45:23,619 ----------------------------------------------------------------------------------------------------
2018-12-17 15:45:23,619 EPOCH 74 done: loss 0.1904 - lr 0.1000 - bad epochs 0
2018-12-17 15:47:38,776 TEST : loss 0.15580441 - f-score 0.9570 - acc 0.9570
2018-12-17 15:47:38,777 ----------------------------------------------------------------------------------------------------
2018-12-17 15:47:39,116 epoch 75 - iter 0/6098 - loss 0.18579559
2018-12-17 15:49:46,694 epoch 75 - iter 609/6098 - loss 0.18458113
2018-12-17 15:51:53,872 epoch 75 - iter 1218/6098 - loss 0.18776345
2018-12-17 15:54:01,398 epoch 75 - iter 1827/6098 - loss 0.18980615
2018-12-17 15:56:08,897 epoch 75 - iter 2436/6098 - loss 0.19045792
2018-12-17 15:58:15,715 epoch 75 - iter 3045/6098 - loss 0.19007073
2018-12-17 16:00:24,112 epoch 75 - iter 3654/6098 - loss 0.19023316
2018-12-17 16:02:32,430 epoch 75 - iter 4263/6098 - loss 0.18959197
2018-12-17 16:04:39,890 epoch 75 - iter 4872/6098 - loss 0.18963355
2018-12-17 16:06:48,107 epoch 75 - iter 5481/6098 - loss 0.18977453
2018-12-17 16:08:52,469 epoch 75 - iter 6090/6098 - loss 0.19051887
2018-12-17 16:08:54,074 ----------------------------------------------------------------------------------------------------
2018-12-17 16:08:54,074 EPOCH 75 done: loss 0.1905 - lr 0.1000 - bad epochs 0
2018-12-17 16:11:07,925 TEST : loss 0.15642822 - f-score 0.9571 - acc 0.9571
2018-12-17 16:11:07,926 ----------------------------------------------------------------------------------------------------
2018-12-17 16:11:08,292 epoch 76 - iter 0/6098 - loss 0.22300889
2018-12-17 16:13:15,017 epoch 76 - iter 609/6098 - loss 0.18891961
2018-12-17 16:15:20,394 epoch 76 - iter 1218/6098 - loss 0.18691866
2018-12-17 16:17:31,421 epoch 76 - iter 1827/6098 - loss 0.18875903
2018-12-17 16:19:37,589 epoch 76 - iter 2436/6098 - loss 0.18863009
2018-12-17 16:21:44,252 epoch 76 - iter 3045/6098 - loss 0.19089445
2018-12-17 16:23:50,103 epoch 76 - iter 3654/6098 - loss 0.19024832
2018-12-17 16:25:56,540 epoch 76 - iter 4263/6098 - loss 0.19006712
2018-12-17 16:28:02,731 epoch 76 - iter 4872/6098 - loss 0.19005111
2018-12-17 16:30:09,264 epoch 76 - iter 5481/6098 - loss 0.19037835
2018-12-17 16:32:19,091 epoch 76 - iter 6090/6098 - loss 0.19030459
2018-12-17 16:32:20,585 ----------------------------------------------------------------------------------------------------
2018-12-17 16:32:20,585 EPOCH 76 done: loss 0.1903 - lr 0.1000 - bad epochs 1
2018-12-17 16:34:34,695 TEST : loss 0.15538916 - f-score 0.9572 - acc 0.9572
2018-12-17 16:34:34,696 ----------------------------------------------------------------------------------------------------
2018-12-17 16:34:35,195 epoch 77 - iter 0/6098 - loss 0.30106923
2018-12-17 16:36:42,431 epoch 77 - iter 609/6098 - loss 0.18623811
2018-12-17 16:38:50,057 epoch 77 - iter 1218/6098 - loss 0.19124453
2018-12-17 16:40:59,399 epoch 77 - iter 1827/6098 - loss 0.18967399
2018-12-17 16:43:09,809 epoch 77 - iter 2436/6098 - loss 0.18908643
2018-12-17 16:45:16,303 epoch 77 - iter 3045/6098 - loss 0.19065504
2018-12-17 16:47:24,251 epoch 77 - iter 3654/6098 - loss 0.19102094
2018-12-17 16:49:32,511 epoch 77 - iter 4263/6098 - loss 0.19048208
2018-12-17 16:51:37,871 epoch 77 - iter 4872/6098 - loss 0.19015903
2018-12-17 16:53:45,785 epoch 77 - iter 5481/6098 - loss 0.19063487
2018-12-17 16:55:56,657 epoch 77 - iter 6090/6098 - loss 0.19065235
2018-12-17 16:55:57,935 ----------------------------------------------------------------------------------------------------
2018-12-17 16:55:57,936 EPOCH 77 done: loss 0.1907 - lr 0.1000 - bad epochs 0
2018-12-17 16:58:12,253 TEST : loss 0.15707651 - f-score 0.9573 - acc 0.9573
2018-12-17 16:58:12,254 ----------------------------------------------------------------------------------------------------
2018-12-17 16:58:12,608 epoch 78 - iter 0/6098 - loss 0.16168988
2018-12-17 17:00:22,153 epoch 78 - iter 609/6098 - loss 0.18347277
2018-12-17 17:02:34,931 epoch 78 - iter 1218/6098 - loss 0.18556565
2018-12-17 17:04:42,389 epoch 78 - iter 1827/6098 - loss 0.18651000
2018-12-17 17:06:51,365 epoch 78 - iter 2436/6098 - loss 0.18688965
2018-12-17 17:08:59,071 epoch 78 - iter 3045/6098 - loss 0.18813987
2018-12-17 17:11:08,448 epoch 78 - iter 3654/6098 - loss 0.18869107
2018-12-17 17:13:16,750 epoch 78 - iter 4263/6098 - loss 0.18915866
2018-12-17 17:15:24,169 epoch 78 - iter 4872/6098 - loss 0.18929232
2018-12-17 17:17:31,761 epoch 78 - iter 5481/6098 - loss 0.18888124
2018-12-17 17:19:38,252 epoch 78 - iter 6090/6098 - loss 0.18953768
2018-12-17 17:19:39,597 ----------------------------------------------------------------------------------------------------
2018-12-17 17:19:39,597 EPOCH 78 done: loss 0.1895 - lr 0.1000 - bad epochs 1
2018-12-17 17:22:06,761 TEST : loss 0.15640837 - f-score 0.9573 - acc 0.9573
2018-12-17 17:22:06,762 ----------------------------------------------------------------------------------------------------
2018-12-17 17:22:07,226 epoch 79 - iter 0/6098 - loss 0.15272874
2018-12-17 17:24:15,552 epoch 79 - iter 609/6098 - loss 0.18454824
2018-12-17 17:26:25,348 epoch 79 - iter 1218/6098 - loss 0.18844269
2018-12-17 17:28:32,420 epoch 79 - iter 1827/6098 - loss 0.18818368
2018-12-17 17:30:38,369 epoch 79 - iter 2436/6098 - loss 0.18801258
2018-12-17 17:32:45,797 epoch 79 - iter 3045/6098 - loss 0.18805931
2018-12-17 17:34:55,113 epoch 79 - iter 3654/6098 - loss 0.18824142
2018-12-17 17:37:00,977 epoch 79 - iter 4263/6098 - loss 0.18788460
2018-12-17 17:39:08,109 epoch 79 - iter 4872/6098 - loss 0.18809137
2018-12-17 17:41:16,746 epoch 79 - iter 5481/6098 - loss 0.18780760
2018-12-17 17:43:25,367 epoch 79 - iter 6090/6098 - loss 0.18819195
2018-12-17 17:43:26,935 ----------------------------------------------------------------------------------------------------
2018-12-17 17:43:26,936 EPOCH 79 done: loss 0.1883 - lr 0.1000 - bad epochs 0
2018-12-17 17:45:42,000 TEST : loss 0.15559506 - f-score 0.9579 - acc 0.9579
2018-12-17 17:45:42,001 ----------------------------------------------------------------------------------------------------
2018-12-17 17:45:42,368 epoch 80 - iter 0/6098 - loss 0.22898185
2018-12-17 17:47:50,160 epoch 80 - iter 609/6098 - loss 0.19038116
2018-12-17 17:49:59,496 epoch 80 - iter 1218/6098 - loss 0.19109035
2018-12-17 17:52:07,674 epoch 80 - iter 1827/6098 - loss 0.18931586
2018-12-17 17:54:15,115 epoch 80 - iter 2436/6098 - loss 0.19030927
2018-12-17 17:56:21,616 epoch 80 - iter 3045/6098 - loss 0.18963042
2018-12-17 17:58:29,700 epoch 80 - iter 3654/6098 - loss 0.18939257
2018-12-17 18:00:35,692 epoch 80 - iter 4263/6098 - loss 0.18927673
2018-12-17 18:02:44,334 epoch 80 - iter 4872/6098 - loss 0.18916543
2018-12-17 18:04:53,897 epoch 80 - iter 5481/6098 - loss 0.18924074
2018-12-17 18:07:02,046 epoch 80 - iter 6090/6098 - loss 0.18935108
2018-12-17 18:07:03,444 ----------------------------------------------------------------------------------------------------
2018-12-17 18:07:03,444 EPOCH 80 done: loss 0.1894 - lr 0.1000 - bad epochs 0
2018-12-17 18:09:17,509 TEST : loss 0.15715188 - f-score 0.9580 - acc 0.9580
2018-12-17 18:09:17,510 ----------------------------------------------------------------------------------------------------
2018-12-17 18:09:17,951 epoch 81 - iter 0/6098 - loss 0.28488228
2018-12-17 18:11:25,019 epoch 81 - iter 609/6098 - loss 0.18292274
2018-12-17 18:13:32,432 epoch 81 - iter 1218/6098 - loss 0.18646027
2018-12-17 18:15:40,935 epoch 81 - iter 1827/6098 - loss 0.18737603
2018-12-17 18:17:51,201 epoch 81 - iter 2436/6098 - loss 0.18789921
2018-12-17 18:19:58,260 epoch 81 - iter 3045/6098 - loss 0.18768866
2018-12-17 18:22:04,685 epoch 81 - iter 3654/6098 - loss 0.18779133
2018-12-17 18:24:14,004 epoch 81 - iter 4263/6098 - loss 0.18790250
2018-12-17 18:26:21,211 epoch 81 - iter 4872/6098 - loss 0.18819238
2018-12-17 18:28:29,586 epoch 81 - iter 5481/6098 - loss 0.18810465
2018-12-17 18:30:36,877 epoch 81 - iter 6090/6098 - loss 0.18798966
2018-12-17 18:30:38,350 ----------------------------------------------------------------------------------------------------
2018-12-17 18:30:38,351 EPOCH 81 done: loss 0.1880 - lr 0.1000 - bad epochs 1
2018-12-17 18:32:52,794 TEST : loss 0.15662317 - f-score 0.9580 - acc 0.9580
2018-12-17 18:32:52,796 ----------------------------------------------------------------------------------------------------
2018-12-17 18:32:53,152 epoch 82 - iter 0/6098 - loss 0.15276757
2018-12-17 18:35:00,048 epoch 82 - iter 609/6098 - loss 0.18665959
2018-12-17 18:37:08,673 epoch 82 - iter 1218/6098 - loss 0.18474963
2018-12-17 18:39:14,367 epoch 82 - iter 1827/6098 - loss 0.18399722
2018-12-17 18:41:22,695 epoch 82 - iter 2436/6098 - loss 0.18600733
2018-12-17 18:43:30,569 epoch 82 - iter 3045/6098 - loss 0.18619669
2018-12-17 18:45:39,693 epoch 82 - iter 3654/6098 - loss 0.18719932
2018-12-17 18:47:48,492 epoch 82 - iter 4263/6098 - loss 0.18783056
2018-12-17 18:49:56,554 epoch 82 - iter 4872/6098 - loss 0.18766369
2018-12-17 18:52:03,516 epoch 82 - iter 5481/6098 - loss 0.18796638
2018-12-17 18:54:11,830 epoch 82 - iter 6090/6098 - loss 0.18782357
2018-12-17 18:54:13,352 ----------------------------------------------------------------------------------------------------
2018-12-17 18:54:13,353 EPOCH 82 done: loss 0.1878 - lr 0.1000 - bad epochs 0
2018-12-17 18:56:27,670 TEST : loss 0.15435661 - f-score 0.9584 - acc 0.9584
2018-12-17 18:56:27,671 ----------------------------------------------------------------------------------------------------
2018-12-17 18:56:28,048 epoch 83 - iter 0/6098 - loss 0.15393537
2018-12-17 18:58:36,345 epoch 83 - iter 609/6098 - loss 0.18618446
2018-12-17 19:00:45,541 epoch 83 - iter 1218/6098 - loss 0.18599317
2018-12-17 19:02:53,206 epoch 83 - iter 1827/6098 - loss 0.18462897
2018-12-17 19:05:01,271 epoch 83 - iter 2436/6098 - loss 0.18614585
2018-12-17 19:07:08,321 epoch 83 - iter 3045/6098 - loss 0.18706171
2018-12-17 19:09:15,975 epoch 83 - iter 3654/6098 - loss 0.18688752
2018-12-17 19:11:24,245 epoch 83 - iter 4263/6098 - loss 0.18707739
2018-12-17 19:13:29,861 epoch 83 - iter 4872/6098 - loss 0.18734113
2018-12-17 19:15:39,456 epoch 83 - iter 5481/6098 - loss 0.18702801
2018-12-17 19:17:45,651 epoch 83 - iter 6090/6098 - loss 0.18741579
2018-12-17 19:17:47,128 ----------------------------------------------------------------------------------------------------
2018-12-17 19:17:47,129 EPOCH 83 done: loss 0.1875 - lr 0.1000 - bad epochs 0
2018-12-17 19:20:01,644 TEST : loss 0.15316443 - f-score 0.9585 - acc 0.9585
2018-12-17 19:20:01,646 ----------------------------------------------------------------------------------------------------
2018-12-17 19:20:02,003 epoch 84 - iter 0/6098 - loss 0.18248086
2018-12-17 19:22:08,692 epoch 84 - iter 609/6098 - loss 0.18290800
2018-12-17 19:24:15,498 epoch 84 - iter 1218/6098 - loss 0.18371879
2018-12-17 19:26:23,718 epoch 84 - iter 1827/6098 - loss 0.18257455
2018-12-17 19:28:31,439 epoch 84 - iter 2436/6098 - loss 0.18367675
2018-12-17 19:30:39,688 epoch 84 - iter 3045/6098 - loss 0.18475701
2018-12-17 19:32:47,606 epoch 84 - iter 3654/6098 - loss 0.18490908
2018-12-17 19:34:55,039 epoch 84 - iter 4263/6098 - loss 0.18529717
2018-12-17 19:37:02,553 epoch 84 - iter 4872/6098 - loss 0.18570120
2018-12-17 19:39:09,765 epoch 84 - iter 5481/6098 - loss 0.18587003
2018-12-17 19:41:16,867 epoch 84 - iter 6090/6098 - loss 0.18595922
2018-12-17 19:41:18,454 ----------------------------------------------------------------------------------------------------
2018-12-17 19:41:18,454 EPOCH 84 done: loss 0.1860 - lr 0.1000 - bad epochs 0
2018-12-17 19:43:32,704 TEST : loss 0.15518843 - f-score 0.9578 - acc 0.9578
2018-12-17 19:43:32,705 ----------------------------------------------------------------------------------------------------
2018-12-17 19:43:33,057 epoch 85 - iter 0/6098 - loss 0.28034979
2018-12-17 19:45:42,290 epoch 85 - iter 609/6098 - loss 0.18633603
2018-12-17 19:47:49,026 epoch 85 - iter 1218/6098 - loss 0.18601954
2018-12-17 19:49:57,241 epoch 85 - iter 1827/6098 - loss 0.18608011
2018-12-17 19:52:05,007 epoch 85 - iter 2436/6098 - loss 0.18637608
2018-12-17 19:54:25,093 epoch 85 - iter 3045/6098 - loss 0.18681172
2018-12-17 19:56:32,947 epoch 85 - iter 3654/6098 - loss 0.18692103
2018-12-17 19:58:43,108 epoch 85 - iter 4263/6098 - loss 0.18622663
2018-12-17 20:00:49,276 epoch 85 - iter 4872/6098 - loss 0.18614356
2018-12-17 20:02:59,218 epoch 85 - iter 5481/6098 - loss 0.18613258
2018-12-17 20:05:05,490 epoch 85 - iter 6090/6098 - loss 0.18598134
2018-12-17 20:05:06,892 ----------------------------------------------------------------------------------------------------
2018-12-17 20:05:06,893 EPOCH 85 done: loss 0.1860 - lr 0.1000 - bad epochs 0
2018-12-17 20:07:22,022 TEST : loss 0.15508130 - f-score 0.9582 - acc 0.9582
2018-12-17 20:07:22,023 ----------------------------------------------------------------------------------------------------
2018-12-17 20:07:22,402 epoch 86 - iter 0/6098 - loss 0.18059017
2018-12-17 20:09:29,398 epoch 86 - iter 609/6098 - loss 0.18723292
2018-12-17 20:11:35,148 epoch 86 - iter 1218/6098 - loss 0.18577291
2018-12-17 20:13:43,212 epoch 86 - iter 1827/6098 - loss 0.18660549
2018-12-17 20:15:50,894 epoch 86 - iter 2436/6098 - loss 0.18646240
2018-12-17 20:17:57,127 epoch 86 - iter 3045/6098 - loss 0.18578941
2018-12-17 20:20:06,289 epoch 86 - iter 3654/6098 - loss 0.18599351
2018-12-17 20:22:16,179 epoch 86 - iter 4263/6098 - loss 0.18555060
2018-12-17 20:24:25,691 epoch 86 - iter 4872/6098 - loss 0.18576110
2018-12-17 20:26:32,621 epoch 86 - iter 5481/6098 - loss 0.18610628
2018-12-17 20:28:42,519 epoch 86 - iter 6090/6098 - loss 0.18633067
2018-12-17 20:28:43,927 ----------------------------------------------------------------------------------------------------
2018-12-17 20:28:43,927 EPOCH 86 done: loss 0.1863 - lr 0.1000 - bad epochs 1
2018-12-17 20:30:58,130 TEST : loss 0.15407689 - f-score 0.9583 - acc 0.9583
2018-12-17 20:30:58,131 ----------------------------------------------------------------------------------------------------
2018-12-17 20:30:58,526 epoch 87 - iter 0/6098 - loss 0.11511847
2018-12-17 20:33:06,831 epoch 87 - iter 609/6098 - loss 0.18513583
2018-12-17 20:35:14,300 epoch 87 - iter 1218/6098 - loss 0.18555485
2018-12-17 20:37:23,099 epoch 87 - iter 1827/6098 - loss 0.18632261
2018-12-17 20:39:31,363 epoch 87 - iter 2436/6098 - loss 0.18588818
2018-12-17 20:41:37,465 epoch 87 - iter 3045/6098 - loss 0.18629574
2018-12-17 20:43:45,130 epoch 87 - iter 3654/6098 - loss 0.18638762
2018-12-17 20:45:52,780 epoch 87 - iter 4263/6098 - loss 0.18588893
2018-12-17 20:48:02,171 epoch 87 - iter 4872/6098 - loss 0.18591081
2018-12-17 20:50:06,845 epoch 87 - iter 5481/6098 - loss 0.18590350
2018-12-17 20:52:15,518 epoch 87 - iter 6090/6098 - loss 0.18586248
2018-12-17 20:52:16,790 ----------------------------------------------------------------------------------------------------
2018-12-17 20:52:16,790 EPOCH 87 done: loss 0.1858 - lr 0.1000 - bad epochs 2
2018-12-17 20:54:31,945 TEST : loss 0.15598780 - f-score 0.9584 - acc 0.9584
2018-12-17 20:54:31,946 ----------------------------------------------------------------------------------------------------
2018-12-17 20:54:32,315 epoch 88 - iter 0/6098 - loss 0.14599414
2018-12-17 20:56:41,086 epoch 88 - iter 609/6098 - loss 0.18507791
2018-12-17 20:58:47,815 epoch 88 - iter 1218/6098 - loss 0.18558899
2018-12-17 21:00:55,151 epoch 88 - iter 1827/6098 - loss 0.18600183
2018-12-17 21:03:02,834 epoch 88 - iter 2436/6098 - loss 0.18536102
2018-12-17 21:05:11,775 epoch 88 - iter 3045/6098 - loss 0.18611761
2018-12-17 21:07:16,816 epoch 88 - iter 3654/6098 - loss 0.18599678
2018-12-17 21:09:25,054 epoch 88 - iter 4263/6098 - loss 0.18594921
2018-12-17 21:11:32,866 epoch 88 - iter 4872/6098 - loss 0.18606129
2018-12-17 21:13:39,882 epoch 88 - iter 5481/6098 - loss 0.18617050
2018-12-17 21:15:47,171 epoch 88 - iter 6090/6098 - loss 0.18587158
2018-12-17 21:15:48,816 ----------------------------------------------------------------------------------------------------
2018-12-17 21:15:48,816 EPOCH 88 done: loss 0.1858 - lr 0.1000 - bad epochs 0
2018-12-17 21:18:02,575 TEST : loss 0.15619622 - f-score 0.9584 - acc 0.9584
2018-12-17 21:18:02,576 ----------------------------------------------------------------------------------------------------
2018-12-17 21:18:03,159 epoch 89 - iter 0/6098 - loss 0.20905496
2018-12-17 21:20:08,613 epoch 89 - iter 609/6098 - loss 0.17739550
2018-12-17 21:22:16,839 epoch 89 - iter 1218/6098 - loss 0.18013929
2018-12-17 21:24:22,796 epoch 89 - iter 1827/6098 - loss 0.18144666
2018-12-17 21:26:31,700 epoch 89 - iter 2436/6098 - loss 0.18238497
2018-12-17 21:28:39,248 epoch 89 - iter 3045/6098 - loss 0.18232217
2018-12-17 21:30:48,253 epoch 89 - iter 3654/6098 - loss 0.18246185
2018-12-17 21:32:56,119 epoch 89 - iter 4263/6098 - loss 0.18288687
2018-12-17 21:35:03,180 epoch 89 - iter 4872/6098 - loss 0.18320667
2018-12-17 21:37:11,559 epoch 89 - iter 5481/6098 - loss 0.18307496
2018-12-17 21:39:18,673 epoch 89 - iter 6090/6098 - loss 0.18313383
2018-12-17 21:39:20,425 ----------------------------------------------------------------------------------------------------
2018-12-17 21:39:20,425 EPOCH 89 done: loss 0.1832 - lr 0.1000 - bad epochs 1
2018-12-17 21:41:34,523 TEST : loss 0.15559636 - f-score 0.9586 - acc 0.9586
2018-12-17 21:41:34,524 ----------------------------------------------------------------------------------------------------
2018-12-17 21:41:34,922 epoch 90 - iter 0/6098 - loss 0.29970407
2018-12-17 21:43:43,497 epoch 90 - iter 609/6098 - loss 0.18732813
2018-12-17 21:45:51,501 epoch 90 - iter 1218/6098 - loss 0.18718099
2018-12-17 21:48:01,135 epoch 90 - iter 1827/6098 - loss 0.18562249
2018-12-17 21:50:11,154 epoch 90 - iter 2436/6098 - loss 0.18494578
2018-12-17 21:52:17,601 epoch 90 - iter 3045/6098 - loss 0.18498545
2018-12-17 21:54:25,585 epoch 90 - iter 3654/6098 - loss 0.18537797
2018-12-17 21:56:33,342 epoch 90 - iter 4263/6098 - loss 0.18488385
2018-12-17 21:58:39,489 epoch 90 - iter 4872/6098 - loss 0.18549723
2018-12-17 22:00:49,115 epoch 90 - iter 5481/6098 - loss 0.18531014
2018-12-17 22:02:56,159 epoch 90 - iter 6090/6098 - loss 0.18535600
2018-12-17 22:02:57,492 ----------------------------------------------------------------------------------------------------
2018-12-17 22:02:57,492 EPOCH 90 done: loss 0.1853 - lr 0.1000 - bad epochs 0
2018-12-17 22:05:12,836 TEST : loss 0.15457827 - f-score 0.9580 - acc 0.9580
2018-12-17 22:05:12,837 ----------------------------------------------------------------------------------------------------
2018-12-17 22:05:13,217 epoch 91 - iter 0/6098 - loss 0.07439332
2018-12-17 22:07:19,418 epoch 91 - iter 609/6098 - loss 0.18118479
2018-12-17 22:09:27,156 epoch 91 - iter 1218/6098 - loss 0.17951032
2018-12-17 22:11:34,355 epoch 91 - iter 1827/6098 - loss 0.18146319
2018-12-17 22:13:41,802 epoch 91 - iter 2436/6098 - loss 0.18137092
2018-12-17 22:15:49,373 epoch 91 - iter 3045/6098 - loss 0.18310667
2018-12-17 22:17:55,474 epoch 91 - iter 3654/6098 - loss 0.18303994
2018-12-17 22:20:01,506 epoch 91 - iter 4263/6098 - loss 0.18373082
2018-12-17 22:22:10,102 epoch 91 - iter 4872/6098 - loss 0.18415532
2018-12-17 22:24:20,668 epoch 91 - iter 5481/6098 - loss 0.18383637
2018-12-17 22:26:26,688 epoch 91 - iter 6090/6098 - loss 0.18384676
2018-12-17 22:26:28,070 ----------------------------------------------------------------------------------------------------
2018-12-17 22:26:28,071 EPOCH 91 done: loss 0.1838 - lr 0.1000 - bad epochs 1
2018-12-17 22:28:54,274 TEST : loss 0.15285389 - f-score 0.9587 - acc 0.9587
2018-12-17 22:28:54,275 ----------------------------------------------------------------------------------------------------
2018-12-17 22:28:54,677 epoch 92 - iter 0/6098 - loss 0.15206675
2018-12-17 22:31:05,262 epoch 92 - iter 609/6098 - loss 0.18510755
2018-12-17 22:33:10,304 epoch 92 - iter 1218/6098 - loss 0.18202390
2018-12-17 22:35:19,709 epoch 92 - iter 1827/6098 - loss 0.18290763
2018-12-17 22:37:26,835 epoch 92 - iter 2436/6098 - loss 0.18206838
2018-12-17 22:39:34,090 epoch 92 - iter 3045/6098 - loss 0.18184580
2018-12-17 22:41:42,003 epoch 92 - iter 3654/6098 - loss 0.18280833
2018-12-17 22:43:49,094 epoch 92 - iter 4263/6098 - loss 0.18284818
2018-12-17 22:45:58,151 epoch 92 - iter 4872/6098 - loss 0.18332466
2018-12-17 22:48:07,117 epoch 92 - iter 5481/6098 - loss 0.18362184
2018-12-17 22:50:12,086 epoch 92 - iter 6090/6098 - loss 0.18402327
2018-12-17 22:50:13,494 ----------------------------------------------------------------------------------------------------
2018-12-17 22:50:13,494 EPOCH 92 done: loss 0.1841 - lr 0.1000 - bad epochs 2
2018-12-17 22:52:27,297 TEST : loss 0.15461351 - f-score 0.9588 - acc 0.9588
2018-12-17 22:52:27,299 ----------------------------------------------------------------------------------------------------
2018-12-17 22:52:27,659 epoch 93 - iter 0/6098 - loss 0.15895800
2018-12-17 22:54:35,194 epoch 93 - iter 609/6098 - loss 0.18242790
2018-12-17 22:56:42,272 epoch 93 - iter 1218/6098 - loss 0.18083175
2018-12-17 22:58:48,793 epoch 93 - iter 1827/6098 - loss 0.17797533
2018-12-17 23:00:53,733 epoch 93 - iter 2436/6098 - loss 0.17676501
2018-12-17 23:03:01,876 epoch 93 - iter 3045/6098 - loss 0.17566598
2018-12-17 23:05:07,984 epoch 93 - iter 3654/6098 - loss 0.17560225
2018-12-17 23:07:16,317 epoch 93 - iter 4263/6098 - loss 0.17526905
2018-12-17 23:09:26,371 epoch 93 - iter 4872/6098 - loss 0.17576966
2018-12-17 23:11:34,130 epoch 93 - iter 5481/6098 - loss 0.17540621
2018-12-17 23:13:42,158 epoch 93 - iter 6090/6098 - loss 0.17558964
2018-12-17 23:13:43,375 ----------------------------------------------------------------------------------------------------
2018-12-17 23:13:43,375 EPOCH 93 done: loss 0.1756 - lr 0.0500 - bad epochs 0
2018-12-17 23:15:59,421 TEST : loss 0.15026653 - f-score 0.9603 - acc 0.9603
2018-12-17 23:15:59,422 ----------------------------------------------------------------------------------------------------
2018-12-17 23:15:59,835 epoch 94 - iter 0/6098 - loss 0.13797411
2018-12-17 23:18:09,332 epoch 94 - iter 609/6098 - loss 0.17109458
2018-12-17 23:20:16,969 epoch 94 - iter 1218/6098 - loss 0.17015804
2018-12-17 23:22:23,015 epoch 94 - iter 1827/6098 - loss 0.17029277
2018-12-17 23:24:28,295 epoch 94 - iter 2436/6098 - loss 0.17055411
2018-12-17 23:26:32,444 epoch 94 - iter 3045/6098 - loss 0.17065054
2018-12-17 23:28:38,894 epoch 94 - iter 3654/6098 - loss 0.17142488
2018-12-17 23:30:50,249 epoch 94 - iter 4263/6098 - loss 0.17089235
2018-12-17 23:32:59,454 epoch 94 - iter 4872/6098 - loss 0.17091953
2018-12-17 23:35:07,721 epoch 94 - iter 5481/6098 - loss 0.17061238
2018-12-17 23:37:16,474 epoch 94 - iter 6090/6098 - loss 0.16995740
2018-12-17 23:37:18,149 ----------------------------------------------------------------------------------------------------
2018-12-17 23:37:18,149 EPOCH 94 done: loss 0.1699 - lr 0.0500 - bad epochs 0
2018-12-17 23:39:32,455 TEST : loss 0.15075549 - f-score 0.9603 - acc 0.9603
2018-12-17 23:39:32,456 ----------------------------------------------------------------------------------------------------
2018-12-17 23:39:32,879 epoch 95 - iter 0/6098 - loss 0.17385773
2018-12-17 23:41:39,134 epoch 95 - iter 609/6098 - loss 0.16356578
2018-12-17 23:43:46,742 epoch 95 - iter 1218/6098 - loss 0.16598448
2018-12-17 23:45:53,091 epoch 95 - iter 1827/6098 - loss 0.16636911
2018-12-17 23:47:58,790 epoch 95 - iter 2436/6098 - loss 0.16703395
2018-12-17 23:50:06,041 epoch 95 - iter 3045/6098 - loss 0.16768644
2018-12-17 23:52:12,788 epoch 95 - iter 3654/6098 - loss 0.16741821
2018-12-17 23:54:22,279 epoch 95 - iter 4263/6098 - loss 0.16795136
2018-12-17 23:56:26,500 epoch 95 - iter 4872/6098 - loss 0.16809513
2018-12-17 23:58:36,383 epoch 95 - iter 5481/6098 - loss 0.16814400
2018-12-18 00:00:46,202 epoch 95 - iter 6090/6098 - loss 0.16775643
2018-12-18 00:00:47,604 ----------------------------------------------------------------------------------------------------
2018-12-18 00:00:47,605 EPOCH 95 done: loss 0.1678 - lr 0.0500 - bad epochs 0
2018-12-18 00:03:02,736 TEST : loss 0.15155903 - f-score 0.9605 - acc 0.9605
2018-12-18 00:03:02,738 ----------------------------------------------------------------------------------------------------
2018-12-18 00:03:03,098 epoch 96 - iter 0/6098 - loss 0.13099161
2018-12-18 00:05:12,404 epoch 96 - iter 609/6098 - loss 0.16173285
2018-12-18 00:07:20,407 epoch 96 - iter 1218/6098 - loss 0.16462043
2018-12-18 00:09:27,881 epoch 96 - iter 1827/6098 - loss 0.16744188
2018-12-18 00:11:35,622 epoch 96 - iter 2436/6098 - loss 0.16763625
2018-12-18 00:13:39,887 epoch 96 - iter 3045/6098 - loss 0.16726989
2018-12-18 00:15:48,290 epoch 96 - iter 3654/6098 - loss 0.16728759
2018-12-18 00:17:54,157 epoch 96 - iter 4263/6098 - loss 0.16694889
2018-12-18 00:20:04,048 epoch 96 - iter 4872/6098 - loss 0.16743810
2018-12-18 00:22:10,548 epoch 96 - iter 5481/6098 - loss 0.16793528
2018-12-18 00:24:16,264 epoch 96 - iter 6090/6098 - loss 0.16780589
2018-12-18 00:24:17,851 ----------------------------------------------------------------------------------------------------
2018-12-18 00:24:17,852 EPOCH 96 done: loss 0.1678 - lr 0.0500 - bad epochs 0
2018-12-18 00:26:30,914 TEST : loss 0.14922187 - f-score 0.9608 - acc 0.9608
2018-12-18 00:26:30,916 ----------------------------------------------------------------------------------------------------
2018-12-18 00:26:31,290 epoch 97 - iter 0/6098 - loss 0.13658345
2018-12-18 00:28:39,427 epoch 97 - iter 609/6098 - loss 0.16058800
2018-12-18 00:30:46,341 epoch 97 - iter 1218/6098 - loss 0.16084197
2018-12-18 00:32:51,546 epoch 97 - iter 1827/6098 - loss 0.16330253
2018-12-18 00:34:57,075 epoch 97 - iter 2436/6098 - loss 0.16469761
2018-12-18 00:37:06,533 epoch 97 - iter 3045/6098 - loss 0.16495796
2018-12-18 00:39:16,750 epoch 97 - iter 3654/6098 - loss 0.16531035
2018-12-18 00:41:25,091 epoch 97 - iter 4263/6098 - loss 0.16482775
2018-12-18 00:43:32,314 epoch 97 - iter 4872/6098 - loss 0.16494262
2018-12-18 00:45:40,487 epoch 97 - iter 5481/6098 - loss 0.16530708
2018-12-18 00:47:50,792 epoch 97 - iter 6090/6098 - loss 0.16538585
2018-12-18 00:47:52,313 ----------------------------------------------------------------------------------------------------
2018-12-18 00:47:52,314 EPOCH 97 done: loss 0.1654 - lr 0.0500 - bad epochs 1
2018-12-18 00:50:08,098 TEST : loss 0.14951165 - f-score 0.9610 - acc 0.9610
2018-12-18 00:50:08,099 ----------------------------------------------------------------------------------------------------
2018-12-18 00:50:08,488 epoch 98 - iter 0/6098 - loss 0.11167447
2018-12-18 00:52:16,089 epoch 98 - iter 609/6098 - loss 0.16406907
2018-12-18 00:54:23,840 epoch 98 - iter 1218/6098 - loss 0.16289811
2018-12-18 00:56:30,487 epoch 98 - iter 1827/6098 - loss 0.16329923
2018-12-18 00:58:38,008 epoch 98 - iter 2436/6098 - loss 0.16371856
2018-12-18 01:00:47,551 epoch 98 - iter 3045/6098 - loss 0.16320944
2018-12-18 01:02:55,030 epoch 98 - iter 3654/6098 - loss 0.16331291
2018-12-18 01:05:14,431 epoch 98 - iter 4263/6098 - loss 0.16307481
2018-12-18 01:07:21,059 epoch 98 - iter 4872/6098 - loss 0.16371548
2018-12-18 01:09:30,287 epoch 98 - iter 5481/6098 - loss 0.16409256
2018-12-18 01:11:37,943 epoch 98 - iter 6090/6098 - loss 0.16387296
2018-12-18 01:11:39,155 ----------------------------------------------------------------------------------------------------
2018-12-18 01:11:39,155 EPOCH 98 done: loss 0.1638 - lr 0.0500 - bad epochs 0
2018-12-18 01:13:54,156 TEST : loss 0.14997344 - f-score 0.9611 - acc 0.9611
2018-12-18 01:13:54,157 ----------------------------------------------------------------------------------------------------
2018-12-18 01:13:54,664 epoch 99 - iter 0/6098 - loss 0.15485123
2018-12-18 01:16:03,721 epoch 99 - iter 609/6098 - loss 0.16408589
2018-12-18 01:18:11,448 epoch 99 - iter 1218/6098 - loss 0.16287767
2018-12-18 01:20:18,652 epoch 99 - iter 1827/6098 - loss 0.16305243
2018-12-18 01:22:24,022 epoch 99 - iter 2436/6098 - loss 0.16385007
2018-12-18 01:24:29,436 epoch 99 - iter 3045/6098 - loss 0.16379707
2018-12-18 01:26:37,736 epoch 99 - iter 3654/6098 - loss 0.16382632
2018-12-18 01:28:46,393 epoch 99 - iter 4263/6098 - loss 0.16397407
2018-12-18 01:30:53,923 epoch 99 - iter 4872/6098 - loss 0.16353527
2018-12-18 01:32:59,623 epoch 99 - iter 5481/6098 - loss 0.16323343
2018-12-18 01:35:06,518 epoch 99 - iter 6090/6098 - loss 0.16288802
2018-12-18 01:35:08,004 ----------------------------------------------------------------------------------------------------
2018-12-18 01:35:08,004 EPOCH 99 done: loss 0.1629 - lr 0.0500 - bad epochs 0
2018-12-18 01:37:21,960 TEST : loss 0.15006998 - f-score 0.9615 - acc 0.9615
2018-12-18 01:37:21,962 ----------------------------------------------------------------------------------------------------
2018-12-18 01:37:22,364 epoch 100 - iter 0/6098 - loss 0.07065533
2018-12-18 01:39:28,960 epoch 100 - iter 609/6098 - loss 0.16137312
2018-12-18 01:41:34,432 epoch 100 - iter 1218/6098 - loss 0.15963759
2018-12-18 01:43:46,085 epoch 100 - iter 1827/6098 - loss 0.16038629
2018-12-18 01:45:53,692 epoch 100 - iter 2436/6098 - loss 0.16023278
2018-12-18 01:48:01,482 epoch 100 - iter 3045/6098 - loss 0.16015585
2018-12-18 01:50:08,900 epoch 100 - iter 3654/6098 - loss 0.16020922
2018-12-18 01:52:15,631 epoch 100 - iter 4263/6098 - loss 0.16139443
2018-12-18 01:54:24,118 epoch 100 - iter 4872/6098 - loss 0.16155055
2018-12-18 01:56:31,568 epoch 100 - iter 5481/6098 - loss 0.16145111
2018-12-18 01:58:37,695 epoch 100 - iter 6090/6098 - loss 0.16136591
2018-12-18 01:58:39,246 ----------------------------------------------------------------------------------------------------
2018-12-18 01:58:39,247 EPOCH 100 done: loss 0.1614 - lr 0.0500 - bad epochs 0
2018-12-18 02:00:54,892 TEST : loss 0.15046971 - f-score 0.9614 - acc 0.9614
2018-12-18 02:00:54,893 ----------------------------------------------------------------------------------------------------
2018-12-18 02:00:55,290 epoch 101 - iter 0/6098 - loss 0.11652727
2018-12-18 02:03:05,220 epoch 101 - iter 609/6098 - loss 0.15872255
2018-12-18 02:05:14,685 epoch 101 - iter 1218/6098 - loss 0.15942735
2018-12-18 02:07:20,607 epoch 101 - iter 1827/6098 - loss 0.15915056
2018-12-18 02:09:27,577 epoch 101 - iter 2436/6098 - loss 0.16003997
2018-12-18 02:11:35,656 epoch 101 - iter 3045/6098 - loss 0.16006654
2018-12-18 02:13:42,253 epoch 101 - iter 3654/6098 - loss 0.16057659
2018-12-18 02:15:49,141 epoch 101 - iter 4263/6098 - loss 0.16105213
2018-12-18 02:17:53,541 epoch 101 - iter 4872/6098 - loss 0.16063354
2018-12-18 02:20:02,015 epoch 101 - iter 5481/6098 - loss 0.16091050
2018-12-18 02:22:07,885 epoch 101 - iter 6090/6098 - loss 0.16098446
2018-12-18 02:22:09,423 ----------------------------------------------------------------------------------------------------
2018-12-18 02:22:09,423 EPOCH 101 done: loss 0.1610 - lr 0.0500 - bad epochs 0
2018-12-18 02:24:23,605 TEST : loss 0.14795603 - f-score 0.9614 - acc 0.9614
2018-12-18 02:24:23,606 ----------------------------------------------------------------------------------------------------
2018-12-18 02:24:24,092 epoch 102 - iter 0/6098 - loss 0.14538917
2018-12-18 02:26:32,288 epoch 102 - iter 609/6098 - loss 0.16020788
2018-12-18 02:28:39,376 epoch 102 - iter 1218/6098 - loss 0.15948124
2018-12-18 02:30:47,865 epoch 102 - iter 1827/6098 - loss 0.15968501
2018-12-18 02:32:55,306 epoch 102 - iter 2436/6098 - loss 0.16022384
2018-12-18 02:35:02,863 epoch 102 - iter 3045/6098 - loss 0.16069977
2018-12-18 02:37:09,565 epoch 102 - iter 3654/6098 - loss 0.16033478
2018-12-18 02:39:21,073 epoch 102 - iter 4263/6098 - loss 0.15979130
2018-12-18 02:41:26,980 epoch 102 - iter 4872/6098 - loss 0.15962007
2018-12-18 02:43:35,544 epoch 102 - iter 5481/6098 - loss 0.15951282
2018-12-18 02:45:42,652 epoch 102 - iter 6090/6098 - loss 0.15973825
2018-12-18 02:45:44,157 ----------------------------------------------------------------------------------------------------
2018-12-18 02:45:44,157 EPOCH 102 done: loss 0.1598 - lr 0.0500 - bad epochs 0
2018-12-18 02:47:58,607 TEST : loss 0.14989610 - f-score 0.9612 - acc 0.9612
2018-12-18 02:47:58,608 ----------------------------------------------------------------------------------------------------
2018-12-18 02:47:59,053 epoch 103 - iter 0/6098 - loss 0.14301705
2018-12-18 02:50:06,662 epoch 103 - iter 609/6098 - loss 0.15441093
2018-12-18 02:52:15,075 epoch 103 - iter 1218/6098 - loss 0.15754759
2018-12-18 02:54:22,407 epoch 103 - iter 1827/6098 - loss 0.15840958
2018-12-18 02:56:34,179 epoch 103 - iter 2436/6098 - loss 0.15777552
2018-12-18 02:58:42,982 epoch 103 - iter 3045/6098 - loss 0.15774346
2018-12-18 03:00:48,791 epoch 103 - iter 3654/6098 - loss 0.15810826
2018-12-18 03:02:56,092 epoch 103 - iter 4263/6098 - loss 0.15745763
2018-12-18 03:05:04,647 epoch 103 - iter 4872/6098 - loss 0.15760633
2018-12-18 03:07:13,131 epoch 103 - iter 5481/6098 - loss 0.15822775
2018-12-18 03:09:18,084 epoch 103 - iter 6090/6098 - loss 0.15873053
2018-12-18 03:09:19,636 ----------------------------------------------------------------------------------------------------
2018-12-18 03:09:19,637 EPOCH 103 done: loss 0.1588 - lr 0.0500 - bad epochs 0
2018-12-18 03:11:33,754 TEST : loss 0.14971721 - f-score 0.9613 - acc 0.9613
2018-12-18 03:11:33,755 ----------------------------------------------------------------------------------------------------
2018-12-18 03:11:34,110 epoch 104 - iter 0/6098 - loss 0.16369465
2018-12-18 03:13:41,792 epoch 104 - iter 609/6098 - loss 0.15957285
2018-12-18 03:15:48,722 epoch 104 - iter 1218/6098 - loss 0.15764742
2018-12-18 03:17:56,058 epoch 104 - iter 1827/6098 - loss 0.15914475
2018-12-18 03:20:03,870 epoch 104 - iter 2436/6098 - loss 0.15890588
2018-12-18 03:22:10,746 epoch 104 - iter 3045/6098 - loss 0.15861735
2018-12-18 03:24:17,294 epoch 104 - iter 3654/6098 - loss 0.15933581
2018-12-18 03:26:24,762 epoch 104 - iter 4263/6098 - loss 0.15967231
2018-12-18 03:28:31,485 epoch 104 - iter 4872/6098 - loss 0.15944900
2018-12-18 03:30:39,432 epoch 104 - iter 5481/6098 - loss 0.15954208
2018-12-18 03:32:49,170 epoch 104 - iter 6090/6098 - loss 0.15983398
2018-12-18 03:32:50,358 ----------------------------------------------------------------------------------------------------
2018-12-18 03:32:50,359 EPOCH 104 done: loss 0.1598 - lr 0.0500 - bad epochs 0
2018-12-18 03:35:16,178 TEST : loss 0.14960681 - f-score 0.9617 - acc 0.9617
2018-12-18 03:35:16,179 ----------------------------------------------------------------------------------------------------
2018-12-18 03:35:16,509 epoch 105 - iter 0/6098 - loss 0.07325444
2018-12-18 03:37:23,875 epoch 105 - iter 609/6098 - loss 0.15742451
2018-12-18 03:39:28,704 epoch 105 - iter 1218/6098 - loss 0.15652378
2018-12-18 03:41:37,408 epoch 105 - iter 1827/6098 - loss 0.15746630
2018-12-18 03:43:44,387 epoch 105 - iter 2436/6098 - loss 0.15773450
2018-12-18 03:45:51,942 epoch 105 - iter 3045/6098 - loss 0.15662010
2018-12-18 03:48:03,022 epoch 105 - iter 3654/6098 - loss 0.15782494
2018-12-18 03:50:10,465 epoch 105 - iter 4263/6098 - loss 0.15807092
2018-12-18 03:52:19,251 epoch 105 - iter 4872/6098 - loss 0.15822425
2018-12-18 03:54:25,272 epoch 105 - iter 5481/6098 - loss 0.15837414
2018-12-18 03:56:31,837 epoch 105 - iter 6090/6098 - loss 0.15846133
2018-12-18 03:56:33,317 ----------------------------------------------------------------------------------------------------
2018-12-18 03:56:33,317 EPOCH 105 done: loss 0.1584 - lr 0.0500 - bad epochs 1
2018-12-18 03:58:47,664 TEST : loss 0.14778271 - f-score 0.9620 - acc 0.9620
2018-12-18 03:58:47,665 ----------------------------------------------------------------------------------------------------
2018-12-18 03:58:48,102 epoch 106 - iter 0/6098 - loss 0.13591635
2018-12-18 04:00:56,759 epoch 106 - iter 609/6098 - loss 0.15804057
2018-12-18 04:03:03,932 epoch 106 - iter 1218/6098 - loss 0.15655850
2018-12-18 04:05:08,049 epoch 106 - iter 1827/6098 - loss 0.15823691
2018-12-18 04:07:15,605 epoch 106 - iter 2436/6098 - loss 0.15694406
2018-12-18 04:09:22,644 epoch 106 - iter 3045/6098 - loss 0.15804785
2018-12-18 04:11:30,215 epoch 106 - iter 3654/6098 - loss 0.15811215
2018-12-18 04:13:37,319 epoch 106 - iter 4263/6098 - loss 0.15815679
2018-12-18 04:15:47,868 epoch 106 - iter 4872/6098 - loss 0.15804790
2018-12-18 04:17:55,134 epoch 106 - iter 5481/6098 - loss 0.15797733
2018-12-18 04:20:02,454 epoch 106 - iter 6090/6098 - loss 0.15833662
2018-12-18 04:20:03,941 ----------------------------------------------------------------------------------------------------
2018-12-18 04:20:03,942 EPOCH 106 done: loss 0.1583 - lr 0.0500 - bad epochs 0
2018-12-18 04:22:18,847 TEST : loss 0.14768419 - f-score 0.9619 - acc 0.9619
2018-12-18 04:22:18,848 ----------------------------------------------------------------------------------------------------
2018-12-18 04:22:19,196 epoch 107 - iter 0/6098 - loss 0.11366148
2018-12-18 04:24:28,199 epoch 107 - iter 609/6098 - loss 0.15416743
2018-12-18 04:26:36,277 epoch 107 - iter 1218/6098 - loss 0.15664870
2018-12-18 04:28:43,911 epoch 107 - iter 1827/6098 - loss 0.15630925
2018-12-18 04:30:53,312 epoch 107 - iter 2436/6098 - loss 0.15700397
2018-12-18 04:33:03,358 epoch 107 - iter 3045/6098 - loss 0.15741518
2018-12-18 04:35:12,285 epoch 107 - iter 3654/6098 - loss 0.15756307
2018-12-18 04:37:20,182 epoch 107 - iter 4263/6098 - loss 0.15685568
2018-12-18 04:39:28,295 epoch 107 - iter 4872/6098 - loss 0.15662891
2018-12-18 04:41:34,529 epoch 107 - iter 5481/6098 - loss 0.15673457
2018-12-18 04:43:40,780 epoch 107 - iter 6090/6098 - loss 0.15686309
2018-12-18 04:43:42,140 ----------------------------------------------------------------------------------------------------
2018-12-18 04:43:42,141 EPOCH 107 done: loss 0.1568 - lr 0.0500 - bad epochs 0
2018-12-18 04:45:55,063 TEST : loss 0.14690654 - f-score 0.9619 - acc 0.9619
2018-12-18 04:45:55,064 ----------------------------------------------------------------------------------------------------
2018-12-18 04:45:55,439 epoch 108 - iter 0/6098 - loss 0.13505538
2018-12-18 04:48:04,906 epoch 108 - iter 609/6098 - loss 0.15079274
2018-12-18 04:50:12,739 epoch 108 - iter 1218/6098 - loss 0.15480554
2018-12-18 04:52:16,758 epoch 108 - iter 1827/6098 - loss 0.15487877
2018-12-18 04:54:25,536 epoch 108 - iter 2436/6098 - loss 0.15520788
2018-12-18 04:56:34,999 epoch 108 - iter 3045/6098 - loss 0.15459635
2018-12-18 04:58:40,049 epoch 108 - iter 3654/6098 - loss 0.15463865
2018-12-18 05:00:48,456 epoch 108 - iter 4263/6098 - loss 0.15476440
2018-12-18 05:02:54,971 epoch 108 - iter 4872/6098 - loss 0.15477046
2018-12-18 05:05:01,256 epoch 108 - iter 5481/6098 - loss 0.15535509
2018-12-18 05:07:06,181 epoch 108 - iter 6090/6098 - loss 0.15552220
2018-12-18 05:07:07,698 ----------------------------------------------------------------------------------------------------
2018-12-18 05:07:07,699 EPOCH 108 done: loss 0.1555 - lr 0.0500 - bad epochs 0
2018-12-18 05:09:22,484 TEST : loss 0.14799796 - f-score 0.9620 - acc 0.9620
2018-12-18 05:09:22,485 ----------------------------------------------------------------------------------------------------
2018-12-18 05:09:22,922 epoch 109 - iter 0/6098 - loss 0.15852363
2018-12-18 05:11:32,175 epoch 109 - iter 609/6098 - loss 0.15517391
2018-12-18 05:13:37,544 epoch 109 - iter 1218/6098 - loss 0.15609988
2018-12-18 05:15:43,951 epoch 109 - iter 1827/6098 - loss 0.15648610
2018-12-18 05:17:50,752 epoch 109 - iter 2436/6098 - loss 0.15630417
2018-12-18 05:19:58,829 epoch 109 - iter 3045/6098 - loss 0.15642227
2018-12-18 05:22:05,887 epoch 109 - iter 3654/6098 - loss 0.15574429
2018-12-18 05:24:11,893 epoch 109 - iter 4263/6098 - loss 0.15616981
2018-12-18 05:26:20,027 epoch 109 - iter 4872/6098 - loss 0.15573164
2018-12-18 05:28:29,294 epoch 109 - iter 5481/6098 - loss 0.15581964
2018-12-18 05:30:33,348 epoch 109 - iter 6090/6098 - loss 0.15565364
2018-12-18 05:30:34,952 ----------------------------------------------------------------------------------------------------
2018-12-18 05:30:34,952 EPOCH 109 done: loss 0.1556 - lr 0.0500 - bad epochs 0
2018-12-18 05:32:50,616 TEST : loss 0.14890620 - f-score 0.9618 - acc 0.9618
2018-12-18 05:32:50,617 ----------------------------------------------------------------------------------------------------
2018-12-18 05:32:51,011 epoch 110 - iter 0/6098 - loss 0.23136413
2018-12-18 05:34:58,732 epoch 110 - iter 609/6098 - loss 0.15388259
2018-12-18 05:37:04,584 epoch 110 - iter 1218/6098 - loss 0.15479403
2018-12-18 05:39:12,181 epoch 110 - iter 1827/6098 - loss 0.15507050
2018-12-18 05:41:19,031 epoch 110 - iter 2436/6098 - loss 0.15457060
2018-12-18 05:43:27,542 epoch 110 - iter 3045/6098 - loss 0.15486422
2018-12-18 05:45:36,551 epoch 110 - iter 3654/6098 - loss 0.15529635
2018-12-18 05:47:41,886 epoch 110 - iter 4263/6098 - loss 0.15541535
2018-12-18 05:49:45,915 epoch 110 - iter 4872/6098 - loss 0.15541719
2018-12-18 05:51:53,024 epoch 110 - iter 5481/6098 - loss 0.15573655
2018-12-18 05:54:01,357 epoch 110 - iter 6090/6098 - loss 0.15595410
2018-12-18 05:54:02,855 ----------------------------------------------------------------------------------------------------
2018-12-18 05:54:02,855 EPOCH 110 done: loss 0.1559 - lr 0.0500 - bad epochs 1
2018-12-18 05:56:18,017 TEST : loss 0.14679082 - f-score 0.9619 - acc 0.9619
2018-12-18 05:56:18,018 ----------------------------------------------------------------------------------------------------
2018-12-18 05:56:18,374 epoch 111 - iter 0/6098 - loss 0.09546623
2018-12-18 05:58:24,639 epoch 111 - iter 609/6098 - loss 0.15149538
2018-12-18 06:00:30,975 epoch 111 - iter 1218/6098 - loss 0.15446710
2018-12-18 06:02:37,620 epoch 111 - iter 1827/6098 - loss 0.15460347
2018-12-18 06:04:44,324 epoch 111 - iter 2436/6098 - loss 0.15490977
2018-12-18 06:06:52,994 epoch 111 - iter 3045/6098 - loss 0.15473494
2018-12-18 06:09:01,142 epoch 111 - iter 3654/6098 - loss 0.15497584
2018-12-18 06:11:08,764 epoch 111 - iter 4263/6098 - loss 0.15569797
2018-12-18 06:13:27,556 epoch 111 - iter 4872/6098 - loss 0.15604473
2018-12-18 06:15:34,755 epoch 111 - iter 5481/6098 - loss 0.15603983
2018-12-18 06:17:43,321 epoch 111 - iter 6090/6098 - loss 0.15595978
2018-12-18 06:17:44,605 ----------------------------------------------------------------------------------------------------
2018-12-18 06:17:44,605 EPOCH 111 done: loss 0.1560 - lr 0.0500 - bad epochs 2
2018-12-18 06:19:57,948 TEST : loss 0.14741516 - f-score 0.9625 - acc 0.9625
2018-12-18 06:19:57,950 ----------------------------------------------------------------------------------------------------
2018-12-18 06:19:58,314 epoch 112 - iter 0/6098 - loss 0.18739140
2018-12-18 06:22:05,447 epoch 112 - iter 609/6098 - loss 0.14793114
2018-12-18 06:24:15,478 epoch 112 - iter 1218/6098 - loss 0.15097141
2018-12-18 06:26:21,159 epoch 112 - iter 1827/6098 - loss 0.15081496
2018-12-18 06:28:27,013 epoch 112 - iter 2436/6098 - loss 0.15119858
2018-12-18 06:30:36,007 epoch 112 - iter 3045/6098 - loss 0.15178417
2018-12-18 06:32:45,043 epoch 112 - iter 3654/6098 - loss 0.15092003
2018-12-18 06:34:54,542 epoch 112 - iter 4263/6098 - loss 0.15096964
2018-12-18 06:37:00,325 epoch 112 - iter 4872/6098 - loss 0.15076074
2018-12-18 06:39:06,159 epoch 112 - iter 5481/6098 - loss 0.15061560
2018-12-18 06:41:14,082 epoch 112 - iter 6090/6098 - loss 0.15047226
2018-12-18 06:41:15,495 ----------------------------------------------------------------------------------------------------
2018-12-18 06:41:15,495 EPOCH 112 done: loss 0.1505 - lr 0.0250 - bad epochs 0
2018-12-18 06:43:28,534 TEST : loss 0.14653952 - f-score 0.9626 - acc 0.9626
2018-12-18 06:43:28,535 ----------------------------------------------------------------------------------------------------
2018-12-18 06:43:28,890 epoch 113 - iter 0/6098 - loss 0.10755701
2018-12-18 06:45:36,190 epoch 113 - iter 609/6098 - loss 0.14841265
2018-12-18 06:47:42,288 epoch 113 - iter 1218/6098 - loss 0.14906953
2018-12-18 06:49:47,687 epoch 113 - iter 1827/6098 - loss 0.14928544
2018-12-18 06:51:53,296 epoch 113 - iter 2436/6098 - loss 0.14925419
2018-12-18 06:54:00,420 epoch 113 - iter 3045/6098 - loss 0.14981913
2018-12-18 06:56:08,003 epoch 113 - iter 3654/6098 - loss 0.14990768
2018-12-18 06:58:16,063 epoch 113 - iter 4263/6098 - loss 0.14935942
2018-12-18 07:00:21,503 epoch 113 - iter 4872/6098 - loss 0.14905964
2018-12-18 07:02:29,442 epoch 113 - iter 5481/6098 - loss 0.14889332
2018-12-18 07:04:36,319 epoch 113 - iter 6090/6098 - loss 0.14900672
2018-12-18 07:04:37,939 ----------------------------------------------------------------------------------------------------
2018-12-18 07:04:37,939 EPOCH 113 done: loss 0.1490 - lr 0.0250 - bad epochs 0
2018-12-18 07:06:53,108 TEST : loss 0.14690609 - f-score 0.9626 - acc 0.9626
2018-12-18 07:06:53,109 ----------------------------------------------------------------------------------------------------
2018-12-18 07:06:53,540 epoch 114 - iter 0/6098 - loss 0.08252219
2018-12-18 07:08:59,469 epoch 114 - iter 609/6098 - loss 0.14952347
2018-12-18 07:11:10,537 epoch 114 - iter 1218/6098 - loss 0.14797436
2018-12-18 07:13:15,537 epoch 114 - iter 1827/6098 - loss 0.14879442
2018-12-18 07:15:24,610 epoch 114 - iter 2436/6098 - loss 0.14921587
2018-12-18 07:17:30,171 epoch 114 - iter 3045/6098 - loss 0.14858739
2018-12-18 07:19:35,469 epoch 114 - iter 3654/6098 - loss 0.14844178
2018-12-18 07:21:42,295 epoch 114 - iter 4263/6098 - loss 0.14825518
2018-12-18 07:23:51,638 epoch 114 - iter 4872/6098 - loss 0.14817689
2018-12-18 07:26:00,387 epoch 114 - iter 5481/6098 - loss 0.14801579
2018-12-18 07:28:07,871 epoch 114 - iter 6090/6098 - loss 0.14786143
2018-12-18 07:28:09,181 ----------------------------------------------------------------------------------------------------
2018-12-18 07:28:09,182 EPOCH 114 done: loss 0.1479 - lr 0.0250 - bad epochs 0
2018-12-18 07:30:23,450 TEST : loss 0.14658061 - f-score 0.9629 - acc 0.9629
2018-12-18 07:30:23,452 ----------------------------------------------------------------------------------------------------
2018-12-18 07:30:23,862 epoch 115 - iter 0/6098 - loss 0.15308490
2018-12-18 07:32:31,057 epoch 115 - iter 609/6098 - loss 0.14710600
2018-12-18 07:34:37,669 epoch 115 - iter 1218/6098 - loss 0.14624291
2018-12-18 07:36:48,462 epoch 115 - iter 1827/6098 - loss 0.14722978
2018-12-18 07:38:57,090 epoch 115 - iter 2436/6098 - loss 0.14653263
2018-12-18 07:41:03,836 epoch 115 - iter 3045/6098 - loss 0.14779698
2018-12-18 07:43:10,888 epoch 115 - iter 3654/6098 - loss 0.14749302
2018-12-18 07:45:17,819 epoch 115 - iter 4263/6098 - loss 0.14722514
2018-12-18 07:47:24,182 epoch 115 - iter 4872/6098 - loss 0.14764499
2018-12-18 07:49:33,508 epoch 115 - iter 5481/6098 - loss 0.14734350
2018-12-18 07:51:39,226 epoch 115 - iter 6090/6098 - loss 0.14793089
2018-12-18 07:51:40,592 ----------------------------------------------------------------------------------------------------
2018-12-18 07:51:40,593 EPOCH 115 done: loss 0.1479 - lr 0.0250 - bad epochs 0
2018-12-18 07:53:54,138 TEST : loss 0.14651343 - f-score 0.9630 - acc 0.9630
2018-12-18 07:53:54,140 ----------------------------------------------------------------------------------------------------
2018-12-18 07:53:54,518 epoch 116 - iter 0/6098 - loss 0.08696746
2018-12-18 07:56:01,612 epoch 116 - iter 609/6098 - loss 0.14444963
2018-12-18 07:58:10,683 epoch 116 - iter 1218/6098 - loss 0.14658903
2018-12-18 08:00:17,280 epoch 116 - iter 1827/6098 - loss 0.14580900
2018-12-18 08:02:25,475 epoch 116 - iter 2436/6098 - loss 0.14530123
2018-12-18 08:04:34,015 epoch 116 - iter 3045/6098 - loss 0.14415568
2018-12-18 08:06:38,591 epoch 116 - iter 3654/6098 - loss 0.14432313
2018-12-18 08:08:46,161 epoch 116 - iter 4263/6098 - loss 0.14510364
2018-12-18 08:10:54,895 epoch 116 - iter 4872/6098 - loss 0.14553466
2018-12-18 08:12:59,623 epoch 116 - iter 5481/6098 - loss 0.14555103
2018-12-18 08:15:06,726 epoch 116 - iter 6090/6098 - loss 0.14614418
2018-12-18 08:15:08,575 ----------------------------------------------------------------------------------------------------
2018-12-18 08:15:08,575 EPOCH 116 done: loss 0.1461 - lr 0.0250 - bad epochs 1
2018-12-18 08:17:22,206 TEST : loss 0.14706185 - f-score 0.9629 - acc 0.9629
2018-12-18 08:17:22,207 ----------------------------------------------------------------------------------------------------
2018-12-18 08:17:22,606 epoch 117 - iter 0/6098 - loss 0.18081528
2018-12-18 08:19:30,448 epoch 117 - iter 609/6098 - loss 0.14367715
2018-12-18 08:21:37,083 epoch 117 - iter 1218/6098 - loss 0.14479301
2018-12-18 08:23:44,016 epoch 117 - iter 1827/6098 - loss 0.14477847
2018-12-18 08:25:50,588 epoch 117 - iter 2436/6098 - loss 0.14450960
2018-12-18 08:28:00,851 epoch 117 - iter 3045/6098 - loss 0.14418052
2018-12-18 08:30:10,161 epoch 117 - iter 3654/6098 - loss 0.14465535
2018-12-18 08:32:18,799 epoch 117 - iter 4263/6098 - loss 0.14448696
2018-12-18 08:34:22,973 epoch 117 - iter 4872/6098 - loss 0.14432206
2018-12-18 08:36:31,309 epoch 117 - iter 5481/6098 - loss 0.14461248
2018-12-18 08:38:36,668 epoch 117 - iter 6090/6098 - loss 0.14457627
2018-12-18 08:38:38,021 ----------------------------------------------------------------------------------------------------
2018-12-18 08:38:38,021 EPOCH 117 done: loss 0.1446 - lr 0.0250 - bad epochs 0
2018-12-18 08:41:03,212 TEST : loss 0.14605609 - f-score 0.9631 - acc 0.9631
2018-12-18 08:41:03,213 ----------------------------------------------------------------------------------------------------
2018-12-18 08:41:03,599 epoch 118 - iter 0/6098 - loss 0.11454001
2018-12-18 08:43:11,920 epoch 118 - iter 609/6098 - loss 0.14594315
2018-12-18 08:45:20,017 epoch 118 - iter 1218/6098 - loss 0.14708277
2018-12-18 08:47:29,886 epoch 118 - iter 1827/6098 - loss 0.14688948
2018-12-18 08:49:38,653 epoch 118 - iter 2436/6098 - loss 0.14628286
2018-12-18 08:51:45,213 epoch 118 - iter 3045/6098 - loss 0.14545883
2018-12-18 08:53:52,502 epoch 118 - iter 3654/6098 - loss 0.14530722
2018-12-18 08:56:00,378 epoch 118 - iter 4263/6098 - loss 0.14531930
2018-12-18 08:58:07,880 epoch 118 - iter 4872/6098 - loss 0.14535814
2018-12-18 09:00:15,620 epoch 118 - iter 5481/6098 - loss 0.14497648
2018-12-18 09:02:20,163 epoch 118 - iter 6090/6098 - loss 0.14567077
2018-12-18 09:02:21,623 ----------------------------------------------------------------------------------------------------
2018-12-18 09:02:21,624 EPOCH 118 done: loss 0.1456 - lr 0.0250 - bad epochs 0
2018-12-18 09:04:35,797 TEST : loss 0.14500442 - f-score 0.9631 - acc 0.9631
2018-12-18 09:04:35,799 ----------------------------------------------------------------------------------------------------
2018-12-18 09:04:36,158 epoch 119 - iter 0/6098 - loss 0.14539875
2018-12-18 09:06:44,745 epoch 119 - iter 609/6098 - loss 0.13977358
2018-12-18 09:08:50,550 epoch 119 - iter 1218/6098 - loss 0.14093406
2018-12-18 09:10:58,085 epoch 119 - iter 1827/6098 - loss 0.14164619
2018-12-18 09:13:05,607 epoch 119 - iter 2436/6098 - loss 0.14257185
2018-12-18 09:15:12,705 epoch 119 - iter 3045/6098 - loss 0.14225977
2018-12-18 09:17:19,957 epoch 119 - iter 3654/6098 - loss 0.14276834
2018-12-18 09:19:24,994 epoch 119 - iter 4263/6098 - loss 0.14298830
2018-12-18 09:21:30,100 epoch 119 - iter 4872/6098 - loss 0.14313842
2018-12-18 09:23:38,244 epoch 119 - iter 5481/6098 - loss 0.14319899
2018-12-18 09:25:44,806 epoch 119 - iter 6090/6098 - loss 0.14388753
2018-12-18 09:25:46,306 ----------------------------------------------------------------------------------------------------
2018-12-18 09:25:46,307 EPOCH 119 done: loss 0.1439 - lr 0.0250 - bad epochs 1
2018-12-18 09:28:00,980 TEST : loss 0.14568254 - f-score 0.9631 - acc 0.9631
2018-12-18 09:28:00,982 ----------------------------------------------------------------------------------------------------
2018-12-18 09:28:01,428 epoch 120 - iter 0/6098 - loss 0.17197402
2018-12-18 09:30:08,966 epoch 120 - iter 609/6098 - loss 0.14691319
2018-12-18 09:32:15,964 epoch 120 - iter 1218/6098 - loss 0.14387413
2018-12-18 09:34:22,642 epoch 120 - iter 1827/6098 - loss 0.14505670
2018-12-18 09:36:30,225 epoch 120 - iter 2436/6098 - loss 0.14452162
2018-12-18 09:38:39,364 epoch 120 - iter 3045/6098 - loss 0.14457579
2018-12-18 09:40:45,950 epoch 120 - iter 3654/6098 - loss 0.14423162
2018-12-18 09:42:52,204 epoch 120 - iter 4263/6098 - loss 0.14401218
2018-12-18 09:44:57,155 epoch 120 - iter 4872/6098 - loss 0.14376524
2018-12-18 09:47:03,491 epoch 120 - iter 5481/6098 - loss 0.14403238
2018-12-18 09:49:09,084 epoch 120 - iter 6090/6098 - loss 0.14385199
2018-12-18 09:49:11,201 ----------------------------------------------------------------------------------------------------
2018-12-18 09:49:11,201 EPOCH 120 done: loss 0.1439 - lr 0.0250 - bad epochs 0
2018-12-18 09:51:25,777 TEST : loss 0.14534703 - f-score 0.9632 - acc 0.9632
2018-12-18 09:51:25,778 ----------------------------------------------------------------------------------------------------
2018-12-18 09:51:26,168 epoch 121 - iter 0/6098 - loss 0.16695054
2018-12-18 09:53:34,015 epoch 121 - iter 609/6098 - loss 0.14377739
2018-12-18 09:55:40,644 epoch 121 - iter 1218/6098 - loss 0.14500208
2018-12-18 09:57:47,363 epoch 121 - iter 1827/6098 - loss 0.14354531
2018-12-18 09:59:55,352 epoch 121 - iter 2436/6098 - loss 0.14420332
2018-12-18 10:02:03,027 epoch 121 - iter 3045/6098 - loss 0.14338467
2018-12-18 10:04:11,916 epoch 121 - iter 3654/6098 - loss 0.14408270
2018-12-18 10:06:16,804 epoch 121 - iter 4263/6098 - loss 0.14396795
2018-12-18 10:08:22,894 epoch 121 - iter 4872/6098 - loss 0.14413283
2018-12-18 10:10:29,386 epoch 121 - iter 5481/6098 - loss 0.14347123
2018-12-18 10:12:35,658 epoch 121 - iter 6090/6098 - loss 0.14364107
2018-12-18 10:12:37,290 ----------------------------------------------------------------------------------------------------
2018-12-18 10:12:37,290 EPOCH 121 done: loss 0.1437 - lr 0.0250 - bad epochs 0
2018-12-18 10:14:51,237 TEST : loss 0.14526904 - f-score 0.9633 - acc 0.9633
2018-12-18 10:14:51,238 ----------------------------------------------------------------------------------------------------
2018-12-18 10:14:51,599 epoch 122 - iter 0/6098 - loss 0.09634411
2018-12-18 10:16:57,694 epoch 122 - iter 609/6098 - loss 0.13889814
2018-12-18 10:19:04,123 epoch 122 - iter 1218/6098 - loss 0.14238423
2018-12-18 10:21:10,206 epoch 122 - iter 1827/6098 - loss 0.14269924
2018-12-18 10:23:17,165 epoch 122 - iter 2436/6098 - loss 0.14295336
2018-12-18 10:25:24,718 epoch 122 - iter 3045/6098 - loss 0.14383621
2018-12-18 10:27:30,518 epoch 122 - iter 3654/6098 - loss 0.14335308
2018-12-18 10:29:37,655 epoch 122 - iter 4263/6098 - loss 0.14338522
2018-12-18 10:31:45,245 epoch 122 - iter 4872/6098 - loss 0.14376788
2018-12-18 10:33:53,868 epoch 122 - iter 5481/6098 - loss 0.14373526
2018-12-18 10:36:01,139 epoch 122 - iter 6090/6098 - loss 0.14403693
2018-12-18 10:36:02,405 ----------------------------------------------------------------------------------------------------
2018-12-18 10:36:02,406 EPOCH 122 done: loss 0.1440 - lr 0.0250 - bad epochs 0
2018-12-18 10:38:15,749 TEST : loss 0.14584973 - f-score 0.9632 - acc 0.9632
2018-12-18 10:38:15,750 ----------------------------------------------------------------------------------------------------
2018-12-18 10:38:16,091 epoch 123 - iter 0/6098 - loss 0.08206833
2018-12-18 10:40:26,644 epoch 123 - iter 609/6098 - loss 0.13983991
2018-12-18 10:42:35,047 epoch 123 - iter 1218/6098 - loss 0.14073641
2018-12-18 10:44:41,970 epoch 123 - iter 1827/6098 - loss 0.14234437
2018-12-18 10:46:49,474 epoch 123 - iter 2436/6098 - loss 0.14103429
2018-12-18 10:48:55,715 epoch 123 - iter 3045/6098 - loss 0.14153994
2018-12-18 10:51:04,017 epoch 123 - iter 3654/6098 - loss 0.14219194
2018-12-18 10:53:10,529 epoch 123 - iter 4263/6098 - loss 0.14234964
2018-12-18 10:55:17,032 epoch 123 - iter 4872/6098 - loss 0.14211203
2018-12-18 10:57:22,880 epoch 123 - iter 5481/6098 - loss 0.14214781
2018-12-18 10:59:30,743 epoch 123 - iter 6090/6098 - loss 0.14193041
2018-12-18 10:59:32,157 ----------------------------------------------------------------------------------------------------
2018-12-18 10:59:32,158 EPOCH 123 done: loss 0.1419 - lr 0.0250 - bad epochs 1
2018-12-18 11:01:45,878 TEST : loss 0.14647660 - f-score 0.9632 - acc 0.9632
2018-12-18 11:01:45,880 ----------------------------------------------------------------------------------------------------
2018-12-18 11:01:46,315 epoch 124 - iter 0/6098 - loss 0.17100640
2018-12-18 11:03:56,551 epoch 124 - iter 609/6098 - loss 0.13819835
2018-12-18 11:06:05,222 epoch 124 - iter 1218/6098 - loss 0.14058268
2018-12-18 11:08:12,102 epoch 124 - iter 1827/6098 - loss 0.14091398
2018-12-18 11:10:19,429 epoch 124 - iter 2436/6098 - loss 0.14090541
2018-12-18 11:12:26,499 epoch 124 - iter 3045/6098 - loss 0.14063659
2018-12-18 11:14:36,729 epoch 124 - iter 3654/6098 - loss 0.14095675
2018-12-18 11:16:44,338 epoch 124 - iter 4263/6098 - loss 0.14080156
2018-12-18 11:18:51,523 epoch 124 - iter 4872/6098 - loss 0.14178986
2018-12-18 11:20:58,709 epoch 124 - iter 5481/6098 - loss 0.14207880
2018-12-18 11:23:16,519 epoch 124 - iter 6090/6098 - loss 0.14154360
2018-12-18 11:23:18,348 ----------------------------------------------------------------------------------------------------
2018-12-18 11:23:18,348 EPOCH 124 done: loss 0.1416 - lr 0.0250 - bad epochs 0
2018-12-18 11:25:31,601 TEST : loss 0.14664933 - f-score 0.9633 - acc 0.9633
2018-12-18 11:25:31,603 ----------------------------------------------------------------------------------------------------
2018-12-18 11:25:31,971 epoch 125 - iter 0/6098 - loss 0.11994164
2018-12-18 11:27:39,636 epoch 125 - iter 609/6098 - loss 0.13985617
2018-12-18 11:29:48,892 epoch 125 - iter 1218/6098 - loss 0.14084148
2018-12-18 11:31:58,601 epoch 125 - iter 1827/6098 - loss 0.14143494
2018-12-18 11:34:06,976 epoch 125 - iter 2436/6098 - loss 0.14199157
2018-12-18 11:36:15,286 epoch 125 - iter 3045/6098 - loss 0.14278302
2018-12-18 11:38:23,436 epoch 125 - iter 3654/6098 - loss 0.14326090
2018-12-18 11:40:31,272 epoch 125 - iter 4263/6098 - loss 0.14309491
2018-12-18 11:42:37,855 epoch 125 - iter 4872/6098 - loss 0.14317108
2018-12-18 11:44:41,999 epoch 125 - iter 5481/6098 - loss 0.14309309
2018-12-18 11:46:46,859 epoch 125 - iter 6090/6098 - loss 0.14333344
2018-12-18 11:46:48,094 ----------------------------------------------------------------------------------------------------
2018-12-18 11:46:48,094 EPOCH 125 done: loss 0.1433 - lr 0.0250 - bad epochs 0
2018-12-18 11:49:02,120 TEST : loss 0.14595404 - f-score 0.9635 - acc 0.9635
2018-12-18 11:49:02,122 ----------------------------------------------------------------------------------------------------
2018-12-18 11:49:02,571 epoch 126 - iter 0/6098 - loss 0.09807895
2018-12-18 11:51:09,964 epoch 126 - iter 609/6098 - loss 0.14120523
2018-12-18 11:53:18,454 epoch 126 - iter 1218/6098 - loss 0.14235142
2018-12-18 11:55:26,928 epoch 126 - iter 1827/6098 - loss 0.14292462
2018-12-18 11:57:33,442 epoch 126 - iter 2436/6098 - loss 0.14338101
2018-12-18 11:59:39,725 epoch 126 - iter 3045/6098 - loss 0.14288010
2018-12-18 12:01:46,678 epoch 126 - iter 3654/6098 - loss 0.14217972
2018-12-18 12:03:54,924 epoch 126 - iter 4263/6098 - loss 0.14199588
2018-12-18 12:06:00,910 epoch 126 - iter 4872/6098 - loss 0.14194300
2018-12-18 12:08:07,498 epoch 126 - iter 5481/6098 - loss 0.14214377
2018-12-18 12:10:14,933 epoch 126 - iter 6090/6098 - loss 0.14193672
2018-12-18 12:10:16,361 ----------------------------------------------------------------------------------------------------
2018-12-18 12:10:16,361 EPOCH 126 done: loss 0.1419 - lr 0.0250 - bad epochs 1
2018-12-18 12:12:31,284 TEST : loss 0.14632080 - f-score 0.9634 - acc 0.9634
2018-12-18 12:12:31,285 ----------------------------------------------------------------------------------------------------
2018-12-18 12:12:31,716 epoch 127 - iter 0/6098 - loss 0.09603538
2018-12-18 12:14:39,829 epoch 127 - iter 609/6098 - loss 0.14189073
2018-12-18 12:16:46,088 epoch 127 - iter 1218/6098 - loss 0.14219814
2018-12-18 12:18:52,832 epoch 127 - iter 1827/6098 - loss 0.14221652
2018-12-18 12:20:58,381 epoch 127 - iter 2436/6098 - loss 0.14134114
2018-12-18 12:23:06,748 epoch 127 - iter 3045/6098 - loss 0.14168270
2018-12-18 12:25:16,758 epoch 127 - iter 3654/6098 - loss 0.14159414
2018-12-18 12:27:22,312 epoch 127 - iter 4263/6098 - loss 0.14143519
2018-12-18 12:29:28,328 epoch 127 - iter 4872/6098 - loss 0.14180318
2018-12-18 12:31:35,300 epoch 127 - iter 5481/6098 - loss 0.14221132
2018-12-18 12:33:43,879 epoch 127 - iter 6090/6098 - loss 0.14172225
2018-12-18 12:33:45,354 ----------------------------------------------------------------------------------------------------
2018-12-18 12:33:45,355 EPOCH 127 done: loss 0.1417 - lr 0.0250 - bad epochs 2
2018-12-18 12:36:00,691 TEST : loss 0.14631277 - f-score 0.9636 - acc 0.9636
2018-12-18 12:36:00,692 ----------------------------------------------------------------------------------------------------
2018-12-18 12:36:01,060 epoch 128 - iter 0/6098 - loss 0.36164245
2018-12-18 12:38:08,342 epoch 128 - iter 609/6098 - loss 0.13910942
2018-12-18 12:40:15,760 epoch 128 - iter 1218/6098 - loss 0.13873147
2018-12-18 12:42:23,326 epoch 128 - iter 1827/6098 - loss 0.14014383
2018-12-18 12:44:28,699 epoch 128 - iter 2436/6098 - loss 0.13930873
2018-12-18 12:46:38,000 epoch 128 - iter 3045/6098 - loss 0.13909123
2018-12-18 12:48:46,322 epoch 128 - iter 3654/6098 - loss 0.13897016
2018-12-18 12:50:50,963 epoch 128 - iter 4263/6098 - loss 0.13881882
2018-12-18 12:52:55,844 epoch 128 - iter 4872/6098 - loss 0.13896925
2018-12-18 12:55:03,354 epoch 128 - iter 5481/6098 - loss 0.13873547
2018-12-18 12:57:11,985 epoch 128 - iter 6090/6098 - loss 0.13875500
2018-12-18 12:57:13,420 ----------------------------------------------------------------------------------------------------
2018-12-18 12:57:13,420 EPOCH 128 done: loss 0.1387 - lr 0.0125 - bad epochs 0
2018-12-18 12:59:27,045 TEST : loss 0.14629686 - f-score 0.9638 - acc 0.9638
2018-12-18 12:59:27,046 ----------------------------------------------------------------------------------------------------
2018-12-18 12:59:27,417 epoch 129 - iter 0/6098 - loss 0.20457339
2018-12-18 13:01:34,863 epoch 129 - iter 609/6098 - loss 0.13541903
2018-12-18 13:03:43,257 epoch 129 - iter 1218/6098 - loss 0.13610853
2018-12-18 13:05:47,702 epoch 129 - iter 1827/6098 - loss 0.13701260
2018-12-18 13:07:55,099 epoch 129 - iter 2436/6098 - loss 0.13679948
2018-12-18 13:10:02,557 epoch 129 - iter 3045/6098 - loss 0.13733764
2018-12-18 13:12:10,714 epoch 129 - iter 3654/6098 - loss 0.13774936
2018-12-18 13:14:21,082 epoch 129 - iter 4263/6098 - loss 0.13777377
2018-12-18 13:16:27,865 epoch 129 - iter 4872/6098 - loss 0.13769737
2018-12-18 13:18:34,099 epoch 129 - iter 5481/6098 - loss 0.13782159
2018-12-18 13:20:41,365 epoch 129 - iter 6090/6098 - loss 0.13762540
2018-12-18 13:20:42,639 ----------------------------------------------------------------------------------------------------
2018-12-18 13:20:42,639 EPOCH 129 done: loss 0.1376 - lr 0.0125 - bad epochs 0
2018-12-18 13:22:56,168 TEST : loss 0.14645828 - f-score 0.9639 - acc 0.9639
2018-12-18 13:22:56,169 ----------------------------------------------------------------------------------------------------
2018-12-18 13:22:56,538 epoch 130 - iter 0/6098 - loss 0.16439790
2018-12-18 13:25:04,408 epoch 130 - iter 609/6098 - loss 0.14128580
2018-12-18 13:27:12,140 epoch 130 - iter 1218/6098 - loss 0.13970206
2018-12-18 13:29:18,476 epoch 130 - iter 1827/6098 - loss 0.13916685
2018-12-18 13:31:23,323 epoch 130 - iter 2436/6098 - loss 0.13924111
2018-12-18 13:33:29,081 epoch 130 - iter 3045/6098 - loss 0.13825182
2018-12-18 13:35:35,660 epoch 130 - iter 3654/6098 - loss 0.13840354
2018-12-18 13:37:43,763 epoch 130 - iter 4263/6098 - loss 0.13835828
2018-12-18 13:39:52,014 epoch 130 - iter 4872/6098 - loss 0.13833266
2018-12-18 13:42:00,996 epoch 130 - iter 5481/6098 - loss 0.13838226
2018-12-18 13:44:09,857 epoch 130 - iter 6090/6098 - loss 0.13803161
2018-12-18 13:44:11,212 ----------------------------------------------------------------------------------------------------
2018-12-18 13:44:11,213 EPOCH 130 done: loss 0.1380 - lr 0.0125 - bad epochs 0
2018-12-18 13:46:24,400 TEST : loss 0.14681524 - f-score 0.9639 - acc 0.9639
2018-12-18 13:46:24,401 ----------------------------------------------------------------------------------------------------
2018-12-18 13:46:24,799 epoch 131 - iter 0/6098 - loss 0.11881600
2018-12-18 13:48:33,066 epoch 131 - iter 609/6098 - loss 0.13889842
2018-12-18 13:50:51,888 epoch 131 - iter 1218/6098 - loss 0.13755398
2018-12-18 13:53:00,493 epoch 131 - iter 1827/6098 - loss 0.13589896
2018-12-18 13:55:06,790 epoch 131 - iter 2436/6098 - loss 0.13627557
2018-12-18 13:57:14,733 epoch 131 - iter 3045/6098 - loss 0.13632249
2018-12-18 13:59:24,247 epoch 131 - iter 3654/6098 - loss 0.13642548
2018-12-18 14:01:32,412 epoch 131 - iter 4263/6098 - loss 0.13627870
2018-12-18 14:03:40,441 epoch 131 - iter 4872/6098 - loss 0.13636553
2018-12-18 14:05:50,085 epoch 131 - iter 5481/6098 - loss 0.13677827
2018-12-18 14:07:55,316 epoch 131 - iter 6090/6098 - loss 0.13693451
2018-12-18 14:07:56,766 ----------------------------------------------------------------------------------------------------
2018-12-18 14:07:56,767 EPOCH 131 done: loss 0.1369 - lr 0.0125 - bad epochs 1
2018-12-18 14:10:12,534 TEST : loss 0.14606458 - f-score 0.9640 - acc 0.9640
2018-12-18 14:10:12,536 ----------------------------------------------------------------------------------------------------
2018-12-18 14:10:12,917 epoch 132 - iter 0/6098 - loss 0.11390142
2018-12-18 14:12:20,098 epoch 132 - iter 609/6098 - loss 0.13817646
2018-12-18 14:14:28,135 epoch 132 - iter 1218/6098 - loss 0.13736258
2018-12-18 14:16:34,493 epoch 132 - iter 1827/6098 - loss 0.13651754
2018-12-18 14:18:46,237 epoch 132 - iter 2436/6098 - loss 0.13641112
2018-12-18 14:20:54,294 epoch 132 - iter 3045/6098 - loss 0.13754518
2018-12-18 14:23:01,125 epoch 132 - iter 3654/6098 - loss 0.13812040
2018-12-18 14:25:07,453 epoch 132 - iter 4263/6098 - loss 0.13820893
2018-12-18 14:27:15,053 epoch 132 - iter 4872/6098 - loss 0.13782579
2018-12-18 14:29:23,179 epoch 132 - iter 5481/6098 - loss 0.13800130
2018-12-18 14:31:32,429 epoch 132 - iter 6090/6098 - loss 0.13763649
2018-12-18 14:31:33,822 ----------------------------------------------------------------------------------------------------
2018-12-18 14:31:33,822 EPOCH 132 done: loss 0.1376 - lr 0.0125 - bad epochs 0
2018-12-18 14:33:48,370 TEST : loss 0.14715627 - f-score 0.9640 - acc 0.9640
2018-12-18 14:33:48,371 ----------------------------------------------------------------------------------------------------
2018-12-18 14:33:48,764 epoch 133 - iter 0/6098 - loss 0.09959979
2018-12-18 14:35:57,718 epoch 133 - iter 609/6098 - loss 0.13600106
2018-12-18 14:38:08,188 epoch 133 - iter 1218/6098 - loss 0.13638028
2018-12-18 14:40:14,321 epoch 133 - iter 1827/6098 - loss 0.13617008
2018-12-18 14:42:22,241 epoch 133 - iter 2436/6098 - loss 0.13553945
2018-12-18 14:44:29,684 epoch 133 - iter 3045/6098 - loss 0.13564057
2018-12-18 14:46:36,291 epoch 133 - iter 3654/6098 - loss 0.13528192
2018-12-18 14:48:41,342 epoch 133 - iter 4263/6098 - loss 0.13490382
2018-12-18 14:50:50,648 epoch 133 - iter 4872/6098 - loss 0.13507882
2018-12-18 14:52:59,053 epoch 133 - iter 5481/6098 - loss 0.13551699
2018-12-18 14:55:09,955 epoch 133 - iter 6090/6098 - loss 0.13605686
2018-12-18 14:55:11,366 ----------------------------------------------------------------------------------------------------
2018-12-18 14:55:11,367 EPOCH 133 done: loss 0.1361 - lr 0.0125 - bad epochs 1
2018-12-18 14:57:26,659 TEST : loss 0.14688754 - f-score 0.9640 - acc 0.9640
2018-12-18 14:57:26,660 ----------------------------------------------------------------------------------------------------
2018-12-18 14:57:27,083 epoch 134 - iter 0/6098 - loss 0.15226659
2018-12-18 14:59:35,423 epoch 134 - iter 609/6098 - loss 0.13816519
2018-12-18 15:01:41,403 epoch 134 - iter 1218/6098 - loss 0.13760604
2018-12-18 15:03:48,782 epoch 134 - iter 1827/6098 - loss 0.13762067
2018-12-18 15:05:55,692 epoch 134 - iter 2436/6098 - loss 0.13791544
2018-12-18 15:08:02,875 epoch 134 - iter 3045/6098 - loss 0.13825292
2018-12-18 15:10:10,090 epoch 134 - iter 3654/6098 - loss 0.13786087
2018-12-18 15:12:17,225 epoch 134 - iter 4263/6098 - loss 0.13805347
2018-12-18 15:14:24,825 epoch 134 - iter 4872/6098 - loss 0.13807752
2018-12-18 15:16:32,383 epoch 134 - iter 5481/6098 - loss 0.13751187
2018-12-18 15:18:40,923 epoch 134 - iter 6090/6098 - loss 0.13758433
2018-12-18 15:18:42,459 ----------------------------------------------------------------------------------------------------
2018-12-18 15:18:42,460 EPOCH 134 done: loss 0.1376 - lr 0.0125 - bad epochs 0
2018-12-18 15:20:56,412 TEST : loss 0.14604175 - f-score 0.9641 - acc 0.9641
2018-12-18 15:20:56,413 ----------------------------------------------------------------------------------------------------
2018-12-18 15:20:56,819 epoch 135 - iter 0/6098 - loss 0.09512006
2018-12-18 15:23:06,746 epoch 135 - iter 609/6098 - loss 0.13590826
2018-12-18 15:25:14,546 epoch 135 - iter 1218/6098 - loss 0.13873428
2018-12-18 15:27:23,408 epoch 135 - iter 1827/6098 - loss 0.13729616
2018-12-18 15:29:30,635 epoch 135 - iter 2436/6098 - loss 0.13658981
2018-12-18 15:31:38,191 epoch 135 - iter 3045/6098 - loss 0.13598764
2018-12-18 15:33:44,022 epoch 135 - iter 3654/6098 - loss 0.13572239
2018-12-18 15:35:51,469 epoch 135 - iter 4263/6098 - loss 0.13561769
2018-12-18 15:37:59,535 epoch 135 - iter 4872/6098 - loss 0.13528482
2018-12-18 15:40:06,655 epoch 135 - iter 5481/6098 - loss 0.13584389
2018-12-18 15:42:12,143 epoch 135 - iter 6090/6098 - loss 0.13586006
2018-12-18 15:42:13,468 ----------------------------------------------------------------------------------------------------
2018-12-18 15:42:13,468 EPOCH 135 done: loss 0.1359 - lr 0.0125 - bad epochs 1
2018-12-18 15:44:27,750 TEST : loss 0.14683227 - f-score 0.9640 - acc 0.9640
2018-12-18 15:44:27,751 ----------------------------------------------------------------------------------------------------
2018-12-18 15:44:28,182 epoch 136 - iter 0/6098 - loss 0.16978183
2018-12-18 15:46:35,216 epoch 136 - iter 609/6098 - loss 0.13296313
2018-12-18 15:48:42,656 epoch 136 - iter 1218/6098 - loss 0.13422072
2018-12-18 15:50:49,987 epoch 136 - iter 1827/6098 - loss 0.13564397
2018-12-18 15:52:59,674 epoch 136 - iter 2436/6098 - loss 0.13609103
2018-12-18 15:55:06,905 epoch 136 - iter 3045/6098 - loss 0.13560028
2018-12-18 15:57:13,852 epoch 136 - iter 3654/6098 - loss 0.13569512
2018-12-18 15:59:21,364 epoch 136 - iter 4263/6098 - loss 0.13589812
2018-12-18 16:01:27,566 epoch 136 - iter 4872/6098 - loss 0.13570714
2018-12-18 16:03:36,489 epoch 136 - iter 5481/6098 - loss 0.13599225
2018-12-18 16:05:41,229 epoch 136 - iter 6090/6098 - loss 0.13596834
2018-12-18 16:05:42,811 ----------------------------------------------------------------------------------------------------
2018-12-18 16:05:42,811 EPOCH 136 done: loss 0.1360 - lr 0.0125 - bad epochs 0
2018-12-18 16:07:57,189 TEST : loss 0.14651541 - f-score 0.9641 - acc 0.9641
2018-12-18 16:07:57,190 ----------------------------------------------------------------------------------------------------
2018-12-18 16:07:57,594 epoch 137 - iter 0/6098 - loss 0.21203694
2018-12-18 16:10:04,018 epoch 137 - iter 609/6098 - loss 0.13087666
2018-12-18 16:12:12,703 epoch 137 - iter 1218/6098 - loss 0.13430903
2018-12-18 16:14:20,428 epoch 137 - iter 1827/6098 - loss 0.13351663
2018-12-18 16:16:27,114 epoch 137 - iter 2436/6098 - loss 0.13433927
2018-12-18 16:18:33,364 epoch 137 - iter 3045/6098 - loss 0.13437231
2018-12-18 16:20:42,188 epoch 137 - iter 3654/6098 - loss 0.13420308
2018-12-18 16:22:50,099 epoch 137 - iter 4263/6098 - loss 0.13444920
2018-12-18 16:24:57,527 epoch 137 - iter 4872/6098 - loss 0.13464711
2018-12-18 16:27:04,800 epoch 137 - iter 5481/6098 - loss 0.13521727
2018-12-18 16:29:12,027 epoch 137 - iter 6090/6098 - loss 0.13533498
2018-12-18 16:29:13,448 ----------------------------------------------------------------------------------------------------
2018-12-18 16:29:13,448 EPOCH 137 done: loss 0.1354 - lr 0.0125 - bad epochs 1
2018-12-18 16:31:41,840 TEST : loss 0.14602134 - f-score 0.9642 - acc 0.9642
2018-12-18 16:31:41,841 ----------------------------------------------------------------------------------------------------
2018-12-18 16:31:42,346 epoch 138 - iter 0/6098 - loss 0.09894243
2018-12-18 16:33:50,221 epoch 138 - iter 609/6098 - loss 0.13068082
2018-12-18 16:35:59,159 epoch 138 - iter 1218/6098 - loss 0.13297687
2018-12-18 16:38:06,180 epoch 138 - iter 1827/6098 - loss 0.13332794
2018-12-18 16:40:12,271 epoch 138 - iter 2436/6098 - loss 0.13464926
2018-12-18 16:42:18,802 epoch 138 - iter 3045/6098 - loss 0.13529440
2018-12-18 16:44:27,768 epoch 138 - iter 3654/6098 - loss 0.13588869
2018-12-18 16:46:33,035 epoch 138 - iter 4263/6098 - loss 0.13585363
2018-12-18 16:48:40,120 epoch 138 - iter 4872/6098 - loss 0.13574191
2018-12-18 16:50:46,980 epoch 138 - iter 5481/6098 - loss 0.13605641
2018-12-18 16:52:54,005 epoch 138 - iter 6090/6098 - loss 0.13589819
2018-12-18 16:52:55,393 ----------------------------------------------------------------------------------------------------
2018-12-18 16:52:55,393 EPOCH 138 done: loss 0.1359 - lr 0.0125 - bad epochs 0
2018-12-18 16:55:09,858 TEST : loss 0.14638376 - f-score 0.9641 - acc 0.9641
2018-12-18 16:55:09,860 ----------------------------------------------------------------------------------------------------
2018-12-18 16:55:10,263 epoch 139 - iter 0/6098 - loss 0.10999114
2018-12-18 16:57:18,185 epoch 139 - iter 609/6098 - loss 0.13465359
2018-12-18 16:59:24,042 epoch 139 - iter 1218/6098 - loss 0.13742142
2018-12-18 17:01:32,814 epoch 139 - iter 1827/6098 - loss 0.13646131
2018-12-18 17:03:40,475 epoch 139 - iter 2436/6098 - loss 0.13654509
2018-12-18 17:05:48,268 epoch 139 - iter 3045/6098 - loss 0.13598000
2018-12-18 17:07:56,021 epoch 139 - iter 3654/6098 - loss 0.13576304
2018-12-18 17:10:04,964 epoch 139 - iter 4263/6098 - loss 0.13625504
2018-12-18 17:12:14,022 epoch 139 - iter 4872/6098 - loss 0.13561785
2018-12-18 17:14:23,014 epoch 139 - iter 5481/6098 - loss 0.13525925
2018-12-18 17:16:30,716 epoch 139 - iter 6090/6098 - loss 0.13547164
2018-12-18 17:16:32,085 ----------------------------------------------------------------------------------------------------
2018-12-18 17:16:32,085 EPOCH 139 done: loss 0.1355 - lr 0.0125 - bad epochs 1
2018-12-18 17:18:45,643 TEST : loss 0.14590771 - f-score 0.9642 - acc 0.9642
2018-12-18 17:18:45,645 ----------------------------------------------------------------------------------------------------
2018-12-18 17:18:46,195 epoch 140 - iter 0/6098 - loss 0.11405981
2018-12-18 17:20:54,302 epoch 140 - iter 609/6098 - loss 0.13451321
2018-12-18 17:23:04,226 epoch 140 - iter 1218/6098 - loss 0.13601701
2018-12-18 17:25:13,413 epoch 140 - iter 1827/6098 - loss 0.13608665
2018-12-18 17:27:17,991 epoch 140 - iter 2436/6098 - loss 0.13443242
2018-12-18 17:29:26,403 epoch 140 - iter 3045/6098 - loss 0.13429300
2018-12-18 17:31:32,589 epoch 140 - iter 3654/6098 - loss 0.13494735
2018-12-18 17:33:38,492 epoch 140 - iter 4263/6098 - loss 0.13579503
2018-12-18 17:35:47,981 epoch 140 - iter 4872/6098 - loss 0.13563330
2018-12-18 17:37:58,898 epoch 140 - iter 5481/6098 - loss 0.13542649
2018-12-18 17:40:06,158 epoch 140 - iter 6090/6098 - loss 0.13505282
2018-12-18 17:40:07,533 ----------------------------------------------------------------------------------------------------
2018-12-18 17:40:07,534 EPOCH 140 done: loss 0.1350 - lr 0.0125 - bad epochs 2
2018-12-18 17:42:22,107 TEST : loss 0.14620934 - f-score 0.9642 - acc 0.9642
2018-12-18 17:42:22,108 ----------------------------------------------------------------------------------------------------
2018-12-18 17:42:22,494 epoch 141 - iter 0/6098 - loss 0.09855907
2018-12-18 17:44:30,839 epoch 141 - iter 609/6098 - loss 0.13374925
2018-12-18 17:46:39,012 epoch 141 - iter 1218/6098 - loss 0.13474868
2018-12-18 17:48:47,168 epoch 141 - iter 1827/6098 - loss 0.13462262
2018-12-18 17:50:53,333 epoch 141 - iter 2436/6098 - loss 0.13463363
2018-12-18 17:53:00,392 epoch 141 - iter 3045/6098 - loss 0.13433019
2018-12-18 17:55:06,644 epoch 141 - iter 3654/6098 - loss 0.13435033
2018-12-18 17:57:13,582 epoch 141 - iter 4263/6098 - loss 0.13442643
2018-12-18 17:59:21,742 epoch 141 - iter 4872/6098 - loss 0.13492996
2018-12-18 18:01:27,978 epoch 141 - iter 5481/6098 - loss 0.13491606
2018-12-18 18:03:37,299 epoch 141 - iter 6090/6098 - loss 0.13479098
2018-12-18 18:03:38,734 ----------------------------------------------------------------------------------------------------
2018-12-18 18:03:38,734 EPOCH 141 done: loss 0.1348 - lr 0.0125 - bad epochs 0
2018-12-18 18:05:53,181 TEST : loss 0.14632842 - f-score 0.9641 - acc 0.9641
2018-12-18 18:05:53,182 ----------------------------------------------------------------------------------------------------
2018-12-18 18:05:53,567 epoch 142 - iter 0/6098 - loss 0.11217281
2018-12-18 18:08:03,205 epoch 142 - iter 609/6098 - loss 0.12833328
2018-12-18 18:10:10,900 epoch 142 - iter 1218/6098 - loss 0.13206037
2018-12-18 18:12:18,245 epoch 142 - iter 1827/6098 - loss 0.13118443
2018-12-18 18:14:27,163 epoch 142 - iter 2436/6098 - loss 0.13155982
2018-12-18 18:16:37,731 epoch 142 - iter 3045/6098 - loss 0.13208684
2018-12-18 18:18:44,389 epoch 142 - iter 3654/6098 - loss 0.13236837
2018-12-18 18:20:52,533 epoch 142 - iter 4263/6098 - loss 0.13323671
2018-12-18 18:23:00,021 epoch 142 - iter 4872/6098 - loss 0.13382649
2018-12-18 18:25:09,334 epoch 142 - iter 5481/6098 - loss 0.13415196
2018-12-18 18:27:14,513 epoch 142 - iter 6090/6098 - loss 0.13419316
2018-12-18 18:27:16,053 ----------------------------------------------------------------------------------------------------
2018-12-18 18:27:16,054 EPOCH 142 done: loss 0.1342 - lr 0.0125 - bad epochs 0
2018-12-18 18:29:30,995 TEST : loss 0.14580818 - f-score 0.9645 - acc 0.9645
2018-12-18 18:29:30,996 ----------------------------------------------------------------------------------------------------
2018-12-18 18:29:31,354 epoch 143 - iter 0/6098 - loss 0.09567282
2018-12-18 18:31:37,624 epoch 143 - iter 609/6098 - loss 0.13417849
2018-12-18 18:33:44,640 epoch 143 - iter 1218/6098 - loss 0.13308895
2018-12-18 18:35:53,391 epoch 143 - iter 1827/6098 - loss 0.13366537
2018-12-18 18:38:02,754 epoch 143 - iter 2436/6098 - loss 0.13435426
2018-12-18 18:40:08,095 epoch 143 - iter 3045/6098 - loss 0.13547328
2018-12-18 18:42:15,735 epoch 143 - iter 3654/6098 - loss 0.13547452
2018-12-18 18:44:22,794 epoch 143 - iter 4263/6098 - loss 0.13533165
2018-12-18 18:46:31,307 epoch 143 - iter 4872/6098 - loss 0.13518753
2018-12-18 18:48:38,755 epoch 143 - iter 5481/6098 - loss 0.13503664
2018-12-18 18:50:47,056 epoch 143 - iter 6090/6098 - loss 0.13505038
2018-12-18 18:50:48,381 ----------------------------------------------------------------------------------------------------
2018-12-18 18:50:48,382 EPOCH 143 done: loss 0.1350 - lr 0.0125 - bad epochs 0
2018-12-18 18:53:03,097 TEST : loss 0.14685741 - f-score 0.9643 - acc 0.9643
2018-12-18 18:53:03,098 ----------------------------------------------------------------------------------------------------
2018-12-18 18:53:03,468 epoch 144 - iter 0/6098 - loss 0.11305531
2018-12-18 18:55:09,755 epoch 144 - iter 609/6098 - loss 0.13185104
2018-12-18 18:57:19,279 epoch 144 - iter 1218/6098 - loss 0.13325001
2018-12-18 18:59:26,585 epoch 144 - iter 1827/6098 - loss 0.13301358
2018-12-18 19:01:50,172 epoch 144 - iter 2436/6098 - loss 0.13384109
2018-12-18 19:03:57,899 epoch 144 - iter 3045/6098 - loss 0.13500871
2018-12-18 19:06:05,851 epoch 144 - iter 3654/6098 - loss 0.13479819
2018-12-18 19:08:15,054 epoch 144 - iter 4263/6098 - loss 0.13515511
2018-12-18 19:10:22,621 epoch 144 - iter 4872/6098 - loss 0.13544385
2018-12-18 19:12:29,347 epoch 144 - iter 5481/6098 - loss 0.13518363
2018-12-18 19:14:36,601 epoch 144 - iter 6090/6098 - loss 0.13488439
2018-12-18 19:14:37,982 ----------------------------------------------------------------------------------------------------
2018-12-18 19:14:37,983 EPOCH 144 done: loss 0.1349 - lr 0.0125 - bad epochs 1
2018-12-18 19:16:51,826 TEST : loss 0.14662552 - f-score 0.9643 - acc 0.9643
2018-12-18 19:16:51,827 ----------------------------------------------------------------------------------------------------
2018-12-18 19:16:52,177 epoch 145 - iter 0/6098 - loss 0.10007294
2018-12-18 19:18:58,936 epoch 145 - iter 609/6098 - loss 0.13507382
2018-12-18 19:21:06,427 epoch 145 - iter 1218/6098 - loss 0.13448344
2018-12-18 19:23:12,676 epoch 145 - iter 1827/6098 - loss 0.13377878
2018-12-18 19:25:21,168 epoch 145 - iter 2436/6098 - loss 0.13426305
2018-12-18 19:27:29,604 epoch 145 - iter 3045/6098 - loss 0.13322487
2018-12-18 19:29:39,284 epoch 145 - iter 3654/6098 - loss 0.13352744
2018-12-18 19:31:47,391 epoch 145 - iter 4263/6098 - loss 0.13318406
2018-12-18 19:33:55,165 epoch 145 - iter 4872/6098 - loss 0.13340550
2018-12-18 19:36:01,508 epoch 145 - iter 5481/6098 - loss 0.13354969
2018-12-18 19:38:08,202 epoch 145 - iter 6090/6098 - loss 0.13318430
2018-12-18 19:38:09,675 ----------------------------------------------------------------------------------------------------
2018-12-18 19:38:09,676 EPOCH 145 done: loss 0.1332 - lr 0.0125 - bad epochs 2
2018-12-18 19:40:23,217 TEST : loss 0.14723252 - f-score 0.9645 - acc 0.9645
2018-12-18 19:40:23,218 ----------------------------------------------------------------------------------------------------
2018-12-18 19:40:23,562 epoch 146 - iter 0/6098 - loss 0.18486638
2018-12-18 19:42:29,309 epoch 146 - iter 609/6098 - loss 0.13136782
2018-12-18 19:44:39,259 epoch 146 - iter 1218/6098 - loss 0.13185115
2018-12-18 19:46:47,926 epoch 146 - iter 1827/6098 - loss 0.13255381
2018-12-18 19:48:57,148 epoch 146 - iter 2436/6098 - loss 0.13231465
2018-12-18 19:51:03,424 epoch 146 - iter 3045/6098 - loss 0.13180555
2018-12-18 19:53:12,064 epoch 146 - iter 3654/6098 - loss 0.13278417
2018-12-18 19:55:20,221 epoch 146 - iter 4263/6098 - loss 0.13274205
2018-12-18 19:57:26,639 epoch 146 - iter 4872/6098 - loss 0.13329531
2018-12-18 19:59:31,918 epoch 146 - iter 5481/6098 - loss 0.13297371
2018-12-18 20:01:37,882 epoch 146 - iter 6090/6098 - loss 0.13296696
2018-12-18 20:01:39,332 ----------------------------------------------------------------------------------------------------
2018-12-18 20:01:39,333 EPOCH 146 done: loss 0.1330 - lr 0.0125 - bad epochs 0
2018-12-18 20:03:53,578 TEST : loss 0.14652629 - f-score 0.9644 - acc 0.9644
2018-12-18 20:03:53,580 ----------------------------------------------------------------------------------------------------
2018-12-18 20:03:54,041 epoch 147 - iter 0/6098 - loss 0.06587592
2018-12-18 20:06:01,241 epoch 147 - iter 609/6098 - loss 0.13016435
2018-12-18 20:08:08,125 epoch 147 - iter 1218/6098 - loss 0.13110665
2018-12-18 20:10:16,895 epoch 147 - iter 1827/6098 - loss 0.13195611
2018-12-18 20:12:26,976 epoch 147 - iter 2436/6098 - loss 0.13229726
2018-12-18 20:14:32,399 epoch 147 - iter 3045/6098 - loss 0.13250797
2018-12-18 20:16:40,753 epoch 147 - iter 3654/6098 - loss 0.13198817
2018-12-18 20:18:47,752 epoch 147 - iter 4263/6098 - loss 0.13186630
2018-12-18 20:20:52,825 epoch 147 - iter 4872/6098 - loss 0.13172671
2018-12-18 20:22:58,005 epoch 147 - iter 5481/6098 - loss 0.13226264
2018-12-18 20:25:05,808 epoch 147 - iter 6090/6098 - loss 0.13223085
2018-12-18 20:25:07,121 ----------------------------------------------------------------------------------------------------
2018-12-18 20:25:07,122 EPOCH 147 done: loss 0.1322 - lr 0.0125 - bad epochs 0
2018-12-18 20:27:21,835 TEST : loss 0.14709187 - f-score 0.9644 - acc 0.9644
2018-12-18 20:27:21,836 ----------------------------------------------------------------------------------------------------
2018-12-18 20:27:22,262 epoch 148 - iter 0/6098 - loss 0.16735215
2018-12-18 20:29:30,253 epoch 148 - iter 609/6098 - loss 0.12950987
2018-12-18 20:31:39,324 epoch 148 - iter 1218/6098 - loss 0.13192593
2018-12-18 20:33:45,457 epoch 148 - iter 1827/6098 - loss 0.13054295
2018-12-18 20:35:52,067 epoch 148 - iter 2436/6098 - loss 0.13158201
2018-12-18 20:38:00,247 epoch 148 - iter 3045/6098 - loss 0.13193952
2018-12-18 20:40:07,713 epoch 148 - iter 3654/6098 - loss 0.13361167
2018-12-18 20:42:15,462 epoch 148 - iter 4263/6098 - loss 0.13349244
2018-12-18 20:44:23,995 epoch 148 - iter 4872/6098 - loss 0.13357998
2018-12-18 20:46:33,230 epoch 148 - iter 5481/6098 - loss 0.13363396
2018-12-18 20:48:39,886 epoch 148 - iter 6090/6098 - loss 0.13367508
2018-12-18 20:48:41,219 ----------------------------------------------------------------------------------------------------
2018-12-18 20:48:41,220 EPOCH 148 done: loss 0.1337 - lr 0.0125 - bad epochs 0
2018-12-18 20:50:55,710 TEST : loss 0.14629848 - f-score 0.9644 - acc 0.9644
2018-12-18 20:50:55,711 ----------------------------------------------------------------------------------------------------
2018-12-18 20:50:56,130 epoch 149 - iter 0/6098 - loss 0.09793188
2018-12-18 20:53:02,347 epoch 149 - iter 609/6098 - loss 0.12940942
2018-12-18 20:55:10,253 epoch 149 - iter 1218/6098 - loss 0.13234628
2018-12-18 20:57:17,182 epoch 149 - iter 1827/6098 - loss 0.13344256
2018-12-18 20:59:25,446 epoch 149 - iter 2436/6098 - loss 0.13274650
2018-12-18 21:01:34,126 epoch 149 - iter 3045/6098 - loss 0.13328448
2018-12-18 21:03:43,251 epoch 149 - iter 3654/6098 - loss 0.13310007
2018-12-18 21:05:51,967 epoch 149 - iter 4263/6098 - loss 0.13345033
2018-12-18 21:08:02,341 epoch 149 - iter 4872/6098 - loss 0.13371052
2018-12-18 21:10:09,430 epoch 149 - iter 5481/6098 - loss 0.13377661
2018-12-18 21:12:14,645 epoch 149 - iter 6090/6098 - loss 0.13367174
2018-12-18 21:12:15,972 ----------------------------------------------------------------------------------------------------
2018-12-18 21:12:15,972 EPOCH 149 done: loss 0.1337 - lr 0.0125 - bad epochs 1
2018-12-18 21:14:30,261 TEST : loss 0.14598544 - f-score 0.9644 - acc 0.9644
2018-12-18 21:14:30,263 ----------------------------------------------------------------------------------------------------
2018-12-18 21:14:30,625 epoch 150 - iter 0/6098 - loss 0.13782977
2018-12-18 21:16:36,993 epoch 150 - iter 609/6098 - loss 0.13303353
2018-12-18 21:18:40,899 epoch 150 - iter 1218/6098 - loss 0.13482136
2018-12-18 21:20:48,552 epoch 150 - iter 1827/6098 - loss 0.13442977
2018-12-18 21:22:57,008 epoch 150 - iter 2436/6098 - loss 0.13441233
2018-12-18 21:25:07,731 epoch 150 - iter 3045/6098 - loss 0.13348230
2018-12-18 21:27:16,626 epoch 150 - iter 3654/6098 - loss 0.13298852
2018-12-18 21:29:24,096 epoch 150 - iter 4263/6098 - loss 0.13303002
2018-12-18 21:31:32,101 epoch 150 - iter 4872/6098 - loss 0.13304702
2018-12-18 21:33:40,089 epoch 150 - iter 5481/6098 - loss 0.13284229
2018-12-18 21:35:47,857 epoch 150 - iter 6090/6098 - loss 0.13309964
2018-12-18 21:35:49,141 ----------------------------------------------------------------------------------------------------
2018-12-18 21:35:49,141 EPOCH 150 done: loss 0.1331 - lr 0.0125 - bad epochs 2
2018-12-18 21:38:15,689 TEST : loss 0.14694801 - f-score 0.9641 - acc 0.9641
2018-12-18 21:38:16,874 ----------------------------------------------------------------------------------------------------
2018-12-18 21:38:16,874 Testing using best model ...
2018-12-18 21:40:31,307 MICRO_AVG: acc 0.9641 - f1-score 0.9641
2018-12-18 21:40:31,307 MARCO_AVG: acc 0.9184 - f1-score 0.9389
2018-12-18 21:40:31,308 ADJ tp: 31966 - fp: 2169 - fn: 2064 - tn: 31966 - precision: 0.9365 - recall: 0.9393 - accuracy: 0.9379 - f1-score: 0.9379
2018-12-18 21:40:31,308 ADP tp: 34712 - fp: 492 - fn: 426 - tn: 34712 - precision: 0.9860 - recall: 0.9879 - accuracy: 0.9869 - f1-score: 0.9869
2018-12-18 21:40:31,308 ADV tp: 18083 - fp: 1034 - fn: 1459 - tn: 18083 - precision: 0.9459 - recall: 0.9253 - accuracy: 0.9355 - f1-score: 0.9355
2018-12-18 21:40:31,308 AUX tp: 13385 - fp: 690 - fn: 369 - tn: 13385 - precision: 0.9510 - recall: 0.9732 - accuracy: 0.9619 - f1-score: 0.9620
2018-12-18 21:40:31,308 CCONJ tp: 12128 - fp: 207 - fn: 185 - tn: 12128 - precision: 0.9832 - recall: 0.9850 - accuracy: 0.9841 - f1-score: 0.9841
2018-12-18 21:40:31,308 DET tp: 19637 - fp: 418 - fn: 222 - tn: 19637 - precision: 0.9792 - recall: 0.9888 - accuracy: 0.9840 - f1-score: 0.9840
2018-12-18 21:40:31,308 INTJ tp: 144 - fp: 32 - fn: 66 - tn: 144 - precision: 0.8182 - recall: 0.6857 - accuracy: 0.7461 - f1-score: 0.7461
2018-12-18 21:40:31,308 NOUN tp: 75445 - fp: 3002 - fn: 3570 - tn: 75445 - precision: 0.9617 - recall: 0.9548 - accuracy: 0.9583 - f1-score: 0.9582
2018-12-18 21:40:31,308 NUM tp: 7581 - fp: 122 - fn: 173 - tn: 7581 - precision: 0.9842 - recall: 0.9777 - accuracy: 0.9809 - f1-score: 0.9809
2018-12-18 21:40:31,309 PART tp: 3536 - fp: 81 - fn: 104 - tn: 3536 - precision: 0.9776 - recall: 0.9714 - accuracy: 0.9745 - f1-score: 0.9745
2018-12-18 21:40:31,309 PRON tp: 16944 - fp: 469 - fn: 539 - tn: 16944 - precision: 0.9731 - recall: 0.9692 - accuracy: 0.9711 - f1-score: 0.9711
2018-12-18 21:40:31,309 PROPN tp: 17834 - fp: 1929 - fn: 1103 - tn: 17834 - precision: 0.9024 - recall: 0.9418 - accuracy: 0.9217 - f1-score: 0.9217
2018-12-18 21:40:31,309 PUNCT tp: 48410 - fp: 66 - fn: 45 - tn: 48410 - precision: 0.9986 - recall: 0.9991 - accuracy: 0.9989 - f1-score: 0.9988
2018-12-18 21:40:31,309 SCONJ tp: 6645 - fp: 273 - fn: 295 - tn: 6645 - precision: 0.9605 - recall: 0.9575 - accuracy: 0.9590 - f1-score: 0.9590
2018-12-18 21:40:31,309 SYM tp: 367 - fp: 66 - fn: 94 - tn: 367 - precision: 0.8476 - recall: 0.7961 - accuracy: 0.8210 - f1-score: 0.8210
2018-12-18 21:40:31,309 VERB tp: 33841 - fp: 1586 - fn: 1705 - tn: 33841 - precision: 0.9552 - recall: 0.9520 - accuracy: 0.9536 - f1-score: 0.9536
2018-12-18 21:40:31,309 X tp: 177 - fp: 44 - fn: 261 - tn: 177 - precision: 0.8009 - recall: 0.4041 - accuracy: 0.5372 - f1-score: 0.5372
2018-12-18 21:40:31,309 ----------------------------------------------------------------------------------------------------
2018-12-18 21:40:31,309 ----------------------------------------------------------------------------------------------------
2018-12-18 21:40:41,668 ud_english: loss 0.19984867 - f-score 0.9561 - acc 0.9561
2018-12-18 21:40:41,668 ----------------------------------------------------------------------------------------------------
2018-12-18 21:40:47,991 ud_german: loss 0.24167277 - f-score 0.9424 - acc 0.9424
2018-12-18 21:40:47,991 ----------------------------------------------------------------------------------------------------
2018-12-18 21:40:51,633 ud_french: loss 0.08293830 - f-score 0.9761 - acc 0.9761
2018-12-18 21:40:51,633 ----------------------------------------------------------------------------------------------------
2018-12-18 21:40:55,402 ud_italian: loss 0.05560223 - f-score 0.9818 - acc 0.9818
2018-12-18 21:40:55,403 ----------------------------------------------------------------------------------------------------
2018-12-18 21:40:59,474 ud_dutch: loss 0.14550872 - f-score 0.9637 - acc 0.9637
2018-12-18 21:40:59,474 ----------------------------------------------------------------------------------------------------
2018-12-18 21:41:04,268 ud_polish: loss 0.08021381 - f-score 0.9801 - acc 0.9801
2018-12-18 21:41:04,269 ----------------------------------------------------------------------------------------------------
2018-12-18 21:41:08,819 ud_spanish: loss 0.16741446 - f-score 0.9553 - acc 0.9553
2018-12-18 21:41:08,819 ----------------------------------------------------------------------------------------------------
2018-12-18 21:41:16,439 ud_swedish: loss 0.21365283 - f-score 0.9471 - acc 0.9471
2018-12-18 21:41:16,439 ----------------------------------------------------------------------------------------------------
2018-12-18 21:41:20,214 ud_danish: loss 0.25488156 - f-score 0.9408 - acc 0.9408
2018-12-18 21:41:20,215 ----------------------------------------------------------------------------------------------------
2018-12-18 21:41:30,911 ud_norwegian: loss 0.15736783 - f-score 0.9639 - acc 0.9639
2018-12-18 21:41:30,911 ----------------------------------------------------------------------------------------------------
2018-12-18 21:41:39,534 ud_finnish: loss 0.33013174 - f-score 0.9089 - acc 0.9089
2018-12-18 21:41:39,535 ----------------------------------------------------------------------------------------------------
2018-12-18 21:42:45,816 ud_czech: loss 0.10046305 - f-score 0.9751 - acc 0.9751
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