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5820 5821 5822 5823 5824 5825 5826 5827 5828 5829 5830 5831 5832 5833 | 2018-12-17 10:51:10,430 ----------------------------------------------------------------------------------------------------
2018-12-17 10:51:10,430 Evaluation method: MICRO_F1_SCORE
2018-12-17 10:51:10,492 ----------------------------------------------------------------------------------------------------
2018-12-17 10:51:10,739 epoch 1 - iter 0/1974 - loss 61.00095749
2018-12-17 10:51:49,967 epoch 1 - iter 197/1974 - loss 7.86931248
2018-12-17 10:52:27,267 epoch 1 - iter 394/1974 - loss 5.86246261
2018-12-17 10:53:03,662 epoch 1 - iter 591/1974 - loss 4.89557993
2018-12-17 10:53:39,878 epoch 1 - iter 788/1974 - loss 4.29648537
2018-12-17 10:54:20,942 epoch 1 - iter 985/1974 - loss 3.89863451
2018-12-17 10:54:57,041 epoch 1 - iter 1182/1974 - loss 3.59695798
2018-12-17 10:55:33,262 epoch 1 - iter 1379/1974 - loss 3.37550130
2018-12-17 10:56:12,854 epoch 1 - iter 1576/1974 - loss 3.20993223
2018-12-17 10:56:49,339 epoch 1 - iter 1773/1974 - loss 3.07634170
2018-12-17 10:57:25,966 epoch 1 - iter 1970/1974 - loss 2.95491091
2018-12-17 10:57:27,834 ----------------------------------------------------------------------------------------------------
2018-12-17 10:57:27,834 EPOCH 1 done: loss 2.9535 - lr 0.1000 - bad epochs 0
2018-12-17 10:59:00,218 TEST : loss 1.19143689 - f-score 0.7878 - acc 0.7878
2018-12-17 10:59:00,256 ----------------------------------------------------------------------------------------------------
2018-12-17 10:59:00,470 epoch 2 - iter 0/1974 - loss 1.65571594
2018-12-17 10:59:20,534 epoch 2 - iter 197/1974 - loss 1.67673557
2018-12-17 10:59:40,359 epoch 2 - iter 394/1974 - loss 1.66610756
2018-12-17 11:00:01,890 epoch 2 - iter 591/1974 - loss 1.68372482
2018-12-17 11:00:22,580 epoch 2 - iter 788/1974 - loss 1.67940694
2018-12-17 11:00:44,112 epoch 2 - iter 985/1974 - loss 1.65620319
2018-12-17 11:01:05,179 epoch 2 - iter 1182/1974 - loss 1.63991702
2018-12-17 11:01:25,249 epoch 2 - iter 1379/1974 - loss 1.61886647
2018-12-17 11:01:47,408 epoch 2 - iter 1576/1974 - loss 1.60260344
2018-12-17 11:02:08,013 epoch 2 - iter 1773/1974 - loss 1.58140081
2018-12-17 11:02:28,076 epoch 2 - iter 1970/1974 - loss 1.56129164
2018-12-17 11:02:29,747 ----------------------------------------------------------------------------------------------------
2018-12-17 11:02:29,747 EPOCH 2 done: loss 1.5614 - lr 0.1000 - bad epochs 0
2018-12-17 11:03:26,856 TEST : loss 0.98129487 - f-score 0.8115 - acc 0.8115
2018-12-17 11:03:26,883 ----------------------------------------------------------------------------------------------------
2018-12-17 11:03:27,086 epoch 3 - iter 0/1974 - loss 2.02785063
2018-12-17 11:03:47,571 epoch 3 - iter 197/1974 - loss 1.40067873
2018-12-17 11:04:07,109 epoch 3 - iter 394/1974 - loss 1.41263576
2018-12-17 11:04:27,442 epoch 3 - iter 591/1974 - loss 1.38180599
2018-12-17 11:04:47,386 epoch 3 - iter 788/1974 - loss 1.36368555
2018-12-17 11:05:07,045 epoch 3 - iter 985/1974 - loss 1.35018292
2018-12-17 11:05:27,380 epoch 3 - iter 1182/1974 - loss 1.33604203
2018-12-17 11:05:47,322 epoch 3 - iter 1379/1974 - loss 1.33673467
2018-12-17 11:06:07,627 epoch 3 - iter 1576/1974 - loss 1.33404297
2018-12-17 11:06:29,189 epoch 3 - iter 1773/1974 - loss 1.33270057
2018-12-17 11:06:50,172 epoch 3 - iter 1970/1974 - loss 1.33320961
2018-12-17 11:06:51,791 ----------------------------------------------------------------------------------------------------
2018-12-17 11:06:51,792 EPOCH 3 done: loss 1.3328 - lr 0.1000 - bad epochs 0
2018-12-17 11:07:47,562 TEST : loss 0.91976112 - f-score 0.8185 - acc 0.8185
2018-12-17 11:07:47,598 ----------------------------------------------------------------------------------------------------
2018-12-17 11:07:47,806 epoch 4 - iter 0/1974 - loss 0.84036171
2018-12-17 11:08:08,640 epoch 4 - iter 197/1974 - loss 1.18678256
2018-12-17 11:08:28,474 epoch 4 - iter 394/1974 - loss 1.18921491
2018-12-17 11:08:48,939 epoch 4 - iter 591/1974 - loss 1.19619374
2018-12-17 11:09:10,156 epoch 4 - iter 788/1974 - loss 1.20233003
2018-12-17 11:09:29,911 epoch 4 - iter 985/1974 - loss 1.19908725
2018-12-17 11:09:51,453 epoch 4 - iter 1182/1974 - loss 1.19798489
2018-12-17 11:10:11,781 epoch 4 - iter 1379/1974 - loss 1.19809165
2018-12-17 11:10:32,354 epoch 4 - iter 1576/1974 - loss 1.19824179
2018-12-17 11:10:52,342 epoch 4 - iter 1773/1974 - loss 1.19162926
2018-12-17 11:11:12,479 epoch 4 - iter 1970/1974 - loss 1.18969193
2018-12-17 11:11:13,642 ----------------------------------------------------------------------------------------------------
2018-12-17 11:11:13,642 EPOCH 4 done: loss 1.1895 - lr 0.1000 - bad epochs 0
2018-12-17 11:12:10,039 TEST : loss 0.82383132 - f-score 0.8412 - acc 0.8412
2018-12-17 11:12:10,046 ----------------------------------------------------------------------------------------------------
2018-12-17 11:12:10,267 epoch 5 - iter 0/1974 - loss 1.23221123
2018-12-17 11:12:30,637 epoch 5 - iter 197/1974 - loss 1.11307905
2018-12-17 11:12:51,032 epoch 5 - iter 394/1974 - loss 1.12967757
2018-12-17 11:13:12,372 epoch 5 - iter 591/1974 - loss 1.12797664
2018-12-17 11:13:32,230 epoch 5 - iter 788/1974 - loss 1.12690821
2018-12-17 11:13:53,011 epoch 5 - iter 985/1974 - loss 1.13485043
2018-12-17 11:14:12,834 epoch 5 - iter 1182/1974 - loss 1.12950262
2018-12-17 11:14:33,173 epoch 5 - iter 1379/1974 - loss 1.13177580
2018-12-17 11:14:52,380 epoch 5 - iter 1576/1974 - loss 1.12339744
2018-12-17 11:15:13,362 epoch 5 - iter 1773/1974 - loss 1.12137054
2018-12-17 11:15:34,148 epoch 5 - iter 1970/1974 - loss 1.11898284
2018-12-17 11:15:35,608 ----------------------------------------------------------------------------------------------------
2018-12-17 11:15:35,608 EPOCH 5 done: loss 1.1186 - lr 0.1000 - bad epochs 0
2018-12-17 11:16:31,900 TEST : loss 0.79890758 - f-score 0.8406 - acc 0.8406
2018-12-17 11:16:31,904 ----------------------------------------------------------------------------------------------------
2018-12-17 11:16:32,105 epoch 6 - iter 0/1974 - loss 1.32295609
2018-12-17 11:16:52,239 epoch 6 - iter 197/1974 - loss 1.05948336
2018-12-17 11:17:12,881 epoch 6 - iter 394/1974 - loss 1.05239699
2018-12-17 11:17:33,763 epoch 6 - iter 591/1974 - loss 1.08814933
2018-12-17 11:17:54,328 epoch 6 - iter 788/1974 - loss 1.06732482
2018-12-17 11:18:15,101 epoch 6 - iter 985/1974 - loss 1.05647809
2018-12-17 11:18:35,882 epoch 6 - iter 1182/1974 - loss 1.04851051
2018-12-17 11:18:57,352 epoch 6 - iter 1379/1974 - loss 1.04703673
2018-12-17 11:19:18,761 epoch 6 - iter 1576/1974 - loss 1.04215843
2018-12-17 11:19:40,158 epoch 6 - iter 1773/1974 - loss 1.04662977
2018-12-17 11:20:00,645 epoch 6 - iter 1970/1974 - loss 1.04992119
2018-12-17 11:20:02,378 ----------------------------------------------------------------------------------------------------
2018-12-17 11:20:02,378 EPOCH 6 done: loss 1.0497 - lr 0.1000 - bad epochs 0
2018-12-17 11:20:59,384 TEST : loss 0.77061814 - f-score 0.8517 - acc 0.8517
2018-12-17 11:20:59,388 ----------------------------------------------------------------------------------------------------
2018-12-17 11:20:59,600 epoch 7 - iter 0/1974 - loss 0.74673522
2018-12-17 11:21:20,039 epoch 7 - iter 197/1974 - loss 0.97530541
2018-12-17 11:21:41,820 epoch 7 - iter 394/1974 - loss 1.00680476
2018-12-17 11:22:01,825 epoch 7 - iter 591/1974 - loss 0.99925549
2018-12-17 11:22:21,642 epoch 7 - iter 788/1974 - loss 1.00901002
2018-12-17 11:22:42,934 epoch 7 - iter 985/1974 - loss 1.00812983
2018-12-17 11:23:04,141 epoch 7 - iter 1182/1974 - loss 1.00850214
2018-12-17 11:23:23,556 epoch 7 - iter 1379/1974 - loss 1.00627108
2018-12-17 11:23:43,808 epoch 7 - iter 1576/1974 - loss 1.00277903
2018-12-17 11:24:03,656 epoch 7 - iter 1773/1974 - loss 1.00018803
2018-12-17 11:24:24,429 epoch 7 - iter 1970/1974 - loss 0.99941345
2018-12-17 11:24:25,863 ----------------------------------------------------------------------------------------------------
2018-12-17 11:24:25,863 EPOCH 7 done: loss 0.9990 - lr 0.1000 - bad epochs 0
2018-12-17 11:25:22,219 TEST : loss 0.75503433 - f-score 0.8530 - acc 0.8530
2018-12-17 11:25:22,224 ----------------------------------------------------------------------------------------------------
2018-12-17 11:25:22,449 epoch 8 - iter 0/1974 - loss 0.38727707
2018-12-17 11:25:42,554 epoch 8 - iter 197/1974 - loss 0.97584598
2018-12-17 11:26:02,861 epoch 8 - iter 394/1974 - loss 0.95552379
2018-12-17 11:26:21,984 epoch 8 - iter 591/1974 - loss 0.95273807
2018-12-17 11:26:42,723 epoch 8 - iter 788/1974 - loss 0.96883702
2018-12-17 11:27:03,030 epoch 8 - iter 985/1974 - loss 0.97708036
2018-12-17 11:27:22,940 epoch 8 - iter 1182/1974 - loss 0.96834444
2018-12-17 11:27:44,528 epoch 8 - iter 1379/1974 - loss 0.97116499
2018-12-17 11:28:04,932 epoch 8 - iter 1576/1974 - loss 0.96367588
2018-12-17 11:28:24,644 epoch 8 - iter 1773/1974 - loss 0.96358622
2018-12-17 11:28:44,264 epoch 8 - iter 1970/1974 - loss 0.96108409
2018-12-17 11:28:45,279 ----------------------------------------------------------------------------------------------------
2018-12-17 11:28:45,279 EPOCH 8 done: loss 0.9619 - lr 0.1000 - bad epochs 0
2018-12-17 11:29:41,026 TEST : loss 0.74321896 - f-score 0.8538 - acc 0.8538
2018-12-17 11:29:41,030 ----------------------------------------------------------------------------------------------------
2018-12-17 11:29:41,215 epoch 9 - iter 0/1974 - loss 1.32709336
2018-12-17 11:30:02,670 epoch 9 - iter 197/1974 - loss 0.94679546
2018-12-17 11:30:21,879 epoch 9 - iter 394/1974 - loss 0.91344106
2018-12-17 11:30:41,999 epoch 9 - iter 591/1974 - loss 0.90797759
2018-12-17 11:31:02,288 epoch 9 - iter 788/1974 - loss 0.91463110
2018-12-17 11:31:23,029 epoch 9 - iter 985/1974 - loss 0.91547648
2018-12-17 11:31:43,261 epoch 9 - iter 1182/1974 - loss 0.90973258
2018-12-17 11:32:03,982 epoch 9 - iter 1379/1974 - loss 0.90495309
2018-12-17 11:32:25,983 epoch 9 - iter 1576/1974 - loss 0.91862104
2018-12-17 11:32:46,385 epoch 9 - iter 1773/1974 - loss 0.91793946
2018-12-17 11:33:06,854 epoch 9 - iter 1970/1974 - loss 0.91757308
2018-12-17 11:33:08,428 ----------------------------------------------------------------------------------------------------
2018-12-17 11:33:08,428 EPOCH 9 done: loss 0.9182 - lr 0.1000 - bad epochs 0
2018-12-17 11:34:05,182 TEST : loss 0.70652723 - f-score 0.8623 - acc 0.8623
2018-12-17 11:34:05,198 ----------------------------------------------------------------------------------------------------
2018-12-17 11:34:05,405 epoch 10 - iter 0/1974 - loss 1.15970159
2018-12-17 11:34:26,077 epoch 10 - iter 197/1974 - loss 0.88230422
2018-12-17 11:34:47,008 epoch 10 - iter 394/1974 - loss 0.92079794
2018-12-17 11:35:08,692 epoch 10 - iter 591/1974 - loss 0.91529382
2018-12-17 11:35:28,935 epoch 10 - iter 788/1974 - loss 0.90323007
2018-12-17 11:35:50,077 epoch 10 - iter 985/1974 - loss 0.90696242
2018-12-17 11:36:10,342 epoch 10 - iter 1182/1974 - loss 0.90680103
2018-12-17 11:36:30,674 epoch 10 - iter 1379/1974 - loss 0.91225846
2018-12-17 11:36:50,456 epoch 10 - iter 1576/1974 - loss 0.90651250
2018-12-17 11:37:11,476 epoch 10 - iter 1773/1974 - loss 0.90002334
2018-12-17 11:37:32,623 epoch 10 - iter 1970/1974 - loss 0.90786724
2018-12-17 11:37:33,741 ----------------------------------------------------------------------------------------------------
2018-12-17 11:37:33,741 EPOCH 10 done: loss 0.9080 - lr 0.1000 - bad epochs 0
2018-12-17 11:38:30,450 TEST : loss 0.72154278 - f-score 0.8600 - acc 0.8600
2018-12-17 11:38:30,456 ----------------------------------------------------------------------------------------------------
2018-12-17 11:38:30,672 epoch 11 - iter 0/1974 - loss 0.62794709
2018-12-17 11:38:53,065 epoch 11 - iter 197/1974 - loss 0.85410767
2018-12-17 11:39:13,245 epoch 11 - iter 394/1974 - loss 0.83258852
2018-12-17 11:39:34,036 epoch 11 - iter 591/1974 - loss 0.83722422
2018-12-17 11:39:54,018 epoch 11 - iter 788/1974 - loss 0.84516633
2018-12-17 11:40:14,213 epoch 11 - iter 985/1974 - loss 0.85007821
2018-12-17 11:40:35,424 epoch 11 - iter 1182/1974 - loss 0.85202650
2018-12-17 11:40:56,050 epoch 11 - iter 1379/1974 - loss 0.85090956
2018-12-17 11:41:16,970 epoch 11 - iter 1576/1974 - loss 0.85556747
2018-12-17 11:41:38,269 epoch 11 - iter 1773/1974 - loss 0.85886274
2018-12-17 11:41:58,928 epoch 11 - iter 1970/1974 - loss 0.86166799
2018-12-17 11:42:00,496 ----------------------------------------------------------------------------------------------------
2018-12-17 11:42:00,496 EPOCH 11 done: loss 0.8614 - lr 0.1000 - bad epochs 0
2018-12-17 11:42:57,195 TEST : loss 0.72602755 - f-score 0.8598 - acc 0.8598
2018-12-17 11:42:57,199 ----------------------------------------------------------------------------------------------------
2018-12-17 11:42:57,390 epoch 12 - iter 0/1974 - loss 0.96684480
2018-12-17 11:43:18,483 epoch 12 - iter 197/1974 - loss 0.86692994
2018-12-17 11:43:39,860 epoch 12 - iter 394/1974 - loss 0.86371203
2018-12-17 11:44:01,556 epoch 12 - iter 591/1974 - loss 0.85327543
2018-12-17 11:44:21,572 epoch 12 - iter 788/1974 - loss 0.85229597
2018-12-17 11:44:42,530 epoch 12 - iter 985/1974 - loss 0.84515742
2018-12-17 11:45:02,122 epoch 12 - iter 1182/1974 - loss 0.84456787
2018-12-17 11:45:23,561 epoch 12 - iter 1379/1974 - loss 0.84803782
2018-12-17 11:45:43,100 epoch 12 - iter 1576/1974 - loss 0.85277974
2018-12-17 11:46:03,471 epoch 12 - iter 1773/1974 - loss 0.84886843
2018-12-17 11:46:23,311 epoch 12 - iter 1970/1974 - loss 0.85023993
2018-12-17 11:46:24,360 ----------------------------------------------------------------------------------------------------
2018-12-17 11:46:24,360 EPOCH 12 done: loss 0.8500 - lr 0.1000 - bad epochs 0
2018-12-17 11:47:27,224 TEST : loss 0.69748515 - f-score 0.8598 - acc 0.8598
2018-12-17 11:47:27,262 ----------------------------------------------------------------------------------------------------
2018-12-17 11:47:27,476 epoch 13 - iter 0/1974 - loss 1.60633671
2018-12-17 11:47:48,945 epoch 13 - iter 197/1974 - loss 0.81325254
2018-12-17 11:48:09,052 epoch 13 - iter 394/1974 - loss 0.80645835
2018-12-17 11:48:28,265 epoch 13 - iter 591/1974 - loss 0.81389383
2018-12-17 11:48:47,736 epoch 13 - iter 788/1974 - loss 0.81592414
2018-12-17 11:49:06,826 epoch 13 - iter 985/1974 - loss 0.82456724
2018-12-17 11:49:26,569 epoch 13 - iter 1182/1974 - loss 0.82499685
2018-12-17 11:49:46,679 epoch 13 - iter 1379/1974 - loss 0.82527731
2018-12-17 11:50:06,955 epoch 13 - iter 1576/1974 - loss 0.82624800
2018-12-17 11:50:28,177 epoch 13 - iter 1773/1974 - loss 0.82630577
2018-12-17 11:50:50,388 epoch 13 - iter 1970/1974 - loss 0.83089809
2018-12-17 11:50:52,251 ----------------------------------------------------------------------------------------------------
2018-12-17 11:50:52,251 EPOCH 13 done: loss 0.8309 - lr 0.1000 - bad epochs 0
2018-12-17 11:51:48,080 TEST : loss 0.71107453 - f-score 0.8620 - acc 0.8620
2018-12-17 11:51:48,114 ----------------------------------------------------------------------------------------------------
2018-12-17 11:51:48,304 epoch 14 - iter 0/1974 - loss 0.90658164
2018-12-17 11:52:08,864 epoch 14 - iter 197/1974 - loss 0.76856042
2018-12-17 11:52:28,856 epoch 14 - iter 394/1974 - loss 0.78809297
2018-12-17 11:52:47,945 epoch 14 - iter 591/1974 - loss 0.78395432
2018-12-17 11:53:07,463 epoch 14 - iter 788/1974 - loss 0.79790194
2018-12-17 11:53:27,258 epoch 14 - iter 985/1974 - loss 0.80106125
2018-12-17 11:53:47,404 epoch 14 - iter 1182/1974 - loss 0.80578659
2018-12-17 11:54:09,740 epoch 14 - iter 1379/1974 - loss 0.81498397
2018-12-17 11:54:30,147 epoch 14 - iter 1576/1974 - loss 0.82053949
2018-12-17 11:54:49,839 epoch 14 - iter 1773/1974 - loss 0.82047508
2018-12-17 11:55:09,992 epoch 14 - iter 1970/1974 - loss 0.82167060
2018-12-17 11:55:11,470 ----------------------------------------------------------------------------------------------------
2018-12-17 11:55:11,470 EPOCH 14 done: loss 0.8218 - lr 0.1000 - bad epochs 0
2018-12-17 11:56:08,015 TEST : loss 0.69239390 - f-score 0.8661 - acc 0.8661
2018-12-17 11:56:08,019 ----------------------------------------------------------------------------------------------------
2018-12-17 11:56:08,295 epoch 15 - iter 0/1974 - loss 1.17230177
2018-12-17 11:56:29,569 epoch 15 - iter 197/1974 - loss 0.79323576
2018-12-17 11:56:50,645 epoch 15 - iter 394/1974 - loss 0.77911875
2018-12-17 11:57:10,357 epoch 15 - iter 591/1974 - loss 0.76575752
2018-12-17 11:57:30,808 epoch 15 - iter 788/1974 - loss 0.78074614
2018-12-17 11:57:50,352 epoch 15 - iter 985/1974 - loss 0.78769214
2018-12-17 11:58:11,938 epoch 15 - iter 1182/1974 - loss 0.79671477
2018-12-17 11:58:32,895 epoch 15 - iter 1379/1974 - loss 0.79638536
2018-12-17 11:58:53,146 epoch 15 - iter 1576/1974 - loss 0.79793006
2018-12-17 11:59:13,515 epoch 15 - iter 1773/1974 - loss 0.80284624
2018-12-17 11:59:34,907 epoch 15 - iter 1970/1974 - loss 0.80498330
2018-12-17 11:59:36,280 ----------------------------------------------------------------------------------------------------
2018-12-17 11:59:36,280 EPOCH 15 done: loss 0.8055 - lr 0.1000 - bad epochs 0
2018-12-17 12:00:32,945 TEST : loss 0.67958909 - f-score 0.8672 - acc 0.8672
2018-12-17 12:00:32,979 ----------------------------------------------------------------------------------------------------
2018-12-17 12:00:33,183 epoch 16 - iter 0/1974 - loss 0.71808362
2018-12-17 12:00:55,293 epoch 16 - iter 197/1974 - loss 0.74943112
2018-12-17 12:01:15,252 epoch 16 - iter 394/1974 - loss 0.74422528
2018-12-17 12:01:35,092 epoch 16 - iter 591/1974 - loss 0.74495252
2018-12-17 12:01:56,139 epoch 16 - iter 788/1974 - loss 0.75374459
2018-12-17 12:02:15,623 epoch 16 - iter 985/1974 - loss 0.75658169
2018-12-17 12:02:35,204 epoch 16 - iter 1182/1974 - loss 0.76017212
2018-12-17 12:02:54,879 epoch 16 - iter 1379/1974 - loss 0.76520251
2018-12-17 12:03:14,957 epoch 16 - iter 1576/1974 - loss 0.76459291
2018-12-17 12:03:36,479 epoch 16 - iter 1773/1974 - loss 0.77401831
2018-12-17 12:03:56,265 epoch 16 - iter 1970/1974 - loss 0.77924654
2018-12-17 12:03:57,521 ----------------------------------------------------------------------------------------------------
2018-12-17 12:03:57,521 EPOCH 16 done: loss 0.7795 - lr 0.1000 - bad epochs 0
2018-12-17 12:04:53,672 TEST : loss 0.70269960 - f-score 0.8664 - acc 0.8663
2018-12-17 12:04:53,686 ----------------------------------------------------------------------------------------------------
2018-12-17 12:04:53,903 epoch 17 - iter 0/1974 - loss 1.41780448
2018-12-17 12:05:16,186 epoch 17 - iter 197/1974 - loss 0.78059116
2018-12-17 12:05:36,216 epoch 17 - iter 394/1974 - loss 0.79065373
2018-12-17 12:05:55,575 epoch 17 - iter 591/1974 - loss 0.78392386
2018-12-17 12:06:16,210 epoch 17 - iter 788/1974 - loss 0.78110934
2018-12-17 12:06:36,577 epoch 17 - iter 985/1974 - loss 0.77221815
2018-12-17 12:06:56,462 epoch 17 - iter 1182/1974 - loss 0.77426225
2018-12-17 12:07:15,578 epoch 17 - iter 1379/1974 - loss 0.77940780
2018-12-17 12:07:35,504 epoch 17 - iter 1576/1974 - loss 0.78462101
2018-12-17 12:07:55,194 epoch 17 - iter 1773/1974 - loss 0.78537481
2018-12-17 12:08:15,791 epoch 17 - iter 1970/1974 - loss 0.78486812
2018-12-17 12:08:17,060 ----------------------------------------------------------------------------------------------------
2018-12-17 12:08:17,061 EPOCH 17 done: loss 0.7849 - lr 0.1000 - bad epochs 0
2018-12-17 12:09:13,181 TEST : loss 0.69970620 - f-score 0.8697 - acc 0.8697
2018-12-17 12:09:13,190 ----------------------------------------------------------------------------------------------------
2018-12-17 12:09:13,373 epoch 18 - iter 0/1974 - loss 0.50946039
2018-12-17 12:09:33,488 epoch 18 - iter 197/1974 - loss 0.68804086
2018-12-17 12:09:52,720 epoch 18 - iter 394/1974 - loss 0.71427766
2018-12-17 12:10:15,133 epoch 18 - iter 591/1974 - loss 0.74448461
2018-12-17 12:10:35,205 epoch 18 - iter 788/1974 - loss 0.75362102
2018-12-17 12:10:55,263 epoch 18 - iter 985/1974 - loss 0.75157447
2018-12-17 12:11:15,887 epoch 18 - iter 1182/1974 - loss 0.76181843
2018-12-17 12:11:35,586 epoch 18 - iter 1379/1974 - loss 0.76107478
2018-12-17 12:11:54,801 epoch 18 - iter 1576/1974 - loss 0.76374189
2018-12-17 12:12:15,013 epoch 18 - iter 1773/1974 - loss 0.76006069
2018-12-17 12:12:36,070 epoch 18 - iter 1970/1974 - loss 0.76400901
2018-12-17 12:12:37,386 ----------------------------------------------------------------------------------------------------
2018-12-17 12:12:37,387 EPOCH 18 done: loss 0.7638 - lr 0.1000 - bad epochs 1
2018-12-17 12:13:34,254 TEST : loss 0.70755386 - f-score 0.8666 - acc 0.8666
2018-12-17 12:13:34,258 ----------------------------------------------------------------------------------------------------
2018-12-17 12:13:34,457 epoch 19 - iter 0/1974 - loss 0.58335090
2018-12-17 12:13:54,671 epoch 19 - iter 197/1974 - loss 0.75396798
2018-12-17 12:14:15,211 epoch 19 - iter 394/1974 - loss 0.73999289
2018-12-17 12:14:35,604 epoch 19 - iter 591/1974 - loss 0.75506248
2018-12-17 12:14:55,342 epoch 19 - iter 788/1974 - loss 0.74931270
2018-12-17 12:15:14,833 epoch 19 - iter 985/1974 - loss 0.74675195
2018-12-17 12:15:34,529 epoch 19 - iter 1182/1974 - loss 0.74249281
2018-12-17 12:15:54,331 epoch 19 - iter 1379/1974 - loss 0.74955825
2018-12-17 12:16:15,015 epoch 19 - iter 1576/1974 - loss 0.75034418
2018-12-17 12:16:36,760 epoch 19 - iter 1773/1974 - loss 0.76016501
2018-12-17 12:16:56,772 epoch 19 - iter 1970/1974 - loss 0.75805474
2018-12-17 12:16:58,195 ----------------------------------------------------------------------------------------------------
2018-12-17 12:16:58,195 EPOCH 19 done: loss 0.7585 - lr 0.1000 - bad epochs 0
2018-12-17 12:17:54,580 TEST : loss 0.67628092 - f-score 0.8717 - acc 0.8716
2018-12-17 12:17:54,584 ----------------------------------------------------------------------------------------------------
2018-12-17 12:17:54,792 epoch 20 - iter 0/1974 - loss 0.76997316
2018-12-17 12:18:15,395 epoch 20 - iter 197/1974 - loss 0.70451223
2018-12-17 12:18:35,482 epoch 20 - iter 394/1974 - loss 0.71009926
2018-12-17 12:18:55,403 epoch 20 - iter 591/1974 - loss 0.72225805
2018-12-17 12:19:15,751 epoch 20 - iter 788/1974 - loss 0.73340533
2018-12-17 12:19:37,045 epoch 20 - iter 985/1974 - loss 0.74163442
2018-12-17 12:19:56,859 epoch 20 - iter 1182/1974 - loss 0.74082273
2018-12-17 12:20:17,110 epoch 20 - iter 1379/1974 - loss 0.74061120
2018-12-17 12:20:37,355 epoch 20 - iter 1576/1974 - loss 0.74278926
2018-12-17 12:20:56,403 epoch 20 - iter 1773/1974 - loss 0.74205183
2018-12-17 12:21:16,283 epoch 20 - iter 1970/1974 - loss 0.74321558
2018-12-17 12:21:17,787 ----------------------------------------------------------------------------------------------------
2018-12-17 12:21:17,788 EPOCH 20 done: loss 0.7436 - lr 0.1000 - bad epochs 0
2018-12-17 12:22:14,714 TEST : loss 0.69138867 - f-score 0.8694 - acc 0.8694
2018-12-17 12:22:14,719 ----------------------------------------------------------------------------------------------------
2018-12-17 12:22:14,943 epoch 21 - iter 0/1974 - loss 0.34220451
2018-12-17 12:22:35,777 epoch 21 - iter 197/1974 - loss 0.68611838
2018-12-17 12:22:55,958 epoch 21 - iter 394/1974 - loss 0.70834866
2018-12-17 12:23:17,530 epoch 21 - iter 591/1974 - loss 0.71210284
2018-12-17 12:23:37,455 epoch 21 - iter 788/1974 - loss 0.71770360
2018-12-17 12:23:58,413 epoch 21 - iter 985/1974 - loss 0.72160566
2018-12-17 12:24:18,518 epoch 21 - iter 1182/1974 - loss 0.72400418
2018-12-17 12:24:38,129 epoch 21 - iter 1379/1974 - loss 0.72237600
2018-12-17 12:24:58,759 epoch 21 - iter 1576/1974 - loss 0.72301648
2018-12-17 12:25:19,283 epoch 21 - iter 1773/1974 - loss 0.72763677
2018-12-17 12:25:39,675 epoch 21 - iter 1970/1974 - loss 0.73199341
2018-12-17 12:25:40,963 ----------------------------------------------------------------------------------------------------
2018-12-17 12:25:40,963 EPOCH 21 done: loss 0.7319 - lr 0.1000 - bad epochs 0
2018-12-17 12:26:37,716 TEST : loss 0.68626982 - f-score 0.8729 - acc 0.8728
2018-12-17 12:26:37,719 ----------------------------------------------------------------------------------------------------
2018-12-17 12:26:37,923 epoch 22 - iter 0/1974 - loss 0.63260007
2018-12-17 12:26:58,233 epoch 22 - iter 197/1974 - loss 0.65972294
2018-12-17 12:27:18,209 epoch 22 - iter 394/1974 - loss 0.66724801
2018-12-17 12:27:38,802 epoch 22 - iter 591/1974 - loss 0.67461822
2018-12-17 12:27:58,725 epoch 22 - iter 788/1974 - loss 0.67566994
2018-12-17 12:28:18,087 epoch 22 - iter 985/1974 - loss 0.68795909
2018-12-17 12:28:39,110 epoch 22 - iter 1182/1974 - loss 0.69640908
2018-12-17 12:28:59,972 epoch 22 - iter 1379/1974 - loss 0.70367592
2018-12-17 12:29:19,675 epoch 22 - iter 1576/1974 - loss 0.70486697
2018-12-17 12:29:39,490 epoch 22 - iter 1773/1974 - loss 0.70907958
2018-12-17 12:29:59,644 epoch 22 - iter 1970/1974 - loss 0.71077333
2018-12-17 12:30:01,033 ----------------------------------------------------------------------------------------------------
2018-12-17 12:30:01,033 EPOCH 22 done: loss 0.7107 - lr 0.1000 - bad epochs 0
2018-12-17 12:30:57,733 TEST : loss 0.69941515 - f-score 0.8630 - acc 0.8630
2018-12-17 12:30:57,744 ----------------------------------------------------------------------------------------------------
2018-12-17 12:30:57,957 epoch 23 - iter 0/1974 - loss 0.94281548
2018-12-17 12:31:19,331 epoch 23 - iter 197/1974 - loss 0.72057459
2018-12-17 12:31:39,462 epoch 23 - iter 394/1974 - loss 0.68625523
2018-12-17 12:31:59,066 epoch 23 - iter 591/1974 - loss 0.68205500
2018-12-17 12:32:20,281 epoch 23 - iter 788/1974 - loss 0.69517760
2018-12-17 12:32:39,843 epoch 23 - iter 985/1974 - loss 0.70409439
2018-12-17 12:33:00,099 epoch 23 - iter 1182/1974 - loss 0.70962752
2018-12-17 12:33:20,437 epoch 23 - iter 1379/1974 - loss 0.71094425
2018-12-17 12:33:40,640 epoch 23 - iter 1576/1974 - loss 0.71621487
2018-12-17 12:33:59,743 epoch 23 - iter 1773/1974 - loss 0.71492542
2018-12-17 12:34:19,216 epoch 23 - iter 1970/1974 - loss 0.71737622
2018-12-17 12:34:20,378 ----------------------------------------------------------------------------------------------------
2018-12-17 12:34:20,378 EPOCH 23 done: loss 0.7171 - lr 0.1000 - bad epochs 0
2018-12-17 12:35:17,006 TEST : loss 0.69902402 - f-score 0.8707 - acc 0.8707
2018-12-17 12:35:17,010 ----------------------------------------------------------------------------------------------------
2018-12-17 12:35:17,184 epoch 24 - iter 0/1974 - loss 0.24617752
2018-12-17 12:35:37,147 epoch 24 - iter 197/1974 - loss 0.64425235
2018-12-17 12:35:58,161 epoch 24 - iter 394/1974 - loss 0.66829441
2018-12-17 12:36:18,899 epoch 24 - iter 591/1974 - loss 0.67427275
2018-12-17 12:36:38,717 epoch 24 - iter 788/1974 - loss 0.68004948
2018-12-17 12:37:00,213 epoch 24 - iter 985/1974 - loss 0.69614316
2018-12-17 12:37:20,655 epoch 24 - iter 1182/1974 - loss 0.70026960
2018-12-17 12:37:41,184 epoch 24 - iter 1379/1974 - loss 0.70262733
2018-12-17 12:38:01,721 epoch 24 - iter 1576/1974 - loss 0.70457843
2018-12-17 12:38:22,350 epoch 24 - iter 1773/1974 - loss 0.70341307
2018-12-17 12:38:42,431 epoch 24 - iter 1970/1974 - loss 0.70092650
2018-12-17 12:38:43,701 ----------------------------------------------------------------------------------------------------
2018-12-17 12:38:43,702 EPOCH 24 done: loss 0.7010 - lr 0.1000 - bad epochs 1
2018-12-17 12:39:40,250 TEST : loss 0.68652380 - f-score 0.8701 - acc 0.8701
2018-12-17 12:39:40,255 ----------------------------------------------------------------------------------------------------
2018-12-17 12:39:40,455 epoch 25 - iter 0/1974 - loss 0.98914015
2018-12-17 12:40:01,631 epoch 25 - iter 197/1974 - loss 0.70187478
2018-12-17 12:40:22,134 epoch 25 - iter 394/1974 - loss 0.69537942
2018-12-17 12:40:42,156 epoch 25 - iter 591/1974 - loss 0.69611016
2018-12-17 12:41:02,258 epoch 25 - iter 788/1974 - loss 0.70013248
2018-12-17 12:41:23,068 epoch 25 - iter 985/1974 - loss 0.69425633
2018-12-17 12:41:42,969 epoch 25 - iter 1182/1974 - loss 0.68372058
2018-12-17 12:42:02,957 epoch 25 - iter 1379/1974 - loss 0.68574203
2018-12-17 12:42:24,228 epoch 25 - iter 1576/1974 - loss 0.69237196
2018-12-17 12:42:43,211 epoch 25 - iter 1773/1974 - loss 0.69459666
2018-12-17 12:43:03,295 epoch 25 - iter 1970/1974 - loss 0.69894102
2018-12-17 12:43:04,523 ----------------------------------------------------------------------------------------------------
2018-12-17 12:43:04,523 EPOCH 25 done: loss 0.6989 - lr 0.1000 - bad epochs 0
2018-12-17 12:44:00,568 TEST : loss 0.67937768 - f-score 0.8710 - acc 0.8710
2018-12-17 12:44:00,572 ----------------------------------------------------------------------------------------------------
2018-12-17 12:44:00,762 epoch 26 - iter 0/1974 - loss 0.32786232
2018-12-17 12:44:20,951 epoch 26 - iter 197/1974 - loss 0.66730127
2018-12-17 12:44:40,369 epoch 26 - iter 394/1974 - loss 0.65637872
2018-12-17 12:45:00,136 epoch 26 - iter 591/1974 - loss 0.66633403
2018-12-17 12:45:20,041 epoch 26 - iter 788/1974 - loss 0.67523363
2018-12-17 12:45:41,112 epoch 26 - iter 985/1974 - loss 0.68165681
2018-12-17 12:46:01,325 epoch 26 - iter 1182/1974 - loss 0.68094989
2018-12-17 12:46:20,666 epoch 26 - iter 1379/1974 - loss 0.68394195
2018-12-17 12:46:41,114 epoch 26 - iter 1576/1974 - loss 0.69013300
2018-12-17 12:47:01,437 epoch 26 - iter 1773/1974 - loss 0.69759473
2018-12-17 12:47:23,018 epoch 26 - iter 1970/1974 - loss 0.69486703
2018-12-17 12:47:24,504 ----------------------------------------------------------------------------------------------------
2018-12-17 12:47:24,504 EPOCH 26 done: loss 0.6952 - lr 0.1000 - bad epochs 0
2018-12-17 12:48:21,040 TEST : loss 0.72731000 - f-score 0.8696 - acc 0.8696
2018-12-17 12:48:21,046 ----------------------------------------------------------------------------------------------------
2018-12-17 12:48:21,250 epoch 27 - iter 0/1974 - loss 1.11115599
2018-12-17 12:48:42,385 epoch 27 - iter 197/1974 - loss 0.67708526
2018-12-17 12:49:02,003 epoch 27 - iter 394/1974 - loss 0.67402312
2018-12-17 12:49:22,251 epoch 27 - iter 591/1974 - loss 0.67206743
2018-12-17 12:49:42,649 epoch 27 - iter 788/1974 - loss 0.67394467
2018-12-17 12:50:03,092 epoch 27 - iter 985/1974 - loss 0.67170118
2018-12-17 12:50:24,101 epoch 27 - iter 1182/1974 - loss 0.68211723
2018-12-17 12:50:45,568 epoch 27 - iter 1379/1974 - loss 0.68277698
2018-12-17 12:51:04,613 epoch 27 - iter 1576/1974 - loss 0.68058897
2018-12-17 12:51:25,495 epoch 27 - iter 1773/1974 - loss 0.68298722
2018-12-17 12:51:45,521 epoch 27 - iter 1970/1974 - loss 0.68225046
2018-12-17 12:51:46,965 ----------------------------------------------------------------------------------------------------
2018-12-17 12:51:46,965 EPOCH 27 done: loss 0.6823 - lr 0.1000 - bad epochs 0
2018-12-17 12:52:43,631 TEST : loss 0.71445447 - f-score 0.8704 - acc 0.8704
2018-12-17 12:52:43,647 ----------------------------------------------------------------------------------------------------
2018-12-17 12:52:43,868 epoch 28 - iter 0/1974 - loss 0.41887724
2018-12-17 12:53:04,113 epoch 28 - iter 197/1974 - loss 0.65271203
2018-12-17 12:53:24,434 epoch 28 - iter 394/1974 - loss 0.66057572
2018-12-17 12:53:44,348 epoch 28 - iter 591/1974 - loss 0.66095940
2018-12-17 12:54:05,358 epoch 28 - iter 788/1974 - loss 0.66780986
2018-12-17 12:54:25,380 epoch 28 - iter 985/1974 - loss 0.67001780
2018-12-17 12:54:46,389 epoch 28 - iter 1182/1974 - loss 0.67571317
2018-12-17 12:55:06,930 epoch 28 - iter 1379/1974 - loss 0.68256303
2018-12-17 12:55:27,195 epoch 28 - iter 1576/1974 - loss 0.68269981
2018-12-17 12:55:47,859 epoch 28 - iter 1773/1974 - loss 0.68128445
2018-12-17 12:56:09,251 epoch 28 - iter 1970/1974 - loss 0.68347596
2018-12-17 12:56:10,616 ----------------------------------------------------------------------------------------------------
2018-12-17 12:56:10,617 EPOCH 28 done: loss 0.6838 - lr 0.1000 - bad epochs 0
2018-12-17 12:57:07,266 TEST : loss 0.69868481 - f-score 0.8717 - acc 0.8717
2018-12-17 12:57:07,278 ----------------------------------------------------------------------------------------------------
2018-12-17 12:57:07,486 epoch 29 - iter 0/1974 - loss 0.76309431
2018-12-17 12:57:29,616 epoch 29 - iter 197/1974 - loss 0.69031808
2018-12-17 12:57:49,359 epoch 29 - iter 394/1974 - loss 0.66446458
2018-12-17 12:58:08,931 epoch 29 - iter 591/1974 - loss 0.67128682
2018-12-17 12:58:28,621 epoch 29 - iter 788/1974 - loss 0.66411424
2018-12-17 12:58:48,327 epoch 29 - iter 985/1974 - loss 0.66626954
2018-12-17 12:59:07,697 epoch 29 - iter 1182/1974 - loss 0.66746765
2018-12-17 12:59:28,239 epoch 29 - iter 1379/1974 - loss 0.66806696
2018-12-17 12:59:47,831 epoch 29 - iter 1576/1974 - loss 0.67124652
2018-12-17 13:00:07,545 epoch 29 - iter 1773/1974 - loss 0.67102443
2018-12-17 13:00:27,404 epoch 29 - iter 1970/1974 - loss 0.67146906
2018-12-17 13:00:28,673 ----------------------------------------------------------------------------------------------------
2018-12-17 13:00:28,673 EPOCH 29 done: loss 0.6717 - lr 0.1000 - bad epochs 1
2018-12-17 13:01:31,600 TEST : loss 0.72299492 - f-score 0.8698 - acc 0.8698
2018-12-17 13:01:31,604 ----------------------------------------------------------------------------------------------------
2018-12-17 13:01:31,773 epoch 30 - iter 0/1974 - loss 0.66973466
2018-12-17 13:01:52,197 epoch 30 - iter 197/1974 - loss 0.62474891
2018-12-17 13:02:13,250 epoch 30 - iter 394/1974 - loss 0.64438099
2018-12-17 13:02:32,874 epoch 30 - iter 591/1974 - loss 0.64654002
2018-12-17 13:02:52,491 epoch 30 - iter 788/1974 - loss 0.64761782
2018-12-17 13:03:12,133 epoch 30 - iter 985/1974 - loss 0.65265312
2018-12-17 13:03:31,756 epoch 30 - iter 1182/1974 - loss 0.65350638
2018-12-17 13:03:51,790 epoch 30 - iter 1379/1974 - loss 0.65493356
2018-12-17 13:04:10,953 epoch 30 - iter 1576/1974 - loss 0.65802704
2018-12-17 13:04:31,277 epoch 30 - iter 1773/1974 - loss 0.66109059
2018-12-17 13:04:51,373 epoch 30 - iter 1970/1974 - loss 0.66329322
2018-12-17 13:04:52,504 ----------------------------------------------------------------------------------------------------
2018-12-17 13:04:52,504 EPOCH 30 done: loss 0.6635 - lr 0.1000 - bad epochs 0
2018-12-17 13:05:47,494 TEST : loss 0.71948636 - f-score 0.8697 - acc 0.8697
2018-12-17 13:05:47,498 ----------------------------------------------------------------------------------------------------
2018-12-17 13:05:47,691 epoch 31 - iter 0/1974 - loss 0.63986868
2018-12-17 13:06:08,267 epoch 31 - iter 197/1974 - loss 0.61479147
2018-12-17 13:06:28,243 epoch 31 - iter 394/1974 - loss 0.63868626
2018-12-17 13:06:48,680 epoch 31 - iter 591/1974 - loss 0.64456837
2018-12-17 13:07:08,603 epoch 31 - iter 788/1974 - loss 0.63231099
2018-12-17 13:07:28,456 epoch 31 - iter 985/1974 - loss 0.64693304
2018-12-17 13:07:49,948 epoch 31 - iter 1182/1974 - loss 0.65536568
2018-12-17 13:08:10,386 epoch 31 - iter 1379/1974 - loss 0.65686996
2018-12-17 13:08:29,988 epoch 31 - iter 1576/1974 - loss 0.65639827
2018-12-17 13:08:49,281 epoch 31 - iter 1773/1974 - loss 0.66098757
2018-12-17 13:09:08,662 epoch 31 - iter 1970/1974 - loss 0.66308199
2018-12-17 13:09:10,028 ----------------------------------------------------------------------------------------------------
2018-12-17 13:09:10,028 EPOCH 31 done: loss 0.6633 - lr 0.1000 - bad epochs 0
2018-12-17 13:10:06,060 TEST : loss 0.73364586 - f-score 0.8690 - acc 0.8690
2018-12-17 13:10:06,066 ----------------------------------------------------------------------------------------------------
2018-12-17 13:10:06,258 epoch 32 - iter 0/1974 - loss 0.20803022
2018-12-17 13:10:27,333 epoch 32 - iter 197/1974 - loss 0.61725000
2018-12-17 13:10:47,306 epoch 32 - iter 394/1974 - loss 0.61097859
2018-12-17 13:11:07,889 epoch 32 - iter 591/1974 - loss 0.61957682
2018-12-17 13:11:27,642 epoch 32 - iter 788/1974 - loss 0.62177024
2018-12-17 13:11:47,873 epoch 32 - iter 985/1974 - loss 0.62869968
2018-12-17 13:12:09,055 epoch 32 - iter 1182/1974 - loss 0.63425416
2018-12-17 13:12:29,447 epoch 32 - iter 1379/1974 - loss 0.64603896
2018-12-17 13:12:48,974 epoch 32 - iter 1576/1974 - loss 0.64937407
2018-12-17 13:13:08,683 epoch 32 - iter 1773/1974 - loss 0.65428898
2018-12-17 13:13:29,168 epoch 32 - iter 1970/1974 - loss 0.66007696
2018-12-17 13:13:30,548 ----------------------------------------------------------------------------------------------------
2018-12-17 13:13:30,548 EPOCH 32 done: loss 0.6602 - lr 0.1000 - bad epochs 0
2018-12-17 13:14:26,066 TEST : loss 0.67921144 - f-score 0.8722 - acc 0.8722
2018-12-17 13:14:26,070 ----------------------------------------------------------------------------------------------------
2018-12-17 13:14:26,275 epoch 33 - iter 0/1974 - loss 0.82712638
2018-12-17 13:14:46,298 epoch 33 - iter 197/1974 - loss 0.65727544
2018-12-17 13:15:07,036 epoch 33 - iter 394/1974 - loss 0.62702440
2018-12-17 13:15:26,907 epoch 33 - iter 591/1974 - loss 0.62292080
2018-12-17 13:15:46,356 epoch 33 - iter 788/1974 - loss 0.62387399
2018-12-17 13:16:08,017 epoch 33 - iter 985/1974 - loss 0.63142116
2018-12-17 13:16:28,148 epoch 33 - iter 1182/1974 - loss 0.63341005
2018-12-17 13:16:47,208 epoch 33 - iter 1379/1974 - loss 0.64159742
2018-12-17 13:17:07,176 epoch 33 - iter 1576/1974 - loss 0.64058280
2018-12-17 13:17:27,006 epoch 33 - iter 1773/1974 - loss 0.64722624
2018-12-17 13:17:47,111 epoch 33 - iter 1970/1974 - loss 0.65421972
2018-12-17 13:17:48,029 ----------------------------------------------------------------------------------------------------
2018-12-17 13:17:48,029 EPOCH 33 done: loss 0.6540 - lr 0.1000 - bad epochs 0
2018-12-17 13:18:44,291 TEST : loss 0.69098866 - f-score 0.8708 - acc 0.8707
2018-12-17 13:18:44,295 ----------------------------------------------------------------------------------------------------
2018-12-17 13:18:44,476 epoch 34 - iter 0/1974 - loss 0.95671999
2018-12-17 13:19:04,516 epoch 34 - iter 197/1974 - loss 0.62342956
2018-12-17 13:19:24,788 epoch 34 - iter 394/1974 - loss 0.62572470
2018-12-17 13:19:44,511 epoch 34 - iter 591/1974 - loss 0.61392893
2018-12-17 13:20:04,083 epoch 34 - iter 788/1974 - loss 0.61321846
2018-12-17 13:20:26,040 epoch 34 - iter 985/1974 - loss 0.62616746
2018-12-17 13:20:46,176 epoch 34 - iter 1182/1974 - loss 0.62936538
2018-12-17 13:21:06,164 epoch 34 - iter 1379/1974 - loss 0.63097645
2018-12-17 13:21:25,834 epoch 34 - iter 1576/1974 - loss 0.63578830
2018-12-17 13:21:45,035 epoch 34 - iter 1773/1974 - loss 0.63931660
2018-12-17 13:22:04,857 epoch 34 - iter 1970/1974 - loss 0.64011796
2018-12-17 13:22:05,729 ----------------------------------------------------------------------------------------------------
2018-12-17 13:22:05,729 EPOCH 34 done: loss 0.6406 - lr 0.1000 - bad epochs 0
2018-12-17 13:23:01,857 TEST : loss 0.69746548 - f-score 0.8736 - acc 0.8736
2018-12-17 13:23:01,878 ----------------------------------------------------------------------------------------------------
2018-12-17 13:23:02,077 epoch 35 - iter 0/1974 - loss 0.61413276
2018-12-17 13:23:21,805 epoch 35 - iter 197/1974 - loss 0.61098433
2018-12-17 13:23:42,133 epoch 35 - iter 394/1974 - loss 0.63584845
2018-12-17 13:24:02,904 epoch 35 - iter 591/1974 - loss 0.62132622
2018-12-17 13:24:22,612 epoch 35 - iter 788/1974 - loss 0.63414515
2018-12-17 13:24:43,816 epoch 35 - iter 985/1974 - loss 0.64112869
2018-12-17 13:25:03,827 epoch 35 - iter 1182/1974 - loss 0.64237938
2018-12-17 13:25:23,522 epoch 35 - iter 1379/1974 - loss 0.64180698
2018-12-17 13:25:43,122 epoch 35 - iter 1576/1974 - loss 0.64027256
2018-12-17 13:26:03,398 epoch 35 - iter 1773/1974 - loss 0.64026217
2018-12-17 13:26:23,166 epoch 35 - iter 1970/1974 - loss 0.64237518
2018-12-17 13:26:24,671 ----------------------------------------------------------------------------------------------------
2018-12-17 13:26:24,671 EPOCH 35 done: loss 0.6425 - lr 0.1000 - bad epochs 0
2018-12-17 13:27:21,366 TEST : loss 0.70215589 - f-score 0.8729 - acc 0.8729
2018-12-17 13:27:21,371 ----------------------------------------------------------------------------------------------------
2018-12-17 13:27:21,570 epoch 36 - iter 0/1974 - loss 0.57235026
2018-12-17 13:27:41,823 epoch 36 - iter 197/1974 - loss 0.59727967
2018-12-17 13:28:02,261 epoch 36 - iter 394/1974 - loss 0.60452045
2018-12-17 13:28:23,326 epoch 36 - iter 591/1974 - loss 0.61036922
2018-12-17 13:28:43,473 epoch 36 - iter 788/1974 - loss 0.61671985
2018-12-17 13:29:03,680 epoch 36 - iter 985/1974 - loss 0.62560125
2018-12-17 13:29:24,174 epoch 36 - iter 1182/1974 - loss 0.63456278
2018-12-17 13:29:44,059 epoch 36 - iter 1379/1974 - loss 0.63301353
2018-12-17 13:30:05,190 epoch 36 - iter 1576/1974 - loss 0.63353732
2018-12-17 13:30:27,401 epoch 36 - iter 1773/1974 - loss 0.64091291
2018-12-17 13:30:47,961 epoch 36 - iter 1970/1974 - loss 0.64157623
2018-12-17 13:30:49,333 ----------------------------------------------------------------------------------------------------
2018-12-17 13:30:49,333 EPOCH 36 done: loss 0.6415 - lr 0.1000 - bad epochs 1
2018-12-17 13:31:45,950 TEST : loss 0.71927416 - f-score 0.8715 - acc 0.8715
2018-12-17 13:31:45,956 ----------------------------------------------------------------------------------------------------
2018-12-17 13:31:46,162 epoch 37 - iter 0/1974 - loss 0.37934750
2018-12-17 13:32:06,361 epoch 37 - iter 197/1974 - loss 0.58274446
2018-12-17 13:32:27,191 epoch 37 - iter 394/1974 - loss 0.63615624
2018-12-17 13:32:48,399 epoch 37 - iter 591/1974 - loss 0.63544609
2018-12-17 13:33:07,595 epoch 37 - iter 788/1974 - loss 0.63100709
2018-12-17 13:33:28,312 epoch 37 - iter 985/1974 - loss 0.63225325
2018-12-17 13:33:48,104 epoch 37 - iter 1182/1974 - loss 0.63193937
2018-12-17 13:34:08,001 epoch 37 - iter 1379/1974 - loss 0.63227137
2018-12-17 13:34:30,766 epoch 37 - iter 1576/1974 - loss 0.63633612
2018-12-17 13:34:51,502 epoch 37 - iter 1773/1974 - loss 0.63611042
2018-12-17 13:35:11,496 epoch 37 - iter 1970/1974 - loss 0.63516792
2018-12-17 13:35:12,815 ----------------------------------------------------------------------------------------------------
2018-12-17 13:35:12,816 EPOCH 37 done: loss 0.6350 - lr 0.1000 - bad epochs 2
2018-12-17 13:36:09,430 TEST : loss 0.71438050 - f-score 0.8739 - acc 0.8739
2018-12-17 13:36:09,436 ----------------------------------------------------------------------------------------------------
2018-12-17 13:36:09,640 epoch 38 - iter 0/1974 - loss 0.60972416
2018-12-17 13:36:29,851 epoch 38 - iter 197/1974 - loss 0.62288285
2018-12-17 13:36:50,286 epoch 38 - iter 394/1974 - loss 0.62647585
2018-12-17 13:37:11,531 epoch 38 - iter 591/1974 - loss 0.62134648
2018-12-17 13:37:34,421 epoch 38 - iter 788/1974 - loss 0.62607532
2018-12-17 13:37:54,929 epoch 38 - iter 985/1974 - loss 0.63160950
2018-12-17 13:38:14,625 epoch 38 - iter 1182/1974 - loss 0.63081104
2018-12-17 13:38:35,212 epoch 38 - iter 1379/1974 - loss 0.62588690
2018-12-17 13:38:57,241 epoch 38 - iter 1576/1974 - loss 0.63044068
2018-12-17 13:39:17,762 epoch 38 - iter 1773/1974 - loss 0.63250487
2018-12-17 13:39:38,181 epoch 38 - iter 1970/1974 - loss 0.63160119
2018-12-17 13:39:39,802 ----------------------------------------------------------------------------------------------------
2018-12-17 13:39:39,802 EPOCH 38 done: loss 0.6318 - lr 0.1000 - bad epochs 0
2018-12-17 13:40:36,624 TEST : loss 0.70159769 - f-score 0.8752 - acc 0.8752
2018-12-17 13:40:36,629 ----------------------------------------------------------------------------------------------------
2018-12-17 13:40:36,829 epoch 39 - iter 0/1974 - loss 0.24836168
2018-12-17 13:40:57,051 epoch 39 - iter 197/1974 - loss 0.60781628
2018-12-17 13:41:16,566 epoch 39 - iter 394/1974 - loss 0.60281674
2018-12-17 13:41:37,010 epoch 39 - iter 591/1974 - loss 0.60183675
2018-12-17 13:41:57,223 epoch 39 - iter 788/1974 - loss 0.60602944
2018-12-17 13:42:17,591 epoch 39 - iter 985/1974 - loss 0.60761504
2018-12-17 13:42:37,182 epoch 39 - iter 1182/1974 - loss 0.61247895
2018-12-17 13:42:57,140 epoch 39 - iter 1379/1974 - loss 0.61405112
2018-12-17 13:43:18,579 epoch 39 - iter 1576/1974 - loss 0.62616416
2018-12-17 13:43:38,111 epoch 39 - iter 1773/1974 - loss 0.62618764
2018-12-17 13:43:57,826 epoch 39 - iter 1970/1974 - loss 0.63000413
2018-12-17 13:43:59,070 ----------------------------------------------------------------------------------------------------
2018-12-17 13:43:59,071 EPOCH 39 done: loss 0.6304 - lr 0.1000 - bad epochs 0
2018-12-17 13:44:55,598 TEST : loss 0.74715871 - f-score 0.8714 - acc 0.8714
2018-12-17 13:44:55,606 ----------------------------------------------------------------------------------------------------
2018-12-17 13:44:55,822 epoch 40 - iter 0/1974 - loss 0.46922839
2018-12-17 13:45:15,814 epoch 40 - iter 197/1974 - loss 0.61529708
2018-12-17 13:45:35,489 epoch 40 - iter 394/1974 - loss 0.60324562
2018-12-17 13:45:54,763 epoch 40 - iter 591/1974 - loss 0.62079221
2018-12-17 13:46:15,078 epoch 40 - iter 788/1974 - loss 0.62645487
2018-12-17 13:46:34,454 epoch 40 - iter 985/1974 - loss 0.62907053
2018-12-17 13:46:54,192 epoch 40 - iter 1182/1974 - loss 0.62249341
2018-12-17 13:47:13,554 epoch 40 - iter 1379/1974 - loss 0.62179326
2018-12-17 13:47:34,139 epoch 40 - iter 1576/1974 - loss 0.62447333
2018-12-17 13:47:54,055 epoch 40 - iter 1773/1974 - loss 0.62523891
2018-12-17 13:48:14,695 epoch 40 - iter 1970/1974 - loss 0.62428876
2018-12-17 13:48:15,926 ----------------------------------------------------------------------------------------------------
2018-12-17 13:48:15,926 EPOCH 40 done: loss 0.6248 - lr 0.1000 - bad epochs 0
2018-12-17 13:49:12,113 TEST : loss 0.71274489 - f-score 0.8741 - acc 0.8741
2018-12-17 13:49:12,118 ----------------------------------------------------------------------------------------------------
2018-12-17 13:49:12,334 epoch 41 - iter 0/1974 - loss 0.61430120
2018-12-17 13:49:33,042 epoch 41 - iter 197/1974 - loss 0.59244848
2018-12-17 13:49:53,073 epoch 41 - iter 394/1974 - loss 0.58796591
2018-12-17 13:50:12,796 epoch 41 - iter 591/1974 - loss 0.59823398
2018-12-17 13:50:33,497 epoch 41 - iter 788/1974 - loss 0.60567672
2018-12-17 13:50:55,355 epoch 41 - iter 985/1974 - loss 0.61766253
2018-12-17 13:51:15,054 epoch 41 - iter 1182/1974 - loss 0.61856233
2018-12-17 13:51:34,944 epoch 41 - iter 1379/1974 - loss 0.61307908
2018-12-17 13:51:54,987 epoch 41 - iter 1576/1974 - loss 0.61709483
2018-12-17 13:52:15,804 epoch 41 - iter 1773/1974 - loss 0.61782907
2018-12-17 13:52:36,639 epoch 41 - iter 1970/1974 - loss 0.62050235
2018-12-17 13:52:37,875 ----------------------------------------------------------------------------------------------------
2018-12-17 13:52:37,875 EPOCH 41 done: loss 0.6206 - lr 0.1000 - bad epochs 0
2018-12-17 13:53:34,718 TEST : loss 0.70388681 - f-score 0.8721 - acc 0.8721
2018-12-17 13:53:34,724 ----------------------------------------------------------------------------------------------------
2018-12-17 13:53:34,920 epoch 42 - iter 0/1974 - loss 0.93664670
2018-12-17 13:53:56,624 epoch 42 - iter 197/1974 - loss 0.61229164
2018-12-17 13:54:16,894 epoch 42 - iter 394/1974 - loss 0.60797851
2018-12-17 13:54:37,289 epoch 42 - iter 591/1974 - loss 0.59364734
2018-12-17 13:54:58,125 epoch 42 - iter 788/1974 - loss 0.59744594
2018-12-17 13:55:18,646 epoch 42 - iter 985/1974 - loss 0.60111702
2018-12-17 13:55:39,325 epoch 42 - iter 1182/1974 - loss 0.61508767
2018-12-17 13:55:59,619 epoch 42 - iter 1379/1974 - loss 0.61328628
2018-12-17 13:56:20,814 epoch 42 - iter 1576/1974 - loss 0.61377730
2018-12-17 13:56:42,290 epoch 42 - iter 1773/1974 - loss 0.61664621
2018-12-17 13:57:02,239 epoch 42 - iter 1970/1974 - loss 0.62180417
2018-12-17 13:57:03,451 ----------------------------------------------------------------------------------------------------
2018-12-17 13:57:03,451 EPOCH 42 done: loss 0.6218 - lr 0.1000 - bad epochs 0
2018-12-17 13:57:59,429 TEST : loss 0.72571909 - f-score 0.8757 - acc 0.8756
2018-12-17 13:57:59,432 ----------------------------------------------------------------------------------------------------
2018-12-17 13:57:59,718 epoch 43 - iter 0/1974 - loss 0.84319317
2018-12-17 13:58:19,956 epoch 43 - iter 197/1974 - loss 0.60812585
2018-12-17 13:58:39,863 epoch 43 - iter 394/1974 - loss 0.61153029
2018-12-17 13:59:02,091 epoch 43 - iter 591/1974 - loss 0.62363767
2018-12-17 13:59:22,298 epoch 43 - iter 788/1974 - loss 0.62568184
2018-12-17 13:59:42,445 epoch 43 - iter 985/1974 - loss 0.62213402
2018-12-17 14:00:02,612 epoch 43 - iter 1182/1974 - loss 0.62413637
2018-12-17 14:00:23,100 epoch 43 - iter 1379/1974 - loss 0.62192896
2018-12-17 14:00:42,875 epoch 43 - iter 1576/1974 - loss 0.62254522
2018-12-17 14:01:02,604 epoch 43 - iter 1773/1974 - loss 0.62617748
2018-12-17 14:01:22,484 epoch 43 - iter 1970/1974 - loss 0.62808949
2018-12-17 14:01:23,853 ----------------------------------------------------------------------------------------------------
2018-12-17 14:01:23,854 EPOCH 43 done: loss 0.6285 - lr 0.1000 - bad epochs 1
2018-12-17 14:02:20,191 TEST : loss 0.73067510 - f-score 0.8697 - acc 0.8696
2018-12-17 14:02:20,203 ----------------------------------------------------------------------------------------------------
2018-12-17 14:02:20,429 epoch 44 - iter 0/1974 - loss 0.24280989
2018-12-17 14:02:42,696 epoch 44 - iter 197/1974 - loss 0.56820305
2018-12-17 14:03:03,199 epoch 44 - iter 394/1974 - loss 0.60530178
2018-12-17 14:03:22,679 epoch 44 - iter 591/1974 - loss 0.60443700
2018-12-17 14:03:43,504 epoch 44 - iter 788/1974 - loss 0.59995302
2018-12-17 14:04:04,795 epoch 44 - iter 985/1974 - loss 0.60735403
2018-12-17 14:04:24,276 epoch 44 - iter 1182/1974 - loss 0.60818451
2018-12-17 14:04:45,221 epoch 44 - iter 1379/1974 - loss 0.60712357
2018-12-17 14:05:04,402 epoch 44 - iter 1576/1974 - loss 0.60788011
2018-12-17 14:05:24,288 epoch 44 - iter 1773/1974 - loss 0.61295142
2018-12-17 14:05:44,612 epoch 44 - iter 1970/1974 - loss 0.61384044
2018-12-17 14:05:46,053 ----------------------------------------------------------------------------------------------------
2018-12-17 14:05:46,053 EPOCH 44 done: loss 0.6139 - lr 0.1000 - bad epochs 2
2018-12-17 14:06:42,658 TEST : loss 0.70773703 - f-score 0.8707 - acc 0.8707
2018-12-17 14:06:42,662 ----------------------------------------------------------------------------------------------------
2018-12-17 14:06:42,853 epoch 45 - iter 0/1974 - loss 0.49718568
2018-12-17 14:07:03,464 epoch 45 - iter 197/1974 - loss 0.61419448
2018-12-17 14:07:23,401 epoch 45 - iter 394/1974 - loss 0.62166728
2018-12-17 14:07:42,293 epoch 45 - iter 591/1974 - loss 0.60650510
2018-12-17 14:08:01,957 epoch 45 - iter 788/1974 - loss 0.59831272
2018-12-17 14:08:22,185 epoch 45 - iter 985/1974 - loss 0.60564390
2018-12-17 14:08:42,715 epoch 45 - iter 1182/1974 - loss 0.61113102
2018-12-17 14:09:02,321 epoch 45 - iter 1379/1974 - loss 0.61601886
2018-12-17 14:09:22,100 epoch 45 - iter 1576/1974 - loss 0.61848193
2018-12-17 14:09:41,320 epoch 45 - iter 1773/1974 - loss 0.61998017
2018-12-17 14:10:00,945 epoch 45 - iter 1970/1974 - loss 0.62087283
2018-12-17 14:10:02,234 ----------------------------------------------------------------------------------------------------
2018-12-17 14:10:02,235 EPOCH 45 done: loss 0.6209 - lr 0.1000 - bad epochs 0
2018-12-17 14:10:58,669 TEST : loss 0.72113353 - f-score 0.8754 - acc 0.8754
2018-12-17 14:10:58,674 ----------------------------------------------------------------------------------------------------
2018-12-17 14:10:58,885 epoch 46 - iter 0/1974 - loss 0.22293910
2018-12-17 14:11:18,162 epoch 46 - iter 197/1974 - loss 0.59784254
2018-12-17 14:11:37,870 epoch 46 - iter 394/1974 - loss 0.60984068
2018-12-17 14:11:57,429 epoch 46 - iter 591/1974 - loss 0.61280752
2018-12-17 14:12:18,240 epoch 46 - iter 788/1974 - loss 0.60487197
2018-12-17 14:12:38,649 epoch 46 - iter 985/1974 - loss 0.60524181
2018-12-17 14:13:00,033 epoch 46 - iter 1182/1974 - loss 0.61329684
2018-12-17 14:13:20,895 epoch 46 - iter 1379/1974 - loss 0.61671528
2018-12-17 14:13:40,964 epoch 46 - iter 1576/1974 - loss 0.61200194
2018-12-17 14:14:01,956 epoch 46 - iter 1773/1974 - loss 0.61046384
2018-12-17 14:14:22,694 epoch 46 - iter 1970/1974 - loss 0.61242928
2018-12-17 14:14:23,884 ----------------------------------------------------------------------------------------------------
2018-12-17 14:14:23,884 EPOCH 46 done: loss 0.6127 - lr 0.1000 - bad epochs 1
2018-12-17 14:15:26,701 TEST : loss 0.72311342 - f-score 0.8703 - acc 0.8703
2018-12-17 14:15:26,711 ----------------------------------------------------------------------------------------------------
2018-12-17 14:15:26,904 epoch 47 - iter 0/1974 - loss 0.22367296
2018-12-17 14:15:46,871 epoch 47 - iter 197/1974 - loss 0.58057310
2018-12-17 14:16:07,242 epoch 47 - iter 394/1974 - loss 0.58926711
2018-12-17 14:16:27,815 epoch 47 - iter 591/1974 - loss 0.59908995
2018-12-17 14:16:48,777 epoch 47 - iter 788/1974 - loss 0.60472294
2018-12-17 14:17:09,184 epoch 47 - iter 985/1974 - loss 0.61065722
2018-12-17 14:17:28,627 epoch 47 - iter 1182/1974 - loss 0.61254173
2018-12-17 14:17:48,937 epoch 47 - iter 1379/1974 - loss 0.60937417
2018-12-17 14:18:10,223 epoch 47 - iter 1576/1974 - loss 0.60835087
2018-12-17 14:18:30,094 epoch 47 - iter 1773/1974 - loss 0.61060261
2018-12-17 14:18:50,397 epoch 47 - iter 1970/1974 - loss 0.61303483
2018-12-17 14:18:51,653 ----------------------------------------------------------------------------------------------------
2018-12-17 14:18:51,654 EPOCH 47 done: loss 0.6129 - lr 0.1000 - bad epochs 0
2018-12-17 14:19:48,428 TEST : loss 0.74001861 - f-score 0.8734 - acc 0.8734
2018-12-17 14:19:48,432 ----------------------------------------------------------------------------------------------------
2018-12-17 14:19:48,661 epoch 48 - iter 0/1974 - loss 0.48072776
2018-12-17 14:20:10,574 epoch 48 - iter 197/1974 - loss 0.58530922
2018-12-17 14:20:30,743 epoch 48 - iter 394/1974 - loss 0.58399893
2018-12-17 14:20:51,545 epoch 48 - iter 591/1974 - loss 0.58840561
2018-12-17 14:21:11,546 epoch 48 - iter 788/1974 - loss 0.59447978
2018-12-17 14:21:31,137 epoch 48 - iter 985/1974 - loss 0.59185541
2018-12-17 14:21:51,148 epoch 48 - iter 1182/1974 - loss 0.59134324
2018-12-17 14:22:13,308 epoch 48 - iter 1379/1974 - loss 0.59713627
2018-12-17 14:22:35,573 epoch 48 - iter 1576/1974 - loss 0.60178207
2018-12-17 14:22:56,418 epoch 48 - iter 1773/1974 - loss 0.60293462
2018-12-17 14:23:17,232 epoch 48 - iter 1970/1974 - loss 0.60444136
2018-12-17 14:23:18,567 ----------------------------------------------------------------------------------------------------
2018-12-17 14:23:18,567 EPOCH 48 done: loss 0.6044 - lr 0.1000 - bad epochs 1
2018-12-17 14:24:18,013 TEST : loss 0.72145236 - f-score 0.8735 - acc 0.8736
2018-12-17 14:24:18,024 ----------------------------------------------------------------------------------------------------
2018-12-17 14:24:18,264 epoch 49 - iter 0/1974 - loss 0.17157307
2018-12-17 14:24:39,204 epoch 49 - iter 197/1974 - loss 0.55197330
2018-12-17 14:25:00,455 epoch 49 - iter 394/1974 - loss 0.56928418
2018-12-17 14:25:21,979 epoch 49 - iter 591/1974 - loss 0.56592108
2018-12-17 14:25:42,869 epoch 49 - iter 788/1974 - loss 0.57460385
2018-12-17 14:26:02,231 epoch 49 - iter 985/1974 - loss 0.58050793
2018-12-17 14:26:23,801 epoch 49 - iter 1182/1974 - loss 0.58802259
2018-12-17 14:26:42,939 epoch 49 - iter 1379/1974 - loss 0.58944213
2018-12-17 14:27:02,688 epoch 49 - iter 1576/1974 - loss 0.59313812
2018-12-17 14:27:23,395 epoch 49 - iter 1773/1974 - loss 0.59514160
2018-12-17 14:27:43,156 epoch 49 - iter 1970/1974 - loss 0.59711127
2018-12-17 14:27:44,446 ----------------------------------------------------------------------------------------------------
2018-12-17 14:27:44,447 EPOCH 49 done: loss 0.5974 - lr 0.1000 - bad epochs 0
2018-12-17 14:28:40,870 TEST : loss 0.72029233 - f-score 0.8735 - acc 0.8735
2018-12-17 14:28:40,881 ----------------------------------------------------------------------------------------------------
2018-12-17 14:28:41,077 epoch 50 - iter 0/1974 - loss 0.94982737
2018-12-17 14:29:00,833 epoch 50 - iter 197/1974 - loss 0.58512538
2018-12-17 14:29:20,526 epoch 50 - iter 394/1974 - loss 0.59375015
2018-12-17 14:29:39,953 epoch 50 - iter 591/1974 - loss 0.57405901
2018-12-17 14:30:00,255 epoch 50 - iter 788/1974 - loss 0.58079453
2018-12-17 14:30:19,763 epoch 50 - iter 985/1974 - loss 0.59376736
2018-12-17 14:30:39,229 epoch 50 - iter 1182/1974 - loss 0.59427960
2018-12-17 14:30:59,348 epoch 50 - iter 1379/1974 - loss 0.59382349
2018-12-17 14:31:20,025 epoch 50 - iter 1576/1974 - loss 0.59920138
2018-12-17 14:31:39,478 epoch 50 - iter 1773/1974 - loss 0.59956744
2018-12-17 14:31:58,640 epoch 50 - iter 1970/1974 - loss 0.60269149
2018-12-17 14:31:59,981 ----------------------------------------------------------------------------------------------------
2018-12-17 14:31:59,982 EPOCH 50 done: loss 0.6026 - lr 0.1000 - bad epochs 0
2018-12-17 14:32:56,657 TEST : loss 0.75759405 - f-score 0.8719 - acc 0.8719
2018-12-17 14:32:56,691 ----------------------------------------------------------------------------------------------------
2018-12-17 14:32:56,895 epoch 51 - iter 0/1974 - loss 0.35366294
2018-12-17 14:33:18,470 epoch 51 - iter 197/1974 - loss 0.58548444
2018-12-17 14:33:39,413 epoch 51 - iter 394/1974 - loss 0.58478693
2018-12-17 14:34:00,799 epoch 51 - iter 591/1974 - loss 0.58249242
2018-12-17 14:34:21,833 epoch 51 - iter 788/1974 - loss 0.58613822
2018-12-17 14:34:43,245 epoch 51 - iter 985/1974 - loss 0.59417801
2018-12-17 14:35:04,086 epoch 51 - iter 1182/1974 - loss 0.59285910
2018-12-17 14:35:25,020 epoch 51 - iter 1379/1974 - loss 0.59075410
2018-12-17 14:35:45,687 epoch 51 - iter 1576/1974 - loss 0.59243776
2018-12-17 14:36:06,752 epoch 51 - iter 1773/1974 - loss 0.59648303
2018-12-17 14:36:27,850 epoch 51 - iter 1970/1974 - loss 0.59860016
2018-12-17 14:36:29,203 ----------------------------------------------------------------------------------------------------
2018-12-17 14:36:29,203 EPOCH 51 done: loss 0.5988 - lr 0.1000 - bad epochs 1
2018-12-17 14:37:25,994 TEST : loss 0.73439974 - f-score 0.8713 - acc 0.8713
2018-12-17 14:37:26,002 ----------------------------------------------------------------------------------------------------
2018-12-17 14:37:26,235 epoch 52 - iter 0/1974 - loss 0.53810155
2018-12-17 14:37:46,837 epoch 52 - iter 197/1974 - loss 0.55168649
2018-12-17 14:38:07,906 epoch 52 - iter 394/1974 - loss 0.57635083
2018-12-17 14:38:27,978 epoch 52 - iter 591/1974 - loss 0.57478702
2018-12-17 14:38:48,495 epoch 52 - iter 788/1974 - loss 0.57197706
2018-12-17 14:39:09,235 epoch 52 - iter 985/1974 - loss 0.57832598
2018-12-17 14:39:29,793 epoch 52 - iter 1182/1974 - loss 0.58303353
2018-12-17 14:39:50,270 epoch 52 - iter 1379/1974 - loss 0.58787647
2018-12-17 14:40:10,535 epoch 52 - iter 1576/1974 - loss 0.58652354
2018-12-17 14:40:31,985 epoch 52 - iter 1773/1974 - loss 0.59243899
2018-12-17 14:40:53,366 epoch 52 - iter 1970/1974 - loss 0.59509498
2018-12-17 14:40:54,283 ----------------------------------------------------------------------------------------------------
2018-12-17 14:40:54,283 EPOCH 52 done: loss 0.5948 - lr 0.1000 - bad epochs 2
2018-12-17 14:41:50,779 TEST : loss 0.74566001 - f-score 0.8725 - acc 0.8724
2018-12-17 14:41:50,783 ----------------------------------------------------------------------------------------------------
2018-12-17 14:41:51,000 epoch 53 - iter 0/1974 - loss 0.39157549
2018-12-17 14:42:12,231 epoch 53 - iter 197/1974 - loss 0.53830084
2018-12-17 14:42:32,832 epoch 53 - iter 394/1974 - loss 0.55567031
2018-12-17 14:42:53,179 epoch 53 - iter 591/1974 - loss 0.56989188
2018-12-17 14:43:13,583 epoch 53 - iter 788/1974 - loss 0.56602427
2018-12-17 14:43:33,817 epoch 53 - iter 985/1974 - loss 0.56624066
2018-12-17 14:43:54,370 epoch 53 - iter 1182/1974 - loss 0.57727031
2018-12-17 14:44:15,201 epoch 53 - iter 1379/1974 - loss 0.58135316
2018-12-17 14:44:38,790 epoch 53 - iter 1576/1974 - loss 0.58766078
2018-12-17 14:44:59,119 epoch 53 - iter 1773/1974 - loss 0.59150734
2018-12-17 14:45:18,930 epoch 53 - iter 1970/1974 - loss 0.59189885
2018-12-17 14:45:20,203 ----------------------------------------------------------------------------------------------------
2018-12-17 14:45:20,203 EPOCH 53 done: loss 0.5920 - lr 0.1000 - bad epochs 0
2018-12-17 14:46:16,930 TEST : loss 0.73815930 - f-score 0.8729 - acc 0.8729
2018-12-17 14:46:16,935 ----------------------------------------------------------------------------------------------------
2018-12-17 14:46:17,143 epoch 54 - iter 0/1974 - loss 0.61853415
2018-12-17 14:46:37,393 epoch 54 - iter 197/1974 - loss 0.56245745
2018-12-17 14:46:57,298 epoch 54 - iter 394/1974 - loss 0.56373991
2018-12-17 14:47:19,258 epoch 54 - iter 591/1974 - loss 0.57629581
2018-12-17 14:47:39,022 epoch 54 - iter 788/1974 - loss 0.58659371
2018-12-17 14:47:58,603 epoch 54 - iter 985/1974 - loss 0.58519587
2018-12-17 14:48:17,913 epoch 54 - iter 1182/1974 - loss 0.58906097
2018-12-17 14:48:37,652 epoch 54 - iter 1379/1974 - loss 0.59082009
2018-12-17 14:48:57,863 epoch 54 - iter 1576/1974 - loss 0.59305923
2018-12-17 14:49:17,236 epoch 54 - iter 1773/1974 - loss 0.59427632
2018-12-17 14:49:36,901 epoch 54 - iter 1970/1974 - loss 0.59377627
2018-12-17 14:49:38,087 ----------------------------------------------------------------------------------------------------
2018-12-17 14:49:38,087 EPOCH 54 done: loss 0.5938 - lr 0.1000 - bad epochs 0
2018-12-17 14:50:34,683 TEST : loss 0.71018291 - f-score 0.8762 - acc 0.8762
2018-12-17 14:50:34,687 ----------------------------------------------------------------------------------------------------
2018-12-17 14:50:34,884 epoch 55 - iter 0/1974 - loss 0.57659924
2018-12-17 14:50:55,329 epoch 55 - iter 197/1974 - loss 0.57996555
2018-12-17 14:51:15,190 epoch 55 - iter 394/1974 - loss 0.57608018
2018-12-17 14:51:36,052 epoch 55 - iter 591/1974 - loss 0.58959081
2018-12-17 14:51:56,226 epoch 55 - iter 788/1974 - loss 0.58920380
2018-12-17 14:52:15,901 epoch 55 - iter 985/1974 - loss 0.58747860
2018-12-17 14:52:36,637 epoch 55 - iter 1182/1974 - loss 0.58654290
2018-12-17 14:52:57,671 epoch 55 - iter 1379/1974 - loss 0.59042766
2018-12-17 14:53:18,512 epoch 55 - iter 1576/1974 - loss 0.59769708
2018-12-17 14:53:38,986 epoch 55 - iter 1773/1974 - loss 0.59282026
2018-12-17 14:53:58,455 epoch 55 - iter 1970/1974 - loss 0.59207336
2018-12-17 14:53:59,405 ----------------------------------------------------------------------------------------------------
2018-12-17 14:53:59,405 EPOCH 55 done: loss 0.5918 - lr 0.1000 - bad epochs 1
2018-12-17 14:54:55,983 TEST : loss 0.73654383 - f-score 0.8713 - acc 0.8713
2018-12-17 14:54:55,998 ----------------------------------------------------------------------------------------------------
2018-12-17 14:54:56,199 epoch 56 - iter 0/1974 - loss 0.18001080
2018-12-17 14:55:16,226 epoch 56 - iter 197/1974 - loss 0.55456308
2018-12-17 14:55:37,624 epoch 56 - iter 394/1974 - loss 0.57447819
2018-12-17 14:55:58,412 epoch 56 - iter 591/1974 - loss 0.58687876
2018-12-17 14:56:18,296 epoch 56 - iter 788/1974 - loss 0.58777915
2018-12-17 14:56:38,167 epoch 56 - iter 985/1974 - loss 0.59164933
2018-12-17 14:56:58,561 epoch 56 - iter 1182/1974 - loss 0.59416577
2018-12-17 14:57:18,960 epoch 56 - iter 1379/1974 - loss 0.59761926
2018-12-17 14:57:38,963 epoch 56 - iter 1576/1974 - loss 0.59657254
2018-12-17 14:58:00,254 epoch 56 - iter 1773/1974 - loss 0.59448780
2018-12-17 14:58:19,995 epoch 56 - iter 1970/1974 - loss 0.59344533
2018-12-17 14:58:21,326 ----------------------------------------------------------------------------------------------------
2018-12-17 14:58:21,327 EPOCH 56 done: loss 0.5933 - lr 0.1000 - bad epochs 0
2018-12-17 14:59:18,105 TEST : loss 0.75301147 - f-score 0.8721 - acc 0.8721
2018-12-17 14:59:18,130 ----------------------------------------------------------------------------------------------------
2018-12-17 14:59:18,322 epoch 57 - iter 0/1974 - loss 0.65938449
2018-12-17 14:59:39,059 epoch 57 - iter 197/1974 - loss 0.60053226
2018-12-17 14:59:59,614 epoch 57 - iter 394/1974 - loss 0.57259109
2018-12-17 15:00:19,238 epoch 57 - iter 591/1974 - loss 0.56805574
2018-12-17 15:00:39,876 epoch 57 - iter 788/1974 - loss 0.57352293
2018-12-17 15:01:00,504 epoch 57 - iter 985/1974 - loss 0.58751182
2018-12-17 15:01:20,787 epoch 57 - iter 1182/1974 - loss 0.59546088
2018-12-17 15:01:40,094 epoch 57 - iter 1379/1974 - loss 0.59225036
2018-12-17 15:02:00,578 epoch 57 - iter 1576/1974 - loss 0.59348250
2018-12-17 15:02:20,204 epoch 57 - iter 1773/1974 - loss 0.59156375
2018-12-17 15:02:39,666 epoch 57 - iter 1970/1974 - loss 0.59273895
2018-12-17 15:02:40,870 ----------------------------------------------------------------------------------------------------
2018-12-17 15:02:40,870 EPOCH 57 done: loss 0.5929 - lr 0.1000 - bad epochs 1
2018-12-17 15:03:37,376 TEST : loss 0.73721200 - f-score 0.8730 - acc 0.8730
2018-12-17 15:03:37,380 ----------------------------------------------------------------------------------------------------
2018-12-17 15:03:37,591 epoch 58 - iter 0/1974 - loss 0.35841852
2018-12-17 15:03:57,895 epoch 58 - iter 197/1974 - loss 0.57605447
2018-12-17 15:04:17,134 epoch 58 - iter 394/1974 - loss 0.57239677
2018-12-17 15:04:37,063 epoch 58 - iter 591/1974 - loss 0.57691803
2018-12-17 15:04:57,241 epoch 58 - iter 788/1974 - loss 0.57530686
2018-12-17 15:05:17,559 epoch 58 - iter 985/1974 - loss 0.57427319
2018-12-17 15:05:37,531 epoch 58 - iter 1182/1974 - loss 0.57718365
2018-12-17 15:05:57,720 epoch 58 - iter 1379/1974 - loss 0.57765256
2018-12-17 15:06:17,328 epoch 58 - iter 1576/1974 - loss 0.57770756
2018-12-17 15:06:38,142 epoch 58 - iter 1773/1974 - loss 0.58268069
2018-12-17 15:06:58,175 epoch 58 - iter 1970/1974 - loss 0.58496933
2018-12-17 15:06:59,431 ----------------------------------------------------------------------------------------------------
2018-12-17 15:06:59,431 EPOCH 58 done: loss 0.5852 - lr 0.1000 - bad epochs 2
2018-12-17 15:07:55,140 TEST : loss 0.74083543 - f-score 0.8735 - acc 0.8735
2018-12-17 15:07:55,144 ----------------------------------------------------------------------------------------------------
2018-12-17 15:07:55,320 epoch 59 - iter 0/1974 - loss 0.35496041
2018-12-17 15:08:16,118 epoch 59 - iter 197/1974 - loss 0.55801791
2018-12-17 15:08:35,744 epoch 59 - iter 394/1974 - loss 0.56339728
2018-12-17 15:08:55,713 epoch 59 - iter 591/1974 - loss 0.56347552
2018-12-17 15:09:15,404 epoch 59 - iter 788/1974 - loss 0.56578853
2018-12-17 15:09:34,940 epoch 59 - iter 985/1974 - loss 0.56489341
2018-12-17 15:09:55,604 epoch 59 - iter 1182/1974 - loss 0.57029135
2018-12-17 15:10:15,454 epoch 59 - iter 1379/1974 - loss 0.57509677
2018-12-17 15:10:35,942 epoch 59 - iter 1576/1974 - loss 0.57510539
2018-12-17 15:10:55,328 epoch 59 - iter 1773/1974 - loss 0.58168554
2018-12-17 15:11:15,888 epoch 59 - iter 1970/1974 - loss 0.58448369
2018-12-17 15:11:17,214 ----------------------------------------------------------------------------------------------------
2018-12-17 15:11:17,214 EPOCH 59 done: loss 0.5842 - lr 0.1000 - bad epochs 0
2018-12-17 15:12:12,224 TEST : loss 0.75109655 - f-score 0.8731 - acc 0.8731
2018-12-17 15:12:12,231 ----------------------------------------------------------------------------------------------------
2018-12-17 15:12:12,415 epoch 60 - iter 0/1974 - loss 0.65743333
2018-12-17 15:12:32,971 epoch 60 - iter 197/1974 - loss 0.56673341
2018-12-17 15:12:52,696 epoch 60 - iter 394/1974 - loss 0.56747066
2018-12-17 15:13:13,540 epoch 60 - iter 591/1974 - loss 0.57745240
2018-12-17 15:13:33,711 epoch 60 - iter 788/1974 - loss 0.58000554
2018-12-17 15:13:53,676 epoch 60 - iter 985/1974 - loss 0.57994039
2018-12-17 15:14:14,015 epoch 60 - iter 1182/1974 - loss 0.58825536
2018-12-17 15:14:34,405 epoch 60 - iter 1379/1974 - loss 0.58909243
2018-12-17 15:14:53,917 epoch 60 - iter 1576/1974 - loss 0.59028126
2018-12-17 15:15:13,597 epoch 60 - iter 1773/1974 - loss 0.59017009
2018-12-17 15:15:33,569 epoch 60 - iter 1970/1974 - loss 0.59210474
2018-12-17 15:15:34,855 ----------------------------------------------------------------------------------------------------
2018-12-17 15:15:34,855 EPOCH 60 done: loss 0.5919 - lr 0.1000 - bad epochs 0
2018-12-17 15:16:31,226 TEST : loss 0.74815959 - f-score 0.8735 - acc 0.8735
2018-12-17 15:16:31,230 ----------------------------------------------------------------------------------------------------
2018-12-17 15:16:31,418 epoch 61 - iter 0/1974 - loss 1.02494562
2018-12-17 15:16:52,710 epoch 61 - iter 197/1974 - loss 0.58306294
2018-12-17 15:17:12,869 epoch 61 - iter 394/1974 - loss 0.57100847
2018-12-17 15:17:32,835 epoch 61 - iter 591/1974 - loss 0.56888699
2018-12-17 15:17:53,340 epoch 61 - iter 788/1974 - loss 0.57239970
2018-12-17 15:18:13,752 epoch 61 - iter 985/1974 - loss 0.57598240
2018-12-17 15:18:34,215 epoch 61 - iter 1182/1974 - loss 0.57551821
2018-12-17 15:18:54,572 epoch 61 - iter 1379/1974 - loss 0.57647761
2018-12-17 15:19:12,634 epoch 61 - iter 1576/1974 - loss 0.57441856
2018-12-17 15:19:32,677 epoch 61 - iter 1773/1974 - loss 0.57560743
2018-12-17 15:19:53,403 epoch 61 - iter 1970/1974 - loss 0.57924361
2018-12-17 15:19:54,750 ----------------------------------------------------------------------------------------------------
2018-12-17 15:19:54,750 EPOCH 61 done: loss 0.5791 - lr 0.1000 - bad epochs 1
2018-12-17 15:20:51,493 TEST : loss 0.76338345 - f-score 0.8712 - acc 0.8712
2018-12-17 15:20:51,497 ----------------------------------------------------------------------------------------------------
2018-12-17 15:20:51,690 epoch 62 - iter 0/1974 - loss 0.86316931
2018-12-17 15:21:11,865 epoch 62 - iter 197/1974 - loss 0.55878874
2018-12-17 15:21:32,051 epoch 62 - iter 394/1974 - loss 0.57558506
2018-12-17 15:21:50,850 epoch 62 - iter 591/1974 - loss 0.57456080
2018-12-17 15:22:10,506 epoch 62 - iter 788/1974 - loss 0.57196336
2018-12-17 15:22:29,927 epoch 62 - iter 985/1974 - loss 0.57405870
2018-12-17 15:22:50,766 epoch 62 - iter 1182/1974 - loss 0.57499726
2018-12-17 15:23:11,599 epoch 62 - iter 1379/1974 - loss 0.57561021
2018-12-17 15:23:32,721 epoch 62 - iter 1576/1974 - loss 0.57796893
2018-12-17 15:23:52,743 epoch 62 - iter 1773/1974 - loss 0.57644191
2018-12-17 15:24:12,117 epoch 62 - iter 1970/1974 - loss 0.58027767
2018-12-17 15:24:13,326 ----------------------------------------------------------------------------------------------------
2018-12-17 15:24:13,326 EPOCH 62 done: loss 0.5804 - lr 0.1000 - bad epochs 0
2018-12-17 15:25:10,128 TEST : loss 0.77641785 - f-score 0.8717 - acc 0.8717
2018-12-17 15:25:10,143 ----------------------------------------------------------------------------------------------------
2018-12-17 15:25:10,348 epoch 63 - iter 0/1974 - loss 0.78236908
2018-12-17 15:25:31,419 epoch 63 - iter 197/1974 - loss 0.54601886
2018-12-17 15:25:52,399 epoch 63 - iter 394/1974 - loss 0.55843850
2018-12-17 15:26:11,800 epoch 63 - iter 591/1974 - loss 0.56630964
2018-12-17 15:26:32,080 epoch 63 - iter 788/1974 - loss 0.57004023
2018-12-17 15:26:52,791 epoch 63 - iter 985/1974 - loss 0.56703562
2018-12-17 15:27:12,613 epoch 63 - iter 1182/1974 - loss 0.57268052
2018-12-17 15:27:33,864 epoch 63 - iter 1379/1974 - loss 0.57722908
2018-12-17 15:27:54,687 epoch 63 - iter 1576/1974 - loss 0.58499302
2018-12-17 15:28:15,712 epoch 63 - iter 1773/1974 - loss 0.58746921
2018-12-17 15:28:36,450 epoch 63 - iter 1970/1974 - loss 0.58509953
2018-12-17 15:28:37,791 ----------------------------------------------------------------------------------------------------
2018-12-17 15:28:37,791 EPOCH 63 done: loss 0.5854 - lr 0.1000 - bad epochs 1
2018-12-17 15:29:39,985 TEST : loss 0.77784139 - f-score 0.8702 - acc 0.8702
2018-12-17 15:29:39,991 ----------------------------------------------------------------------------------------------------
2018-12-17 15:29:40,154 epoch 64 - iter 0/1974 - loss 0.62574261
2018-12-17 15:29:59,734 epoch 64 - iter 197/1974 - loss 0.55432629
2018-12-17 15:30:18,651 epoch 64 - iter 394/1974 - loss 0.55234023
2018-12-17 15:30:37,904 epoch 64 - iter 591/1974 - loss 0.55057348
2018-12-17 15:30:57,249 epoch 64 - iter 788/1974 - loss 0.55731116
2018-12-17 15:31:17,877 epoch 64 - iter 985/1974 - loss 0.55958242
2018-12-17 15:31:37,925 epoch 64 - iter 1182/1974 - loss 0.56666913
2018-12-17 15:31:58,382 epoch 64 - iter 1379/1974 - loss 0.56950693
2018-12-17 15:32:18,454 epoch 64 - iter 1576/1974 - loss 0.56886291
2018-12-17 15:32:38,566 epoch 64 - iter 1773/1974 - loss 0.57154544
2018-12-17 15:32:58,617 epoch 64 - iter 1970/1974 - loss 0.57395268
2018-12-17 15:32:59,537 ----------------------------------------------------------------------------------------------------
2018-12-17 15:32:59,537 EPOCH 64 done: loss 0.5737 - lr 0.1000 - bad epochs 2
2018-12-17 15:33:56,195 TEST : loss 0.73655379 - f-score 0.8726 - acc 0.8726
2018-12-17 15:33:56,206 ----------------------------------------------------------------------------------------------------
2018-12-17 15:33:56,425 epoch 65 - iter 0/1974 - loss 1.18933487
2018-12-17 15:34:15,906 epoch 65 - iter 197/1974 - loss 0.58860288
2018-12-17 15:34:35,799 epoch 65 - iter 394/1974 - loss 0.58366581
2018-12-17 15:34:55,589 epoch 65 - iter 591/1974 - loss 0.57214015
2018-12-17 15:35:15,019 epoch 65 - iter 788/1974 - loss 0.56227663
2018-12-17 15:35:35,011 epoch 65 - iter 985/1974 - loss 0.55850815
2018-12-17 15:35:56,310 epoch 65 - iter 1182/1974 - loss 0.55235175
2018-12-17 15:36:16,702 epoch 65 - iter 1379/1974 - loss 0.55594007
2018-12-17 15:36:38,750 epoch 65 - iter 1576/1974 - loss 0.56168565
2018-12-17 15:37:01,181 epoch 65 - iter 1773/1974 - loss 0.56487573
2018-12-17 15:37:21,807 epoch 65 - iter 1970/1974 - loss 0.56728043
2018-12-17 15:37:23,244 ----------------------------------------------------------------------------------------------------
2018-12-17 15:37:23,244 EPOCH 65 done: loss 0.5672 - lr 0.1000 - bad epochs 0
2018-12-17 15:38:19,876 TEST : loss 0.77437246 - f-score 0.8696 - acc 0.8696
2018-12-17 15:38:19,901 ----------------------------------------------------------------------------------------------------
2018-12-17 15:38:20,129 epoch 66 - iter 0/1974 - loss 1.44041014
2018-12-17 15:38:41,097 epoch 66 - iter 197/1974 - loss 0.56709199
2018-12-17 15:39:01,771 epoch 66 - iter 394/1974 - loss 0.57212959
2018-12-17 15:39:22,816 epoch 66 - iter 591/1974 - loss 0.57996577
2018-12-17 15:39:43,235 epoch 66 - iter 788/1974 - loss 0.57495520
2018-12-17 15:40:04,012 epoch 66 - iter 985/1974 - loss 0.56544230
2018-12-17 15:40:24,564 epoch 66 - iter 1182/1974 - loss 0.57075404
2018-12-17 15:40:44,444 epoch 66 - iter 1379/1974 - loss 0.56876003
2018-12-17 15:41:05,466 epoch 66 - iter 1576/1974 - loss 0.56770242
2018-12-17 15:41:25,602 epoch 66 - iter 1773/1974 - loss 0.57123301
2018-12-17 15:41:47,091 epoch 66 - iter 1970/1974 - loss 0.57295894
2018-12-17 15:41:48,555 ----------------------------------------------------------------------------------------------------
2018-12-17 15:41:48,555 EPOCH 66 done: loss 0.5727 - lr 0.1000 - bad epochs 0
2018-12-17 15:42:45,450 TEST : loss 0.75967914 - f-score 0.8714 - acc 0.8714
2018-12-17 15:42:45,464 ----------------------------------------------------------------------------------------------------
2018-12-17 15:42:45,708 epoch 67 - iter 0/1974 - loss 0.35177225
2018-12-17 15:43:06,191 epoch 67 - iter 197/1974 - loss 0.56424011
2018-12-17 15:43:27,122 epoch 67 - iter 394/1974 - loss 0.55914578
2018-12-17 15:43:48,075 epoch 67 - iter 591/1974 - loss 0.56516458
2018-12-17 15:44:08,226 epoch 67 - iter 788/1974 - loss 0.56775932
2018-12-17 15:44:31,269 epoch 67 - iter 985/1974 - loss 0.57334125
2018-12-17 15:44:52,230 epoch 67 - iter 1182/1974 - loss 0.57552394
2018-12-17 15:45:12,428 epoch 67 - iter 1379/1974 - loss 0.57527072
2018-12-17 15:45:36,821 epoch 67 - iter 1576/1974 - loss 0.57764861
2018-12-17 15:45:58,786 epoch 67 - iter 1773/1974 - loss 0.57987352
2018-12-17 15:46:19,764 epoch 67 - iter 1970/1974 - loss 0.58090612
2018-12-17 15:46:21,072 ----------------------------------------------------------------------------------------------------
2018-12-17 15:46:21,073 EPOCH 67 done: loss 0.5808 - lr 0.1000 - bad epochs 1
2018-12-17 15:47:18,081 TEST : loss 0.73333126 - f-score 0.8739 - acc 0.8739
2018-12-17 15:47:18,085 ----------------------------------------------------------------------------------------------------
2018-12-17 15:47:18,305 epoch 68 - iter 0/1974 - loss 0.73296130
2018-12-17 15:47:38,699 epoch 68 - iter 197/1974 - loss 0.58201735
2018-12-17 15:47:59,449 epoch 68 - iter 394/1974 - loss 0.56023646
2018-12-17 15:48:20,249 epoch 68 - iter 591/1974 - loss 0.57275428
2018-12-17 15:48:41,321 epoch 68 - iter 788/1974 - loss 0.57096864
2018-12-17 15:49:04,114 epoch 68 - iter 985/1974 - loss 0.57267241
2018-12-17 15:49:24,863 epoch 68 - iter 1182/1974 - loss 0.57433105
2018-12-17 15:49:45,060 epoch 68 - iter 1379/1974 - loss 0.57859865
2018-12-17 15:50:05,554 epoch 68 - iter 1576/1974 - loss 0.57452900
2018-12-17 15:50:25,732 epoch 68 - iter 1773/1974 - loss 0.57793086
2018-12-17 15:50:45,418 epoch 68 - iter 1970/1974 - loss 0.57771173
2018-12-17 15:50:46,615 ----------------------------------------------------------------------------------------------------
2018-12-17 15:50:46,615 EPOCH 68 done: loss 0.5776 - lr 0.1000 - bad epochs 2
2018-12-17 15:51:42,474 TEST : loss 0.78798372 - f-score 0.8749 - acc 0.8750
2018-12-17 15:51:42,487 ----------------------------------------------------------------------------------------------------
2018-12-17 15:51:42,697 epoch 69 - iter 0/1974 - loss 0.46449435
2018-12-17 15:52:04,441 epoch 69 - iter 197/1974 - loss 0.59209147
2018-12-17 15:52:24,307 epoch 69 - iter 394/1974 - loss 0.57184246
2018-12-17 15:52:44,529 epoch 69 - iter 591/1974 - loss 0.57655572
2018-12-17 15:53:04,251 epoch 69 - iter 788/1974 - loss 0.57637496
2018-12-17 15:53:23,788 epoch 69 - iter 985/1974 - loss 0.58114099
2018-12-17 15:53:43,477 epoch 69 - iter 1182/1974 - loss 0.58120627
2018-12-17 15:54:03,271 epoch 69 - iter 1379/1974 - loss 0.57769978
2018-12-17 15:54:23,267 epoch 69 - iter 1576/1974 - loss 0.57889038
2018-12-17 15:54:43,646 epoch 69 - iter 1773/1974 - loss 0.57905581
2018-12-17 15:55:03,118 epoch 69 - iter 1970/1974 - loss 0.57816959
2018-12-17 15:55:04,523 ----------------------------------------------------------------------------------------------------
2018-12-17 15:55:04,523 EPOCH 69 done: loss 0.5779 - lr 0.1000 - bad epochs 3
2018-12-17 15:56:01,285 TEST : loss 0.75292766 - f-score 0.8727 - acc 0.8726
2018-12-17 15:56:01,294 ----------------------------------------------------------------------------------------------------
2018-12-17 15:56:01,474 epoch 70 - iter 0/1974 - loss 0.56692916
2018-12-17 15:56:22,382 epoch 70 - iter 197/1974 - loss 0.54556895
2018-12-17 15:56:42,959 epoch 70 - iter 394/1974 - loss 0.54406411
2018-12-17 15:57:02,987 epoch 70 - iter 591/1974 - loss 0.53581061
2018-12-17 15:57:24,468 epoch 70 - iter 788/1974 - loss 0.53749191
2018-12-17 15:57:45,659 epoch 70 - iter 985/1974 - loss 0.53084674
2018-12-17 15:58:05,764 epoch 70 - iter 1182/1974 - loss 0.53913581
2018-12-17 15:58:27,555 epoch 70 - iter 1379/1974 - loss 0.53281173
2018-12-17 15:58:48,610 epoch 70 - iter 1576/1974 - loss 0.52718293
2018-12-17 15:59:09,424 epoch 70 - iter 1773/1974 - loss 0.52617791
2018-12-17 15:59:30,817 epoch 70 - iter 1970/1974 - loss 0.52330091
2018-12-17 15:59:32,289 ----------------------------------------------------------------------------------------------------
2018-12-17 15:59:32,289 EPOCH 70 done: loss 0.5233 - lr 0.0500 - bad epochs 0
2018-12-17 16:00:29,354 TEST : loss 0.76426768 - f-score 0.8746 - acc 0.8746
2018-12-17 16:00:29,359 ----------------------------------------------------------------------------------------------------
2018-12-17 16:00:29,541 epoch 71 - iter 0/1974 - loss 0.08034262
2018-12-17 16:00:50,684 epoch 71 - iter 197/1974 - loss 0.49845912
2018-12-17 16:01:11,304 epoch 71 - iter 394/1974 - loss 0.51087210
2018-12-17 16:01:32,875 epoch 71 - iter 591/1974 - loss 0.52359313
2018-12-17 16:01:53,636 epoch 71 - iter 788/1974 - loss 0.51562011
2018-12-17 16:02:13,643 epoch 71 - iter 985/1974 - loss 0.50556936
2018-12-17 16:02:33,545 epoch 71 - iter 1182/1974 - loss 0.50804485
2018-12-17 16:02:54,978 epoch 71 - iter 1379/1974 - loss 0.50904174
2018-12-17 16:03:15,449 epoch 71 - iter 1576/1974 - loss 0.50921069
2018-12-17 16:03:35,670 epoch 71 - iter 1773/1974 - loss 0.50586325
2018-12-17 16:03:57,793 epoch 71 - iter 1970/1974 - loss 0.50927819
2018-12-17 16:03:58,833 ----------------------------------------------------------------------------------------------------
2018-12-17 16:03:58,833 EPOCH 71 done: loss 0.5091 - lr 0.0500 - bad epochs 0
2018-12-17 16:04:55,221 TEST : loss 0.78060818 - f-score 0.8751 - acc 0.8751
2018-12-17 16:04:55,236 ----------------------------------------------------------------------------------------------------
2018-12-17 16:04:55,442 epoch 72 - iter 0/1974 - loss 0.26545379
2018-12-17 16:05:15,947 epoch 72 - iter 197/1974 - loss 0.50543838
2018-12-17 16:05:36,668 epoch 72 - iter 394/1974 - loss 0.49203901
2018-12-17 16:05:57,857 epoch 72 - iter 591/1974 - loss 0.49264026
2018-12-17 16:06:17,685 epoch 72 - iter 788/1974 - loss 0.49012495
2018-12-17 16:06:40,320 epoch 72 - iter 985/1974 - loss 0.49047622
2018-12-17 16:07:00,601 epoch 72 - iter 1182/1974 - loss 0.48919720
2018-12-17 16:07:21,473 epoch 72 - iter 1379/1974 - loss 0.48580049
2018-12-17 16:07:42,398 epoch 72 - iter 1576/1974 - loss 0.48282824
2018-12-17 16:08:02,847 epoch 72 - iter 1773/1974 - loss 0.48163442
2018-12-17 16:08:24,349 epoch 72 - iter 1970/1974 - loss 0.48550268
2018-12-17 16:08:25,604 ----------------------------------------------------------------------------------------------------
2018-12-17 16:08:25,604 EPOCH 72 done: loss 0.4857 - lr 0.0500 - bad epochs 0
2018-12-17 16:09:22,511 TEST : loss 0.71874201 - f-score 0.8765 - acc 0.8765
2018-12-17 16:09:22,519 ----------------------------------------------------------------------------------------------------
2018-12-17 16:09:22,746 epoch 73 - iter 0/1974 - loss 0.53996742
2018-12-17 16:09:43,413 epoch 73 - iter 197/1974 - loss 0.45165395
2018-12-17 16:10:05,414 epoch 73 - iter 394/1974 - loss 0.46762802
2018-12-17 16:10:25,136 epoch 73 - iter 591/1974 - loss 0.46076570
2018-12-17 16:10:45,261 epoch 73 - iter 788/1974 - loss 0.45961834
2018-12-17 16:11:04,810 epoch 73 - iter 985/1974 - loss 0.46116495
2018-12-17 16:11:24,825 epoch 73 - iter 1182/1974 - loss 0.46131554
2018-12-17 16:11:43,325 epoch 73 - iter 1379/1974 - loss 0.46723614
2018-12-17 16:12:03,616 epoch 73 - iter 1576/1974 - loss 0.47084348
2018-12-17 16:12:24,799 epoch 73 - iter 1773/1974 - loss 0.47375748
2018-12-17 16:12:43,839 epoch 73 - iter 1970/1974 - loss 0.47414802
2018-12-17 16:12:45,807 ----------------------------------------------------------------------------------------------------
2018-12-17 16:12:45,807 EPOCH 73 done: loss 0.4744 - lr 0.0500 - bad epochs 0
2018-12-17 16:13:42,464 TEST : loss 0.74493694 - f-score 0.8773 - acc 0.8773
2018-12-17 16:13:42,475 ----------------------------------------------------------------------------------------------------
2018-12-17 16:13:42,678 epoch 74 - iter 0/1974 - loss 0.40479991
2018-12-17 16:14:02,312 epoch 74 - iter 197/1974 - loss 0.46851257
2018-12-17 16:14:21,390 epoch 74 - iter 394/1974 - loss 0.46681638
2018-12-17 16:14:41,236 epoch 74 - iter 591/1974 - loss 0.45536357
2018-12-17 16:15:00,995 epoch 74 - iter 788/1974 - loss 0.45815442
2018-12-17 16:15:22,180 epoch 74 - iter 985/1974 - loss 0.46494148
2018-12-17 16:15:41,754 epoch 74 - iter 1182/1974 - loss 0.46210752
2018-12-17 16:16:01,815 epoch 74 - iter 1379/1974 - loss 0.46467509
2018-12-17 16:16:23,158 epoch 74 - iter 1576/1974 - loss 0.46335534
2018-12-17 16:16:42,737 epoch 74 - iter 1773/1974 - loss 0.46437628
2018-12-17 16:17:02,195 epoch 74 - iter 1970/1974 - loss 0.46460096
2018-12-17 16:17:03,470 ----------------------------------------------------------------------------------------------------
2018-12-17 16:17:03,471 EPOCH 74 done: loss 0.4648 - lr 0.0500 - bad epochs 0
2018-12-17 16:17:59,696 TEST : loss 0.72398657 - f-score 0.8764 - acc 0.8764
2018-12-17 16:17:59,707 ----------------------------------------------------------------------------------------------------
2018-12-17 16:17:59,925 epoch 75 - iter 0/1974 - loss 0.23598149
2018-12-17 16:18:19,299 epoch 75 - iter 197/1974 - loss 0.44967477
2018-12-17 16:18:39,938 epoch 75 - iter 394/1974 - loss 0.45760144
2018-12-17 16:18:59,755 epoch 75 - iter 591/1974 - loss 0.45918209
2018-12-17 16:19:19,580 epoch 75 - iter 788/1974 - loss 0.47026460
2018-12-17 16:19:39,052 epoch 75 - iter 985/1974 - loss 0.46604101
2018-12-17 16:19:58,603 epoch 75 - iter 1182/1974 - loss 0.46570652
2018-12-17 16:20:20,683 epoch 75 - iter 1379/1974 - loss 0.46248155
2018-12-17 16:20:40,252 epoch 75 - iter 1576/1974 - loss 0.46166849
2018-12-17 16:21:00,066 epoch 75 - iter 1773/1974 - loss 0.46244103
2018-12-17 16:21:21,014 epoch 75 - iter 1970/1974 - loss 0.46578645
2018-12-17 16:21:21,976 ----------------------------------------------------------------------------------------------------
2018-12-17 16:21:21,976 EPOCH 75 done: loss 0.4667 - lr 0.0500 - bad epochs 0
2018-12-17 16:22:18,563 TEST : loss 0.75982147 - f-score 0.8742 - acc 0.8742
2018-12-17 16:22:18,567 ----------------------------------------------------------------------------------------------------
2018-12-17 16:22:18,766 epoch 76 - iter 0/1974 - loss 0.58686566
2018-12-17 16:22:39,318 epoch 76 - iter 197/1974 - loss 0.42046649
2018-12-17 16:22:59,152 epoch 76 - iter 394/1974 - loss 0.43618905
2018-12-17 16:23:19,515 epoch 76 - iter 591/1974 - loss 0.44547921
2018-12-17 16:23:39,176 epoch 76 - iter 788/1974 - loss 0.45095888
2018-12-17 16:23:58,998 epoch 76 - iter 985/1974 - loss 0.45344289
2018-12-17 16:24:19,474 epoch 76 - iter 1182/1974 - loss 0.45336025
2018-12-17 16:24:39,644 epoch 76 - iter 1379/1974 - loss 0.45470917
2018-12-17 16:24:59,244 epoch 76 - iter 1576/1974 - loss 0.45744355
2018-12-17 16:25:20,327 epoch 76 - iter 1773/1974 - loss 0.46023613
2018-12-17 16:25:41,819 epoch 76 - iter 1970/1974 - loss 0.46044686
2018-12-17 16:25:43,100 ----------------------------------------------------------------------------------------------------
2018-12-17 16:25:43,100 EPOCH 76 done: loss 0.4609 - lr 0.0500 - bad epochs 1
2018-12-17 16:26:39,549 TEST : loss 0.72842014 - f-score 0.8785 - acc 0.8785
2018-12-17 16:26:39,571 ----------------------------------------------------------------------------------------------------
2018-12-17 16:26:39,749 epoch 77 - iter 0/1974 - loss 0.48488182
2018-12-17 16:27:00,208 epoch 77 - iter 197/1974 - loss 0.47645701
2018-12-17 16:27:20,343 epoch 77 - iter 394/1974 - loss 0.45001479
2018-12-17 16:27:40,689 epoch 77 - iter 591/1974 - loss 0.43681734
2018-12-17 16:28:02,009 epoch 77 - iter 788/1974 - loss 0.44868148
2018-12-17 16:28:25,798 epoch 77 - iter 985/1974 - loss 0.44816149
2018-12-17 16:28:45,346 epoch 77 - iter 1182/1974 - loss 0.44857085
2018-12-17 16:29:05,668 epoch 77 - iter 1379/1974 - loss 0.44766888
2018-12-17 16:29:26,118 epoch 77 - iter 1576/1974 - loss 0.44750532
2018-12-17 16:29:45,396 epoch 77 - iter 1773/1974 - loss 0.44862444
2018-12-17 16:30:05,390 epoch 77 - iter 1970/1974 - loss 0.44805285
2018-12-17 16:30:06,605 ----------------------------------------------------------------------------------------------------
2018-12-17 16:30:06,605 EPOCH 77 done: loss 0.4479 - lr 0.0500 - bad epochs 0
2018-12-17 16:31:02,874 TEST : loss 0.75945139 - f-score 0.8761 - acc 0.8761
2018-12-17 16:31:02,879 ----------------------------------------------------------------------------------------------------
2018-12-17 16:31:03,049 epoch 78 - iter 0/1974 - loss 0.19269687
2018-12-17 16:31:23,604 epoch 78 - iter 197/1974 - loss 0.46815250
2018-12-17 16:31:44,967 epoch 78 - iter 394/1974 - loss 0.47143096
2018-12-17 16:32:04,217 epoch 78 - iter 591/1974 - loss 0.46669957
2018-12-17 16:32:23,611 epoch 78 - iter 788/1974 - loss 0.46164324
2018-12-17 16:32:43,818 epoch 78 - iter 985/1974 - loss 0.45362867
2018-12-17 16:33:03,455 epoch 78 - iter 1182/1974 - loss 0.44945126
2018-12-17 16:33:23,529 epoch 78 - iter 1379/1974 - loss 0.44913067
2018-12-17 16:33:43,973 epoch 78 - iter 1576/1974 - loss 0.45064450
2018-12-17 16:34:03,759 epoch 78 - iter 1773/1974 - loss 0.44910424
2018-12-17 16:34:24,160 epoch 78 - iter 1970/1974 - loss 0.45257440
2018-12-17 16:34:25,144 ----------------------------------------------------------------------------------------------------
2018-12-17 16:34:25,145 EPOCH 78 done: loss 0.4526 - lr 0.0500 - bad epochs 0
2018-12-17 16:35:21,495 TEST : loss 0.74687368 - f-score 0.8756 - acc 0.8756
2018-12-17 16:35:21,499 ----------------------------------------------------------------------------------------------------
2018-12-17 16:35:21,712 epoch 79 - iter 0/1974 - loss 0.15097392
2018-12-17 16:35:42,059 epoch 79 - iter 197/1974 - loss 0.44244385
2018-12-17 16:36:01,837 epoch 79 - iter 394/1974 - loss 0.42758553
2018-12-17 16:36:21,667 epoch 79 - iter 591/1974 - loss 0.42255119
2018-12-17 16:36:41,683 epoch 79 - iter 788/1974 - loss 0.43380261
2018-12-17 16:37:02,882 epoch 79 - iter 985/1974 - loss 0.44183835
2018-12-17 16:37:23,296 epoch 79 - iter 1182/1974 - loss 0.44617537
2018-12-17 16:37:43,331 epoch 79 - iter 1379/1974 - loss 0.44628258
2018-12-17 16:38:02,392 epoch 79 - iter 1576/1974 - loss 0.44846113
2018-12-17 16:38:23,230 epoch 79 - iter 1773/1974 - loss 0.45117318
2018-12-17 16:38:42,530 epoch 79 - iter 1970/1974 - loss 0.44627529
2018-12-17 16:38:43,639 ----------------------------------------------------------------------------------------------------
2018-12-17 16:38:43,639 EPOCH 79 done: loss 0.4463 - lr 0.0500 - bad epochs 1
2018-12-17 16:39:40,435 TEST : loss 0.78236991 - f-score 0.8739 - acc 0.8739
2018-12-17 16:39:40,439 ----------------------------------------------------------------------------------------------------
2018-12-17 16:39:40,624 epoch 80 - iter 0/1974 - loss 0.18766627
2018-12-17 16:39:59,659 epoch 80 - iter 197/1974 - loss 0.39927255
2018-12-17 16:40:20,740 epoch 80 - iter 394/1974 - loss 0.41735019
2018-12-17 16:40:40,336 epoch 80 - iter 591/1974 - loss 0.42556943
2018-12-17 16:41:00,233 epoch 80 - iter 788/1974 - loss 0.43017405
2018-12-17 16:41:20,055 epoch 80 - iter 985/1974 - loss 0.43270026
2018-12-17 16:41:39,650 epoch 80 - iter 1182/1974 - loss 0.43796367
2018-12-17 16:41:59,256 epoch 80 - iter 1379/1974 - loss 0.43764913
2018-12-17 16:42:18,695 epoch 80 - iter 1576/1974 - loss 0.43476667
2018-12-17 16:42:38,471 epoch 80 - iter 1773/1974 - loss 0.43432549
2018-12-17 16:43:01,440 epoch 80 - iter 1970/1974 - loss 0.43595142
2018-12-17 16:43:02,739 ----------------------------------------------------------------------------------------------------
2018-12-17 16:43:02,740 EPOCH 80 done: loss 0.4359 - lr 0.0500 - bad epochs 0
2018-12-17 16:44:05,221 TEST : loss 0.77939647 - f-score 0.8765 - acc 0.8765
2018-12-17 16:44:05,225 ----------------------------------------------------------------------------------------------------
2018-12-17 16:44:05,391 epoch 81 - iter 0/1974 - loss 0.38858294
2018-12-17 16:44:24,881 epoch 81 - iter 197/1974 - loss 0.39156018
2018-12-17 16:44:46,076 epoch 81 - iter 394/1974 - loss 0.41999715
2018-12-17 16:45:06,017 epoch 81 - iter 591/1974 - loss 0.42271460
2018-12-17 16:45:26,315 epoch 81 - iter 788/1974 - loss 0.42323812
2018-12-17 16:45:45,907 epoch 81 - iter 985/1974 - loss 0.42693256
2018-12-17 16:46:05,900 epoch 81 - iter 1182/1974 - loss 0.43025786
2018-12-17 16:46:27,259 epoch 81 - iter 1379/1974 - loss 0.43552923
2018-12-17 16:46:47,305 epoch 81 - iter 1576/1974 - loss 0.43776906
2018-12-17 16:47:07,181 epoch 81 - iter 1773/1974 - loss 0.43860974
2018-12-17 16:47:26,493 epoch 81 - iter 1970/1974 - loss 0.43651844
2018-12-17 16:47:27,727 ----------------------------------------------------------------------------------------------------
2018-12-17 16:47:27,727 EPOCH 81 done: loss 0.4365 - lr 0.0500 - bad epochs 0
2018-12-17 16:48:24,105 TEST : loss 0.76214403 - f-score 0.8769 - acc 0.8770
2018-12-17 16:48:24,117 ----------------------------------------------------------------------------------------------------
2018-12-17 16:48:24,309 epoch 82 - iter 0/1974 - loss 0.60223967
2018-12-17 16:48:44,564 epoch 82 - iter 197/1974 - loss 0.40173420
2018-12-17 16:49:06,244 epoch 82 - iter 394/1974 - loss 0.42803042
2018-12-17 16:49:26,187 epoch 82 - iter 591/1974 - loss 0.42295439
2018-12-17 16:49:46,081 epoch 82 - iter 788/1974 - loss 0.42578899
2018-12-17 16:50:05,634 epoch 82 - iter 985/1974 - loss 0.42687738
2018-12-17 16:50:25,361 epoch 82 - iter 1182/1974 - loss 0.43048243
2018-12-17 16:50:44,968 epoch 82 - iter 1379/1974 - loss 0.43056873
2018-12-17 16:51:05,569 epoch 82 - iter 1576/1974 - loss 0.43267015
2018-12-17 16:51:25,717 epoch 82 - iter 1773/1974 - loss 0.43437360
2018-12-17 16:51:45,832 epoch 82 - iter 1970/1974 - loss 0.43482129
2018-12-17 16:51:47,118 ----------------------------------------------------------------------------------------------------
2018-12-17 16:51:47,118 EPOCH 82 done: loss 0.4350 - lr 0.0500 - bad epochs 1
2018-12-17 16:52:43,780 TEST : loss 0.77230042 - f-score 0.8762 - acc 0.8762
2018-12-17 16:52:43,786 ----------------------------------------------------------------------------------------------------
2018-12-17 16:52:43,977 epoch 83 - iter 0/1974 - loss 0.72610134
2018-12-17 16:53:03,647 epoch 83 - iter 197/1974 - loss 0.41852693
2018-12-17 16:53:25,538 epoch 83 - iter 394/1974 - loss 0.42881229
2018-12-17 16:53:45,666 epoch 83 - iter 591/1974 - loss 0.43456832
2018-12-17 16:54:05,794 epoch 83 - iter 788/1974 - loss 0.43695017
2018-12-17 16:54:25,592 epoch 83 - iter 985/1974 - loss 0.43922524
2018-12-17 16:54:45,608 epoch 83 - iter 1182/1974 - loss 0.43733966
2018-12-17 16:55:06,563 epoch 83 - iter 1379/1974 - loss 0.43872319
2018-12-17 16:55:27,028 epoch 83 - iter 1576/1974 - loss 0.43596132
2018-12-17 16:55:46,558 epoch 83 - iter 1773/1974 - loss 0.43619663
2018-12-17 16:56:05,908 epoch 83 - iter 1970/1974 - loss 0.43730737
2018-12-17 16:56:07,275 ----------------------------------------------------------------------------------------------------
2018-12-17 16:56:07,275 EPOCH 83 done: loss 0.4373 - lr 0.0500 - bad epochs 0
2018-12-17 16:57:03,688 TEST : loss 0.75435692 - f-score 0.8763 - acc 0.8763
2018-12-17 16:57:03,693 ----------------------------------------------------------------------------------------------------
2018-12-17 16:57:03,917 epoch 84 - iter 0/1974 - loss 0.58507711
2018-12-17 16:57:23,922 epoch 84 - iter 197/1974 - loss 0.40690492
2018-12-17 16:57:44,203 epoch 84 - iter 394/1974 - loss 0.40950561
2018-12-17 16:58:05,068 epoch 84 - iter 591/1974 - loss 0.42777105
2018-12-17 16:58:24,626 epoch 84 - iter 788/1974 - loss 0.42448559
2018-12-17 16:58:44,344 epoch 84 - iter 985/1974 - loss 0.42137046
2018-12-17 16:59:03,367 epoch 84 - iter 1182/1974 - loss 0.42239567
2018-12-17 16:59:23,951 epoch 84 - iter 1379/1974 - loss 0.42906710
2018-12-17 16:59:44,431 epoch 84 - iter 1576/1974 - loss 0.42862577
2018-12-17 17:00:06,012 epoch 84 - iter 1773/1974 - loss 0.43154598
2018-12-17 17:00:27,775 epoch 84 - iter 1970/1974 - loss 0.43366766
2018-12-17 17:00:29,209 ----------------------------------------------------------------------------------------------------
2018-12-17 17:00:29,209 EPOCH 84 done: loss 0.4334 - lr 0.0500 - bad epochs 1
2018-12-17 17:01:26,944 TEST : loss 0.75659031 - f-score 0.8745 - acc 0.8745
2018-12-17 17:01:26,966 ----------------------------------------------------------------------------------------------------
2018-12-17 17:01:27,182 epoch 85 - iter 0/1974 - loss 0.94607121
2018-12-17 17:01:48,027 epoch 85 - iter 197/1974 - loss 0.43574336
2018-12-17 17:02:10,715 epoch 85 - iter 394/1974 - loss 0.43609662
2018-12-17 17:02:31,829 epoch 85 - iter 591/1974 - loss 0.43479766
2018-12-17 17:02:53,432 epoch 85 - iter 788/1974 - loss 0.43117639
2018-12-17 17:03:13,922 epoch 85 - iter 985/1974 - loss 0.43305403
2018-12-17 17:03:34,305 epoch 85 - iter 1182/1974 - loss 0.43222356
2018-12-17 17:03:54,895 epoch 85 - iter 1379/1974 - loss 0.42904923
2018-12-17 17:04:14,838 epoch 85 - iter 1576/1974 - loss 0.42652430
2018-12-17 17:04:35,929 epoch 85 - iter 1773/1974 - loss 0.42631166
2018-12-17 17:04:56,788 epoch 85 - iter 1970/1974 - loss 0.42514520
2018-12-17 17:04:58,279 ----------------------------------------------------------------------------------------------------
2018-12-17 17:04:58,279 EPOCH 85 done: loss 0.4254 - lr 0.0500 - bad epochs 0
2018-12-17 17:05:54,823 TEST : loss 0.76385009 - f-score 0.8769 - acc 0.8769
2018-12-17 17:05:54,827 ----------------------------------------------------------------------------------------------------
2018-12-17 17:05:55,027 epoch 86 - iter 0/1974 - loss 0.26635176
2018-12-17 17:06:15,772 epoch 86 - iter 197/1974 - loss 0.45367395
2018-12-17 17:06:36,653 epoch 86 - iter 394/1974 - loss 0.44491636
2018-12-17 17:06:59,048 epoch 86 - iter 591/1974 - loss 0.44205600
2018-12-17 17:07:19,606 epoch 86 - iter 788/1974 - loss 0.43290610
2018-12-17 17:07:39,134 epoch 86 - iter 985/1974 - loss 0.43000976
2018-12-17 17:07:59,441 epoch 86 - iter 1182/1974 - loss 0.42700369
2018-12-17 17:08:19,189 epoch 86 - iter 1379/1974 - loss 0.42545608
2018-12-17 17:08:39,894 epoch 86 - iter 1576/1974 - loss 0.42710289
2018-12-17 17:09:00,279 epoch 86 - iter 1773/1974 - loss 0.42654025
2018-12-17 17:09:21,520 epoch 86 - iter 1970/1974 - loss 0.42545946
2018-12-17 17:09:22,881 ----------------------------------------------------------------------------------------------------
2018-12-17 17:09:22,881 EPOCH 86 done: loss 0.4255 - lr 0.0500 - bad epochs 0
2018-12-17 17:10:19,638 TEST : loss 0.76254475 - f-score 0.8748 - acc 0.8748
2018-12-17 17:10:19,642 ----------------------------------------------------------------------------------------------------
2018-12-17 17:10:19,841 epoch 87 - iter 0/1974 - loss 0.24439961
2018-12-17 17:10:39,722 epoch 87 - iter 197/1974 - loss 0.39497055
2018-12-17 17:11:01,993 epoch 87 - iter 394/1974 - loss 0.42077802
2018-12-17 17:11:23,019 epoch 87 - iter 591/1974 - loss 0.42009183
2018-12-17 17:11:42,943 epoch 87 - iter 788/1974 - loss 0.42050262
2018-12-17 17:12:04,539 epoch 87 - iter 985/1974 - loss 0.42183847
2018-12-17 17:12:24,642 epoch 87 - iter 1182/1974 - loss 0.42062488
2018-12-17 17:12:46,263 epoch 87 - iter 1379/1974 - loss 0.41677731
2018-12-17 17:13:06,896 epoch 87 - iter 1576/1974 - loss 0.41755845
2018-12-17 17:13:27,552 epoch 87 - iter 1773/1974 - loss 0.41755082
2018-12-17 17:13:48,287 epoch 87 - iter 1970/1974 - loss 0.42032419
2018-12-17 17:13:50,938 ----------------------------------------------------------------------------------------------------
2018-12-17 17:13:50,938 EPOCH 87 done: loss 0.4203 - lr 0.0500 - bad epochs 1
2018-12-17 17:14:47,653 TEST : loss 0.77814227 - f-score 0.8768 - acc 0.8768
2018-12-17 17:14:47,657 ----------------------------------------------------------------------------------------------------
2018-12-17 17:14:47,860 epoch 88 - iter 0/1974 - loss 0.60983425
2018-12-17 17:15:07,964 epoch 88 - iter 197/1974 - loss 0.38572783
2018-12-17 17:15:28,322 epoch 88 - iter 394/1974 - loss 0.40640555
2018-12-17 17:15:48,559 epoch 88 - iter 591/1974 - loss 0.40539503
2018-12-17 17:16:08,469 epoch 88 - iter 788/1974 - loss 0.41618051
2018-12-17 17:16:28,807 epoch 88 - iter 985/1974 - loss 0.42406263
2018-12-17 17:16:48,380 epoch 88 - iter 1182/1974 - loss 0.41639352
2018-12-17 17:17:08,341 epoch 88 - iter 1379/1974 - loss 0.41544675
2018-12-17 17:17:29,695 epoch 88 - iter 1576/1974 - loss 0.41771859
2018-12-17 17:17:49,277 epoch 88 - iter 1773/1974 - loss 0.41437392
2018-12-17 17:18:08,219 epoch 88 - iter 1970/1974 - loss 0.41541094
2018-12-17 17:18:09,204 ----------------------------------------------------------------------------------------------------
2018-12-17 17:18:09,204 EPOCH 88 done: loss 0.4152 - lr 0.0500 - bad epochs 0
2018-12-17 17:19:05,489 TEST : loss 0.78584027 - f-score 0.8740 - acc 0.8740
2018-12-17 17:19:05,493 ----------------------------------------------------------------------------------------------------
2018-12-17 17:19:05,694 epoch 89 - iter 0/1974 - loss 0.41282281
2018-12-17 17:19:27,538 epoch 89 - iter 197/1974 - loss 0.42567596
2018-12-17 17:19:47,035 epoch 89 - iter 394/1974 - loss 0.42586345
2018-12-17 17:20:06,513 epoch 89 - iter 591/1974 - loss 0.42227111
2018-12-17 17:20:28,196 epoch 89 - iter 788/1974 - loss 0.41713229
2018-12-17 17:20:48,112 epoch 89 - iter 985/1974 - loss 0.41816908
2018-12-17 17:21:07,658 epoch 89 - iter 1182/1974 - loss 0.41709884
2018-12-17 17:21:26,825 epoch 89 - iter 1379/1974 - loss 0.42089999
2018-12-17 17:21:46,282 epoch 89 - iter 1576/1974 - loss 0.42016716
2018-12-17 17:22:07,320 epoch 89 - iter 1773/1974 - loss 0.41642773
2018-12-17 17:22:27,990 epoch 89 - iter 1970/1974 - loss 0.41599278
2018-12-17 17:22:28,980 ----------------------------------------------------------------------------------------------------
2018-12-17 17:22:28,980 EPOCH 89 done: loss 0.4163 - lr 0.0500 - bad epochs 0
2018-12-17 17:23:25,659 TEST : loss 0.77241081 - f-score 0.8757 - acc 0.8757
2018-12-17 17:23:25,665 ----------------------------------------------------------------------------------------------------
2018-12-17 17:23:25,838 epoch 90 - iter 0/1974 - loss 0.08831078
2018-12-17 17:23:45,886 epoch 90 - iter 197/1974 - loss 0.37530510
2018-12-17 17:24:07,578 epoch 90 - iter 394/1974 - loss 0.39968620
2018-12-17 17:24:28,485 epoch 90 - iter 591/1974 - loss 0.39625908
2018-12-17 17:24:49,578 epoch 90 - iter 788/1974 - loss 0.39723897
2018-12-17 17:25:11,408 epoch 90 - iter 985/1974 - loss 0.39943616
2018-12-17 17:25:32,514 epoch 90 - iter 1182/1974 - loss 0.40637006
2018-12-17 17:25:54,083 epoch 90 - iter 1379/1974 - loss 0.41238680
2018-12-17 17:26:14,244 epoch 90 - iter 1576/1974 - loss 0.41134839
2018-12-17 17:26:35,431 epoch 90 - iter 1773/1974 - loss 0.41190680
2018-12-17 17:26:56,454 epoch 90 - iter 1970/1974 - loss 0.41082737
2018-12-17 17:26:58,086 ----------------------------------------------------------------------------------------------------
2018-12-17 17:26:58,086 EPOCH 90 done: loss 0.4111 - lr 0.0500 - bad epochs 1
2018-12-17 17:27:55,273 TEST : loss 0.76202917 - f-score 0.8752 - acc 0.8753
2018-12-17 17:27:55,277 ----------------------------------------------------------------------------------------------------
2018-12-17 17:27:55,515 epoch 91 - iter 0/1974 - loss 0.27808854
2018-12-17 17:28:16,825 epoch 91 - iter 197/1974 - loss 0.43767935
2018-12-17 17:28:38,253 epoch 91 - iter 394/1974 - loss 0.43142434
2018-12-17 17:28:59,192 epoch 91 - iter 591/1974 - loss 0.40802746
2018-12-17 17:29:19,638 epoch 91 - iter 788/1974 - loss 0.40478074
2018-12-17 17:29:42,596 epoch 91 - iter 985/1974 - loss 0.41365162
2018-12-17 17:30:04,000 epoch 91 - iter 1182/1974 - loss 0.41312812
2018-12-17 17:30:25,001 epoch 91 - iter 1379/1974 - loss 0.41616958
2018-12-17 17:30:45,734 epoch 91 - iter 1576/1974 - loss 0.41628398
2018-12-17 17:31:07,494 epoch 91 - iter 1773/1974 - loss 0.41750538
2018-12-17 17:31:28,780 epoch 91 - iter 1970/1974 - loss 0.41684507
2018-12-17 17:31:30,506 ----------------------------------------------------------------------------------------------------
2018-12-17 17:31:30,506 EPOCH 91 done: loss 0.4167 - lr 0.0500 - bad epochs 0
2018-12-17 17:32:31,606 TEST : loss 0.79235435 - f-score 0.8735 - acc 0.8735
2018-12-17 17:32:31,610 ----------------------------------------------------------------------------------------------------
2018-12-17 17:32:31,866 epoch 92 - iter 0/1974 - loss 0.78203660
2018-12-17 17:32:53,291 epoch 92 - iter 197/1974 - loss 0.43250038
2018-12-17 17:33:15,327 epoch 92 - iter 394/1974 - loss 0.41346522
2018-12-17 17:33:36,235 epoch 92 - iter 591/1974 - loss 0.42223774
2018-12-17 17:33:57,377 epoch 92 - iter 788/1974 - loss 0.41742740
2018-12-17 17:34:18,274 epoch 92 - iter 985/1974 - loss 0.41470186
2018-12-17 17:34:39,944 epoch 92 - iter 1182/1974 - loss 0.41411083
2018-12-17 17:35:02,503 epoch 92 - iter 1379/1974 - loss 0.41112558
2018-12-17 17:35:23,412 epoch 92 - iter 1576/1974 - loss 0.41404929
2018-12-17 17:35:44,213 epoch 92 - iter 1773/1974 - loss 0.41363165
2018-12-17 17:36:05,444 epoch 92 - iter 1970/1974 - loss 0.41443448
2018-12-17 17:36:07,092 ----------------------------------------------------------------------------------------------------
2018-12-17 17:36:07,092 EPOCH 92 done: loss 0.4147 - lr 0.0500 - bad epochs 1
2018-12-17 17:37:03,974 TEST : loss 0.78232777 - f-score 0.8753 - acc 0.8753
2018-12-17 17:37:03,978 ----------------------------------------------------------------------------------------------------
2018-12-17 17:37:04,169 epoch 93 - iter 0/1974 - loss 0.46973220
2018-12-17 17:37:23,945 epoch 93 - iter 197/1974 - loss 0.39034723
2018-12-17 17:37:44,475 epoch 93 - iter 394/1974 - loss 0.39935886
2018-12-17 17:38:04,894 epoch 93 - iter 591/1974 - loss 0.39944049
2018-12-17 17:38:25,893 epoch 93 - iter 788/1974 - loss 0.40347022
2018-12-17 17:38:47,336 epoch 93 - iter 985/1974 - loss 0.40335414
2018-12-17 17:39:07,917 epoch 93 - iter 1182/1974 - loss 0.40589440
2018-12-17 17:39:27,146 epoch 93 - iter 1379/1974 - loss 0.40828288
2018-12-17 17:39:47,741 epoch 93 - iter 1576/1974 - loss 0.40801654
2018-12-17 17:40:07,849 epoch 93 - iter 1773/1974 - loss 0.40873236
2018-12-17 17:40:28,988 epoch 93 - iter 1970/1974 - loss 0.41168175
2018-12-17 17:40:30,473 ----------------------------------------------------------------------------------------------------
2018-12-17 17:40:30,473 EPOCH 93 done: loss 0.4117 - lr 0.0500 - bad epochs 2
2018-12-17 17:41:27,265 TEST : loss 0.78120929 - f-score 0.8760 - acc 0.8761
2018-12-17 17:41:27,269 ----------------------------------------------------------------------------------------------------
2018-12-17 17:41:27,469 epoch 94 - iter 0/1974 - loss 0.06535739
2018-12-17 17:41:48,435 epoch 94 - iter 197/1974 - loss 0.40712097
2018-12-17 17:42:10,134 epoch 94 - iter 394/1974 - loss 0.40408803
2018-12-17 17:42:30,191 epoch 94 - iter 591/1974 - loss 0.40762684
2018-12-17 17:42:52,765 epoch 94 - iter 788/1974 - loss 0.40828024
2018-12-17 17:43:14,145 epoch 94 - iter 985/1974 - loss 0.40826808
2018-12-17 17:43:35,379 epoch 94 - iter 1182/1974 - loss 0.40654547
2018-12-17 17:43:56,201 epoch 94 - iter 1379/1974 - loss 0.40764688
2018-12-17 17:44:17,569 epoch 94 - iter 1576/1974 - loss 0.40621470
2018-12-17 17:44:38,768 epoch 94 - iter 1773/1974 - loss 0.40524464
2018-12-17 17:45:01,066 epoch 94 - iter 1970/1974 - loss 0.40518900
2018-12-17 17:45:02,137 ----------------------------------------------------------------------------------------------------
2018-12-17 17:45:02,138 EPOCH 94 done: loss 0.4053 - lr 0.0500 - bad epochs 3
2018-12-17 17:45:59,077 TEST : loss 0.78730583 - f-score 0.8769 - acc 0.8769
2018-12-17 17:45:59,080 ----------------------------------------------------------------------------------------------------
2018-12-17 17:45:59,262 epoch 95 - iter 0/1974 - loss 0.38110036
2018-12-17 17:46:20,395 epoch 95 - iter 197/1974 - loss 0.39049519
2018-12-17 17:46:41,726 epoch 95 - iter 394/1974 - loss 0.39704267
2018-12-17 17:47:03,078 epoch 95 - iter 591/1974 - loss 0.40206035
2018-12-17 17:47:23,710 epoch 95 - iter 788/1974 - loss 0.40054747
2018-12-17 17:47:43,938 epoch 95 - iter 985/1974 - loss 0.40432215
2018-12-17 17:48:03,731 epoch 95 - iter 1182/1974 - loss 0.40246785
2018-12-17 17:48:24,405 epoch 95 - iter 1379/1974 - loss 0.40871358
2018-12-17 17:48:44,073 epoch 95 - iter 1576/1974 - loss 0.40475274
2018-12-17 17:49:03,384 epoch 95 - iter 1773/1974 - loss 0.40597670
2018-12-17 17:49:23,950 epoch 95 - iter 1970/1974 - loss 0.40535968
2018-12-17 17:49:24,860 ----------------------------------------------------------------------------------------------------
2018-12-17 17:49:24,860 EPOCH 95 done: loss 0.4052 - lr 0.0500 - bad epochs 0
2018-12-17 17:50:21,202 TEST : loss 0.78067404 - f-score 0.8767 - acc 0.8767
2018-12-17 17:50:21,206 ----------------------------------------------------------------------------------------------------
2018-12-17 17:50:21,411 epoch 96 - iter 0/1974 - loss 0.16990775
2018-12-17 17:50:42,447 epoch 96 - iter 197/1974 - loss 0.38052794
2018-12-17 17:51:02,637 epoch 96 - iter 394/1974 - loss 0.37469616
2018-12-17 17:51:24,192 epoch 96 - iter 591/1974 - loss 0.39052692
2018-12-17 17:51:43,548 epoch 96 - iter 788/1974 - loss 0.39645913
2018-12-17 17:52:03,323 epoch 96 - iter 985/1974 - loss 0.40179283
2018-12-17 17:52:23,724 epoch 96 - iter 1182/1974 - loss 0.40049645
2018-12-17 17:52:44,054 epoch 96 - iter 1379/1974 - loss 0.40080098
2018-12-17 17:53:04,102 epoch 96 - iter 1576/1974 - loss 0.40189649
2018-12-17 17:53:24,380 epoch 96 - iter 1773/1974 - loss 0.40309346
2018-12-17 17:53:43,775 epoch 96 - iter 1970/1974 - loss 0.40267668
2018-12-17 17:53:45,412 ----------------------------------------------------------------------------------------------------
2018-12-17 17:53:45,412 EPOCH 96 done: loss 0.4029 - lr 0.0500 - bad epochs 0
2018-12-17 17:54:42,061 TEST : loss 0.78178173 - f-score 0.8772 - acc 0.8771
2018-12-17 17:54:42,065 ----------------------------------------------------------------------------------------------------
2018-12-17 17:54:42,270 epoch 97 - iter 0/1974 - loss 0.31316394
2018-12-17 17:55:02,505 epoch 97 - iter 197/1974 - loss 0.38780218
2018-12-17 17:55:22,877 epoch 97 - iter 394/1974 - loss 0.38152458
2018-12-17 17:55:43,356 epoch 97 - iter 591/1974 - loss 0.38915512
2018-12-17 17:56:03,578 epoch 97 - iter 788/1974 - loss 0.38672466
2018-12-17 17:56:25,254 epoch 97 - iter 985/1974 - loss 0.39310273
2018-12-17 17:56:45,415 epoch 97 - iter 1182/1974 - loss 0.39440966
2018-12-17 17:57:06,365 epoch 97 - iter 1379/1974 - loss 0.39551098
2018-12-17 17:57:26,394 epoch 97 - iter 1576/1974 - loss 0.39712214
2018-12-17 17:57:46,317 epoch 97 - iter 1773/1974 - loss 0.39688971
2018-12-17 17:58:06,527 epoch 97 - iter 1970/1974 - loss 0.39604400
2018-12-17 17:58:07,849 ----------------------------------------------------------------------------------------------------
2018-12-17 17:58:07,849 EPOCH 97 done: loss 0.3960 - lr 0.0500 - bad epochs 0
2018-12-17 17:59:04,193 TEST : loss 0.77752566 - f-score 0.8777 - acc 0.8777
2018-12-17 17:59:04,198 ----------------------------------------------------------------------------------------------------
2018-12-17 17:59:04,403 epoch 98 - iter 0/1974 - loss 1.18593299
2018-12-17 17:59:25,380 epoch 98 - iter 197/1974 - loss 0.43701673
2018-12-17 17:59:45,892 epoch 98 - iter 394/1974 - loss 0.41855006
2018-12-17 18:00:05,554 epoch 98 - iter 591/1974 - loss 0.41309550
2018-12-17 18:00:25,248 epoch 98 - iter 788/1974 - loss 0.40178229
2018-12-17 18:00:48,106 epoch 98 - iter 985/1974 - loss 0.40378946
2018-12-17 18:01:08,105 epoch 98 - iter 1182/1974 - loss 0.40223446
2018-12-17 18:01:28,963 epoch 98 - iter 1379/1974 - loss 0.40287606
2018-12-17 18:01:49,533 epoch 98 - iter 1576/1974 - loss 0.40317334
2018-12-17 18:02:09,088 epoch 98 - iter 1773/1974 - loss 0.40292333
2018-12-17 18:02:28,802 epoch 98 - iter 1970/1974 - loss 0.40444158
2018-12-17 18:02:30,203 ----------------------------------------------------------------------------------------------------
2018-12-17 18:02:30,203 EPOCH 98 done: loss 0.4043 - lr 0.0500 - bad epochs 0
2018-12-17 18:03:37,881 TEST : loss 0.80031198 - f-score 0.8756 - acc 0.8756
2018-12-17 18:03:37,913 ----------------------------------------------------------------------------------------------------
2018-12-17 18:03:38,150 epoch 99 - iter 0/1974 - loss 0.28913432
2018-12-17 18:03:58,308 epoch 99 - iter 197/1974 - loss 0.37114677
2018-12-17 18:04:18,785 epoch 99 - iter 394/1974 - loss 0.36994538
2018-12-17 18:04:38,584 epoch 99 - iter 591/1974 - loss 0.37522606
2018-12-17 18:04:59,279 epoch 99 - iter 788/1974 - loss 0.38244167
2018-12-17 18:05:19,337 epoch 99 - iter 985/1974 - loss 0.38086395
2018-12-17 18:05:39,989 epoch 99 - iter 1182/1974 - loss 0.39431222
2018-12-17 18:06:01,553 epoch 99 - iter 1379/1974 - loss 0.40082019
2018-12-17 18:06:21,720 epoch 99 - iter 1576/1974 - loss 0.39920392
2018-12-17 18:06:41,431 epoch 99 - iter 1773/1974 - loss 0.39888267
2018-12-17 18:07:01,842 epoch 99 - iter 1970/1974 - loss 0.40096810
2018-12-17 18:07:03,262 ----------------------------------------------------------------------------------------------------
2018-12-17 18:07:03,262 EPOCH 99 done: loss 0.4007 - lr 0.0500 - bad epochs 1
2018-12-17 18:07:59,612 TEST : loss 0.78364295 - f-score 0.8757 - acc 0.8757
2018-12-17 18:07:59,638 ----------------------------------------------------------------------------------------------------
2018-12-17 18:07:59,826 epoch 100 - iter 0/1974 - loss 0.48099965
2018-12-17 18:08:20,733 epoch 100 - iter 197/1974 - loss 0.38722668
2018-12-17 18:08:40,603 epoch 100 - iter 394/1974 - loss 0.39479002
2018-12-17 18:09:00,650 epoch 100 - iter 591/1974 - loss 0.39356423
2018-12-17 18:09:22,917 epoch 100 - iter 788/1974 - loss 0.40078322
2018-12-17 18:09:42,784 epoch 100 - iter 985/1974 - loss 0.40081840
2018-12-17 18:10:02,738 epoch 100 - iter 1182/1974 - loss 0.40081811
2018-12-17 18:10:22,976 epoch 100 - iter 1379/1974 - loss 0.39781326
2018-12-17 18:10:42,677 epoch 100 - iter 1576/1974 - loss 0.39667877
2018-12-17 18:11:03,239 epoch 100 - iter 1773/1974 - loss 0.39784996
2018-12-17 18:11:23,203 epoch 100 - iter 1970/1974 - loss 0.40067329
2018-12-17 18:11:24,723 ----------------------------------------------------------------------------------------------------
2018-12-17 18:11:24,723 EPOCH 100 done: loss 0.4009 - lr 0.0500 - bad epochs 2
2018-12-17 18:12:20,626 TEST : loss 0.76099294 - f-score 0.8755 - acc 0.8755
2018-12-17 18:12:20,666 ----------------------------------------------------------------------------------------------------
2018-12-17 18:12:20,865 epoch 101 - iter 0/1974 - loss 0.26564196
2018-12-17 18:12:41,562 epoch 101 - iter 197/1974 - loss 0.39304382
2018-12-17 18:13:03,272 epoch 101 - iter 394/1974 - loss 0.39919299
2018-12-17 18:13:23,686 epoch 101 - iter 591/1974 - loss 0.39304534
2018-12-17 18:13:44,404 epoch 101 - iter 788/1974 - loss 0.39628303
2018-12-17 18:14:04,581 epoch 101 - iter 985/1974 - loss 0.39502916
2018-12-17 18:14:24,738 epoch 101 - iter 1182/1974 - loss 0.39692917
2018-12-17 18:14:45,107 epoch 101 - iter 1379/1974 - loss 0.39423826
2018-12-17 18:15:05,315 epoch 101 - iter 1576/1974 - loss 0.39262007
2018-12-17 18:15:26,442 epoch 101 - iter 1773/1974 - loss 0.39482964
2018-12-17 18:15:46,571 epoch 101 - iter 1970/1974 - loss 0.39451530
2018-12-17 18:15:48,128 ----------------------------------------------------------------------------------------------------
2018-12-17 18:15:48,128 EPOCH 101 done: loss 0.3942 - lr 0.0500 - bad epochs 3
2018-12-17 18:16:44,640 TEST : loss 0.78006655 - f-score 0.8794 - acc 0.8794
2018-12-17 18:16:44,675 ----------------------------------------------------------------------------------------------------
2018-12-17 18:16:44,889 epoch 102 - iter 0/1974 - loss 0.27805537
2018-12-17 18:17:05,213 epoch 102 - iter 197/1974 - loss 0.38453148
2018-12-17 18:17:26,149 epoch 102 - iter 394/1974 - loss 0.38888544
2018-12-17 18:17:46,842 epoch 102 - iter 591/1974 - loss 0.38217501
2018-12-17 18:18:07,669 epoch 102 - iter 788/1974 - loss 0.38322930
2018-12-17 18:18:27,377 epoch 102 - iter 985/1974 - loss 0.38393021
2018-12-17 18:18:47,735 epoch 102 - iter 1182/1974 - loss 0.38404164
2018-12-17 18:19:08,881 epoch 102 - iter 1379/1974 - loss 0.38821419
2018-12-17 18:19:30,995 epoch 102 - iter 1576/1974 - loss 0.39544893
2018-12-17 18:19:50,404 epoch 102 - iter 1773/1974 - loss 0.39531626
2018-12-17 18:20:10,093 epoch 102 - iter 1970/1974 - loss 0.39496843
2018-12-17 18:20:11,016 ----------------------------------------------------------------------------------------------------
2018-12-17 18:20:11,016 EPOCH 102 done: loss 0.3947 - lr 0.0500 - bad epochs 0
2018-12-17 18:21:07,414 TEST : loss 0.79552120 - f-score 0.8752 - acc 0.8752
2018-12-17 18:21:07,418 ----------------------------------------------------------------------------------------------------
2018-12-17 18:21:07,617 epoch 103 - iter 0/1974 - loss 0.26659739
2018-12-17 18:21:26,461 epoch 103 - iter 197/1974 - loss 0.38930058
2018-12-17 18:21:47,123 epoch 103 - iter 394/1974 - loss 0.36914741
2018-12-17 18:22:07,141 epoch 103 - iter 591/1974 - loss 0.37226851
2018-12-17 18:22:27,598 epoch 103 - iter 788/1974 - loss 0.37380246
2018-12-17 18:22:47,531 epoch 103 - iter 985/1974 - loss 0.37441254
2018-12-17 18:23:07,065 epoch 103 - iter 1182/1974 - loss 0.38318792
2018-12-17 18:23:28,507 epoch 103 - iter 1379/1974 - loss 0.39191417
2018-12-17 18:23:48,265 epoch 103 - iter 1576/1974 - loss 0.39176181
2018-12-17 18:24:08,929 epoch 103 - iter 1773/1974 - loss 0.39244386
2018-12-17 18:24:29,533 epoch 103 - iter 1970/1974 - loss 0.39060925
2018-12-17 18:24:31,070 ----------------------------------------------------------------------------------------------------
2018-12-17 18:24:31,070 EPOCH 103 done: loss 0.3907 - lr 0.0500 - bad epochs 1
2018-12-17 18:25:27,750 TEST : loss 0.78008145 - f-score 0.8771 - acc 0.8771
2018-12-17 18:25:27,819 ----------------------------------------------------------------------------------------------------
2018-12-17 18:25:28,023 epoch 104 - iter 0/1974 - loss 0.47745454
2018-12-17 18:25:48,861 epoch 104 - iter 197/1974 - loss 0.40220778
2018-12-17 18:26:10,487 epoch 104 - iter 394/1974 - loss 0.39497658
2018-12-17 18:26:30,345 epoch 104 - iter 591/1974 - loss 0.40050058
2018-12-17 18:26:50,440 epoch 104 - iter 788/1974 - loss 0.39955330
2018-12-17 18:27:11,097 epoch 104 - iter 985/1974 - loss 0.39489603
2018-12-17 18:27:31,106 epoch 104 - iter 1182/1974 - loss 0.39712216
2018-12-17 18:27:50,393 epoch 104 - iter 1379/1974 - loss 0.39732175
2018-12-17 18:28:10,369 epoch 104 - iter 1576/1974 - loss 0.39413374
2018-12-17 18:28:31,022 epoch 104 - iter 1773/1974 - loss 0.39363305
2018-12-17 18:28:50,746 epoch 104 - iter 1970/1974 - loss 0.39409487
2018-12-17 18:28:52,144 ----------------------------------------------------------------------------------------------------
2018-12-17 18:28:52,144 EPOCH 104 done: loss 0.3938 - lr 0.0500 - bad epochs 0
2018-12-17 18:29:48,826 TEST : loss 0.80164939 - f-score 0.8762 - acc 0.8762
2018-12-17 18:29:48,830 ----------------------------------------------------------------------------------------------------
2018-12-17 18:29:49,040 epoch 105 - iter 0/1974 - loss 0.33828172
2018-12-17 18:30:11,697 epoch 105 - iter 197/1974 - loss 0.38341183
2018-12-17 18:30:30,783 epoch 105 - iter 394/1974 - loss 0.37363488
2018-12-17 18:30:50,840 epoch 105 - iter 591/1974 - loss 0.36882798
2018-12-17 18:31:11,306 epoch 105 - iter 788/1974 - loss 0.37227405
2018-12-17 18:31:32,672 epoch 105 - iter 985/1974 - loss 0.37328615
2018-12-17 18:31:52,305 epoch 105 - iter 1182/1974 - loss 0.37528772
2018-12-17 18:32:12,582 epoch 105 - iter 1379/1974 - loss 0.37814334
2018-12-17 18:32:33,371 epoch 105 - iter 1576/1974 - loss 0.37885499
2018-12-17 18:32:54,326 epoch 105 - iter 1773/1974 - loss 0.38233574
2018-12-17 18:33:14,106 epoch 105 - iter 1970/1974 - loss 0.38246387
2018-12-17 18:33:15,581 ----------------------------------------------------------------------------------------------------
2018-12-17 18:33:15,582 EPOCH 105 done: loss 0.3827 - lr 0.0500 - bad epochs 1
2018-12-17 18:34:16,000 TEST : loss 0.80834252 - f-score 0.8748 - acc 0.8749
2018-12-17 18:34:16,005 ----------------------------------------------------------------------------------------------------
2018-12-17 18:34:16,235 epoch 106 - iter 0/1974 - loss 0.57807803
2018-12-17 18:34:37,423 epoch 106 - iter 197/1974 - loss 0.39733916
2018-12-17 18:34:56,423 epoch 106 - iter 394/1974 - loss 0.38330256
2018-12-17 18:35:17,000 epoch 106 - iter 591/1974 - loss 0.38974948
2018-12-17 18:35:36,904 epoch 106 - iter 788/1974 - loss 0.39454087
2018-12-17 18:35:57,485 epoch 106 - iter 985/1974 - loss 0.39741220
2018-12-17 18:36:17,981 epoch 106 - iter 1182/1974 - loss 0.39220680
2018-12-17 18:36:38,941 epoch 106 - iter 1379/1974 - loss 0.39313992
2018-12-17 18:36:59,044 epoch 106 - iter 1576/1974 - loss 0.39223254
2018-12-17 18:37:19,775 epoch 106 - iter 1773/1974 - loss 0.39019154
2018-12-17 18:37:40,234 epoch 106 - iter 1970/1974 - loss 0.38870659
2018-12-17 18:37:41,300 ----------------------------------------------------------------------------------------------------
2018-12-17 18:37:41,300 EPOCH 106 done: loss 0.3885 - lr 0.0500 - bad epochs 0
2018-12-17 18:38:37,674 TEST : loss 0.77769023 - f-score 0.8778 - acc 0.8778
2018-12-17 18:38:37,729 ----------------------------------------------------------------------------------------------------
2018-12-17 18:38:37,944 epoch 107 - iter 0/1974 - loss 0.66241437
2018-12-17 18:38:59,895 epoch 107 - iter 197/1974 - loss 0.38032595
2018-12-17 18:39:20,393 epoch 107 - iter 394/1974 - loss 0.37601751
2018-12-17 18:39:41,658 epoch 107 - iter 591/1974 - loss 0.38276616
2018-12-17 18:40:02,334 epoch 107 - iter 788/1974 - loss 0.38334829
2018-12-17 18:40:25,214 epoch 107 - iter 985/1974 - loss 0.38335530
2018-12-17 18:40:46,787 epoch 107 - iter 1182/1974 - loss 0.38408623
2018-12-17 18:41:08,196 epoch 107 - iter 1379/1974 - loss 0.38784030
2018-12-17 18:41:29,422 epoch 107 - iter 1576/1974 - loss 0.38420822
2018-12-17 18:41:50,380 epoch 107 - iter 1773/1974 - loss 0.38549409
2018-12-17 18:42:11,798 epoch 107 - iter 1970/1974 - loss 0.38834330
2018-12-17 18:42:13,289 ----------------------------------------------------------------------------------------------------
2018-12-17 18:42:13,289 EPOCH 107 done: loss 0.3883 - lr 0.0500 - bad epochs 1
2018-12-17 18:43:10,268 TEST : loss 0.80456448 - f-score 0.8782 - acc 0.8782
2018-12-17 18:43:10,304 ----------------------------------------------------------------------------------------------------
2018-12-17 18:43:10,486 epoch 108 - iter 0/1974 - loss 0.53456306
2018-12-17 18:43:31,050 epoch 108 - iter 197/1974 - loss 0.40084129
2018-12-17 18:43:52,252 epoch 108 - iter 394/1974 - loss 0.38327365
2018-12-17 18:44:13,172 epoch 108 - iter 591/1974 - loss 0.38470713
2018-12-17 18:44:34,717 epoch 108 - iter 788/1974 - loss 0.38708998
2018-12-17 18:44:56,102 epoch 108 - iter 985/1974 - loss 0.38386434
2018-12-17 18:45:16,255 epoch 108 - iter 1182/1974 - loss 0.38034811
2018-12-17 18:45:39,172 epoch 108 - iter 1379/1974 - loss 0.38161139
2018-12-17 18:45:59,909 epoch 108 - iter 1576/1974 - loss 0.38523552
2018-12-17 18:46:21,747 epoch 108 - iter 1773/1974 - loss 0.38694843
2018-12-17 18:46:42,329 epoch 108 - iter 1970/1974 - loss 0.38676063
2018-12-17 18:46:43,513 ----------------------------------------------------------------------------------------------------
2018-12-17 18:46:43,513 EPOCH 108 done: loss 0.3867 - lr 0.0500 - bad epochs 2
2018-12-17 18:47:40,649 TEST : loss 0.82296443 - f-score 0.8769 - acc 0.8769
2018-12-17 18:47:40,654 ----------------------------------------------------------------------------------------------------
2018-12-17 18:47:40,864 epoch 109 - iter 0/1974 - loss 0.49524373
2018-12-17 18:48:01,825 epoch 109 - iter 197/1974 - loss 0.38947438
2018-12-17 18:48:23,166 epoch 109 - iter 394/1974 - loss 0.38638254
2018-12-17 18:48:44,363 epoch 109 - iter 591/1974 - loss 0.37839056
2018-12-17 18:49:04,983 epoch 109 - iter 788/1974 - loss 0.37840519
2018-12-17 18:49:25,485 epoch 109 - iter 985/1974 - loss 0.37861440
2018-12-17 18:49:48,327 epoch 109 - iter 1182/1974 - loss 0.37668872
2018-12-17 18:50:08,822 epoch 109 - iter 1379/1974 - loss 0.37676565
2018-12-17 18:50:29,507 epoch 109 - iter 1576/1974 - loss 0.38078162
2018-12-17 18:50:49,802 epoch 109 - iter 1773/1974 - loss 0.38331601
2018-12-17 18:51:12,269 epoch 109 - iter 1970/1974 - loss 0.38698165
2018-12-17 18:51:13,762 ----------------------------------------------------------------------------------------------------
2018-12-17 18:51:13,763 EPOCH 109 done: loss 0.3866 - lr 0.0500 - bad epochs 3
2018-12-17 18:52:10,156 TEST : loss 0.78642499 - f-score 0.8765 - acc 0.8765
2018-12-17 18:52:10,160 ----------------------------------------------------------------------------------------------------
2018-12-17 18:52:10,348 epoch 110 - iter 0/1974 - loss 0.70000112
2018-12-17 18:52:30,564 epoch 110 - iter 197/1974 - loss 0.36557004
2018-12-17 18:52:51,488 epoch 110 - iter 394/1974 - loss 0.36940913
2018-12-17 18:53:12,248 epoch 110 - iter 591/1974 - loss 0.37220355
2018-12-17 18:53:33,259 epoch 110 - iter 788/1974 - loss 0.36695225
2018-12-17 18:53:52,908 epoch 110 - iter 985/1974 - loss 0.36432819
2018-12-17 18:54:12,896 epoch 110 - iter 1182/1974 - loss 0.36704595
2018-12-17 18:54:32,618 epoch 110 - iter 1379/1974 - loss 0.36768182
2018-12-17 18:54:52,763 epoch 110 - iter 1576/1974 - loss 0.36553423
2018-12-17 18:55:12,401 epoch 110 - iter 1773/1974 - loss 0.36642848
2018-12-17 18:55:33,263 epoch 110 - iter 1970/1974 - loss 0.36661314
2018-12-17 18:55:34,422 ----------------------------------------------------------------------------------------------------
2018-12-17 18:55:34,422 EPOCH 110 done: loss 0.3667 - lr 0.0250 - bad epochs 0
2018-12-17 18:56:31,063 TEST : loss 0.78951854 - f-score 0.8776 - acc 0.8776
2018-12-17 18:56:31,066 ----------------------------------------------------------------------------------------------------
2018-12-17 18:56:31,252 epoch 111 - iter 0/1974 - loss 0.12322202
2018-12-17 18:56:52,490 epoch 111 - iter 197/1974 - loss 0.34371206
2018-12-17 18:57:12,237 epoch 111 - iter 394/1974 - loss 0.35879863
2018-12-17 18:57:31,858 epoch 111 - iter 591/1974 - loss 0.35260082
2018-12-17 18:57:52,582 epoch 111 - iter 788/1974 - loss 0.35306540
2018-12-17 18:58:13,479 epoch 111 - iter 985/1974 - loss 0.34729663
2018-12-17 18:58:34,975 epoch 111 - iter 1182/1974 - loss 0.35057865
2018-12-17 18:58:55,226 epoch 111 - iter 1379/1974 - loss 0.35489096
2018-12-17 18:59:15,778 epoch 111 - iter 1576/1974 - loss 0.35379091
2018-12-17 18:59:35,995 epoch 111 - iter 1773/1974 - loss 0.35494628
2018-12-17 18:59:57,109 epoch 111 - iter 1970/1974 - loss 0.35266700
2018-12-17 18:59:58,548 ----------------------------------------------------------------------------------------------------
2018-12-17 18:59:58,549 EPOCH 111 done: loss 0.3527 - lr 0.0250 - bad epochs 0
2018-12-17 19:00:55,486 TEST : loss 0.83048713 - f-score 0.8765 - acc 0.8766
2018-12-17 19:00:55,527 ----------------------------------------------------------------------------------------------------
2018-12-17 19:00:55,753 epoch 112 - iter 0/1974 - loss 0.51738632
2018-12-17 19:01:16,251 epoch 112 - iter 197/1974 - loss 0.32069715
2018-12-17 19:01:36,579 epoch 112 - iter 394/1974 - loss 0.33295974
2018-12-17 19:01:57,476 epoch 112 - iter 591/1974 - loss 0.34063527
2018-12-17 19:02:18,299 epoch 112 - iter 788/1974 - loss 0.34231899
2018-12-17 19:02:39,862 epoch 112 - iter 985/1974 - loss 0.34355132
2018-12-17 19:03:00,074 epoch 112 - iter 1182/1974 - loss 0.34327151
2018-12-17 19:03:20,599 epoch 112 - iter 1379/1974 - loss 0.34378854
2018-12-17 19:03:41,402 epoch 112 - iter 1576/1974 - loss 0.34429721
2018-12-17 19:04:01,855 epoch 112 - iter 1773/1974 - loss 0.34657320
2018-12-17 19:04:22,163 epoch 112 - iter 1970/1974 - loss 0.34486808
2018-12-17 19:04:23,112 ----------------------------------------------------------------------------------------------------
2018-12-17 19:04:23,112 EPOCH 112 done: loss 0.3453 - lr 0.0250 - bad epochs 0
2018-12-17 19:05:19,893 TEST : loss 0.79235816 - f-score 0.8774 - acc 0.8774
2018-12-17 19:05:19,943 ----------------------------------------------------------------------------------------------------
2018-12-17 19:05:20,163 epoch 113 - iter 0/1974 - loss 0.46829310
2018-12-17 19:05:40,418 epoch 113 - iter 197/1974 - loss 0.33230179
2018-12-17 19:06:00,758 epoch 113 - iter 394/1974 - loss 0.35864545
2018-12-17 19:06:20,429 epoch 113 - iter 591/1974 - loss 0.35318961
2018-12-17 19:06:40,195 epoch 113 - iter 788/1974 - loss 0.34751874
2018-12-17 19:07:01,685 epoch 113 - iter 985/1974 - loss 0.34917092
2018-12-17 19:07:21,314 epoch 113 - iter 1182/1974 - loss 0.34719505
2018-12-17 19:07:41,726 epoch 113 - iter 1379/1974 - loss 0.34834163
2018-12-17 19:08:02,505 epoch 113 - iter 1576/1974 - loss 0.34981963
2018-12-17 19:08:22,081 epoch 113 - iter 1773/1974 - loss 0.35101178
2018-12-17 19:08:41,845 epoch 113 - iter 1970/1974 - loss 0.35025116
2018-12-17 19:08:43,287 ----------------------------------------------------------------------------------------------------
2018-12-17 19:08:43,288 EPOCH 113 done: loss 0.3501 - lr 0.0250 - bad epochs 0
2018-12-17 19:09:39,850 TEST : loss 0.78912175 - f-score 0.8776 - acc 0.8776
2018-12-17 19:09:39,890 ----------------------------------------------------------------------------------------------------
2018-12-17 19:09:40,102 epoch 114 - iter 0/1974 - loss 0.09804529
2018-12-17 19:10:00,249 epoch 114 - iter 197/1974 - loss 0.33466983
2018-12-17 19:10:21,337 epoch 114 - iter 394/1974 - loss 0.34739733
2018-12-17 19:10:42,839 epoch 114 - iter 591/1974 - loss 0.34865879
2018-12-17 19:11:03,885 epoch 114 - iter 788/1974 - loss 0.34527964
2018-12-17 19:11:25,106 epoch 114 - iter 985/1974 - loss 0.34330270
2018-12-17 19:11:46,345 epoch 114 - iter 1182/1974 - loss 0.34681145
2018-12-17 19:12:07,289 epoch 114 - iter 1379/1974 - loss 0.34726545
2018-12-17 19:12:28,416 epoch 114 - iter 1576/1974 - loss 0.34729419
2018-12-17 19:12:49,157 epoch 114 - iter 1773/1974 - loss 0.34601133
2018-12-17 19:13:10,688 epoch 114 - iter 1970/1974 - loss 0.34384458
2018-12-17 19:13:11,999 ----------------------------------------------------------------------------------------------------
2018-12-17 19:13:11,999 EPOCH 114 done: loss 0.3437 - lr 0.0250 - bad epochs 1
2018-12-17 19:14:09,045 TEST : loss 0.79214054 - f-score 0.8791 - acc 0.8791
2018-12-17 19:14:09,050 ----------------------------------------------------------------------------------------------------
2018-12-17 19:14:09,271 epoch 115 - iter 0/1974 - loss 0.31197196
2018-12-17 19:14:29,569 epoch 115 - iter 197/1974 - loss 0.32911790
2018-12-17 19:14:51,561 epoch 115 - iter 394/1974 - loss 0.33255808
2018-12-17 19:15:11,846 epoch 115 - iter 591/1974 - loss 0.33613112
2018-12-17 19:15:33,317 epoch 115 - iter 788/1974 - loss 0.33327284
2018-12-17 19:15:54,159 epoch 115 - iter 985/1974 - loss 0.33294369
2018-12-17 19:16:16,024 epoch 115 - iter 1182/1974 - loss 0.33426402
2018-12-17 19:16:37,718 epoch 115 - iter 1379/1974 - loss 0.34064158
2018-12-17 19:16:59,951 epoch 115 - iter 1576/1974 - loss 0.34431041
2018-12-17 19:17:21,541 epoch 115 - iter 1773/1974 - loss 0.34665076
2018-12-17 19:17:42,670 epoch 115 - iter 1970/1974 - loss 0.34667876
2018-12-17 19:17:44,016 ----------------------------------------------------------------------------------------------------
2018-12-17 19:17:44,017 EPOCH 115 done: loss 0.3466 - lr 0.0250 - bad epochs 0
2018-12-17 19:18:46,717 TEST : loss 0.80649781 - f-score 0.8784 - acc 0.8784
2018-12-17 19:18:46,721 ----------------------------------------------------------------------------------------------------
2018-12-17 19:18:46,916 epoch 116 - iter 0/1974 - loss 0.54440510
2018-12-17 19:19:08,688 epoch 116 - iter 197/1974 - loss 0.31458284
2018-12-17 19:19:29,504 epoch 116 - iter 394/1974 - loss 0.33629380
2018-12-17 19:19:50,268 epoch 116 - iter 591/1974 - loss 0.33897604
2018-12-17 19:20:11,214 epoch 116 - iter 788/1974 - loss 0.33209430
2018-12-17 19:20:32,615 epoch 116 - iter 985/1974 - loss 0.33192421
2018-12-17 19:20:53,670 epoch 116 - iter 1182/1974 - loss 0.33330769
2018-12-17 19:21:14,731 epoch 116 - iter 1379/1974 - loss 0.33485874
2018-12-17 19:21:36,668 epoch 116 - iter 1576/1974 - loss 0.33718282
2018-12-17 19:21:58,351 epoch 116 - iter 1773/1974 - loss 0.33933984
2018-12-17 19:22:19,275 epoch 116 - iter 1970/1974 - loss 0.33890687
2018-12-17 19:22:20,779 ----------------------------------------------------------------------------------------------------
2018-12-17 19:22:20,779 EPOCH 116 done: loss 0.3389 - lr 0.0250 - bad epochs 1
2018-12-17 19:23:17,659 TEST : loss 0.77405196 - f-score 0.8789 - acc 0.8789
2018-12-17 19:23:17,663 ----------------------------------------------------------------------------------------------------
2018-12-17 19:23:17,866 epoch 117 - iter 0/1974 - loss 0.28581309
2018-12-17 19:23:38,906 epoch 117 - iter 197/1974 - loss 0.31399407
2018-12-17 19:23:59,391 epoch 117 - iter 394/1974 - loss 0.32629280
2018-12-17 19:24:19,759 epoch 117 - iter 591/1974 - loss 0.32869011
2018-12-17 19:24:39,733 epoch 117 - iter 788/1974 - loss 0.33547165
2018-12-17 19:24:59,643 epoch 117 - iter 985/1974 - loss 0.33444974
2018-12-17 19:25:20,043 epoch 117 - iter 1182/1974 - loss 0.33338202
2018-12-17 19:25:40,997 epoch 117 - iter 1379/1974 - loss 0.33573004
2018-12-17 19:26:01,357 epoch 117 - iter 1576/1974 - loss 0.33668181
2018-12-17 19:26:23,010 epoch 117 - iter 1773/1974 - loss 0.33806875
2018-12-17 19:26:43,342 epoch 117 - iter 1970/1974 - loss 0.33889881
2018-12-17 19:26:44,890 ----------------------------------------------------------------------------------------------------
2018-12-17 19:26:44,890 EPOCH 117 done: loss 0.3388 - lr 0.0250 - bad epochs 0
2018-12-17 19:27:41,538 TEST : loss 0.78479332 - f-score 0.8782 - acc 0.8782
2018-12-17 19:27:41,543 ----------------------------------------------------------------------------------------------------
2018-12-17 19:27:41,745 epoch 118 - iter 0/1974 - loss 0.99913645
2018-12-17 19:28:03,542 epoch 118 - iter 197/1974 - loss 0.41531922
2018-12-17 19:28:23,886 epoch 118 - iter 394/1974 - loss 0.38376924
2018-12-17 19:28:43,853 epoch 118 - iter 591/1974 - loss 0.36474133
2018-12-17 19:29:04,363 epoch 118 - iter 788/1974 - loss 0.35215345
2018-12-17 19:29:24,876 epoch 118 - iter 985/1974 - loss 0.34561423
2018-12-17 19:29:43,706 epoch 118 - iter 1182/1974 - loss 0.34256054
2018-12-17 19:30:03,730 epoch 118 - iter 1379/1974 - loss 0.33957119
2018-12-17 19:30:23,574 epoch 118 - iter 1576/1974 - loss 0.34151095
2018-12-17 19:30:43,775 epoch 118 - iter 1773/1974 - loss 0.34330593
2018-12-17 19:31:03,871 epoch 118 - iter 1970/1974 - loss 0.34240601
2018-12-17 19:31:05,534 ----------------------------------------------------------------------------------------------------
2018-12-17 19:31:05,534 EPOCH 118 done: loss 0.3427 - lr 0.0250 - bad epochs 0
2018-12-17 19:32:02,396 TEST : loss 0.81061560 - f-score 0.8770 - acc 0.8770
2018-12-17 19:32:02,400 ----------------------------------------------------------------------------------------------------
2018-12-17 19:32:02,607 epoch 119 - iter 0/1974 - loss 0.26769990
2018-12-17 19:32:23,005 epoch 119 - iter 197/1974 - loss 0.33914457
2018-12-17 19:32:43,454 epoch 119 - iter 394/1974 - loss 0.33405237
2018-12-17 19:33:03,020 epoch 119 - iter 591/1974 - loss 0.32631301
2018-12-17 19:33:25,418 epoch 119 - iter 788/1974 - loss 0.33676091
2018-12-17 19:33:45,690 epoch 119 - iter 985/1974 - loss 0.33506445
2018-12-17 19:34:07,200 epoch 119 - iter 1182/1974 - loss 0.33497283
2018-12-17 19:34:28,959 epoch 119 - iter 1379/1974 - loss 0.33595260
2018-12-17 19:34:50,090 epoch 119 - iter 1576/1974 - loss 0.33295476
2018-12-17 19:35:12,000 epoch 119 - iter 1773/1974 - loss 0.33511766
2018-12-17 19:35:32,614 epoch 119 - iter 1970/1974 - loss 0.33461101
2018-12-17 19:35:34,261 ----------------------------------------------------------------------------------------------------
2018-12-17 19:35:34,261 EPOCH 119 done: loss 0.3344 - lr 0.0250 - bad epochs 1
2018-12-17 19:36:36,932 TEST : loss 0.80978823 - f-score 0.8775 - acc 0.8775
2018-12-17 19:36:36,936 ----------------------------------------------------------------------------------------------------
2018-12-17 19:36:37,133 epoch 120 - iter 0/1974 - loss 0.19678077
2018-12-17 19:36:57,769 epoch 120 - iter 197/1974 - loss 0.34983119
2018-12-17 19:37:19,469 epoch 120 - iter 394/1974 - loss 0.34319860
2018-12-17 19:37:43,876 epoch 120 - iter 591/1974 - loss 0.34070814
2018-12-17 19:38:06,966 epoch 120 - iter 788/1974 - loss 0.33299977
2018-12-17 19:38:28,241 epoch 120 - iter 985/1974 - loss 0.33465015
2018-12-17 19:38:49,954 epoch 120 - iter 1182/1974 - loss 0.33774086
2018-12-17 19:39:10,755 epoch 120 - iter 1379/1974 - loss 0.33634060
2018-12-17 19:39:31,983 epoch 120 - iter 1576/1974 - loss 0.33603916
2018-12-17 19:39:52,143 epoch 120 - iter 1773/1974 - loss 0.33476488
2018-12-17 19:40:15,182 epoch 120 - iter 1970/1974 - loss 0.33570423
2018-12-17 19:40:16,738 ----------------------------------------------------------------------------------------------------
2018-12-17 19:40:16,738 EPOCH 120 done: loss 0.3356 - lr 0.0250 - bad epochs 0
2018-12-17 19:41:13,623 TEST : loss 0.81853837 - f-score 0.8768 - acc 0.8768
2018-12-17 19:41:13,627 ----------------------------------------------------------------------------------------------------
2018-12-17 19:41:13,804 epoch 121 - iter 0/1974 - loss 0.28625849
2018-12-17 19:41:34,430 epoch 121 - iter 197/1974 - loss 0.32847271
2018-12-17 19:41:54,258 epoch 121 - iter 394/1974 - loss 0.32099867
2018-12-17 19:42:15,462 epoch 121 - iter 591/1974 - loss 0.33283052
2018-12-17 19:42:37,575 epoch 121 - iter 788/1974 - loss 0.33647271
2018-12-17 19:42:57,929 epoch 121 - iter 985/1974 - loss 0.34174499
2018-12-17 19:43:18,881 epoch 121 - iter 1182/1974 - loss 0.33596407
2018-12-17 19:43:39,521 epoch 121 - iter 1379/1974 - loss 0.33301068
2018-12-17 19:44:00,665 epoch 121 - iter 1576/1974 - loss 0.33041365
2018-12-17 19:44:22,120 epoch 121 - iter 1773/1974 - loss 0.32911962
2018-12-17 19:44:42,590 epoch 121 - iter 1970/1974 - loss 0.32773852
2018-12-17 19:44:44,055 ----------------------------------------------------------------------------------------------------
2018-12-17 19:44:44,055 EPOCH 121 done: loss 0.3278 - lr 0.0250 - bad epochs 1
2018-12-17 19:45:40,724 TEST : loss 0.83110231 - f-score 0.8788 - acc 0.8788
2018-12-17 19:45:40,731 ----------------------------------------------------------------------------------------------------
2018-12-17 19:45:40,920 epoch 122 - iter 0/1974 - loss 0.31049162
2018-12-17 19:46:02,378 epoch 122 - iter 197/1974 - loss 0.31275483
2018-12-17 19:46:22,690 epoch 122 - iter 394/1974 - loss 0.32265593
2018-12-17 19:46:43,565 epoch 122 - iter 591/1974 - loss 0.33283042
2018-12-17 19:47:03,104 epoch 122 - iter 788/1974 - loss 0.33312064
2018-12-17 19:47:22,220 epoch 122 - iter 985/1974 - loss 0.33266109
2018-12-17 19:47:42,319 epoch 122 - iter 1182/1974 - loss 0.32916525
2018-12-17 19:48:01,850 epoch 122 - iter 1379/1974 - loss 0.32930393
2018-12-17 19:48:21,763 epoch 122 - iter 1576/1974 - loss 0.33151939
2018-12-17 19:48:42,790 epoch 122 - iter 1773/1974 - loss 0.33443801
2018-12-17 19:49:02,985 epoch 122 - iter 1970/1974 - loss 0.33270895
2018-12-17 19:49:04,281 ----------------------------------------------------------------------------------------------------
2018-12-17 19:49:04,281 EPOCH 122 done: loss 0.3324 - lr 0.0250 - bad epochs 0
2018-12-17 19:50:00,774 TEST : loss 0.82084674 - f-score 0.8784 - acc 0.8784
2018-12-17 19:50:00,778 ----------------------------------------------------------------------------------------------------
2018-12-17 19:50:00,970 epoch 123 - iter 0/1974 - loss 0.36443281
2018-12-17 19:50:21,584 epoch 123 - iter 197/1974 - loss 0.34109793
2018-12-17 19:50:41,488 epoch 123 - iter 394/1974 - loss 0.32228960
2018-12-17 19:51:01,120 epoch 123 - iter 591/1974 - loss 0.31919871
2018-12-17 19:51:21,132 epoch 123 - iter 788/1974 - loss 0.32286065
2018-12-17 19:51:40,033 epoch 123 - iter 985/1974 - loss 0.32680398
2018-12-17 19:51:59,315 epoch 123 - iter 1182/1974 - loss 0.32904979
2018-12-17 19:52:18,979 epoch 123 - iter 1379/1974 - loss 0.32557915
2018-12-17 19:52:40,474 epoch 123 - iter 1576/1974 - loss 0.32652610
2018-12-17 19:53:01,121 epoch 123 - iter 1773/1974 - loss 0.32377472
2018-12-17 19:53:20,628 epoch 123 - iter 1970/1974 - loss 0.32485085
2018-12-17 19:53:21,960 ----------------------------------------------------------------------------------------------------
2018-12-17 19:53:21,960 EPOCH 123 done: loss 0.3252 - lr 0.0250 - bad epochs 1
2018-12-17 19:54:18,670 TEST : loss 0.79962200 - f-score 0.8796 - acc 0.8796
2018-12-17 19:54:18,674 ----------------------------------------------------------------------------------------------------
2018-12-17 19:54:18,865 epoch 124 - iter 0/1974 - loss 0.27866042
2018-12-17 19:54:38,983 epoch 124 - iter 197/1974 - loss 0.31024883
2018-12-17 19:54:58,887 epoch 124 - iter 394/1974 - loss 0.30727198
2018-12-17 19:55:18,880 epoch 124 - iter 591/1974 - loss 0.31066674
2018-12-17 19:55:38,484 epoch 124 - iter 788/1974 - loss 0.31355178
2018-12-17 19:55:58,287 epoch 124 - iter 985/1974 - loss 0.31591725
2018-12-17 19:56:20,095 epoch 124 - iter 1182/1974 - loss 0.31857247
2018-12-17 19:56:39,995 epoch 124 - iter 1379/1974 - loss 0.31997218
2018-12-17 19:56:59,642 epoch 124 - iter 1576/1974 - loss 0.31958799
2018-12-17 19:57:20,853 epoch 124 - iter 1773/1974 - loss 0.32235962
2018-12-17 19:57:40,767 epoch 124 - iter 1970/1974 - loss 0.32045579
2018-12-17 19:57:41,699 ----------------------------------------------------------------------------------------------------
2018-12-17 19:57:41,700 EPOCH 124 done: loss 0.3207 - lr 0.0250 - bad epochs 0
2018-12-17 19:58:38,373 TEST : loss 0.82258385 - f-score 0.8786 - acc 0.8786
2018-12-17 19:58:38,402 ----------------------------------------------------------------------------------------------------
2018-12-17 19:58:38,584 epoch 125 - iter 0/1974 - loss 0.44562653
2018-12-17 19:58:59,839 epoch 125 - iter 197/1974 - loss 0.32532233
2018-12-17 19:59:19,746 epoch 125 - iter 394/1974 - loss 0.32291314
2018-12-17 19:59:40,589 epoch 125 - iter 591/1974 - loss 0.32691781
2018-12-17 20:00:00,756 epoch 125 - iter 788/1974 - loss 0.32583034
2018-12-17 20:00:20,288 epoch 125 - iter 985/1974 - loss 0.32275206
2018-12-17 20:00:40,256 epoch 125 - iter 1182/1974 - loss 0.32279510
2018-12-17 20:00:59,726 epoch 125 - iter 1379/1974 - loss 0.32294343
2018-12-17 20:01:19,049 epoch 125 - iter 1576/1974 - loss 0.32211125
2018-12-17 20:01:38,954 epoch 125 - iter 1773/1974 - loss 0.32338911
2018-12-17 20:01:59,420 epoch 125 - iter 1970/1974 - loss 0.32187527
2018-12-17 20:02:00,932 ----------------------------------------------------------------------------------------------------
2018-12-17 20:02:00,933 EPOCH 125 done: loss 0.3220 - lr 0.0250 - bad epochs 0
2018-12-17 20:02:57,554 TEST : loss 0.81221509 - f-score 0.8790 - acc 0.8790
2018-12-17 20:02:57,559 ----------------------------------------------------------------------------------------------------
2018-12-17 20:02:57,745 epoch 126 - iter 0/1974 - loss 0.13202870
2018-12-17 20:03:18,018 epoch 126 - iter 197/1974 - loss 0.30497473
2018-12-17 20:03:38,062 epoch 126 - iter 394/1974 - loss 0.31273503
2018-12-17 20:03:58,430 epoch 126 - iter 591/1974 - loss 0.32340157
2018-12-17 20:04:19,662 epoch 126 - iter 788/1974 - loss 0.32288515
2018-12-17 20:04:40,294 epoch 126 - iter 985/1974 - loss 0.32930531
2018-12-17 20:05:01,284 epoch 126 - iter 1182/1974 - loss 0.32722785
2018-12-17 20:05:21,387 epoch 126 - iter 1379/1974 - loss 0.32698665
2018-12-17 20:05:40,462 epoch 126 - iter 1576/1974 - loss 0.32550112
2018-12-17 20:06:01,088 epoch 126 - iter 1773/1974 - loss 0.32217439
2018-12-17 20:06:20,719 epoch 126 - iter 1970/1974 - loss 0.32225623
2018-12-17 20:06:22,202 ----------------------------------------------------------------------------------------------------
2018-12-17 20:06:22,202 EPOCH 126 done: loss 0.3221 - lr 0.0250 - bad epochs 1
2018-12-17 20:07:22,130 TEST : loss 0.81730324 - f-score 0.8783 - acc 0.8783
2018-12-17 20:07:22,135 ----------------------------------------------------------------------------------------------------
2018-12-17 20:07:22,344 epoch 127 - iter 0/1974 - loss 0.35060185
2018-12-17 20:07:42,410 epoch 127 - iter 197/1974 - loss 0.31251463
2018-12-17 20:08:02,072 epoch 127 - iter 394/1974 - loss 0.30131667
2018-12-17 20:08:21,983 epoch 127 - iter 591/1974 - loss 0.32352865
2018-12-17 20:08:41,247 epoch 127 - iter 788/1974 - loss 0.31682275
2018-12-17 20:09:01,025 epoch 127 - iter 985/1974 - loss 0.32155755
2018-12-17 20:09:20,716 epoch 127 - iter 1182/1974 - loss 0.31985329
2018-12-17 20:09:42,422 epoch 127 - iter 1379/1974 - loss 0.31549192
2018-12-17 20:10:02,211 epoch 127 - iter 1576/1974 - loss 0.31776697
2018-12-17 20:10:23,840 epoch 127 - iter 1773/1974 - loss 0.31961868
2018-12-17 20:10:43,957 epoch 127 - iter 1970/1974 - loss 0.31830499
2018-12-17 20:10:45,297 ----------------------------------------------------------------------------------------------------
2018-12-17 20:10:45,297 EPOCH 127 done: loss 0.3182 - lr 0.0250 - bad epochs 2
2018-12-17 20:11:41,635 TEST : loss 0.83307135 - f-score 0.8789 - acc 0.8788
2018-12-17 20:11:41,642 ----------------------------------------------------------------------------------------------------
2018-12-17 20:11:41,851 epoch 128 - iter 0/1974 - loss 0.39075702
2018-12-17 20:12:02,633 epoch 128 - iter 197/1974 - loss 0.31699247
2018-12-17 20:12:22,026 epoch 128 - iter 394/1974 - loss 0.32427059
2018-12-17 20:12:41,255 epoch 128 - iter 591/1974 - loss 0.32936199
2018-12-17 20:13:01,017 epoch 128 - iter 788/1974 - loss 0.32625722
2018-12-17 20:13:20,420 epoch 128 - iter 985/1974 - loss 0.32569651
2018-12-17 20:13:39,840 epoch 128 - iter 1182/1974 - loss 0.31994006
2018-12-17 20:14:00,666 epoch 128 - iter 1379/1974 - loss 0.31571644
2018-12-17 20:14:21,911 epoch 128 - iter 1576/1974 - loss 0.31724236
2018-12-17 20:14:41,108 epoch 128 - iter 1773/1974 - loss 0.31661964
2018-12-17 20:15:01,255 epoch 128 - iter 1970/1974 - loss 0.31894510
2018-12-17 20:15:02,548 ----------------------------------------------------------------------------------------------------
2018-12-17 20:15:02,549 EPOCH 128 done: loss 0.3189 - lr 0.0250 - bad epochs 0
2018-12-17 20:15:58,701 TEST : loss 0.79855675 - f-score 0.8779 - acc 0.8779
2018-12-17 20:15:58,711 ----------------------------------------------------------------------------------------------------
2018-12-17 20:15:58,909 epoch 129 - iter 0/1974 - loss 0.06135148
2018-12-17 20:16:19,533 epoch 129 - iter 197/1974 - loss 0.30530309
2018-12-17 20:16:39,068 epoch 129 - iter 394/1974 - loss 0.30838320
2018-12-17 20:17:00,645 epoch 129 - iter 591/1974 - loss 0.31388361
2018-12-17 20:17:20,856 epoch 129 - iter 788/1974 - loss 0.31735758
2018-12-17 20:17:40,662 epoch 129 - iter 985/1974 - loss 0.31825876
2018-12-17 20:18:00,137 epoch 129 - iter 1182/1974 - loss 0.31751324
2018-12-17 20:18:20,451 epoch 129 - iter 1379/1974 - loss 0.31617640
2018-12-17 20:18:40,160 epoch 129 - iter 1576/1974 - loss 0.31508328
2018-12-17 20:18:58,981 epoch 129 - iter 1773/1974 - loss 0.31573573
2018-12-17 20:19:18,500 epoch 129 - iter 1970/1974 - loss 0.31493731
2018-12-17 20:19:19,835 ----------------------------------------------------------------------------------------------------
2018-12-17 20:19:19,835 EPOCH 129 done: loss 0.3151 - lr 0.0250 - bad epochs 1
2018-12-17 20:20:16,535 TEST : loss 0.81560785 - f-score 0.8771 - acc 0.8771
2018-12-17 20:20:16,570 ----------------------------------------------------------------------------------------------------
2018-12-17 20:20:16,758 epoch 130 - iter 0/1974 - loss 0.44440374
2018-12-17 20:20:37,523 epoch 130 - iter 197/1974 - loss 0.28625980
2018-12-17 20:20:57,454 epoch 130 - iter 394/1974 - loss 0.30384291
2018-12-17 20:21:17,001 epoch 130 - iter 591/1974 - loss 0.31205983
2018-12-17 20:21:36,828 epoch 130 - iter 788/1974 - loss 0.31099000
2018-12-17 20:21:57,054 epoch 130 - iter 985/1974 - loss 0.30607629
2018-12-17 20:22:17,670 epoch 130 - iter 1182/1974 - loss 0.30902795
2018-12-17 20:22:38,232 epoch 130 - iter 1379/1974 - loss 0.30751087
2018-12-17 20:22:58,676 epoch 130 - iter 1576/1974 - loss 0.31809046
2018-12-17 20:23:19,016 epoch 130 - iter 1773/1974 - loss 0.31465870
2018-12-17 20:23:38,334 epoch 130 - iter 1970/1974 - loss 0.31538581
2018-12-17 20:23:39,723 ----------------------------------------------------------------------------------------------------
2018-12-17 20:23:39,723 EPOCH 130 done: loss 0.3152 - lr 0.0250 - bad epochs 0
2018-12-17 20:24:36,089 TEST : loss 0.82354397 - f-score 0.8798 - acc 0.8798
2018-12-17 20:24:36,094 ----------------------------------------------------------------------------------------------------
2018-12-17 20:24:36,291 epoch 131 - iter 0/1974 - loss 0.13020110
2018-12-17 20:24:56,801 epoch 131 - iter 197/1974 - loss 0.30671368
2018-12-17 20:25:18,069 epoch 131 - iter 394/1974 - loss 0.30378245
2018-12-17 20:25:37,479 epoch 131 - iter 591/1974 - loss 0.31593593
2018-12-17 20:25:57,418 epoch 131 - iter 788/1974 - loss 0.31316316
2018-12-17 20:26:17,752 epoch 131 - iter 985/1974 - loss 0.32350598
2018-12-17 20:26:36,946 epoch 131 - iter 1182/1974 - loss 0.31728137
2018-12-17 20:26:57,578 epoch 131 - iter 1379/1974 - loss 0.32081810
2018-12-17 20:27:17,130 epoch 131 - iter 1576/1974 - loss 0.31938109
2018-12-17 20:27:37,055 epoch 131 - iter 1773/1974 - loss 0.31971330
2018-12-17 20:27:57,053 epoch 131 - iter 1970/1974 - loss 0.32027515
2018-12-17 20:27:58,446 ----------------------------------------------------------------------------------------------------
2018-12-17 20:27:58,447 EPOCH 131 done: loss 0.3202 - lr 0.0250 - bad epochs 1
2018-12-17 20:28:55,145 TEST : loss 0.81619996 - f-score 0.8778 - acc 0.8779
2018-12-17 20:28:55,149 ----------------------------------------------------------------------------------------------------
2018-12-17 20:28:55,334 epoch 132 - iter 0/1974 - loss 0.04784063
2018-12-17 20:29:15,270 epoch 132 - iter 197/1974 - loss 0.33445662
2018-12-17 20:29:36,686 epoch 132 - iter 394/1974 - loss 0.32476680
2018-12-17 20:29:56,336 epoch 132 - iter 591/1974 - loss 0.31550269
2018-12-17 20:30:16,381 epoch 132 - iter 788/1974 - loss 0.32499192
2018-12-17 20:30:36,223 epoch 132 - iter 985/1974 - loss 0.31320857
2018-12-17 20:30:56,303 epoch 132 - iter 1182/1974 - loss 0.31424887
2018-12-17 20:31:15,898 epoch 132 - iter 1379/1974 - loss 0.31633049
2018-12-17 20:31:37,057 epoch 132 - iter 1576/1974 - loss 0.31602933
2018-12-17 20:31:56,463 epoch 132 - iter 1773/1974 - loss 0.31681504
2018-12-17 20:32:15,957 epoch 132 - iter 1970/1974 - loss 0.31651244
2018-12-17 20:32:17,311 ----------------------------------------------------------------------------------------------------
2018-12-17 20:32:17,312 EPOCH 132 done: loss 0.3164 - lr 0.0250 - bad epochs 2
2018-12-17 20:33:19,483 TEST : loss 0.81274235 - f-score 0.8771 - acc 0.8770
2018-12-17 20:33:19,487 ----------------------------------------------------------------------------------------------------
2018-12-17 20:33:19,680 epoch 133 - iter 0/1974 - loss 0.06417757
2018-12-17 20:33:39,757 epoch 133 - iter 197/1974 - loss 0.30009056
2018-12-17 20:34:00,697 epoch 133 - iter 394/1974 - loss 0.29873660
2018-12-17 20:34:20,136 epoch 133 - iter 591/1974 - loss 0.29634356
2018-12-17 20:34:39,477 epoch 133 - iter 788/1974 - loss 0.30262743
2018-12-17 20:34:59,340 epoch 133 - iter 985/1974 - loss 0.30167681
2018-12-17 20:35:20,839 epoch 133 - iter 1182/1974 - loss 0.30632094
2018-12-17 20:35:40,156 epoch 133 - iter 1379/1974 - loss 0.30414762
2018-12-17 20:36:00,544 epoch 133 - iter 1576/1974 - loss 0.30249998
2018-12-17 20:36:19,856 epoch 133 - iter 1773/1974 - loss 0.30729559
2018-12-17 20:36:39,566 epoch 133 - iter 1970/1974 - loss 0.30814313
2018-12-17 20:36:40,908 ----------------------------------------------------------------------------------------------------
2018-12-17 20:36:40,908 EPOCH 133 done: loss 0.3078 - lr 0.0250 - bad epochs 3
2018-12-17 20:37:36,732 TEST : loss 0.81879210 - f-score 0.8779 - acc 0.8779
2018-12-17 20:37:36,737 ----------------------------------------------------------------------------------------------------
2018-12-17 20:37:36,957 epoch 134 - iter 0/1974 - loss 0.59802610
2018-12-17 20:37:57,341 epoch 134 - iter 197/1974 - loss 0.30248927
2018-12-17 20:38:19,883 epoch 134 - iter 394/1974 - loss 0.31768121
2018-12-17 20:38:40,953 epoch 134 - iter 591/1974 - loss 0.30530061
2018-12-17 20:39:00,542 epoch 134 - iter 788/1974 - loss 0.30341531
2018-12-17 20:39:20,622 epoch 134 - iter 985/1974 - loss 0.30164195
2018-12-17 20:39:40,474 epoch 134 - iter 1182/1974 - loss 0.30118601
2018-12-17 20:40:00,298 epoch 134 - iter 1379/1974 - loss 0.30490644
2018-12-17 20:40:20,275 epoch 134 - iter 1576/1974 - loss 0.30703692
2018-12-17 20:40:40,619 epoch 134 - iter 1773/1974 - loss 0.30857625
2018-12-17 20:41:04,700 epoch 134 - iter 1970/1974 - loss 0.31104947
2018-12-17 20:41:06,161 ----------------------------------------------------------------------------------------------------
2018-12-17 20:41:06,161 EPOCH 134 done: loss 0.3111 - lr 0.0250 - bad epochs 0
2018-12-17 20:42:02,953 TEST : loss 0.83414060 - f-score 0.8782 - acc 0.8781
2018-12-17 20:42:02,957 ----------------------------------------------------------------------------------------------------
2018-12-17 20:42:03,136 epoch 135 - iter 0/1974 - loss 0.14676207
2018-12-17 20:42:23,408 epoch 135 - iter 197/1974 - loss 0.30493569
2018-12-17 20:42:44,931 epoch 135 - iter 394/1974 - loss 0.31162654
2018-12-17 20:43:05,066 epoch 135 - iter 591/1974 - loss 0.31022862
2018-12-17 20:43:24,490 epoch 135 - iter 788/1974 - loss 0.31375131
2018-12-17 20:43:44,450 epoch 135 - iter 985/1974 - loss 0.31151372
2018-12-17 20:44:04,522 epoch 135 - iter 1182/1974 - loss 0.31003743
2018-12-17 20:44:24,209 epoch 135 - iter 1379/1974 - loss 0.30834160
2018-12-17 20:44:45,034 epoch 135 - iter 1576/1974 - loss 0.30925012
2018-12-17 20:45:06,127 epoch 135 - iter 1773/1974 - loss 0.30858587
2018-12-17 20:45:25,793 epoch 135 - iter 1970/1974 - loss 0.30908796
2018-12-17 20:45:27,302 ----------------------------------------------------------------------------------------------------
2018-12-17 20:45:27,302 EPOCH 135 done: loss 0.3092 - lr 0.0250 - bad epochs 1
2018-12-17 20:46:23,607 TEST : loss 0.81903315 - f-score 0.8788 - acc 0.8788
2018-12-17 20:46:23,612 ----------------------------------------------------------------------------------------------------
2018-12-17 20:46:23,812 epoch 136 - iter 0/1974 - loss 0.17612824
2018-12-17 20:46:44,085 epoch 136 - iter 197/1974 - loss 0.32774702
2018-12-17 20:47:04,075 epoch 136 - iter 394/1974 - loss 0.31491987
2018-12-17 20:47:25,022 epoch 136 - iter 591/1974 - loss 0.30775265
2018-12-17 20:47:45,312 epoch 136 - iter 788/1974 - loss 0.30453904
2018-12-17 20:48:05,096 epoch 136 - iter 985/1974 - loss 0.31021742
2018-12-17 20:48:25,308 epoch 136 - iter 1182/1974 - loss 0.30946848
2018-12-17 20:48:45,615 epoch 136 - iter 1379/1974 - loss 0.31187953
2018-12-17 20:49:06,142 epoch 136 - iter 1576/1974 - loss 0.31294210
2018-12-17 20:49:26,543 epoch 136 - iter 1773/1974 - loss 0.31345303
2018-12-17 20:49:46,337 epoch 136 - iter 1970/1974 - loss 0.31352413
2018-12-17 20:49:47,627 ----------------------------------------------------------------------------------------------------
2018-12-17 20:49:47,627 EPOCH 136 done: loss 0.3134 - lr 0.0250 - bad epochs 2
2018-12-17 20:50:44,307 TEST : loss 0.82593673 - f-score 0.8786 - acc 0.8785
2018-12-17 20:50:44,316 ----------------------------------------------------------------------------------------------------
2018-12-17 20:50:44,510 epoch 137 - iter 0/1974 - loss 0.19689623
2018-12-17 20:51:04,151 epoch 137 - iter 197/1974 - loss 0.31440557
2018-12-17 20:51:24,056 epoch 137 - iter 394/1974 - loss 0.30139436
2018-12-17 20:51:44,962 epoch 137 - iter 591/1974 - loss 0.30383575
2018-12-17 20:52:05,568 epoch 137 - iter 788/1974 - loss 0.30142921
2018-12-17 20:52:24,860 epoch 137 - iter 985/1974 - loss 0.30287905
2018-12-17 20:52:45,652 epoch 137 - iter 1182/1974 - loss 0.30281991
2018-12-17 20:53:05,551 epoch 137 - iter 1379/1974 - loss 0.30019549
2018-12-17 20:53:26,523 epoch 137 - iter 1576/1974 - loss 0.30105174
2018-12-17 20:53:46,888 epoch 137 - iter 1773/1974 - loss 0.30137278
2018-12-17 20:54:06,477 epoch 137 - iter 1970/1974 - loss 0.30355494
2018-12-17 20:54:07,647 ----------------------------------------------------------------------------------------------------
2018-12-17 20:54:07,647 EPOCH 137 done: loss 0.3034 - lr 0.0250 - bad epochs 3
2018-12-17 20:55:02,769 TEST : loss 0.83291209 - f-score 0.8773 - acc 0.8773
2018-12-17 20:55:02,774 ----------------------------------------------------------------------------------------------------
2018-12-17 20:55:02,983 epoch 138 - iter 0/1974 - loss 0.63123381
2018-12-17 20:55:23,097 epoch 138 - iter 197/1974 - loss 0.31340532
2018-12-17 20:55:43,284 epoch 138 - iter 394/1974 - loss 0.31029352
2018-12-17 20:56:02,716 epoch 138 - iter 591/1974 - loss 0.31267503
2018-12-17 20:56:25,960 epoch 138 - iter 788/1974 - loss 0.31708373
2018-12-17 20:56:45,639 epoch 138 - iter 985/1974 - loss 0.31559973
2018-12-17 20:57:05,373 epoch 138 - iter 1182/1974 - loss 0.31921280
2018-12-17 20:57:25,556 epoch 138 - iter 1379/1974 - loss 0.31871059
2018-12-17 20:57:45,425 epoch 138 - iter 1576/1974 - loss 0.31866233
2018-12-17 20:58:04,921 epoch 138 - iter 1773/1974 - loss 0.31833461
2018-12-17 20:58:24,421 epoch 138 - iter 1970/1974 - loss 0.31596488
2018-12-17 20:58:25,740 ----------------------------------------------------------------------------------------------------
2018-12-17 20:58:25,740 EPOCH 138 done: loss 0.3164 - lr 0.0250 - bad epochs 0
2018-12-17 20:59:22,071 TEST : loss 0.83917063 - f-score 0.8775 - acc 0.8776
2018-12-17 20:59:22,075 ----------------------------------------------------------------------------------------------------
2018-12-17 20:59:22,279 epoch 139 - iter 0/1974 - loss 0.11948937
2018-12-17 20:59:42,766 epoch 139 - iter 197/1974 - loss 0.31091978
2018-12-17 21:00:02,282 epoch 139 - iter 394/1974 - loss 0.31888012
2018-12-17 21:00:22,436 epoch 139 - iter 591/1974 - loss 0.31609818
2018-12-17 21:00:41,996 epoch 139 - iter 788/1974 - loss 0.31305391
2018-12-17 21:01:01,186 epoch 139 - iter 985/1974 - loss 0.31067791
2018-12-17 21:01:21,174 epoch 139 - iter 1182/1974 - loss 0.30750979
2018-12-17 21:01:41,215 epoch 139 - iter 1379/1974 - loss 0.30689425
2018-12-17 21:02:02,169 epoch 139 - iter 1576/1974 - loss 0.30781678
2018-12-17 21:02:21,850 epoch 139 - iter 1773/1974 - loss 0.30748868
2018-12-17 21:02:42,713 epoch 139 - iter 1970/1974 - loss 0.30978628
2018-12-17 21:02:43,971 ----------------------------------------------------------------------------------------------------
2018-12-17 21:02:43,971 EPOCH 139 done: loss 0.3100 - lr 0.0250 - bad epochs 1
2018-12-17 21:03:39,882 TEST : loss 0.82278132 - f-score 0.8771 - acc 0.8771
2018-12-17 21:03:39,901 ----------------------------------------------------------------------------------------------------
2018-12-17 21:03:40,106 epoch 140 - iter 0/1974 - loss 0.02381560
2018-12-17 21:04:00,274 epoch 140 - iter 197/1974 - loss 0.29266273
2018-12-17 21:04:21,013 epoch 140 - iter 394/1974 - loss 0.28373945
2018-12-17 21:04:40,098 epoch 140 - iter 591/1974 - loss 0.29199496
2018-12-17 21:05:00,355 epoch 140 - iter 788/1974 - loss 0.29233994
2018-12-17 21:05:19,917 epoch 140 - iter 985/1974 - loss 0.29643769
2018-12-17 21:05:39,518 epoch 140 - iter 1182/1974 - loss 0.29823005
2018-12-17 21:05:58,331 epoch 140 - iter 1379/1974 - loss 0.30041773
2018-12-17 21:06:17,838 epoch 140 - iter 1576/1974 - loss 0.30104795
2018-12-17 21:06:37,882 epoch 140 - iter 1773/1974 - loss 0.30423571
2018-12-17 21:06:59,055 epoch 140 - iter 1970/1974 - loss 0.30486709
2018-12-17 21:07:00,393 ----------------------------------------------------------------------------------------------------
2018-12-17 21:07:00,394 EPOCH 140 done: loss 0.3049 - lr 0.0250 - bad epochs 2
2018-12-17 21:07:56,594 TEST : loss 0.84551680 - f-score 0.8775 - acc 0.8775
2018-12-17 21:07:56,600 ----------------------------------------------------------------------------------------------------
2018-12-17 21:07:56,791 epoch 141 - iter 0/1974 - loss 0.25936425
2018-12-17 21:08:16,457 epoch 141 - iter 197/1974 - loss 0.30245639
2018-12-17 21:08:36,591 epoch 141 - iter 394/1974 - loss 0.31415609
2018-12-17 21:08:56,782 epoch 141 - iter 591/1974 - loss 0.31051090
2018-12-17 21:09:17,117 epoch 141 - iter 788/1974 - loss 0.30659319
2018-12-17 21:09:36,963 epoch 141 - iter 985/1974 - loss 0.30451237
2018-12-17 21:09:56,861 epoch 141 - iter 1182/1974 - loss 0.30546224
2018-12-17 21:10:17,340 epoch 141 - iter 1379/1974 - loss 0.30430018
2018-12-17 21:10:37,174 epoch 141 - iter 1576/1974 - loss 0.30431914
2018-12-17 21:10:57,870 epoch 141 - iter 1773/1974 - loss 0.30673721
2018-12-17 21:11:19,447 epoch 141 - iter 1970/1974 - loss 0.30549982
2018-12-17 21:11:20,633 ----------------------------------------------------------------------------------------------------
2018-12-17 21:11:20,633 EPOCH 141 done: loss 0.3058 - lr 0.0250 - bad epochs 3
2018-12-17 21:12:21,176 TEST : loss 0.82490969 - f-score 0.8786 - acc 0.8787
2018-12-17 21:12:21,180 ----------------------------------------------------------------------------------------------------
2018-12-17 21:12:21,361 epoch 142 - iter 0/1974 - loss 0.04996529
2018-12-17 21:12:41,303 epoch 142 - iter 197/1974 - loss 0.29231316
2018-12-17 21:13:00,806 epoch 142 - iter 394/1974 - loss 0.29807627
2018-12-17 21:13:23,064 epoch 142 - iter 591/1974 - loss 0.29806289
2018-12-17 21:13:42,500 epoch 142 - iter 788/1974 - loss 0.30180037
2018-12-17 21:14:03,599 epoch 142 - iter 985/1974 - loss 0.29998601
2018-12-17 21:14:24,076 epoch 142 - iter 1182/1974 - loss 0.29539200
2018-12-17 21:14:43,534 epoch 142 - iter 1379/1974 - loss 0.29705229
2018-12-17 21:15:03,045 epoch 142 - iter 1576/1974 - loss 0.29677599
2018-12-17 21:15:23,134 epoch 142 - iter 1773/1974 - loss 0.29777264
2018-12-17 21:15:43,259 epoch 142 - iter 1970/1974 - loss 0.29743740
2018-12-17 21:15:44,448 ----------------------------------------------------------------------------------------------------
2018-12-17 21:15:44,448 EPOCH 142 done: loss 0.2975 - lr 0.0125 - bad epochs 0
2018-12-17 21:16:41,050 TEST : loss 0.83349693 - f-score 0.8797 - acc 0.8796
2018-12-17 21:16:41,055 ----------------------------------------------------------------------------------------------------
2018-12-17 21:16:41,250 epoch 143 - iter 0/1974 - loss 0.49508402
2018-12-17 21:17:01,369 epoch 143 - iter 197/1974 - loss 0.28603096
2018-12-17 21:17:21,451 epoch 143 - iter 394/1974 - loss 0.29047862
2018-12-17 21:17:40,511 epoch 143 - iter 591/1974 - loss 0.28783948
2018-12-17 21:18:00,973 epoch 143 - iter 788/1974 - loss 0.29185614
2018-12-17 21:18:20,709 epoch 143 - iter 985/1974 - loss 0.29204540
2018-12-17 21:18:41,018 epoch 143 - iter 1182/1974 - loss 0.28998782
2018-12-17 21:19:00,646 epoch 143 - iter 1379/1974 - loss 0.28970539
2018-12-17 21:19:20,789 epoch 143 - iter 1576/1974 - loss 0.29111213
2018-12-17 21:19:41,596 epoch 143 - iter 1773/1974 - loss 0.29257507
2018-12-17 21:20:02,639 epoch 143 - iter 1970/1974 - loss 0.29242669
2018-12-17 21:20:03,970 ----------------------------------------------------------------------------------------------------
2018-12-17 21:20:03,970 EPOCH 143 done: loss 0.2924 - lr 0.0125 - bad epochs 0
2018-12-17 21:21:00,361 TEST : loss 0.82846683 - f-score 0.8779 - acc 0.8779
2018-12-17 21:21:00,366 ----------------------------------------------------------------------------------------------------
2018-12-17 21:21:00,567 epoch 144 - iter 0/1974 - loss 0.34263921
2018-12-17 21:21:20,463 epoch 144 - iter 197/1974 - loss 0.26923016
2018-12-17 21:21:41,044 epoch 144 - iter 394/1974 - loss 0.29021833
2018-12-17 21:22:01,022 epoch 144 - iter 591/1974 - loss 0.29497357
2018-12-17 21:22:20,711 epoch 144 - iter 788/1974 - loss 0.29050530
2018-12-17 21:22:40,003 epoch 144 - iter 985/1974 - loss 0.29080638
2018-12-17 21:22:59,996 epoch 144 - iter 1182/1974 - loss 0.29251796
2018-12-17 21:23:19,348 epoch 144 - iter 1379/1974 - loss 0.29029756
2018-12-17 21:23:40,359 epoch 144 - iter 1576/1974 - loss 0.29346986
2018-12-17 21:24:00,446 epoch 144 - iter 1773/1974 - loss 0.29140015
2018-12-17 21:24:19,803 epoch 144 - iter 1970/1974 - loss 0.28927284
2018-12-17 21:24:20,951 ----------------------------------------------------------------------------------------------------
2018-12-17 21:24:20,951 EPOCH 144 done: loss 0.2892 - lr 0.0125 - bad epochs 0
2018-12-17 21:25:17,097 TEST : loss 0.84382868 - f-score 0.8792 - acc 0.8792
2018-12-17 21:25:17,101 ----------------------------------------------------------------------------------------------------
2018-12-17 21:25:17,281 epoch 145 - iter 0/1974 - loss 0.10172322
2018-12-17 21:25:37,302 epoch 145 - iter 197/1974 - loss 0.28613861
2018-12-17 21:25:57,125 epoch 145 - iter 394/1974 - loss 0.27565627
2018-12-17 21:26:16,840 epoch 145 - iter 591/1974 - loss 0.28499805
2018-12-17 21:26:36,817 epoch 145 - iter 788/1974 - loss 0.28625901
2018-12-17 21:26:57,743 epoch 145 - iter 985/1974 - loss 0.28677096
2018-12-17 21:27:17,992 epoch 145 - iter 1182/1974 - loss 0.28573953
2018-12-17 21:27:38,301 epoch 145 - iter 1379/1974 - loss 0.28692014
2018-12-17 21:27:58,350 epoch 145 - iter 1576/1974 - loss 0.28585969
2018-12-17 21:28:20,058 epoch 145 - iter 1773/1974 - loss 0.28779983
2018-12-17 21:28:39,313 epoch 145 - iter 1970/1974 - loss 0.28917886
2018-12-17 21:28:40,516 ----------------------------------------------------------------------------------------------------
2018-12-17 21:28:40,516 EPOCH 145 done: loss 0.2891 - lr 0.0125 - bad epochs 0
2018-12-17 21:29:37,093 TEST : loss 0.83059841 - f-score 0.8802 - acc 0.8801
2018-12-17 21:29:37,108 ----------------------------------------------------------------------------------------------------
2018-12-17 21:29:37,307 epoch 146 - iter 0/1974 - loss 0.04535016
2018-12-17 21:29:57,062 epoch 146 - iter 197/1974 - loss 0.28823632
2018-12-17 21:30:17,059 epoch 146 - iter 394/1974 - loss 0.28897521
2018-12-17 21:30:38,030 epoch 146 - iter 591/1974 - loss 0.29732900
2018-12-17 21:30:57,818 epoch 146 - iter 788/1974 - loss 0.29636908
2018-12-17 21:31:18,284 epoch 146 - iter 985/1974 - loss 0.29548368
2018-12-17 21:31:37,878 epoch 146 - iter 1182/1974 - loss 0.29138825
2018-12-17 21:31:58,056 epoch 146 - iter 1379/1974 - loss 0.28837150
2018-12-17 21:32:18,539 epoch 146 - iter 1576/1974 - loss 0.28465903
2018-12-17 21:32:38,282 epoch 146 - iter 1773/1974 - loss 0.28330849
2018-12-17 21:32:58,872 epoch 146 - iter 1970/1974 - loss 0.28723474
2018-12-17 21:32:59,930 ----------------------------------------------------------------------------------------------------
2018-12-17 21:32:59,930 EPOCH 146 done: loss 0.2875 - lr 0.0125 - bad epochs 0
2018-12-17 21:33:56,306 TEST : loss 0.83039290 - f-score 0.8786 - acc 0.8786
2018-12-17 21:33:56,311 ----------------------------------------------------------------------------------------------------
2018-12-17 21:33:56,487 epoch 147 - iter 0/1974 - loss 0.21742135
2018-12-17 21:34:16,393 epoch 147 - iter 197/1974 - loss 0.29744715
2018-12-17 21:34:36,270 epoch 147 - iter 394/1974 - loss 0.29091608
2018-12-17 21:34:55,990 epoch 147 - iter 591/1974 - loss 0.28604946
2018-12-17 21:35:16,467 epoch 147 - iter 788/1974 - loss 0.28181638
2018-12-17 21:35:37,244 epoch 147 - iter 985/1974 - loss 0.28611127
2018-12-17 21:35:56,836 epoch 147 - iter 1182/1974 - loss 0.28795003
2018-12-17 21:36:16,856 epoch 147 - iter 1379/1974 - loss 0.28693844
2018-12-17 21:36:35,462 epoch 147 - iter 1576/1974 - loss 0.28983752
2018-12-17 21:36:55,599 epoch 147 - iter 1773/1974 - loss 0.28729139
2018-12-17 21:37:15,827 epoch 147 - iter 1970/1974 - loss 0.28699099
2018-12-17 21:37:17,225 ----------------------------------------------------------------------------------------------------
2018-12-17 21:37:17,225 EPOCH 147 done: loss 0.2869 - lr 0.0125 - bad epochs 0
2018-12-17 21:38:13,584 TEST : loss 0.82746804 - f-score 0.8782 - acc 0.8782
2018-12-17 21:38:13,588 ----------------------------------------------------------------------------------------------------
2018-12-17 21:38:15,134 epoch 148 - iter 0/1974 - loss 2.27126670
2018-12-17 21:38:35,551 epoch 148 - iter 197/1974 - loss 0.32471447
2018-12-17 21:38:55,525 epoch 148 - iter 394/1974 - loss 0.29425171
2018-12-17 21:39:15,207 epoch 148 - iter 591/1974 - loss 0.29552230
2018-12-17 21:39:34,731 epoch 148 - iter 788/1974 - loss 0.29377385
2018-12-17 21:39:55,515 epoch 148 - iter 985/1974 - loss 0.29085138
2018-12-17 21:40:15,498 epoch 148 - iter 1182/1974 - loss 0.29085473
2018-12-17 21:40:35,456 epoch 148 - iter 1379/1974 - loss 0.28919510
2018-12-17 21:40:55,420 epoch 148 - iter 1576/1974 - loss 0.28808401
2018-12-17 21:41:15,545 epoch 148 - iter 1773/1974 - loss 0.28795770
2018-12-17 21:41:35,859 epoch 148 - iter 1970/1974 - loss 0.28548725
2018-12-17 21:41:37,213 ----------------------------------------------------------------------------------------------------
2018-12-17 21:41:37,213 EPOCH 148 done: loss 0.2853 - lr 0.0125 - bad epochs 0
2018-12-17 21:42:38,897 TEST : loss 0.84998333 - f-score 0.8795 - acc 0.8795
2018-12-17 21:42:38,917 ----------------------------------------------------------------------------------------------------
2018-12-17 21:42:39,151 epoch 149 - iter 0/1974 - loss 0.55157626
2018-12-17 21:43:00,604 epoch 149 - iter 197/1974 - loss 0.27433960
2018-12-17 21:43:20,758 epoch 149 - iter 394/1974 - loss 0.27504633
2018-12-17 21:43:42,186 epoch 149 - iter 591/1974 - loss 0.27722083
2018-12-17 21:44:02,040 epoch 149 - iter 788/1974 - loss 0.28106607
2018-12-17 21:44:21,988 epoch 149 - iter 985/1974 - loss 0.28210084
2018-12-17 21:44:41,774 epoch 149 - iter 1182/1974 - loss 0.27789256
2018-12-17 21:45:01,099 epoch 149 - iter 1379/1974 - loss 0.27611580
2018-12-17 21:45:21,114 epoch 149 - iter 1576/1974 - loss 0.27963105
2018-12-17 21:45:43,258 epoch 149 - iter 1773/1974 - loss 0.28226787
2018-12-17 21:46:03,227 epoch 149 - iter 1970/1974 - loss 0.28238423
2018-12-17 21:46:04,500 ----------------------------------------------------------------------------------------------------
2018-12-17 21:46:04,501 EPOCH 149 done: loss 0.2822 - lr 0.0125 - bad epochs 0
2018-12-17 21:47:06,345 TEST : loss 0.83825976 - f-score 0.8798 - acc 0.8798
2018-12-17 21:47:06,348 ----------------------------------------------------------------------------------------------------
2018-12-17 21:47:06,532 epoch 150 - iter 0/1974 - loss 0.14460009
2018-12-17 21:47:26,478 epoch 150 - iter 197/1974 - loss 0.28705634
2018-12-17 21:47:46,321 epoch 150 - iter 394/1974 - loss 0.27834400
2018-12-17 21:48:07,327 epoch 150 - iter 591/1974 - loss 0.28044262
2018-12-17 21:48:26,659 epoch 150 - iter 788/1974 - loss 0.28437678
2018-12-17 21:48:46,342 epoch 150 - iter 985/1974 - loss 0.28566347
2018-12-17 21:49:05,875 epoch 150 - iter 1182/1974 - loss 0.28336995
2018-12-17 21:49:25,626 epoch 150 - iter 1379/1974 - loss 0.28184955
2018-12-17 21:49:46,629 epoch 150 - iter 1576/1974 - loss 0.27899714
2018-12-17 21:50:06,453 epoch 150 - iter 1773/1974 - loss 0.27805485
2018-12-17 21:50:26,132 epoch 150 - iter 1970/1974 - loss 0.27810331
2018-12-17 21:50:27,337 ----------------------------------------------------------------------------------------------------
2018-12-17 21:50:27,338 EPOCH 150 done: loss 0.2783 - lr 0.0125 - bad epochs 0
2018-12-17 21:51:23,874 TEST : loss 0.83520597 - f-score 0.8791 - acc 0.8791
2018-12-17 21:52:03,890 ----------------------------------------------------------------------------------------------------
2018-12-17 21:52:03,891 Testing using best model ...
2018-12-17 21:53:00,538 MICRO_AVG: acc 0.8791 - f1-score 0.8791
2018-12-17 21:53:00,540 MARCO_AVG: acc 0.8648 - f1-score 0.8759
2018-12-17 21:53:00,540 LOC tp: 4058 - fp: 497 - fn: 519 - tn: 4058 - precision: 0.8909 - recall: 0.8866 - accuracy: 0.8887 - f1-score: 0.8887
2018-12-17 21:53:00,540 MISC tp: 1761 - fp: 388 - fn: 674 - tn: 1761 - precision: 0.8195 - recall: 0.7232 - accuracy: 0.7683 - f1-score: 0.7683
2018-12-17 21:53:00,541 ORG tp: 3897 - fp: 693 - fn: 630 - tn: 3897 - precision: 0.8490 - recall: 0.8608 - accuracy: 0.8549 - f1-score: 0.8549
2018-12-17 21:53:00,541 PER tp: 4432 - fp: 263 - fn: 228 - tn: 4432 - precision: 0.9440 - recall: 0.9511 - accuracy: 0.9475 - f1-score: 0.9475
2018-12-17 21:53:00,541 ----------------------------------------------------------------------------------------------------
2018-12-17 21:53:00,541 ----------------------------------------------------------------------------------------------------
2018-12-17 21:53:13,142 conll_03: loss 0.93540984 - f-score 0.9140 - acc 0.9140
2018-12-17 21:53:13,143 ----------------------------------------------------------------------------------------------------
2018-12-17 21:53:26,687 conll_03_german: loss 0.93015045 - f-score 0.8634 - acc 0.8634
2018-12-17 21:53:26,688 ----------------------------------------------------------------------------------------------------
2018-12-17 21:53:45,283 conll_03_dutch: loss 0.50127459 - f-score 0.8648 - acc 0.8648
2018-12-17 21:53:45,284 ----------------------------------------------------------------------------------------------------
2018-12-17 21:53:57,408 conll_03_spanish: loss 1.53764451 - f-score 0.8522 - acc 0.8522
2018-12-17 21:53:57,470 Reading data from /home/aakbik/.flair/datasets/conll_03
2018-12-17 21:53:57,470 Train: /home/aakbik/.flair/datasets/conll_03/eng.train
2018-12-17 21:53:57,470 Dev: /home/aakbik/.flair/datasets/conll_03/eng.testa
2018-12-17 21:53:57,470 Test: /home/aakbik/.flair/datasets/conll_03/eng.testb
2018-12-17 21:54:01,182 Reading data from /home/aakbik/.flair/datasets/conll_03_german
2018-12-17 21:54:01,182 Train: /home/aakbik/.flair/datasets/conll_03_german/deu.train
2018-12-17 21:54:01,182 Dev: /home/aakbik/.flair/datasets/conll_03_german/deu.testa
2018-12-17 21:54:01,182 Test: /home/aakbik/.flair/datasets/conll_03_german/deu.testb
2018-12-17 21:54:13,245 Reading data from /home/aakbik/.flair/datasets/conll_03_dutch
2018-12-17 21:54:13,247 Train: /home/aakbik/.flair/datasets/conll_03_dutch/ned.train
2018-12-17 21:54:13,247 Dev: /home/aakbik/.flair/datasets/conll_03_dutch/ned.testa
2018-12-17 21:54:13,247 Test: /home/aakbik/.flair/datasets/conll_03_dutch/ned.testb
2018-12-17 21:54:13,249 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_dutch/ned.train ... using "latin-1" instead.
2018-12-17 21:54:15,128 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_dutch/ned.testb ... using "latin-1" instead.
2018-12-17 21:54:15,691 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_dutch/ned.testa ... using "latin-1" instead.
2018-12-17 21:54:16,809 Reading data from /home/aakbik/.flair/datasets/conll_03_spanish
2018-12-17 21:54:16,810 Train: /home/aakbik/.flair/datasets/conll_03_spanish/esp.train
2018-12-17 21:54:16,810 Dev: /home/aakbik/.flair/datasets/conll_03_spanish/esp.testa
2018-12-17 21:54:16,810 Test: /home/aakbik/.flair/datasets/conll_03_spanish/esp.testb
2018-12-17 21:54:16,811 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_spanish/esp.train ... using "latin-1" instead.
2018-12-17 21:54:26,521 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_spanish/esp.testb ... using "latin-1" instead.
2018-12-17 21:54:26,858 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_spanish/esp.testa ... using "latin-1" instead.
2018-12-17 21:54:29,520 ----------------------------------------------------------------------------------------------------
2018-12-17 21:54:29,520 Evaluation method: MICRO_F1_SCORE
2018-12-17 21:54:29,559 ----------------------------------------------------------------------------------------------------
2018-12-17 21:54:29,890 epoch 1 - iter 0/1974 - loss 52.87086487
2018-12-17 21:55:05,623 epoch 1 - iter 197/1974 - loss 8.56492129
2018-12-17 21:55:41,562 epoch 1 - iter 394/1974 - loss 6.13984946
2018-12-17 21:56:17,311 epoch 1 - iter 591/1974 - loss 5.08597646
2018-12-17 21:56:54,437 epoch 1 - iter 788/1974 - loss 4.48821776
2018-12-17 21:57:29,820 epoch 1 - iter 985/1974 - loss 4.05134839
2018-12-17 21:58:04,593 epoch 1 - iter 1182/1974 - loss 3.73741518
2018-12-17 21:58:44,406 epoch 1 - iter 1379/1974 - loss 3.51525030
2018-12-17 21:59:19,269 epoch 1 - iter 1576/1974 - loss 3.31706200
2018-12-17 22:00:18,481 epoch 1 - iter 1773/1974 - loss 3.15957758
2018-12-17 22:00:54,383 epoch 1 - iter 1970/1974 - loss 3.03449234
2018-12-17 22:00:55,576 ----------------------------------------------------------------------------------------------------
2018-12-17 22:00:55,576 EPOCH 1 done: loss 3.0332 - lr 0.1000 - bad epochs 0
2018-12-17 22:02:21,518 TEST : loss 1.17855918 - f-score 0.7878 - acc 0.7878
2018-12-17 22:02:21,526 ----------------------------------------------------------------------------------------------------
2018-12-17 22:02:21,745 epoch 2 - iter 0/1974 - loss 1.42465281
2018-12-17 22:02:43,429 epoch 2 - iter 197/1974 - loss 1.72572956
2018-12-17 22:03:03,033 epoch 2 - iter 394/1974 - loss 1.68679700
2018-12-17 22:03:22,899 epoch 2 - iter 591/1974 - loss 1.64527270
2018-12-17 22:03:42,802 epoch 2 - iter 788/1974 - loss 1.64048974
2018-12-17 22:04:01,975 epoch 2 - iter 985/1974 - loss 1.62128662
2018-12-17 22:04:21,621 epoch 2 - iter 1182/1974 - loss 1.59032403
2018-12-17 22:04:42,641 epoch 2 - iter 1379/1974 - loss 1.58763863
2018-12-17 22:05:02,884 epoch 2 - iter 1576/1974 - loss 1.57344243
2018-12-17 22:05:24,469 epoch 2 - iter 1773/1974 - loss 1.56635637
2018-12-17 22:05:45,464 epoch 2 - iter 1970/1974 - loss 1.56266848
2018-12-17 22:05:46,852 ----------------------------------------------------------------------------------------------------
2018-12-17 22:05:46,852 EPOCH 2 done: loss 1.5623 - lr 0.1000 - bad epochs 0
2018-12-17 22:06:43,262 TEST : loss 1.00175607 - f-score 0.7992 - acc 0.7992
2018-12-17 22:06:43,286 ----------------------------------------------------------------------------------------------------
2018-12-17 22:06:43,501 epoch 3 - iter 0/1974 - loss 1.09818709
2018-12-17 22:07:03,645 epoch 3 - iter 197/1974 - loss 1.36475373
2018-12-17 22:07:23,780 epoch 3 - iter 394/1974 - loss 1.36136354
2018-12-17 22:07:43,256 epoch 3 - iter 591/1974 - loss 1.34795111
2018-12-17 22:08:03,739 epoch 3 - iter 788/1974 - loss 1.34765407
2018-12-17 22:08:24,265 epoch 3 - iter 985/1974 - loss 1.33086626
2018-12-17 22:08:44,044 epoch 3 - iter 1182/1974 - loss 1.33158719
2018-12-17 22:09:04,181 epoch 3 - iter 1379/1974 - loss 1.33209098
2018-12-17 22:09:25,123 epoch 3 - iter 1576/1974 - loss 1.33141134
2018-12-17 22:09:44,965 epoch 3 - iter 1773/1974 - loss 1.32704689
2018-12-17 22:10:06,027 epoch 3 - iter 1970/1974 - loss 1.31761628
2018-12-17 22:10:07,366 ----------------------------------------------------------------------------------------------------
2018-12-17 22:10:07,366 EPOCH 3 done: loss 1.3176 - lr 0.1000 - bad epochs 0
2018-12-17 22:11:03,094 TEST : loss 0.89359087 - f-score 0.8259 - acc 0.8259
2018-12-17 22:11:03,105 ----------------------------------------------------------------------------------------------------
2018-12-17 22:11:03,306 epoch 4 - iter 0/1974 - loss 0.83791602
2018-12-17 22:11:23,319 epoch 4 - iter 197/1974 - loss 1.19512272
2018-12-17 22:11:43,730 epoch 4 - iter 394/1974 - loss 1.22062657
2018-12-17 22:12:03,612 epoch 4 - iter 591/1974 - loss 1.21335655
2018-12-17 22:12:23,863 epoch 4 - iter 788/1974 - loss 1.19336168
2018-12-17 22:12:43,523 epoch 4 - iter 985/1974 - loss 1.18905565
2018-12-17 22:13:03,314 epoch 4 - iter 1182/1974 - loss 1.18568014
2018-12-17 22:13:23,856 epoch 4 - iter 1379/1974 - loss 1.18871395
2018-12-17 22:13:44,075 epoch 4 - iter 1576/1974 - loss 1.18853014
2018-12-17 22:14:03,524 epoch 4 - iter 1773/1974 - loss 1.18667873
2018-12-17 22:14:25,608 epoch 4 - iter 1970/1974 - loss 1.19235578
2018-12-17 22:14:26,789 ----------------------------------------------------------------------------------------------------
2018-12-17 22:14:26,789 EPOCH 4 done: loss 1.1923 - lr 0.1000 - bad epochs 0
2018-12-17 22:15:23,144 TEST : loss 0.87641269 - f-score 0.8373 - acc 0.8373
2018-12-17 22:15:23,149 ----------------------------------------------------------------------------------------------------
2018-12-17 22:15:23,371 epoch 5 - iter 0/1974 - loss 1.13885522
2018-12-17 22:15:42,977 epoch 5 - iter 197/1974 - loss 1.12066344
2018-12-17 22:16:03,133 epoch 5 - iter 394/1974 - loss 1.10337728
2018-12-17 22:16:24,461 epoch 5 - iter 591/1974 - loss 1.11171919
2018-12-17 22:16:44,958 epoch 5 - iter 788/1974 - loss 1.11632068
2018-12-17 22:17:05,457 epoch 5 - iter 985/1974 - loss 1.11131857
2018-12-17 22:17:26,119 epoch 5 - iter 1182/1974 - loss 1.11693605
2018-12-17 22:17:46,448 epoch 5 - iter 1379/1974 - loss 1.11861599
2018-12-17 22:18:06,657 epoch 5 - iter 1576/1974 - loss 1.11268240
2018-12-17 22:18:26,196 epoch 5 - iter 1773/1974 - loss 1.11173211
2018-12-17 22:18:46,258 epoch 5 - iter 1970/1974 - loss 1.11129122
2018-12-17 22:18:47,509 ----------------------------------------------------------------------------------------------------
2018-12-17 22:18:47,510 EPOCH 5 done: loss 1.1111 - lr 0.1000 - bad epochs 0
2018-12-17 22:19:44,274 TEST : loss 0.78962493 - f-score 0.8442 - acc 0.8442
2018-12-17 22:19:44,279 ----------------------------------------------------------------------------------------------------
2018-12-17 22:19:44,476 epoch 6 - iter 0/1974 - loss 1.14685583
2018-12-17 22:20:04,435 epoch 6 - iter 197/1974 - loss 1.04026351
2018-12-17 22:20:24,319 epoch 6 - iter 394/1974 - loss 1.04339994
2018-12-17 22:20:44,171 epoch 6 - iter 591/1974 - loss 1.05080857
2018-12-17 22:21:04,382 epoch 6 - iter 788/1974 - loss 1.04176660
2018-12-17 22:21:24,277 epoch 6 - iter 985/1974 - loss 1.03022388
2018-12-17 22:21:45,286 epoch 6 - iter 1182/1974 - loss 1.04041799
2018-12-17 22:22:06,496 epoch 6 - iter 1379/1974 - loss 1.04397439
2018-12-17 22:22:27,520 epoch 6 - iter 1576/1974 - loss 1.04797952
2018-12-17 22:22:47,846 epoch 6 - iter 1773/1974 - loss 1.04865350
2018-12-17 22:23:07,389 epoch 6 - iter 1970/1974 - loss 1.04868540
2018-12-17 22:23:08,761 ----------------------------------------------------------------------------------------------------
2018-12-17 22:23:08,761 EPOCH 6 done: loss 1.0482 - lr 0.1000 - bad epochs 0
2018-12-17 22:24:05,306 TEST : loss 0.77788270 - f-score 0.8453 - acc 0.8453
2018-12-17 22:24:05,311 ----------------------------------------------------------------------------------------------------
2018-12-17 22:24:05,524 epoch 7 - iter 0/1974 - loss 0.53351784
2018-12-17 22:24:25,520 epoch 7 - iter 197/1974 - loss 0.98825102
2018-12-17 22:24:45,555 epoch 7 - iter 394/1974 - loss 0.97767942
2018-12-17 22:25:06,187 epoch 7 - iter 591/1974 - loss 0.99770575
2018-12-17 22:25:25,578 epoch 7 - iter 788/1974 - loss 0.99602999
2018-12-17 22:25:46,513 epoch 7 - iter 985/1974 - loss 0.98949662
2018-12-17 22:26:06,568 epoch 7 - iter 1182/1974 - loss 0.99938837
2018-12-17 22:26:26,194 epoch 7 - iter 1379/1974 - loss 0.99211661
2018-12-17 22:26:47,090 epoch 7 - iter 1576/1974 - loss 0.99129737
2018-12-17 22:27:07,623 epoch 7 - iter 1773/1974 - loss 0.99759347
2018-12-17 22:27:27,377 epoch 7 - iter 1970/1974 - loss 0.99816008
2018-12-17 22:27:28,784 ----------------------------------------------------------------------------------------------------
2018-12-17 22:27:28,785 EPOCH 7 done: loss 0.9979 - lr 0.1000 - bad epochs 0
2018-12-17 22:28:31,507 TEST : loss 0.78213251 - f-score 0.8491 - acc 0.8491
2018-12-17 22:28:31,512 ----------------------------------------------------------------------------------------------------
2018-12-17 22:28:31,717 epoch 8 - iter 0/1974 - loss 1.32008588
2018-12-17 22:28:51,923 epoch 8 - iter 197/1974 - loss 0.96722265
2018-12-17 22:29:12,958 epoch 8 - iter 394/1974 - loss 0.93791068
2018-12-17 22:29:31,760 epoch 8 - iter 591/1974 - loss 0.93184648
2018-12-17 22:29:51,579 epoch 8 - iter 788/1974 - loss 0.93500250
2018-12-17 22:30:12,107 epoch 8 - iter 985/1974 - loss 0.95039733
2018-12-17 22:30:31,908 epoch 8 - iter 1182/1974 - loss 0.95221393
2018-12-17 22:30:52,499 epoch 8 - iter 1379/1974 - loss 0.95563599
2018-12-17 22:31:12,707 epoch 8 - iter 1576/1974 - loss 0.95744272
2018-12-17 22:31:33,540 epoch 8 - iter 1773/1974 - loss 0.96002616
2018-12-17 22:31:54,186 epoch 8 - iter 1970/1974 - loss 0.96088980
2018-12-17 22:31:55,485 ----------------------------------------------------------------------------------------------------
2018-12-17 22:31:55,486 EPOCH 8 done: loss 0.9605 - lr 0.1000 - bad epochs 0
2018-12-17 22:32:52,244 TEST : loss 0.75365007 - f-score 0.8540 - acc 0.8540
2018-12-17 22:32:52,249 ----------------------------------------------------------------------------------------------------
2018-12-17 22:32:52,471 epoch 9 - iter 0/1974 - loss 1.21979582
2018-12-17 22:33:12,579 epoch 9 - iter 197/1974 - loss 0.93226591
2018-12-17 22:33:33,915 epoch 9 - iter 394/1974 - loss 0.94487223
2018-12-17 22:33:54,415 epoch 9 - iter 591/1974 - loss 0.94077953
2018-12-17 22:34:14,080 epoch 9 - iter 788/1974 - loss 0.94225798
2018-12-17 22:34:34,103 epoch 9 - iter 985/1974 - loss 0.94647673
2018-12-17 22:34:55,250 epoch 9 - iter 1182/1974 - loss 0.94979161
2018-12-17 22:35:15,895 epoch 9 - iter 1379/1974 - loss 0.94501755
2018-12-17 22:35:35,301 epoch 9 - iter 1576/1974 - loss 0.93905739
2018-12-17 22:35:55,684 epoch 9 - iter 1773/1974 - loss 0.93385054
2018-12-17 22:36:15,547 epoch 9 - iter 1970/1974 - loss 0.93116445
2018-12-17 22:36:16,776 ----------------------------------------------------------------------------------------------------
2018-12-17 22:36:16,777 EPOCH 9 done: loss 0.9311 - lr 0.1000 - bad epochs 0
2018-12-17 22:37:12,551 TEST : loss 0.74165493 - f-score 0.8574 - acc 0.8573
2018-12-17 22:37:12,556 ----------------------------------------------------------------------------------------------------
2018-12-17 22:37:12,765 epoch 10 - iter 0/1974 - loss 0.98308927
2018-12-17 22:37:32,760 epoch 10 - iter 197/1974 - loss 0.89853960
2018-12-17 22:37:52,536 epoch 10 - iter 394/1974 - loss 0.89703586
2018-12-17 22:38:14,331 epoch 10 - iter 591/1974 - loss 0.91841664
2018-12-17 22:38:34,501 epoch 10 - iter 788/1974 - loss 0.91198605
2018-12-17 22:38:54,527 epoch 10 - iter 985/1974 - loss 0.91176067
2018-12-17 22:39:15,040 epoch 10 - iter 1182/1974 - loss 0.91170267
2018-12-17 22:39:35,568 epoch 10 - iter 1379/1974 - loss 0.91000578
2018-12-17 22:39:56,089 epoch 10 - iter 1576/1974 - loss 0.91162543
2018-12-17 22:40:16,202 epoch 10 - iter 1773/1974 - loss 0.90580571
2018-12-17 22:40:36,798 epoch 10 - iter 1970/1974 - loss 0.90228280
2018-12-17 22:40:37,923 ----------------------------------------------------------------------------------------------------
2018-12-17 22:40:37,923 EPOCH 10 done: loss 0.9022 - lr 0.1000 - bad epochs 0
2018-12-17 22:41:34,455 TEST : loss 0.71620852 - f-score 0.8607 - acc 0.8606
2018-12-17 22:41:34,474 ----------------------------------------------------------------------------------------------------
2018-12-17 22:41:34,693 epoch 11 - iter 0/1974 - loss 0.59847248
2018-12-17 22:41:55,390 epoch 11 - iter 197/1974 - loss 0.84263867
2018-12-17 22:42:15,629 epoch 11 - iter 394/1974 - loss 0.85764095
2018-12-17 22:42:36,436 epoch 11 - iter 591/1974 - loss 0.85448456
2018-12-17 22:42:57,248 epoch 11 - iter 788/1974 - loss 0.86649423
2018-12-17 22:43:16,988 epoch 11 - iter 985/1974 - loss 0.85667280
2018-12-17 22:43:37,720 epoch 11 - iter 1182/1974 - loss 0.86358346
2018-12-17 22:43:57,431 epoch 11 - iter 1379/1974 - loss 0.86829895
2018-12-17 22:44:17,503 epoch 11 - iter 1576/1974 - loss 0.87073525
2018-12-17 22:44:37,676 epoch 11 - iter 1773/1974 - loss 0.87138477
2018-12-17 22:44:58,366 epoch 11 - iter 1970/1974 - loss 0.87198050
2018-12-17 22:44:59,666 ----------------------------------------------------------------------------------------------------
2018-12-17 22:44:59,667 EPOCH 11 done: loss 0.8716 - lr 0.1000 - bad epochs 0
2018-12-17 22:45:55,823 TEST : loss 0.72910225 - f-score 0.8590 - acc 0.8590
2018-12-17 22:45:55,827 ----------------------------------------------------------------------------------------------------
2018-12-17 22:45:56,044 epoch 12 - iter 0/1974 - loss 0.81497014
2018-12-17 22:46:17,637 epoch 12 - iter 197/1974 - loss 0.84410336
2018-12-17 22:46:37,893 epoch 12 - iter 394/1974 - loss 0.84709329
2018-12-17 22:46:57,556 epoch 12 - iter 591/1974 - loss 0.84021621
2018-12-17 22:47:17,401 epoch 12 - iter 788/1974 - loss 0.83728250
2018-12-17 22:47:37,462 epoch 12 - iter 985/1974 - loss 0.84849761
2018-12-17 22:47:58,402 epoch 12 - iter 1182/1974 - loss 0.86873294
2018-12-17 22:48:18,344 epoch 12 - iter 1379/1974 - loss 0.86553011
2018-12-17 22:48:38,085 epoch 12 - iter 1576/1974 - loss 0.86644286
2018-12-17 22:48:58,172 epoch 12 - iter 1773/1974 - loss 0.86064896
2018-12-17 22:49:18,449 epoch 12 - iter 1970/1974 - loss 0.86388692
2018-12-17 22:49:19,692 ----------------------------------------------------------------------------------------------------
2018-12-17 22:49:19,693 EPOCH 12 done: loss 0.8635 - lr 0.1000 - bad epochs 0
2018-12-17 22:50:14,900 TEST : loss 0.77249575 - f-score 0.8563 - acc 0.8563
2018-12-17 22:50:14,905 ----------------------------------------------------------------------------------------------------
2018-12-17 22:50:15,111 epoch 13 - iter 0/1974 - loss 0.23161760
2018-12-17 22:50:35,936 epoch 13 - iter 197/1974 - loss 0.83686283
2018-12-17 22:50:56,399 epoch 13 - iter 394/1974 - loss 0.82607765
2018-12-17 22:51:17,013 epoch 13 - iter 591/1974 - loss 0.83120553
2018-12-17 22:51:37,245 epoch 13 - iter 788/1974 - loss 0.82118008
2018-12-17 22:51:59,139 epoch 13 - iter 985/1974 - loss 0.82915351
2018-12-17 22:52:18,859 epoch 13 - iter 1182/1974 - loss 0.83055604
2018-12-17 22:52:39,238 epoch 13 - iter 1379/1974 - loss 0.83847227
2018-12-17 22:52:59,564 epoch 13 - iter 1576/1974 - loss 0.84085716
2018-12-17 22:53:19,558 epoch 13 - iter 1773/1974 - loss 0.83502561
2018-12-17 22:53:39,944 epoch 13 - iter 1970/1974 - loss 0.83441869
2018-12-17 22:53:40,969 ----------------------------------------------------------------------------------------------------
2018-12-17 22:53:40,969 EPOCH 13 done: loss 0.8344 - lr 0.1000 - bad epochs 0
2018-12-17 22:54:37,560 TEST : loss 0.70344710 - f-score 0.8634 - acc 0.8634
2018-12-17 22:54:37,635 ----------------------------------------------------------------------------------------------------
2018-12-17 22:54:37,836 epoch 14 - iter 0/1974 - loss 0.89438832
2018-12-17 22:54:58,618 epoch 14 - iter 197/1974 - loss 0.83577322
2018-12-17 22:55:18,315 epoch 14 - iter 394/1974 - loss 0.83917258
2018-12-17 22:55:38,635 epoch 14 - iter 591/1974 - loss 0.82840683
2018-12-17 22:55:59,036 epoch 14 - iter 788/1974 - loss 0.82256242
2018-12-17 22:56:19,380 epoch 14 - iter 985/1974 - loss 0.81816914
2018-12-17 22:56:39,035 epoch 14 - iter 1182/1974 - loss 0.82182802
2018-12-17 22:56:59,858 epoch 14 - iter 1379/1974 - loss 0.81866539
2018-12-17 22:57:20,167 epoch 14 - iter 1576/1974 - loss 0.81651810
2018-12-17 22:57:39,691 epoch 14 - iter 1773/1974 - loss 0.81229843
2018-12-17 22:58:00,244 epoch 14 - iter 1970/1974 - loss 0.81397588
2018-12-17 22:58:01,446 ----------------------------------------------------------------------------------------------------
2018-12-17 22:58:01,446 EPOCH 14 done: loss 0.8133 - lr 0.1000 - bad epochs 0
2018-12-17 22:58:58,266 TEST : loss 0.70985794 - f-score 0.8661 - acc 0.8661
2018-12-17 22:58:58,271 ----------------------------------------------------------------------------------------------------
2018-12-17 22:58:58,466 epoch 15 - iter 0/1974 - loss 0.46134076
2018-12-17 22:59:20,898 epoch 15 - iter 197/1974 - loss 0.79820265
2018-12-17 22:59:41,653 epoch 15 - iter 394/1974 - loss 0.80959992
2018-12-17 23:00:02,216 epoch 15 - iter 591/1974 - loss 0.78831379
2018-12-17 23:00:22,745 epoch 15 - iter 788/1974 - loss 0.79572715
2018-12-17 23:00:42,572 epoch 15 - iter 985/1974 - loss 0.80566525
2018-12-17 23:01:02,098 epoch 15 - iter 1182/1974 - loss 0.80471967
2018-12-17 23:01:22,090 epoch 15 - iter 1379/1974 - loss 0.80624456
2018-12-17 23:01:42,198 epoch 15 - iter 1576/1974 - loss 0.80875003
2018-12-17 23:02:02,096 epoch 15 - iter 1773/1974 - loss 0.81177650
2018-12-17 23:02:22,039 epoch 15 - iter 1970/1974 - loss 0.80950231
2018-12-17 23:02:23,286 ----------------------------------------------------------------------------------------------------
2018-12-17 23:02:23,286 EPOCH 15 done: loss 0.8094 - lr 0.1000 - bad epochs 0
2018-12-17 23:03:19,366 TEST : loss 0.69878745 - f-score 0.8648 - acc 0.8647
2018-12-17 23:03:19,376 ----------------------------------------------------------------------------------------------------
2018-12-17 23:03:19,561 epoch 16 - iter 0/1974 - loss 0.80046463
2018-12-17 23:03:40,780 epoch 16 - iter 197/1974 - loss 0.75090517
2018-12-17 23:04:01,320 epoch 16 - iter 394/1974 - loss 0.76795653
2018-12-17 23:04:21,367 epoch 16 - iter 591/1974 - loss 0.78001506
2018-12-17 23:04:41,499 epoch 16 - iter 788/1974 - loss 0.77770761
2018-12-17 23:05:00,955 epoch 16 - iter 985/1974 - loss 0.77976647
2018-12-17 23:05:20,668 epoch 16 - iter 1182/1974 - loss 0.78046287
2018-12-17 23:05:40,506 epoch 16 - iter 1379/1974 - loss 0.78287963
2018-12-17 23:06:00,616 epoch 16 - iter 1576/1974 - loss 0.78688912
2018-12-17 23:06:21,067 epoch 16 - iter 1773/1974 - loss 0.79185697
2018-12-17 23:06:41,437 epoch 16 - iter 1970/1974 - loss 0.79058094
2018-12-17 23:06:42,713 ----------------------------------------------------------------------------------------------------
2018-12-17 23:06:42,713 EPOCH 16 done: loss 0.7913 - lr 0.1000 - bad epochs 0
2018-12-17 23:07:39,093 TEST : loss 0.71315390 - f-score 0.8602 - acc 0.8602
2018-12-17 23:07:39,098 ----------------------------------------------------------------------------------------------------
2018-12-17 23:07:39,318 epoch 17 - iter 0/1974 - loss 1.07314634
2018-12-17 23:08:00,507 epoch 17 - iter 197/1974 - loss 0.77511550
2018-12-17 23:08:21,135 epoch 17 - iter 394/1974 - loss 0.77317067
2018-12-17 23:08:40,499 epoch 17 - iter 591/1974 - loss 0.76103607
2018-12-17 23:09:00,287 epoch 17 - iter 788/1974 - loss 0.76107907
2018-12-17 23:09:20,666 epoch 17 - iter 985/1974 - loss 0.75570726
2018-12-17 23:09:41,701 epoch 17 - iter 1182/1974 - loss 0.77141590
2018-12-17 23:10:01,975 epoch 17 - iter 1379/1974 - loss 0.77387426
2018-12-17 23:10:21,736 epoch 17 - iter 1576/1974 - loss 0.77247480
2018-12-17 23:10:41,905 epoch 17 - iter 1773/1974 - loss 0.77623972
2018-12-17 23:11:01,731 epoch 17 - iter 1970/1974 - loss 0.77755574
2018-12-17 23:11:02,912 ----------------------------------------------------------------------------------------------------
2018-12-17 23:11:02,912 EPOCH 17 done: loss 0.7773 - lr 0.1000 - bad epochs 0
2018-12-17 23:11:59,565 TEST : loss 0.69264317 - f-score 0.8665 - acc 0.8666
2018-12-17 23:11:59,570 ----------------------------------------------------------------------------------------------------
2018-12-17 23:11:59,762 epoch 18 - iter 0/1974 - loss 0.41810080
2018-12-17 23:12:19,863 epoch 18 - iter 197/1974 - loss 0.74248613
2018-12-17 23:12:40,583 epoch 18 - iter 394/1974 - loss 0.74496577
2018-12-17 23:13:00,381 epoch 18 - iter 591/1974 - loss 0.75812401
2018-12-17 23:13:20,666 epoch 18 - iter 788/1974 - loss 0.76121544
2018-12-17 23:13:41,102 epoch 18 - iter 985/1974 - loss 0.76611269
2018-12-17 23:14:01,936 epoch 18 - iter 1182/1974 - loss 0.78179062
2018-12-17 23:14:22,480 epoch 18 - iter 1379/1974 - loss 0.77787294
2018-12-17 23:14:41,865 epoch 18 - iter 1576/1974 - loss 0.77608185
2018-12-17 23:15:01,992 epoch 18 - iter 1773/1974 - loss 0.77534947
2018-12-17 23:15:21,777 epoch 18 - iter 1970/1974 - loss 0.77573407
2018-12-17 23:15:22,906 ----------------------------------------------------------------------------------------------------
2018-12-17 23:15:22,906 EPOCH 18 done: loss 0.7755 - lr 0.1000 - bad epochs 0
2018-12-17 23:16:18,731 TEST : loss 0.69290203 - f-score 0.8670 - acc 0.8669
2018-12-17 23:16:18,736 ----------------------------------------------------------------------------------------------------
2018-12-17 23:16:18,953 epoch 19 - iter 0/1974 - loss 0.52119720
2018-12-17 23:16:40,524 epoch 19 - iter 197/1974 - loss 0.77768040
2018-12-17 23:17:01,363 epoch 19 - iter 394/1974 - loss 0.74786476
2018-12-17 23:17:20,883 epoch 19 - iter 591/1974 - loss 0.74753334
2018-12-17 23:17:40,626 epoch 19 - iter 788/1974 - loss 0.74540746
2018-12-17 23:18:00,447 epoch 19 - iter 985/1974 - loss 0.74272131
2018-12-17 23:18:20,375 epoch 19 - iter 1182/1974 - loss 0.73798698
2018-12-17 23:18:41,133 epoch 19 - iter 1379/1974 - loss 0.74446609
2018-12-17 23:19:01,137 epoch 19 - iter 1576/1974 - loss 0.74497528
2018-12-17 23:19:21,123 epoch 19 - iter 1773/1974 - loss 0.74385628
2018-12-17 23:19:42,319 epoch 19 - iter 1970/1974 - loss 0.75157625
2018-12-17 23:19:43,537 ----------------------------------------------------------------------------------------------------
2018-12-17 23:19:43,537 EPOCH 19 done: loss 0.7513 - lr 0.1000 - bad epochs 0
2018-12-17 23:20:40,201 TEST : loss 0.71391761 - f-score 0.8672 - acc 0.8672
2018-12-17 23:20:40,210 ----------------------------------------------------------------------------------------------------
2018-12-17 23:20:40,419 epoch 20 - iter 0/1974 - loss 0.52047789
2018-12-17 23:21:00,696 epoch 20 - iter 197/1974 - loss 0.69586548
2018-12-17 23:21:22,304 epoch 20 - iter 394/1974 - loss 0.71403710
2018-12-17 23:21:41,737 epoch 20 - iter 591/1974 - loss 0.70505917
2018-12-17 23:22:02,397 epoch 20 - iter 788/1974 - loss 0.72454126
2018-12-17 23:22:21,988 epoch 20 - iter 985/1974 - loss 0.73480647
2018-12-17 23:22:41,539 epoch 20 - iter 1182/1974 - loss 0.72981935
2018-12-17 23:23:01,869 epoch 20 - iter 1379/1974 - loss 0.73327113
2018-12-17 23:23:21,380 epoch 20 - iter 1576/1974 - loss 0.73354387
2018-12-17 23:23:41,167 epoch 20 - iter 1773/1974 - loss 0.73350831
2018-12-17 23:24:01,636 epoch 20 - iter 1970/1974 - loss 0.73439280
2018-12-17 23:24:02,880 ----------------------------------------------------------------------------------------------------
2018-12-17 23:24:02,880 EPOCH 20 done: loss 0.7343 - lr 0.1000 - bad epochs 0
2018-12-17 23:24:59,073 TEST : loss 0.70191526 - f-score 0.8684 - acc 0.8684
2018-12-17 23:24:59,086 ----------------------------------------------------------------------------------------------------
2018-12-17 23:24:59,304 epoch 21 - iter 0/1974 - loss 1.16756082
2018-12-17 23:25:19,276 epoch 21 - iter 197/1974 - loss 0.73223958
2018-12-17 23:25:39,534 epoch 21 - iter 394/1974 - loss 0.71102860
2018-12-17 23:26:00,955 epoch 21 - iter 591/1974 - loss 0.73637624
2018-12-17 23:26:20,848 epoch 21 - iter 788/1974 - loss 0.73429165
2018-12-17 23:26:41,130 epoch 21 - iter 985/1974 - loss 0.73899269
2018-12-17 23:27:01,314 epoch 21 - iter 1182/1974 - loss 0.74469486
2018-12-17 23:27:21,550 epoch 21 - iter 1379/1974 - loss 0.73899309
2018-12-17 23:27:42,029 epoch 21 - iter 1576/1974 - loss 0.73991364
2018-12-17 23:28:01,817 epoch 21 - iter 1773/1974 - loss 0.73877902
2018-12-17 23:28:21,198 epoch 21 - iter 1970/1974 - loss 0.73887041
2018-12-17 23:28:22,599 ----------------------------------------------------------------------------------------------------
2018-12-17 23:28:22,599 EPOCH 21 done: loss 0.7392 - lr 0.1000 - bad epochs 0
2018-12-17 23:29:19,158 TEST : loss 0.68423635 - f-score 0.8687 - acc 0.8687
2018-12-17 23:29:19,165 ----------------------------------------------------------------------------------------------------
2018-12-17 23:29:19,385 epoch 22 - iter 0/1974 - loss 0.33778316
2018-12-17 23:29:40,195 epoch 22 - iter 197/1974 - loss 0.70231494
2018-12-17 23:30:00,556 epoch 22 - iter 394/1974 - loss 0.70563710
2018-12-17 23:30:20,116 epoch 22 - iter 591/1974 - loss 0.70768909
2018-12-17 23:30:40,073 epoch 22 - iter 788/1974 - loss 0.70484790
2018-12-17 23:31:00,902 epoch 22 - iter 985/1974 - loss 0.70458191
2018-12-17 23:31:20,901 epoch 22 - iter 1182/1974 - loss 0.70736381
2018-12-17 23:31:41,866 epoch 22 - iter 1379/1974 - loss 0.71059441
2018-12-17 23:32:01,666 epoch 22 - iter 1576/1974 - loss 0.71117273
2018-12-17 23:32:20,887 epoch 22 - iter 1773/1974 - loss 0.71761326
2018-12-17 23:32:39,806 epoch 22 - iter 1970/1974 - loss 0.71752584
2018-12-17 23:32:41,014 ----------------------------------------------------------------------------------------------------
2018-12-17 23:32:41,014 EPOCH 22 done: loss 0.7173 - lr 0.1000 - bad epochs 1
2018-12-17 23:33:37,720 TEST : loss 0.70319617 - f-score 0.8675 - acc 0.8676
2018-12-17 23:33:37,725 ----------------------------------------------------------------------------------------------------
2018-12-17 23:33:37,912 epoch 23 - iter 0/1974 - loss 0.61050582
2018-12-17 23:33:58,041 epoch 23 - iter 197/1974 - loss 0.68085714
2018-12-17 23:34:17,691 epoch 23 - iter 394/1974 - loss 0.68650293
2018-12-17 23:34:37,663 epoch 23 - iter 591/1974 - loss 0.69931823
2018-12-17 23:34:59,711 epoch 23 - iter 788/1974 - loss 0.72157761
2018-12-17 23:35:18,910 epoch 23 - iter 985/1974 - loss 0.72366405
2018-12-17 23:35:38,675 epoch 23 - iter 1182/1974 - loss 0.71614247
2018-12-17 23:35:59,581 epoch 23 - iter 1379/1974 - loss 0.71904592
2018-12-17 23:36:18,541 epoch 23 - iter 1576/1974 - loss 0.70856619
2018-12-17 23:36:39,141 epoch 23 - iter 1773/1974 - loss 0.71610890
2018-12-17 23:36:58,689 epoch 23 - iter 1970/1974 - loss 0.71502501
2018-12-17 23:37:00,001 ----------------------------------------------------------------------------------------------------
2018-12-17 23:37:00,002 EPOCH 23 done: loss 0.7148 - lr 0.1000 - bad epochs 0
2018-12-17 23:37:56,369 TEST : loss 0.71126628 - f-score 0.8683 - acc 0.8683
2018-12-17 23:37:56,375 ----------------------------------------------------------------------------------------------------
2018-12-17 23:37:56,590 epoch 24 - iter 0/1974 - loss 0.38329309
2018-12-17 23:38:16,470 epoch 24 - iter 197/1974 - loss 0.69002030
2018-12-17 23:38:35,909 epoch 24 - iter 394/1974 - loss 0.68699223
2018-12-17 23:38:56,236 epoch 24 - iter 591/1974 - loss 0.68876548
2018-12-17 23:39:16,359 epoch 24 - iter 788/1974 - loss 0.69511841
2018-12-17 23:39:35,645 epoch 24 - iter 985/1974 - loss 0.70220254
2018-12-17 23:39:55,920 epoch 24 - iter 1182/1974 - loss 0.70723558
2018-12-17 23:40:15,267 epoch 24 - iter 1379/1974 - loss 0.70249961
2018-12-17 23:40:35,411 epoch 24 - iter 1576/1974 - loss 0.70258977
2018-12-17 23:40:56,197 epoch 24 - iter 1773/1974 - loss 0.70298825
2018-12-17 23:41:17,132 epoch 24 - iter 1970/1974 - loss 0.70752449
2018-12-17 23:41:18,300 ----------------------------------------------------------------------------------------------------
2018-12-17 23:41:18,301 EPOCH 24 done: loss 0.7077 - lr 0.1000 - bad epochs 0
2018-12-17 23:42:20,573 TEST : loss 0.70979410 - f-score 0.8673 - acc 0.8673
2018-12-17 23:42:20,578 ----------------------------------------------------------------------------------------------------
2018-12-17 23:42:20,799 epoch 25 - iter 0/1974 - loss 0.43883786
2018-12-17 23:42:40,919 epoch 25 - iter 197/1974 - loss 0.66431840
2018-12-17 23:43:00,975 epoch 25 - iter 394/1974 - loss 0.69043026
2018-12-17 23:43:20,682 epoch 25 - iter 591/1974 - loss 0.68883983
2018-12-17 23:43:40,969 epoch 25 - iter 788/1974 - loss 0.68957823
2018-12-17 23:44:00,289 epoch 25 - iter 985/1974 - loss 0.69064912
2018-12-17 23:44:20,833 epoch 25 - iter 1182/1974 - loss 0.69045932
2018-12-17 23:44:40,803 epoch 25 - iter 1379/1974 - loss 0.69315290
2018-12-17 23:45:00,640 epoch 25 - iter 1576/1974 - loss 0.69943101
2018-12-17 23:45:19,944 epoch 25 - iter 1773/1974 - loss 0.69938515
2018-12-17 23:45:41,255 epoch 25 - iter 1970/1974 - loss 0.69953824
2018-12-17 23:45:42,366 ----------------------------------------------------------------------------------------------------
2018-12-17 23:45:42,366 EPOCH 25 done: loss 0.7001 - lr 0.1000 - bad epochs 0
2018-12-17 23:46:38,833 TEST : loss 0.69560170 - f-score 0.8682 - acc 0.8682
2018-12-17 23:46:38,846 ----------------------------------------------------------------------------------------------------
2018-12-17 23:46:39,037 epoch 26 - iter 0/1974 - loss 0.73868132
2018-12-17 23:46:58,688 epoch 26 - iter 197/1974 - loss 0.64650021
2018-12-17 23:47:20,110 epoch 26 - iter 394/1974 - loss 0.65841808
2018-12-17 23:47:40,179 epoch 26 - iter 591/1974 - loss 0.66738356
2018-12-17 23:47:59,985 epoch 26 - iter 788/1974 - loss 0.66655447
2018-12-17 23:48:19,903 epoch 26 - iter 985/1974 - loss 0.67100319
2018-12-17 23:48:40,218 epoch 26 - iter 1182/1974 - loss 0.68030125
2018-12-17 23:49:01,042 epoch 26 - iter 1379/1974 - loss 0.68101591
2018-12-17 23:49:21,568 epoch 26 - iter 1576/1974 - loss 0.68226155
2018-12-17 23:49:41,313 epoch 26 - iter 1773/1974 - loss 0.68449807
2018-12-17 23:50:01,506 epoch 26 - iter 1970/1974 - loss 0.68844965
2018-12-17 23:50:02,705 ----------------------------------------------------------------------------------------------------
2018-12-17 23:50:02,705 EPOCH 26 done: loss 0.6882 - lr 0.1000 - bad epochs 0
2018-12-17 23:50:59,517 TEST : loss 0.69114375 - f-score 0.8695 - acc 0.8695
2018-12-17 23:50:59,523 ----------------------------------------------------------------------------------------------------
2018-12-17 23:50:59,746 epoch 27 - iter 0/1974 - loss 0.39005551
2018-12-17 23:51:19,806 epoch 27 - iter 197/1974 - loss 0.62440179
2018-12-17 23:51:40,221 epoch 27 - iter 394/1974 - loss 0.63306982
2018-12-17 23:52:00,878 epoch 27 - iter 591/1974 - loss 0.64073712
2018-12-17 23:52:20,975 epoch 27 - iter 788/1974 - loss 0.65252501
2018-12-17 23:52:42,450 epoch 27 - iter 985/1974 - loss 0.66149518
2018-12-17 23:53:01,947 epoch 27 - iter 1182/1974 - loss 0.66375229
2018-12-17 23:53:21,831 epoch 27 - iter 1379/1974 - loss 0.66681168
2018-12-17 23:53:42,195 epoch 27 - iter 1576/1974 - loss 0.67060576
2018-12-17 23:54:02,092 epoch 27 - iter 1773/1974 - loss 0.67608551
2018-12-17 23:54:22,152 epoch 27 - iter 1970/1974 - loss 0.67390415
2018-12-17 23:54:23,644 ----------------------------------------------------------------------------------------------------
2018-12-17 23:54:23,645 EPOCH 27 done: loss 0.6741 - lr 0.1000 - bad epochs 0
2018-12-17 23:55:20,273 TEST : loss 0.71777755 - f-score 0.8710 - acc 0.8710
2018-12-17 23:55:20,314 ----------------------------------------------------------------------------------------------------
2018-12-17 23:55:20,520 epoch 28 - iter 0/1974 - loss 0.26570505
2018-12-17 23:55:40,052 epoch 28 - iter 197/1974 - loss 0.67977123
2018-12-17 23:56:01,597 epoch 28 - iter 394/1974 - loss 0.66984334
2018-12-17 23:56:21,305 epoch 28 - iter 591/1974 - loss 0.67527477
2018-12-17 23:56:41,428 epoch 28 - iter 788/1974 - loss 0.67040961
2018-12-17 23:57:01,102 epoch 28 - iter 985/1974 - loss 0.67014529
2018-12-17 23:57:21,097 epoch 28 - iter 1182/1974 - loss 0.67247794
2018-12-17 23:57:41,699 epoch 28 - iter 1379/1974 - loss 0.67694897
2018-12-17 23:58:01,421 epoch 28 - iter 1576/1974 - loss 0.67276599
2018-12-17 23:58:22,053 epoch 28 - iter 1773/1974 - loss 0.67662859
2018-12-17 23:58:41,482 epoch 28 - iter 1970/1974 - loss 0.67692275
2018-12-17 23:58:42,757 ----------------------------------------------------------------------------------------------------
2018-12-17 23:58:42,758 EPOCH 28 done: loss 0.6766 - lr 0.1000 - bad epochs 0
2018-12-17 23:59:39,214 TEST : loss 0.72063249 - f-score 0.8700 - acc 0.8700
2018-12-17 23:59:39,223 ----------------------------------------------------------------------------------------------------
2018-12-17 23:59:39,409 epoch 29 - iter 0/1974 - loss 0.55870318
2018-12-17 23:59:59,601 epoch 29 - iter 197/1974 - loss 0.63689410
2018-12-18 00:00:19,731 epoch 29 - iter 394/1974 - loss 0.64953832
2018-12-18 00:00:40,161 epoch 29 - iter 591/1974 - loss 0.65009451
2018-12-18 00:01:00,366 epoch 29 - iter 788/1974 - loss 0.65400872
2018-12-18 00:01:20,260 epoch 29 - iter 985/1974 - loss 0.66001254
2018-12-18 00:01:42,597 epoch 29 - iter 1182/1974 - loss 0.67123146
2018-12-18 00:02:02,823 epoch 29 - iter 1379/1974 - loss 0.67028908
2018-12-18 00:02:23,450 epoch 29 - iter 1576/1974 - loss 0.66825570
2018-12-18 00:02:43,644 epoch 29 - iter 1773/1974 - loss 0.67225987
2018-12-18 00:03:04,133 epoch 29 - iter 1970/1974 - loss 0.67605955
2018-12-18 00:03:05,380 ----------------------------------------------------------------------------------------------------
2018-12-18 00:03:05,381 EPOCH 29 done: loss 0.6760 - lr 0.1000 - bad epochs 1
2018-12-18 00:04:00,807 TEST : loss 0.69207621 - f-score 0.8705 - acc 0.8705
2018-12-18 00:04:00,812 ----------------------------------------------------------------------------------------------------
2018-12-18 00:04:01,014 epoch 30 - iter 0/1974 - loss 0.71853697
2018-12-18 00:04:21,341 epoch 30 - iter 197/1974 - loss 0.66918274
2018-12-18 00:04:41,781 epoch 30 - iter 394/1974 - loss 0.64469211
2018-12-18 00:05:01,061 epoch 30 - iter 591/1974 - loss 0.65149145
2018-12-18 00:05:21,873 epoch 30 - iter 788/1974 - loss 0.66034112
2018-12-18 00:05:42,562 epoch 30 - iter 985/1974 - loss 0.66098871
2018-12-18 00:06:03,378 epoch 30 - iter 1182/1974 - loss 0.65856324
2018-12-18 00:06:23,062 epoch 30 - iter 1379/1974 - loss 0.66067230
2018-12-18 00:06:43,628 epoch 30 - iter 1576/1974 - loss 0.65882021
2018-12-18 00:07:03,921 epoch 30 - iter 1773/1974 - loss 0.66180998
2018-12-18 00:07:24,141 epoch 30 - iter 1970/1974 - loss 0.66063901
2018-12-18 00:07:25,643 ----------------------------------------------------------------------------------------------------
2018-12-18 00:07:25,644 EPOCH 30 done: loss 0.6604 - lr 0.1000 - bad epochs 2
2018-12-18 00:08:21,756 TEST : loss 0.72681904 - f-score 0.8690 - acc 0.8690
2018-12-18 00:08:21,761 ----------------------------------------------------------------------------------------------------
2018-12-18 00:08:21,978 epoch 31 - iter 0/1974 - loss 0.47142193
2018-12-18 00:08:43,593 epoch 31 - iter 197/1974 - loss 0.64634003
2018-12-18 00:09:03,899 epoch 31 - iter 394/1974 - loss 0.62197315
2018-12-18 00:09:23,992 epoch 31 - iter 591/1974 - loss 0.63244564
2018-12-18 00:09:43,029 epoch 31 - iter 788/1974 - loss 0.63276030
2018-12-18 00:10:02,895 epoch 31 - iter 985/1974 - loss 0.63738836
2018-12-18 00:10:23,944 epoch 31 - iter 1182/1974 - loss 0.64939245
2018-12-18 00:10:44,062 epoch 31 - iter 1379/1974 - loss 0.65069495
2018-12-18 00:11:04,436 epoch 31 - iter 1576/1974 - loss 0.65512511
2018-12-18 00:11:25,515 epoch 31 - iter 1773/1974 - loss 0.66093857
2018-12-18 00:11:45,559 epoch 31 - iter 1970/1974 - loss 0.66263971
2018-12-18 00:11:46,863 ----------------------------------------------------------------------------------------------------
2018-12-18 00:11:46,863 EPOCH 31 done: loss 0.6628 - lr 0.1000 - bad epochs 0
2018-12-18 00:12:43,064 TEST : loss 0.70890647 - f-score 0.8734 - acc 0.8734
2018-12-18 00:12:43,073 ----------------------------------------------------------------------------------------------------
2018-12-18 00:12:43,299 epoch 32 - iter 0/1974 - loss 0.51952612
2018-12-18 00:13:04,265 epoch 32 - iter 197/1974 - loss 0.66389536
2018-12-18 00:13:25,391 epoch 32 - iter 394/1974 - loss 0.64542354
2018-12-18 00:13:45,101 epoch 32 - iter 591/1974 - loss 0.63474778
2018-12-18 00:14:05,381 epoch 32 - iter 788/1974 - loss 0.64445692
2018-12-18 00:14:25,566 epoch 32 - iter 985/1974 - loss 0.63882849
2018-12-18 00:14:46,606 epoch 32 - iter 1182/1974 - loss 0.64272640
2018-12-18 00:15:07,460 epoch 32 - iter 1379/1974 - loss 0.64274433
2018-12-18 00:15:27,203 epoch 32 - iter 1576/1974 - loss 0.64632277
2018-12-18 00:15:47,000 epoch 32 - iter 1773/1974 - loss 0.64754499
2018-12-18 00:16:07,984 epoch 32 - iter 1970/1974 - loss 0.65387916
2018-12-18 00:16:09,253 ----------------------------------------------------------------------------------------------------
2018-12-18 00:16:09,254 EPOCH 32 done: loss 0.6540 - lr 0.1000 - bad epochs 1
2018-12-18 00:17:05,584 TEST : loss 0.71934408 - f-score 0.8688 - acc 0.8688
2018-12-18 00:17:05,589 ----------------------------------------------------------------------------------------------------
2018-12-18 00:17:05,793 epoch 33 - iter 0/1974 - loss 0.82561314
2018-12-18 00:17:25,513 epoch 33 - iter 197/1974 - loss 0.62169432
2018-12-18 00:17:45,442 epoch 33 - iter 394/1974 - loss 0.62520369
2018-12-18 00:18:05,710 epoch 33 - iter 591/1974 - loss 0.62766169
2018-12-18 00:18:25,741 epoch 33 - iter 788/1974 - loss 0.63712159
2018-12-18 00:18:45,509 epoch 33 - iter 985/1974 - loss 0.64000716
2018-12-18 00:19:05,794 epoch 33 - iter 1182/1974 - loss 0.64338752
2018-12-18 00:19:26,858 epoch 33 - iter 1379/1974 - loss 0.65139628
2018-12-18 00:19:48,149 epoch 33 - iter 1576/1974 - loss 0.65840449
2018-12-18 00:20:07,801 epoch 33 - iter 1773/1974 - loss 0.66059732
2018-12-18 00:20:27,526 epoch 33 - iter 1970/1974 - loss 0.65490854
2018-12-18 00:20:28,806 ----------------------------------------------------------------------------------------------------
2018-12-18 00:20:28,807 EPOCH 33 done: loss 0.6547 - lr 0.1000 - bad epochs 0
2018-12-18 00:21:25,009 TEST : loss 0.75526005 - f-score 0.8682 - acc 0.8682
2018-12-18 00:21:25,013 ----------------------------------------------------------------------------------------------------
2018-12-18 00:21:25,207 epoch 34 - iter 0/1974 - loss 0.68152761
2018-12-18 00:21:45,656 epoch 34 - iter 197/1974 - loss 0.65849982
2018-12-18 00:22:05,851 epoch 34 - iter 394/1974 - loss 0.65954319
2018-12-18 00:22:25,844 epoch 34 - iter 591/1974 - loss 0.66153663
2018-12-18 00:22:46,940 epoch 34 - iter 788/1974 - loss 0.66536471
2018-12-18 00:23:07,847 epoch 34 - iter 985/1974 - loss 0.66600672
2018-12-18 00:23:27,992 epoch 34 - iter 1182/1974 - loss 0.66314773
2018-12-18 00:23:47,288 epoch 34 - iter 1379/1974 - loss 0.66398421
2018-12-18 00:24:08,335 epoch 34 - iter 1576/1974 - loss 0.66576286
2018-12-18 00:24:28,325 epoch 34 - iter 1773/1974 - loss 0.66493223
2018-12-18 00:24:48,305 epoch 34 - iter 1970/1974 - loss 0.66278496
2018-12-18 00:24:49,507 ----------------------------------------------------------------------------------------------------
2018-12-18 00:24:49,507 EPOCH 34 done: loss 0.6630 - lr 0.1000 - bad epochs 1
2018-12-18 00:25:45,860 TEST : loss 0.69576931 - f-score 0.8742 - acc 0.8742
2018-12-18 00:25:45,865 ----------------------------------------------------------------------------------------------------
2018-12-18 00:25:46,066 epoch 35 - iter 0/1974 - loss 1.83075130
2018-12-18 00:26:06,162 epoch 35 - iter 197/1974 - loss 0.66054550
2018-12-18 00:26:25,855 epoch 35 - iter 394/1974 - loss 0.63821719
2018-12-18 00:26:46,418 epoch 35 - iter 591/1974 - loss 0.64388826
2018-12-18 00:27:07,036 epoch 35 - iter 788/1974 - loss 0.65085551
2018-12-18 00:27:27,031 epoch 35 - iter 985/1974 - loss 0.64223284
2018-12-18 00:27:48,736 epoch 35 - iter 1182/1974 - loss 0.64657696
2018-12-18 00:28:08,637 epoch 35 - iter 1379/1974 - loss 0.65225975
2018-12-18 00:28:28,335 epoch 35 - iter 1576/1974 - loss 0.65078396
2018-12-18 00:28:48,405 epoch 35 - iter 1773/1974 - loss 0.65388110
2018-12-18 00:29:07,959 epoch 35 - iter 1970/1974 - loss 0.65096147
2018-12-18 00:29:09,316 ----------------------------------------------------------------------------------------------------
2018-12-18 00:29:09,317 EPOCH 35 done: loss 0.6515 - lr 0.1000 - bad epochs 2
2018-12-18 00:30:05,306 TEST : loss 0.72864336 - f-score 0.8714 - acc 0.8714
2018-12-18 00:30:05,314 ----------------------------------------------------------------------------------------------------
2018-12-18 00:30:05,577 epoch 36 - iter 0/1974 - loss 0.47598553
2018-12-18 00:30:26,198 epoch 36 - iter 197/1974 - loss 0.61017073
2018-12-18 00:30:46,610 epoch 36 - iter 394/1974 - loss 0.62382237
2018-12-18 00:31:06,355 epoch 36 - iter 591/1974 - loss 0.62455925
2018-12-18 00:31:27,665 epoch 36 - iter 788/1974 - loss 0.62491219
2018-12-18 00:31:48,289 epoch 36 - iter 985/1974 - loss 0.63425767
2018-12-18 00:32:07,647 epoch 36 - iter 1182/1974 - loss 0.63886861
2018-12-18 00:32:26,514 epoch 36 - iter 1379/1974 - loss 0.64149517
2018-12-18 00:32:46,606 epoch 36 - iter 1576/1974 - loss 0.64215397
2018-12-18 00:33:06,358 epoch 36 - iter 1773/1974 - loss 0.64053620
2018-12-18 00:33:27,647 epoch 36 - iter 1970/1974 - loss 0.64566927
2018-12-18 00:33:28,877 ----------------------------------------------------------------------------------------------------
2018-12-18 00:33:28,878 EPOCH 36 done: loss 0.6457 - lr 0.1000 - bad epochs 0
2018-12-18 00:34:25,617 TEST : loss 0.72720206 - f-score 0.8704 - acc 0.8704
2018-12-18 00:34:25,636 ----------------------------------------------------------------------------------------------------
2018-12-18 00:34:25,829 epoch 37 - iter 0/1974 - loss 1.58112943
2018-12-18 00:34:47,277 epoch 37 - iter 197/1974 - loss 0.65493348
2018-12-18 00:35:06,997 epoch 37 - iter 394/1974 - loss 0.63559540
2018-12-18 00:35:28,397 epoch 37 - iter 591/1974 - loss 0.63082758
2018-12-18 00:35:48,603 epoch 37 - iter 788/1974 - loss 0.63101544
2018-12-18 00:36:08,559 epoch 37 - iter 985/1974 - loss 0.62843327
2018-12-18 00:36:27,866 epoch 37 - iter 1182/1974 - loss 0.63382832
2018-12-18 00:36:48,284 epoch 37 - iter 1379/1974 - loss 0.63320456
2018-12-18 00:37:08,671 epoch 37 - iter 1576/1974 - loss 0.64418972
2018-12-18 00:37:29,109 epoch 37 - iter 1773/1974 - loss 0.64324180
2018-12-18 00:37:49,548 epoch 37 - iter 1970/1974 - loss 0.64412455
2018-12-18 00:37:50,557 ----------------------------------------------------------------------------------------------------
2018-12-18 00:37:50,558 EPOCH 37 done: loss 0.6439 - lr 0.1000 - bad epochs 0
2018-12-18 00:38:47,222 TEST : loss 0.70487177 - f-score 0.8720 - acc 0.8720
2018-12-18 00:38:47,230 ----------------------------------------------------------------------------------------------------
2018-12-18 00:38:47,424 epoch 38 - iter 0/1974 - loss 0.93509090
2018-12-18 00:39:08,308 epoch 38 - iter 197/1974 - loss 0.61611109
2018-12-18 00:39:27,802 epoch 38 - iter 394/1974 - loss 0.61687981
2018-12-18 00:39:47,434 epoch 38 - iter 591/1974 - loss 0.61391873
2018-12-18 00:40:07,456 epoch 38 - iter 788/1974 - loss 0.61090518
2018-12-18 00:40:28,628 epoch 38 - iter 985/1974 - loss 0.61456622
2018-12-18 00:40:48,630 epoch 38 - iter 1182/1974 - loss 0.61951828
2018-12-18 00:41:08,338 epoch 38 - iter 1379/1974 - loss 0.62221900
2018-12-18 00:41:27,519 epoch 38 - iter 1576/1974 - loss 0.62254016
2018-12-18 00:41:46,488 epoch 38 - iter 1773/1974 - loss 0.62525745
2018-12-18 00:42:07,234 epoch 38 - iter 1970/1974 - loss 0.62694578
2018-12-18 00:42:08,129 ----------------------------------------------------------------------------------------------------
2018-12-18 00:42:08,129 EPOCH 38 done: loss 0.6264 - lr 0.1000 - bad epochs 0
2018-12-18 00:43:03,621 TEST : loss 0.79340613 - f-score 0.8693 - acc 0.8693
2018-12-18 00:43:03,648 ----------------------------------------------------------------------------------------------------
2018-12-18 00:43:03,868 epoch 39 - iter 0/1974 - loss 1.05962539
2018-12-18 00:43:24,103 epoch 39 - iter 197/1974 - loss 0.62680747
2018-12-18 00:43:44,181 epoch 39 - iter 394/1974 - loss 0.62576427
2018-12-18 00:44:03,884 epoch 39 - iter 591/1974 - loss 0.61741745
2018-12-18 00:44:23,964 epoch 39 - iter 788/1974 - loss 0.61320495
2018-12-18 00:44:43,987 epoch 39 - iter 985/1974 - loss 0.61033735
2018-12-18 00:45:05,302 epoch 39 - iter 1182/1974 - loss 0.61728925
2018-12-18 00:45:25,233 epoch 39 - iter 1379/1974 - loss 0.62174598
2018-12-18 00:45:47,392 epoch 39 - iter 1576/1974 - loss 0.62662383
2018-12-18 00:46:07,331 epoch 39 - iter 1773/1974 - loss 0.62662013
2018-12-18 00:46:26,701 epoch 39 - iter 1970/1974 - loss 0.62343621
2018-12-18 00:46:27,957 ----------------------------------------------------------------------------------------------------
2018-12-18 00:46:27,958 EPOCH 39 done: loss 0.6236 - lr 0.1000 - bad epochs 0
2018-12-18 00:47:24,503 TEST : loss 0.75374252 - f-score 0.8691 - acc 0.8691
2018-12-18 00:47:24,508 ----------------------------------------------------------------------------------------------------
2018-12-18 00:47:24,730 epoch 40 - iter 0/1974 - loss 1.02963853
2018-12-18 00:47:44,997 epoch 40 - iter 197/1974 - loss 0.59279655
2018-12-18 00:48:04,953 epoch 40 - iter 394/1974 - loss 0.60012905
2018-12-18 00:48:25,254 epoch 40 - iter 591/1974 - loss 0.60893196
2018-12-18 00:48:45,159 epoch 40 - iter 788/1974 - loss 0.60454043
2018-12-18 00:49:05,559 epoch 40 - iter 985/1974 - loss 0.61125565
2018-12-18 00:49:25,604 epoch 40 - iter 1182/1974 - loss 0.61615017
2018-12-18 00:49:46,587 epoch 40 - iter 1379/1974 - loss 0.62259423
2018-12-18 00:50:06,371 epoch 40 - iter 1576/1974 - loss 0.62479556
2018-12-18 00:50:27,303 epoch 40 - iter 1773/1974 - loss 0.62310330
2018-12-18 00:50:48,045 epoch 40 - iter 1970/1974 - loss 0.62098573
2018-12-18 00:50:49,341 ----------------------------------------------------------------------------------------------------
2018-12-18 00:50:49,341 EPOCH 40 done: loss 0.6210 - lr 0.1000 - bad epochs 0
2018-12-18 00:51:45,602 TEST : loss 0.74666578 - f-score 0.8698 - acc 0.8698
2018-12-18 00:51:45,607 ----------------------------------------------------------------------------------------------------
2018-12-18 00:51:45,785 epoch 41 - iter 0/1974 - loss 0.22846308
2018-12-18 00:52:06,138 epoch 41 - iter 197/1974 - loss 0.64687858
2018-12-18 00:52:26,433 epoch 41 - iter 394/1974 - loss 0.62112846
2018-12-18 00:52:47,123 epoch 41 - iter 591/1974 - loss 0.60994634
2018-12-18 00:53:07,809 epoch 41 - iter 788/1974 - loss 0.61671103
2018-12-18 00:53:27,544 epoch 41 - iter 985/1974 - loss 0.61762542
2018-12-18 00:53:47,451 epoch 41 - iter 1182/1974 - loss 0.61418767
2018-12-18 00:54:07,538 epoch 41 - iter 1379/1974 - loss 0.61473501
2018-12-18 00:54:27,660 epoch 41 - iter 1576/1974 - loss 0.61729998
2018-12-18 00:54:48,562 epoch 41 - iter 1773/1974 - loss 0.62097950
2018-12-18 00:55:08,383 epoch 41 - iter 1970/1974 - loss 0.62483303
2018-12-18 00:55:09,753 ----------------------------------------------------------------------------------------------------
2018-12-18 00:55:09,753 EPOCH 41 done: loss 0.6246 - lr 0.1000 - bad epochs 0
2018-12-18 00:56:12,953 TEST : loss 0.73775870 - f-score 0.8726 - acc 0.8726
2018-12-18 00:56:12,959 ----------------------------------------------------------------------------------------------------
2018-12-18 00:56:13,135 epoch 42 - iter 0/1974 - loss 1.29800069
2018-12-18 00:56:33,120 epoch 42 - iter 197/1974 - loss 0.60953923
2018-12-18 00:56:54,045 epoch 42 - iter 394/1974 - loss 0.61101246
2018-12-18 00:57:14,749 epoch 42 - iter 591/1974 - loss 0.61238508
2018-12-18 00:57:34,342 epoch 42 - iter 788/1974 - loss 0.60912281
2018-12-18 00:57:54,846 epoch 42 - iter 985/1974 - loss 0.61067992
2018-12-18 00:58:14,378 epoch 42 - iter 1182/1974 - loss 0.62226063
2018-12-18 00:58:33,478 epoch 42 - iter 1379/1974 - loss 0.62466678
2018-12-18 00:58:54,479 epoch 42 - iter 1576/1974 - loss 0.62552092
2018-12-18 00:59:14,373 epoch 42 - iter 1773/1974 - loss 0.62940080
2018-12-18 00:59:34,048 epoch 42 - iter 1970/1974 - loss 0.62835354
2018-12-18 00:59:35,473 ----------------------------------------------------------------------------------------------------
2018-12-18 00:59:35,473 EPOCH 42 done: loss 0.6283 - lr 0.1000 - bad epochs 1
2018-12-18 01:00:31,863 TEST : loss 0.73025364 - f-score 0.8710 - acc 0.8710
2018-12-18 01:00:31,870 ----------------------------------------------------------------------------------------------------
2018-12-18 01:00:32,088 epoch 43 - iter 0/1974 - loss 0.63797438
2018-12-18 01:00:52,440 epoch 43 - iter 197/1974 - loss 0.54744298
2018-12-18 01:01:12,655 epoch 43 - iter 394/1974 - loss 0.59500091
2018-12-18 01:01:32,934 epoch 43 - iter 591/1974 - loss 0.60666915
2018-12-18 01:01:53,011 epoch 43 - iter 788/1974 - loss 0.60968485
2018-12-18 01:02:15,117 epoch 43 - iter 985/1974 - loss 0.61315518
2018-12-18 01:02:34,867 epoch 43 - iter 1182/1974 - loss 0.61330101
2018-12-18 01:02:54,881 epoch 43 - iter 1379/1974 - loss 0.61859504
2018-12-18 01:03:15,815 epoch 43 - iter 1576/1974 - loss 0.61838657
2018-12-18 01:03:36,228 epoch 43 - iter 1773/1974 - loss 0.62186105
2018-12-18 01:03:55,770 epoch 43 - iter 1970/1974 - loss 0.62593144
2018-12-18 01:03:57,196 ----------------------------------------------------------------------------------------------------
2018-12-18 01:03:57,196 EPOCH 43 done: loss 0.6260 - lr 0.1000 - bad epochs 2
2018-12-18 01:04:53,720 TEST : loss 0.72767258 - f-score 0.8717 - acc 0.8717
2018-12-18 01:04:53,725 ----------------------------------------------------------------------------------------------------
2018-12-18 01:04:53,936 epoch 44 - iter 0/1974 - loss 0.48844030
2018-12-18 01:05:14,781 epoch 44 - iter 197/1974 - loss 0.55608079
2018-12-18 01:05:34,468 epoch 44 - iter 394/1974 - loss 0.56974895
2018-12-18 01:05:54,912 epoch 44 - iter 591/1974 - loss 0.59667369
2018-12-18 01:06:15,133 epoch 44 - iter 788/1974 - loss 0.60361241
2018-12-18 01:06:37,090 epoch 44 - iter 985/1974 - loss 0.60425166
2018-12-18 01:06:56,635 epoch 44 - iter 1182/1974 - loss 0.60113900
2018-12-18 01:07:16,289 epoch 44 - iter 1379/1974 - loss 0.60488434
2018-12-18 01:07:37,574 epoch 44 - iter 1576/1974 - loss 0.60325275
2018-12-18 01:07:57,731 epoch 44 - iter 1773/1974 - loss 0.60367113
2018-12-18 01:08:17,301 epoch 44 - iter 1970/1974 - loss 0.61155862
2018-12-18 01:08:18,475 ----------------------------------------------------------------------------------------------------
2018-12-18 01:08:18,475 EPOCH 44 done: loss 0.6110 - lr 0.1000 - bad epochs 3
2018-12-18 01:09:14,517 TEST : loss 0.75062603 - f-score 0.8714 - acc 0.8714
2018-12-18 01:09:14,522 ----------------------------------------------------------------------------------------------------
2018-12-18 01:09:14,725 epoch 45 - iter 0/1974 - loss 0.67684573
2018-12-18 01:09:35,376 epoch 45 - iter 197/1974 - loss 0.60190240
2018-12-18 01:09:55,391 epoch 45 - iter 394/1974 - loss 0.57851688
2018-12-18 01:10:16,134 epoch 45 - iter 591/1974 - loss 0.58861127
2018-12-18 01:10:37,095 epoch 45 - iter 788/1974 - loss 0.61761695
2018-12-18 01:10:58,033 epoch 45 - iter 985/1974 - loss 0.61047647
2018-12-18 01:11:19,360 epoch 45 - iter 1182/1974 - loss 0.61298503
2018-12-18 01:11:40,147 epoch 45 - iter 1379/1974 - loss 0.61112568
2018-12-18 01:12:00,163 epoch 45 - iter 1576/1974 - loss 0.61471489
2018-12-18 01:12:20,932 epoch 45 - iter 1773/1974 - loss 0.61584665
2018-12-18 01:12:41,524 epoch 45 - iter 1970/1974 - loss 0.62042573
2018-12-18 01:12:42,935 ----------------------------------------------------------------------------------------------------
2018-12-18 01:12:42,935 EPOCH 45 done: loss 0.6201 - lr 0.1000 - bad epochs 0
2018-12-18 01:13:39,768 TEST : loss 0.72695702 - f-score 0.8682 - acc 0.8682
2018-12-18 01:13:39,773 ----------------------------------------------------------------------------------------------------
2018-12-18 01:13:39,963 epoch 46 - iter 0/1974 - loss 0.43704739
2018-12-18 01:14:00,088 epoch 46 - iter 197/1974 - loss 0.55591254
2018-12-18 01:14:20,556 epoch 46 - iter 394/1974 - loss 0.57086356
2018-12-18 01:14:40,493 epoch 46 - iter 591/1974 - loss 0.58638745
2018-12-18 01:15:00,935 epoch 46 - iter 788/1974 - loss 0.60292659
2018-12-18 01:15:22,622 epoch 46 - iter 985/1974 - loss 0.60517526
2018-12-18 01:15:42,677 epoch 46 - iter 1182/1974 - loss 0.59995985
2018-12-18 01:16:02,249 epoch 46 - iter 1379/1974 - loss 0.60401143
2018-12-18 01:16:22,789 epoch 46 - iter 1576/1974 - loss 0.60769654
2018-12-18 01:16:44,827 epoch 46 - iter 1773/1974 - loss 0.60485429
2018-12-18 01:17:05,152 epoch 46 - iter 1970/1974 - loss 0.60822719
2018-12-18 01:17:06,631 ----------------------------------------------------------------------------------------------------
2018-12-18 01:17:06,631 EPOCH 46 done: loss 0.6082 - lr 0.1000 - bad epochs 1
2018-12-18 01:18:03,601 TEST : loss 0.72432292 - f-score 0.8720 - acc 0.8720
2018-12-18 01:18:03,606 ----------------------------------------------------------------------------------------------------
2018-12-18 01:18:03,816 epoch 47 - iter 0/1974 - loss 0.48299411
2018-12-18 01:18:24,318 epoch 47 - iter 197/1974 - loss 0.58226766
2018-12-18 01:18:45,234 epoch 47 - iter 394/1974 - loss 0.58801769
2018-12-18 01:19:04,864 epoch 47 - iter 591/1974 - loss 0.58277793
2018-12-18 01:19:25,355 epoch 47 - iter 788/1974 - loss 0.59001564
2018-12-18 01:19:45,968 epoch 47 - iter 985/1974 - loss 0.59621615
2018-12-18 01:20:06,396 epoch 47 - iter 1182/1974 - loss 0.60034275
2018-12-18 01:20:26,374 epoch 47 - iter 1379/1974 - loss 0.60321721
2018-12-18 01:20:47,028 epoch 47 - iter 1576/1974 - loss 0.60194654
2018-12-18 01:21:07,475 epoch 47 - iter 1773/1974 - loss 0.60423638
2018-12-18 01:21:27,795 epoch 47 - iter 1970/1974 - loss 0.60544322
2018-12-18 01:21:29,345 ----------------------------------------------------------------------------------------------------
2018-12-18 01:21:29,345 EPOCH 47 done: loss 0.6053 - lr 0.1000 - bad epochs 0
2018-12-18 01:22:25,280 TEST : loss 0.71070087 - f-score 0.8754 - acc 0.8754
2018-12-18 01:22:25,326 ----------------------------------------------------------------------------------------------------
2018-12-18 01:22:25,522 epoch 48 - iter 0/1974 - loss 0.83637440
2018-12-18 01:22:47,279 epoch 48 - iter 197/1974 - loss 0.59345944
2018-12-18 01:23:07,659 epoch 48 - iter 394/1974 - loss 0.59823126
2018-12-18 01:23:29,172 epoch 48 - iter 591/1974 - loss 0.60756708
2018-12-18 01:23:49,987 epoch 48 - iter 788/1974 - loss 0.60489858
2018-12-18 01:24:10,019 epoch 48 - iter 985/1974 - loss 0.61080413
2018-12-18 01:24:29,649 epoch 48 - iter 1182/1974 - loss 0.61298580
2018-12-18 01:24:50,609 epoch 48 - iter 1379/1974 - loss 0.60944009
2018-12-18 01:25:11,416 epoch 48 - iter 1576/1974 - loss 0.61123273
2018-12-18 01:25:31,963 epoch 48 - iter 1773/1974 - loss 0.61571349
2018-12-18 01:25:51,466 epoch 48 - iter 1970/1974 - loss 0.61318431
2018-12-18 01:25:52,904 ----------------------------------------------------------------------------------------------------
2018-12-18 01:25:52,904 EPOCH 48 done: loss 0.6130 - lr 0.1000 - bad epochs 0
2018-12-18 01:26:49,376 TEST : loss 0.76033658 - f-score 0.8729 - acc 0.8730
2018-12-18 01:26:49,380 ----------------------------------------------------------------------------------------------------
2018-12-18 01:26:49,569 epoch 49 - iter 0/1974 - loss 0.36516553
2018-12-18 01:27:09,017 epoch 49 - iter 197/1974 - loss 0.61432649
2018-12-18 01:27:29,537 epoch 49 - iter 394/1974 - loss 0.61407073
2018-12-18 01:27:50,393 epoch 49 - iter 591/1974 - loss 0.60401615
2018-12-18 01:28:10,661 epoch 49 - iter 788/1974 - loss 0.60582158
2018-12-18 01:28:31,681 epoch 49 - iter 985/1974 - loss 0.60649046
2018-12-18 01:28:52,674 epoch 49 - iter 1182/1974 - loss 0.60966500
2018-12-18 01:29:13,857 epoch 49 - iter 1379/1974 - loss 0.60714305
2018-12-18 01:29:33,571 epoch 49 - iter 1576/1974 - loss 0.60430556
2018-12-18 01:29:52,568 epoch 49 - iter 1773/1974 - loss 0.60454125
2018-12-18 01:30:13,065 epoch 49 - iter 1970/1974 - loss 0.60104032
2018-12-18 01:30:13,949 ----------------------------------------------------------------------------------------------------
2018-12-18 01:30:13,950 EPOCH 49 done: loss 0.6009 - lr 0.1000 - bad epochs 1
2018-12-18 01:31:10,169 TEST : loss 0.73555726 - f-score 0.8734 - acc 0.8734
2018-12-18 01:31:10,174 ----------------------------------------------------------------------------------------------------
2018-12-18 01:31:10,372 epoch 50 - iter 0/1974 - loss 0.48258170
2018-12-18 01:31:31,404 epoch 50 - iter 197/1974 - loss 0.59283950
2018-12-18 01:31:53,590 epoch 50 - iter 394/1974 - loss 0.60355657
2018-12-18 01:32:14,399 epoch 50 - iter 591/1974 - loss 0.60270849
2018-12-18 01:32:33,926 epoch 50 - iter 788/1974 - loss 0.59363697
2018-12-18 01:32:54,530 epoch 50 - iter 985/1974 - loss 0.59878099
2018-12-18 01:33:14,352 epoch 50 - iter 1182/1974 - loss 0.59797615
2018-12-18 01:33:34,613 epoch 50 - iter 1379/1974 - loss 0.59447349
2018-12-18 01:33:54,735 epoch 50 - iter 1576/1974 - loss 0.60332310
2018-12-18 01:34:15,081 epoch 50 - iter 1773/1974 - loss 0.60337812
2018-12-18 01:34:35,575 epoch 50 - iter 1970/1974 - loss 0.60500822
2018-12-18 01:34:37,059 ----------------------------------------------------------------------------------------------------
2018-12-18 01:34:37,060 EPOCH 50 done: loss 0.6046 - lr 0.1000 - bad epochs 0
2018-12-18 01:35:33,227 TEST : loss 0.76324087 - f-score 0.8726 - acc 0.8726
2018-12-18 01:35:33,245 ----------------------------------------------------------------------------------------------------
2018-12-18 01:35:33,453 epoch 51 - iter 0/1974 - loss 0.56695819
2018-12-18 01:35:54,200 epoch 51 - iter 197/1974 - loss 0.58283607
2018-12-18 01:36:14,805 epoch 51 - iter 394/1974 - loss 0.59816285
2018-12-18 01:36:35,055 epoch 51 - iter 591/1974 - loss 0.59565980
2018-12-18 01:36:55,558 epoch 51 - iter 788/1974 - loss 0.59132471
2018-12-18 01:37:17,270 epoch 51 - iter 985/1974 - loss 0.58385054
2018-12-18 01:37:37,999 epoch 51 - iter 1182/1974 - loss 0.59382891
2018-12-18 01:37:59,395 epoch 51 - iter 1379/1974 - loss 0.60168272
2018-12-18 01:38:19,913 epoch 51 - iter 1576/1974 - loss 0.60506759
2018-12-18 01:38:40,670 epoch 51 - iter 1773/1974 - loss 0.60269737
2018-12-18 01:39:00,829 epoch 51 - iter 1970/1974 - loss 0.60559685
2018-12-18 01:39:02,428 ----------------------------------------------------------------------------------------------------
2018-12-18 01:39:02,429 EPOCH 51 done: loss 0.6056 - lr 0.1000 - bad epochs 1
2018-12-18 01:39:58,663 TEST : loss 0.73081154 - f-score 0.8708 - acc 0.8708
2018-12-18 01:39:58,667 ----------------------------------------------------------------------------------------------------
2018-12-18 01:39:58,885 epoch 52 - iter 0/1974 - loss 0.68651819
2018-12-18 01:40:19,672 epoch 52 - iter 197/1974 - loss 0.57586132
2018-12-18 01:40:42,778 epoch 52 - iter 394/1974 - loss 0.58447080
2018-12-18 01:41:02,664 epoch 52 - iter 591/1974 - loss 0.58896899
2018-12-18 01:41:22,873 epoch 52 - iter 788/1974 - loss 0.58117852
2018-12-18 01:41:43,046 epoch 52 - iter 985/1974 - loss 0.58396677
2018-12-18 01:42:03,152 epoch 52 - iter 1182/1974 - loss 0.58684189
2018-12-18 01:42:22,723 epoch 52 - iter 1379/1974 - loss 0.58860680
2018-12-18 01:42:41,962 epoch 52 - iter 1576/1974 - loss 0.58748599
2018-12-18 01:43:02,582 epoch 52 - iter 1773/1974 - loss 0.58847132
2018-12-18 01:43:23,627 epoch 52 - iter 1970/1974 - loss 0.58795400
2018-12-18 01:43:25,626 ----------------------------------------------------------------------------------------------------
2018-12-18 01:43:25,626 EPOCH 52 done: loss 0.5882 - lr 0.1000 - bad epochs 2
2018-12-18 01:44:22,440 TEST : loss 0.71212989 - f-score 0.8714 - acc 0.8713
2018-12-18 01:44:22,495 ----------------------------------------------------------------------------------------------------
2018-12-18 01:44:22,721 epoch 53 - iter 0/1974 - loss 0.21656036
2018-12-18 01:44:43,163 epoch 53 - iter 197/1974 - loss 0.54077430
2018-12-18 01:45:04,606 epoch 53 - iter 394/1974 - loss 0.55054704
2018-12-18 01:45:24,871 epoch 53 - iter 591/1974 - loss 0.56893491
2018-12-18 01:45:44,038 epoch 53 - iter 788/1974 - loss 0.57265889
2018-12-18 01:46:04,124 epoch 53 - iter 985/1974 - loss 0.58247043
2018-12-18 01:46:24,934 epoch 53 - iter 1182/1974 - loss 0.58168263
2018-12-18 01:46:44,311 epoch 53 - iter 1379/1974 - loss 0.58650646
2018-12-18 01:47:04,482 epoch 53 - iter 1576/1974 - loss 0.59009219
2018-12-18 01:47:25,667 epoch 53 - iter 1773/1974 - loss 0.59555380
2018-12-18 01:47:46,294 epoch 53 - iter 1970/1974 - loss 0.59403012
2018-12-18 01:47:47,206 ----------------------------------------------------------------------------------------------------
2018-12-18 01:47:47,207 EPOCH 53 done: loss 0.5939 - lr 0.1000 - bad epochs 0
2018-12-18 01:48:43,762 TEST : loss 0.75781256 - f-score 0.8700 - acc 0.8700
2018-12-18 01:48:43,768 ----------------------------------------------------------------------------------------------------
2018-12-18 01:48:44,016 epoch 54 - iter 0/1974 - loss 1.24571443
2018-12-18 01:49:04,797 epoch 54 - iter 197/1974 - loss 0.61194029
2018-12-18 01:49:24,245 epoch 54 - iter 394/1974 - loss 0.60242392
2018-12-18 01:49:46,415 epoch 54 - iter 591/1974 - loss 0.59462277
2018-12-18 01:50:07,144 epoch 54 - iter 788/1974 - loss 0.60795184
2018-12-18 01:50:26,908 epoch 54 - iter 985/1974 - loss 0.60154543
2018-12-18 01:50:47,494 epoch 54 - iter 1182/1974 - loss 0.60310128
2018-12-18 01:51:07,603 epoch 54 - iter 1379/1974 - loss 0.59771639
2018-12-18 01:51:27,137 epoch 54 - iter 1576/1974 - loss 0.59810531
2018-12-18 01:51:47,491 epoch 54 - iter 1773/1974 - loss 0.59988339
2018-12-18 01:52:07,749 epoch 54 - iter 1970/1974 - loss 0.59795786
2018-12-18 01:52:08,688 ----------------------------------------------------------------------------------------------------
2018-12-18 01:52:08,688 EPOCH 54 done: loss 0.5979 - lr 0.1000 - bad epochs 1
2018-12-18 01:53:04,749 TEST : loss 0.73978615 - f-score 0.8725 - acc 0.8725
2018-12-18 01:53:04,827 ----------------------------------------------------------------------------------------------------
2018-12-18 01:53:05,072 epoch 55 - iter 0/1974 - loss 0.90828586
2018-12-18 01:53:25,512 epoch 55 - iter 197/1974 - loss 0.54095336
2018-12-18 01:53:45,844 epoch 55 - iter 394/1974 - loss 0.57467691
2018-12-18 01:54:06,839 epoch 55 - iter 591/1974 - loss 0.57362947
2018-12-18 01:54:28,204 epoch 55 - iter 788/1974 - loss 0.58139540
2018-12-18 01:54:49,042 epoch 55 - iter 985/1974 - loss 0.57715494
2018-12-18 01:55:08,888 epoch 55 - iter 1182/1974 - loss 0.58457432
2018-12-18 01:55:29,558 epoch 55 - iter 1379/1974 - loss 0.59623949
2018-12-18 01:55:50,656 epoch 55 - iter 1576/1974 - loss 0.60033463
2018-12-18 01:56:10,721 epoch 55 - iter 1773/1974 - loss 0.60147698
2018-12-18 01:56:30,873 epoch 55 - iter 1970/1974 - loss 0.59978537
2018-12-18 01:56:32,433 ----------------------------------------------------------------------------------------------------
2018-12-18 01:56:32,433 EPOCH 55 done: loss 0.5995 - lr 0.1000 - bad epochs 2
2018-12-18 01:57:29,329 TEST : loss 0.71684897 - f-score 0.8720 - acc 0.8720
2018-12-18 01:57:29,335 ----------------------------------------------------------------------------------------------------
2018-12-18 01:57:29,550 epoch 56 - iter 0/1974 - loss 0.86091751
2018-12-18 01:57:50,260 epoch 56 - iter 197/1974 - loss 0.55650716
2018-12-18 01:58:11,066 epoch 56 - iter 394/1974 - loss 0.56380134
2018-12-18 01:58:32,268 epoch 56 - iter 591/1974 - loss 0.56849139
2018-12-18 01:58:52,628 epoch 56 - iter 788/1974 - loss 0.57259090
2018-12-18 01:59:13,771 epoch 56 - iter 985/1974 - loss 0.57064208
2018-12-18 01:59:33,960 epoch 56 - iter 1182/1974 - loss 0.57346207
2018-12-18 01:59:54,034 epoch 56 - iter 1379/1974 - loss 0.57262454
2018-12-18 02:00:16,292 epoch 56 - iter 1576/1974 - loss 0.57945973
2018-12-18 02:00:36,740 epoch 56 - iter 1773/1974 - loss 0.58026354
2018-12-18 02:00:57,020 epoch 56 - iter 1970/1974 - loss 0.57849372
2018-12-18 02:00:58,547 ----------------------------------------------------------------------------------------------------
2018-12-18 02:00:58,547 EPOCH 56 done: loss 0.5784 - lr 0.1000 - bad epochs 3
2018-12-18 02:01:54,692 TEST : loss 0.77582067 - f-score 0.8696 - acc 0.8696
2018-12-18 02:01:54,698 ----------------------------------------------------------------------------------------------------
2018-12-18 02:01:54,885 epoch 57 - iter 0/1974 - loss 0.34672949
2018-12-18 02:02:18,054 epoch 57 - iter 197/1974 - loss 0.57439935
2018-12-18 02:02:37,053 epoch 57 - iter 394/1974 - loss 0.56979059
2018-12-18 02:02:58,419 epoch 57 - iter 591/1974 - loss 0.57899211
2018-12-18 02:03:18,501 epoch 57 - iter 788/1974 - loss 0.58002680
2018-12-18 02:03:39,426 epoch 57 - iter 985/1974 - loss 0.58623720
2018-12-18 02:03:58,352 epoch 57 - iter 1182/1974 - loss 0.58683457
2018-12-18 02:04:18,992 epoch 57 - iter 1379/1974 - loss 0.58568432
2018-12-18 02:04:39,432 epoch 57 - iter 1576/1974 - loss 0.58491617
2018-12-18 02:04:59,358 epoch 57 - iter 1773/1974 - loss 0.58655703
2018-12-18 02:05:19,267 epoch 57 - iter 1970/1974 - loss 0.59026030
2018-12-18 02:05:20,268 ----------------------------------------------------------------------------------------------------
2018-12-18 02:05:20,269 EPOCH 57 done: loss 0.5904 - lr 0.1000 - bad epochs 0
2018-12-18 02:06:17,157 TEST : loss 0.72531480 - f-score 0.8718 - acc 0.8718
2018-12-18 02:06:17,162 ----------------------------------------------------------------------------------------------------
2018-12-18 02:06:17,361 epoch 58 - iter 0/1974 - loss 0.30856720
2018-12-18 02:06:37,477 epoch 58 - iter 197/1974 - loss 0.56048168
2018-12-18 02:06:57,777 epoch 58 - iter 394/1974 - loss 0.56350911
2018-12-18 02:07:18,052 epoch 58 - iter 591/1974 - loss 0.55777465
2018-12-18 02:07:38,933 epoch 58 - iter 788/1974 - loss 0.57556086
2018-12-18 02:07:59,021 epoch 58 - iter 985/1974 - loss 0.57966545
2018-12-18 02:08:19,679 epoch 58 - iter 1182/1974 - loss 0.57714086
2018-12-18 02:08:41,371 epoch 58 - iter 1379/1974 - loss 0.58039158
2018-12-18 02:09:01,569 epoch 58 - iter 1576/1974 - loss 0.58194186
2018-12-18 02:09:22,017 epoch 58 - iter 1773/1974 - loss 0.58164291
2018-12-18 02:09:41,988 epoch 58 - iter 1970/1974 - loss 0.58286849
2018-12-18 02:09:43,433 ----------------------------------------------------------------------------------------------------
2018-12-18 02:09:43,434 EPOCH 58 done: loss 0.5825 - lr 0.1000 - bad epochs 1
2018-12-18 02:10:45,487 TEST : loss 0.78260183 - f-score 0.8699 - acc 0.8699
2018-12-18 02:10:45,492 ----------------------------------------------------------------------------------------------------
2018-12-18 02:10:45,680 epoch 59 - iter 0/1974 - loss 0.38642442
2018-12-18 02:11:06,098 epoch 59 - iter 197/1974 - loss 0.58531433
2018-12-18 02:11:27,324 epoch 59 - iter 394/1974 - loss 0.58817624
2018-12-18 02:11:47,461 epoch 59 - iter 591/1974 - loss 0.57676601
2018-12-18 02:12:07,199 epoch 59 - iter 788/1974 - loss 0.57273023
2018-12-18 02:12:27,338 epoch 59 - iter 985/1974 - loss 0.56973996
2018-12-18 02:12:46,584 epoch 59 - iter 1182/1974 - loss 0.57336661
2018-12-18 02:13:07,197 epoch 59 - iter 1379/1974 - loss 0.57096210
2018-12-18 02:13:26,746 epoch 59 - iter 1576/1974 - loss 0.57296781
2018-12-18 02:13:48,060 epoch 59 - iter 1773/1974 - loss 0.57832590
2018-12-18 02:14:07,756 epoch 59 - iter 1970/1974 - loss 0.58029855
2018-12-18 02:14:08,951 ----------------------------------------------------------------------------------------------------
2018-12-18 02:14:08,951 EPOCH 59 done: loss 0.5802 - lr 0.1000 - bad epochs 2
2018-12-18 02:15:05,917 TEST : loss 0.76414216 - f-score 0.8697 - acc 0.8697
2018-12-18 02:15:05,922 ----------------------------------------------------------------------------------------------------
2018-12-18 02:15:06,125 epoch 60 - iter 0/1974 - loss 0.90775442
2018-12-18 02:15:27,983 epoch 60 - iter 197/1974 - loss 0.57273995
2018-12-18 02:15:50,725 epoch 60 - iter 394/1974 - loss 0.58443462
2018-12-18 02:16:11,371 epoch 60 - iter 591/1974 - loss 0.58212633
2018-12-18 02:16:32,569 epoch 60 - iter 788/1974 - loss 0.57534995
2018-12-18 02:16:53,961 epoch 60 - iter 985/1974 - loss 0.57398378
2018-12-18 02:17:14,952 epoch 60 - iter 1182/1974 - loss 0.57415741
2018-12-18 02:17:37,160 epoch 60 - iter 1379/1974 - loss 0.57498608
2018-12-18 02:17:57,919 epoch 60 - iter 1576/1974 - loss 0.57122915
2018-12-18 02:18:19,263 epoch 60 - iter 1773/1974 - loss 0.57308616
2018-12-18 02:18:41,318 epoch 60 - iter 1970/1974 - loss 0.57726876
2018-12-18 02:18:43,054 ----------------------------------------------------------------------------------------------------
2018-12-18 02:18:43,054 EPOCH 60 done: loss 0.5775 - lr 0.1000 - bad epochs 3
2018-12-18 02:19:40,001 TEST : loss 0.73599780 - f-score 0.8729 - acc 0.8729
2018-12-18 02:19:40,016 ----------------------------------------------------------------------------------------------------
2018-12-18 02:19:40,235 epoch 61 - iter 0/1974 - loss 0.28978121
2018-12-18 02:20:02,024 epoch 61 - iter 197/1974 - loss 0.59462078
2018-12-18 02:20:24,061 epoch 61 - iter 394/1974 - loss 0.56679213
2018-12-18 02:20:44,914 epoch 61 - iter 591/1974 - loss 0.57086364
2018-12-18 02:21:04,478 epoch 61 - iter 788/1974 - loss 0.56926676
2018-12-18 02:21:24,883 epoch 61 - iter 985/1974 - loss 0.57315378
2018-12-18 02:21:44,749 epoch 61 - iter 1182/1974 - loss 0.57294985
2018-12-18 02:22:05,226 epoch 61 - iter 1379/1974 - loss 0.58128269
2018-12-18 02:22:25,839 epoch 61 - iter 1576/1974 - loss 0.58290572
2018-12-18 02:22:46,184 epoch 61 - iter 1773/1974 - loss 0.58501235
2018-12-18 02:23:08,078 epoch 61 - iter 1970/1974 - loss 0.58576629
2018-12-18 02:23:09,210 ----------------------------------------------------------------------------------------------------
2018-12-18 02:23:09,210 EPOCH 61 done: loss 0.5858 - lr 0.1000 - bad epochs 0
2018-12-18 02:24:06,019 TEST : loss 0.74477452 - f-score 0.8718 - acc 0.8718
2018-12-18 02:24:06,064 ----------------------------------------------------------------------------------------------------
2018-12-18 02:24:06,281 epoch 62 - iter 0/1974 - loss 1.13269901
2018-12-18 02:24:27,055 epoch 62 - iter 197/1974 - loss 0.60293702
2018-12-18 02:24:48,063 epoch 62 - iter 394/1974 - loss 0.57416853
2018-12-18 02:25:08,361 epoch 62 - iter 591/1974 - loss 0.57323608
2018-12-18 02:25:28,163 epoch 62 - iter 788/1974 - loss 0.56910691
2018-12-18 02:25:49,388 epoch 62 - iter 985/1974 - loss 0.57511312
2018-12-18 02:26:09,865 epoch 62 - iter 1182/1974 - loss 0.57971102
2018-12-18 02:26:30,255 epoch 62 - iter 1379/1974 - loss 0.58617015
2018-12-18 02:26:51,041 epoch 62 - iter 1576/1974 - loss 0.58797075
2018-12-18 02:27:12,225 epoch 62 - iter 1773/1974 - loss 0.58675394
2018-12-18 02:27:32,483 epoch 62 - iter 1970/1974 - loss 0.58583399
2018-12-18 02:27:33,882 ----------------------------------------------------------------------------------------------------
2018-12-18 02:27:33,882 EPOCH 62 done: loss 0.5860 - lr 0.1000 - bad epochs 1
2018-12-18 02:28:30,828 TEST : loss 0.74246114 - f-score 0.8739 - acc 0.8739
2018-12-18 02:28:30,833 ----------------------------------------------------------------------------------------------------
2018-12-18 02:28:31,028 epoch 63 - iter 0/1974 - loss 0.11611140
2018-12-18 02:28:53,146 epoch 63 - iter 197/1974 - loss 0.56661185
2018-12-18 02:29:13,458 epoch 63 - iter 394/1974 - loss 0.57005961
2018-12-18 02:29:33,680 epoch 63 - iter 591/1974 - loss 0.55821796
2018-12-18 02:29:54,858 epoch 63 - iter 788/1974 - loss 0.56550660
2018-12-18 02:30:15,832 epoch 63 - iter 985/1974 - loss 0.56533215
2018-12-18 02:30:36,970 epoch 63 - iter 1182/1974 - loss 0.56697350
2018-12-18 02:30:57,391 epoch 63 - iter 1379/1974 - loss 0.57110678
2018-12-18 02:31:16,742 epoch 63 - iter 1576/1974 - loss 0.56918051
2018-12-18 02:31:36,689 epoch 63 - iter 1773/1974 - loss 0.57021945
2018-12-18 02:31:56,456 epoch 63 - iter 1970/1974 - loss 0.56918891
2018-12-18 02:31:57,366 ----------------------------------------------------------------------------------------------------
2018-12-18 02:31:57,366 EPOCH 63 done: loss 0.5690 - lr 0.1000 - bad epochs 2
2018-12-18 02:32:54,052 TEST : loss 0.76181859 - f-score 0.8749 - acc 0.8748
2018-12-18 02:32:54,092 ----------------------------------------------------------------------------------------------------
2018-12-18 02:32:54,315 epoch 64 - iter 0/1974 - loss 0.46463186
2018-12-18 02:33:14,275 epoch 64 - iter 197/1974 - loss 0.54198420
2018-12-18 02:33:34,201 epoch 64 - iter 394/1974 - loss 0.55200649
2018-12-18 02:33:54,271 epoch 64 - iter 591/1974 - loss 0.55554423
2018-12-18 02:34:16,313 epoch 64 - iter 788/1974 - loss 0.56237909
2018-12-18 02:34:35,809 epoch 64 - iter 985/1974 - loss 0.56844856
2018-12-18 02:34:55,883 epoch 64 - iter 1182/1974 - loss 0.57235505
2018-12-18 02:35:16,795 epoch 64 - iter 1379/1974 - loss 0.57633530
2018-12-18 02:35:37,279 epoch 64 - iter 1576/1974 - loss 0.57608505
2018-12-18 02:35:57,990 epoch 64 - iter 1773/1974 - loss 0.57618472
2018-12-18 02:36:18,202 epoch 64 - iter 1970/1974 - loss 0.57686515
2018-12-18 02:36:19,776 ----------------------------------------------------------------------------------------------------
2018-12-18 02:36:19,776 EPOCH 64 done: loss 0.5769 - lr 0.1000 - bad epochs 0
2018-12-18 02:37:16,532 TEST : loss 0.74563622 - f-score 0.8736 - acc 0.8736
2018-12-18 02:37:16,551 ----------------------------------------------------------------------------------------------------
2018-12-18 02:37:16,773 epoch 65 - iter 0/1974 - loss 0.36957562
2018-12-18 02:37:38,314 epoch 65 - iter 197/1974 - loss 0.58101139
2018-12-18 02:37:59,300 epoch 65 - iter 394/1974 - loss 0.57638610
2018-12-18 02:38:21,092 epoch 65 - iter 591/1974 - loss 0.57620083
2018-12-18 02:38:41,301 epoch 65 - iter 788/1974 - loss 0.57031046
2018-12-18 02:39:01,539 epoch 65 - iter 985/1974 - loss 0.56961843
2018-12-18 02:39:22,286 epoch 65 - iter 1182/1974 - loss 0.56259136
2018-12-18 02:39:43,335 epoch 65 - iter 1379/1974 - loss 0.56429435
2018-12-18 02:40:03,709 epoch 65 - iter 1576/1974 - loss 0.56409773
2018-12-18 02:40:24,097 epoch 65 - iter 1773/1974 - loss 0.56778603
2018-12-18 02:40:43,748 epoch 65 - iter 1970/1974 - loss 0.57379000
2018-12-18 02:40:44,804 ----------------------------------------------------------------------------------------------------
2018-12-18 02:40:44,804 EPOCH 65 done: loss 0.5738 - lr 0.1000 - bad epochs 1
2018-12-18 02:41:41,111 TEST : loss 0.76103067 - f-score 0.8731 - acc 0.8731
2018-12-18 02:41:41,116 ----------------------------------------------------------------------------------------------------
2018-12-18 02:41:41,298 epoch 66 - iter 0/1974 - loss 0.61859876
2018-12-18 02:42:02,442 epoch 66 - iter 197/1974 - loss 0.54559123
2018-12-18 02:42:24,204 epoch 66 - iter 394/1974 - loss 0.56677569
2018-12-18 02:42:44,297 epoch 66 - iter 591/1974 - loss 0.56236589
2018-12-18 02:43:04,467 epoch 66 - iter 788/1974 - loss 0.55833041
2018-12-18 02:43:25,381 epoch 66 - iter 985/1974 - loss 0.56678187
2018-12-18 02:43:46,071 epoch 66 - iter 1182/1974 - loss 0.57893421
2018-12-18 02:44:05,473 epoch 66 - iter 1379/1974 - loss 0.58032435
2018-12-18 02:44:26,057 epoch 66 - iter 1576/1974 - loss 0.58313813
2018-12-18 02:44:47,039 epoch 66 - iter 1773/1974 - loss 0.58293586
2018-12-18 02:45:08,171 epoch 66 - iter 1970/1974 - loss 0.58332180
2018-12-18 02:45:09,781 ----------------------------------------------------------------------------------------------------
2018-12-18 02:45:09,781 EPOCH 66 done: loss 0.5840 - lr 0.1000 - bad epochs 2
2018-12-18 02:46:06,543 TEST : loss 0.74113744 - f-score 0.8721 - acc 0.8721
2018-12-18 02:46:06,565 ----------------------------------------------------------------------------------------------------
2018-12-18 02:46:06,759 epoch 67 - iter 0/1974 - loss 0.54737228
2018-12-18 02:46:26,906 epoch 67 - iter 197/1974 - loss 0.57492566
2018-12-18 02:46:47,883 epoch 67 - iter 394/1974 - loss 0.56270050
2018-12-18 02:47:08,140 epoch 67 - iter 591/1974 - loss 0.56221344
2018-12-18 02:47:29,130 epoch 67 - iter 788/1974 - loss 0.57241701
2018-12-18 02:47:49,328 epoch 67 - iter 985/1974 - loss 0.57048616
2018-12-18 02:48:10,934 epoch 67 - iter 1182/1974 - loss 0.57966682
2018-12-18 02:48:31,582 epoch 67 - iter 1379/1974 - loss 0.58078037
2018-12-18 02:48:52,328 epoch 67 - iter 1576/1974 - loss 0.58043476
2018-12-18 02:49:12,329 epoch 67 - iter 1773/1974 - loss 0.57709555
2018-12-18 02:49:32,754 epoch 67 - iter 1970/1974 - loss 0.57723001
2018-12-18 02:49:34,346 ----------------------------------------------------------------------------------------------------
2018-12-18 02:49:34,346 EPOCH 67 done: loss 0.5769 - lr 0.1000 - bad epochs 3
2018-12-18 02:50:30,970 TEST : loss 0.76660585 - f-score 0.8693 - acc 0.8693
2018-12-18 02:50:30,975 ----------------------------------------------------------------------------------------------------
2018-12-18 02:50:31,155 epoch 68 - iter 0/1974 - loss 0.47494718
2018-12-18 02:50:51,698 epoch 68 - iter 197/1974 - loss 0.52557404
2018-12-18 02:51:12,849 epoch 68 - iter 394/1974 - loss 0.53429915
2018-12-18 02:51:33,059 epoch 68 - iter 591/1974 - loss 0.53404764
2018-12-18 02:51:52,793 epoch 68 - iter 788/1974 - loss 0.52570301
2018-12-18 02:52:12,091 epoch 68 - iter 985/1974 - loss 0.52456405
2018-12-18 02:52:32,565 epoch 68 - iter 1182/1974 - loss 0.52734419
2018-12-18 02:52:53,564 epoch 68 - iter 1379/1974 - loss 0.52520306
2018-12-18 02:53:13,529 epoch 68 - iter 1576/1974 - loss 0.52404032
2018-12-18 02:53:32,951 epoch 68 - iter 1773/1974 - loss 0.52303205
2018-12-18 02:53:53,423 epoch 68 - iter 1970/1974 - loss 0.52155906
2018-12-18 02:53:54,800 ----------------------------------------------------------------------------------------------------
2018-12-18 02:53:54,800 EPOCH 68 done: loss 0.5214 - lr 0.0500 - bad epochs 0
2018-12-18 02:54:51,302 TEST : loss 0.74741554 - f-score 0.8723 - acc 0.8723
2018-12-18 02:54:51,342 ----------------------------------------------------------------------------------------------------
2018-12-18 02:54:51,561 epoch 69 - iter 0/1974 - loss 0.65396345
2018-12-18 02:55:14,573 epoch 69 - iter 197/1974 - loss 0.51407583
2018-12-18 02:55:35,156 epoch 69 - iter 394/1974 - loss 0.51265097
2018-12-18 02:55:56,364 epoch 69 - iter 591/1974 - loss 0.49792613
2018-12-18 02:56:17,720 epoch 69 - iter 788/1974 - loss 0.50551501
2018-12-18 02:56:39,511 epoch 69 - iter 985/1974 - loss 0.50477966
2018-12-18 02:57:00,467 epoch 69 - iter 1182/1974 - loss 0.49859318
2018-12-18 02:57:21,896 epoch 69 - iter 1379/1974 - loss 0.50350478
2018-12-18 02:57:42,187 epoch 69 - iter 1576/1974 - loss 0.50193977
2018-12-18 02:58:03,351 epoch 69 - iter 1773/1974 - loss 0.50256400
2018-12-18 02:58:24,191 epoch 69 - iter 1970/1974 - loss 0.50203206
2018-12-18 02:58:25,837 ----------------------------------------------------------------------------------------------------
2018-12-18 02:58:25,837 EPOCH 69 done: loss 0.5027 - lr 0.0500 - bad epochs 0
2018-12-18 02:59:23,086 TEST : loss 0.75779098 - f-score 0.8734 - acc 0.8734
2018-12-18 02:59:23,092 ----------------------------------------------------------------------------------------------------
2018-12-18 02:59:23,280 epoch 70 - iter 0/1974 - loss 0.34114096
2018-12-18 02:59:44,391 epoch 70 - iter 197/1974 - loss 0.46893109
2018-12-18 03:00:06,978 epoch 70 - iter 394/1974 - loss 0.47484341
2018-12-18 03:00:27,942 epoch 70 - iter 591/1974 - loss 0.47203281
2018-12-18 03:00:48,749 epoch 70 - iter 788/1974 - loss 0.46756953
2018-12-18 03:01:10,475 epoch 70 - iter 985/1974 - loss 0.47850002
2018-12-18 03:01:32,747 epoch 70 - iter 1182/1974 - loss 0.48528847
2018-12-18 03:01:53,084 epoch 70 - iter 1379/1974 - loss 0.48408004
2018-12-18 03:02:14,120 epoch 70 - iter 1576/1974 - loss 0.48310374
2018-12-18 03:02:35,733 epoch 70 - iter 1773/1974 - loss 0.48170320
2018-12-18 03:02:57,774 epoch 70 - iter 1970/1974 - loss 0.48487082
2018-12-18 03:02:59,244 ----------------------------------------------------------------------------------------------------
2018-12-18 03:02:59,245 EPOCH 70 done: loss 0.4850 - lr 0.0500 - bad epochs 0
2018-12-18 03:03:56,266 TEST : loss 0.75455201 - f-score 0.8752 - acc 0.8752
2018-12-18 03:03:56,270 ----------------------------------------------------------------------------------------------------
2018-12-18 03:03:56,485 epoch 71 - iter 0/1974 - loss 0.21294737
2018-12-18 03:04:17,362 epoch 71 - iter 197/1974 - loss 0.47295358
2018-12-18 03:04:37,635 epoch 71 - iter 394/1974 - loss 0.47188491
2018-12-18 03:04:57,914 epoch 71 - iter 591/1974 - loss 0.47147732
2018-12-18 03:05:18,624 epoch 71 - iter 788/1974 - loss 0.47725588
2018-12-18 03:05:38,605 epoch 71 - iter 985/1974 - loss 0.47664101
2018-12-18 03:05:58,296 epoch 71 - iter 1182/1974 - loss 0.48165778
2018-12-18 03:06:18,836 epoch 71 - iter 1379/1974 - loss 0.48387865
2018-12-18 03:06:38,951 epoch 71 - iter 1576/1974 - loss 0.48436365
2018-12-18 03:06:59,588 epoch 71 - iter 1773/1974 - loss 0.48316134
2018-12-18 03:07:22,325 epoch 71 - iter 1970/1974 - loss 0.48714367
2018-12-18 03:07:24,025 ----------------------------------------------------------------------------------------------------
2018-12-18 03:07:24,026 EPOCH 71 done: loss 0.4869 - lr 0.0500 - bad epochs 0
2018-12-18 03:08:20,986 TEST : loss 0.74965215 - f-score 0.8747 - acc 0.8748
2018-12-18 03:08:20,991 ----------------------------------------------------------------------------------------------------
2018-12-18 03:08:21,229 epoch 72 - iter 0/1974 - loss 0.38225418
2018-12-18 03:08:43,305 epoch 72 - iter 197/1974 - loss 0.46655971
2018-12-18 03:09:03,418 epoch 72 - iter 394/1974 - loss 0.46618592
2018-12-18 03:09:22,383 epoch 72 - iter 591/1974 - loss 0.46609571
2018-12-18 03:09:41,916 epoch 72 - iter 788/1974 - loss 0.47127934
2018-12-18 03:10:02,625 epoch 72 - iter 985/1974 - loss 0.46473454
2018-12-18 03:10:22,792 epoch 72 - iter 1182/1974 - loss 0.46880926
2018-12-18 03:10:42,736 epoch 72 - iter 1379/1974 - loss 0.47282768
2018-12-18 03:11:03,478 epoch 72 - iter 1576/1974 - loss 0.47110040
2018-12-18 03:11:25,045 epoch 72 - iter 1773/1974 - loss 0.47137537
2018-12-18 03:11:47,079 epoch 72 - iter 1970/1974 - loss 0.47337015
2018-12-18 03:11:48,108 ----------------------------------------------------------------------------------------------------
2018-12-18 03:11:48,108 EPOCH 72 done: loss 0.4732 - lr 0.0500 - bad epochs 1
2018-12-18 03:12:45,319 TEST : loss 0.74541593 - f-score 0.8746 - acc 0.8747
2018-12-18 03:12:45,323 ----------------------------------------------------------------------------------------------------
2018-12-18 03:12:45,541 epoch 73 - iter 0/1974 - loss 0.15643096
2018-12-18 03:13:07,080 epoch 73 - iter 197/1974 - loss 0.49360396
2018-12-18 03:13:28,673 epoch 73 - iter 394/1974 - loss 0.47048726
2018-12-18 03:13:49,379 epoch 73 - iter 591/1974 - loss 0.47266807
2018-12-18 03:14:10,519 epoch 73 - iter 788/1974 - loss 0.47139396
2018-12-18 03:14:31,209 epoch 73 - iter 985/1974 - loss 0.46357600
2018-12-18 03:14:52,203 epoch 73 - iter 1182/1974 - loss 0.46370047
2018-12-18 03:15:13,924 epoch 73 - iter 1379/1974 - loss 0.45809285
2018-12-18 03:15:35,247 epoch 73 - iter 1576/1974 - loss 0.46026477
2018-12-18 03:15:56,574 epoch 73 - iter 1773/1974 - loss 0.46267373
2018-12-18 03:16:18,430 epoch 73 - iter 1970/1974 - loss 0.46295459
2018-12-18 03:16:19,598 ----------------------------------------------------------------------------------------------------
2018-12-18 03:16:19,598 EPOCH 73 done: loss 0.4630 - lr 0.0500 - bad epochs 0
2018-12-18 03:17:16,739 TEST : loss 0.74864686 - f-score 0.8769 - acc 0.8768
2018-12-18 03:17:16,783 ----------------------------------------------------------------------------------------------------
2018-12-18 03:17:16,997 epoch 74 - iter 0/1974 - loss 0.53145552
2018-12-18 03:17:37,935 epoch 74 - iter 197/1974 - loss 0.41121452
2018-12-18 03:17:58,069 epoch 74 - iter 394/1974 - loss 0.43950770
2018-12-18 03:18:18,174 epoch 74 - iter 591/1974 - loss 0.44737539
2018-12-18 03:18:39,554 epoch 74 - iter 788/1974 - loss 0.44806114
2018-12-18 03:19:00,922 epoch 74 - iter 985/1974 - loss 0.45099238
2018-12-18 03:19:22,262 epoch 74 - iter 1182/1974 - loss 0.45245129
2018-12-18 03:19:44,812 epoch 74 - iter 1379/1974 - loss 0.45105700
2018-12-18 03:20:07,153 epoch 74 - iter 1576/1974 - loss 0.45402491
2018-12-18 03:20:28,466 epoch 74 - iter 1773/1974 - loss 0.45518245
2018-12-18 03:20:48,909 epoch 74 - iter 1970/1974 - loss 0.45419196
2018-12-18 03:20:50,331 ----------------------------------------------------------------------------------------------------
2018-12-18 03:20:50,331 EPOCH 74 done: loss 0.4541 - lr 0.0500 - bad epochs 0
2018-12-18 03:21:47,332 TEST : loss 0.75537199 - f-score 0.8761 - acc 0.8761
2018-12-18 03:21:47,338 ----------------------------------------------------------------------------------------------------
2018-12-18 03:21:47,531 epoch 75 - iter 0/1974 - loss 0.38901132
2018-12-18 03:22:09,462 epoch 75 - iter 197/1974 - loss 0.45783249
2018-12-18 03:22:31,562 epoch 75 - iter 394/1974 - loss 0.45782676
2018-12-18 03:22:52,873 epoch 75 - iter 591/1974 - loss 0.46890145
2018-12-18 03:23:13,820 epoch 75 - iter 788/1974 - loss 0.46484903
2018-12-18 03:23:34,541 epoch 75 - iter 985/1974 - loss 0.46372493
2018-12-18 03:23:56,147 epoch 75 - iter 1182/1974 - loss 0.46295899
2018-12-18 03:24:17,910 epoch 75 - iter 1379/1974 - loss 0.46397387
2018-12-18 03:24:38,486 epoch 75 - iter 1576/1974 - loss 0.46072716
2018-12-18 03:24:59,791 epoch 75 - iter 1773/1974 - loss 0.45784920
2018-12-18 03:25:20,696 epoch 75 - iter 1970/1974 - loss 0.45763406
2018-12-18 03:25:22,128 ----------------------------------------------------------------------------------------------------
2018-12-18 03:25:22,128 EPOCH 75 done: loss 0.4579 - lr 0.0500 - bad epochs 0
2018-12-18 03:26:24,897 TEST : loss 0.75510937 - f-score 0.8747 - acc 0.8747
2018-12-18 03:26:24,903 ----------------------------------------------------------------------------------------------------
2018-12-18 03:26:25,101 epoch 76 - iter 0/1974 - loss 0.39264801
2018-12-18 03:26:45,597 epoch 76 - iter 197/1974 - loss 0.43548177
2018-12-18 03:27:05,652 epoch 76 - iter 394/1974 - loss 0.43440269
2018-12-18 03:27:26,370 epoch 76 - iter 591/1974 - loss 0.44458010
2018-12-18 03:27:47,179 epoch 76 - iter 788/1974 - loss 0.44115779
2018-12-18 03:28:06,728 epoch 76 - iter 985/1974 - loss 0.44028415
2018-12-18 03:28:27,248 epoch 76 - iter 1182/1974 - loss 0.44210272
2018-12-18 03:28:47,033 epoch 76 - iter 1379/1974 - loss 0.44042604
2018-12-18 03:29:07,364 epoch 76 - iter 1576/1974 - loss 0.44186752
2018-12-18 03:29:28,092 epoch 76 - iter 1773/1974 - loss 0.44247262
2018-12-18 03:29:48,218 epoch 76 - iter 1970/1974 - loss 0.44792673
2018-12-18 03:29:49,431 ----------------------------------------------------------------------------------------------------
2018-12-18 03:29:49,431 EPOCH 76 done: loss 0.4479 - lr 0.0500 - bad epochs 1
2018-12-18 03:30:45,993 TEST : loss 0.74084151 - f-score 0.8775 - acc 0.8775
2018-12-18 03:30:45,999 ----------------------------------------------------------------------------------------------------
2018-12-18 03:30:46,206 epoch 77 - iter 0/1974 - loss 0.32903636
2018-12-18 03:31:07,961 epoch 77 - iter 197/1974 - loss 0.46641719
2018-12-18 03:31:27,481 epoch 77 - iter 394/1974 - loss 0.43829812
2018-12-18 03:31:47,531 epoch 77 - iter 591/1974 - loss 0.45568058
2018-12-18 03:32:07,965 epoch 77 - iter 788/1974 - loss 0.45403341
2018-12-18 03:32:28,344 epoch 77 - iter 985/1974 - loss 0.44948329
2018-12-18 03:32:48,299 epoch 77 - iter 1182/1974 - loss 0.44334180
2018-12-18 03:33:08,674 epoch 77 - iter 1379/1974 - loss 0.44118213
2018-12-18 03:33:29,634 epoch 77 - iter 1576/1974 - loss 0.44326399
2018-12-18 03:33:49,515 epoch 77 - iter 1773/1974 - loss 0.44131069
2018-12-18 03:34:08,959 epoch 77 - iter 1970/1974 - loss 0.44205004
2018-12-18 03:34:10,087 ----------------------------------------------------------------------------------------------------
2018-12-18 03:34:10,088 EPOCH 77 done: loss 0.4423 - lr 0.0500 - bad epochs 0
2018-12-18 03:35:06,669 TEST : loss 0.76318598 - f-score 0.8757 - acc 0.8757
2018-12-18 03:35:06,674 ----------------------------------------------------------------------------------------------------
2018-12-18 03:35:06,875 epoch 78 - iter 0/1974 - loss 0.61957133
2018-12-18 03:35:27,772 epoch 78 - iter 197/1974 - loss 0.44089574
2018-12-18 03:35:47,749 epoch 78 - iter 394/1974 - loss 0.44395225
2018-12-18 03:36:07,581 epoch 78 - iter 591/1974 - loss 0.43719794
2018-12-18 03:36:27,091 epoch 78 - iter 788/1974 - loss 0.43929118
2018-12-18 03:36:47,013 epoch 78 - iter 985/1974 - loss 0.43876380
2018-12-18 03:37:09,823 epoch 78 - iter 1182/1974 - loss 0.44753782
2018-12-18 03:37:29,361 epoch 78 - iter 1379/1974 - loss 0.44754056
2018-12-18 03:37:49,140 epoch 78 - iter 1576/1974 - loss 0.44838757
2018-12-18 03:38:09,717 epoch 78 - iter 1773/1974 - loss 0.44757872
2018-12-18 03:38:28,808 epoch 78 - iter 1970/1974 - loss 0.44522111
2018-12-18 03:38:30,124 ----------------------------------------------------------------------------------------------------
2018-12-18 03:38:30,124 EPOCH 78 done: loss 0.4452 - lr 0.0500 - bad epochs 0
2018-12-18 03:39:26,774 TEST : loss 0.76097465 - f-score 0.8758 - acc 0.8758
2018-12-18 03:39:26,778 ----------------------------------------------------------------------------------------------------
2018-12-18 03:39:26,980 epoch 79 - iter 0/1974 - loss 0.32945788
2018-12-18 03:39:47,306 epoch 79 - iter 197/1974 - loss 0.43003014
2018-12-18 03:40:07,112 epoch 79 - iter 394/1974 - loss 0.42085357
2018-12-18 03:40:27,111 epoch 79 - iter 591/1974 - loss 0.42720602
2018-12-18 03:40:47,475 epoch 79 - iter 788/1974 - loss 0.42798687
2018-12-18 03:41:07,317 epoch 79 - iter 985/1974 - loss 0.43215881
2018-12-18 03:41:26,837 epoch 79 - iter 1182/1974 - loss 0.43217967
2018-12-18 03:41:46,968 epoch 79 - iter 1379/1974 - loss 0.43351026
2018-12-18 03:42:06,117 epoch 79 - iter 1576/1974 - loss 0.43674205
2018-12-18 03:42:27,663 epoch 79 - iter 1773/1974 - loss 0.44020851
2018-12-18 03:42:48,494 epoch 79 - iter 1970/1974 - loss 0.43753326
2018-12-18 03:42:49,799 ----------------------------------------------------------------------------------------------------
2018-12-18 03:42:49,799 EPOCH 79 done: loss 0.4372 - lr 0.0500 - bad epochs 1
2018-12-18 03:43:46,459 TEST : loss 0.77054250 - f-score 0.8750 - acc 0.8750
2018-12-18 03:43:46,465 ----------------------------------------------------------------------------------------------------
2018-12-18 03:43:46,648 epoch 80 - iter 0/1974 - loss 0.28216919
2018-12-18 03:44:07,814 epoch 80 - iter 197/1974 - loss 0.45144699
2018-12-18 03:44:28,482 epoch 80 - iter 394/1974 - loss 0.44235310
2018-12-18 03:44:47,828 epoch 80 - iter 591/1974 - loss 0.43054464
2018-12-18 03:45:06,813 epoch 80 - iter 788/1974 - loss 0.43840923
2018-12-18 03:45:26,496 epoch 80 - iter 985/1974 - loss 0.43769097
2018-12-18 03:45:47,071 epoch 80 - iter 1182/1974 - loss 0.43545884
2018-12-18 03:46:06,965 epoch 80 - iter 1379/1974 - loss 0.43647596
2018-12-18 03:46:28,055 epoch 80 - iter 1576/1974 - loss 0.44057606
2018-12-18 03:46:47,605 epoch 80 - iter 1773/1974 - loss 0.43863283
2018-12-18 03:47:07,662 epoch 80 - iter 1970/1974 - loss 0.43967923
2018-12-18 03:47:08,834 ----------------------------------------------------------------------------------------------------
2018-12-18 03:47:08,834 EPOCH 80 done: loss 0.4395 - lr 0.0500 - bad epochs 0
2018-12-18 03:48:05,515 TEST : loss 0.75705928 - f-score 0.8759 - acc 0.8759
2018-12-18 03:48:05,520 ----------------------------------------------------------------------------------------------------
2018-12-18 03:48:05,785 epoch 81 - iter 0/1974 - loss 0.58950305
2018-12-18 03:48:25,847 epoch 81 - iter 197/1974 - loss 0.42543853
2018-12-18 03:48:46,063 epoch 81 - iter 394/1974 - loss 0.41384382
2018-12-18 03:49:06,454 epoch 81 - iter 591/1974 - loss 0.43117343
2018-12-18 03:49:25,646 epoch 81 - iter 788/1974 - loss 0.42824366
2018-12-18 03:49:47,139 epoch 81 - iter 985/1974 - loss 0.43158253
2018-12-18 03:50:08,237 epoch 81 - iter 1182/1974 - loss 0.43586092
2018-12-18 03:50:28,580 epoch 81 - iter 1379/1974 - loss 0.43842668
2018-12-18 03:50:48,565 epoch 81 - iter 1576/1974 - loss 0.43673366
2018-12-18 03:51:08,709 epoch 81 - iter 1773/1974 - loss 0.43578320
2018-12-18 03:51:28,379 epoch 81 - iter 1970/1974 - loss 0.43380000
2018-12-18 03:51:29,357 ----------------------------------------------------------------------------------------------------
2018-12-18 03:51:29,357 EPOCH 81 done: loss 0.4337 - lr 0.0500 - bad epochs 1
2018-12-18 03:52:25,801 TEST : loss 0.79120052 - f-score 0.8761 - acc 0.8761
2018-12-18 03:52:25,807 ----------------------------------------------------------------------------------------------------
2018-12-18 03:52:26,009 epoch 82 - iter 0/1974 - loss 0.08958128
2018-12-18 03:52:46,609 epoch 82 - iter 197/1974 - loss 0.44389097
2018-12-18 03:53:06,245 epoch 82 - iter 394/1974 - loss 0.43347697
2018-12-18 03:53:26,199 epoch 82 - iter 591/1974 - loss 0.43110491
2018-12-18 03:53:46,740 epoch 82 - iter 788/1974 - loss 0.42506025
2018-12-18 03:54:07,878 epoch 82 - iter 985/1974 - loss 0.42645529
2018-12-18 03:54:28,317 epoch 82 - iter 1182/1974 - loss 0.42244303
2018-12-18 03:54:50,051 epoch 82 - iter 1379/1974 - loss 0.42172825
2018-12-18 03:55:09,717 epoch 82 - iter 1576/1974 - loss 0.42012122
2018-12-18 03:55:29,079 epoch 82 - iter 1773/1974 - loss 0.42022340
2018-12-18 03:55:49,390 epoch 82 - iter 1970/1974 - loss 0.42035795
2018-12-18 03:55:50,794 ----------------------------------------------------------------------------------------------------
2018-12-18 03:55:50,794 EPOCH 82 done: loss 0.4203 - lr 0.0500 - bad epochs 0
2018-12-18 03:56:47,707 TEST : loss 0.76370978 - f-score 0.8771 - acc 0.8770
2018-12-18 03:56:47,716 ----------------------------------------------------------------------------------------------------
2018-12-18 03:56:47,933 epoch 83 - iter 0/1974 - loss 0.47346932
2018-12-18 03:57:08,294 epoch 83 - iter 197/1974 - loss 0.41290916
2018-12-18 03:57:28,094 epoch 83 - iter 394/1974 - loss 0.41603916
2018-12-18 03:57:48,424 epoch 83 - iter 591/1974 - loss 0.41430044
2018-12-18 03:58:07,909 epoch 83 - iter 788/1974 - loss 0.41582295
2018-12-18 03:58:29,533 epoch 83 - iter 985/1974 - loss 0.42691650
2018-12-18 03:58:48,767 epoch 83 - iter 1182/1974 - loss 0.42804670
2018-12-18 03:59:09,713 epoch 83 - iter 1379/1974 - loss 0.43206017
2018-12-18 03:59:29,448 epoch 83 - iter 1576/1974 - loss 0.43221348
2018-12-18 03:59:49,368 epoch 83 - iter 1773/1974 - loss 0.43229055
2018-12-18 04:00:09,350 epoch 83 - iter 1970/1974 - loss 0.43406243
2018-12-18 04:00:10,351 ----------------------------------------------------------------------------------------------------
2018-12-18 04:00:10,351 EPOCH 83 done: loss 0.4341 - lr 0.0500 - bad epochs 0
2018-12-18 04:01:06,550 TEST : loss 0.78268045 - f-score 0.8768 - acc 0.8768
2018-12-18 04:01:06,557 ----------------------------------------------------------------------------------------------------
2018-12-18 04:01:06,822 epoch 84 - iter 0/1974 - loss 0.31984866
2018-12-18 04:01:26,936 epoch 84 - iter 197/1974 - loss 0.41298476
2018-12-18 04:01:46,610 epoch 84 - iter 394/1974 - loss 0.41143486
2018-12-18 04:02:06,939 epoch 84 - iter 591/1974 - loss 0.41464791
2018-12-18 04:02:26,881 epoch 84 - iter 788/1974 - loss 0.40996842
2018-12-18 04:02:48,150 epoch 84 - iter 985/1974 - loss 0.42122603
2018-12-18 04:03:07,607 epoch 84 - iter 1182/1974 - loss 0.42568479
2018-12-18 04:03:27,587 epoch 84 - iter 1379/1974 - loss 0.42953973
2018-12-18 04:03:47,281 epoch 84 - iter 1576/1974 - loss 0.42586686
2018-12-18 04:04:06,661 epoch 84 - iter 1773/1974 - loss 0.42676502
2018-12-18 04:04:26,437 epoch 84 - iter 1970/1974 - loss 0.42401850
2018-12-18 04:04:27,561 ----------------------------------------------------------------------------------------------------
2018-12-18 04:04:27,561 EPOCH 84 done: loss 0.4240 - lr 0.0500 - bad epochs 1
2018-12-18 04:05:24,205 TEST : loss 0.76180291 - f-score 0.8768 - acc 0.8768
2018-12-18 04:05:24,211 ----------------------------------------------------------------------------------------------------
2018-12-18 04:05:24,428 epoch 85 - iter 0/1974 - loss 0.69517219
2018-12-18 04:05:44,181 epoch 85 - iter 197/1974 - loss 0.43192275
2018-12-18 04:06:04,180 epoch 85 - iter 394/1974 - loss 0.41566482
2018-12-18 04:06:25,476 epoch 85 - iter 591/1974 - loss 0.43146231
2018-12-18 04:06:44,982 epoch 85 - iter 788/1974 - loss 0.42814803
2018-12-18 04:07:04,863 epoch 85 - iter 985/1974 - loss 0.42771277
2018-12-18 04:07:24,264 epoch 85 - iter 1182/1974 - loss 0.42610876
2018-12-18 04:07:43,754 epoch 85 - iter 1379/1974 - loss 0.43042507
2018-12-18 04:08:04,640 epoch 85 - iter 1576/1974 - loss 0.42898958
2018-12-18 04:08:24,712 epoch 85 - iter 1773/1974 - loss 0.42988778
2018-12-18 04:08:44,403 epoch 85 - iter 1970/1974 - loss 0.43015001
2018-12-18 04:08:45,648 ----------------------------------------------------------------------------------------------------
2018-12-18 04:08:45,649 EPOCH 85 done: loss 0.4304 - lr 0.0500 - bad epochs 2
2018-12-18 04:09:42,410 TEST : loss 0.75405645 - f-score 0.8775 - acc 0.8775
2018-12-18 04:09:42,439 ----------------------------------------------------------------------------------------------------
2018-12-18 04:09:42,645 epoch 86 - iter 0/1974 - loss 0.18683460
2018-12-18 04:10:03,280 epoch 86 - iter 197/1974 - loss 0.41049038
2018-12-18 04:10:23,132 epoch 86 - iter 394/1974 - loss 0.41912563
2018-12-18 04:10:44,103 epoch 86 - iter 591/1974 - loss 0.41276188
2018-12-18 04:11:03,991 epoch 86 - iter 788/1974 - loss 0.42362063
2018-12-18 04:11:23,620 epoch 86 - iter 985/1974 - loss 0.41783179
2018-12-18 04:11:43,982 epoch 86 - iter 1182/1974 - loss 0.41817894
2018-12-18 04:12:04,193 epoch 86 - iter 1379/1974 - loss 0.42006264
2018-12-18 04:12:24,895 epoch 86 - iter 1576/1974 - loss 0.42090793
2018-12-18 04:12:44,976 epoch 86 - iter 1773/1974 - loss 0.41965830
2018-12-18 04:13:04,859 epoch 86 - iter 1970/1974 - loss 0.41964523
2018-12-18 04:13:05,888 ----------------------------------------------------------------------------------------------------
2018-12-18 04:13:05,888 EPOCH 86 done: loss 0.4198 - lr 0.0500 - bad epochs 3
2018-12-18 04:14:02,679 TEST : loss 0.76787716 - f-score 0.8785 - acc 0.8786
2018-12-18 04:14:02,716 ----------------------------------------------------------------------------------------------------
2018-12-18 04:14:02,944 epoch 87 - iter 0/1974 - loss 0.38449779
2018-12-18 04:14:22,654 epoch 87 - iter 197/1974 - loss 0.41898402
2018-12-18 04:14:43,036 epoch 87 - iter 394/1974 - loss 0.42530109
2018-12-18 04:15:02,948 epoch 87 - iter 591/1974 - loss 0.42784080
2018-12-18 04:15:24,461 epoch 87 - iter 788/1974 - loss 0.42816226
2018-12-18 04:15:44,162 epoch 87 - iter 985/1974 - loss 0.42248592
2018-12-18 04:16:03,985 epoch 87 - iter 1182/1974 - loss 0.42011065
2018-12-18 04:16:24,600 epoch 87 - iter 1379/1974 - loss 0.42343570
2018-12-18 04:16:44,202 epoch 87 - iter 1576/1974 - loss 0.42005291
2018-12-18 04:17:04,208 epoch 87 - iter 1773/1974 - loss 0.42152474
2018-12-18 04:17:24,345 epoch 87 - iter 1970/1974 - loss 0.42342503
2018-12-18 04:17:25,697 ----------------------------------------------------------------------------------------------------
2018-12-18 04:17:25,697 EPOCH 87 done: loss 0.4233 - lr 0.0500 - bad epochs 0
2018-12-18 04:18:21,627 TEST : loss 0.77839762 - f-score 0.8779 - acc 0.8779
2018-12-18 04:18:21,643 ----------------------------------------------------------------------------------------------------
2018-12-18 04:18:21,843 epoch 88 - iter 0/1974 - loss 0.43028623
2018-12-18 04:18:42,104 epoch 88 - iter 197/1974 - loss 0.40876653
2018-12-18 04:19:01,579 epoch 88 - iter 394/1974 - loss 0.40983430
2018-12-18 04:19:21,925 epoch 88 - iter 591/1974 - loss 0.41861381
2018-12-18 04:19:43,083 epoch 88 - iter 788/1974 - loss 0.41413146
2018-12-18 04:20:02,556 epoch 88 - iter 985/1974 - loss 0.41378319
2018-12-18 04:20:22,678 epoch 88 - iter 1182/1974 - loss 0.41662605
2018-12-18 04:20:43,183 epoch 88 - iter 1379/1974 - loss 0.42149846
2018-12-18 04:21:02,948 epoch 88 - iter 1576/1974 - loss 0.42176140
2018-12-18 04:21:22,082 epoch 88 - iter 1773/1974 - loss 0.41885380
2018-12-18 04:21:41,817 epoch 88 - iter 1970/1974 - loss 0.41588768
2018-12-18 04:21:43,059 ----------------------------------------------------------------------------------------------------
2018-12-18 04:21:43,059 EPOCH 88 done: loss 0.4158 - lr 0.0500 - bad epochs 1
2018-12-18 04:22:39,541 TEST : loss 0.75420278 - f-score 0.8770 - acc 0.8770
2018-12-18 04:22:39,546 ----------------------------------------------------------------------------------------------------
2018-12-18 04:22:39,757 epoch 89 - iter 0/1974 - loss 0.13245010
2018-12-18 04:23:00,232 epoch 89 - iter 197/1974 - loss 0.42113104
2018-12-18 04:23:20,662 epoch 89 - iter 394/1974 - loss 0.41543384
2018-12-18 04:23:41,196 epoch 89 - iter 591/1974 - loss 0.39996619
2018-12-18 04:24:00,922 epoch 89 - iter 788/1974 - loss 0.39843072
2018-12-18 04:24:20,758 epoch 89 - iter 985/1974 - loss 0.40267912
2018-12-18 04:24:41,290 epoch 89 - iter 1182/1974 - loss 0.40370264
2018-12-18 04:25:02,567 epoch 89 - iter 1379/1974 - loss 0.40809786
2018-12-18 04:25:21,798 epoch 89 - iter 1576/1974 - loss 0.40694697
2018-12-18 04:25:41,485 epoch 89 - iter 1773/1974 - loss 0.40729479
2018-12-18 04:26:01,937 epoch 89 - iter 1970/1974 - loss 0.41123614
2018-12-18 04:26:03,240 ----------------------------------------------------------------------------------------------------
2018-12-18 04:26:03,240 EPOCH 89 done: loss 0.4116 - lr 0.0500 - bad epochs 0
2018-12-18 04:26:59,902 TEST : loss 0.76979887 - f-score 0.8785 - acc 0.8785
2018-12-18 04:26:59,909 ----------------------------------------------------------------------------------------------------
2018-12-18 04:27:00,103 epoch 90 - iter 0/1974 - loss 0.69599247
2018-12-18 04:27:20,204 epoch 90 - iter 197/1974 - loss 0.40904835
2018-12-18 04:27:40,085 epoch 90 - iter 394/1974 - loss 0.39694236
2018-12-18 04:28:00,946 epoch 90 - iter 591/1974 - loss 0.39605722
2018-12-18 04:28:20,864 epoch 90 - iter 788/1974 - loss 0.40281076
2018-12-18 04:28:40,935 epoch 90 - iter 985/1974 - loss 0.40914286
2018-12-18 04:29:00,865 epoch 90 - iter 1182/1974 - loss 0.40561942
2018-12-18 04:29:19,811 epoch 90 - iter 1379/1974 - loss 0.40431010
2018-12-18 04:29:41,915 epoch 90 - iter 1576/1974 - loss 0.40661743
2018-12-18 04:30:01,491 epoch 90 - iter 1773/1974 - loss 0.40842123
2018-12-18 04:30:20,535 epoch 90 - iter 1970/1974 - loss 0.40875595
2018-12-18 04:30:21,595 ----------------------------------------------------------------------------------------------------
2018-12-18 04:30:21,595 EPOCH 90 done: loss 0.4085 - lr 0.0500 - bad epochs 0
2018-12-18 04:31:18,124 TEST : loss 0.77451336 - f-score 0.8777 - acc 0.8777
2018-12-18 04:31:18,131 ----------------------------------------------------------------------------------------------------
2018-12-18 04:31:18,335 epoch 91 - iter 0/1974 - loss 0.26271385
2018-12-18 04:31:38,931 epoch 91 - iter 197/1974 - loss 0.39612430
2018-12-18 04:31:58,680 epoch 91 - iter 394/1974 - loss 0.39726752
2018-12-18 04:32:18,237 epoch 91 - iter 591/1974 - loss 0.40160406
2018-12-18 04:32:39,108 epoch 91 - iter 788/1974 - loss 0.40193247
2018-12-18 04:32:59,032 epoch 91 - iter 985/1974 - loss 0.40016613
2018-12-18 04:33:19,075 epoch 91 - iter 1182/1974 - loss 0.40286847
2018-12-18 04:33:40,874 epoch 91 - iter 1379/1974 - loss 0.40448728
2018-12-18 04:34:00,593 epoch 91 - iter 1576/1974 - loss 0.40805117
2018-12-18 04:34:20,552 epoch 91 - iter 1773/1974 - loss 0.40903860
2018-12-18 04:34:40,385 epoch 91 - iter 1970/1974 - loss 0.40958347
2018-12-18 04:34:41,395 ----------------------------------------------------------------------------------------------------
2018-12-18 04:34:41,396 EPOCH 91 done: loss 0.4095 - lr 0.0500 - bad epochs 0
2018-12-18 04:35:38,275 TEST : loss 0.77168375 - f-score 0.8784 - acc 0.8784
2018-12-18 04:35:38,292 ----------------------------------------------------------------------------------------------------
2018-12-18 04:35:38,507 epoch 92 - iter 0/1974 - loss 0.22615072
2018-12-18 04:35:58,430 epoch 92 - iter 197/1974 - loss 0.36502947
2018-12-18 04:36:19,411 epoch 92 - iter 394/1974 - loss 0.40213668
2018-12-18 04:36:39,712 epoch 92 - iter 591/1974 - loss 0.39618426
2018-12-18 04:37:00,328 epoch 92 - iter 788/1974 - loss 0.39515741
2018-12-18 04:37:19,913 epoch 92 - iter 985/1974 - loss 0.39481578
2018-12-18 04:37:39,604 epoch 92 - iter 1182/1974 - loss 0.39638054
2018-12-18 04:37:59,196 epoch 92 - iter 1379/1974 - loss 0.39657524
2018-12-18 04:38:19,141 epoch 92 - iter 1576/1974 - loss 0.39941808
2018-12-18 04:38:38,949 epoch 92 - iter 1773/1974 - loss 0.40226285
2018-12-18 04:38:59,564 epoch 92 - iter 1970/1974 - loss 0.40268985
2018-12-18 04:39:00,858 ----------------------------------------------------------------------------------------------------
2018-12-18 04:39:00,858 EPOCH 92 done: loss 0.4027 - lr 0.0500 - bad epochs 1
2018-12-18 04:40:04,005 TEST : loss 0.77902585 - f-score 0.8776 - acc 0.8776
2018-12-18 04:40:04,010 ----------------------------------------------------------------------------------------------------
2018-12-18 04:40:04,166 epoch 93 - iter 0/1974 - loss 0.20675373
2018-12-18 04:40:23,621 epoch 93 - iter 197/1974 - loss 0.39759919
2018-12-18 04:40:43,803 epoch 93 - iter 394/1974 - loss 0.40540719
2018-12-18 04:41:03,658 epoch 93 - iter 591/1974 - loss 0.39704872
2018-12-18 04:41:23,108 epoch 93 - iter 788/1974 - loss 0.39941723
2018-12-18 04:41:43,926 epoch 93 - iter 985/1974 - loss 0.40539811
2018-12-18 04:42:04,113 epoch 93 - iter 1182/1974 - loss 0.40572271
2018-12-18 04:42:24,304 epoch 93 - iter 1379/1974 - loss 0.40956753
2018-12-18 04:42:44,108 epoch 93 - iter 1576/1974 - loss 0.40881022
2018-12-18 04:43:04,028 epoch 93 - iter 1773/1974 - loss 0.40802956
2018-12-18 04:43:25,001 epoch 93 - iter 1970/1974 - loss 0.41081508
2018-12-18 04:43:26,070 ----------------------------------------------------------------------------------------------------
2018-12-18 04:43:26,071 EPOCH 93 done: loss 0.4106 - lr 0.0500 - bad epochs 0
2018-12-18 04:44:22,973 TEST : loss 0.74968147 - f-score 0.8779 - acc 0.8778
2018-12-18 04:44:23,050 ----------------------------------------------------------------------------------------------------
2018-12-18 04:44:23,254 epoch 94 - iter 0/1974 - loss 0.38208964
2018-12-18 04:44:43,248 epoch 94 - iter 197/1974 - loss 0.37920465
2018-12-18 04:45:04,525 epoch 94 - iter 394/1974 - loss 0.37826743
2018-12-18 04:45:24,433 epoch 94 - iter 591/1974 - loss 0.38326198
2018-12-18 04:45:46,120 epoch 94 - iter 788/1974 - loss 0.39882849
2018-12-18 04:46:06,149 epoch 94 - iter 985/1974 - loss 0.39552215
2018-12-18 04:46:25,565 epoch 94 - iter 1182/1974 - loss 0.39773153
2018-12-18 04:46:45,264 epoch 94 - iter 1379/1974 - loss 0.39541151
2018-12-18 04:47:05,374 epoch 94 - iter 1576/1974 - loss 0.39737540
2018-12-18 04:47:25,471 epoch 94 - iter 1773/1974 - loss 0.39934059
2018-12-18 04:47:45,053 epoch 94 - iter 1970/1974 - loss 0.39863899
2018-12-18 04:47:45,973 ----------------------------------------------------------------------------------------------------
2018-12-18 04:47:45,974 EPOCH 94 done: loss 0.3984 - lr 0.0500 - bad epochs 1
2018-12-18 04:48:42,488 TEST : loss 0.79558754 - f-score 0.8777 - acc 0.8776
2018-12-18 04:48:42,502 ----------------------------------------------------------------------------------------------------
2018-12-18 04:48:42,745 epoch 95 - iter 0/1974 - loss 0.24356636
2018-12-18 04:49:02,706 epoch 95 - iter 197/1974 - loss 0.40998654
2018-12-18 04:49:22,318 epoch 95 - iter 394/1974 - loss 0.40101343
2018-12-18 04:49:43,336 epoch 95 - iter 591/1974 - loss 0.41022269
2018-12-18 04:50:03,151 epoch 95 - iter 788/1974 - loss 0.40533251
2018-12-18 04:50:23,484 epoch 95 - iter 985/1974 - loss 0.40400735
2018-12-18 04:50:43,519 epoch 95 - iter 1182/1974 - loss 0.40460541
2018-12-18 04:51:04,227 epoch 95 - iter 1379/1974 - loss 0.40727584
2018-12-18 04:51:23,851 epoch 95 - iter 1576/1974 - loss 0.40948577
2018-12-18 04:51:44,275 epoch 95 - iter 1773/1974 - loss 0.40733817
2018-12-18 04:52:04,966 epoch 95 - iter 1970/1974 - loss 0.40618027
2018-12-18 04:52:06,112 ----------------------------------------------------------------------------------------------------
2018-12-18 04:52:06,112 EPOCH 95 done: loss 0.4058 - lr 0.0500 - bad epochs 0
2018-12-18 04:53:02,809 TEST : loss 0.78334677 - f-score 0.8783 - acc 0.8783
2018-12-18 04:53:02,814 ----------------------------------------------------------------------------------------------------
2018-12-18 04:53:03,058 epoch 96 - iter 0/1974 - loss 0.65442246
2018-12-18 04:53:23,400 epoch 96 - iter 197/1974 - loss 0.36150352
2018-12-18 04:53:43,659 epoch 96 - iter 394/1974 - loss 0.36724529
2018-12-18 04:54:03,360 epoch 96 - iter 591/1974 - loss 0.37557064
2018-12-18 04:54:23,172 epoch 96 - iter 788/1974 - loss 0.37916043
2018-12-18 04:54:42,868 epoch 96 - iter 985/1974 - loss 0.37996994
2018-12-18 04:55:02,392 epoch 96 - iter 1182/1974 - loss 0.38329063
2018-12-18 04:55:22,035 epoch 96 - iter 1379/1974 - loss 0.38252618
2018-12-18 04:55:42,596 epoch 96 - iter 1576/1974 - loss 0.38458710
2018-12-18 04:56:04,225 epoch 96 - iter 1773/1974 - loss 0.38932210
2018-12-18 04:56:24,371 epoch 96 - iter 1970/1974 - loss 0.39292921
2018-12-18 04:56:25,385 ----------------------------------------------------------------------------------------------------
2018-12-18 04:56:25,385 EPOCH 96 done: loss 0.3932 - lr 0.0500 - bad epochs 1
2018-12-18 04:57:21,801 TEST : loss 0.79560369 - f-score 0.8772 - acc 0.8772
2018-12-18 04:57:21,824 ----------------------------------------------------------------------------------------------------
2018-12-18 04:57:22,050 epoch 97 - iter 0/1974 - loss 0.50749195
2018-12-18 04:57:42,828 epoch 97 - iter 197/1974 - loss 0.41612381
2018-12-18 04:58:02,411 epoch 97 - iter 394/1974 - loss 0.40449073
2018-12-18 04:58:22,450 epoch 97 - iter 591/1974 - loss 0.40943262
2018-12-18 04:58:42,208 epoch 97 - iter 788/1974 - loss 0.40184070
2018-12-18 04:59:02,538 epoch 97 - iter 985/1974 - loss 0.39870644
2018-12-18 04:59:22,038 epoch 97 - iter 1182/1974 - loss 0.39817096
2018-12-18 04:59:41,541 epoch 97 - iter 1379/1974 - loss 0.39906836
2018-12-18 05:00:01,343 epoch 97 - iter 1576/1974 - loss 0.39728195
2018-12-18 05:00:22,861 epoch 97 - iter 1773/1974 - loss 0.39821784
2018-12-18 05:00:42,688 epoch 97 - iter 1970/1974 - loss 0.40169977
2018-12-18 05:00:44,965 ----------------------------------------------------------------------------------------------------
2018-12-18 05:00:44,965 EPOCH 97 done: loss 0.4032 - lr 0.0500 - bad epochs 0
2018-12-18 05:01:41,766 TEST : loss 0.78756452 - f-score 0.8785 - acc 0.8785
2018-12-18 05:01:41,801 ----------------------------------------------------------------------------------------------------
2018-12-18 05:01:42,001 epoch 98 - iter 0/1974 - loss 0.40116227
2018-12-18 05:02:01,527 epoch 98 - iter 197/1974 - loss 0.39453799
2018-12-18 05:02:21,002 epoch 98 - iter 394/1974 - loss 0.38770631
2018-12-18 05:02:41,236 epoch 98 - iter 591/1974 - loss 0.37746315
2018-12-18 05:03:00,945 epoch 98 - iter 788/1974 - loss 0.38403452
2018-12-18 05:03:22,299 epoch 98 - iter 985/1974 - loss 0.39396097
2018-12-18 05:03:42,420 epoch 98 - iter 1182/1974 - loss 0.40046512
2018-12-18 05:04:02,860 epoch 98 - iter 1379/1974 - loss 0.40020036
2018-12-18 05:04:23,714 epoch 98 - iter 1576/1974 - loss 0.40147066
2018-12-18 05:04:43,545 epoch 98 - iter 1773/1974 - loss 0.40099882
2018-12-18 05:05:03,774 epoch 98 - iter 1970/1974 - loss 0.39903118
2018-12-18 05:05:04,960 ----------------------------------------------------------------------------------------------------
2018-12-18 05:05:04,960 EPOCH 98 done: loss 0.3989 - lr 0.0500 - bad epochs 1
2018-12-18 05:06:01,619 TEST : loss 0.80429584 - f-score 0.8768 - acc 0.8768
2018-12-18 05:06:01,625 ----------------------------------------------------------------------------------------------------
2018-12-18 05:06:01,814 epoch 99 - iter 0/1974 - loss 0.26359689
2018-12-18 05:06:21,878 epoch 99 - iter 197/1974 - loss 0.40172854
2018-12-18 05:06:42,079 epoch 99 - iter 394/1974 - loss 0.38922920
2018-12-18 05:07:02,240 epoch 99 - iter 591/1974 - loss 0.39550246
2018-12-18 05:07:22,541 epoch 99 - iter 788/1974 - loss 0.39399532
2018-12-18 05:07:42,440 epoch 99 - iter 985/1974 - loss 0.39290064
2018-12-18 05:08:03,002 epoch 99 - iter 1182/1974 - loss 0.39328466
2018-12-18 05:08:24,198 epoch 99 - iter 1379/1974 - loss 0.39821888
2018-12-18 05:08:43,882 epoch 99 - iter 1576/1974 - loss 0.39982640
2018-12-18 05:09:03,618 epoch 99 - iter 1773/1974 - loss 0.39869338
2018-12-18 05:09:24,156 epoch 99 - iter 1970/1974 - loss 0.39728235
2018-12-18 05:09:25,482 ----------------------------------------------------------------------------------------------------
2018-12-18 05:09:25,483 EPOCH 99 done: loss 0.3975 - lr 0.0500 - bad epochs 2
2018-12-18 05:10:21,394 TEST : loss 0.81092280 - f-score 0.8781 - acc 0.8781
2018-12-18 05:10:21,399 ----------------------------------------------------------------------------------------------------
2018-12-18 05:10:21,593 epoch 100 - iter 0/1974 - loss 0.38354862
2018-12-18 05:10:41,800 epoch 100 - iter 197/1974 - loss 0.38438105
2018-12-18 05:11:01,949 epoch 100 - iter 394/1974 - loss 0.38200622
2018-12-18 05:11:22,179 epoch 100 - iter 591/1974 - loss 0.37923217
2018-12-18 05:11:42,730 epoch 100 - iter 788/1974 - loss 0.38798967
2018-12-18 05:12:02,317 epoch 100 - iter 985/1974 - loss 0.39069704
2018-12-18 05:12:21,933 epoch 100 - iter 1182/1974 - loss 0.39465475
2018-12-18 05:12:41,470 epoch 100 - iter 1379/1974 - loss 0.39407727
2018-12-18 05:13:01,723 epoch 100 - iter 1576/1974 - loss 0.39468977
2018-12-18 05:13:21,698 epoch 100 - iter 1773/1974 - loss 0.39538509
2018-12-18 05:13:41,880 epoch 100 - iter 1970/1974 - loss 0.39545835
2018-12-18 05:13:43,056 ----------------------------------------------------------------------------------------------------
2018-12-18 05:13:43,056 EPOCH 100 done: loss 0.3957 - lr 0.0500 - bad epochs 3
2018-12-18 05:14:39,493 TEST : loss 0.79951221 - f-score 0.8767 - acc 0.8767
2018-12-18 05:14:39,499 ----------------------------------------------------------------------------------------------------
2018-12-18 05:14:39,718 epoch 101 - iter 0/1974 - loss 0.23626167
2018-12-18 05:15:01,224 epoch 101 - iter 197/1974 - loss 0.39236649
2018-12-18 05:15:20,923 epoch 101 - iter 394/1974 - loss 0.37853530
2018-12-18 05:15:40,477 epoch 101 - iter 591/1974 - loss 0.38334995
2018-12-18 05:16:00,773 epoch 101 - iter 788/1974 - loss 0.38661152
2018-12-18 05:16:20,214 epoch 101 - iter 985/1974 - loss 0.38659560
2018-12-18 05:16:40,884 epoch 101 - iter 1182/1974 - loss 0.38567060
2018-12-18 05:17:00,750 epoch 101 - iter 1379/1974 - loss 0.38444951
2018-12-18 05:17:21,069 epoch 101 - iter 1576/1974 - loss 0.38478021
2018-12-18 05:17:40,778 epoch 101 - iter 1773/1974 - loss 0.38288690
2018-12-18 05:18:01,795 epoch 101 - iter 1970/1974 - loss 0.38301180
2018-12-18 05:18:02,708 ----------------------------------------------------------------------------------------------------
2018-12-18 05:18:02,708 EPOCH 101 done: loss 0.3832 - lr 0.0250 - bad epochs 0
2018-12-18 05:18:59,463 TEST : loss 0.77751428 - f-score 0.8787 - acc 0.8787
2018-12-18 05:18:59,478 ----------------------------------------------------------------------------------------------------
2018-12-18 05:18:59,700 epoch 102 - iter 0/1974 - loss 0.39320430
2018-12-18 05:19:20,440 epoch 102 - iter 197/1974 - loss 0.37790131
2018-12-18 05:19:40,646 epoch 102 - iter 394/1974 - loss 0.37389669
2018-12-18 05:20:01,907 epoch 102 - iter 591/1974 - loss 0.36796777
2018-12-18 05:20:21,487 epoch 102 - iter 788/1974 - loss 0.36737610
2018-12-18 05:20:41,035 epoch 102 - iter 985/1974 - loss 0.36303701
2018-12-18 05:21:00,971 epoch 102 - iter 1182/1974 - loss 0.36092144
2018-12-18 05:21:20,666 epoch 102 - iter 1379/1974 - loss 0.36371889
2018-12-18 05:21:40,338 epoch 102 - iter 1576/1974 - loss 0.36347885
2018-12-18 05:22:00,051 epoch 102 - iter 1773/1974 - loss 0.36173720
2018-12-18 05:22:20,579 epoch 102 - iter 1970/1974 - loss 0.36383698
2018-12-18 05:22:21,884 ----------------------------------------------------------------------------------------------------
2018-12-18 05:22:21,884 EPOCH 102 done: loss 0.3638 - lr 0.0250 - bad epochs 0
2018-12-18 05:23:18,711 TEST : loss 0.78579539 - f-score 0.8795 - acc 0.8795
2018-12-18 05:23:18,740 ----------------------------------------------------------------------------------------------------
2018-12-18 05:23:18,951 epoch 103 - iter 0/1974 - loss 0.79261893
2018-12-18 05:23:38,937 epoch 103 - iter 197/1974 - loss 0.35156777
2018-12-18 05:23:58,676 epoch 103 - iter 394/1974 - loss 0.34125857
2018-12-18 05:24:18,128 epoch 103 - iter 591/1974 - loss 0.33504933
2018-12-18 05:24:39,152 epoch 103 - iter 788/1974 - loss 0.34066872
2018-12-18 05:24:59,735 epoch 103 - iter 985/1974 - loss 0.34495494
2018-12-18 05:25:19,171 epoch 103 - iter 1182/1974 - loss 0.34336215
2018-12-18 05:25:39,087 epoch 103 - iter 1379/1974 - loss 0.34412677
2018-12-18 05:25:59,817 epoch 103 - iter 1576/1974 - loss 0.34733348
2018-12-18 05:26:19,687 epoch 103 - iter 1773/1974 - loss 0.35095860
2018-12-18 05:26:39,484 epoch 103 - iter 1970/1974 - loss 0.35149598
2018-12-18 05:26:40,522 ----------------------------------------------------------------------------------------------------
2018-12-18 05:26:40,522 EPOCH 103 done: loss 0.3514 - lr 0.0250 - bad epochs 0
2018-12-18 05:27:37,269 TEST : loss 0.80001926 - f-score 0.8790 - acc 0.8790
2018-12-18 05:27:37,274 ----------------------------------------------------------------------------------------------------
2018-12-18 05:27:37,468 epoch 104 - iter 0/1974 - loss 0.31911197
2018-12-18 05:27:58,492 epoch 104 - iter 197/1974 - loss 0.36056882
2018-12-18 05:28:18,773 epoch 104 - iter 394/1974 - loss 0.35496168
2018-12-18 05:28:38,669 epoch 104 - iter 591/1974 - loss 0.35691998
2018-12-18 05:28:58,722 epoch 104 - iter 788/1974 - loss 0.36013551
2018-12-18 05:29:18,323 epoch 104 - iter 985/1974 - loss 0.36005167
2018-12-18 05:29:39,137 epoch 104 - iter 1182/1974 - loss 0.35564103
2018-12-18 05:29:58,707 epoch 104 - iter 1379/1974 - loss 0.35562339
2018-12-18 05:30:19,687 epoch 104 - iter 1576/1974 - loss 0.35785251
2018-12-18 05:30:39,826 epoch 104 - iter 1773/1974 - loss 0.35536110
2018-12-18 05:31:00,100 epoch 104 - iter 1970/1974 - loss 0.35487691
2018-12-18 05:31:01,480 ----------------------------------------------------------------------------------------------------
2018-12-18 05:31:01,480 EPOCH 104 done: loss 0.3549 - lr 0.0250 - bad epochs 0
2018-12-18 05:31:57,963 TEST : loss 0.79417670 - f-score 0.8786 - acc 0.8786
2018-12-18 05:31:57,968 ----------------------------------------------------------------------------------------------------
2018-12-18 05:31:58,182 epoch 105 - iter 0/1974 - loss 0.03740641
2018-12-18 05:32:18,351 epoch 105 - iter 197/1974 - loss 0.34990104
2018-12-18 05:32:39,420 epoch 105 - iter 394/1974 - loss 0.38328436
2018-12-18 05:32:58,986 epoch 105 - iter 591/1974 - loss 0.36273105
2018-12-18 05:33:19,835 epoch 105 - iter 788/1974 - loss 0.36143104
2018-12-18 05:33:39,484 epoch 105 - iter 985/1974 - loss 0.35915908
2018-12-18 05:33:59,316 epoch 105 - iter 1182/1974 - loss 0.35600835
2018-12-18 05:34:19,037 epoch 105 - iter 1379/1974 - loss 0.35874909
2018-12-18 05:34:39,570 epoch 105 - iter 1576/1974 - loss 0.35701432
2018-12-18 05:34:58,906 epoch 105 - iter 1773/1974 - loss 0.35471972
2018-12-18 05:35:19,546 epoch 105 - iter 1970/1974 - loss 0.35273883
2018-12-18 05:35:20,816 ----------------------------------------------------------------------------------------------------
2018-12-18 05:35:20,816 EPOCH 105 done: loss 0.3526 - lr 0.0250 - bad epochs 1
2018-12-18 05:36:17,624 TEST : loss 0.81895733 - f-score 0.8788 - acc 0.8788
2018-12-18 05:36:17,664 ----------------------------------------------------------------------------------------------------
2018-12-18 05:36:17,858 epoch 106 - iter 0/1974 - loss 0.37731010
2018-12-18 05:36:38,210 epoch 106 - iter 197/1974 - loss 0.35440709
2018-12-18 05:36:58,497 epoch 106 - iter 394/1974 - loss 0.35110769
2018-12-18 05:37:19,095 epoch 106 - iter 591/1974 - loss 0.34719843
2018-12-18 05:37:39,954 epoch 106 - iter 788/1974 - loss 0.34959670
2018-12-18 05:38:00,258 epoch 106 - iter 985/1974 - loss 0.34605453
2018-12-18 05:38:20,086 epoch 106 - iter 1182/1974 - loss 0.34424045
2018-12-18 05:38:39,914 epoch 106 - iter 1379/1974 - loss 0.34681069
2018-12-18 05:38:59,620 epoch 106 - iter 1576/1974 - loss 0.34702969
2018-12-18 05:39:19,871 epoch 106 - iter 1773/1974 - loss 0.34678537
2018-12-18 05:39:40,235 epoch 106 - iter 1970/1974 - loss 0.34434729
2018-12-18 05:39:41,702 ----------------------------------------------------------------------------------------------------
2018-12-18 05:39:41,702 EPOCH 106 done: loss 0.3442 - lr 0.0250 - bad epochs 2
2018-12-18 05:40:38,466 TEST : loss 0.81220615 - f-score 0.8779 - acc 0.8779
2018-12-18 05:40:38,519 ----------------------------------------------------------------------------------------------------
2018-12-18 05:40:38,723 epoch 107 - iter 0/1974 - loss 0.39429983
2018-12-18 05:40:58,605 epoch 107 - iter 197/1974 - loss 0.34645621
2018-12-18 05:41:18,990 epoch 107 - iter 394/1974 - loss 0.33583586
2018-12-18 05:41:38,943 epoch 107 - iter 591/1974 - loss 0.33182727
2018-12-18 05:41:58,979 epoch 107 - iter 788/1974 - loss 0.34452705
2018-12-18 05:42:19,183 epoch 107 - iter 985/1974 - loss 0.34629794
2018-12-18 05:42:39,297 epoch 107 - iter 1182/1974 - loss 0.34249770
2018-12-18 05:42:59,035 epoch 107 - iter 1379/1974 - loss 0.34446648
2018-12-18 05:43:18,924 epoch 107 - iter 1576/1974 - loss 0.34315860
2018-12-18 05:43:40,023 epoch 107 - iter 1773/1974 - loss 0.34155768
2018-12-18 05:44:00,752 epoch 107 - iter 1970/1974 - loss 0.34551122
2018-12-18 05:44:01,675 ----------------------------------------------------------------------------------------------------
2018-12-18 05:44:01,676 EPOCH 107 done: loss 0.3459 - lr 0.0250 - bad epochs 0
2018-12-18 05:44:58,179 TEST : loss 0.80269498 - f-score 0.8774 - acc 0.8774
2018-12-18 05:44:58,197 ----------------------------------------------------------------------------------------------------
2018-12-18 05:44:58,407 epoch 108 - iter 0/1974 - loss 0.56341833
2018-12-18 05:45:19,662 epoch 108 - iter 197/1974 - loss 0.37262245
2018-12-18 05:45:39,700 epoch 108 - iter 394/1974 - loss 0.34383175
2018-12-18 05:46:00,007 epoch 108 - iter 591/1974 - loss 0.34612608
2018-12-18 05:46:20,222 epoch 108 - iter 788/1974 - loss 0.34954462
2018-12-18 05:46:40,821 epoch 108 - iter 985/1974 - loss 0.34919444
2018-12-18 05:47:00,582 epoch 108 - iter 1182/1974 - loss 0.35147218
2018-12-18 05:47:21,409 epoch 108 - iter 1379/1974 - loss 0.35413861
2018-12-18 05:47:40,851 epoch 108 - iter 1576/1974 - loss 0.35176101
2018-12-18 05:48:00,863 epoch 108 - iter 1773/1974 - loss 0.35187891
2018-12-18 05:48:20,674 epoch 108 - iter 1970/1974 - loss 0.35140052
2018-12-18 05:48:21,884 ----------------------------------------------------------------------------------------------------
2018-12-18 05:48:21,884 EPOCH 108 done: loss 0.3512 - lr 0.0250 - bad epochs 1
2018-12-18 05:49:18,728 TEST : loss 0.80674183 - f-score 0.8792 - acc 0.8792
2018-12-18 05:49:18,738 ----------------------------------------------------------------------------------------------------
2018-12-18 05:49:18,944 epoch 109 - iter 0/1974 - loss 0.22339606
2018-12-18 05:49:39,216 epoch 109 - iter 197/1974 - loss 0.34315491
2018-12-18 05:50:00,587 epoch 109 - iter 394/1974 - loss 0.34919328
2018-12-18 05:50:20,353 epoch 109 - iter 591/1974 - loss 0.34729828
2018-12-18 05:50:40,579 epoch 109 - iter 788/1974 - loss 0.34787729
2018-12-18 05:51:00,691 epoch 109 - iter 985/1974 - loss 0.34684466
2018-12-18 05:51:20,039 epoch 109 - iter 1182/1974 - loss 0.34644050
2018-12-18 05:51:39,614 epoch 109 - iter 1379/1974 - loss 0.34422471
2018-12-18 05:52:00,302 epoch 109 - iter 1576/1974 - loss 0.34270652
2018-12-18 05:52:20,788 epoch 109 - iter 1773/1974 - loss 0.34207098
2018-12-18 05:52:40,717 epoch 109 - iter 1970/1974 - loss 0.34219505
2018-12-18 05:52:42,005 ----------------------------------------------------------------------------------------------------
2018-12-18 05:52:42,005 EPOCH 109 done: loss 0.3421 - lr 0.0250 - bad epochs 2
2018-12-18 05:53:45,162 TEST : loss 0.80594677 - f-score 0.8806 - acc 0.8806
2018-12-18 05:53:45,166 ----------------------------------------------------------------------------------------------------
2018-12-18 05:53:45,324 epoch 110 - iter 0/1974 - loss 0.27087873
2018-12-18 05:54:05,792 epoch 110 - iter 197/1974 - loss 0.32915170
2018-12-18 05:54:25,704 epoch 110 - iter 394/1974 - loss 0.32741246
2018-12-18 05:54:46,040 epoch 110 - iter 591/1974 - loss 0.32639566
2018-12-18 05:55:06,385 epoch 110 - iter 788/1974 - loss 0.32094898
2018-12-18 05:55:25,997 epoch 110 - iter 985/1974 - loss 0.32763997
2018-12-18 05:55:45,627 epoch 110 - iter 1182/1974 - loss 0.33216585
2018-12-18 05:56:06,109 epoch 110 - iter 1379/1974 - loss 0.33365620
2018-12-18 05:56:25,744 epoch 110 - iter 1576/1974 - loss 0.33631022
2018-12-18 05:56:46,236 epoch 110 - iter 1773/1974 - loss 0.33808753
2018-12-18 05:57:06,448 epoch 110 - iter 1970/1974 - loss 0.33967680
2018-12-18 05:57:07,545 ----------------------------------------------------------------------------------------------------
2018-12-18 05:57:07,546 EPOCH 110 done: loss 0.3398 - lr 0.0250 - bad epochs 0
2018-12-18 05:58:03,998 TEST : loss 0.81853575 - f-score 0.8794 - acc 0.8794
2018-12-18 05:58:04,037 ----------------------------------------------------------------------------------------------------
2018-12-18 05:58:04,282 epoch 111 - iter 0/1974 - loss 0.31076992
2018-12-18 05:58:25,061 epoch 111 - iter 197/1974 - loss 0.31480383
2018-12-18 05:58:45,208 epoch 111 - iter 394/1974 - loss 0.31209035
2018-12-18 05:59:06,086 epoch 111 - iter 591/1974 - loss 0.32044971
2018-12-18 05:59:25,476 epoch 111 - iter 788/1974 - loss 0.32062420
2018-12-18 05:59:46,682 epoch 111 - iter 985/1974 - loss 0.33119596
2018-12-18 06:00:06,278 epoch 111 - iter 1182/1974 - loss 0.33118404
2018-12-18 06:00:26,627 epoch 111 - iter 1379/1974 - loss 0.33468495
2018-12-18 06:00:46,342 epoch 111 - iter 1576/1974 - loss 0.33441764
2018-12-18 06:01:07,413 epoch 111 - iter 1773/1974 - loss 0.33080915
2018-12-18 06:01:26,718 epoch 111 - iter 1970/1974 - loss 0.33305138
2018-12-18 06:01:28,025 ----------------------------------------------------------------------------------------------------
2018-12-18 06:01:28,025 EPOCH 111 done: loss 0.3329 - lr 0.0250 - bad epochs 0
2018-12-18 06:02:24,547 TEST : loss 0.82628345 - f-score 0.8782 - acc 0.8782
2018-12-18 06:02:24,551 ----------------------------------------------------------------------------------------------------
2018-12-18 06:02:24,753 epoch 112 - iter 0/1974 - loss 0.32198775
2018-12-18 06:02:45,382 epoch 112 - iter 197/1974 - loss 0.34660510
2018-12-18 06:03:05,878 epoch 112 - iter 394/1974 - loss 0.35453327
2018-12-18 06:03:26,447 epoch 112 - iter 591/1974 - loss 0.34155498
2018-12-18 06:03:45,891 epoch 112 - iter 788/1974 - loss 0.34270719
2018-12-18 06:04:05,147 epoch 112 - iter 985/1974 - loss 0.33808230
2018-12-18 06:04:25,132 epoch 112 - iter 1182/1974 - loss 0.33650824
2018-12-18 06:04:46,058 epoch 112 - iter 1379/1974 - loss 0.33781620
2018-12-18 06:05:07,606 epoch 112 - iter 1576/1974 - loss 0.33812986
2018-12-18 06:05:27,270 epoch 112 - iter 1773/1974 - loss 0.33995091
2018-12-18 06:05:46,865 epoch 112 - iter 1970/1974 - loss 0.34083429
2018-12-18 06:05:47,864 ----------------------------------------------------------------------------------------------------
2018-12-18 06:05:47,864 EPOCH 112 done: loss 0.3411 - lr 0.0250 - bad epochs 0
2018-12-18 06:06:43,710 TEST : loss 0.78843796 - f-score 0.8780 - acc 0.8779
2018-12-18 06:06:43,715 ----------------------------------------------------------------------------------------------------
2018-12-18 06:06:43,910 epoch 113 - iter 0/1974 - loss 0.20231953
2018-12-18 06:07:03,282 epoch 113 - iter 197/1974 - loss 0.31572912
2018-12-18 06:07:23,084 epoch 113 - iter 394/1974 - loss 0.32968982
2018-12-18 06:07:42,932 epoch 113 - iter 591/1974 - loss 0.32759849
2018-12-18 06:08:03,368 epoch 113 - iter 788/1974 - loss 0.33642455
2018-12-18 06:08:23,251 epoch 113 - iter 985/1974 - loss 0.33370490
2018-12-18 06:08:43,579 epoch 113 - iter 1182/1974 - loss 0.33768266
2018-12-18 06:09:05,319 epoch 113 - iter 1379/1974 - loss 0.33681639
2018-12-18 06:09:25,871 epoch 113 - iter 1576/1974 - loss 0.33298958
2018-12-18 06:09:45,461 epoch 113 - iter 1773/1974 - loss 0.33106682
2018-12-18 06:10:04,975 epoch 113 - iter 1970/1974 - loss 0.33297474
2018-12-18 06:10:06,120 ----------------------------------------------------------------------------------------------------
2018-12-18 06:10:06,120 EPOCH 113 done: loss 0.3327 - lr 0.0250 - bad epochs 1
2018-12-18 06:11:03,052 TEST : loss 0.82482976 - f-score 0.8789 - acc 0.8789
2018-12-18 06:11:03,058 ----------------------------------------------------------------------------------------------------
2018-12-18 06:11:03,301 epoch 114 - iter 0/1974 - loss 0.48709390
2018-12-18 06:11:24,314 epoch 114 - iter 197/1974 - loss 0.34036550
2018-12-18 06:11:44,447 epoch 114 - iter 394/1974 - loss 0.32923824
2018-12-18 06:12:04,474 epoch 114 - iter 591/1974 - loss 0.32907420
2018-12-18 06:12:24,369 epoch 114 - iter 788/1974 - loss 0.33373174
2018-12-18 06:12:44,815 epoch 114 - iter 985/1974 - loss 0.33763869
2018-12-18 06:13:04,559 epoch 114 - iter 1182/1974 - loss 0.33577952
2018-12-18 06:13:25,019 epoch 114 - iter 1379/1974 - loss 0.33420303
2018-12-18 06:13:44,189 epoch 114 - iter 1576/1974 - loss 0.33449872
2018-12-18 06:14:04,608 epoch 114 - iter 1773/1974 - loss 0.33293252
2018-12-18 06:14:25,001 epoch 114 - iter 1970/1974 - loss 0.33088590
2018-12-18 06:14:26,138 ----------------------------------------------------------------------------------------------------
2018-12-18 06:14:26,138 EPOCH 114 done: loss 0.3308 - lr 0.0250 - bad epochs 0
2018-12-18 06:15:21,710 TEST : loss 0.82407844 - f-score 0.8788 - acc 0.8788
2018-12-18 06:15:21,766 ----------------------------------------------------------------------------------------------------
2018-12-18 06:15:21,967 epoch 115 - iter 0/1974 - loss 0.31580174
2018-12-18 06:15:42,705 epoch 115 - iter 197/1974 - loss 0.30774494
2018-12-18 06:16:05,220 epoch 115 - iter 394/1974 - loss 0.32537522
2018-12-18 06:16:24,781 epoch 115 - iter 591/1974 - loss 0.32202421
2018-12-18 06:16:44,954 epoch 115 - iter 788/1974 - loss 0.32749840
2018-12-18 06:17:04,836 epoch 115 - iter 985/1974 - loss 0.32653541
2018-12-18 06:17:24,882 epoch 115 - iter 1182/1974 - loss 0.32690023
2018-12-18 06:17:45,340 epoch 115 - iter 1379/1974 - loss 0.33114193
2018-12-18 06:18:04,920 epoch 115 - iter 1576/1974 - loss 0.33286943
2018-12-18 06:18:25,235 epoch 115 - iter 1773/1974 - loss 0.33342172
2018-12-18 06:18:45,068 epoch 115 - iter 1970/1974 - loss 0.33304302
2018-12-18 06:18:46,350 ----------------------------------------------------------------------------------------------------
2018-12-18 06:18:46,350 EPOCH 115 done: loss 0.3329 - lr 0.0250 - bad epochs 0
2018-12-18 06:19:43,009 TEST : loss 0.80311108 - f-score 0.8777 - acc 0.8777
2018-12-18 06:19:43,014 ----------------------------------------------------------------------------------------------------
2018-12-18 06:19:43,233 epoch 116 - iter 0/1974 - loss 0.29645991
2018-12-18 06:20:03,334 epoch 116 - iter 197/1974 - loss 0.34443230
2018-12-18 06:20:24,378 epoch 116 - iter 394/1974 - loss 0.34302694
2018-12-18 06:20:44,625 epoch 116 - iter 591/1974 - loss 0.33671959
2018-12-18 06:21:04,565 epoch 116 - iter 788/1974 - loss 0.33138450
2018-12-18 06:21:25,221 epoch 116 - iter 985/1974 - loss 0.33031370
2018-12-18 06:21:45,829 epoch 116 - iter 1182/1974 - loss 0.33007690
2018-12-18 06:22:05,378 epoch 116 - iter 1379/1974 - loss 0.33406870
2018-12-18 06:22:25,611 epoch 116 - iter 1576/1974 - loss 0.33117968
2018-12-18 06:22:45,402 epoch 116 - iter 1773/1974 - loss 0.33229152
2018-12-18 06:23:05,549 epoch 116 - iter 1970/1974 - loss 0.33320628
2018-12-18 06:23:06,826 ----------------------------------------------------------------------------------------------------
2018-12-18 06:23:06,826 EPOCH 116 done: loss 0.3330 - lr 0.0250 - bad epochs 1
2018-12-18 06:24:01,914 TEST : loss 0.80778325 - f-score 0.8782 - acc 0.8783
2018-12-18 06:24:01,918 ----------------------------------------------------------------------------------------------------
2018-12-18 06:24:02,108 epoch 117 - iter 0/1974 - loss 0.02447501
2018-12-18 06:24:23,219 epoch 117 - iter 197/1974 - loss 0.30984090
2018-12-18 06:24:43,413 epoch 117 - iter 394/1974 - loss 0.30865498
2018-12-18 06:25:03,752 epoch 117 - iter 591/1974 - loss 0.31994282
2018-12-18 06:25:24,290 epoch 117 - iter 788/1974 - loss 0.32259378
2018-12-18 06:25:45,352 epoch 117 - iter 985/1974 - loss 0.33277871
2018-12-18 06:26:05,743 epoch 117 - iter 1182/1974 - loss 0.33330004
2018-12-18 06:26:25,071 epoch 117 - iter 1379/1974 - loss 0.33648617
2018-12-18 06:26:44,584 epoch 117 - iter 1576/1974 - loss 0.33364322
2018-12-18 06:27:03,932 epoch 117 - iter 1773/1974 - loss 0.33023482
2018-12-18 06:27:24,823 epoch 117 - iter 1970/1974 - loss 0.33352288
2018-12-18 06:27:26,086 ----------------------------------------------------------------------------------------------------
2018-12-18 06:27:26,086 EPOCH 117 done: loss 0.3334 - lr 0.0250 - bad epochs 2
2018-12-18 06:28:23,232 TEST : loss 0.80301297 - f-score 0.8786 - acc 0.8786
2018-12-18 06:28:23,237 ----------------------------------------------------------------------------------------------------
2018-12-18 06:28:23,446 epoch 118 - iter 0/1974 - loss 0.56403935
2018-12-18 06:28:45,374 epoch 118 - iter 197/1974 - loss 0.32797657
2018-12-18 06:29:05,337 epoch 118 - iter 394/1974 - loss 0.33874106
2018-12-18 06:29:25,043 epoch 118 - iter 591/1974 - loss 0.32499095
2018-12-18 06:29:45,584 epoch 118 - iter 788/1974 - loss 0.32535465
2018-12-18 06:30:05,209 epoch 118 - iter 985/1974 - loss 0.33230976
2018-12-18 06:30:24,800 epoch 118 - iter 1182/1974 - loss 0.33145402
2018-12-18 06:30:44,644 epoch 118 - iter 1379/1974 - loss 0.33266248
2018-12-18 06:31:04,173 epoch 118 - iter 1576/1974 - loss 0.32900734
2018-12-18 06:31:26,022 epoch 118 - iter 1773/1974 - loss 0.32902503
2018-12-18 06:31:47,179 epoch 118 - iter 1970/1974 - loss 0.32854910
2018-12-18 06:31:48,540 ----------------------------------------------------------------------------------------------------
2018-12-18 06:31:48,540 EPOCH 118 done: loss 0.3283 - lr 0.0250 - bad epochs 3
2018-12-18 06:32:45,611 TEST : loss 0.83231884 - f-score 0.8790 - acc 0.8790
2018-12-18 06:32:45,617 ----------------------------------------------------------------------------------------------------
2018-12-18 06:32:45,817 epoch 119 - iter 0/1974 - loss 0.26849991
2018-12-18 06:33:08,396 epoch 119 - iter 197/1974 - loss 0.32572022
2018-12-18 06:33:28,778 epoch 119 - iter 394/1974 - loss 0.32763403
2018-12-18 06:33:49,322 epoch 119 - iter 591/1974 - loss 0.32809595
2018-12-18 06:34:09,748 epoch 119 - iter 788/1974 - loss 0.32553122
2018-12-18 06:34:30,341 epoch 119 - iter 985/1974 - loss 0.32585884
2018-12-18 06:34:51,291 epoch 119 - iter 1182/1974 - loss 0.32653919
2018-12-18 06:35:11,694 epoch 119 - iter 1379/1974 - loss 0.32814480
2018-12-18 06:35:32,072 epoch 119 - iter 1576/1974 - loss 0.32779850
2018-12-18 06:35:52,391 epoch 119 - iter 1773/1974 - loss 0.32634278
2018-12-18 06:36:13,141 epoch 119 - iter 1970/1974 - loss 0.32654387
2018-12-18 06:36:14,471 ----------------------------------------------------------------------------------------------------
2018-12-18 06:36:14,471 EPOCH 119 done: loss 0.3267 - lr 0.0250 - bad epochs 0
2018-12-18 06:37:11,312 TEST : loss 0.81827772 - f-score 0.8770 - acc 0.8770
2018-12-18 06:37:11,328 ----------------------------------------------------------------------------------------------------
2018-12-18 06:37:11,556 epoch 120 - iter 0/1974 - loss 0.12738129
2018-12-18 06:37:32,653 epoch 120 - iter 197/1974 - loss 0.34107703
2018-12-18 06:37:53,836 epoch 120 - iter 394/1974 - loss 0.33815492
2018-12-18 06:38:13,493 epoch 120 - iter 591/1974 - loss 0.33851890
2018-12-18 06:38:33,539 epoch 120 - iter 788/1974 - loss 0.33086463
2018-12-18 06:38:54,112 epoch 120 - iter 985/1974 - loss 0.32726764
2018-12-18 06:39:16,588 epoch 120 - iter 1182/1974 - loss 0.32868704
2018-12-18 06:39:36,668 epoch 120 - iter 1379/1974 - loss 0.32545216
2018-12-18 06:39:57,074 epoch 120 - iter 1576/1974 - loss 0.32363187
2018-12-18 06:40:18,895 epoch 120 - iter 1773/1974 - loss 0.32618708
2018-12-18 06:40:38,738 epoch 120 - iter 1970/1974 - loss 0.32738146
2018-12-18 06:40:40,023 ----------------------------------------------------------------------------------------------------
2018-12-18 06:40:40,023 EPOCH 120 done: loss 0.3276 - lr 0.0250 - bad epochs 0
2018-12-18 06:41:36,875 TEST : loss 0.80581278 - f-score 0.8779 - acc 0.8779
2018-12-18 06:41:36,880 ----------------------------------------------------------------------------------------------------
2018-12-18 06:41:37,089 epoch 121 - iter 0/1974 - loss 0.24270368
2018-12-18 06:41:58,087 epoch 121 - iter 197/1974 - loss 0.30910607
2018-12-18 06:42:18,391 epoch 121 - iter 394/1974 - loss 0.30821844
2018-12-18 06:42:38,650 epoch 121 - iter 591/1974 - loss 0.32175327
2018-12-18 06:43:00,675 epoch 121 - iter 788/1974 - loss 0.32911365
2018-12-18 06:43:21,057 epoch 121 - iter 985/1974 - loss 0.32708518
2018-12-18 06:43:42,865 epoch 121 - iter 1182/1974 - loss 0.32722184
2018-12-18 06:44:03,908 epoch 121 - iter 1379/1974 - loss 0.32559856
2018-12-18 06:44:24,470 epoch 121 - iter 1576/1974 - loss 0.32421555
2018-12-18 06:44:44,633 epoch 121 - iter 1773/1974 - loss 0.32232483
2018-12-18 06:45:04,430 epoch 121 - iter 1970/1974 - loss 0.32236420
2018-12-18 06:45:05,836 ----------------------------------------------------------------------------------------------------
2018-12-18 06:45:05,836 EPOCH 121 done: loss 0.3225 - lr 0.0250 - bad epochs 1
2018-12-18 06:46:02,810 TEST : loss 0.80629474 - f-score 0.8783 - acc 0.8782
2018-12-18 06:46:02,827 ----------------------------------------------------------------------------------------------------
2018-12-18 06:46:03,063 epoch 122 - iter 0/1974 - loss 0.42308128
2018-12-18 06:46:24,813 epoch 122 - iter 197/1974 - loss 0.31015604
2018-12-18 06:46:44,925 epoch 122 - iter 394/1974 - loss 0.31225046
2018-12-18 06:47:04,522 epoch 122 - iter 591/1974 - loss 0.30758336
2018-12-18 06:47:24,312 epoch 122 - iter 788/1974 - loss 0.31503697
2018-12-18 06:47:44,811 epoch 122 - iter 985/1974 - loss 0.31431992
2018-12-18 06:48:03,962 epoch 122 - iter 1182/1974 - loss 0.31560512
2018-12-18 06:48:23,712 epoch 122 - iter 1379/1974 - loss 0.31556148
2018-12-18 06:48:43,290 epoch 122 - iter 1576/1974 - loss 0.31583123
2018-12-18 06:49:03,031 epoch 122 - iter 1773/1974 - loss 0.31732515
2018-12-18 06:49:22,723 epoch 122 - iter 1970/1974 - loss 0.31888512
2018-12-18 06:49:24,190 ----------------------------------------------------------------------------------------------------
2018-12-18 06:49:24,190 EPOCH 122 done: loss 0.3189 - lr 0.0250 - bad epochs 0
2018-12-18 06:50:19,121 TEST : loss 0.83775592 - f-score 0.8785 - acc 0.8785
2018-12-18 06:50:19,150 ----------------------------------------------------------------------------------------------------
2018-12-18 06:50:19,382 epoch 123 - iter 0/1974 - loss 0.34586322
2018-12-18 06:50:40,171 epoch 123 - iter 197/1974 - loss 0.33125270
2018-12-18 06:51:00,244 epoch 123 - iter 394/1974 - loss 0.32054658
2018-12-18 06:51:19,510 epoch 123 - iter 591/1974 - loss 0.32260326
2018-12-18 06:51:40,597 epoch 123 - iter 788/1974 - loss 0.33041096
2018-12-18 06:52:00,980 epoch 123 - iter 985/1974 - loss 0.32859166
2018-12-18 06:52:20,298 epoch 123 - iter 1182/1974 - loss 0.33284830
2018-12-18 06:52:40,154 epoch 123 - iter 1379/1974 - loss 0.33043797
2018-12-18 06:53:00,508 epoch 123 - iter 1576/1974 - loss 0.32700333
2018-12-18 06:53:21,069 epoch 123 - iter 1773/1974 - loss 0.32242348
2018-12-18 06:53:42,117 epoch 123 - iter 1970/1974 - loss 0.32206507
2018-12-18 06:53:43,217 ----------------------------------------------------------------------------------------------------
2018-12-18 06:53:43,217 EPOCH 123 done: loss 0.3222 - lr 0.0250 - bad epochs 0
2018-12-18 06:54:40,147 TEST : loss 0.81877404 - f-score 0.8788 - acc 0.8787
2018-12-18 06:54:40,179 ----------------------------------------------------------------------------------------------------
2018-12-18 06:54:40,402 epoch 124 - iter 0/1974 - loss 0.10497627
2018-12-18 06:55:03,539 epoch 124 - iter 197/1974 - loss 0.32346164
2018-12-18 06:55:24,081 epoch 124 - iter 394/1974 - loss 0.32922289
2018-12-18 06:55:45,585 epoch 124 - iter 591/1974 - loss 0.32355334
2018-12-18 06:56:06,214 epoch 124 - iter 788/1974 - loss 0.31925347
2018-12-18 06:56:26,338 epoch 124 - iter 985/1974 - loss 0.31845956
2018-12-18 06:56:47,252 epoch 124 - iter 1182/1974 - loss 0.31966617
2018-12-18 06:57:08,272 epoch 124 - iter 1379/1974 - loss 0.31787765
2018-12-18 06:57:29,545 epoch 124 - iter 1576/1974 - loss 0.31751521
2018-12-18 06:57:49,660 epoch 124 - iter 1773/1974 - loss 0.31693898
2018-12-18 06:58:10,019 epoch 124 - iter 1970/1974 - loss 0.31890048
2018-12-18 06:58:11,255 ----------------------------------------------------------------------------------------------------
2018-12-18 06:58:11,255 EPOCH 124 done: loss 0.3187 - lr 0.0250 - bad epochs 1
2018-12-18 06:59:08,428 TEST : loss 0.80500120 - f-score 0.8780 - acc 0.8781
2018-12-18 06:59:08,435 ----------------------------------------------------------------------------------------------------
2018-12-18 06:59:08,650 epoch 125 - iter 0/1974 - loss 0.64053446
2018-12-18 06:59:29,326 epoch 125 - iter 197/1974 - loss 0.33207384
2018-12-18 06:59:51,357 epoch 125 - iter 394/1974 - loss 0.30850947
2018-12-18 07:00:11,426 epoch 125 - iter 591/1974 - loss 0.30509797
2018-12-18 07:00:32,175 epoch 125 - iter 788/1974 - loss 0.30469478
2018-12-18 07:00:52,601 epoch 125 - iter 985/1974 - loss 0.30938558
2018-12-18 07:01:13,872 epoch 125 - iter 1182/1974 - loss 0.30982695
2018-12-18 07:01:35,585 epoch 125 - iter 1379/1974 - loss 0.30978738
2018-12-18 07:01:56,664 epoch 125 - iter 1576/1974 - loss 0.31099925
2018-12-18 07:02:17,946 epoch 125 - iter 1773/1974 - loss 0.31398668
2018-12-18 07:02:39,166 epoch 125 - iter 1970/1974 - loss 0.31417859
2018-12-18 07:02:40,279 ----------------------------------------------------------------------------------------------------
2018-12-18 07:02:40,279 EPOCH 125 done: loss 0.3141 - lr 0.0250 - bad epochs 0
2018-12-18 07:03:37,271 TEST : loss 0.82238537 - f-score 0.8779 - acc 0.8779
2018-12-18 07:03:37,276 ----------------------------------------------------------------------------------------------------
2018-12-18 07:03:37,482 epoch 126 - iter 0/1974 - loss 0.21927455
2018-12-18 07:03:58,751 epoch 126 - iter 197/1974 - loss 0.28706026
2018-12-18 07:04:18,948 epoch 126 - iter 394/1974 - loss 0.29161900
2018-12-18 07:04:39,135 epoch 126 - iter 591/1974 - loss 0.28911544
2018-12-18 07:04:59,661 epoch 126 - iter 788/1974 - loss 0.29959700
2018-12-18 07:05:19,830 epoch 126 - iter 985/1974 - loss 0.30316240
2018-12-18 07:05:41,141 epoch 126 - iter 1182/1974 - loss 0.30609331
2018-12-18 07:06:03,287 epoch 126 - iter 1379/1974 - loss 0.31100678
2018-12-18 07:06:22,673 epoch 126 - iter 1576/1974 - loss 0.31159878
2018-12-18 07:06:43,768 epoch 126 - iter 1773/1974 - loss 0.31703277
2018-12-18 07:07:04,616 epoch 126 - iter 1970/1974 - loss 0.31979180
2018-12-18 07:07:05,893 ----------------------------------------------------------------------------------------------------
2018-12-18 07:07:05,894 EPOCH 126 done: loss 0.3197 - lr 0.0250 - bad epochs 0
2018-12-18 07:08:09,296 TEST : loss 0.82825983 - f-score 0.8796 - acc 0.8796
2018-12-18 07:08:09,301 ----------------------------------------------------------------------------------------------------
2018-12-18 07:08:09,505 epoch 127 - iter 0/1974 - loss 0.34933656
2018-12-18 07:08:30,392 epoch 127 - iter 197/1974 - loss 0.31963394
2018-12-18 07:08:50,872 epoch 127 - iter 394/1974 - loss 0.32004852
2018-12-18 07:09:09,850 epoch 127 - iter 591/1974 - loss 0.31890084
2018-12-18 07:09:29,350 epoch 127 - iter 788/1974 - loss 0.31856288
2018-12-18 07:09:49,567 epoch 127 - iter 985/1974 - loss 0.31265679
2018-12-18 07:10:09,868 epoch 127 - iter 1182/1974 - loss 0.31550810
2018-12-18 07:10:29,848 epoch 127 - iter 1379/1974 - loss 0.31932172
2018-12-18 07:10:49,366 epoch 127 - iter 1576/1974 - loss 0.31969943
2018-12-18 07:11:09,905 epoch 127 - iter 1773/1974 - loss 0.31804678
2018-12-18 07:11:29,613 epoch 127 - iter 1970/1974 - loss 0.31941906
2018-12-18 07:11:30,506 ----------------------------------------------------------------------------------------------------
2018-12-18 07:11:30,506 EPOCH 127 done: loss 0.3193 - lr 0.0250 - bad epochs 1
2018-12-18 07:12:26,400 TEST : loss 0.80798328 - f-score 0.8791 - acc 0.8791
2018-12-18 07:12:26,425 ----------------------------------------------------------------------------------------------------
2018-12-18 07:12:26,633 epoch 128 - iter 0/1974 - loss 0.05389220
2018-12-18 07:12:47,147 epoch 128 - iter 197/1974 - loss 0.30756319
2018-12-18 07:13:07,058 epoch 128 - iter 394/1974 - loss 0.30061090
2018-12-18 07:13:29,170 epoch 128 - iter 591/1974 - loss 0.30774891
2018-12-18 07:13:49,944 epoch 128 - iter 788/1974 - loss 0.31194154
2018-12-18 07:14:10,565 epoch 128 - iter 985/1974 - loss 0.31421369
2018-12-18 07:14:31,894 epoch 128 - iter 1182/1974 - loss 0.31447093
2018-12-18 07:14:52,596 epoch 128 - iter 1379/1974 - loss 0.31299297
2018-12-18 07:15:12,832 epoch 128 - iter 1576/1974 - loss 0.31156786
2018-12-18 07:15:33,926 epoch 128 - iter 1773/1974 - loss 0.31426151
2018-12-18 07:15:55,355 epoch 128 - iter 1970/1974 - loss 0.31801841
2018-12-18 07:15:56,720 ----------------------------------------------------------------------------------------------------
2018-12-18 07:15:56,720 EPOCH 128 done: loss 0.3177 - lr 0.0250 - bad epochs 2
2018-12-18 07:16:53,929 TEST : loss 0.82688689 - f-score 0.8780 - acc 0.8779
2018-12-18 07:16:53,936 ----------------------------------------------------------------------------------------------------
2018-12-18 07:16:54,137 epoch 129 - iter 0/1974 - loss 0.26316702
2018-12-18 07:17:15,594 epoch 129 - iter 197/1974 - loss 0.30801152
2018-12-18 07:17:36,050 epoch 129 - iter 394/1974 - loss 0.30971903
2018-12-18 07:17:56,700 epoch 129 - iter 591/1974 - loss 0.31335145
2018-12-18 07:18:17,216 epoch 129 - iter 788/1974 - loss 0.30734505
2018-12-18 07:18:37,412 epoch 129 - iter 985/1974 - loss 0.30888996
2018-12-18 07:18:58,107 epoch 129 - iter 1182/1974 - loss 0.31121277
2018-12-18 07:19:18,933 epoch 129 - iter 1379/1974 - loss 0.31210178
2018-12-18 07:19:39,383 epoch 129 - iter 1576/1974 - loss 0.31089724
2018-12-18 07:20:00,093 epoch 129 - iter 1773/1974 - loss 0.31429145
2018-12-18 07:20:21,506 epoch 129 - iter 1970/1974 - loss 0.31732934
2018-12-18 07:20:22,793 ----------------------------------------------------------------------------------------------------
2018-12-18 07:20:22,794 EPOCH 129 done: loss 0.3177 - lr 0.0250 - bad epochs 3
2018-12-18 07:21:19,839 TEST : loss 0.82070911 - f-score 0.8790 - acc 0.8790
2018-12-18 07:21:19,846 ----------------------------------------------------------------------------------------------------
2018-12-18 07:21:20,039 epoch 130 - iter 0/1974 - loss 0.14898294
2018-12-18 07:21:41,644 epoch 130 - iter 197/1974 - loss 0.30607746
2018-12-18 07:22:02,296 epoch 130 - iter 394/1974 - loss 0.30345556
2018-12-18 07:22:22,767 epoch 130 - iter 591/1974 - loss 0.29892240
2018-12-18 07:22:43,574 epoch 130 - iter 788/1974 - loss 0.29333694
2018-12-18 07:23:06,355 epoch 130 - iter 985/1974 - loss 0.29738622
2018-12-18 07:23:27,193 epoch 130 - iter 1182/1974 - loss 0.29522718
2018-12-18 07:23:48,348 epoch 130 - iter 1379/1974 - loss 0.29420774
2018-12-18 07:24:09,174 epoch 130 - iter 1576/1974 - loss 0.29488712
2018-12-18 07:24:30,129 epoch 130 - iter 1773/1974 - loss 0.29403524
2018-12-18 07:24:50,621 epoch 130 - iter 1970/1974 - loss 0.29565441
2018-12-18 07:24:51,907 ----------------------------------------------------------------------------------------------------
2018-12-18 07:24:51,907 EPOCH 130 done: loss 0.2954 - lr 0.0125 - bad epochs 0
2018-12-18 07:25:48,578 TEST : loss 0.82019109 - f-score 0.8785 - acc 0.8785
2018-12-18 07:25:48,583 ----------------------------------------------------------------------------------------------------
2018-12-18 07:25:48,793 epoch 131 - iter 0/1974 - loss 0.14571673
2018-12-18 07:26:08,783 epoch 131 - iter 197/1974 - loss 0.29540145
2018-12-18 07:26:28,383 epoch 131 - iter 394/1974 - loss 0.30186354
2018-12-18 07:26:48,010 epoch 131 - iter 591/1974 - loss 0.30024142
2018-12-18 07:27:07,928 epoch 131 - iter 788/1974 - loss 0.29465544
2018-12-18 07:27:27,556 epoch 131 - iter 985/1974 - loss 0.29800900
2018-12-18 07:27:47,942 epoch 131 - iter 1182/1974 - loss 0.29915740
2018-12-18 07:28:07,559 epoch 131 - iter 1379/1974 - loss 0.29632846
2018-12-18 07:28:27,780 epoch 131 - iter 1576/1974 - loss 0.29788713
2018-12-18 07:28:48,825 epoch 131 - iter 1773/1974 - loss 0.29953338
2018-12-18 07:29:08,830 epoch 131 - iter 1970/1974 - loss 0.29978348
2018-12-18 07:29:10,169 ----------------------------------------------------------------------------------------------------
2018-12-18 07:29:10,170 EPOCH 131 done: loss 0.3001 - lr 0.0125 - bad epochs 0
2018-12-18 07:30:05,749 TEST : loss 0.81946743 - f-score 0.8784 - acc 0.8784
2018-12-18 07:30:05,754 ----------------------------------------------------------------------------------------------------
2018-12-18 07:30:05,964 epoch 132 - iter 0/1974 - loss 0.20080823
2018-12-18 07:30:28,222 epoch 132 - iter 197/1974 - loss 0.30556948
2018-12-18 07:30:49,708 epoch 132 - iter 394/1974 - loss 0.29605836
2018-12-18 07:31:08,244 epoch 132 - iter 591/1974 - loss 0.29044982
2018-12-18 07:31:27,298 epoch 132 - iter 788/1974 - loss 0.29875773
2018-12-18 07:31:47,514 epoch 132 - iter 985/1974 - loss 0.30370177
2018-12-18 07:32:07,602 epoch 132 - iter 1182/1974 - loss 0.30347085
2018-12-18 07:32:27,671 epoch 132 - iter 1379/1974 - loss 0.30073078
2018-12-18 07:32:47,485 epoch 132 - iter 1576/1974 - loss 0.30055920
2018-12-18 07:33:07,108 epoch 132 - iter 1773/1974 - loss 0.29918453
2018-12-18 07:33:27,322 epoch 132 - iter 1970/1974 - loss 0.30007183
2018-12-18 07:33:28,590 ----------------------------------------------------------------------------------------------------
2018-12-18 07:33:28,590 EPOCH 132 done: loss 0.2999 - lr 0.0125 - bad epochs 1
2018-12-18 07:34:26,041 TEST : loss 0.82459778 - f-score 0.8796 - acc 0.8796
2018-12-18 07:34:26,062 ----------------------------------------------------------------------------------------------------
2018-12-18 07:34:26,281 epoch 133 - iter 0/1974 - loss 0.12589806
2018-12-18 07:34:47,118 epoch 133 - iter 197/1974 - loss 0.31800467
2018-12-18 07:35:07,468 epoch 133 - iter 394/1974 - loss 0.30347986
2018-12-18 07:35:29,906 epoch 133 - iter 591/1974 - loss 0.30143165
2018-12-18 07:35:50,028 epoch 133 - iter 788/1974 - loss 0.29941222
2018-12-18 07:36:10,629 epoch 133 - iter 985/1974 - loss 0.30313866
2018-12-18 07:36:31,763 epoch 133 - iter 1182/1974 - loss 0.30289295
2018-12-18 07:36:52,748 epoch 133 - iter 1379/1974 - loss 0.30672694
2018-12-18 07:37:14,431 epoch 133 - iter 1576/1974 - loss 0.30356587
2018-12-18 07:37:35,846 epoch 133 - iter 1773/1974 - loss 0.30258715
2018-12-18 07:37:56,618 epoch 133 - iter 1970/1974 - loss 0.30238273
2018-12-18 07:37:57,809 ----------------------------------------------------------------------------------------------------
2018-12-18 07:37:57,810 EPOCH 133 done: loss 0.3024 - lr 0.0125 - bad epochs 2
2018-12-18 07:38:55,021 TEST : loss 0.81592762 - f-score 0.8797 - acc 0.8796
2018-12-18 07:38:55,049 ----------------------------------------------------------------------------------------------------
2018-12-18 07:38:55,285 epoch 134 - iter 0/1974 - loss 0.18174389
2018-12-18 07:39:15,316 epoch 134 - iter 197/1974 - loss 0.29803639
2018-12-18 07:39:35,613 epoch 134 - iter 394/1974 - loss 0.29575315
2018-12-18 07:39:56,777 epoch 134 - iter 591/1974 - loss 0.30598504
2018-12-18 07:40:17,652 epoch 134 - iter 788/1974 - loss 0.30601504
2018-12-18 07:40:38,346 epoch 134 - iter 985/1974 - loss 0.30541240
2018-12-18 07:40:59,245 epoch 134 - iter 1182/1974 - loss 0.30496723
2018-12-18 07:41:20,837 epoch 134 - iter 1379/1974 - loss 0.30269732
2018-12-18 07:41:41,556 epoch 134 - iter 1576/1974 - loss 0.29858426
2018-12-18 07:42:02,969 epoch 134 - iter 1773/1974 - loss 0.30247413
2018-12-18 07:42:23,911 epoch 134 - iter 1970/1974 - loss 0.30249614
2018-12-18 07:42:25,233 ----------------------------------------------------------------------------------------------------
2018-12-18 07:42:25,234 EPOCH 134 done: loss 0.3024 - lr 0.0125 - bad epochs 3
2018-12-18 07:43:22,503 TEST : loss 0.82674813 - f-score 0.8785 - acc 0.8785
2018-12-18 07:43:22,510 ----------------------------------------------------------------------------------------------------
2018-12-18 07:43:22,692 epoch 135 - iter 0/1974 - loss 0.02604252
2018-12-18 07:43:43,715 epoch 135 - iter 197/1974 - loss 0.27295250
2018-12-18 07:44:06,732 epoch 135 - iter 394/1974 - loss 0.29505472
2018-12-18 07:44:26,555 epoch 135 - iter 591/1974 - loss 0.29259135
2018-12-18 07:44:46,316 epoch 135 - iter 788/1974 - loss 0.29121940
2018-12-18 07:45:07,593 epoch 135 - iter 985/1974 - loss 0.29533873
2018-12-18 07:45:27,682 epoch 135 - iter 1182/1974 - loss 0.28913617
2018-12-18 07:45:48,298 epoch 135 - iter 1379/1974 - loss 0.29043481
2018-12-18 07:46:09,350 epoch 135 - iter 1576/1974 - loss 0.29109792
2018-12-18 07:46:31,207 epoch 135 - iter 1773/1974 - loss 0.29177949
2018-12-18 07:46:51,678 epoch 135 - iter 1970/1974 - loss 0.29180367
2018-12-18 07:46:53,026 ----------------------------------------------------------------------------------------------------
2018-12-18 07:46:53,026 EPOCH 135 done: loss 0.2918 - lr 0.0063 - bad epochs 0
2018-12-18 07:47:49,840 TEST : loss 0.81884408 - f-score 0.8787 - acc 0.8787
2018-12-18 07:47:49,846 ----------------------------------------------------------------------------------------------------
2018-12-18 07:47:50,069 epoch 136 - iter 0/1974 - loss 0.26723206
2018-12-18 07:48:10,024 epoch 136 - iter 197/1974 - loss 0.28389463
2018-12-18 07:48:29,622 epoch 136 - iter 394/1974 - loss 0.27637820
2018-12-18 07:48:50,712 epoch 136 - iter 591/1974 - loss 0.27964014
2018-12-18 07:49:10,328 epoch 136 - iter 788/1974 - loss 0.28047129
2018-12-18 07:49:31,394 epoch 136 - iter 985/1974 - loss 0.28533311
2018-12-18 07:49:50,993 epoch 136 - iter 1182/1974 - loss 0.28824095
2018-12-18 07:50:10,589 epoch 136 - iter 1379/1974 - loss 0.28726453
2018-12-18 07:50:30,076 epoch 136 - iter 1576/1974 - loss 0.28729415
2018-12-18 07:50:51,082 epoch 136 - iter 1773/1974 - loss 0.28893053
2018-12-18 07:51:10,975 epoch 136 - iter 1970/1974 - loss 0.28704863
2018-12-18 07:51:12,322 ----------------------------------------------------------------------------------------------------
2018-12-18 07:51:12,322 EPOCH 136 done: loss 0.2870 - lr 0.0063 - bad epochs 0
2018-12-18 07:52:09,342 TEST : loss 0.83937114 - f-score 0.8789 - acc 0.8790
2018-12-18 07:52:09,347 ----------------------------------------------------------------------------------------------------
2018-12-18 07:52:09,552 epoch 137 - iter 0/1974 - loss 0.31348419
2018-12-18 07:52:31,040 epoch 137 - iter 197/1974 - loss 0.30104502
2018-12-18 07:52:51,407 epoch 137 - iter 394/1974 - loss 0.29206507
2018-12-18 07:53:13,087 epoch 137 - iter 591/1974 - loss 0.28904612
2018-12-18 07:53:33,418 epoch 137 - iter 788/1974 - loss 0.28859411
2018-12-18 07:53:53,478 epoch 137 - iter 985/1974 - loss 0.28840680
2018-12-18 07:54:15,359 epoch 137 - iter 1182/1974 - loss 0.28517142
2018-12-18 07:54:36,824 epoch 137 - iter 1379/1974 - loss 0.28697500
2018-12-18 07:54:58,199 epoch 137 - iter 1576/1974 - loss 0.28261878
2018-12-18 07:55:18,452 epoch 137 - iter 1773/1974 - loss 0.28420207
2018-12-18 07:55:39,453 epoch 137 - iter 1970/1974 - loss 0.28623190
2018-12-18 07:55:40,728 ----------------------------------------------------------------------------------------------------
2018-12-18 07:55:40,728 EPOCH 137 done: loss 0.2860 - lr 0.0063 - bad epochs 0
2018-12-18 07:56:37,964 TEST : loss 0.82558233 - f-score 0.8789 - acc 0.8788
2018-12-18 07:56:37,969 ----------------------------------------------------------------------------------------------------
2018-12-18 07:56:38,209 epoch 138 - iter 0/1974 - loss 0.38502753
2018-12-18 07:56:59,208 epoch 138 - iter 197/1974 - loss 0.30512721
2018-12-18 07:57:20,720 epoch 138 - iter 394/1974 - loss 0.30375899
2018-12-18 07:57:41,028 epoch 138 - iter 591/1974 - loss 0.30045539
2018-12-18 07:58:01,761 epoch 138 - iter 788/1974 - loss 0.30131059
2018-12-18 07:58:21,472 epoch 138 - iter 985/1974 - loss 0.29901871
2018-12-18 07:58:41,536 epoch 138 - iter 1182/1974 - loss 0.29582084
2018-12-18 07:59:02,228 epoch 138 - iter 1379/1974 - loss 0.29633899
2018-12-18 07:59:22,255 epoch 138 - iter 1576/1974 - loss 0.29312917
2018-12-18 07:59:43,306 epoch 138 - iter 1773/1974 - loss 0.29177969
2018-12-18 08:00:03,402 epoch 138 - iter 1970/1974 - loss 0.29279068
2018-12-18 08:00:04,642 ----------------------------------------------------------------------------------------------------
2018-12-18 08:00:04,642 EPOCH 138 done: loss 0.2928 - lr 0.0063 - bad epochs 0
2018-12-18 08:01:01,345 TEST : loss 0.82844412 - f-score 0.8788 - acc 0.8788
2018-12-18 08:01:01,350 ----------------------------------------------------------------------------------------------------
2018-12-18 08:01:01,571 epoch 139 - iter 0/1974 - loss 0.08395386
2018-12-18 08:01:21,288 epoch 139 - iter 197/1974 - loss 0.26447345
2018-12-18 08:01:41,994 epoch 139 - iter 394/1974 - loss 0.26373161
2018-12-18 08:02:01,669 epoch 139 - iter 591/1974 - loss 0.26803459
2018-12-18 08:02:21,906 epoch 139 - iter 788/1974 - loss 0.27249088
2018-12-18 08:02:41,474 epoch 139 - iter 985/1974 - loss 0.27637575
2018-12-18 08:03:01,675 epoch 139 - iter 1182/1974 - loss 0.27764145
2018-12-18 08:03:21,832 epoch 139 - iter 1379/1974 - loss 0.27420836
2018-12-18 08:03:42,011 epoch 139 - iter 1576/1974 - loss 0.27938794
2018-12-18 08:04:01,405 epoch 139 - iter 1773/1974 - loss 0.28121516
2018-12-18 08:04:24,052 epoch 139 - iter 1970/1974 - loss 0.28543382
2018-12-18 08:04:25,321 ----------------------------------------------------------------------------------------------------
2018-12-18 08:04:25,322 EPOCH 139 done: loss 0.2852 - lr 0.0063 - bad epochs 1
2018-12-18 08:05:21,784 TEST : loss 0.82638586 - f-score 0.8783 - acc 0.8783
2018-12-18 08:05:21,790 ----------------------------------------------------------------------------------------------------
2018-12-18 08:05:22,008 epoch 140 - iter 0/1974 - loss 0.58530676
2018-12-18 08:05:41,245 epoch 140 - iter 197/1974 - loss 0.28319745
2018-12-18 08:06:01,505 epoch 140 - iter 394/1974 - loss 0.27650038
2018-12-18 08:06:22,705 epoch 140 - iter 591/1974 - loss 0.28289017
2018-12-18 08:06:42,270 epoch 140 - iter 788/1974 - loss 0.28263928
2018-12-18 08:07:02,817 epoch 140 - iter 985/1974 - loss 0.28116069
2018-12-18 08:07:24,629 epoch 140 - iter 1182/1974 - loss 0.28227705
2018-12-18 08:07:44,746 epoch 140 - iter 1379/1974 - loss 0.28516089
2018-12-18 08:08:05,604 epoch 140 - iter 1576/1974 - loss 0.28604710
2018-12-18 08:08:26,618 epoch 140 - iter 1773/1974 - loss 0.28748506
2018-12-18 08:08:47,567 epoch 140 - iter 1970/1974 - loss 0.28632917
2018-12-18 08:08:48,754 ----------------------------------------------------------------------------------------------------
2018-12-18 08:08:48,755 EPOCH 140 done: loss 0.2862 - lr 0.0063 - bad epochs 0
2018-12-18 08:09:45,766 TEST : loss 0.83149385 - f-score 0.8789 - acc 0.8790
2018-12-18 08:09:45,771 ----------------------------------------------------------------------------------------------------
2018-12-18 08:09:45,987 epoch 141 - iter 0/1974 - loss 0.27832520
2018-12-18 08:10:06,694 epoch 141 - iter 197/1974 - loss 0.27815968
2018-12-18 08:10:27,430 epoch 141 - iter 394/1974 - loss 0.27797760
2018-12-18 08:10:49,076 epoch 141 - iter 591/1974 - loss 0.28535471
2018-12-18 08:11:09,977 epoch 141 - iter 788/1974 - loss 0.28248603
2018-12-18 08:11:30,202 epoch 141 - iter 985/1974 - loss 0.28041687
2018-12-18 08:11:50,164 epoch 141 - iter 1182/1974 - loss 0.27984879
2018-12-18 08:12:10,946 epoch 141 - iter 1379/1974 - loss 0.28024812
2018-12-18 08:12:34,143 epoch 141 - iter 1576/1974 - loss 0.28201124
2018-12-18 08:12:55,823 epoch 141 - iter 1773/1974 - loss 0.28315821
2018-12-18 08:13:16,107 epoch 141 - iter 1970/1974 - loss 0.28494299
2018-12-18 08:13:17,009 ----------------------------------------------------------------------------------------------------
2018-12-18 08:13:17,009 EPOCH 141 done: loss 0.2849 - lr 0.0063 - bad epochs 1
2018-12-18 08:14:13,818 TEST : loss 0.82578826 - f-score 0.8797 - acc 0.8797
2018-12-18 08:14:13,823 ----------------------------------------------------------------------------------------------------
2018-12-18 08:14:14,023 epoch 142 - iter 0/1974 - loss 0.36074704
2018-12-18 08:14:34,265 epoch 142 - iter 197/1974 - loss 0.27417846
2018-12-18 08:14:54,804 epoch 142 - iter 394/1974 - loss 0.28422812
2018-12-18 08:15:17,004 epoch 142 - iter 591/1974 - loss 0.28429228
2018-12-18 08:15:38,293 epoch 142 - iter 788/1974 - loss 0.28216957
2018-12-18 08:16:00,708 epoch 142 - iter 985/1974 - loss 0.28356618
2018-12-18 08:16:20,818 epoch 142 - iter 1182/1974 - loss 0.28641124
2018-12-18 08:16:40,174 epoch 142 - iter 1379/1974 - loss 0.28381444
2018-12-18 08:17:00,388 epoch 142 - iter 1576/1974 - loss 0.28117590
2018-12-18 08:17:21,200 epoch 142 - iter 1773/1974 - loss 0.28168519
2018-12-18 08:17:41,314 epoch 142 - iter 1970/1974 - loss 0.28210248
2018-12-18 08:17:42,562 ----------------------------------------------------------------------------------------------------
2018-12-18 08:17:42,563 EPOCH 142 done: loss 0.2819 - lr 0.0063 - bad epochs 0
2018-12-18 08:18:39,802 TEST : loss 0.84167618 - f-score 0.8792 - acc 0.8792
2018-12-18 08:18:39,807 ----------------------------------------------------------------------------------------------------
2018-12-18 08:18:40,055 epoch 143 - iter 0/1974 - loss 0.12292567
2018-12-18 08:19:01,879 epoch 143 - iter 197/1974 - loss 0.27240967
2018-12-18 08:19:21,927 epoch 143 - iter 394/1974 - loss 0.27529195
2018-12-18 08:19:43,404 epoch 143 - iter 591/1974 - loss 0.27301877
2018-12-18 08:20:05,728 epoch 143 - iter 788/1974 - loss 0.27693559
2018-12-18 08:20:25,515 epoch 143 - iter 985/1974 - loss 0.28145821
2018-12-18 08:20:44,867 epoch 143 - iter 1182/1974 - loss 0.28268953
2018-12-18 08:21:04,415 epoch 143 - iter 1379/1974 - loss 0.28456933
2018-12-18 08:21:24,531 epoch 143 - iter 1576/1974 - loss 0.28636458
2018-12-18 08:21:43,955 epoch 143 - iter 1773/1974 - loss 0.28646537
2018-12-18 08:22:04,186 epoch 143 - iter 1970/1974 - loss 0.28404660
2018-12-18 08:22:05,395 ----------------------------------------------------------------------------------------------------
2018-12-18 08:22:05,395 EPOCH 143 done: loss 0.2839 - lr 0.0063 - bad epochs 0
2018-12-18 08:23:08,252 TEST : loss 0.83404607 - f-score 0.8792 - acc 0.8792
2018-12-18 08:23:08,256 ----------------------------------------------------------------------------------------------------
2018-12-18 08:23:08,422 epoch 144 - iter 0/1974 - loss 0.58451390
2018-12-18 08:23:28,450 epoch 144 - iter 197/1974 - loss 0.28283245
2018-12-18 08:23:48,797 epoch 144 - iter 394/1974 - loss 0.29324470
2018-12-18 08:24:14,939 epoch 144 - iter 591/1974 - loss 0.28440719
2018-12-18 08:24:34,604 epoch 144 - iter 788/1974 - loss 0.28028690
2018-12-18 08:24:55,275 epoch 144 - iter 985/1974 - loss 0.28340766
2018-12-18 08:25:16,161 epoch 144 - iter 1182/1974 - loss 0.28139200
2018-12-18 08:25:36,039 epoch 144 - iter 1379/1974 - loss 0.28630792
2018-12-18 08:25:56,368 epoch 144 - iter 1576/1974 - loss 0.28413432
2018-12-18 08:26:16,106 epoch 144 - iter 1773/1974 - loss 0.28118382
2018-12-18 08:26:38,190 epoch 144 - iter 1970/1974 - loss 0.28242522
2018-12-18 08:26:39,415 ----------------------------------------------------------------------------------------------------
2018-12-18 08:26:39,415 EPOCH 144 done: loss 0.2825 - lr 0.0063 - bad epochs 1
2018-12-18 08:27:36,128 TEST : loss 0.83543456 - f-score 0.8784 - acc 0.8784
2018-12-18 08:27:36,139 ----------------------------------------------------------------------------------------------------
2018-12-18 08:27:36,339 epoch 145 - iter 0/1974 - loss 0.20048016
2018-12-18 08:27:57,459 epoch 145 - iter 197/1974 - loss 0.26320110
2018-12-18 08:28:18,839 epoch 145 - iter 394/1974 - loss 0.27667653
2018-12-18 08:28:39,398 epoch 145 - iter 591/1974 - loss 0.26835479
2018-12-18 08:29:00,020 epoch 145 - iter 788/1974 - loss 0.27605768
2018-12-18 08:29:20,950 epoch 145 - iter 985/1974 - loss 0.27585090
2018-12-18 08:29:42,802 epoch 145 - iter 1182/1974 - loss 0.28136068
2018-12-18 08:30:03,417 epoch 145 - iter 1379/1974 - loss 0.28264409
2018-12-18 08:30:24,790 epoch 145 - iter 1576/1974 - loss 0.28099389
2018-12-18 08:30:45,439 epoch 145 - iter 1773/1974 - loss 0.27950956
2018-12-18 08:31:05,890 epoch 145 - iter 1970/1974 - loss 0.27670312
2018-12-18 08:31:07,518 ----------------------------------------------------------------------------------------------------
2018-12-18 08:31:07,518 EPOCH 145 done: loss 0.2767 - lr 0.0063 - bad epochs 2
2018-12-18 08:32:04,202 TEST : loss 0.84367734 - f-score 0.8786 - acc 0.8786
2018-12-18 08:32:04,213 ----------------------------------------------------------------------------------------------------
2018-12-18 08:32:04,418 epoch 146 - iter 0/1974 - loss 0.53405845
2018-12-18 08:32:25,236 epoch 146 - iter 197/1974 - loss 0.27348465
2018-12-18 08:32:46,015 epoch 146 - iter 394/1974 - loss 0.27106240
2018-12-18 08:33:07,540 epoch 146 - iter 591/1974 - loss 0.27592229
2018-12-18 08:33:29,345 epoch 146 - iter 788/1974 - loss 0.27601676
2018-12-18 08:33:49,622 epoch 146 - iter 985/1974 - loss 0.27910743
2018-12-18 08:34:10,759 epoch 146 - iter 1182/1974 - loss 0.27844437
2018-12-18 08:34:32,334 epoch 146 - iter 1379/1974 - loss 0.28013381
2018-12-18 08:34:52,368 epoch 146 - iter 1576/1974 - loss 0.28078509
2018-12-18 08:35:13,301 epoch 146 - iter 1773/1974 - loss 0.28015945
2018-12-18 08:35:33,302 epoch 146 - iter 1970/1974 - loss 0.28105587
2018-12-18 08:35:34,205 ----------------------------------------------------------------------------------------------------
2018-12-18 08:35:34,205 EPOCH 146 done: loss 0.2808 - lr 0.0063 - bad epochs 0
2018-12-18 08:36:31,002 TEST : loss 0.83152294 - f-score 0.8788 - acc 0.8788
2018-12-18 08:36:31,006 ----------------------------------------------------------------------------------------------------
2018-12-18 08:36:31,205 epoch 147 - iter 0/1974 - loss 0.28860402
2018-12-18 08:36:52,555 epoch 147 - iter 197/1974 - loss 0.28956611
2018-12-18 08:37:13,086 epoch 147 - iter 394/1974 - loss 0.28487261
2018-12-18 08:37:34,448 epoch 147 - iter 591/1974 - loss 0.28548808
2018-12-18 08:37:54,203 epoch 147 - iter 788/1974 - loss 0.28167997
2018-12-18 08:38:13,778 epoch 147 - iter 985/1974 - loss 0.28730235
2018-12-18 08:38:33,614 epoch 147 - iter 1182/1974 - loss 0.28832614
2018-12-18 08:38:54,262 epoch 147 - iter 1379/1974 - loss 0.28351581
2018-12-18 08:39:13,291 epoch 147 - iter 1576/1974 - loss 0.28292765
2018-12-18 08:39:32,654 epoch 147 - iter 1773/1974 - loss 0.28248655
2018-12-18 08:39:53,758 epoch 147 - iter 1970/1974 - loss 0.27982972
2018-12-18 08:39:55,011 ----------------------------------------------------------------------------------------------------
2018-12-18 08:39:55,011 EPOCH 147 done: loss 0.2798 - lr 0.0063 - bad epochs 1
2018-12-18 08:40:51,695 TEST : loss 0.84461135 - f-score 0.8787 - acc 0.8786
2018-12-18 08:40:51,700 ----------------------------------------------------------------------------------------------------
2018-12-18 08:40:51,888 epoch 148 - iter 0/1974 - loss 0.63920820
2018-12-18 08:41:12,101 epoch 148 - iter 197/1974 - loss 0.28674404
2018-12-18 08:41:31,418 epoch 148 - iter 394/1974 - loss 0.26996741
2018-12-18 08:41:50,792 epoch 148 - iter 591/1974 - loss 0.27159068
2018-12-18 08:42:10,505 epoch 148 - iter 788/1974 - loss 0.27237071
2018-12-18 08:42:30,653 epoch 148 - iter 985/1974 - loss 0.27524504
2018-12-18 08:42:51,162 epoch 148 - iter 1182/1974 - loss 0.27634020
2018-12-18 08:43:12,495 epoch 148 - iter 1379/1974 - loss 0.27758358
2018-12-18 08:43:33,126 epoch 148 - iter 1576/1974 - loss 0.27775169
2018-12-18 08:43:53,349 epoch 148 - iter 1773/1974 - loss 0.27904303
2018-12-18 08:44:13,955 epoch 148 - iter 1970/1974 - loss 0.28022361
2018-12-18 08:44:15,158 ----------------------------------------------------------------------------------------------------
2018-12-18 08:44:15,158 EPOCH 148 done: loss 0.2802 - lr 0.0063 - bad epochs 2
2018-12-18 08:45:12,234 TEST : loss 0.83267999 - f-score 0.8790 - acc 0.8790
2018-12-18 08:45:12,246 ----------------------------------------------------------------------------------------------------
2018-12-18 08:45:12,432 epoch 149 - iter 0/1974 - loss 0.17063367
2018-12-18 08:45:33,120 epoch 149 - iter 197/1974 - loss 0.27220598
2018-12-18 08:45:54,089 epoch 149 - iter 394/1974 - loss 0.27013590
2018-12-18 08:46:15,268 epoch 149 - iter 591/1974 - loss 0.26611509
2018-12-18 08:46:36,394 epoch 149 - iter 788/1974 - loss 0.27004079
2018-12-18 08:46:56,696 epoch 149 - iter 985/1974 - loss 0.27517454
2018-12-18 08:47:17,726 epoch 149 - iter 1182/1974 - loss 0.27216021
2018-12-18 08:47:38,618 epoch 149 - iter 1379/1974 - loss 0.27075058
2018-12-18 08:48:01,017 epoch 149 - iter 1576/1974 - loss 0.27191548
2018-12-18 08:48:22,357 epoch 149 - iter 1773/1974 - loss 0.27530928
2018-12-18 08:48:44,348 epoch 149 - iter 1970/1974 - loss 0.27515914
2018-12-18 08:48:45,292 ----------------------------------------------------------------------------------------------------
2018-12-18 08:48:45,292 EPOCH 149 done: loss 0.2750 - lr 0.0063 - bad epochs 3
2018-12-18 08:49:42,734 TEST : loss 0.83961987 - f-score 0.8791 - acc 0.8791
2018-12-18 08:49:42,739 ----------------------------------------------------------------------------------------------------
2018-12-18 08:49:42,974 epoch 150 - iter 0/1974 - loss 0.17498344
2018-12-18 08:50:03,811 epoch 150 - iter 197/1974 - loss 0.30252708
2018-12-18 08:50:26,072 epoch 150 - iter 394/1974 - loss 0.30834998
2018-12-18 08:50:47,437 epoch 150 - iter 591/1974 - loss 0.29950178
2018-12-18 08:51:07,875 epoch 150 - iter 788/1974 - loss 0.29414674
2018-12-18 08:51:28,009 epoch 150 - iter 985/1974 - loss 0.28923911
2018-12-18 08:51:49,523 epoch 150 - iter 1182/1974 - loss 0.28580678
2018-12-18 08:52:10,302 epoch 150 - iter 1379/1974 - loss 0.28574935
2018-12-18 08:52:31,776 epoch 150 - iter 1576/1974 - loss 0.28495089
2018-12-18 08:52:53,327 epoch 150 - iter 1773/1974 - loss 0.28484888
2018-12-18 08:53:14,188 epoch 150 - iter 1970/1974 - loss 0.28414858
2018-12-18 08:53:15,596 ----------------------------------------------------------------------------------------------------
2018-12-18 08:53:15,596 EPOCH 150 done: loss 0.2845 - lr 0.0063 - bad epochs 0
2018-12-18 08:54:12,788 TEST : loss 0.83753908 - f-score 0.8789 - acc 0.8789
2018-12-18 08:54:52,394 ----------------------------------------------------------------------------------------------------
2018-12-18 08:54:52,407 Testing using best model ...
2018-12-18 08:55:49,113 MICRO_AVG: acc 0.8789 - f1-score 0.8789
2018-12-18 08:55:49,115 MARCO_AVG: acc 0.865 - f1-score 0.875
2018-12-18 08:55:49,116 LOC tp: 4051 - fp: 483 - fn: 526 - tn: 4051 - precision: 0.8935 - recall: 0.8851 - accuracy: 0.8893 - f1-score: 0.8893
2018-12-18 08:55:49,116 MISC tp: 1773 - fp: 394 - fn: 662 - tn: 1773 - precision: 0.8182 - recall: 0.7281 - accuracy: 0.7705 - f1-score: 0.7705
2018-12-18 08:55:49,116 ORG tp: 3906 - fp: 711 - fn: 621 - tn: 3906 - precision: 0.8460 - recall: 0.8628 - accuracy: 0.8543 - f1-score: 0.8543
2018-12-18 08:55:49,116 PER tp: 4427 - fp: 271 - fn: 233 - tn: 4427 - precision: 0.9423 - recall: 0.9500 - accuracy: 0.9461 - f1-score: 0.9461
2018-12-18 08:55:49,117 ----------------------------------------------------------------------------------------------------
2018-12-18 08:55:49,117 ----------------------------------------------------------------------------------------------------
2018-12-18 08:56:01,312 conll_03: loss 0.98792100 - f-score 0.9151 - acc 0.9151
2018-12-18 08:56:01,340 ----------------------------------------------------------------------------------------------------
2018-12-18 08:56:14,403 conll_03_german: loss 0.90323395 - f-score 0.8572 - acc 0.8572
2018-12-18 08:56:14,432 ----------------------------------------------------------------------------------------------------
2018-12-18 08:56:32,421 conll_03_dutch: loss 0.50558263 - f-score 0.8622 - acc 0.8622
2018-12-18 08:56:32,423 ----------------------------------------------------------------------------------------------------
2018-12-18 08:56:44,093 conll_03_spanish: loss 1.47228360 - f-score 0.8578 - acc 0.8578
2018-12-18 08:56:44,197 Reading data from /home/aakbik/.flair/datasets/conll_03
2018-12-18 08:56:44,197 Train: /home/aakbik/.flair/datasets/conll_03/eng.train
2018-12-18 08:56:44,197 Dev: /home/aakbik/.flair/datasets/conll_03/eng.testa
2018-12-18 08:56:44,197 Test: /home/aakbik/.flair/datasets/conll_03/eng.testb
2018-12-18 08:56:55,925 Reading data from /home/aakbik/.flair/datasets/conll_03_german
2018-12-18 08:56:55,925 Train: /home/aakbik/.flair/datasets/conll_03_german/deu.train
2018-12-18 08:56:55,926 Dev: /home/aakbik/.flair/datasets/conll_03_german/deu.testa
2018-12-18 08:56:55,926 Test: /home/aakbik/.flair/datasets/conll_03_german/deu.testb
2018-12-18 08:57:00,834 Reading data from /home/aakbik/.flair/datasets/conll_03_dutch
2018-12-18 08:57:00,855 Train: /home/aakbik/.flair/datasets/conll_03_dutch/ned.train
2018-12-18 08:57:00,855 Dev: /home/aakbik/.flair/datasets/conll_03_dutch/ned.testa
2018-12-18 08:57:00,855 Test: /home/aakbik/.flair/datasets/conll_03_dutch/ned.testb
2018-12-18 08:57:00,867 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_dutch/ned.train ... using "latin-1" instead.
2018-12-18 08:57:02,861 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_dutch/ned.testb ... using "latin-1" instead.
2018-12-18 08:57:11,938 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_dutch/ned.testa ... using "latin-1" instead.
2018-12-18 08:57:13,122 Reading data from /home/aakbik/.flair/datasets/conll_03_spanish
2018-12-18 08:57:13,123 Train: /home/aakbik/.flair/datasets/conll_03_spanish/esp.train
2018-12-18 08:57:13,123 Dev: /home/aakbik/.flair/datasets/conll_03_spanish/esp.testa
2018-12-18 08:57:13,123 Test: /home/aakbik/.flair/datasets/conll_03_spanish/esp.testb
2018-12-18 08:57:13,125 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_spanish/esp.train ... using "latin-1" instead.
2018-12-18 08:57:15,077 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_spanish/esp.testb ... using "latin-1" instead.
2018-12-18 08:57:15,425 UTF-8 can't read: /home/aakbik/.flair/datasets/conll_03_spanish/esp.testa ... using "latin-1" instead.
2018-12-18 08:57:18,175 ----------------------------------------------------------------------------------------------------
2018-12-18 08:57:18,175 Evaluation method: MICRO_F1_SCORE
2018-12-18 08:57:18,188 ----------------------------------------------------------------------------------------------------
2018-12-18 08:57:18,546 epoch 1 - iter 0/1974 - loss 67.41336823
2018-12-18 08:57:55,101 epoch 1 - iter 197/1974 - loss 8.05311360
2018-12-18 08:58:29,924 epoch 1 - iter 394/1974 - loss 5.86432807
2018-12-18 08:59:05,035 epoch 1 - iter 591/1974 - loss 4.88479104
2018-12-18 08:59:43,434 epoch 1 - iter 788/1974 - loss 4.35346880
2018-12-18 09:00:20,506 epoch 1 - iter 985/1974 - loss 3.96400418
2018-12-18 09:01:22,866 epoch 1 - iter 1182/1974 - loss 3.68432629
2018-12-18 09:02:01,339 epoch 1 - iter 1379/1974 - loss 3.46339265
2018-12-18 09:02:38,956 epoch 1 - iter 1576/1974 - loss 3.28605254
2018-12-18 09:03:15,719 epoch 1 - iter 1773/1974 - loss 3.12451322
2018-12-18 09:03:51,849 epoch 1 - iter 1970/1974 - loss 2.99326379
2018-12-18 09:03:53,761 ----------------------------------------------------------------------------------------------------
2018-12-18 09:03:53,761 EPOCH 1 done: loss 2.9917 - lr 0.1000 - bad epochs 0
2018-12-18 09:05:26,893 TEST : loss 1.15967250 - f-score 0.7856 - acc 0.7856
2018-12-18 09:05:26,899 ----------------------------------------------------------------------------------------------------
2018-12-18 09:05:27,109 epoch 2 - iter 0/1974 - loss 2.32340455
2018-12-18 09:05:47,742 epoch 2 - iter 197/1974 - loss 1.69163068
2018-12-18 09:06:09,213 epoch 2 - iter 394/1974 - loss 1.67996626
2018-12-18 09:06:30,897 epoch 2 - iter 591/1974 - loss 1.70625351
2018-12-18 09:06:52,517 epoch 2 - iter 788/1974 - loss 1.66431955
2018-12-18 09:07:13,208 epoch 2 - iter 985/1974 - loss 1.65012292
2018-12-18 09:07:34,625 epoch 2 - iter 1182/1974 - loss 1.63746353
2018-12-18 09:07:55,731 epoch 2 - iter 1379/1974 - loss 1.63046201
2018-12-18 09:08:17,375 epoch 2 - iter 1576/1974 - loss 1.61411148
2018-12-18 09:08:37,763 epoch 2 - iter 1773/1974 - loss 1.59397431
2018-12-18 09:08:58,209 epoch 2 - iter 1970/1974 - loss 1.57867695
2018-12-18 09:08:59,267 ----------------------------------------------------------------------------------------------------
2018-12-18 09:08:59,267 EPOCH 2 done: loss 1.5781 - lr 0.1000 - bad epochs 0
2018-12-18 09:09:56,171 TEST : loss 0.94721884 - f-score 0.8129 - acc 0.8129
2018-12-18 09:09:56,177 ----------------------------------------------------------------------------------------------------
2018-12-18 09:09:56,409 epoch 3 - iter 0/1974 - loss 1.78004360
2018-12-18 09:10:17,940 epoch 3 - iter 197/1974 - loss 1.37985425
2018-12-18 09:10:38,832 epoch 3 - iter 394/1974 - loss 1.37749460
2018-12-18 09:10:59,675 epoch 3 - iter 591/1974 - loss 1.35419971
2018-12-18 09:11:22,319 epoch 3 - iter 788/1974 - loss 1.37908787
2018-12-18 09:11:44,225 epoch 3 - iter 985/1974 - loss 1.36949905
2018-12-18 09:12:04,915 epoch 3 - iter 1182/1974 - loss 1.35686380
2018-12-18 09:12:25,009 epoch 3 - iter 1379/1974 - loss 1.33645786
2018-12-18 09:12:45,915 epoch 3 - iter 1576/1974 - loss 1.33462893
2018-12-18 09:13:05,881 epoch 3 - iter 1773/1974 - loss 1.32658962
2018-12-18 09:13:25,687 epoch 3 - iter 1970/1974 - loss 1.31805478
2018-12-18 09:13:27,501 ----------------------------------------------------------------------------------------------------
2018-12-18 09:13:27,501 EPOCH 3 done: loss 1.3180 - lr 0.1000 - bad epochs 0
2018-12-18 09:14:24,262 TEST : loss 0.92195076 - f-score 0.8229 - acc 0.8229
2018-12-18 09:14:24,296 ----------------------------------------------------------------------------------------------------
2018-12-18 09:14:24,504 epoch 4 - iter 0/1974 - loss 1.52938473
2018-12-18 09:14:45,194 epoch 4 - iter 197/1974 - loss 1.21083153
2018-12-18 09:15:05,284 epoch 4 - iter 394/1974 - loss 1.23845141
2018-12-18 09:15:26,976 epoch 4 - iter 591/1974 - loss 1.25937044
2018-12-18 09:15:47,424 epoch 4 - iter 788/1974 - loss 1.26081812
2018-12-18 09:16:08,328 epoch 4 - iter 985/1974 - loss 1.24895750
2018-12-18 09:16:28,359 epoch 4 - iter 1182/1974 - loss 1.24013541
2018-12-18 09:16:49,003 epoch 4 - iter 1379/1974 - loss 1.23396543
2018-12-18 09:17:09,614 epoch 4 - iter 1576/1974 - loss 1.22544382
2018-12-18 09:17:29,790 epoch 4 - iter 1773/1974 - loss 1.21487699
2018-12-18 09:17:50,176 epoch 4 - iter 1970/1974 - loss 1.20508393
2018-12-18 09:17:51,614 ----------------------------------------------------------------------------------------------------
2018-12-18 09:17:51,615 EPOCH 4 done: loss 1.2052 - lr 0.1000 - bad epochs 0
2018-12-18 09:18:48,669 TEST : loss 0.81342286 - f-score 0.8362 - acc 0.8361
2018-12-18 09:18:48,675 ----------------------------------------------------------------------------------------------------
2018-12-18 09:18:48,893 epoch 5 - iter 0/1974 - loss 0.94006521
2018-12-18 09:19:10,108 epoch 5 - iter 197/1974 - loss 1.14038920
2018-12-18 09:19:31,605 epoch 5 - iter 394/1974 - loss 1.12408427
2018-12-18 09:19:52,129 epoch 5 - iter 591/1974 - loss 1.15284057
2018-12-18 09:20:12,751 epoch 5 - iter 788/1974 - loss 1.13808070
2018-12-18 09:20:33,468 epoch 5 - iter 985/1974 - loss 1.13736477
2018-12-18 09:20:55,373 epoch 5 - iter 1182/1974 - loss 1.13600367
2018-12-18 09:21:17,615 epoch 5 - iter 1379/1974 - loss 1.12471103
2018-12-18 09:21:38,464 epoch 5 - iter 1576/1974 - loss 1.11575416
2018-12-18 09:21:59,576 epoch 5 - iter 1773/1974 - loss 1.11195713
2018-12-18 09:22:21,047 epoch 5 - iter 1970/1974 - loss 1.11012934
2018-12-18 09:22:22,519 ----------------------------------------------------------------------------------------------------
2018-12-18 09:22:22,519 EPOCH 5 done: loss 1.1093 - lr 0.1000 - bad epochs 0
2018-12-18 09:23:19,184 TEST : loss 0.78417569 - f-score 0.8436 - acc 0.8436
2018-12-18 09:23:19,227 ----------------------------------------------------------------------------------------------------
2018-12-18 09:23:19,460 epoch 6 - iter 0/1974 - loss 1.05933440
2018-12-18 09:23:40,130 epoch 6 - iter 197/1974 - loss 1.04161290
2018-12-18 09:24:01,473 epoch 6 - iter 394/1974 - loss 1.11239200
2018-12-18 09:24:22,289 epoch 6 - iter 591/1974 - loss 1.09098993
2018-12-18 09:24:43,527 epoch 6 - iter 788/1974 - loss 1.07953296
2018-12-18 09:25:03,584 epoch 6 - iter 985/1974 - loss 1.06866250
2018-12-18 09:25:25,320 epoch 6 - iter 1182/1974 - loss 1.06560254
2018-12-18 09:25:46,447 epoch 6 - iter 1379/1974 - loss 1.07269157
2018-12-18 09:26:07,395 epoch 6 - iter 1576/1974 - loss 1.06500300
2018-12-18 09:26:28,102 epoch 6 - iter 1773/1974 - loss 1.06058200
2018-12-18 09:26:49,585 epoch 6 - iter 1970/1974 - loss 1.06133414
2018-12-18 09:26:51,053 ----------------------------------------------------------------------------------------------------
2018-12-18 09:26:51,053 EPOCH 6 done: loss 1.0618 - lr 0.1000 - bad epochs 0
2018-12-18 09:27:48,234 TEST : loss 0.74714112 - f-score 0.8520 - acc 0.8520
2018-12-18 09:27:48,240 ----------------------------------------------------------------------------------------------------
2018-12-18 09:27:48,432 epoch 7 - iter 0/1974 - loss 1.01689243
2018-12-18 09:28:08,505 epoch 7 - iter 197/1974 - loss 0.99926498
2018-12-18 09:28:29,256 epoch 7 - iter 394/1974 - loss 0.98029468
2018-12-18 09:28:50,945 epoch 7 - iter 591/1974 - loss 1.00761506
2018-12-18 09:29:12,833 epoch 7 - iter 788/1974 - loss 1.00775519
2018-12-18 09:29:32,554 epoch 7 - iter 985/1974 - loss 1.00378865
2018-12-18 09:29:54,589 epoch 7 - iter 1182/1974 - loss 1.00097558
2018-12-18 09:30:15,174 epoch 7 - iter 1379/1974 - loss 0.99964471
2018-12-18 09:30:34,839 epoch 7 - iter 1576/1974 - loss 0.99551139
2018-12-18 09:30:54,951 epoch 7 - iter 1773/1974 - loss 0.99527938
2018-12-18 09:31:15,985 epoch 7 - iter 1970/1974 - loss 0.99710046
2018-12-18 09:31:17,392 ----------------------------------------------------------------------------------------------------
2018-12-18 09:31:17,392 EPOCH 7 done: loss 0.9971 - lr 0.1000 - bad epochs 0
2018-12-18 09:32:14,206 TEST : loss 0.75046754 - f-score 0.8534 - acc 0.8534
2018-12-18 09:32:14,212 ----------------------------------------------------------------------------------------------------
2018-12-18 09:32:14,407 epoch 8 - iter 0/1974 - loss 0.71275520
2018-12-18 09:32:35,158 epoch 8 - iter 197/1974 - loss 0.99361860
2018-12-18 09:32:56,329 epoch 8 - iter 394/1974 - loss 0.99654368
2018-12-18 09:33:18,244 epoch 8 - iter 591/1974 - loss 0.97697179
2018-12-18 09:33:37,772 epoch 8 - iter 788/1974 - loss 0.96530195
2018-12-18 09:33:58,589 epoch 8 - iter 985/1974 - loss 0.95560244
2018-12-18 09:34:18,078 epoch 8 - iter 1182/1974 - loss 0.96331109
2018-12-18 09:34:38,076 epoch 8 - iter 1379/1974 - loss 0.96239651
2018-12-18 09:34:57,908 epoch 8 - iter 1576/1974 - loss 0.96431572
2018-12-18 09:35:16,873 epoch 8 - iter 1773/1974 - loss 0.96103065
2018-12-18 09:35:37,703 epoch 8 - iter 1970/1974 - loss 0.97071978
2018-12-18 09:35:39,211 ----------------------------------------------------------------------------------------------------
2018-12-18 09:35:39,212 EPOCH 8 done: loss 0.9705 - lr 0.1000 - bad epochs 0
2018-12-18 09:36:36,368 TEST : loss 0.73734319 - f-score 0.8578 - acc 0.8578
2018-12-18 09:36:36,374 ----------------------------------------------------------------------------------------------------
2018-12-18 09:36:36,577 epoch 9 - iter 0/1974 - loss 0.82691461
2018-12-18 09:36:57,334 epoch 9 - iter 197/1974 - loss 0.89997322
2018-12-18 09:37:19,029 epoch 9 - iter 394/1974 - loss 0.92344271
2018-12-18 09:37:39,672 epoch 9 - iter 591/1974 - loss 0.90790119
2018-12-18 09:38:00,863 epoch 9 - iter 788/1974 - loss 0.90276984
2018-12-18 09:38:20,468 epoch 9 - iter 985/1974 - loss 0.90724460
2018-12-18 09:38:41,925 epoch 9 - iter 1182/1974 - loss 0.90750089
2018-12-18 09:39:02,862 epoch 9 - iter 1379/1974 - loss 0.91265041
2018-12-18 09:39:23,580 epoch 9 - iter 1576/1974 - loss 0.91826103
2018-12-18 09:39:45,056 epoch 9 - iter 1773/1974 - loss 0.91464251
2018-12-18 09:40:06,762 epoch 9 - iter 1970/1974 - loss 0.92190996
2018-12-18 09:40:07,849 ----------------------------------------------------------------------------------------------------
2018-12-18 09:40:07,849 EPOCH 9 done: loss 0.9221 - lr 0.1000 - bad epochs 0
2018-12-18 09:41:04,617 TEST : loss 0.71132493 - f-score 0.8572 - acc 0.8572
2018-12-18 09:41:04,629 ----------------------------------------------------------------------------------------------------
2018-12-18 09:41:04,805 epoch 10 - iter 0/1974 - loss 0.86265516
2018-12-18 09:41:27,089 epoch 10 - iter 197/1974 - loss 0.92672343
2018-12-18 09:41:48,589 epoch 10 - iter 394/1974 - loss 0.91714745
2018-12-18 09:42:10,216 epoch 10 - iter 591/1974 - loss 0.90128676
2018-12-18 09:42:30,837 epoch 10 - iter 788/1974 - loss 0.89097150
2018-12-18 09:42:52,223 epoch 10 - iter 985/1974 - loss 0.89188936
2018-12-18 09:43:13,558 epoch 10 - iter 1182/1974 - loss 0.89916984
2018-12-18 09:43:34,911 epoch 10 - iter 1379/1974 - loss 0.90803717
2018-12-18 09:43:55,330 epoch 10 - iter 1576/1974 - loss 0.89986705
2018-12-18 09:44:16,885 epoch 10 - iter 1773/1974 - loss 0.89993716
2018-12-18 09:44:37,496 epoch 10 - iter 1970/1974 - loss 0.89962428
2018-12-18 09:44:39,059 ----------------------------------------------------------------------------------------------------
2018-12-18 09:44:39,060 EPOCH 10 done: loss 0.9003 - lr 0.1000 - bad epochs 0
2018-12-18 09:45:36,192 TEST : loss 0.72773188 - f-score 0.8601 - acc 0.8601
2018-12-18 09:45:36,233 ----------------------------------------------------------------------------------------------------
2018-12-18 09:45:36,443 epoch 11 - iter 0/1974 - loss 0.45187211
2018-12-18 09:45:57,891 epoch 11 - iter 197/1974 - loss 0.87735683
2018-12-18 09:46:18,882 epoch 11 - iter 394/1974 - loss 0.87580027
2018-12-18 09:46:39,799 epoch 11 - iter 591/1974 - loss 0.86301257
2018-12-18 09:47:00,767 epoch 11 - iter 788/1974 - loss 0.86208458
2018-12-18 09:47:21,646 epoch 11 - iter 985/1974 - loss 0.86550502
2018-12-18 09:47:43,307 epoch 11 - iter 1182/1974 - loss 0.86793024
2018-12-18 09:48:06,307 epoch 11 - iter 1379/1974 - loss 0.88016492
2018-12-18 09:48:28,526 epoch 11 - iter 1576/1974 - loss 0.88106013
2018-12-18 09:48:49,420 epoch 11 - iter 1773/1974 - loss 0.87389130
2018-12-18 09:49:10,484 epoch 11 - iter 1970/1974 - loss 0.87440877
2018-12-18 09:49:12,113 ----------------------------------------------------------------------------------------------------
2018-12-18 09:49:12,113 EPOCH 11 done: loss 0.8743 - lr 0.1000 - bad epochs 0
2018-12-18 09:50:09,312 TEST : loss 0.70961994 - f-score 0.8651 - acc 0.8651
2018-12-18 09:50:09,331 ----------------------------------------------------------------------------------------------------
2018-12-18 09:50:09,563 epoch 12 - iter 0/1974 - loss 0.74588859
2018-12-18 09:50:31,028 epoch 12 - iter 197/1974 - loss 0.80473939
2018-12-18 09:50:54,814 epoch 12 - iter 394/1974 - loss 0.83325269
2018-12-18 09:51:15,300 epoch 12 - iter 591/1974 - loss 0.84434209
2018-12-18 09:51:36,213 epoch 12 - iter 788/1974 - loss 0.84802196
2018-12-18 09:51:57,259 epoch 12 - iter 985/1974 - loss 0.85511391
2018-12-18 09:52:18,515 epoch 12 - iter 1182/1974 - loss 0.84935511
2018-12-18 09:52:40,462 epoch 12 - iter 1379/1974 - loss 0.84838638
2018-12-18 09:53:00,856 epoch 12 - iter 1576/1974 - loss 0.85030745
2018-12-18 09:53:21,861 epoch 12 - iter 1773/1974 - loss 0.85097321
2018-12-18 09:53:43,394 epoch 12 - iter 1970/1974 - loss 0.84872557
2018-12-18 09:53:44,848 ----------------------------------------------------------------------------------------------------
2018-12-18 09:53:44,848 EPOCH 12 done: loss 0.8485 - lr 0.1000 - bad epochs 0
2018-12-18 09:54:41,780 TEST : loss 0.73994505 - f-score 0.8616 - acc 0.8616
2018-12-18 09:54:41,786 ----------------------------------------------------------------------------------------------------
2018-12-18 09:54:41,988 epoch 13 - iter 0/1974 - loss 0.91623414
2018-12-18 09:55:03,179 epoch 13 - iter 197/1974 - loss 0.77711977
2018-12-18 09:55:24,683 epoch 13 - iter 394/1974 - loss 0.79657282
2018-12-18 09:55:43,689 epoch 13 - iter 591/1974 - loss 0.79331784
2018-12-18 09:56:05,022 epoch 13 - iter 788/1974 - loss 0.80048674
2018-12-18 09:56:24,928 epoch 13 - iter 985/1974 - loss 0.80830156
2018-12-18 09:56:44,861 epoch 13 - iter 1182/1974 - loss 0.82195488
2018-12-18 09:57:05,110 epoch 13 - iter 1379/1974 - loss 0.82924300
2018-12-18 09:57:26,525 epoch 13 - iter 1576/1974 - loss 0.82622995
2018-12-18 09:57:47,704 epoch 13 - iter 1773/1974 - loss 0.83136509
2018-12-18 09:58:08,038 epoch 13 - iter 1970/1974 - loss 0.83342911
2018-12-18 09:58:09,598 ----------------------------------------------------------------------------------------------------
2018-12-18 09:58:09,598 EPOCH 13 done: loss 0.8329 - lr 0.1000 - bad epochs 0
2018-12-18 09:59:13,373 TEST : loss 0.70229822 - f-score 0.8657 - acc 0.8657
2018-12-18 09:59:13,445 ----------------------------------------------------------------------------------------------------
2018-12-18 09:59:13,635 epoch 14 - iter 0/1974 - loss 0.98203146
2018-12-18 09:59:34,279 epoch 14 - iter 197/1974 - loss 0.78321488
2018-12-18 09:59:57,308 epoch 14 - iter 394/1974 - loss 0.79987396
2018-12-18 10:00:17,046 epoch 14 - iter 591/1974 - loss 0.79023934
2018-12-18 10:00:36,763 epoch 14 - iter 788/1974 - loss 0.79957666
2018-12-18 10:00:56,347 epoch 14 - iter 985/1974 - loss 0.80261023
2018-12-18 10:01:17,095 epoch 14 - iter 1182/1974 - loss 0.80813576
2018-12-18 10:01:36,869 epoch 14 - iter 1379/1974 - loss 0.80873875
2018-12-18 10:01:57,340 epoch 14 - iter 1576/1974 - loss 0.81284596
2018-12-18 10:02:17,232 epoch 14 - iter 1773/1974 - loss 0.81617329
2018-12-18 10:02:37,999 epoch 14 - iter 1970/1974 - loss 0.81833491
2018-12-18 10:02:39,437 ----------------------------------------------------------------------------------------------------
2018-12-18 10:02:39,438 EPOCH 14 done: loss 0.8181 - lr 0.1000 - bad epochs 0
2018-12-18 10:03:36,560 TEST : loss 0.70100272 - f-score 0.8623 - acc 0.8623
2018-12-18 10:03:36,566 ----------------------------------------------------------------------------------------------------
2018-12-18 10:03:36,771 epoch 15 - iter 0/1974 - loss 0.56811643
2018-12-18 10:03:57,216 epoch 15 - iter 197/1974 - loss 0.73845702
2018-12-18 10:04:16,692 epoch 15 - iter 394/1974 - loss 0.74746785
2018-12-18 10:04:36,848 epoch 15 - iter 591/1974 - loss 0.76252445
2018-12-18 10:04:57,300 epoch 15 - iter 788/1974 - loss 0.76074361
2018-12-18 10:05:18,517 epoch 15 - iter 985/1974 - loss 0.78233314
2018-12-18 10:05:38,461 epoch 15 - iter 1182/1974 - loss 0.77967821
2018-12-18 10:05:58,229 epoch 15 - iter 1379/1974 - loss 0.78658989
2018-12-18 10:06:18,844 epoch 15 - iter 1576/1974 - loss 0.79203132
2018-12-18 10:06:39,536 epoch 15 - iter 1773/1974 - loss 0.79974118
2018-12-18 10:06:59,889 epoch 15 - iter 1970/1974 - loss 0.80239332
2018-12-18 10:07:01,360 ----------------------------------------------------------------------------------------------------
2018-12-18 10:07:01,360 EPOCH 15 done: loss 0.8022 - lr 0.1000 - bad epochs 0
2018-12-18 10:07:58,379 TEST : loss 0.68261087 - f-score 0.8667 - acc 0.8667
2018-12-18 10:07:58,416 ----------------------------------------------------------------------------------------------------
2018-12-18 10:07:58,647 epoch 16 - iter 0/1974 - loss 0.91388911
2018-12-18 10:08:19,034 epoch 16 - iter 197/1974 - loss 0.78310039
2018-12-18 10:08:39,410 epoch 16 - iter 394/1974 - loss 0.77058674
2018-12-18 10:08:59,141 epoch 16 - iter 591/1974 - loss 0.78761583
2018-12-18 10:09:18,872 epoch 16 - iter 788/1974 - loss 0.78785625
2018-12-18 10:09:38,806 epoch 16 - iter 985/1974 - loss 0.77975649
2018-12-18 10:09:58,407 epoch 16 - iter 1182/1974 - loss 0.77236884
2018-12-18 10:10:20,219 epoch 16 - iter 1379/1974 - loss 0.77985663
2018-12-18 10:10:40,453 epoch 16 - iter 1576/1974 - loss 0.78446889
2018-12-18 10:11:00,644 epoch 16 - iter 1773/1974 - loss 0.78275258
2018-12-18 10:11:21,021 epoch 16 - iter 1970/1974 - loss 0.78198504
2018-12-18 10:11:22,400 ----------------------------------------------------------------------------------------------------
2018-12-18 10:11:22,401 EPOCH 16 done: loss 0.7816 - lr 0.1000 - bad epochs 0
2018-12-18 10:12:18,424 TEST : loss 0.70386404 - f-score 0.8694 - acc 0.8694
2018-12-18 10:12:18,430 ----------------------------------------------------------------------------------------------------
2018-12-18 10:12:18,644 epoch 17 - iter 0/1974 - loss 0.93606973
2018-12-18 10:12:39,375 epoch 17 - iter 197/1974 - loss 0.78707186
2018-12-18 10:12:59,323 epoch 17 - iter 394/1974 - loss 0.76417152
2018-12-18 10:13:19,119 epoch 17 - iter 591/1974 - loss 0.76496185
2018-12-18 10:13:39,219 epoch 17 - iter 788/1974 - loss 0.76676543
2018-12-18 10:13:59,153 epoch 17 - iter 985/1974 - loss 0.76598164
2018-12-18 10:14:19,297 epoch 17 - iter 1182/1974 - loss 0.77004229
2018-12-18 10:14:40,901 epoch 17 - iter 1379/1974 - loss 0.76984578
2018-12-18 10:15:01,590 epoch 17 - iter 1576/1974 - loss 0.77258260
2018-12-18 10:15:21,574 epoch 17 - iter 1773/1974 - loss 0.76949618
2018-12-18 10:15:42,245 epoch 17 - iter 1970/1974 - loss 0.77139569
2018-12-18 10:15:43,682 ----------------------------------------------------------------------------------------------------
2018-12-18 10:15:43,683 EPOCH 17 done: loss 0.7710 - lr 0.1000 - bad epochs 0
2018-12-18 10:16:39,341 TEST : loss 0.70233041 - f-score 0.8668 - acc 0.8668
2018-12-18 10:16:39,369 ----------------------------------------------------------------------------------------------------
2018-12-18 10:16:39,583 epoch 18 - iter 0/1974 - loss 0.87569916
2018-12-18 10:17:00,595 epoch 18 - iter 197/1974 - loss 0.70917492
2018-12-18 10:17:20,786 epoch 18 - iter 394/1974 - loss 0.73042169
2018-12-18 10:17:41,541 epoch 18 - iter 591/1974 - loss 0.74834135
2018-12-18 10:18:02,077 epoch 18 - iter 788/1974 - loss 0.75234802
2018-12-18 10:18:22,067 epoch 18 - iter 985/1974 - loss 0.74463147
2018-12-18 10:18:41,798 epoch 18 - iter 1182/1974 - loss 0.75194857
2018-12-18 10:19:02,469 epoch 18 - iter 1379/1974 - loss 0.75551624
2018-12-18 10:19:23,264 epoch 18 - iter 1576/1974 - loss 0.75617736
2018-12-18 10:19:42,282 epoch 18 - iter 1773/1974 - loss 0.75745569
2018-12-18 10:20:02,767 epoch 18 - iter 1970/1974 - loss 0.75825624
2018-12-18 10:20:03,810 ----------------------------------------------------------------------------------------------------
2018-12-18 10:20:03,810 EPOCH 18 done: loss 0.7580 - lr 0.1000 - bad epochs 0
2018-12-18 10:21:00,551 TEST : loss 0.73753154 - f-score 0.8648 - acc 0.8648
2018-12-18 10:21:00,557 ----------------------------------------------------------------------------------------------------
2018-12-18 10:21:00,767 epoch 19 - iter 0/1974 - loss 0.76877916
2018-12-18 10:21:22,013 epoch 19 - iter 197/1974 - loss 0.72044155
2018-12-18 10:21:42,794 epoch 19 - iter 394/1974 - loss 0.72568410
2018-12-18 10:22:03,553 epoch 19 - iter 591/1974 - loss 0.73026432
2018-12-18 10:22:24,016 epoch 19 - iter 788/1974 - loss 0.73072613
2018-12-18 10:22:43,999 epoch 19 - iter 985/1974 - loss 0.73160699
2018-12-18 10:23:05,147 epoch 19 - iter 1182/1974 - loss 0.73052469
2018-12-18 10:23:27,102 epoch 19 - iter 1379/1974 - loss 0.73646084
2018-12-18 10:23:46,568 epoch 19 - iter 1576/1974 - loss 0.74241546
2018-12-18 10:24:06,294 epoch 19 - iter 1773/1974 - loss 0.73940953
2018-12-18 10:24:26,053 epoch 19 - iter 1970/1974 - loss 0.74470964
2018-12-18 10:24:27,164 ----------------------------------------------------------------------------------------------------
2018-12-18 10:24:27,164 EPOCH 19 done: loss 0.7445 - lr 0.1000 - bad epochs 0
2018-12-18 10:25:23,683 TEST : loss 0.69292152 - f-score 0.8690 - acc 0.8690
2018-12-18 10:25:23,688 ----------------------------------------------------------------------------------------------------
2018-12-18 10:25:23,901 epoch 20 - iter 0/1974 - loss 0.79596961
2018-12-18 10:25:44,634 epoch 20 - iter 197/1974 - loss 0.70022778
2018-12-18 10:26:05,288 epoch 20 - iter 394/1974 - loss 0.71403870
2018-12-18 10:26:25,573 epoch 20 - iter 591/1974 - loss 0.71315094
2018-12-18 10:26:47,841 epoch 20 - iter 788/1974 - loss 0.73182607
2018-12-18 10:27:07,950 epoch 20 - iter 985/1974 - loss 0.72831552
2018-12-18 10:27:27,874 epoch 20 - iter 1182/1974 - loss 0.73147046
2018-12-18 10:27:47,649 epoch 20 - iter 1379/1974 - loss 0.73264602
2018-12-18 10:28:08,283 epoch 20 - iter 1576/1974 - loss 0.73369288
2018-12-18 10:28:29,237 epoch 20 - iter 1773/1974 - loss 0.73344400
2018-12-18 10:28:49,896 epoch 20 - iter 1970/1974 - loss 0.73401152
2018-12-18 10:28:51,133 ----------------------------------------------------------------------------------------------------
2018-12-18 10:28:51,133 EPOCH 20 done: loss 0.7337 - lr 0.1000 - bad epochs 0
2018-12-18 10:29:47,731 TEST : loss 0.71940118 - f-score 0.8676 - acc 0.8676
2018-12-18 10:29:47,737 ----------------------------------------------------------------------------------------------------
2018-12-18 10:29:47,960 epoch 21 - iter 0/1974 - loss 0.71531141
2018-12-18 10:30:08,300 epoch 21 - iter 197/1974 - loss 0.68755820
2018-12-18 10:30:30,089 epoch 21 - iter 394/1974 - loss 0.71569869
2018-12-18 10:30:51,377 epoch 21 - iter 591/1974 - loss 0.72276495
2018-12-18 10:31:11,983 epoch 21 - iter 788/1974 - loss 0.72455713
2018-12-18 10:31:32,771 epoch 21 - iter 985/1974 - loss 0.73070103
2018-12-18 10:31:52,709 epoch 21 - iter 1182/1974 - loss 0.73695641
2018-12-18 10:32:12,691 epoch 21 - iter 1379/1974 - loss 0.73587244
2018-12-18 10:32:32,833 epoch 21 - iter 1576/1974 - loss 0.73344735
2018-12-18 10:32:52,513 epoch 21 - iter 1773/1974 - loss 0.73140054
2018-12-18 10:33:13,418 epoch 21 - iter 1970/1974 - loss 0.73203298
2018-12-18 10:33:14,892 ----------------------------------------------------------------------------------------------------
2018-12-18 10:33:14,893 EPOCH 21 done: loss 0.7320 - lr 0.1000 - bad epochs 0
2018-12-18 10:34:11,521 TEST : loss 0.68720579 - f-score 0.8749 - acc 0.8750
2018-12-18 10:34:11,527 ----------------------------------------------------------------------------------------------------
2018-12-18 10:34:11,724 epoch 22 - iter 0/1974 - loss 1.18629622
2018-12-18 10:34:33,350 epoch 22 - iter 197/1974 - loss 0.69204354
2018-12-18 10:34:53,234 epoch 22 - iter 394/1974 - loss 0.69338125
2018-12-18 10:35:13,332 epoch 22 - iter 591/1974 - loss 0.69599474
2018-12-18 10:35:33,510 epoch 22 - iter 788/1974 - loss 0.69608515
2018-12-18 10:35:54,479 epoch 22 - iter 985/1974 - loss 0.70119071
2018-12-18 10:36:14,647 epoch 22 - iter 1182/1974 - loss 0.70690880
2018-12-18 10:36:34,962 epoch 22 - iter 1379/1974 - loss 0.71488212
2018-12-18 10:36:54,573 epoch 22 - iter 1576/1974 - loss 0.71699629
2018-12-18 10:37:14,544 epoch 22 - iter 1773/1974 - loss 0.71453060
2018-12-18 10:37:34,549 epoch 22 - iter 1970/1974 - loss 0.71802686
2018-12-18 10:37:35,578 ----------------------------------------------------------------------------------------------------
2018-12-18 10:37:35,578 EPOCH 22 done: loss 0.7174 - lr 0.1000 - bad epochs 0
2018-12-18 10:38:31,850 TEST : loss 0.69943422 - f-score 0.8692 - acc 0.8692
2018-12-18 10:38:31,876 ----------------------------------------------------------------------------------------------------
2018-12-18 10:38:32,096 epoch 23 - iter 0/1974 - loss 1.21565270
2018-12-18 10:38:52,443 epoch 23 - iter 197/1974 - loss 0.72725016
2018-12-18 10:39:12,572 epoch 23 - iter 394/1974 - loss 0.70761874
2018-12-18 10:39:34,337 epoch 23 - iter 591/1974 - loss 0.69632060
2018-12-18 10:39:54,494 epoch 23 - iter 788/1974 - loss 0.69407089
2018-12-18 10:40:14,117 epoch 23 - iter 985/1974 - loss 0.69143556
2018-12-18 10:40:34,039 epoch 23 - iter 1182/1974 - loss 0.70170576
2018-12-18 10:40:53,992 epoch 23 - iter 1379/1974 - loss 0.69936359
2018-12-18 10:41:14,774 epoch 23 - iter 1576/1974 - loss 0.70429213
2018-12-18 10:41:34,431 epoch 23 - iter 1773/1974 - loss 0.70415926
2018-12-18 10:41:55,206 epoch 23 - iter 1970/1974 - loss 0.70454054
2018-12-18 10:41:56,765 ----------------------------------------------------------------------------------------------------
2018-12-18 10:41:56,765 EPOCH 23 done: loss 0.7048 - lr 0.1000 - bad epochs 0
2018-12-18 10:42:53,763 TEST : loss 0.68676805 - f-score 0.8714 - acc 0.8714
2018-12-18 10:42:53,813 ----------------------------------------------------------------------------------------------------
2018-12-18 10:42:54,026 epoch 24 - iter 0/1974 - loss 0.88269854
2018-12-18 10:43:14,188 epoch 24 - iter 197/1974 - loss 0.68273765
2018-12-18 10:43:33,950 epoch 24 - iter 394/1974 - loss 0.66866982
2018-12-18 10:43:54,698 epoch 24 - iter 591/1974 - loss 0.70218129
2018-12-18 10:44:16,031 epoch 24 - iter 788/1974 - loss 0.70618714
2018-12-18 10:44:36,727 epoch 24 - iter 985/1974 - loss 0.70579913
2018-12-18 10:44:57,170 epoch 24 - iter 1182/1974 - loss 0.71193403
2018-12-18 10:45:17,271 epoch 24 - iter 1379/1974 - loss 0.71222215
2018-12-18 10:45:38,520 epoch 24 - iter 1576/1974 - loss 0.71243809
2018-12-18 10:45:58,384 epoch 24 - iter 1773/1974 - loss 0.70806807
2018-12-18 10:46:17,696 epoch 24 - iter 1970/1974 - loss 0.70949054
2018-12-18 10:46:19,228 ----------------------------------------------------------------------------------------------------
2018-12-18 10:46:19,228 EPOCH 24 done: loss 0.7092 - lr 0.1000 - bad epochs 0
2018-12-18 10:47:16,450 TEST : loss 0.74652159 - f-score 0.8693 - acc 0.8693
2018-12-18 10:47:16,456 ----------------------------------------------------------------------------------------------------
2018-12-18 10:47:16,651 epoch 25 - iter 0/1974 - loss 0.58046752
2018-12-18 10:47:37,244 epoch 25 - iter 197/1974 - loss 0.67511912
2018-12-18 10:47:57,943 epoch 25 - iter 394/1974 - loss 0.67751916
2018-12-18 10:48:18,351 epoch 25 - iter 591/1974 - loss 0.67701804
2018-12-18 10:48:38,545 epoch 25 - iter 788/1974 - loss 0.67530037
2018-12-18 10:48:58,881 epoch 25 - iter 985/1974 - loss 0.66883323
2018-12-18 10:49:20,627 epoch 25 - iter 1182/1974 - loss 0.67794800
2018-12-18 10:49:40,153 epoch 25 - iter 1379/1974 - loss 0.68199648
2018-12-18 10:50:00,467 epoch 25 - iter 1576/1974 - loss 0.68808684
2018-12-18 10:50:20,533 epoch 25 - iter 1773/1974 - loss 0.68370136
2018-12-18 10:50:41,043 epoch 25 - iter 1970/1974 - loss 0.68869557
2018-12-18 10:50:42,419 ----------------------------------------------------------------------------------------------------
2018-12-18 10:50:42,420 EPOCH 25 done: loss 0.6889 - lr 0.1000 - bad epochs 1
2018-12-18 10:51:38,744 TEST : loss 0.70154947 - f-score 0.8679 - acc 0.8679
2018-12-18 10:51:38,750 ----------------------------------------------------------------------------------------------------
2018-12-18 10:51:38,956 epoch 26 - iter 0/1974 - loss 0.49600029
2018-12-18 10:51:59,206 epoch 26 - iter 197/1974 - loss 0.62984412
2018-12-18 10:52:19,469 epoch 26 - iter 394/1974 - loss 0.64324458
2018-12-18 10:52:39,921 epoch 26 - iter 591/1974 - loss 0.65614409
2018-12-18 10:53:00,333 epoch 26 - iter 788/1974 - loss 0.64875107
2018-12-18 10:53:20,916 epoch 26 - iter 985/1974 - loss 0.65863965
2018-12-18 10:53:41,187 epoch 26 - iter 1182/1974 - loss 0.66729765
2018-12-18 10:54:02,707 epoch 26 - iter 1379/1974 - loss 0.67831310
2018-12-18 10:54:22,965 epoch 26 - iter 1576/1974 - loss 0.67853805
2018-12-18 10:54:43,829 epoch 26 - iter 1773/1974 - loss 0.68075645
2018-12-18 10:55:04,910 epoch 26 - iter 1970/1974 - loss 0.68300592
2018-12-18 10:55:06,445 ----------------------------------------------------------------------------------------------------
2018-12-18 10:55:06,446 EPOCH 26 done: loss 0.6831 - lr 0.1000 - bad epochs 0
2018-12-18 10:56:03,684 TEST : loss 0.69721210 - f-score 0.8690 - acc 0.8690
2018-12-18 10:56:03,690 ----------------------------------------------------------------------------------------------------
2018-12-18 10:56:03,868 epoch 27 - iter 0/1974 - loss 0.30834061
2018-12-18 10:56:26,061 epoch 27 - iter 197/1974 - loss 0.69464387
2018-12-18 10:56:46,216 epoch 27 - iter 394/1974 - loss 0.69308777
2018-12-18 10:57:06,683 epoch 27 - iter 591/1974 - loss 0.67127215
2018-12-18 10:57:26,963 epoch 27 - iter 788/1974 - loss 0.67807802
2018-12-18 10:57:46,650 epoch 27 - iter 985/1974 - loss 0.67744746
2018-12-18 10:58:07,428 epoch 27 - iter 1182/1974 - loss 0.67481928
2018-12-18 10:58:27,331 epoch 27 - iter 1379/1974 - loss 0.67741495
2018-12-18 10:58:46,902 epoch 27 - iter 1576/1974 - loss 0.67878008
2018-12-18 10:59:07,382 epoch 27 - iter 1773/1974 - loss 0.68306309
2018-12-18 10:59:27,422 epoch 27 - iter 1970/1974 - loss 0.68994989
2018-12-18 10:59:28,996 ----------------------------------------------------------------------------------------------------
2018-12-18 10:59:28,996 EPOCH 27 done: loss 0.6902 - lr 0.1000 - bad epochs 0
2018-12-18 11:00:25,770 TEST : loss 0.68978894 - f-score 0.8719 - acc 0.8719
2018-12-18 11:00:25,776 ----------------------------------------------------------------------------------------------------
2018-12-18 11:00:25,972 epoch 28 - iter 0/1974 - loss 0.51794255
2018-12-18 11:00:45,940 epoch 28 - iter 197/1974 - loss 0.65431772
2018-12-18 11:01:06,161 epoch 28 - iter 394/1974 - loss 0.65424965
2018-12-18 11:01:26,581 epoch 28 - iter 591/1974 - loss 0.67005956
2018-12-18 11:01:46,842 epoch 28 - iter 788/1974 - loss 0.68024353
2018-12-18 11:02:07,940 epoch 28 - iter 985/1974 - loss 0.67300658
2018-12-18 11:02:28,185 epoch 28 - iter 1182/1974 - loss 0.68079902
2018-12-18 11:02:48,667 epoch 28 - iter 1379/1974 - loss 0.68097450
2018-12-18 11:03:08,393 epoch 28 - iter 1576/1974 - loss 0.67977011
2018-12-18 11:03:29,199 epoch 28 - iter 1773/1974 - loss 0.68241486
2018-12-18 11:03:49,860 epoch 28 - iter 1970/1974 - loss 0.68217130
2018-12-18 11:03:51,368 ----------------------------------------------------------------------------------------------------
2018-12-18 11:03:51,368 EPOCH 28 done: loss 0.6819 - lr 0.1000 - bad epochs 1
2018-12-18 11:04:47,928 TEST : loss 0.71565408 - f-score 0.8714 - acc 0.8714
2018-12-18 11:04:47,934 ----------------------------------------------------------------------------------------------------
2018-12-18 11:04:48,135 epoch 29 - iter 0/1974 - loss 0.35616669
2018-12-18 11:05:09,987 epoch 29 - iter 197/1974 - loss 0.69572053
2018-12-18 11:05:30,362 epoch 29 - iter 394/1974 - loss 0.66454094
2018-12-18 11:05:50,248 epoch 29 - iter 591/1974 - loss 0.65644830
2018-12-18 11:06:11,039 epoch 29 - iter 788/1974 - loss 0.66330425
2018-12-18 11:06:30,331 epoch 29 - iter 985/1974 - loss 0.66518124
2018-12-18 11:06:50,437 epoch 29 - iter 1182/1974 - loss 0.66693168
2018-12-18 11:07:10,460 epoch 29 - iter 1379/1974 - loss 0.67362372
2018-12-18 11:07:31,561 epoch 29 - iter 1576/1974 - loss 0.67710450
2018-12-18 11:07:51,425 epoch 29 - iter 1773/1974 - loss 0.68139921
2018-12-18 11:08:10,419 epoch 29 - iter 1970/1974 - loss 0.68034145
2018-12-18 11:08:11,623 ----------------------------------------------------------------------------------------------------
2018-12-18 11:08:11,623 EPOCH 29 done: loss 0.6808 - lr 0.1000 - bad epochs 0
2018-12-18 11:09:07,926 TEST : loss 0.69192517 - f-score 0.8715 - acc 0.8716
2018-12-18 11:09:07,932 ----------------------------------------------------------------------------------------------------
2018-12-18 11:09:08,131 epoch 30 - iter 0/1974 - loss 0.74612826
2018-12-18 11:09:27,719 epoch 30 - iter 197/1974 - loss 0.60939934
2018-12-18 11:09:48,079 epoch 30 - iter 394/1974 - loss 0.62189162
2018-12-18 11:10:08,606 epoch 30 - iter 591/1974 - loss 0.65320304
2018-12-18 11:10:28,591 epoch 30 - iter 788/1974 - loss 0.65312937
2018-12-18 11:10:48,830 epoch 30 - iter 985/1974 - loss 0.65716196
2018-12-18 11:11:08,829 epoch 30 - iter 1182/1974 - loss 0.66223402
2018-12-18 11:11:28,756 epoch 30 - iter 1379/1974 - loss 0.66094067
2018-12-18 11:11:48,695 epoch 30 - iter 1576/1974 - loss 0.66146490
2018-12-18 11:12:08,549 epoch 30 - iter 1773/1974 - loss 0.66788908
2018-12-18 11:12:28,456 epoch 30 - iter 1970/1974 - loss 0.67091247
2018-12-18 11:12:29,492 ----------------------------------------------------------------------------------------------------
2018-12-18 11:12:29,493 EPOCH 30 done: loss 0.6710 - lr 0.1000 - bad epochs 0
2018-12-18 11:13:33,288 TEST : loss 0.71344143 - f-score 0.8702 - acc 0.8702
2018-12-18 11:13:33,297 ----------------------------------------------------------------------------------------------------
2018-12-18 11:13:33,511 epoch 31 - iter 0/1974 - loss 0.17938045
2018-12-18 11:13:53,234 epoch 31 - iter 197/1974 - loss 0.60680977
2018-12-18 11:14:13,698 epoch 31 - iter 394/1974 - loss 0.62572702
2018-12-18 11:14:34,080 epoch 31 - iter 591/1974 - loss 0.64548671
2018-12-18 11:14:55,394 epoch 31 - iter 788/1974 - loss 0.65111337
2018-12-18 11:15:15,173 epoch 31 - iter 985/1974 - loss 0.65160106
2018-12-18 11:15:35,464 epoch 31 - iter 1182/1974 - loss 0.64887701
2018-12-18 11:15:55,803 epoch 31 - iter 1379/1974 - loss 0.65048485
2018-12-18 11:16:16,310 epoch 31 - iter 1576/1974 - loss 0.65353505
2018-12-18 11:16:37,450 epoch 31 - iter 1773/1974 - loss 0.65350574
2018-12-18 11:16:57,499 epoch 31 - iter 1970/1974 - loss 0.65255315
2018-12-18 11:16:58,745 ----------------------------------------------------------------------------------------------------
2018-12-18 11:16:58,745 EPOCH 31 done: loss 0.6528 - lr 0.1000 - bad epochs 0
2018-12-18 11:17:55,825 TEST : loss 0.69656080 - f-score 0.8713 - acc 0.8713
2018-12-18 11:17:55,831 ----------------------------------------------------------------------------------------------------
2018-12-18 11:17:56,062 epoch 32 - iter 0/1974 - loss 0.48239568
2018-12-18 11:18:16,569 epoch 32 - iter 197/1974 - loss 0.64580843
2018-12-18 11:18:36,420 epoch 32 - iter 394/1974 - loss 0.64259973
2018-12-18 11:18:56,192 epoch 32 - iter 591/1974 - loss 0.63917278
2018-12-18 11:19:15,951 epoch 32 - iter 788/1974 - loss 0.64484638
2018-12-18 11:19:37,734 epoch 32 - iter 985/1974 - loss 0.65236078
2018-12-18 11:19:57,751 epoch 32 - iter 1182/1974 - loss 0.65674089
2018-12-18 11:20:17,866 epoch 32 - iter 1379/1974 - loss 0.65515612
2018-12-18 11:20:37,606 epoch 32 - iter 1576/1974 - loss 0.65673925
2018-12-18 11:20:58,045 epoch 32 - iter 1773/1974 - loss 0.65795495
2018-12-18 11:21:18,117 epoch 32 - iter 1970/1974 - loss 0.65798282
2018-12-18 11:21:19,450 ----------------------------------------------------------------------------------------------------
2018-12-18 11:21:19,450 EPOCH 32 done: loss 0.6579 - lr 0.1000 - bad epochs 0
2018-12-18 11:22:16,093 TEST : loss 0.70320010 - f-score 0.8710 - acc 0.8709
2018-12-18 11:22:16,099 ----------------------------------------------------------------------------------------------------
2018-12-18 11:22:16,298 epoch 33 - iter 0/1974 - loss 0.73203588
2018-12-18 11:22:35,635 epoch 33 - iter 197/1974 - loss 0.65533068
2018-12-18 11:22:53,446 epoch 33 - iter 394/1974 - loss 0.62862185
2018-12-18 11:23:11,400 epoch 33 - iter 591/1974 - loss 0.63756674
2018-12-18 11:23:29,228 epoch 33 - iter 788/1974 - loss 0.64761835
2018-12-18 11:23:47,339 epoch 33 - iter 985/1974 - loss 0.64719900
2018-12-18 11:24:05,566 epoch 33 - iter 1182/1974 - loss 0.65119962
2018-12-18 11:24:23,148 epoch 33 - iter 1379/1974 - loss 0.65164048
2018-12-18 11:24:42,712 epoch 33 - iter 1576/1974 - loss 0.65245424
2018-12-18 11:25:00,591 epoch 33 - iter 1773/1974 - loss 0.65500226
2018-12-18 11:25:18,352 epoch 33 - iter 1970/1974 - loss 0.65585770
2018-12-18 11:25:19,225 ----------------------------------------------------------------------------------------------------
2018-12-18 11:25:19,225 EPOCH 33 done: loss 0.6559 - lr 0.1000 - bad epochs 1
2018-12-18 11:26:12,285 TEST : loss 0.70252490 - f-score 0.8732 - acc 0.8732
2018-12-18 11:26:12,291 ----------------------------------------------------------------------------------------------------
2018-12-18 11:26:12,474 epoch 34 - iter 0/1974 - loss 0.64134109
2018-12-18 11:26:30,463 epoch 34 - iter 197/1974 - loss 0.63906706
2018-12-18 11:26:50,245 epoch 34 - iter 394/1974 - loss 0.62624242
2018-12-18 11:27:08,375 epoch 34 - iter 591/1974 - loss 0.63942005
2018-12-18 11:27:25,948 epoch 34 - iter 788/1974 - loss 0.63886680
2018-12-18 11:27:43,613 epoch 34 - iter 985/1974 - loss 0.63945954
2018-12-18 11:28:01,404 epoch 34 - iter 1182/1974 - loss 0.64081884
2018-12-18 11:28:19,921 epoch 34 - iter 1379/1974 - loss 0.64270624
2018-12-18 11:28:37,390 epoch 34 - iter 1576/1974 - loss 0.64275679
2018-12-18 11:28:55,440 epoch 34 - iter 1773/1974 - loss 0.64181112
2018-12-18 11:29:13,439 epoch 34 - iter 1970/1974 - loss 0.64719188
2018-12-18 11:29:14,332 ----------------------------------------------------------------------------------------------------
2018-12-18 11:29:14,332 EPOCH 34 done: loss 0.6472 - lr 0.1000 - bad epochs 2
2018-12-18 11:30:07,320 TEST : loss 0.71562922 - f-score 0.8698 - acc 0.8698
2018-12-18 11:30:07,326 ----------------------------------------------------------------------------------------------------
2018-12-18 11:30:07,522 epoch 35 - iter 0/1974 - loss 0.25665942
2018-12-18 11:30:26,654 epoch 35 - iter 197/1974 - loss 0.60845192
2018-12-18 11:30:44,583 epoch 35 - iter 394/1974 - loss 0.61217258
2018-12-18 11:31:02,171 epoch 35 - iter 591/1974 - loss 0.60704038
2018-12-18 11:31:19,825 epoch 35 - iter 788/1974 - loss 0.61365521
2018-12-18 11:31:38,377 epoch 35 - iter 985/1974 - loss 0.62057562
2018-12-18 11:31:57,904 epoch 35 - iter 1182/1974 - loss 0.62796053
2018-12-18 11:32:15,228 epoch 35 - iter 1379/1974 - loss 0.62774873
2018-12-18 11:32:33,468 epoch 35 - iter 1576/1974 - loss 0.63412990
2018-12-18 11:32:51,136 epoch 35 - iter 1773/1974 - loss 0.63643241
2018-12-18 11:33:08,938 epoch 35 - iter 1970/1974 - loss 0.64191990
2018-12-18 11:33:09,785 ----------------------------------------------------------------------------------------------------
2018-12-18 11:33:09,785 EPOCH 35 done: loss 0.6417 - lr 0.1000 - bad epochs 0
2018-12-18 11:34:02,583 TEST : loss 0.73512775 - f-score 0.8715 - acc 0.8715
2018-12-18 11:34:02,589 ----------------------------------------------------------------------------------------------------
2018-12-18 11:34:02,770 epoch 36 - iter 0/1974 - loss 0.52387029
2018-12-18 11:34:20,673 epoch 36 - iter 197/1974 - loss 0.63248145
2018-12-18 11:34:39,608 epoch 36 - iter 394/1974 - loss 0.63340942
2018-12-18 11:34:57,960 epoch 36 - iter 591/1974 - loss 0.64299928
2018-12-18 11:35:15,633 epoch 36 - iter 788/1974 - loss 0.64524859
2018-12-18 11:35:33,427 epoch 36 - iter 985/1974 - loss 0.63632204
2018-12-18 11:35:50,757 epoch 36 - iter 1182/1974 - loss 0.63758809
2018-12-18 11:36:08,765 epoch 36 - iter 1379/1974 - loss 0.64083864
2018-12-18 11:36:27,937 epoch 36 - iter 1576/1974 - loss 0.64219668
2018-12-18 11:36:45,386 epoch 36 - iter 1773/1974 - loss 0.64272394
2018-12-18 11:37:03,413 epoch 36 - iter 1970/1974 - loss 0.64413950
2018-12-18 11:37:04,268 ----------------------------------------------------------------------------------------------------
2018-12-18 11:37:04,269 EPOCH 36 done: loss 0.6442 - lr 0.1000 - bad epochs 0
2018-12-18 11:37:57,136 TEST : loss 0.69889283 - f-score 0.8714 - acc 0.8714
2018-12-18 11:37:57,141 ----------------------------------------------------------------------------------------------------
2018-12-18 11:37:57,328 epoch 37 - iter 0/1974 - loss 0.38954759
2018-12-18 11:38:14,916 epoch 37 - iter 197/1974 - loss 0.58439121
2018-12-18 11:38:33,804 epoch 37 - iter 394/1974 - loss 0.60128040
2018-12-18 11:38:52,044 epoch 37 - iter 591/1974 - loss 0.62790910
2018-12-18 11:39:11,086 epoch 37 - iter 788/1974 - loss 0.63733490
2018-12-18 11:39:28,690 epoch 37 - iter 985/1974 - loss 0.63456407
2018-12-18 11:39:46,454 epoch 37 - iter 1182/1974 - loss 0.63301685
2018-12-18 11:40:04,979 epoch 37 - iter 1379/1974 - loss 0.63676957
2018-12-18 11:40:22,374 epoch 37 - iter 1576/1974 - loss 0.63498823
2018-12-18 11:40:40,288 epoch 37 - iter 1773/1974 - loss 0.63470367
2018-12-18 11:40:58,651 epoch 37 - iter 1970/1974 - loss 0.63932134
2018-12-18 11:40:59,538 ----------------------------------------------------------------------------------------------------
2018-12-18 11:40:59,538 EPOCH 37 done: loss 0.6397 - lr 0.1000 - bad epochs 1
2018-12-18 11:41:52,715 TEST : loss 0.73788261 - f-score 0.8688 - acc 0.8688
2018-12-18 11:41:52,721 ----------------------------------------------------------------------------------------------------
2018-12-18 11:41:52,917 epoch 38 - iter 0/1974 - loss 0.45011586
2018-12-18 11:42:11,504 epoch 38 - iter 197/1974 - loss 0.60409494
2018-12-18 11:42:28,871 epoch 38 - iter 394/1974 - loss 0.61092859
2018-12-18 11:42:47,927 epoch 38 - iter 591/1974 - loss 0.61793249
2018-12-18 11:43:05,656 epoch 38 - iter 788/1974 - loss 0.61728732
2018-12-18 11:43:24,220 epoch 38 - iter 985/1974 - loss 0.62330242
2018-12-18 11:43:42,568 epoch 38 - iter 1182/1974 - loss 0.62229733
2018-12-18 11:44:00,519 epoch 38 - iter 1379/1974 - loss 0.62488111
2018-12-18 11:44:19,401 epoch 38 - iter 1576/1974 - loss 0.63345886
2018-12-18 11:44:37,065 epoch 38 - iter 1773/1974 - loss 0.63139459
2018-12-18 11:44:54,988 epoch 38 - iter 1970/1974 - loss 0.63447338
2018-12-18 11:44:55,964 ----------------------------------------------------------------------------------------------------
2018-12-18 11:44:55,965 EPOCH 38 done: loss 0.6346 - lr 0.1000 - bad epochs 0
2018-12-18 11:45:48,952 TEST : loss 0.74526858 - f-score 0.8720 - acc 0.8720
2018-12-18 11:45:48,958 ----------------------------------------------------------------------------------------------------
2018-12-18 11:45:49,150 epoch 39 - iter 0/1974 - loss 0.34605256
2018-12-18 11:46:07,010 epoch 39 - iter 197/1974 - loss 0.60764064
2018-12-18 11:46:25,187 epoch 39 - iter 394/1974 - loss 0.62459609
2018-12-18 11:46:43,510 epoch 39 - iter 591/1974 - loss 0.61395162
2018-12-18 11:47:01,067 epoch 39 - iter 788/1974 - loss 0.61021518
2018-12-18 11:47:19,540 epoch 39 - iter 985/1974 - loss 0.61328055
2018-12-18 11:47:39,114 epoch 39 - iter 1182/1974 - loss 0.62081507
2018-12-18 11:47:56,845 epoch 39 - iter 1379/1974 - loss 0.62410320
2018-12-18 11:48:14,838 epoch 39 - iter 1576/1974 - loss 0.62428515
2018-12-18 11:48:32,636 epoch 39 - iter 1773/1974 - loss 0.62738468
2018-12-18 11:48:50,598 epoch 39 - iter 1970/1974 - loss 0.63245914
2018-12-18 11:48:51,477 ----------------------------------------------------------------------------------------------------
2018-12-18 11:48:51,477 EPOCH 39 done: loss 0.6326 - lr 0.1000 - bad epochs 0
2018-12-18 11:49:44,375 TEST : loss 0.68194860 - f-score 0.8713 - acc 0.8712
2018-12-18 11:49:44,381 ----------------------------------------------------------------------------------------------------
2018-12-18 11:49:44,600 epoch 40 - iter 0/1974 - loss 0.71036553
2018-12-18 11:50:02,773 epoch 40 - iter 197/1974 - loss 0.61024680
2018-12-18 11:50:20,386 epoch 40 - iter 394/1974 - loss 0.59830024
2018-12-18 11:50:39,027 epoch 40 - iter 591/1974 - loss 0.60254056
2018-12-18 11:50:57,321 epoch 40 - iter 788/1974 - loss 0.60638498
2018-12-18 11:51:15,244 epoch 40 - iter 985/1974 - loss 0.61284848
2018-12-18 11:51:33,146 epoch 40 - iter 1182/1974 - loss 0.62117448
2018-12-18 11:51:50,496 epoch 40 - iter 1379/1974 - loss 0.61781079
2018-12-18 11:52:08,175 epoch 40 - iter 1576/1974 - loss 0.62244508
2018-12-18 11:52:26,696 epoch 40 - iter 1773/1974 - loss 0.61852774
2018-12-18 11:52:45,665 epoch 40 - iter 1970/1974 - loss 0.62255269
2018-12-18 11:52:46,515 ----------------------------------------------------------------------------------------------------
2018-12-18 11:52:46,515 EPOCH 40 done: loss 0.6225 - lr 0.1000 - bad epochs 0
2018-12-18 11:53:39,409 TEST : loss 0.70308900 - f-score 0.8769 - acc 0.8769
2018-12-18 11:53:39,414 ----------------------------------------------------------------------------------------------------
2018-12-18 11:53:39,608 epoch 41 - iter 0/1974 - loss 0.24901861
2018-12-18 11:53:58,028 epoch 41 - iter 197/1974 - loss 0.61629942
2018-12-18 11:54:15,728 epoch 41 - iter 394/1974 - loss 0.59767263
2018-12-18 11:54:34,008 epoch 41 - iter 591/1974 - loss 0.60437172
2018-12-18 11:54:51,163 epoch 41 - iter 788/1974 - loss 0.60070245
2018-12-18 11:55:09,601 epoch 41 - iter 985/1974 - loss 0.60668987
2018-12-18 11:55:27,246 epoch 41 - iter 1182/1974 - loss 0.60748909
2018-12-18 11:55:45,207 epoch 41 - iter 1379/1974 - loss 0.60696557
2018-12-18 11:56:03,230 epoch 41 - iter 1576/1974 - loss 0.61106634
2018-12-18 11:56:22,049 epoch 41 - iter 1773/1974 - loss 0.61111404
2018-12-18 11:56:40,745 epoch 41 - iter 1970/1974 - loss 0.61252243
2018-12-18 11:56:41,645 ----------------------------------------------------------------------------------------------------
2018-12-18 11:56:41,646 EPOCH 41 done: loss 0.6128 - lr 0.1000 - bad epochs 0
2018-12-18 11:57:34,226 TEST : loss 0.72025096 - f-score 0.8724 - acc 0.8724
2018-12-18 11:57:34,232 ----------------------------------------------------------------------------------------------------
2018-12-18 11:57:34,411 epoch 42 - iter 0/1974 - loss 0.19239306
2018-12-18 11:57:52,852 epoch 42 - iter 197/1974 - loss 0.62724069
2018-12-18 11:58:11,431 epoch 42 - iter 394/1974 - loss 0.61995230
2018-12-18 11:58:28,796 epoch 42 - iter 591/1974 - loss 0.61631684
2018-12-18 11:58:47,136 epoch 42 - iter 788/1974 - loss 0.62676137
2018-12-18 11:59:04,899 epoch 42 - iter 985/1974 - loss 0.62985151
2018-12-18 11:59:23,753 epoch 42 - iter 1182/1974 - loss 0.62831348
2018-12-18 11:59:41,694 epoch 42 - iter 1379/1974 - loss 0.62831331
2018-12-18 11:59:59,616 epoch 42 - iter 1576/1974 - loss 0.62895348
2018-12-18 12:00:17,092 epoch 42 - iter 1773/1974 - loss 0.62697465
2018-12-18 12:00:35,278 epoch 42 - iter 1970/1974 - loss 0.62405694
2018-12-18 12:00:36,146 ----------------------------------------------------------------------------------------------------
2018-12-18 12:00:36,146 EPOCH 42 done: loss 0.6237 - lr 0.1000 - bad epochs 0
2018-12-18 12:01:29,057 TEST : loss 0.73972589 - f-score 0.8712 - acc 0.8712
2018-12-18 12:01:29,064 ----------------------------------------------------------------------------------------------------
2018-12-18 12:01:29,270 epoch 43 - iter 0/1974 - loss 0.53938961
2018-12-18 12:01:47,477 epoch 43 - iter 197/1974 - loss 0.58372326
2018-12-18 12:02:06,689 epoch 43 - iter 394/1974 - loss 0.59703411
2018-12-18 12:02:25,011 epoch 43 - iter 591/1974 - loss 0.59855627
2018-12-18 12:02:42,765 epoch 43 - iter 788/1974 - loss 0.60071062
2018-12-18 12:03:00,317 epoch 43 - iter 985/1974 - loss 0.61251222
2018-12-18 12:03:17,770 epoch 43 - iter 1182/1974 - loss 0.61570883
2018-12-18 12:03:36,220 epoch 43 - iter 1379/1974 - loss 0.61595016
2018-12-18 12:03:53,900 epoch 43 - iter 1576/1974 - loss 0.61712408
2018-12-18 12:04:13,659 epoch 43 - iter 1773/1974 - loss 0.62145239
2018-12-18 12:04:31,755 epoch 43 - iter 1970/1974 - loss 0.62038512
2018-12-18 12:04:33,909 ----------------------------------------------------------------------------------------------------
2018-12-18 12:04:33,909 EPOCH 43 done: loss 0.6208 - lr 0.1000 - bad epochs 1
2018-12-18 12:05:26,916 TEST : loss 0.71239305 - f-score 0.8720 - acc 0.8719
2018-12-18 12:05:26,925 ----------------------------------------------------------------------------------------------------
2018-12-18 12:05:27,113 epoch 44 - iter 0/1974 - loss 0.52358866
2018-12-18 12:05:45,974 epoch 44 - iter 197/1974 - loss 0.58904373
2018-12-18 12:06:03,596 epoch 44 - iter 394/1974 - loss 0.57708264
2018-12-18 12:06:21,462 epoch 44 - iter 591/1974 - loss 0.59415402
2018-12-18 12:06:39,453 epoch 44 - iter 788/1974 - loss 0.59549312
2018-12-18 12:06:58,441 epoch 44 - iter 985/1974 - loss 0.59982067
2018-12-18 12:07:15,979 epoch 44 - iter 1182/1974 - loss 0.60022789
2018-12-18 12:07:34,834 epoch 44 - iter 1379/1974 - loss 0.60481822
2018-12-18 12:07:53,557 epoch 44 - iter 1576/1974 - loss 0.61110584
2018-12-18 12:08:11,351 epoch 44 - iter 1773/1974 - loss 0.61190119
2018-12-18 12:08:29,470 epoch 44 - iter 1970/1974 - loss 0.61236994
2018-12-18 12:08:30,400 ----------------------------------------------------------------------------------------------------
2018-12-18 12:08:30,400 EPOCH 44 done: loss 0.6125 - lr 0.1000 - bad epochs 2
2018-12-18 12:09:23,166 TEST : loss 0.71573299 - f-score 0.8726 - acc 0.8726
2018-12-18 12:09:23,171 ----------------------------------------------------------------------------------------------------
2018-12-18 12:09:23,353 epoch 45 - iter 0/1974 - loss 0.24560973
2018-12-18 12:09:41,498 epoch 45 - iter 197/1974 - loss 0.53935615
2018-12-18 12:09:59,190 epoch 45 - iter 394/1974 - loss 0.57155044
2018-12-18 12:10:16,965 epoch 45 - iter 591/1974 - loss 0.57641768
2018-12-18 12:10:34,943 epoch 45 - iter 788/1974 - loss 0.58835090
2018-12-18 12:10:52,809 epoch 45 - iter 985/1974 - loss 0.58892063
2018-12-18 12:11:10,708 epoch 45 - iter 1182/1974 - loss 0.58590331
2018-12-18 12:11:28,353 epoch 45 - iter 1379/1974 - loss 0.59034965
2018-12-18 12:11:46,882 epoch 45 - iter 1576/1974 - loss 0.59352815
2018-12-18 12:12:05,165 epoch 45 - iter 1773/1974 - loss 0.59545535
2018-12-18 12:12:24,930 epoch 45 - iter 1970/1974 - loss 0.60082231
2018-12-18 12:12:25,820 ----------------------------------------------------------------------------------------------------
2018-12-18 12:12:25,820 EPOCH 45 done: loss 0.6010 - lr 0.1000 - bad epochs 0
2018-12-18 12:13:18,984 TEST : loss 0.72385848 - f-score 0.8726 - acc 0.8726
2018-12-18 12:13:18,989 ----------------------------------------------------------------------------------------------------
2018-12-18 12:13:19,194 epoch 46 - iter 0/1974 - loss 0.40324184
2018-12-18 12:13:37,359 epoch 46 - iter 197/1974 - loss 0.61051795
2018-12-18 12:13:55,399 epoch 46 - iter 394/1974 - loss 0.61091231
2018-12-18 12:14:13,083 epoch 46 - iter 591/1974 - loss 0.60704067
2018-12-18 12:14:31,496 epoch 46 - iter 788/1974 - loss 0.61032285
2018-12-18 12:14:50,706 epoch 46 - iter 985/1974 - loss 0.63076606
2018-12-18 12:15:08,641 epoch 46 - iter 1182/1974 - loss 0.62607819
2018-12-18 12:15:26,460 epoch 46 - iter 1379/1974 - loss 0.62297311
2018-12-18 12:15:44,511 epoch 46 - iter 1576/1974 - loss 0.62124130
2018-12-18 12:16:02,457 epoch 46 - iter 1773/1974 - loss 0.62459253
2018-12-18 12:16:21,441 epoch 46 - iter 1970/1974 - loss 0.62442651
2018-12-18 12:16:22,298 ----------------------------------------------------------------------------------------------------
2018-12-18 12:16:22,301 EPOCH 46 done: loss 0.6244 - lr 0.1000 - bad epochs 0
2018-12-18 12:17:15,153 TEST : loss 0.72673810 - f-score 0.8726 - acc 0.8725
2018-12-18 12:17:15,159 ----------------------------------------------------------------------------------------------------
2018-12-18 12:17:15,362 epoch 47 - iter 0/1974 - loss 0.47902152
2018-12-18 12:17:33,401 epoch 47 - iter 197/1974 - loss 0.57221728
2018-12-18 12:17:51,611 epoch 47 - iter 394/1974 - loss 0.57950319
2018-12-18 12:18:10,505 epoch 47 - iter 591/1974 - loss 0.58832005
2018-12-18 12:18:28,952 epoch 47 - iter 788/1974 - loss 0.59706489
2018-12-18 12:18:47,383 epoch 47 - iter 985/1974 - loss 0.59813585
2018-12-18 12:19:05,627 epoch 47 - iter 1182/1974 - loss 0.59420739
2018-12-18 12:19:23,201 epoch 47 - iter 1379/1974 - loss 0.59727487
2018-12-18 12:19:40,691 epoch 47 - iter 1576/1974 - loss 0.59786246
2018-12-18 12:19:58,257 epoch 47 - iter 1773/1974 - loss 0.60267601
2018-12-18 12:20:16,111 epoch 47 - iter 1970/1974 - loss 0.60261903
2018-12-18 12:20:16,985 ----------------------------------------------------------------------------------------------------
2018-12-18 12:20:16,985 EPOCH 47 done: loss 0.6027 - lr 0.1000 - bad epochs 1
2018-12-18 12:21:15,652 TEST : loss 0.72619599 - f-score 0.8741 - acc 0.8742
2018-12-18 12:21:15,658 ----------------------------------------------------------------------------------------------------
2018-12-18 12:21:15,850 epoch 48 - iter 0/1974 - loss 0.31714326
2018-12-18 12:21:33,878 epoch 48 - iter 197/1974 - loss 0.60623117
2018-12-18 12:21:51,877 epoch 48 - iter 394/1974 - loss 0.59208534
2018-12-18 12:22:09,731 epoch 48 - iter 591/1974 - loss 0.60400307
2018-12-18 12:22:27,409 epoch 48 - iter 788/1974 - loss 0.59867184
2018-12-18 12:22:47,270 epoch 48 - iter 985/1974 - loss 0.59436155
2018-12-18 12:23:07,870 epoch 48 - iter 1182/1974 - loss 0.59406818
2018-12-18 12:23:26,359 epoch 48 - iter 1379/1974 - loss 0.59741237
2018-12-18 12:23:45,062 epoch 48 - iter 1576/1974 - loss 0.59815951
2018-12-18 12:24:04,850 epoch 48 - iter 1773/1974 - loss 0.59852899
2018-12-18 12:24:24,208 epoch 48 - iter 1970/1974 - loss 0.60008409
2018-12-18 12:24:26,071 ----------------------------------------------------------------------------------------------------
2018-12-18 12:24:26,071 EPOCH 48 done: loss 0.6006 - lr 0.1000 - bad epochs 2
2018-12-18 12:25:21,169 TEST : loss 0.71297455 - f-score 0.8746 - acc 0.8746
2018-12-18 12:25:21,175 ----------------------------------------------------------------------------------------------------
2018-12-18 12:25:21,394 epoch 49 - iter 0/1974 - loss 0.22832364
2018-12-18 12:25:41,993 epoch 49 - iter 197/1974 - loss 0.53676460
2018-12-18 12:26:00,258 epoch 49 - iter 394/1974 - loss 0.57970001
2018-12-18 12:26:18,592 epoch 49 - iter 591/1974 - loss 0.58550236
2018-12-18 12:26:37,128 epoch 49 - iter 788/1974 - loss 0.58990241
2018-12-18 12:26:55,827 epoch 49 - iter 985/1974 - loss 0.58999294
2018-12-18 12:27:15,670 epoch 49 - iter 1182/1974 - loss 0.59370422
2018-12-18 12:27:36,746 epoch 49 - iter 1379/1974 - loss 0.59704974
2018-12-18 12:27:56,849 epoch 49 - iter 1576/1974 - loss 0.59896182
2018-12-18 12:28:15,653 epoch 49 - iter 1773/1974 - loss 0.59867225
2018-12-18 12:28:35,042 epoch 49 - iter 1970/1974 - loss 0.59860089
2018-12-18 12:28:35,990 ----------------------------------------------------------------------------------------------------
2018-12-18 12:28:35,991 EPOCH 49 done: loss 0.5986 - lr 0.1000 - bad epochs 0
2018-12-18 12:29:30,896 TEST : loss 0.74239147 - f-score 0.8730 - acc 0.8730
2018-12-18 12:29:30,902 ----------------------------------------------------------------------------------------------------
2018-12-18 12:29:31,078 epoch 50 - iter 0/1974 - loss 0.28100607
2018-12-18 12:29:50,397 epoch 50 - iter 197/1974 - loss 0.55354375
2018-12-18 12:30:08,786 epoch 50 - iter 394/1974 - loss 0.56962452
2018-12-18 12:30:27,988 epoch 50 - iter 591/1974 - loss 0.57207641
2018-12-18 12:30:47,427 epoch 50 - iter 788/1974 - loss 0.57850927
2018-12-18 12:31:08,150 epoch 50 - iter 985/1974 - loss 0.57778904
2018-12-18 12:31:27,657 epoch 50 - iter 1182/1974 - loss 0.58411859
2018-12-18 12:31:46,167 epoch 50 - iter 1379/1974 - loss 0.59400436
2018-12-18 12:32:05,157 epoch 50 - iter 1576/1974 - loss 0.59936468
2018-12-18 12:32:23,886 epoch 50 - iter 1773/1974 - loss 0.60265771
2018-12-18 12:32:44,200 epoch 50 - iter 1970/1974 - loss 0.60493344
2018-12-18 12:32:45,162 ----------------------------------------------------------------------------------------------------
2018-12-18 12:32:45,162 EPOCH 50 done: loss 0.6048 - lr 0.1000 - bad epochs 0
2018-12-18 12:33:40,172 TEST : loss 0.71908820 - f-score 0.8733 - acc 0.8733
2018-12-18 12:33:40,182 ----------------------------------------------------------------------------------------------------
2018-12-18 12:33:40,376 epoch 51 - iter 0/1974 - loss 0.29769391
2018-12-18 12:33:59,554 epoch 51 - iter 197/1974 - loss 0.54086330
2018-12-18 12:34:18,595 epoch 51 - iter 394/1974 - loss 0.57919072
2018-12-18 12:34:38,280 epoch 51 - iter 591/1974 - loss 0.59194618
2018-12-18 12:34:57,837 epoch 51 - iter 788/1974 - loss 0.58814091
2018-12-18 12:35:18,582 epoch 51 - iter 985/1974 - loss 0.59763273
2018-12-18 12:35:36,710 epoch 51 - iter 1182/1974 - loss 0.59523531
2018-12-18 12:35:56,851 epoch 51 - iter 1379/1974 - loss 0.59712436
2018-12-18 12:36:15,727 epoch 51 - iter 1576/1974 - loss 0.59655078
2018-12-18 12:36:35,426 epoch 51 - iter 1773/1974 - loss 0.59721522
2018-12-18 12:36:54,140 epoch 51 - iter 1970/1974 - loss 0.59680699
2018-12-18 12:36:55,057 ----------------------------------------------------------------------------------------------------
2018-12-18 12:36:55,057 EPOCH 51 done: loss 0.5969 - lr 0.1000 - bad epochs 1
2018-12-18 12:37:50,051 TEST : loss 0.73249710 - f-score 0.8742 - acc 0.8742
2018-12-18 12:37:50,061 ----------------------------------------------------------------------------------------------------
2018-12-18 12:37:50,264 epoch 52 - iter 0/1974 - loss 0.19473103
2018-12-18 12:38:09,809 epoch 52 - iter 197/1974 - loss 0.55752321
2018-12-18 12:38:28,168 epoch 52 - iter 394/1974 - loss 0.55949528
2018-12-18 12:38:47,623 epoch 52 - iter 591/1974 - loss 0.55549601
2018-12-18 12:39:06,214 epoch 52 - iter 788/1974 - loss 0.56630195
2018-12-18 12:39:24,597 epoch 52 - iter 985/1974 - loss 0.56804342
2018-12-18 12:39:43,952 epoch 52 - iter 1182/1974 - loss 0.57392058
2018-12-18 12:40:02,612 epoch 52 - iter 1379/1974 - loss 0.57951990
2018-12-18 12:40:22,721 epoch 52 - iter 1576/1974 - loss 0.58017794
2018-12-18 12:40:41,901 epoch 52 - iter 1773/1974 - loss 0.58618124
2018-12-18 12:41:01,710 epoch 52 - iter 1970/1974 - loss 0.59006665
2018-12-18 12:41:02,580 ----------------------------------------------------------------------------------------------------
2018-12-18 12:41:02,580 EPOCH 52 done: loss 0.5903 - lr 0.1000 - bad epochs 0
2018-12-18 12:41:57,163 TEST : loss 0.70477098 - f-score 0.8721 - acc 0.8721
2018-12-18 12:41:57,170 ----------------------------------------------------------------------------------------------------
2018-12-18 12:41:57,335 epoch 53 - iter 0/1974 - loss 0.09948504
2018-12-18 12:42:16,710 epoch 53 - iter 197/1974 - loss 0.59296922
2018-12-18 12:42:35,897 epoch 53 - iter 394/1974 - loss 0.58197995
2018-12-18 12:42:54,297 epoch 53 - iter 591/1974 - loss 0.57668091
2018-12-18 12:43:13,556 epoch 53 - iter 788/1974 - loss 0.57401199
2018-12-18 12:43:32,644 epoch 53 - iter 985/1974 - loss 0.58654903
2018-12-18 12:43:52,426 epoch 53 - iter 1182/1974 - loss 0.58639306
2018-12-18 12:44:12,458 epoch 53 - iter 1379/1974 - loss 0.58584440
2018-12-18 12:44:32,772 epoch 53 - iter 1576/1974 - loss 0.58736617
2018-12-18 12:44:52,938 epoch 53 - iter 1773/1974 - loss 0.59201383
2018-12-18 12:45:11,409 epoch 53 - iter 1970/1974 - loss 0.59430000
2018-12-18 12:45:12,323 ----------------------------------------------------------------------------------------------------
2018-12-18 12:45:12,324 EPOCH 53 done: loss 0.5950 - lr 0.1000 - bad epochs 0
2018-12-18 12:46:07,230 TEST : loss 0.72487164 - f-score 0.8719 - acc 0.8719
2018-12-18 12:46:07,237 ----------------------------------------------------------------------------------------------------
2018-12-18 12:46:07,430 epoch 54 - iter 0/1974 - loss 0.45950764
2018-12-18 12:46:27,912 epoch 54 - iter 197/1974 - loss 0.53586852
2018-12-18 12:46:49,246 epoch 54 - iter 394/1974 - loss 0.56814698
2018-12-18 12:47:09,329 epoch 54 - iter 591/1974 - loss 0.56694795
2018-12-18 12:47:30,913 epoch 54 - iter 788/1974 - loss 0.57275412
2018-12-18 12:47:50,304 epoch 54 - iter 985/1974 - loss 0.57892240
2018-12-18 12:48:09,945 epoch 54 - iter 1182/1974 - loss 0.58025077
2018-12-18 12:48:30,116 epoch 54 - iter 1379/1974 - loss 0.58097036
2018-12-18 12:48:50,745 epoch 54 - iter 1576/1974 - loss 0.58314072
2018-12-18 12:49:09,710 epoch 54 - iter 1773/1974 - loss 0.58715438
2018-12-18 12:49:30,728 epoch 54 - iter 1970/1974 - loss 0.58814518
2018-12-18 12:49:32,872 ----------------------------------------------------------------------------------------------------
2018-12-18 12:49:32,872 EPOCH 54 done: loss 0.5880 - lr 0.1000 - bad epochs 1
2018-12-18 12:50:27,665 TEST : loss 0.72126245 - f-score 0.8712 - acc 0.8712
2018-12-18 12:50:27,673 ----------------------------------------------------------------------------------------------------
2018-12-18 12:50:27,882 epoch 55 - iter 0/1974 - loss 0.31771305
2018-12-18 12:50:48,942 epoch 55 - iter 197/1974 - loss 0.57440503
2018-12-18 12:51:08,007 epoch 55 - iter 394/1974 - loss 0.57486773
2018-12-18 12:51:26,838 epoch 55 - iter 591/1974 - loss 0.57274353
2018-12-18 12:51:45,606 epoch 55 - iter 788/1974 - loss 0.57361198
2018-12-18 12:52:04,177 epoch 55 - iter 985/1974 - loss 0.57074966
2018-12-18 12:52:23,207 epoch 55 - iter 1182/1974 - loss 0.57879809
2018-12-18 12:52:41,807 epoch 55 - iter 1379/1974 - loss 0.58189301
2018-12-18 12:53:00,776 epoch 55 - iter 1576/1974 - loss 0.58704823
2018-12-18 12:53:21,130 epoch 55 - iter 1773/1974 - loss 0.58864979
2018-12-18 12:53:40,054 epoch 55 - iter 1970/1974 - loss 0.58634182
2018-12-18 12:53:41,009 ----------------------------------------------------------------------------------------------------
2018-12-18 12:53:41,009 EPOCH 55 done: loss 0.5865 - lr 0.1000 - bad epochs 0
2018-12-18 12:54:35,269 TEST : loss 0.75959176 - f-score 0.8770 - acc 0.8770
2018-12-18 12:54:35,275 ----------------------------------------------------------------------------------------------------
2018-12-18 12:54:35,438 epoch 56 - iter 0/1974 - loss 0.40874180
2018-12-18 12:54:54,887 epoch 56 - iter 197/1974 - loss 0.55056426
2018-12-18 12:55:14,400 epoch 56 - iter 394/1974 - loss 0.55211640
2018-12-18 12:55:34,447 epoch 56 - iter 591/1974 - loss 0.56301963
2018-12-18 12:55:53,810 epoch 56 - iter 788/1974 - loss 0.56588455
2018-12-18 12:56:12,518 epoch 56 - iter 985/1974 - loss 0.56034025
2018-12-18 12:56:31,016 epoch 56 - iter 1182/1974 - loss 0.56711349
2018-12-18 12:56:50,197 epoch 56 - iter 1379/1974 - loss 0.57071264
2018-12-18 12:57:09,286 epoch 56 - iter 1576/1974 - loss 0.57567182
2018-12-18 12:57:27,794 epoch 56 - iter 1773/1974 - loss 0.58175218
2018-12-18 12:57:46,749 epoch 56 - iter 1970/1974 - loss 0.58386632
2018-12-18 12:57:47,866 ----------------------------------------------------------------------------------------------------
2018-12-18 12:57:47,866 EPOCH 56 done: loss 0.5839 - lr 0.1000 - bad epochs 0
2018-12-18 12:58:42,473 TEST : loss 0.72567219 - f-score 0.8724 - acc 0.8724
2018-12-18 12:58:42,479 ----------------------------------------------------------------------------------------------------
2018-12-18 12:58:42,683 epoch 57 - iter 0/1974 - loss 0.60618538
2018-12-18 12:59:02,004 epoch 57 - iter 197/1974 - loss 0.53940885
2018-12-18 12:59:20,708 epoch 57 - iter 394/1974 - loss 0.55219310
2018-12-18 12:59:39,284 epoch 57 - iter 591/1974 - loss 0.54834792
2018-12-18 12:59:59,710 epoch 57 - iter 788/1974 - loss 0.56763397
2018-12-18 13:00:19,247 epoch 57 - iter 985/1974 - loss 0.56525014
2018-12-18 13:00:39,213 epoch 57 - iter 1182/1974 - loss 0.57085616
2018-12-18 13:00:57,991 epoch 57 - iter 1379/1974 - loss 0.57735786
2018-12-18 13:01:16,632 epoch 57 - iter 1576/1974 - loss 0.57809453
2018-12-18 13:01:35,896 epoch 57 - iter 1773/1974 - loss 0.57907768
2018-12-18 13:01:54,507 epoch 57 - iter 1970/1974 - loss 0.58247150
2018-12-18 13:01:55,521 ----------------------------------------------------------------------------------------------------
2018-12-18 13:01:55,525 EPOCH 57 done: loss 0.5826 - lr 0.1000 - bad epochs 0
2018-12-18 13:02:49,953 TEST : loss 0.72035086 - f-score 0.8737 - acc 0.8737
2018-12-18 13:02:49,960 ----------------------------------------------------------------------------------------------------
2018-12-18 13:02:50,170 epoch 58 - iter 0/1974 - loss 0.70358390
2018-12-18 13:03:09,003 epoch 58 - iter 197/1974 - loss 0.56725375
2018-12-18 13:03:27,582 epoch 58 - iter 394/1974 - loss 0.57235384
2018-12-18 13:03:45,917 epoch 58 - iter 591/1974 - loss 0.57020606
2018-12-18 13:04:05,912 epoch 58 - iter 788/1974 - loss 0.57255029
2018-12-18 13:04:24,069 epoch 58 - iter 985/1974 - loss 0.57067967
2018-12-18 13:04:43,505 epoch 58 - iter 1182/1974 - loss 0.57893483
2018-12-18 13:05:02,377 epoch 58 - iter 1379/1974 - loss 0.58302390
2018-12-18 13:05:21,841 epoch 58 - iter 1576/1974 - loss 0.58387762
2018-12-18 13:05:40,515 epoch 58 - iter 1773/1974 - loss 0.58527160
2018-12-18 13:06:00,410 epoch 58 - iter 1970/1974 - loss 0.58905399
2018-12-18 13:06:01,374 ----------------------------------------------------------------------------------------------------
2018-12-18 13:06:01,374 EPOCH 58 done: loss 0.5890 - lr 0.1000 - bad epochs 0
2018-12-18 13:06:55,677 TEST : loss 0.73385763 - f-score 0.8733 - acc 0.8733
2018-12-18 13:06:55,684 ----------------------------------------------------------------------------------------------------
2018-12-18 13:06:55,889 epoch 59 - iter 0/1974 - loss 0.69670427
2018-12-18 13:07:14,900 epoch 59 - iter 197/1974 - loss 0.56383907
2018-12-18 13:07:34,298 epoch 59 - iter 394/1974 - loss 0.55853378
2018-12-18 13:07:52,698 epoch 59 - iter 591/1974 - loss 0.55904224
2018-12-18 13:08:11,475 epoch 59 - iter 788/1974 - loss 0.55956146
2018-12-18 13:08:29,948 epoch 59 - iter 985/1974 - loss 0.56668691
2018-12-18 13:08:48,529 epoch 59 - iter 1182/1974 - loss 0.56622792
2018-12-18 13:09:08,130 epoch 59 - iter 1379/1974 - loss 0.57152491
2018-12-18 13:09:26,602 epoch 59 - iter 1576/1974 - loss 0.57518773
2018-12-18 13:09:46,986 epoch 59 - iter 1773/1974 - loss 0.58028311
2018-12-18 13:10:05,684 epoch 59 - iter 1970/1974 - loss 0.58205290
2018-12-18 13:10:06,681 ----------------------------------------------------------------------------------------------------
2018-12-18 13:10:06,681 EPOCH 59 done: loss 0.5820 - lr 0.1000 - bad epochs 1
2018-12-18 13:11:01,212 TEST : loss 0.74279368 - f-score 0.8744 - acc 0.8744
2018-12-18 13:11:01,219 ----------------------------------------------------------------------------------------------------
2018-12-18 13:11:01,409 epoch 60 - iter 0/1974 - loss 0.37909380
2018-12-18 13:11:20,210 epoch 60 - iter 197/1974 - loss 0.54854121
2018-12-18 13:11:38,900 epoch 60 - iter 394/1974 - loss 0.57299076
2018-12-18 13:11:57,540 epoch 60 - iter 591/1974 - loss 0.58835547
2018-12-18 13:12:16,112 epoch 60 - iter 788/1974 - loss 0.57509742
2018-12-18 13:12:35,097 epoch 60 - iter 985/1974 - loss 0.57805213
2018-12-18 13:12:53,717 epoch 60 - iter 1182/1974 - loss 0.58059056
2018-12-18 13:13:14,277 epoch 60 - iter 1379/1974 - loss 0.58105309
2018-12-18 13:13:34,347 epoch 60 - iter 1576/1974 - loss 0.58702755
2018-12-18 13:13:53,721 epoch 60 - iter 1773/1974 - loss 0.59024048
2018-12-18 13:14:12,651 epoch 60 - iter 1970/1974 - loss 0.59193361
2018-12-18 13:14:13,530 ----------------------------------------------------------------------------------------------------
2018-12-18 13:14:13,531 EPOCH 60 done: loss 0.5915 - lr 0.1000 - bad epochs 0
2018-12-18 13:15:08,313 TEST : loss 0.77066475 - f-score 0.8739 - acc 0.8739
2018-12-18 13:15:08,319 ----------------------------------------------------------------------------------------------------
2018-12-18 13:15:08,507 epoch 61 - iter 0/1974 - loss 0.42641693
2018-12-18 13:15:28,816 epoch 61 - iter 197/1974 - loss 0.59617371
2018-12-18 13:15:48,425 epoch 61 - iter 394/1974 - loss 0.59119323
2018-12-18 13:16:07,403 epoch 61 - iter 591/1974 - loss 0.57227444
2018-12-18 13:16:26,528 epoch 61 - iter 788/1974 - loss 0.57128809
2018-12-18 13:16:45,933 epoch 61 - iter 985/1974 - loss 0.57883187
2018-12-18 13:17:04,718 epoch 61 - iter 1182/1974 - loss 0.58125403
2018-12-18 13:17:25,649 epoch 61 - iter 1379/1974 - loss 0.58374094
2018-12-18 13:17:44,009 epoch 61 - iter 1576/1974 - loss 0.58332262
2018-12-18 13:18:02,495 epoch 61 - iter 1773/1974 - loss 0.58680526
2018-12-18 13:18:22,973 epoch 61 - iter 1970/1974 - loss 0.58446071
2018-12-18 13:18:23,892 ----------------------------------------------------------------------------------------------------
2018-12-18 13:18:23,892 EPOCH 61 done: loss 0.5845 - lr 0.1000 - bad epochs 1
2018-12-18 13:19:18,342 TEST : loss 0.79931349 - f-score 0.8738 - acc 0.8738
2018-12-18 13:19:18,348 ----------------------------------------------------------------------------------------------------
2018-12-18 13:19:18,531 epoch 62 - iter 0/1974 - loss 0.23153210
2018-12-18 13:19:38,393 epoch 62 - iter 197/1974 - loss 0.58950768
2018-12-18 13:19:57,711 epoch 62 - iter 394/1974 - loss 0.56909176
2018-12-18 13:20:17,055 epoch 62 - iter 591/1974 - loss 0.56474611
2018-12-18 13:20:35,576 epoch 62 - iter 788/1974 - loss 0.56999074
2018-12-18 13:20:53,805 epoch 62 - iter 985/1974 - loss 0.56917545
2018-12-18 13:21:13,024 epoch 62 - iter 1182/1974 - loss 0.57385095
2018-12-18 13:21:33,807 epoch 62 - iter 1379/1974 - loss 0.57667654
2018-12-18 13:21:52,443 epoch 62 - iter 1576/1974 - loss 0.57470340
2018-12-18 13:22:11,600 epoch 62 - iter 1773/1974 - loss 0.57793182
2018-12-18 13:22:29,997 epoch 62 - iter 1970/1974 - loss 0.58238941
2018-12-18 13:22:30,886 ----------------------------------------------------------------------------------------------------
2018-12-18 13:22:30,889 EPOCH 62 done: loss 0.5822 - lr 0.1000 - bad epochs 2
2018-12-18 13:23:25,357 TEST : loss 0.75662875 - f-score 0.8735 - acc 0.8735
2018-12-18 13:23:25,363 ----------------------------------------------------------------------------------------------------
2018-12-18 13:23:25,548 epoch 63 - iter 0/1974 - loss 0.65477061
2018-12-18 13:23:44,687 epoch 63 - iter 197/1974 - loss 0.57282724
2018-12-18 13:24:03,733 epoch 63 - iter 394/1974 - loss 0.57484027
2018-12-18 13:24:23,063 epoch 63 - iter 591/1974 - loss 0.58250516
2018-12-18 13:24:41,737 epoch 63 - iter 788/1974 - loss 0.58273597
2018-12-18 13:24:59,764 epoch 63 - iter 985/1974 - loss 0.57591774
2018-12-18 13:25:19,335 epoch 63 - iter 1182/1974 - loss 0.58116193
2018-12-18 13:25:38,660 epoch 63 - iter 1379/1974 - loss 0.58385841
2018-12-18 13:25:56,830 epoch 63 - iter 1576/1974 - loss 0.58677212
2018-12-18 13:26:15,337 epoch 63 - iter 1773/1974 - loss 0.58701955
2018-12-18 13:26:34,020 epoch 63 - iter 1970/1974 - loss 0.58854661
2018-12-18 13:26:35,048 ----------------------------------------------------------------------------------------------------
2018-12-18 13:26:35,048 EPOCH 63 done: loss 0.5893 - lr 0.1000 - bad epochs 3
2018-12-18 13:27:29,572 TEST : loss 0.75228286 - f-score 0.8742 - acc 0.8742
2018-12-18 13:27:29,634 ----------------------------------------------------------------------------------------------------
2018-12-18 13:27:29,838 epoch 64 - iter 0/1974 - loss 0.88189602
2018-12-18 13:27:50,634 epoch 64 - iter 197/1974 - loss 0.56672063
2018-12-18 13:28:09,463 epoch 64 - iter 394/1974 - loss 0.54368242
2018-12-18 13:28:28,047 epoch 64 - iter 591/1974 - loss 0.53792664
2018-12-18 13:28:48,213 epoch 64 - iter 788/1974 - loss 0.53773543
2018-12-18 13:29:06,833 epoch 64 - iter 985/1974 - loss 0.53027811
2018-12-18 13:29:25,663 epoch 64 - iter 1182/1974 - loss 0.52544895
2018-12-18 13:29:46,035 epoch 64 - iter 1379/1974 - loss 0.52717724
2018-12-18 13:30:04,664 epoch 64 - iter 1576/1974 - loss 0.52388747
2018-12-18 13:30:22,835 epoch 64 - iter 1773/1974 - loss 0.52174687
2018-12-18 13:30:41,956 epoch 64 - iter 1970/1974 - loss 0.52313737
2018-12-18 13:30:42,867 ----------------------------------------------------------------------------------------------------
2018-12-18 13:30:42,870 EPOCH 64 done: loss 0.5234 - lr 0.0500 - bad epochs 0
2018-12-18 13:31:43,220 TEST : loss 0.74451864 - f-score 0.8772 - acc 0.8772
2018-12-18 13:31:43,226 ----------------------------------------------------------------------------------------------------
2018-12-18 13:31:43,373 epoch 65 - iter 0/1974 - loss 0.42666763
2018-12-18 13:32:02,040 epoch 65 - iter 197/1974 - loss 0.47710861
2018-12-18 13:32:20,957 epoch 65 - iter 394/1974 - loss 0.47739728
2018-12-18 13:32:40,173 epoch 65 - iter 591/1974 - loss 0.49164202
2018-12-18 13:32:58,876 epoch 65 - iter 788/1974 - loss 0.49769609
2018-12-18 13:33:18,993 epoch 65 - iter 985/1974 - loss 0.50355416
2018-12-18 13:33:37,920 epoch 65 - iter 1182/1974 - loss 0.50788580
2018-12-18 13:33:56,095 epoch 65 - iter 1379/1974 - loss 0.50811872
2018-12-18 13:34:14,648 epoch 65 - iter 1576/1974 - loss 0.50385390
2018-12-18 13:34:33,253 epoch 65 - iter 1773/1974 - loss 0.50237154
2018-12-18 13:34:51,679 epoch 65 - iter 1970/1974 - loss 0.50116323
2018-12-18 13:34:52,637 ----------------------------------------------------------------------------------------------------
2018-12-18 13:34:52,638 EPOCH 65 done: loss 0.5013 - lr 0.0500 - bad epochs 0
2018-12-18 13:35:46,936 TEST : loss 0.73687768 - f-score 0.8777 - acc 0.8777
2018-12-18 13:35:46,942 ----------------------------------------------------------------------------------------------------
2018-12-18 13:35:47,138 epoch 66 - iter 0/1974 - loss 0.28407475
2018-12-18 13:36:07,395 epoch 66 - iter 197/1974 - loss 0.47412565
2018-12-18 13:36:25,842 epoch 66 - iter 394/1974 - loss 0.48463135
2018-12-18 13:36:43,858 epoch 66 - iter 591/1974 - loss 0.47348127
2018-12-18 13:37:02,386 epoch 66 - iter 788/1974 - loss 0.47798317
2018-12-18 13:37:20,611 epoch 66 - iter 985/1974 - loss 0.47833646
2018-12-18 13:37:40,778 epoch 66 - iter 1182/1974 - loss 0.48273204
2018-12-18 13:37:59,734 epoch 66 - iter 1379/1974 - loss 0.48628590
2018-12-18 13:38:18,203 epoch 66 - iter 1576/1974 - loss 0.48373953
2018-12-18 13:38:36,795 epoch 66 - iter 1773/1974 - loss 0.48236600
2018-12-18 13:38:55,417 epoch 66 - iter 1970/1974 - loss 0.48317083
2018-12-18 13:38:56,286 ----------------------------------------------------------------------------------------------------
2018-12-18 13:38:56,286 EPOCH 66 done: loss 0.4829 - lr 0.0500 - bad epochs 0
2018-12-18 13:39:50,531 TEST : loss 0.73655975 - f-score 0.8781 - acc 0.8781
2018-12-18 13:39:50,537 ----------------------------------------------------------------------------------------------------
2018-12-18 13:39:50,748 epoch 67 - iter 0/1974 - loss 0.44855487
2018-12-18 13:40:09,909 epoch 67 - iter 197/1974 - loss 0.50128280
2018-12-18 13:40:28,491 epoch 67 - iter 394/1974 - loss 0.48378352
2018-12-18 13:40:47,493 epoch 67 - iter 591/1974 - loss 0.47987952
2018-12-18 13:41:06,334 epoch 67 - iter 788/1974 - loss 0.47455998
2018-12-18 13:41:24,501 epoch 67 - iter 985/1974 - loss 0.47433267
2018-12-18 13:41:43,925 epoch 67 - iter 1182/1974 - loss 0.47752294
2018-12-18 13:42:02,618 epoch 67 - iter 1379/1974 - loss 0.47524665
2018-12-18 13:42:22,087 epoch 67 - iter 1576/1974 - loss 0.47337564
2018-12-18 13:42:40,422 epoch 67 - iter 1773/1974 - loss 0.47201053
2018-12-18 13:42:58,903 epoch 67 - iter 1970/1974 - loss 0.47534957
2018-12-18 13:42:59,783 ----------------------------------------------------------------------------------------------------
2018-12-18 13:42:59,783 EPOCH 67 done: loss 0.4753 - lr 0.0500 - bad epochs 0
2018-12-18 13:43:54,094 TEST : loss 0.73036963 - f-score 0.8764 - acc 0.8764
2018-12-18 13:43:54,099 ----------------------------------------------------------------------------------------------------
2018-12-18 13:43:54,291 epoch 68 - iter 0/1974 - loss 0.23906893
2018-12-18 13:44:13,111 epoch 68 - iter 197/1974 - loss 0.47334454
2018-12-18 13:44:32,109 epoch 68 - iter 394/1974 - loss 0.46799316
2018-12-18 13:44:50,702 epoch 68 - iter 591/1974 - loss 0.47711437
2018-12-18 13:45:09,457 epoch 68 - iter 788/1974 - loss 0.47484918
2018-12-18 13:45:28,471 epoch 68 - iter 985/1974 - loss 0.47307879
2018-12-18 13:45:47,863 epoch 68 - iter 1182/1974 - loss 0.47358122
2018-12-18 13:46:06,716 epoch 68 - iter 1379/1974 - loss 0.46807038
2018-12-18 13:46:25,244 epoch 68 - iter 1576/1974 - loss 0.46844787
2018-12-18 13:46:45,560 epoch 68 - iter 1773/1974 - loss 0.47121745
2018-12-18 13:47:04,956 epoch 68 - iter 1970/1974 - loss 0.47001529
2018-12-18 13:47:05,860 ----------------------------------------------------------------------------------------------------
2018-12-18 13:47:05,861 EPOCH 68 done: loss 0.4704 - lr 0.0500 - bad epochs 0
2018-12-18 13:48:00,184 TEST : loss 0.72904986 - f-score 0.8756 - acc 0.8756
2018-12-18 13:48:00,190 ----------------------------------------------------------------------------------------------------
2018-12-18 13:48:00,402 epoch 69 - iter 0/1974 - loss 0.78897160
2018-12-18 13:48:19,936 epoch 69 - iter 197/1974 - loss 0.42040400
2018-12-18 13:48:39,273 epoch 69 - iter 394/1974 - loss 0.42640348
2018-12-18 13:48:57,548 epoch 69 - iter 591/1974 - loss 0.43892845
2018-12-18 13:49:17,262 epoch 69 - iter 788/1974 - loss 0.44823748
2018-12-18 13:49:35,279 epoch 69 - iter 985/1974 - loss 0.44121396
2018-12-18 13:49:53,480 epoch 69 - iter 1182/1974 - loss 0.44135085
2018-12-18 13:50:12,067 epoch 69 - iter 1379/1974 - loss 0.45122924
2018-12-18 13:50:31,092 epoch 69 - iter 1576/1974 - loss 0.45604003
2018-12-18 13:50:49,937 epoch 69 - iter 1773/1974 - loss 0.45842642
2018-12-18 13:51:08,222 epoch 69 - iter 1970/1974 - loss 0.45861202
2018-12-18 13:51:09,112 ----------------------------------------------------------------------------------------------------
2018-12-18 13:51:09,112 EPOCH 69 done: loss 0.4584 - lr 0.0500 - bad epochs 0
2018-12-18 13:52:03,384 TEST : loss 0.76239318 - f-score 0.8784 - acc 0.8784
2018-12-18 13:52:03,390 ----------------------------------------------------------------------------------------------------
2018-12-18 13:52:03,620 epoch 70 - iter 0/1974 - loss 0.89771283
2018-12-18 13:52:22,541 epoch 70 - iter 197/1974 - loss 0.45316488
2018-12-18 13:52:42,135 epoch 70 - iter 394/1974 - loss 0.45979706
2018-12-18 13:53:00,740 epoch 70 - iter 591/1974 - loss 0.47173275
2018-12-18 13:53:19,217 epoch 70 - iter 788/1974 - loss 0.46928075
2018-12-18 13:53:37,681 epoch 70 - iter 985/1974 - loss 0.47034376
2018-12-18 13:53:57,639 epoch 70 - iter 1182/1974 - loss 0.46484375
2018-12-18 13:54:16,034 epoch 70 - iter 1379/1974 - loss 0.46582334
2018-12-18 13:54:35,222 epoch 70 - iter 1576/1974 - loss 0.47034978
2018-12-18 13:54:54,239 epoch 70 - iter 1773/1974 - loss 0.46981879
2018-12-18 13:55:12,452 epoch 70 - iter 1970/1974 - loss 0.46980237
2018-12-18 13:55:13,345 ----------------------------------------------------------------------------------------------------
2018-12-18 13:55:13,346 EPOCH 70 done: loss 0.4696 - lr 0.0500 - bad epochs 0
2018-12-18 13:56:07,841 TEST : loss 0.73960304 - f-score 0.8778 - acc 0.8778
2018-12-18 13:56:07,847 ----------------------------------------------------------------------------------------------------
2018-12-18 13:56:08,022 epoch 71 - iter 0/1974 - loss 0.78463817
2018-12-18 13:56:26,560 epoch 71 - iter 197/1974 - loss 0.43873154
2018-12-18 13:56:45,255 epoch 71 - iter 394/1974 - loss 0.45672302
2018-12-18 13:57:04,045 epoch 71 - iter 591/1974 - loss 0.44698769
2018-12-18 13:57:23,333 epoch 71 - iter 788/1974 - loss 0.45331819
2018-12-18 13:57:43,295 epoch 71 - iter 985/1974 - loss 0.45969809
2018-12-18 13:58:01,393 epoch 71 - iter 1182/1974 - loss 0.46060682
2018-12-18 13:58:20,144 epoch 71 - iter 1379/1974 - loss 0.46455909
2018-12-18 13:58:39,684 epoch 71 - iter 1576/1974 - loss 0.46628121
2018-12-18 13:58:57,515 epoch 71 - iter 1773/1974 - loss 0.46605789
2018-12-18 13:59:16,336 epoch 71 - iter 1970/1974 - loss 0.46438102
2018-12-18 13:59:17,206 ----------------------------------------------------------------------------------------------------
2018-12-18 13:59:17,206 EPOCH 71 done: loss 0.4641 - lr 0.0500 - bad epochs 1
2018-12-18 14:00:11,364 TEST : loss 0.74595773 - f-score 0.8749 - acc 0.8749
2018-12-18 14:00:11,369 ----------------------------------------------------------------------------------------------------
2018-12-18 14:00:11,547 epoch 72 - iter 0/1974 - loss 0.20176256
2018-12-18 14:00:31,102 epoch 72 - iter 197/1974 - loss 0.45943111
2018-12-18 14:00:50,480 epoch 72 - iter 394/1974 - loss 0.46027588
2018-12-18 14:01:09,768 epoch 72 - iter 591/1974 - loss 0.45430466
2018-12-18 14:01:28,494 epoch 72 - iter 788/1974 - loss 0.45647846
2018-12-18 14:01:48,166 epoch 72 - iter 985/1974 - loss 0.46330431
2018-12-18 14:02:06,409 epoch 72 - iter 1182/1974 - loss 0.45807255
2018-12-18 14:02:24,700 epoch 72 - iter 1379/1974 - loss 0.45867039
2018-12-18 14:02:44,092 epoch 72 - iter 1576/1974 - loss 0.45825816
2018-12-18 14:03:02,498 epoch 72 - iter 1773/1974 - loss 0.45892471
2018-12-18 14:03:20,478 epoch 72 - iter 1970/1974 - loss 0.45637293
2018-12-18 14:03:21,365 ----------------------------------------------------------------------------------------------------
2018-12-18 14:03:21,365 EPOCH 72 done: loss 0.4563 - lr 0.0500 - bad epochs 2
2018-12-18 14:04:15,868 TEST : loss 0.72973031 - f-score 0.8769 - acc 0.8769
2018-12-18 14:04:15,875 ----------------------------------------------------------------------------------------------------
2018-12-18 14:04:16,070 epoch 73 - iter 0/1974 - loss 0.66453934
2018-12-18 14:04:36,165 epoch 73 - iter 197/1974 - loss 0.45774379
2018-12-18 14:04:56,124 epoch 73 - iter 394/1974 - loss 0.46478474
2018-12-18 14:05:16,314 epoch 73 - iter 591/1974 - loss 0.45106057
2018-12-18 14:05:34,798 epoch 73 - iter 788/1974 - loss 0.45462692
2018-12-18 14:05:53,273 epoch 73 - iter 985/1974 - loss 0.45240655
2018-12-18 14:06:13,819 epoch 73 - iter 1182/1974 - loss 0.44850075
2018-12-18 14:06:32,409 epoch 73 - iter 1379/1974 - loss 0.44963470
2018-12-18 14:06:52,848 epoch 73 - iter 1576/1974 - loss 0.44927015
2018-12-18 14:07:11,263 epoch 73 - iter 1773/1974 - loss 0.44806151
2018-12-18 14:07:29,688 epoch 73 - iter 1970/1974 - loss 0.44917107
2018-12-18 14:07:30,782 ----------------------------------------------------------------------------------------------------
2018-12-18 14:07:30,782 EPOCH 73 done: loss 0.4493 - lr 0.0500 - bad epochs 0
2018-12-18 14:08:25,124 TEST : loss 0.74276125 - f-score 0.8782 - acc 0.8782
2018-12-18 14:08:25,130 ----------------------------------------------------------------------------------------------------
2018-12-18 14:08:25,309 epoch 74 - iter 0/1974 - loss 0.33567372
2018-12-18 14:08:43,868 epoch 74 - iter 197/1974 - loss 0.45244524
2018-12-18 14:09:03,636 epoch 74 - iter 394/1974 - loss 0.45744642
2018-12-18 14:09:23,552 epoch 74 - iter 591/1974 - loss 0.44983796
2018-12-18 14:09:41,710 epoch 74 - iter 788/1974 - loss 0.44355313
2018-12-18 14:10:00,529 epoch 74 - iter 985/1974 - loss 0.44824330
2018-12-18 14:10:19,232 epoch 74 - iter 1182/1974 - loss 0.44730028
2018-12-18 14:10:39,120 epoch 74 - iter 1379/1974 - loss 0.45138149
2018-12-18 14:10:57,562 epoch 74 - iter 1576/1974 - loss 0.44780021
2018-12-18 14:11:16,162 epoch 74 - iter 1773/1974 - loss 0.44500438
2018-12-18 14:11:34,942 epoch 74 - iter 1970/1974 - loss 0.44570212
2018-12-18 14:11:35,810 ----------------------------------------------------------------------------------------------------
2018-12-18 14:11:35,813 EPOCH 74 done: loss 0.4455 - lr 0.0500 - bad epochs 0
2018-12-18 14:12:30,257 TEST : loss 0.74213809 - f-score 0.8782 - acc 0.8782
2018-12-18 14:12:30,263 ----------------------------------------------------------------------------------------------------
2018-12-18 14:12:30,454 epoch 75 - iter 0/1974 - loss 0.38932067
2018-12-18 14:12:50,725 epoch 75 - iter 197/1974 - loss 0.45484735
2018-12-18 14:13:09,853 epoch 75 - iter 394/1974 - loss 0.43481400
2018-12-18 14:13:28,432 epoch 75 - iter 591/1974 - loss 0.43622255
2018-12-18 14:13:47,143 epoch 75 - iter 788/1974 - loss 0.43577456
2018-12-18 14:14:05,804 epoch 75 - iter 985/1974 - loss 0.43629506
2018-12-18 14:14:24,201 epoch 75 - iter 1182/1974 - loss 0.43929901
2018-12-18 14:14:42,791 epoch 75 - iter 1379/1974 - loss 0.43953789
2018-12-18 14:15:01,972 epoch 75 - iter 1576/1974 - loss 0.44067700
2018-12-18 14:15:21,723 epoch 75 - iter 1773/1974 - loss 0.44612281
2018-12-18 14:15:40,090 epoch 75 - iter 1970/1974 - loss 0.44397722
2018-12-18 14:15:41,108 ----------------------------------------------------------------------------------------------------
2018-12-18 14:15:41,109 EPOCH 75 done: loss 0.4443 - lr 0.0500 - bad epochs 0
2018-12-18 14:16:35,318 TEST : loss 0.73002142 - f-score 0.8792 - acc 0.8792
2018-12-18 14:16:35,324 ----------------------------------------------------------------------------------------------------
2018-12-18 14:16:35,519 epoch 76 - iter 0/1974 - loss 0.64346004
2018-12-18 14:16:54,342 epoch 76 - iter 197/1974 - loss 0.44647855
2018-12-18 14:17:13,906 epoch 76 - iter 394/1974 - loss 0.44517700
2018-12-18 14:17:33,080 epoch 76 - iter 591/1974 - loss 0.44286742
2018-12-18 14:17:53,390 epoch 76 - iter 788/1974 - loss 0.44822871
2018-12-18 14:18:11,738 epoch 76 - iter 985/1974 - loss 0.44555254
2018-12-18 14:18:30,168 epoch 76 - iter 1182/1974 - loss 0.44610546
2018-12-18 14:18:48,816 epoch 76 - iter 1379/1974 - loss 0.44139071
2018-12-18 14:19:07,735 epoch 76 - iter 1576/1974 - loss 0.44042116
2018-12-18 14:19:26,793 epoch 76 - iter 1773/1974 - loss 0.44273337
2018-12-18 14:19:45,599 epoch 76 - iter 1970/1974 - loss 0.44315504
2018-12-18 14:19:46,446 ----------------------------------------------------------------------------------------------------
2018-12-18 14:19:46,447 EPOCH 76 done: loss 0.4434 - lr 0.0500 - bad epochs 0
2018-12-18 14:20:40,818 TEST : loss 0.76328331 - f-score 0.8763 - acc 0.8763
2018-12-18 14:20:40,824 ----------------------------------------------------------------------------------------------------
2018-12-18 14:20:41,053 epoch 77 - iter 0/1974 - loss 0.48377913
2018-12-18 14:20:59,789 epoch 77 - iter 197/1974 - loss 0.41354795
2018-12-18 14:21:18,049 epoch 77 - iter 394/1974 - loss 0.42257297
2018-12-18 14:21:36,923 epoch 77 - iter 591/1974 - loss 0.41874600
2018-12-18 14:21:55,365 epoch 77 - iter 788/1974 - loss 0.42235419
2018-12-18 14:22:15,292 epoch 77 - iter 985/1974 - loss 0.42417915
2018-12-18 14:22:33,387 epoch 77 - iter 1182/1974 - loss 0.42673172
2018-12-18 14:22:52,712 epoch 77 - iter 1379/1974 - loss 0.43129080
2018-12-18 14:23:10,933 epoch 77 - iter 1576/1974 - loss 0.43240856
2018-12-18 14:23:30,706 epoch 77 - iter 1773/1974 - loss 0.43432755
2018-12-18 14:23:49,351 epoch 77 - iter 1970/1974 - loss 0.43328820
2018-12-18 14:23:50,215 ----------------------------------------------------------------------------------------------------
2018-12-18 14:23:50,216 EPOCH 77 done: loss 0.4330 - lr 0.0500 - bad epochs 0
2018-12-18 14:24:44,514 TEST : loss 0.77810937 - f-score 0.8776 - acc 0.8776
2018-12-18 14:24:44,519 ----------------------------------------------------------------------------------------------------
2018-12-18 14:24:44,716 epoch 78 - iter 0/1974 - loss 0.83318549
2018-12-18 14:25:05,435 epoch 78 - iter 197/1974 - loss 0.43567168
2018-12-18 14:25:25,378 epoch 78 - iter 394/1974 - loss 0.43786624
2018-12-18 14:25:43,654 epoch 78 - iter 591/1974 - loss 0.43452379
2018-12-18 14:26:01,746 epoch 78 - iter 788/1974 - loss 0.43920090
2018-12-18 14:26:20,172 epoch 78 - iter 985/1974 - loss 0.44245149
2018-12-18 14:26:39,242 epoch 78 - iter 1182/1974 - loss 0.44723970
2018-12-18 14:26:58,129 epoch 78 - iter 1379/1974 - loss 0.44551359
2018-12-18 14:27:17,017 epoch 78 - iter 1576/1974 - loss 0.44121395
2018-12-18 14:27:35,364 epoch 78 - iter 1773/1974 - loss 0.44447032
2018-12-18 14:27:53,707 epoch 78 - iter 1970/1974 - loss 0.44112228
2018-12-18 14:27:54,575 ----------------------------------------------------------------------------------------------------
2018-12-18 14:27:54,575 EPOCH 78 done: loss 0.4409 - lr 0.0500 - bad epochs 0
2018-12-18 14:28:49,009 TEST : loss 0.75607175 - f-score 0.8791 - acc 0.8791
2018-12-18 14:28:49,015 ----------------------------------------------------------------------------------------------------
2018-12-18 14:28:49,226 epoch 79 - iter 0/1974 - loss 0.28610021
2018-12-18 14:29:07,939 epoch 79 - iter 197/1974 - loss 0.40455524
2018-12-18 14:29:26,635 epoch 79 - iter 394/1974 - loss 0.41207142
2018-12-18 14:29:45,596 epoch 79 - iter 591/1974 - loss 0.41688291
2018-12-18 14:30:04,044 epoch 79 - iter 788/1974 - loss 0.42008829
2018-12-18 14:30:22,259 epoch 79 - iter 985/1974 - loss 0.41993292
2018-12-18 14:30:42,260 epoch 79 - iter 1182/1974 - loss 0.42504378
2018-12-18 14:31:00,391 epoch 79 - iter 1379/1974 - loss 0.42137498
2018-12-18 14:31:20,469 epoch 79 - iter 1576/1974 - loss 0.42508804
2018-12-18 14:31:39,129 epoch 79 - iter 1773/1974 - loss 0.42767979
2018-12-18 14:31:57,510 epoch 79 - iter 1970/1974 - loss 0.42760446
2018-12-18 14:31:58,389 ----------------------------------------------------------------------------------------------------
2018-12-18 14:31:58,390 EPOCH 79 done: loss 0.4277 - lr 0.0500 - bad epochs 1
2018-12-18 14:32:52,697 TEST : loss 0.75495899 - f-score 0.8767 - acc 0.8767
2018-12-18 14:32:52,703 ----------------------------------------------------------------------------------------------------
2018-12-18 14:32:52,936 epoch 80 - iter 0/1974 - loss 0.92799866
2018-12-18 14:33:12,404 epoch 80 - iter 197/1974 - loss 0.39571250
2018-12-18 14:33:31,121 epoch 80 - iter 394/1974 - loss 0.40431403
2018-12-18 14:33:49,654 epoch 80 - iter 591/1974 - loss 0.41489330
2018-12-18 14:34:07,984 epoch 80 - iter 788/1974 - loss 0.41780187
2018-12-18 14:34:26,970 epoch 80 - iter 985/1974 - loss 0.42474791
2018-12-18 14:34:47,416 epoch 80 - iter 1182/1974 - loss 0.42743585
2018-12-18 14:35:05,410 epoch 80 - iter 1379/1974 - loss 0.42740671
2018-12-18 14:35:23,581 epoch 80 - iter 1576/1974 - loss 0.43045922
2018-12-18 14:35:42,379 epoch 80 - iter 1773/1974 - loss 0.43032053
2018-12-18 14:36:01,225 epoch 80 - iter 1970/1974 - loss 0.42814845
2018-12-18 14:36:02,161 ----------------------------------------------------------------------------------------------------
2018-12-18 14:36:02,164 EPOCH 80 done: loss 0.4283 - lr 0.0500 - bad epochs 0
2018-12-18 14:36:56,501 TEST : loss 0.76003420 - f-score 0.8781 - acc 0.8781
2018-12-18 14:36:56,506 ----------------------------------------------------------------------------------------------------
2018-12-18 14:36:56,694 epoch 81 - iter 0/1974 - loss 0.31422663
2018-12-18 14:37:16,594 epoch 81 - iter 197/1974 - loss 0.42117179
2018-12-18 14:37:35,154 epoch 81 - iter 394/1974 - loss 0.41033762
2018-12-18 14:37:53,576 epoch 81 - iter 591/1974 - loss 0.41261328
2018-12-18 14:38:12,646 epoch 81 - iter 788/1974 - loss 0.41153936
2018-12-18 14:38:31,167 epoch 81 - iter 985/1974 - loss 0.41348490
2018-12-18 14:38:50,369 epoch 81 - iter 1182/1974 - loss 0.41714152
2018-12-18 14:39:08,557 epoch 81 - iter 1379/1974 - loss 0.41539621
2018-12-18 14:39:27,373 epoch 81 - iter 1576/1974 - loss 0.41867646
2018-12-18 14:39:46,209 epoch 81 - iter 1773/1974 - loss 0.42031998
2018-12-18 14:40:04,460 epoch 81 - iter 1970/1974 - loss 0.41970078
2018-12-18 14:40:05,367 ----------------------------------------------------------------------------------------------------
2018-12-18 14:40:05,370 EPOCH 81 done: loss 0.4195 - lr 0.0500 - bad epochs 1
2018-12-18 14:41:06,072 TEST : loss 0.75722706 - f-score 0.8774 - acc 0.8773
2018-12-18 14:41:06,078 ----------------------------------------------------------------------------------------------------
2018-12-18 14:41:06,283 epoch 82 - iter 0/1974 - loss 0.36525369
2018-12-18 14:41:25,216 epoch 82 - iter 197/1974 - loss 0.42252029
2018-12-18 14:41:43,625 epoch 82 - iter 394/1974 - loss 0.42402261
2018-12-18 14:42:03,164 epoch 82 - iter 591/1974 - loss 0.42424957
2018-12-18 14:42:22,453 epoch 82 - iter 788/1974 - loss 0.41835168
2018-12-18 14:42:40,623 epoch 82 - iter 985/1974 - loss 0.41469447
2018-12-18 14:42:59,238 epoch 82 - iter 1182/1974 - loss 0.41411671
2018-12-18 14:43:19,032 epoch 82 - iter 1379/1974 - loss 0.41431424
2018-12-18 14:43:38,445 epoch 82 - iter 1576/1974 - loss 0.41643478
2018-12-18 14:43:57,024 epoch 82 - iter 1773/1974 - loss 0.41327355
2018-12-18 14:44:15,344 epoch 82 - iter 1970/1974 - loss 0.41098521
2018-12-18 14:44:16,243 ----------------------------------------------------------------------------------------------------
2018-12-18 14:44:16,243 EPOCH 82 done: loss 0.4111 - lr 0.0500 - bad epochs 0
2018-12-18 14:45:10,630 TEST : loss 0.80040479 - f-score 0.8777 - acc 0.8777
2018-12-18 14:45:10,636 ----------------------------------------------------------------------------------------------------
2018-12-18 14:45:10,834 epoch 83 - iter 0/1974 - loss 0.13492416
2018-12-18 14:45:29,787 epoch 83 - iter 197/1974 - loss 0.42050142
2018-12-18 14:45:48,155 epoch 83 - iter 394/1974 - loss 0.42014178
2018-12-18 14:46:06,862 epoch 83 - iter 591/1974 - loss 0.41967444
2018-12-18 14:46:25,322 epoch 83 - iter 788/1974 - loss 0.41565319
2018-12-18 14:46:44,862 epoch 83 - iter 985/1974 - loss 0.41187566
2018-12-18 14:47:03,378 epoch 83 - iter 1182/1974 - loss 0.41261192
2018-12-18 14:47:23,260 epoch 83 - iter 1379/1974 - loss 0.41302022
2018-12-18 14:47:41,464 epoch 83 - iter 1576/1974 - loss 0.42010791
2018-12-18 14:48:00,573 epoch 83 - iter 1773/1974 - loss 0.42194612
2018-12-18 14:48:21,097 epoch 83 - iter 1970/1974 - loss 0.42336274
2018-12-18 14:48:21,947 ----------------------------------------------------------------------------------------------------
2018-12-18 14:48:21,947 EPOCH 83 done: loss 0.4231 - lr 0.0500 - bad epochs 0
2018-12-18 14:49:16,402 TEST : loss 0.76949477 - f-score 0.8783 - acc 0.8783
2018-12-18 14:49:16,408 ----------------------------------------------------------------------------------------------------
2018-12-18 14:49:16,612 epoch 84 - iter 0/1974 - loss 0.25980663
2018-12-18 14:49:35,537 epoch 84 - iter 197/1974 - loss 0.40827498
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