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flair_training_1.5K.log
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[nltk_data] Downloading package punkt to /home/ubuntu/nltk_data...
[nltk_data] Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to /home/ubuntu/nltk_data...
[nltk_data] Package stopwords is already up-to-date!
839 95 468
2019-02-08 17:23:20,414 ----------------------------------------------------------------------------------------------------
2019-02-08 17:23:20,414 Evaluation method: MICRO_F1_SCORE
2019-02-08 17:23:20,415 ----------------------------------------------------------------------------------------------------
2019-02-08 17:23:20,800 epoch 1 - iter 0/27 - loss 0.02064443
2019-02-08 17:23:21,849 epoch 1 - iter 2/27 - loss 0.02653859
2019-02-08 17:23:22,529 epoch 1 - iter 4/27 - loss 0.02566311
2019-02-08 17:23:23,196 epoch 1 - iter 6/27 - loss 0.02537751
2019-02-08 17:23:24,023 epoch 1 - iter 8/27 - loss 0.02492404
2019-02-08 17:23:24,668 epoch 1 - iter 10/27 - loss 0.02570407
2019-02-08 17:23:25,345 epoch 1 - iter 12/27 - loss 0.02499727
2019-02-08 17:23:26,272 epoch 1 - iter 14/27 - loss 0.02497503
2019-02-08 17:23:27,095 epoch 1 - iter 16/27 - loss 0.02494089
2019-02-08 17:23:27,735 epoch 1 - iter 18/27 - loss 0.02461349
2019-02-08 17:23:28,412 epoch 1 - iter 20/27 - loss 0.02468609
2019-02-08 17:23:28,908 epoch 1 - iter 22/27 - loss 0.02450586
2019-02-08 17:23:29,472 epoch 1 - iter 24/27 - loss 0.02473787
2019-02-08 17:23:30,052 epoch 1 - iter 26/27 - loss 0.02544049
2019-02-08 17:23:30,058 ----------------------------------------------------------------------------------------------------
2019-02-08 17:23:30,058 EPOCH 1 done: loss 0.0254 - lr 0.1000 - bad epochs 0
2019-02-08 17:23:30,816 DEV : loss 0.02233309 - f-score 0.6316 - acc 0.6316
2019-02-08 17:23:34,199 TEST : loss 0.02080279 - f-score 0.6496 - acc 0.6496
2019-02-08 17:24:12,618 ----------------------------------------------------------------------------------------------------
2019-02-08 17:24:12,949 epoch 2 - iter 0/27 - loss 0.02061998
2019-02-08 17:24:13,410 epoch 2 - iter 2/27 - loss 0.02198021
2019-02-08 17:24:13,840 epoch 2 - iter 4/27 - loss 0.02304516
2019-02-08 17:24:14,289 epoch 2 - iter 6/27 - loss 0.02288555
2019-02-08 17:24:14,997 epoch 2 - iter 8/27 - loss 0.02296944
2019-02-08 17:24:15,402 epoch 2 - iter 10/27 - loss 0.02326548
2019-02-08 17:24:16,012 epoch 2 - iter 12/27 - loss 0.02356110
2019-02-08 17:24:16,333 epoch 2 - iter 14/27 - loss 0.02415919
2019-02-08 17:24:16,814 epoch 2 - iter 16/27 - loss 0.02407768
2019-02-08 17:24:17,635 epoch 2 - iter 18/27 - loss 0.02356077
2019-02-08 17:24:18,084 epoch 2 - iter 20/27 - loss 0.02348221
2019-02-08 17:24:18,521 epoch 2 - iter 22/27 - loss 0.02333959
2019-02-08 17:24:18,892 epoch 2 - iter 24/27 - loss 0.02356657
2019-02-08 17:24:19,112 epoch 2 - iter 26/27 - loss 0.02412300
2019-02-08 17:24:19,117 ----------------------------------------------------------------------------------------------------
2019-02-08 17:24:19,117 EPOCH 2 done: loss 0.0241 - lr 0.1000 - bad epochs 0
2019-02-08 17:24:19,596 DEV : loss 0.02382788 - f-score 0.6105 - acc 0.6105
2019-02-08 17:24:22,911 TEST : loss 0.02199339 - f-score 0.6581 - acc 0.6581
2019-02-08 17:25:00,965 ----------------------------------------------------------------------------------------------------
2019-02-08 17:25:01,214 epoch 3 - iter 0/27 - loss 0.02201437
2019-02-08 17:25:01,986 epoch 3 - iter 2/27 - loss 0.02319658
2019-02-08 17:25:02,528 epoch 3 - iter 4/27 - loss 0.02364938
2019-02-08 17:25:02,991 epoch 3 - iter 6/27 - loss 0.02330100
2019-02-08 17:25:03,419 epoch 3 - iter 8/27 - loss 0.02343498
2019-02-08 17:25:03,744 epoch 3 - iter 10/27 - loss 0.02297591
2019-02-08 17:25:04,158 epoch 3 - iter 12/27 - loss 0.02304587
2019-02-08 17:25:04,604 epoch 3 - iter 14/27 - loss 0.02285821
2019-02-08 17:25:05,026 epoch 3 - iter 16/27 - loss 0.02326829
2019-02-08 17:25:05,551 epoch 3 - iter 18/27 - loss 0.02343780
2019-02-08 17:25:05,966 epoch 3 - iter 20/27 - loss 0.02295772
2019-02-08 17:25:06,298 epoch 3 - iter 22/27 - loss 0.02285648
2019-02-08 17:25:07,040 epoch 3 - iter 24/27 - loss 0.02301752
2019-02-08 17:25:07,206 epoch 3 - iter 26/27 - loss 0.02375172
2019-02-08 17:25:07,212 ----------------------------------------------------------------------------------------------------
2019-02-08 17:25:07,212 EPOCH 3 done: loss 0.0238 - lr 0.1000 - bad epochs 0
2019-02-08 17:25:07,696 DEV : loss 0.03299991 - f-score 0.4526 - acc 0.4526
2019-02-08 17:25:11,013 TEST : loss 0.03068820 - f-score 0.5107 - acc 0.5107
2019-02-08 17:25:49,072 ----------------------------------------------------------------------------------------------------
2019-02-08 17:25:49,396 epoch 4 - iter 0/27 - loss 0.03629756
2019-02-08 17:25:50,216 epoch 4 - iter 2/27 - loss 0.02623911
2019-02-08 17:25:50,752 epoch 4 - iter 4/27 - loss 0.02511733
2019-02-08 17:25:51,496 epoch 4 - iter 6/27 - loss 0.02588588
2019-02-08 17:25:52,056 epoch 4 - iter 8/27 - loss 0.02475512
2019-02-08 17:25:52,470 epoch 4 - iter 10/27 - loss 0.02426942
2019-02-08 17:25:52,833 epoch 4 - iter 12/27 - loss 0.02366102
2019-02-08 17:25:53,304 epoch 4 - iter 14/27 - loss 0.02314412
2019-02-08 17:25:53,779 epoch 4 - iter 16/27 - loss 0.02257930
2019-02-08 17:25:54,248 epoch 4 - iter 18/27 - loss 0.02352622
2019-02-08 17:25:54,603 epoch 4 - iter 20/27 - loss 0.02332754
2019-02-08 17:25:54,981 epoch 4 - iter 22/27 - loss 0.02348390
2019-02-08 17:25:55,311 epoch 4 - iter 24/27 - loss 0.02343741
2019-02-08 17:25:55,588 epoch 4 - iter 26/27 - loss 0.02418106
2019-02-08 17:25:55,593 ----------------------------------------------------------------------------------------------------
2019-02-08 17:25:55,593 EPOCH 4 done: loss 0.0242 - lr 0.1000 - bad epochs 0
2019-02-08 17:25:56,073 DEV : loss 0.02389194 - f-score 0.6000 - acc 0.6000
2019-02-08 17:25:59,389 TEST : loss 0.02161398 - f-score 0.6474 - acc 0.6474
2019-02-08 17:25:59,389 ----------------------------------------------------------------------------------------------------
2019-02-08 17:25:59,570 epoch 5 - iter 0/27 - loss 0.02393890
2019-02-08 17:26:00,430 epoch 5 - iter 2/27 - loss 0.02299139
2019-02-08 17:26:00,861 epoch 5 - iter 4/27 - loss 0.02371263
2019-02-08 17:26:01,391 epoch 5 - iter 6/27 - loss 0.02451036
2019-02-08 17:26:01,783 epoch 5 - iter 8/27 - loss 0.02404966
2019-02-08 17:26:02,258 epoch 5 - iter 10/27 - loss 0.02522793
2019-02-08 17:26:02,872 epoch 5 - iter 12/27 - loss 0.02500995
2019-02-08 17:26:03,334 epoch 5 - iter 14/27 - loss 0.02506768
2019-02-08 17:26:03,738 epoch 5 - iter 16/27 - loss 0.02483587
2019-02-08 17:26:04,193 epoch 5 - iter 18/27 - loss 0.02471290
2019-02-08 17:26:04,569 epoch 5 - iter 20/27 - loss 0.02430416
2019-02-08 17:26:04,955 epoch 5 - iter 22/27 - loss 0.02407889
2019-02-08 17:26:05,699 epoch 5 - iter 24/27 - loss 0.02390969
2019-02-08 17:26:05,979 epoch 5 - iter 26/27 - loss 0.02461708
2019-02-08 17:26:05,984 ----------------------------------------------------------------------------------------------------
2019-02-08 17:26:05,984 EPOCH 5 done: loss 0.0246 - lr 0.1000 - bad epochs 1
2019-02-08 17:26:06,466 DEV : loss 0.02957474 - f-score 0.5895 - acc 0.5895
2019-02-08 17:26:09,796 TEST : loss 0.02671488 - f-score 0.5812 - acc 0.5812
2019-02-08 17:26:09,797 ----------------------------------------------------------------------------------------------------
2019-02-08 17:26:10,043 epoch 6 - iter 0/27 - loss 0.02903201
2019-02-08 17:26:10,552 epoch 6 - iter 2/27 - loss 0.02862817
2019-02-08 17:26:10,942 epoch 6 - iter 4/27 - loss 0.02657363
2019-02-08 17:26:11,657 epoch 6 - iter 6/27 - loss 0.02542583
2019-02-08 17:26:12,050 epoch 6 - iter 8/27 - loss 0.02495906
2019-02-08 17:26:12,391 epoch 6 - iter 10/27 - loss 0.02436212
2019-02-08 17:26:12,953 epoch 6 - iter 12/27 - loss 0.02428639
2019-02-08 17:26:13,348 epoch 6 - iter 14/27 - loss 0.02406383
2019-02-08 17:26:13,856 epoch 6 - iter 16/27 - loss 0.02373000
2019-02-08 17:26:14,270 epoch 6 - iter 18/27 - loss 0.02343944
2019-02-08 17:26:14,991 epoch 6 - iter 20/27 - loss 0.02301809
2019-02-08 17:26:15,428 epoch 6 - iter 22/27 - loss 0.02289482
2019-02-08 17:26:16,038 epoch 6 - iter 24/27 - loss 0.02315571
2019-02-08 17:26:16,264 epoch 6 - iter 26/27 - loss 0.02348688
2019-02-08 17:26:16,269 ----------------------------------------------------------------------------------------------------
2019-02-08 17:26:16,269 EPOCH 6 done: loss 0.0235 - lr 0.1000 - bad epochs 2
2019-02-08 17:26:16,750 DEV : loss 0.02784016 - f-score 0.5263 - acc 0.5263
2019-02-08 17:26:20,057 TEST : loss 0.02346780 - f-score 0.6111 - acc 0.6111
2019-02-08 17:26:57,664 ----------------------------------------------------------------------------------------------------
2019-02-08 17:26:58,047 epoch 7 - iter 0/27 - loss 0.02166414
2019-02-08 17:26:58,461 epoch 7 - iter 2/27 - loss 0.02086634
2019-02-08 17:26:59,147 epoch 7 - iter 4/27 - loss 0.02100615
2019-02-08 17:26:59,575 epoch 7 - iter 6/27 - loss 0.02105595
2019-02-08 17:26:59,960 epoch 7 - iter 8/27 - loss 0.02138136
2019-02-08 17:27:00,349 epoch 7 - iter 10/27 - loss 0.02135889
2019-02-08 17:27:00,737 epoch 7 - iter 12/27 - loss 0.02151612
2019-02-08 17:27:01,213 epoch 7 - iter 14/27 - loss 0.02138921
2019-02-08 17:27:01,694 epoch 7 - iter 16/27 - loss 0.02140374
2019-02-08 17:27:02,105 epoch 7 - iter 18/27 - loss 0.02141097
2019-02-08 17:27:02,500 epoch 7 - iter 20/27 - loss 0.02133173
2019-02-08 17:27:03,135 epoch 7 - iter 22/27 - loss 0.02187821
2019-02-08 17:27:03,932 epoch 7 - iter 24/27 - loss 0.02152405
2019-02-08 17:27:04,261 epoch 7 - iter 26/27 - loss 0.02211831
2019-02-08 17:27:04,267 ----------------------------------------------------------------------------------------------------
2019-02-08 17:27:04,267 EPOCH 7 done: loss 0.0221 - lr 0.1000 - bad epochs 0
2019-02-08 17:27:04,744 DEV : loss 0.02571145 - f-score 0.5895 - acc 0.5895
2019-02-08 17:27:08,072 TEST : loss 0.02148102 - f-score 0.6688 - acc 0.6688
2019-02-08 17:27:45,940 ----------------------------------------------------------------------------------------------------
2019-02-08 17:27:46,436 epoch 8 - iter 0/27 - loss 0.01990510
2019-02-08 17:27:46,868 epoch 8 - iter 2/27 - loss 0.02152983
2019-02-08 17:27:47,212 epoch 8 - iter 4/27 - loss 0.02052645
2019-02-08 17:27:47,567 epoch 8 - iter 6/27 - loss 0.02052205
2019-02-08 17:27:48,374 epoch 8 - iter 8/27 - loss 0.02024027
2019-02-08 17:27:48,809 epoch 8 - iter 10/27 - loss 0.02033311
2019-02-08 17:27:49,193 epoch 8 - iter 12/27 - loss 0.02127903
2019-02-08 17:27:49,632 epoch 8 - iter 14/27 - loss 0.02182219
2019-02-08 17:27:50,395 epoch 8 - iter 16/27 - loss 0.02142423
2019-02-08 17:27:50,803 epoch 8 - iter 18/27 - loss 0.02117794
2019-02-08 17:27:51,225 epoch 8 - iter 20/27 - loss 0.02136634
2019-02-08 17:27:51,778 epoch 8 - iter 22/27 - loss 0.02152042
2019-02-08 17:27:52,172 epoch 8 - iter 24/27 - loss 0.02153969
2019-02-08 17:27:52,467 epoch 8 - iter 26/27 - loss 0.02206171
2019-02-08 17:27:52,473 ----------------------------------------------------------------------------------------------------
2019-02-08 17:27:52,473 EPOCH 8 done: loss 0.0221 - lr 0.1000 - bad epochs 0
2019-02-08 17:27:52,948 DEV : loss 0.02404715 - f-score 0.6105 - acc 0.6105
2019-02-08 17:27:56,230 TEST : loss 0.02044472 - f-score 0.6560 - acc 0.6560
2019-02-08 17:28:34,203 ----------------------------------------------------------------------------------------------------
2019-02-08 17:28:34,515 epoch 9 - iter 0/27 - loss 0.01975293
2019-02-08 17:28:35,057 epoch 9 - iter 2/27 - loss 0.02233970
2019-02-08 17:28:35,617 epoch 9 - iter 4/27 - loss 0.02200542
2019-02-08 17:28:36,055 epoch 9 - iter 6/27 - loss 0.02068095
2019-02-08 17:28:36,484 epoch 9 - iter 8/27 - loss 0.02051602
2019-02-08 17:28:36,909 epoch 9 - iter 10/27 - loss 0.02064395
2019-02-08 17:28:37,284 epoch 9 - iter 12/27 - loss 0.02064994
2019-02-08 17:28:38,026 epoch 9 - iter 14/27 - loss 0.02024022
2019-02-08 17:28:38,376 epoch 9 - iter 16/27 - loss 0.02002420
2019-02-08 17:28:38,865 epoch 9 - iter 18/27 - loss 0.02014393
2019-02-08 17:28:39,280 epoch 9 - iter 20/27 - loss 0.02065826
2019-02-08 17:28:39,991 epoch 9 - iter 22/27 - loss 0.02068545
2019-02-08 17:28:40,425 epoch 9 - iter 24/27 - loss 0.02041145
2019-02-08 17:28:40,728 epoch 9 - iter 26/27 - loss 0.02091329
2019-02-08 17:28:40,734 ----------------------------------------------------------------------------------------------------
2019-02-08 17:28:40,734 EPOCH 9 done: loss 0.0209 - lr 0.1000 - bad epochs 0
2019-02-08 17:28:41,215 DEV : loss 0.02412089 - f-score 0.6316 - acc 0.6316
2019-02-08 17:28:44,529 TEST : loss 0.01915511 - f-score 0.6880 - acc 0.6880
2019-02-08 17:29:22,508 ----------------------------------------------------------------------------------------------------
2019-02-08 17:29:22,937 epoch 10 - iter 0/27 - loss 0.02644118
2019-02-08 17:29:23,476 epoch 10 - iter 2/27 - loss 0.02082322
2019-02-08 17:29:23,925 epoch 10 - iter 4/27 - loss 0.02142198
2019-02-08 17:29:24,299 epoch 10 - iter 6/27 - loss 0.02181166
2019-02-08 17:29:24,647 epoch 10 - iter 8/27 - loss 0.02233285
2019-02-08 17:29:25,421 epoch 10 - iter 10/27 - loss 0.02128934
2019-02-08 17:29:25,909 epoch 10 - iter 12/27 - loss 0.02095093
2019-02-08 17:29:26,257 epoch 10 - iter 14/27 - loss 0.02069375
2019-02-08 17:29:26,640 epoch 10 - iter 16/27 - loss 0.02131756
2019-02-08 17:29:27,141 epoch 10 - iter 18/27 - loss 0.02159353
2019-02-08 17:29:27,877 epoch 10 - iter 20/27 - loss 0.02143118
2019-02-08 17:29:28,262 epoch 10 - iter 22/27 - loss 0.02119507
2019-02-08 17:29:28,656 epoch 10 - iter 24/27 - loss 0.02104826
2019-02-08 17:29:28,898 epoch 10 - iter 26/27 - loss 0.02145655
2019-02-08 17:29:28,904 ----------------------------------------------------------------------------------------------------
2019-02-08 17:29:28,904 EPOCH 10 done: loss 0.0215 - lr 0.1000 - bad epochs 0
2019-02-08 17:29:29,383 DEV : loss 0.02554670 - f-score 0.5579 - acc 0.5579
2019-02-08 17:29:32,704 TEST : loss 0.01938298 - f-score 0.6709 - acc 0.6709
2019-02-08 17:29:32,705 ----------------------------------------------------------------------------------------------------
2019-02-08 17:29:32,923 epoch 11 - iter 0/27 - loss 0.01966618
2019-02-08 17:29:33,377 epoch 11 - iter 2/27 - loss 0.02026066
2019-02-08 17:29:33,905 epoch 11 - iter 4/27 - loss 0.01968013
2019-02-08 17:29:34,391 epoch 11 - iter 6/27 - loss 0.01966987
2019-02-08 17:29:35,197 epoch 11 - iter 8/27 - loss 0.01954849
2019-02-08 17:29:35,915 epoch 11 - iter 10/27 - loss 0.01922679
2019-02-08 17:29:36,464 epoch 11 - iter 12/27 - loss 0.01917718
2019-02-08 17:29:36,838 epoch 11 - iter 14/27 - loss 0.01924886
2019-02-08 17:29:37,282 epoch 11 - iter 16/27 - loss 0.01969482
2019-02-08 17:29:37,710 epoch 11 - iter 18/27 - loss 0.01942774
2019-02-08 17:29:38,123 epoch 11 - iter 20/27 - loss 0.01942311
2019-02-08 17:29:38,569 epoch 11 - iter 22/27 - loss 0.01926620
2019-02-08 17:29:38,958 epoch 11 - iter 24/27 - loss 0.01977819
2019-02-08 17:29:39,226 epoch 11 - iter 26/27 - loss 0.02052454
2019-02-08 17:29:39,231 ----------------------------------------------------------------------------------------------------
2019-02-08 17:29:39,231 EPOCH 11 done: loss 0.0205 - lr 0.1000 - bad epochs 1
2019-02-08 17:29:39,713 DEV : loss 0.02501073 - f-score 0.5789 - acc 0.5789
2019-02-08 17:29:43,040 TEST : loss 0.01939804 - f-score 0.6645 - acc 0.6645
2019-02-08 17:30:21,068 ----------------------------------------------------------------------------------------------------
2019-02-08 17:30:21,452 epoch 12 - iter 0/27 - loss 0.01784474
2019-02-08 17:30:21,889 epoch 12 - iter 2/27 - loss 0.02026149
2019-02-08 17:30:22,672 epoch 12 - iter 4/27 - loss 0.02122838
2019-02-08 17:30:23,172 epoch 12 - iter 6/27 - loss 0.02106129
2019-02-08 17:30:23,549 epoch 12 - iter 8/27 - loss 0.02068097
2019-02-08 17:30:23,987 epoch 12 - iter 10/27 - loss 0.02044459
2019-02-08 17:30:24,493 epoch 12 - iter 12/27 - loss 0.02073187
2019-02-08 17:30:24,882 epoch 12 - iter 14/27 - loss 0.02027677
2019-02-08 17:30:25,233 epoch 12 - iter 16/27 - loss 0.02035872
2019-02-08 17:30:25,639 epoch 12 - iter 18/27 - loss 0.02041731
2019-02-08 17:30:26,402 epoch 12 - iter 20/27 - loss 0.02082228
2019-02-08 17:30:26,885 epoch 12 - iter 22/27 - loss 0.02095947
2019-02-08 17:30:27,338 epoch 12 - iter 24/27 - loss 0.02098806
2019-02-08 17:30:27,613 epoch 12 - iter 26/27 - loss 0.02148975
2019-02-08 17:30:27,618 ----------------------------------------------------------------------------------------------------
2019-02-08 17:30:27,618 EPOCH 12 done: loss 0.0215 - lr 0.1000 - bad epochs 0
2019-02-08 17:30:28,095 DEV : loss 0.03033589 - f-score 0.5053 - acc 0.5053
2019-02-08 17:30:31,415 TEST : loss 0.02420787 - f-score 0.6132 - acc 0.6132
2019-02-08 17:30:31,416 ----------------------------------------------------------------------------------------------------
2019-02-08 17:30:31,647 epoch 13 - iter 0/27 - loss 0.02943357
2019-02-08 17:30:32,208 epoch 13 - iter 2/27 - loss 0.02523050
2019-02-08 17:30:32,865 epoch 13 - iter 4/27 - loss 0.02270391
2019-02-08 17:30:33,193 epoch 13 - iter 6/27 - loss 0.02170990
2019-02-08 17:30:33,626 epoch 13 - iter 8/27 - loss 0.02137233
2019-02-08 17:30:34,111 epoch 13 - iter 10/27 - loss 0.02085234
2019-02-08 17:30:34,472 epoch 13 - iter 12/27 - loss 0.02068080
2019-02-08 17:30:34,996 epoch 13 - iter 14/27 - loss 0.02103331
2019-02-08 17:30:35,319 epoch 13 - iter 16/27 - loss 0.02104735
2019-02-08 17:30:35,767 epoch 13 - iter 18/27 - loss 0.02068175
2019-02-08 17:30:36,222 epoch 13 - iter 20/27 - loss 0.02063361
2019-02-08 17:30:37,078 epoch 13 - iter 22/27 - loss 0.02064853
2019-02-08 17:30:37,425 epoch 13 - iter 24/27 - loss 0.02074390
2019-02-08 17:30:37,691 epoch 13 - iter 26/27 - loss 0.02102827
2019-02-08 17:30:37,696 ----------------------------------------------------------------------------------------------------
2019-02-08 17:30:37,696 EPOCH 13 done: loss 0.0210 - lr 0.1000 - bad epochs 1
2019-02-08 17:30:38,176 DEV : loss 0.02448779 - f-score 0.6211 - acc 0.6211
2019-02-08 17:30:41,491 TEST : loss 0.01800665 - f-score 0.7115 - acc 0.7115
2019-02-08 17:30:41,492 ----------------------------------------------------------------------------------------------------
2019-02-08 17:30:41,641 epoch 14 - iter 0/27 - loss 0.01763145
2019-02-08 17:30:42,054 epoch 14 - iter 2/27 - loss 0.01803060
2019-02-08 17:30:42,493 epoch 14 - iter 4/27 - loss 0.01799049
2019-02-08 17:30:42,890 epoch 14 - iter 6/27 - loss 0.01887777
2019-02-08 17:30:43,628 epoch 14 - iter 8/27 - loss 0.01861698
2019-02-08 17:30:44,050 epoch 14 - iter 10/27 - loss 0.01857176
2019-02-08 17:30:44,457 epoch 14 - iter 12/27 - loss 0.01875264
2019-02-08 17:30:44,888 epoch 14 - iter 14/27 - loss 0.01975301
2019-02-08 17:30:45,325 epoch 14 - iter 16/27 - loss 0.01966612
2019-02-08 17:30:45,783 epoch 14 - iter 18/27 - loss 0.01984425
2019-02-08 17:30:46,466 epoch 14 - iter 20/27 - loss 0.01960108
2019-02-08 17:30:47,105 epoch 14 - iter 22/27 - loss 0.01928037
2019-02-08 17:30:47,597 epoch 14 - iter 24/27 - loss 0.01945299
2019-02-08 17:30:47,912 epoch 14 - iter 26/27 - loss 0.02028800
2019-02-08 17:30:47,918 ----------------------------------------------------------------------------------------------------
2019-02-08 17:30:47,918 EPOCH 14 done: loss 0.0203 - lr 0.1000 - bad epochs 2
2019-02-08 17:30:48,397 DEV : loss 0.02663945 - f-score 0.5684 - acc 0.5684
2019-02-08 17:30:51,737 TEST : loss 0.01881519 - f-score 0.6944 - acc 0.6944
2019-02-08 17:31:29,815 ----------------------------------------------------------------------------------------------------
2019-02-08 17:31:30,187 epoch 15 - iter 0/27 - loss 0.01369077
2019-02-08 17:31:30,618 epoch 15 - iter 2/27 - loss 0.01826109
2019-02-08 17:31:31,081 epoch 15 - iter 4/27 - loss 0.01774745
2019-02-08 17:31:31,506 epoch 15 - iter 6/27 - loss 0.01817065
2019-02-08 17:31:31,942 epoch 15 - iter 8/27 - loss 0.01778822
2019-02-08 17:31:32,532 epoch 15 - iter 10/27 - loss 0.01822374
2019-02-08 17:31:32,876 epoch 15 - iter 12/27 - loss 0.01778937
2019-02-08 17:31:33,403 epoch 15 - iter 14/27 - loss 0.01848369
2019-02-08 17:31:34,183 epoch 15 - iter 16/27 - loss 0.01920802
2019-02-08 17:31:34,559 epoch 15 - iter 18/27 - loss 0.01931688
2019-02-08 17:31:34,986 epoch 15 - iter 20/27 - loss 0.01897137
2019-02-08 17:31:35,473 epoch 15 - iter 22/27 - loss 0.01868347
2019-02-08 17:31:35,931 epoch 15 - iter 24/27 - loss 0.01835199
2019-02-08 17:31:36,507 epoch 15 - iter 26/27 - loss 0.01905653
2019-02-08 17:31:36,512 ----------------------------------------------------------------------------------------------------
2019-02-08 17:31:36,512 EPOCH 15 done: loss 0.0191 - lr 0.1000 - bad epochs 0
2019-02-08 17:31:36,990 DEV : loss 0.03187632 - f-score 0.4632 - acc 0.4632
2019-02-08 17:31:40,286 TEST : loss 0.02235731 - f-score 0.6047 - acc 0.6047
2019-02-08 17:32:18,287 ----------------------------------------------------------------------------------------------------
2019-02-08 17:32:18,535 epoch 16 - iter 0/27 - loss 0.02243489
2019-02-08 17:32:18,915 epoch 16 - iter 2/27 - loss 0.02122943
2019-02-08 17:32:19,333 epoch 16 - iter 4/27 - loss 0.02103617
2019-02-08 17:32:19,945 epoch 16 - iter 6/27 - loss 0.02027938
2019-02-08 17:32:20,591 epoch 16 - iter 8/27 - loss 0.01953293
2019-02-08 17:32:21,002 epoch 16 - iter 10/27 - loss 0.01910395
2019-02-08 17:32:21,420 epoch 16 - iter 12/27 - loss 0.01922774
2019-02-08 17:32:21,846 epoch 16 - iter 14/27 - loss 0.01914146
2019-02-08 17:32:22,304 epoch 16 - iter 16/27 - loss 0.01932512
2019-02-08 17:32:22,755 epoch 16 - iter 18/27 - loss 0.01918031
2019-02-08 17:32:23,544 epoch 16 - iter 20/27 - loss 0.01910721
2019-02-08 17:32:24,033 epoch 16 - iter 22/27 - loss 0.01898240
2019-02-08 17:32:24,447 epoch 16 - iter 24/27 - loss 0.01894896
2019-02-08 17:32:24,726 epoch 16 - iter 26/27 - loss 0.01894117
2019-02-08 17:32:24,732 ----------------------------------------------------------------------------------------------------
2019-02-08 17:32:24,732 EPOCH 16 done: loss 0.0189 - lr 0.1000 - bad epochs 0
2019-02-08 17:32:25,215 DEV : loss 0.02603492 - f-score 0.6000 - acc 0.6000
2019-02-08 17:32:28,550 TEST : loss 0.01808623 - f-score 0.7201 - acc 0.7201
2019-02-08 17:33:06,516 ----------------------------------------------------------------------------------------------------
2019-02-08 17:33:06,697 epoch 17 - iter 0/27 - loss 0.02233813
2019-02-08 17:33:07,194 epoch 17 - iter 2/27 - loss 0.01819878
2019-02-08 17:33:07,601 epoch 17 - iter 4/27 - loss 0.01956502
2019-02-08 17:33:07,989 epoch 17 - iter 6/27 - loss 0.01874335
2019-02-08 17:33:08,436 epoch 17 - iter 8/27 - loss 0.01839563
2019-02-08 17:33:08,890 epoch 17 - iter 10/27 - loss 0.01841251
2019-02-08 17:33:09,456 epoch 17 - iter 12/27 - loss 0.01891953
2019-02-08 17:33:09,994 epoch 17 - iter 14/27 - loss 0.01901754
2019-02-08 17:33:10,417 epoch 17 - iter 16/27 - loss 0.01909306
2019-02-08 17:33:11,387 epoch 17 - iter 18/27 - loss 0.01914265
2019-02-08 17:33:12,147 epoch 17 - iter 20/27 - loss 0.01916516
2019-02-08 17:33:12,543 epoch 17 - iter 22/27 - loss 0.01897265
2019-02-08 17:33:13,080 epoch 17 - iter 24/27 - loss 0.01889836
2019-02-08 17:33:13,358 epoch 17 - iter 26/27 - loss 0.01929229
2019-02-08 17:33:13,363 ----------------------------------------------------------------------------------------------------
2019-02-08 17:33:13,364 EPOCH 17 done: loss 0.0193 - lr 0.1000 - bad epochs 0
2019-02-08 17:33:13,843 DEV : loss 0.02464830 - f-score 0.6737 - acc 0.6737
2019-02-08 17:33:17,151 TEST : loss 0.01696637 - f-score 0.7585 - acc 0.7585
2019-02-08 17:33:17,152 ----------------------------------------------------------------------------------------------------
2019-02-08 17:33:17,666 epoch 18 - iter 0/27 - loss 0.02049129
2019-02-08 17:33:18,135 epoch 18 - iter 2/27 - loss 0.01718940
2019-02-08 17:33:18,446 epoch 18 - iter 4/27 - loss 0.01660113
2019-02-08 17:33:18,891 epoch 18 - iter 6/27 - loss 0.01607080
2019-02-08 17:33:19,445 epoch 18 - iter 8/27 - loss 0.01666203
2019-02-08 17:33:19,846 epoch 18 - iter 10/27 - loss 0.01667159
2019-02-08 17:33:20,658 epoch 18 - iter 12/27 - loss 0.01726292
2019-02-08 17:33:21,004 epoch 18 - iter 14/27 - loss 0.01756556
2019-02-08 17:33:21,485 epoch 18 - iter 16/27 - loss 0.01759920
2019-02-08 17:33:21,879 epoch 18 - iter 18/27 - loss 0.01768359
2019-02-08 17:33:22,378 epoch 18 - iter 20/27 - loss 0.01751763
2019-02-08 17:33:22,763 epoch 18 - iter 22/27 - loss 0.01719515
2019-02-08 17:33:23,301 epoch 18 - iter 24/27 - loss 0.01750794
2019-02-08 17:33:23,559 epoch 18 - iter 26/27 - loss 0.01768069
2019-02-08 17:33:23,564 ----------------------------------------------------------------------------------------------------
2019-02-08 17:33:23,564 EPOCH 18 done: loss 0.0177 - lr 0.1000 - bad epochs 1
2019-02-08 17:33:24,039 DEV : loss 0.02967981 - f-score 0.5684 - acc 0.5684
2019-02-08 17:33:27,317 TEST : loss 0.01966130 - f-score 0.6944 - acc 0.6944
2019-02-08 17:34:05,339 ----------------------------------------------------------------------------------------------------
2019-02-08 17:34:05,491 epoch 19 - iter 0/27 - loss 0.02933087
2019-02-08 17:34:05,908 epoch 19 - iter 2/27 - loss 0.02309552
2019-02-08 17:34:06,347 epoch 19 - iter 4/27 - loss 0.01937143
2019-02-08 17:34:06,791 epoch 19 - iter 6/27 - loss 0.01933935
2019-02-08 17:34:07,230 epoch 19 - iter 8/27 - loss 0.01896135
2019-02-08 17:34:08,163 epoch 19 - iter 10/27 - loss 0.01875265
2019-02-08 17:34:08,551 epoch 19 - iter 12/27 - loss 0.01815997
2019-02-08 17:34:08,916 epoch 19 - iter 14/27 - loss 0.01903496
2019-02-08 17:34:09,377 epoch 19 - iter 16/27 - loss 0.01879341
2019-02-08 17:34:10,084 epoch 19 - iter 18/27 - loss 0.01833941
2019-02-08 17:34:10,430 epoch 19 - iter 20/27 - loss 0.01818479
2019-02-08 17:34:10,919 epoch 19 - iter 22/27 - loss 0.01817200
2019-02-08 17:34:11,453 epoch 19 - iter 24/27 - loss 0.01833459
2019-02-08 17:34:11,731 epoch 19 - iter 26/27 - loss 0.01876008
2019-02-08 17:34:11,736 ----------------------------------------------------------------------------------------------------
2019-02-08 17:34:11,736 EPOCH 19 done: loss 0.0188 - lr 0.1000 - bad epochs 0
2019-02-08 17:34:12,212 DEV : loss 0.02535554 - f-score 0.6421 - acc 0.6421
2019-02-08 17:34:15,503 TEST : loss 0.01530218 - f-score 0.7799 - acc 0.7799
2019-02-08 17:34:15,504 ----------------------------------------------------------------------------------------------------
2019-02-08 17:34:15,686 epoch 20 - iter 0/27 - loss 0.01324951
2019-02-08 17:34:16,223 epoch 20 - iter 2/27 - loss 0.01627915
2019-02-08 17:34:16,764 epoch 20 - iter 4/27 - loss 0.01580949
2019-02-08 17:34:17,209 epoch 20 - iter 6/27 - loss 0.01669484
2019-02-08 17:34:17,597 epoch 20 - iter 8/27 - loss 0.01663189
2019-02-08 17:34:18,228 epoch 20 - iter 10/27 - loss 0.01681064
2019-02-08 17:34:18,679 epoch 20 - iter 12/27 - loss 0.01678183
2019-02-08 17:34:19,132 epoch 20 - iter 14/27 - loss 0.01704818
2019-02-08 17:34:19,461 epoch 20 - iter 16/27 - loss 0.01723415
2019-02-08 17:34:20,179 epoch 20 - iter 18/27 - loss 0.01706960
2019-02-08 17:34:20,759 epoch 20 - iter 20/27 - loss 0.01709030
2019-02-08 17:34:21,173 epoch 20 - iter 22/27 - loss 0.01691759
2019-02-08 17:34:21,561 epoch 20 - iter 24/27 - loss 0.01712045
2019-02-08 17:34:21,849 epoch 20 - iter 26/27 - loss 0.01776698
2019-02-08 17:34:21,855 ----------------------------------------------------------------------------------------------------
2019-02-08 17:34:21,855 EPOCH 20 done: loss 0.0178 - lr 0.1000 - bad epochs 1
2019-02-08 17:34:22,332 DEV : loss 0.03121699 - f-score 0.5158 - acc 0.5158
2019-02-08 17:34:25,629 TEST : loss 0.01717293 - f-score 0.7436 - acc 0.7436
2019-02-08 17:34:25,630 ----------------------------------------------------------------------------------------------------
2019-02-08 17:34:25,874 epoch 21 - iter 0/27 - loss 0.01467849
2019-02-08 17:34:26,271 epoch 21 - iter 2/27 - loss 0.01526124
2019-02-08 17:34:26,689 epoch 21 - iter 4/27 - loss 0.01611500
2019-02-08 17:34:27,161 epoch 21 - iter 6/27 - loss 0.01625745
2019-02-08 17:34:27,565 epoch 21 - iter 8/27 - loss 0.01720611
2019-02-08 17:34:28,095 epoch 21 - iter 10/27 - loss 0.01697942
2019-02-08 17:34:28,480 epoch 21 - iter 12/27 - loss 0.01669094
2019-02-08 17:34:28,978 epoch 21 - iter 14/27 - loss 0.01728041
2019-02-08 17:34:29,640 epoch 21 - iter 16/27 - loss 0.01708135
2019-02-08 17:34:30,193 epoch 21 - iter 18/27 - loss 0.01708027
2019-02-08 17:34:30,657 epoch 21 - iter 20/27 - loss 0.01686669
2019-02-08 17:34:31,095 epoch 21 - iter 22/27 - loss 0.01691252
2019-02-08 17:34:31,849 epoch 21 - iter 24/27 - loss 0.01725584
2019-02-08 17:34:32,129 epoch 21 - iter 26/27 - loss 0.01809806
2019-02-08 17:34:32,134 ----------------------------------------------------------------------------------------------------
2019-02-08 17:34:32,134 EPOCH 21 done: loss 0.0181 - lr 0.1000 - bad epochs 2
2019-02-08 17:34:32,618 DEV : loss 0.02659780 - f-score 0.5579 - acc 0.5579
2019-02-08 17:34:35,918 TEST : loss 0.01570466 - f-score 0.7607 - acc 0.7607
2019-02-08 17:34:35,919 ----------------------------------------------------------------------------------------------------
2019-02-08 17:34:36,149 epoch 22 - iter 0/27 - loss 0.01289526
2019-02-08 17:34:36,527 epoch 22 - iter 2/27 - loss 0.01445150
2019-02-08 17:34:37,212 epoch 22 - iter 4/27 - loss 0.01413524
2019-02-08 17:34:37,589 epoch 22 - iter 6/27 - loss 0.01428600
2019-02-08 17:34:37,949 epoch 22 - iter 8/27 - loss 0.01433131
2019-02-08 17:34:38,346 epoch 22 - iter 10/27 - loss 0.01560942
2019-02-08 17:34:38,783 epoch 22 - iter 12/27 - loss 0.01630905
2019-02-08 17:34:39,205 epoch 22 - iter 14/27 - loss 0.01616945
2019-02-08 17:34:39,950 epoch 22 - iter 16/27 - loss 0.01631110
2019-02-08 17:34:40,376 epoch 22 - iter 18/27 - loss 0.01606436
2019-02-08 17:34:40,856 epoch 22 - iter 20/27 - loss 0.01623966
2019-02-08 17:34:41,354 epoch 22 - iter 22/27 - loss 0.01595514
2019-02-08 17:34:41,724 epoch 22 - iter 24/27 - loss 0.01602337
2019-02-08 17:34:42,321 epoch 22 - iter 26/27 - loss 0.01664176
2019-02-08 17:34:42,326 ----------------------------------------------------------------------------------------------------
2019-02-08 17:34:42,326 EPOCH 22 done: loss 0.0166 - lr 0.1000 - bad epochs 3
2019-02-08 17:34:42,803 DEV : loss 0.02869656 - f-score 0.5684 - acc 0.5684
2019-02-08 17:34:46,107 TEST : loss 0.01593843 - f-score 0.7735 - acc 0.7735
2019-02-08 17:35:24,065 ----------------------------------------------------------------------------------------------------
2019-02-08 17:35:24,424 epoch 23 - iter 0/27 - loss 0.01110136
2019-02-08 17:35:25,120 epoch 23 - iter 2/27 - loss 0.01331579
2019-02-08 17:35:25,495 epoch 23 - iter 4/27 - loss 0.01281325
2019-02-08 17:35:25,909 epoch 23 - iter 6/27 - loss 0.01504411
2019-02-08 17:35:26,320 epoch 23 - iter 8/27 - loss 0.01474067
2019-02-08 17:35:26,749 epoch 23 - iter 10/27 - loss 0.01414076
2019-02-08 17:35:27,087 epoch 23 - iter 12/27 - loss 0.01439495
2019-02-08 17:35:27,405 epoch 23 - iter 14/27 - loss 0.01471280
2019-02-08 17:35:27,856 epoch 23 - iter 16/27 - loss 0.01488288
2019-02-08 17:35:28,276 epoch 23 - iter 18/27 - loss 0.01554736
2019-02-08 17:35:29,061 epoch 23 - iter 20/27 - loss 0.01629994
2019-02-08 17:35:29,756 epoch 23 - iter 22/27 - loss 0.01674035
2019-02-08 17:35:30,204 epoch 23 - iter 24/27 - loss 0.01694989
2019-02-08 17:35:30,488 epoch 23 - iter 26/27 - loss 0.01761179
2019-02-08 17:35:30,493 ----------------------------------------------------------------------------------------------------
2019-02-08 17:35:30,493 EPOCH 23 done: loss 0.0176 - lr 0.1000 - bad epochs 0
2019-02-08 17:35:30,974 DEV : loss 0.03734254 - f-score 0.5053 - acc 0.5053
2019-02-08 17:35:34,277 TEST : loss 0.02410549 - f-score 0.6453 - acc 0.6453
2019-02-08 17:35:34,278 ----------------------------------------------------------------------------------------------------
2019-02-08 17:35:34,538 epoch 24 - iter 0/27 - loss 0.03371055
2019-02-08 17:35:35,226 epoch 24 - iter 2/27 - loss 0.02159146
2019-02-08 17:35:35,644 epoch 24 - iter 4/27 - loss 0.01901797
2019-02-08 17:35:36,073 epoch 24 - iter 6/27 - loss 0.02125822
2019-02-08 17:35:36,461 epoch 24 - iter 8/27 - loss 0.01957366
2019-02-08 17:35:36,744 epoch 24 - iter 10/27 - loss 0.01832132
2019-02-08 17:35:37,332 epoch 24 - iter 12/27 - loss 0.01763380
2019-02-08 17:35:37,781 epoch 24 - iter 14/27 - loss 0.01715909
2019-02-08 17:35:38,326 epoch 24 - iter 16/27 - loss 0.01681415
2019-02-08 17:35:38,766 epoch 24 - iter 18/27 - loss 0.01645487
2019-02-08 17:35:39,185 epoch 24 - iter 20/27 - loss 0.01671837
2019-02-08 17:35:39,609 epoch 24 - iter 22/27 - loss 0.01664375
2019-02-08 17:35:40,395 epoch 24 - iter 24/27 - loss 0.01672455
2019-02-08 17:35:40,684 epoch 24 - iter 26/27 - loss 0.01752689
2019-02-08 17:35:40,690 ----------------------------------------------------------------------------------------------------
2019-02-08 17:35:40,690 EPOCH 24 done: loss 0.0175 - lr 0.1000 - bad epochs 1
2019-02-08 17:35:41,170 DEV : loss 0.03152529 - f-score 0.5579 - acc 0.5579
2019-02-08 17:35:44,503 TEST : loss 0.01532708 - f-score 0.7927 - acc 0.7927
2019-02-08 17:35:44,504 ----------------------------------------------------------------------------------------------------
2019-02-08 17:35:44,720 epoch 25 - iter 0/27 - loss 0.01319731
2019-02-08 17:35:45,142 epoch 25 - iter 2/27 - loss 0.01388895
2019-02-08 17:35:45,602 epoch 25 - iter 4/27 - loss 0.01422582
2019-02-08 17:35:46,036 epoch 25 - iter 6/27 - loss 0.01587164
2019-02-08 17:35:46,447 epoch 25 - iter 8/27 - loss 0.01478139
2019-02-08 17:35:46,884 epoch 25 - iter 10/27 - loss 0.01480338
2019-02-08 17:35:47,571 epoch 25 - iter 12/27 - loss 0.01525266
2019-02-08 17:35:47,979 epoch 25 - iter 14/27 - loss 0.01504144
2019-02-08 17:35:48,421 epoch 25 - iter 16/27 - loss 0.01510452
2019-02-08 17:35:48,792 epoch 25 - iter 18/27 - loss 0.01529357
2019-02-08 17:35:49,182 epoch 25 - iter 20/27 - loss 0.01556318
2019-02-08 17:35:49,496 epoch 25 - iter 22/27 - loss 0.01558648
2019-02-08 17:35:50,356 epoch 25 - iter 24/27 - loss 0.01592533
2019-02-08 17:35:50,799 epoch 25 - iter 26/27 - loss 0.01665309
2019-02-08 17:35:50,804 ----------------------------------------------------------------------------------------------------
2019-02-08 17:35:50,805 EPOCH 25 done: loss 0.0167 - lr 0.1000 - bad epochs 2
2019-02-08 17:35:51,285 DEV : loss 0.03183726 - f-score 0.5684 - acc 0.5684
2019-02-08 17:35:54,586 TEST : loss 0.01583364 - f-score 0.7949 - acc 0.7949
2019-02-08 17:35:54,587 ----------------------------------------------------------------------------------------------------
2019-02-08 17:35:54,827 epoch 26 - iter 0/27 - loss 0.01714375
2019-02-08 17:35:55,538 epoch 26 - iter 2/27 - loss 0.01748836
2019-02-08 17:35:55,918 epoch 26 - iter 4/27 - loss 0.01723319
2019-02-08 17:35:56,324 epoch 26 - iter 6/27 - loss 0.01616697
2019-02-08 17:35:56,764 epoch 26 - iter 8/27 - loss 0.01555596
2019-02-08 17:35:57,316 epoch 26 - iter 10/27 - loss 0.01480824
2019-02-08 17:35:57,702 epoch 26 - iter 12/27 - loss 0.01481396
2019-02-08 17:35:58,035 epoch 26 - iter 14/27 - loss 0.01514856
2019-02-08 17:35:58,468 epoch 26 - iter 16/27 - loss 0.01579151
2019-02-08 17:35:59,177 epoch 26 - iter 18/27 - loss 0.01609706
2019-02-08 17:35:59,565 epoch 26 - iter 20/27 - loss 0.01604467
2019-02-08 17:35:59,985 epoch 26 - iter 22/27 - loss 0.01616728
2019-02-08 17:36:00,404 epoch 26 - iter 24/27 - loss 0.01583790
2019-02-08 17:36:00,710 epoch 26 - iter 26/27 - loss 0.01631774
2019-02-08 17:36:00,715 ----------------------------------------------------------------------------------------------------
2019-02-08 17:36:00,715 EPOCH 26 done: loss 0.0163 - lr 0.1000 - bad epochs 3
2019-02-08 17:36:01,194 DEV : loss 0.03179454 - f-score 0.5684 - acc 0.5684
2019-02-08 17:36:04,510 TEST : loss 0.01526240 - f-score 0.7863 - acc 0.7863
2019-02-08 17:36:50,391 ----------------------------------------------------------------------------------------------------
2019-02-08 17:36:50,612 epoch 27 - iter 0/27 - loss 0.01946097
2019-02-08 17:36:51,027 epoch 27 - iter 2/27 - loss 0.01491706
2019-02-08 17:36:51,769 epoch 27 - iter 4/27 - loss 0.01581113
2019-02-08 17:36:52,166 epoch 27 - iter 6/27 - loss 0.01516205
2019-02-08 17:36:52,616 epoch 27 - iter 8/27 - loss 0.01527443
2019-02-08 17:36:53,062 epoch 27 - iter 10/27 - loss 0.01471189
2019-02-08 17:36:53,773 epoch 27 - iter 12/27 - loss 0.01491128
2019-02-08 17:36:54,196 epoch 27 - iter 14/27 - loss 0.01453114
2019-02-08 17:36:54,663 epoch 27 - iter 16/27 - loss 0.01463125
2019-02-08 17:36:55,078 epoch 27 - iter 18/27 - loss 0.01483220
2019-02-08 17:36:55,543 epoch 27 - iter 20/27 - loss 0.01484171
2019-02-08 17:36:56,130 epoch 27 - iter 22/27 - loss 0.01491536
2019-02-08 17:36:56,451 epoch 27 - iter 24/27 - loss 0.01513010
2019-02-08 17:36:56,722 epoch 27 - iter 26/27 - loss 0.01560930
2019-02-08 17:36:56,727 ----------------------------------------------------------------------------------------------------
2019-02-08 17:36:56,727 EPOCH 27 done: loss 0.0156 - lr 0.1000 - bad epochs 0
2019-02-08 17:36:57,208 DEV : loss 0.03139902 - f-score 0.5789 - acc 0.5789
2019-02-08 17:37:00,517 TEST : loss 0.01544680 - f-score 0.7970 - acc 0.7970
2019-02-08 17:37:38,504 ----------------------------------------------------------------------------------------------------
2019-02-08 17:37:38,742 epoch 28 - iter 0/27 - loss 0.01552994
2019-02-08 17:37:39,116 epoch 28 - iter 2/27 - loss 0.01370403
2019-02-08 17:37:39,566 epoch 28 - iter 4/27 - loss 0.01350386
2019-02-08 17:37:40,041 epoch 28 - iter 6/27 - loss 0.01324008
2019-02-08 17:37:40,770 epoch 28 - iter 8/27 - loss 0.01455566
2019-02-08 17:37:41,317 epoch 28 - iter 10/27 - loss 0.01427355
2019-02-08 17:37:41,797 epoch 28 - iter 12/27 - loss 0.01437039
2019-02-08 17:37:42,422 epoch 28 - iter 14/27 - loss 0.01433847
2019-02-08 17:37:42,749 epoch 28 - iter 16/27 - loss 0.01434160
2019-02-08 17:37:43,474 epoch 28 - iter 18/27 - loss 0.01436724
2019-02-08 17:37:43,944 epoch 28 - iter 20/27 - loss 0.01445598
2019-02-08 17:37:44,365 epoch 28 - iter 22/27 - loss 0.01515975
2019-02-08 17:37:44,803 epoch 28 - iter 24/27 - loss 0.01478084
2019-02-08 17:37:45,101 epoch 28 - iter 26/27 - loss 0.01587908
2019-02-08 17:37:45,107 ----------------------------------------------------------------------------------------------------
2019-02-08 17:37:45,107 EPOCH 28 done: loss 0.0159 - lr 0.1000 - bad epochs 0
2019-02-08 17:37:45,582 DEV : loss 0.03106518 - f-score 0.6211 - acc 0.6211
2019-02-08 17:37:48,873 TEST : loss 0.01441047 - f-score 0.8098 - acc 0.8098
2019-02-08 17:37:48,874 ----------------------------------------------------------------------------------------------------
2019-02-08 17:37:49,374 epoch 29 - iter 0/27 - loss 0.01762556
2019-02-08 17:37:49,790 epoch 29 - iter 2/27 - loss 0.01671644
2019-02-08 17:37:50,264 epoch 29 - iter 4/27 - loss 0.01542859
2019-02-08 17:37:50,619 epoch 29 - iter 6/27 - loss 0.01497579
2019-02-08 17:37:51,005 epoch 29 - iter 8/27 - loss 0.01402208
2019-02-08 17:37:51,635 epoch 29 - iter 10/27 - loss 0.01396210
2019-02-08 17:37:52,124 epoch 29 - iter 12/27 - loss 0.01343625
2019-02-08 17:37:52,525 epoch 29 - iter 14/27 - loss 0.01319841
2019-02-08 17:37:52,888 epoch 29 - iter 16/27 - loss 0.01332948
2019-02-08 17:37:53,355 epoch 29 - iter 18/27 - loss 0.01340581
2019-02-08 17:37:54,151 epoch 29 - iter 20/27 - loss 0.01357837
2019-02-08 17:37:54,662 epoch 29 - iter 22/27 - loss 0.01339755
2019-02-08 17:37:55,145 epoch 29 - iter 24/27 - loss 0.01376077
2019-02-08 17:37:55,359 epoch 29 - iter 26/27 - loss 0.01427672
2019-02-08 17:37:55,365 ----------------------------------------------------------------------------------------------------
2019-02-08 17:37:55,365 EPOCH 29 done: loss 0.0143 - lr 0.1000 - bad epochs 1
2019-02-08 17:37:55,844 DEV : loss 0.03251516 - f-score 0.6000 - acc 0.6000
2019-02-08 17:37:59,154 TEST : loss 0.01412776 - f-score 0.8226 - acc 0.8226
2019-02-08 17:38:37,173 ----------------------------------------------------------------------------------------------------
2019-02-08 17:38:37,511 epoch 30 - iter 0/27 - loss 0.01097832
2019-02-08 17:38:37,817 epoch 30 - iter 2/27 - loss 0.01348981
2019-02-08 17:38:38,138 epoch 30 - iter 4/27 - loss 0.01224102
2019-02-08 17:38:38,834 epoch 30 - iter 6/27 - loss 0.01316185
2019-02-08 17:38:39,449 epoch 30 - iter 8/27 - loss 0.01352197
2019-02-08 17:38:39,891 epoch 30 - iter 10/27 - loss 0.01320847
2019-02-08 17:38:40,711 epoch 30 - iter 12/27 - loss 0.01338624
2019-02-08 17:38:41,130 epoch 30 - iter 14/27 - loss 0.01349696
2019-02-08 17:38:41,547 epoch 30 - iter 16/27 - loss 0.01328770
2019-02-08 17:38:41,891 epoch 30 - iter 18/27 - loss 0.01364007
2019-02-08 17:38:42,369 epoch 30 - iter 20/27 - loss 0.01406603
2019-02-08 17:38:42,722 epoch 30 - iter 22/27 - loss 0.01385596
2019-02-08 17:38:43,132 epoch 30 - iter 24/27 - loss 0.01373327
2019-02-08 17:38:43,371 epoch 30 - iter 26/27 - loss 0.01463381
2019-02-08 17:38:43,376 ----------------------------------------------------------------------------------------------------
2019-02-08 17:38:43,377 EPOCH 30 done: loss 0.0146 - lr 0.1000 - bad epochs 0
2019-02-08 17:38:43,855 DEV : loss 0.02891952 - f-score 0.6211 - acc 0.6211
2019-02-08 17:38:47,159 TEST : loss 0.01395777 - f-score 0.8034 - acc 0.8034
2019-02-08 17:38:47,160 ----------------------------------------------------------------------------------------------------
2019-02-08 17:38:47,354 epoch 31 - iter 0/27 - loss 0.01504303
2019-02-08 17:38:47,788 epoch 31 - iter 2/27 - loss 0.01519746
2019-02-08 17:38:48,190 epoch 31 - iter 4/27 - loss 0.01331337
2019-02-08 17:38:48,996 epoch 31 - iter 6/27 - loss 0.01403252
2019-02-08 17:38:49,414 epoch 31 - iter 8/27 - loss 0.01321057
2019-02-08 17:38:49,816 epoch 31 - iter 10/27 - loss 0.01325192
2019-02-08 17:38:50,170 epoch 31 - iter 12/27 - loss 0.01299394
2019-02-08 17:38:50,752 epoch 31 - iter 14/27 - loss 0.01340393
2019-02-08 17:38:51,123 epoch 31 - iter 16/27 - loss 0.01327321
2019-02-08 17:38:51,583 epoch 31 - iter 18/27 - loss 0.01332121
2019-02-08 17:38:52,140 epoch 31 - iter 20/27 - loss 0.01361574
2019-02-08 17:38:52,607 epoch 31 - iter 22/27 - loss 0.01359647
2019-02-08 17:38:53,023 epoch 31 - iter 24/27 - loss 0.01378422
2019-02-08 17:38:53,402 epoch 31 - iter 26/27 - loss 0.01491364
2019-02-08 17:38:53,407 ----------------------------------------------------------------------------------------------------
2019-02-08 17:38:53,407 EPOCH 31 done: loss 0.0149 - lr 0.1000 - bad epochs 1
2019-02-08 17:38:53,885 DEV : loss 0.03135860 - f-score 0.6000 - acc 0.6000
2019-02-08 17:38:57,203 TEST : loss 0.01421581 - f-score 0.8226 - acc 0.8226
2019-02-08 17:38:57,204 ----------------------------------------------------------------------------------------------------
2019-02-08 17:38:57,382 epoch 32 - iter 0/27 - loss 0.01262432
2019-02-08 17:38:57,742 epoch 32 - iter 2/27 - loss 0.01341047
2019-02-08 17:38:58,276 epoch 32 - iter 4/27 - loss 0.01220706
2019-02-08 17:38:59,328 epoch 32 - iter 6/27 - loss 0.01229399
2019-02-08 17:38:59,730 epoch 32 - iter 8/27 - loss 0.01159254
2019-02-08 17:39:00,223 epoch 32 - iter 10/27 - loss 0.01214240
2019-02-08 17:39:00,770 epoch 32 - iter 12/27 - loss 0.01289715
2019-02-08 17:39:01,243 epoch 32 - iter 14/27 - loss 0.01360733
2019-02-08 17:39:01,575 epoch 32 - iter 16/27 - loss 0.01345087
2019-02-08 17:39:02,177 epoch 32 - iter 18/27 - loss 0.01366835
2019-02-08 17:39:02,614 epoch 32 - iter 20/27 - loss 0.01334821
2019-02-08 17:39:03,004 epoch 32 - iter 22/27 - loss 0.01360729
2019-02-08 17:39:03,404 epoch 32 - iter 24/27 - loss 0.01331713
2019-02-08 17:39:03,659 epoch 32 - iter 26/27 - loss 0.01352358
2019-02-08 17:39:03,664 ----------------------------------------------------------------------------------------------------
2019-02-08 17:39:03,665 EPOCH 32 done: loss 0.0135 - lr 0.1000 - bad epochs 2
2019-02-08 17:39:04,144 DEV : loss 0.03441108 - f-score 0.6211 - acc 0.6211
2019-02-08 17:39:07,448 TEST : loss 0.01464450 - f-score 0.8291 - acc 0.8291
2019-02-08 17:39:45,336 ----------------------------------------------------------------------------------------------------
2019-02-08 17:39:45,812 epoch 33 - iter 0/27 - loss 0.01868636
2019-02-08 17:39:46,547 epoch 33 - iter 2/27 - loss 0.01342504
2019-02-08 17:39:46,991 epoch 33 - iter 4/27 - loss 0.01347156
2019-02-08 17:39:47,462 epoch 33 - iter 6/27 - loss 0.01293390
2019-02-08 17:39:47,892 epoch 33 - iter 8/27 - loss 0.01412176
2019-02-08 17:39:48,443 epoch 33 - iter 10/27 - loss 0.01374269
2019-02-08 17:39:48,842 epoch 33 - iter 12/27 - loss 0.01352934
2019-02-08 17:39:49,304 epoch 33 - iter 14/27 - loss 0.01304765
2019-02-08 17:39:49,760 epoch 33 - iter 16/27 - loss 0.01281999
2019-02-08 17:39:50,340 epoch 33 - iter 18/27 - loss 0.01228213
2019-02-08 17:39:50,696 epoch 33 - iter 20/27 - loss 0.01229895
2019-02-08 17:39:51,257 epoch 33 - iter 22/27 - loss 0.01250966
2019-02-08 17:39:52,058 epoch 33 - iter 24/27 - loss 0.01261378
2019-02-08 17:39:52,286 epoch 33 - iter 26/27 - loss 0.01294231
2019-02-08 17:39:52,291 ----------------------------------------------------------------------------------------------------
2019-02-08 17:39:52,291 EPOCH 33 done: loss 0.0129 - lr 0.1000 - bad epochs 0
2019-02-08 17:39:52,771 DEV : loss 0.03515250 - f-score 0.6000 - acc 0.6000
2019-02-08 17:39:56,068 TEST : loss 0.01363028 - f-score 0.8226 - acc 0.8226
2019-02-08 17:40:34,089 ----------------------------------------------------------------------------------------------------
2019-02-08 17:40:34,471 epoch 34 - iter 0/27 - loss 0.01860302
2019-02-08 17:40:35,001 epoch 34 - iter 2/27 - loss 0.01291674
2019-02-08 17:40:35,432 epoch 34 - iter 4/27 - loss 0.01300014
2019-02-08 17:40:35,826 epoch 34 - iter 6/27 - loss 0.01213209
2019-02-08 17:40:36,258 epoch 34 - iter 8/27 - loss 0.01179717
2019-02-08 17:40:36,945 epoch 34 - iter 10/27 - loss 0.01168451
2019-02-08 17:40:37,435 epoch 34 - iter 12/27 - loss 0.01125802
2019-02-08 17:40:37,945 epoch 34 - iter 14/27 - loss 0.01119096
2019-02-08 17:40:38,272 epoch 34 - iter 16/27 - loss 0.01225860
2019-02-08 17:40:38,609 epoch 34 - iter 18/27 - loss 0.01240528
2019-02-08 17:40:39,348 epoch 34 - iter 20/27 - loss 0.01291326
2019-02-08 17:40:39,762 epoch 34 - iter 22/27 - loss 0.01254469
2019-02-08 17:40:40,203 epoch 34 - iter 24/27 - loss 0.01255614
2019-02-08 17:40:40,488 epoch 34 - iter 26/27 - loss 0.01379972
2019-02-08 17:40:40,494 ----------------------------------------------------------------------------------------------------
2019-02-08 17:40:40,494 EPOCH 34 done: loss 0.0138 - lr 0.1000 - bad epochs 0
2019-02-08 17:40:40,971 DEV : loss 0.03033930 - f-score 0.5579 - acc 0.5579
2019-02-08 17:40:44,288 TEST : loss 0.01193007 - f-score 0.8440 - acc 0.8440
2019-02-08 17:40:44,289 ----------------------------------------------------------------------------------------------------
2019-02-08 17:40:44,502 epoch 35 - iter 0/27 - loss 0.01171174
2019-02-08 17:40:44,936 epoch 35 - iter 2/27 - loss 0.01229147
2019-02-08 17:40:45,307 epoch 35 - iter 4/27 - loss 0.01218759
2019-02-08 17:40:46,090 epoch 35 - iter 6/27 - loss 0.01212807
2019-02-08 17:40:46,607 epoch 35 - iter 8/27 - loss 0.01268957
2019-02-08 17:40:46,996 epoch 35 - iter 10/27 - loss 0.01270435
2019-02-08 17:40:47,329 epoch 35 - iter 12/27 - loss 0.01219871
2019-02-08 17:40:47,716 epoch 35 - iter 14/27 - loss 0.01227768
2019-02-08 17:40:48,381 epoch 35 - iter 16/27 - loss 0.01216262
2019-02-08 17:40:49,047 epoch 35 - iter 18/27 - loss 0.01232809
2019-02-08 17:40:49,456 epoch 35 - iter 20/27 - loss 0.01252626
2019-02-08 17:40:49,893 epoch 35 - iter 22/27 - loss 0.01249071
2019-02-08 17:40:50,313 epoch 35 - iter 24/27 - loss 0.01247186
2019-02-08 17:40:50,509 epoch 35 - iter 26/27 - loss 0.01366362
2019-02-08 17:40:50,515 ----------------------------------------------------------------------------------------------------
2019-02-08 17:40:50,515 EPOCH 35 done: loss 0.0137 - lr 0.1000 - bad epochs 1
2019-02-08 17:40:50,994 DEV : loss 0.02914462 - f-score 0.5684 - acc 0.5684
2019-02-08 17:40:54,306 TEST : loss 0.01156355 - f-score 0.8483 - acc 0.8483
2019-02-08 17:40:54,307 ----------------------------------------------------------------------------------------------------
2019-02-08 17:40:54,611 epoch 36 - iter 0/27 - loss 0.02408694
2019-02-08 17:40:55,227 epoch 36 - iter 2/27 - loss 0.01243593
2019-02-08 17:40:56,004 epoch 36 - iter 4/27 - loss 0.01215199
2019-02-08 17:40:56,699 epoch 36 - iter 6/27 - loss 0.01085725
2019-02-08 17:40:57,114 epoch 36 - iter 8/27 - loss 0.01103993
2019-02-08 17:40:57,453 epoch 36 - iter 10/27 - loss 0.01103609
2019-02-08 17:40:57,869 epoch 36 - iter 12/27 - loss 0.01174893
2019-02-08 17:40:58,315 epoch 36 - iter 14/27 - loss 0.01157766
2019-02-08 17:40:58,792 epoch 36 - iter 16/27 - loss 0.01134554
2019-02-08 17:40:59,201 epoch 36 - iter 18/27 - loss 0.01159509
2019-02-08 17:40:59,671 epoch 36 - iter 20/27 - loss 0.01176409
2019-02-08 17:41:00,085 epoch 36 - iter 22/27 - loss 0.01178731
2019-02-08 17:41:00,405 epoch 36 - iter 24/27 - loss 0.01148034
2019-02-08 17:41:00,623 epoch 36 - iter 26/27 - loss 0.01180961
2019-02-08 17:41:00,628 ----------------------------------------------------------------------------------------------------
2019-02-08 17:41:00,629 EPOCH 36 done: loss 0.0118 - lr 0.1000 - bad epochs 2
2019-02-08 17:41:01,106 DEV : loss 0.03406421 - f-score 0.6316 - acc 0.6316
2019-02-08 17:41:04,429 TEST : loss 0.01172811 - f-score 0.8739 - acc 0.8739
2019-02-08 17:41:41,905 ----------------------------------------------------------------------------------------------------
2019-02-08 17:41:42,594 epoch 37 - iter 0/27 - loss 0.00926980
2019-02-08 17:41:42,830 epoch 37 - iter 2/27 - loss 0.01088214
2019-02-08 17:41:43,194 epoch 37 - iter 4/27 - loss 0.01002107
2019-02-08 17:41:43,565 epoch 37 - iter 6/27 - loss 0.01033177
2019-02-08 17:41:44,122 epoch 37 - iter 8/27 - loss 0.01090008
2019-02-08 17:41:44,631 epoch 37 - iter 10/27 - loss 0.01049581
2019-02-08 17:41:45,085 epoch 37 - iter 12/27 - loss 0.01043800
2019-02-08 17:41:45,515 epoch 37 - iter 14/27 - loss 0.01098616
2019-02-08 17:41:46,065 epoch 37 - iter 16/27 - loss 0.01135009
2019-02-08 17:41:46,767 epoch 37 - iter 18/27 - loss 0.01126147
2019-02-08 17:41:47,201 epoch 37 - iter 20/27 - loss 0.01119032
2019-02-08 17:41:47,623 epoch 37 - iter 22/27 - loss 0.01108206
2019-02-08 17:41:47,969 epoch 37 - iter 24/27 - loss 0.01098718
2019-02-08 17:41:48,232 epoch 37 - iter 26/27 - loss 0.01124594
2019-02-08 17:41:48,237 ----------------------------------------------------------------------------------------------------
2019-02-08 17:41:48,237 EPOCH 37 done: loss 0.0112 - lr 0.1000 - bad epochs 0
2019-02-08 17:41:48,717 DEV : loss 0.03539530 - f-score 0.6421 - acc 0.6421
2019-02-08 17:41:52,025 TEST : loss 0.01232438 - f-score 0.8568 - acc 0.8568
2019-02-08 17:42:30,050 ----------------------------------------------------------------------------------------------------
2019-02-08 17:42:30,439 epoch 38 - iter 0/27 - loss 0.01039469
2019-02-08 17:42:30,897 epoch 38 - iter 2/27 - loss 0.00962254
2019-02-08 17:42:31,370 epoch 38 - iter 4/27 - loss 0.00882918
2019-02-08 17:42:31,859 epoch 38 - iter 6/27 - loss 0.00957713
2019-02-08 17:42:32,259 epoch 38 - iter 8/27 - loss 0.01045297
2019-02-08 17:42:32,687 epoch 38 - iter 10/27 - loss 0.01051994
2019-02-08 17:42:33,124 epoch 38 - iter 12/27 - loss 0.01088184
2019-02-08 17:42:33,548 epoch 38 - iter 14/27 - loss 0.01109021
2019-02-08 17:42:33,940 epoch 38 - iter 16/27 - loss 0.01142734
2019-02-08 17:42:34,340 epoch 38 - iter 18/27 - loss 0.01109350
2019-02-08 17:42:34,886 epoch 38 - iter 20/27 - loss 0.01135244
2019-02-08 17:42:35,321 epoch 38 - iter 22/27 - loss 0.01133602
2019-02-08 17:42:35,651 epoch 38 - iter 24/27 - loss 0.01131200
2019-02-08 17:42:36,278 epoch 38 - iter 26/27 - loss 0.01175255
2019-02-08 17:42:36,284 ----------------------------------------------------------------------------------------------------
2019-02-08 17:42:36,284 EPOCH 38 done: loss 0.0118 - lr 0.1000 - bad epochs 0
2019-02-08 17:42:36,762 DEV : loss 0.03429424 - f-score 0.6526 - acc 0.6526
2019-02-08 17:42:40,079 TEST : loss 0.01129469 - f-score 0.8761 - acc 0.8761
2019-02-08 17:42:40,080 ----------------------------------------------------------------------------------------------------
2019-02-08 17:42:40,287 epoch 39 - iter 0/27 - loss 0.01162377
2019-02-08 17:42:40,824 epoch 39 - iter 2/27 - loss 0.01104681
2019-02-08 17:42:41,246 epoch 39 - iter 4/27 - loss 0.00943696
2019-02-08 17:42:41,668 epoch 39 - iter 6/27 - loss 0.01019369
2019-02-08 17:42:42,105 epoch 39 - iter 8/27 - loss 0.00994998
2019-02-08 17:42:42,516 epoch 39 - iter 10/27 - loss 0.01030794
2019-02-08 17:42:42,873 epoch 39 - iter 12/27 - loss 0.01055483
2019-02-08 17:42:43,614 epoch 39 - iter 14/27 - loss 0.00990070
2019-02-08 17:42:44,100 epoch 39 - iter 16/27 - loss 0.01034079
2019-02-08 17:42:44,563 epoch 39 - iter 18/27 - loss 0.00995851
2019-02-08 17:42:45,001 epoch 39 - iter 20/27 - loss 0.01047229
2019-02-08 17:42:45,538 epoch 39 - iter 22/27 - loss 0.01039404
2019-02-08 17:42:46,208 epoch 39 - iter 24/27 - loss 0.01050186
2019-02-08 17:42:46,448 epoch 39 - iter 26/27 - loss 0.01067976
2019-02-08 17:42:46,454 ----------------------------------------------------------------------------------------------------
2019-02-08 17:42:46,454 EPOCH 39 done: loss 0.0107 - lr 0.1000 - bad epochs 1
2019-02-08 17:42:46,930 DEV : loss 0.04036593 - f-score 0.6000 - acc 0.6000
2019-02-08 17:42:50,224 TEST : loss 0.01367231 - f-score 0.8526 - acc 0.8526
2019-02-08 17:43:28,146 ----------------------------------------------------------------------------------------------------
2019-02-08 17:43:28,870 epoch 40 - iter 0/27 - loss 0.01595250
2019-02-08 17:43:29,333 epoch 40 - iter 2/27 - loss 0.01135498
2019-02-08 17:43:29,820 epoch 40 - iter 4/27 - loss 0.01033541
2019-02-08 17:43:30,188 epoch 40 - iter 6/27 - loss 0.00975987
2019-02-08 17:43:30,579 epoch 40 - iter 8/27 - loss 0.01057996
2019-02-08 17:43:31,012 epoch 40 - iter 10/27 - loss 0.01048253
2019-02-08 17:43:31,419 epoch 40 - iter 12/27 - loss 0.01030689
2019-02-08 17:43:32,206 epoch 40 - iter 14/27 - loss 0.01054242
2019-02-08 17:43:32,613 epoch 40 - iter 16/27 - loss 0.01140132
2019-02-08 17:43:32,962 epoch 40 - iter 18/27 - loss 0.01129092
2019-02-08 17:43:33,410 epoch 40 - iter 20/27 - loss 0.01119784
2019-02-08 17:43:33,985 epoch 40 - iter 22/27 - loss 0.01145002
2019-02-08 17:43:34,464 epoch 40 - iter 24/27 - loss 0.01134264
2019-02-08 17:43:34,733 epoch 40 - iter 26/27 - loss 0.01129997
2019-02-08 17:43:34,738 ----------------------------------------------------------------------------------------------------
2019-02-08 17:43:34,738 EPOCH 40 done: loss 0.0113 - lr 0.1000 - bad epochs 0
2019-02-08 17:43:35,213 DEV : loss 0.03931338 - f-score 0.5789 - acc 0.5789
2019-02-08 17:43:38,517 TEST : loss 0.01296721 - f-score 0.8504 - acc 0.8504
2019-02-08 17:43:38,518 ----------------------------------------------------------------------------------------------------
2019-02-08 17:43:38,718 epoch 41 - iter 0/27 - loss 0.01393561
2019-02-08 17:43:39,103 epoch 41 - iter 2/27 - loss 0.01159021
2019-02-08 17:43:39,520 epoch 41 - iter 4/27 - loss 0.01185468
2019-02-08 17:43:39,903 epoch 41 - iter 6/27 - loss 0.01125744
2019-02-08 17:43:40,308 epoch 41 - iter 8/27 - loss 0.01089735
2019-02-08 17:43:41,023 epoch 41 - iter 10/27 - loss 0.01182419
2019-02-08 17:43:41,338 epoch 41 - iter 12/27 - loss 0.01180320
2019-02-08 17:43:41,888 epoch 41 - iter 14/27 - loss 0.01127606
2019-02-08 17:43:42,678 epoch 41 - iter 16/27 - loss 0.01059066
2019-02-08 17:43:43,277 epoch 41 - iter 18/27 - loss 0.01126554
2019-02-08 17:43:43,703 epoch 41 - iter 20/27 - loss 0.01130847
2019-02-08 17:43:44,238 epoch 41 - iter 22/27 - loss 0.01102829
2019-02-08 17:43:44,593 epoch 41 - iter 24/27 - loss 0.01105881
2019-02-08 17:43:44,910 epoch 41 - iter 26/27 - loss 0.01108088
2019-02-08 17:43:44,916 ----------------------------------------------------------------------------------------------------
2019-02-08 17:43:44,916 EPOCH 41 done: loss 0.0111 - lr 0.1000 - bad epochs 1
2019-02-08 17:43:45,397 DEV : loss 0.03989303 - f-score 0.5895 - acc 0.5895
2019-02-08 17:43:48,713 TEST : loss 0.01203679 - f-score 0.8590 - acc 0.8590
2019-02-08 17:43:48,714 ----------------------------------------------------------------------------------------------------
2019-02-08 17:43:48,947 epoch 42 - iter 0/27 - loss 0.00348013
2019-02-08 17:43:49,655 epoch 42 - iter 2/27 - loss 0.00796460
2019-02-08 17:43:50,120 epoch 42 - iter 4/27 - loss 0.00969027
2019-02-08 17:43:50,588 epoch 42 - iter 6/27 - loss 0.00994858
2019-02-08 17:43:50,971 epoch 42 - iter 8/27 - loss 0.01001850
2019-02-08 17:43:51,521 epoch 42 - iter 10/27 - loss 0.00985508
2019-02-08 17:43:52,050 epoch 42 - iter 12/27 - loss 0.00941077
2019-02-08 17:43:52,518 epoch 42 - iter 14/27 - loss 0.00940648
2019-02-08 17:43:53,242 epoch 42 - iter 16/27 - loss 0.00929328
2019-02-08 17:43:53,876 epoch 42 - iter 18/27 - loss 0.00942497
2019-02-08 17:43:54,260 epoch 42 - iter 20/27 - loss 0.00946461
2019-02-08 17:43:54,584 epoch 42 - iter 22/27 - loss 0.00960025
2019-02-08 17:43:54,996 epoch 42 - iter 24/27 - loss 0.00977791
2019-02-08 17:43:55,193 epoch 42 - iter 26/27 - loss 0.01018838
2019-02-08 17:43:55,198 ----------------------------------------------------------------------------------------------------
2019-02-08 17:43:55,199 EPOCH 42 done: loss 0.0102 - lr 0.1000 - bad epochs 2
2019-02-08 17:43:55,674 DEV : loss 0.04091090 - f-score 0.5895 - acc 0.5895
2019-02-08 17:43:58,963 TEST : loss 0.01152126 - f-score 0.8782 - acc 0.8782
2019-02-08 17:44:36,439 ----------------------------------------------------------------------------------------------------
2019-02-08 17:44:36,899 epoch 43 - iter 0/27 - loss 0.01039911
2019-02-08 17:44:37,303 epoch 43 - iter 2/27 - loss 0.00859707
2019-02-08 17:44:38,049 epoch 43 - iter 4/27 - loss 0.00809575
2019-02-08 17:44:38,461 epoch 43 - iter 6/27 - loss 0.00881419
2019-02-08 17:44:38,870 epoch 43 - iter 8/27 - loss 0.00974272
2019-02-08 17:44:39,653 epoch 43 - iter 10/27 - loss 0.00968319
2019-02-08 17:44:40,013 epoch 43 - iter 12/27 - loss 0.00950675
2019-02-08 17:44:40,438 epoch 43 - iter 14/27 - loss 0.00973634
2019-02-08 17:44:40,833 epoch 43 - iter 16/27 - loss 0.00957007
2019-02-08 17:44:41,227 epoch 43 - iter 18/27 - loss 0.00947762
2019-02-08 17:44:41,638 epoch 43 - iter 20/27 - loss 0.00910466
2019-02-08 17:44:42,000 epoch 43 - iter 22/27 - loss 0.00926310
2019-02-08 17:44:42,525 epoch 43 - iter 24/27 - loss 0.00963012
2019-02-08 17:44:42,789 epoch 43 - iter 26/27 - loss 0.00966847
2019-02-08 17:44:42,795 ----------------------------------------------------------------------------------------------------
2019-02-08 17:44:42,795 EPOCH 43 done: loss 0.0097 - lr 0.1000 - bad epochs 0
2019-02-08 17:44:43,272 DEV : loss 0.04358787 - f-score 0.5789 - acc 0.5789
2019-02-08 17:44:46,554 TEST : loss 0.01331006 - f-score 0.8547 - acc 0.8547
2019-02-08 17:45:24,599 ----------------------------------------------------------------------------------------------------
2019-02-08 17:45:24,823 epoch 44 - iter 0/27 - loss 0.00963269
2019-02-08 17:45:25,310 epoch 44 - iter 2/27 - loss 0.00929348
2019-02-08 17:45:25,783 epoch 44 - iter 4/27 - loss 0.00769080
2019-02-08 17:45:26,350 epoch 44 - iter 6/27 - loss 0.00856461
2019-02-08 17:45:26,774 epoch 44 - iter 8/27 - loss 0.00740743
2019-02-08 17:45:27,217 epoch 44 - iter 10/27 - loss 0.00795058
2019-02-08 17:45:27,741 epoch 44 - iter 12/27 - loss 0.00781286
2019-02-08 17:45:28,503 epoch 44 - iter 14/27 - loss 0.00803919
2019-02-08 17:45:28,889 epoch 44 - iter 16/27 - loss 0.00868063
2019-02-08 17:45:29,265 epoch 44 - iter 18/27 - loss 0.00893402
2019-02-08 17:45:29,679 epoch 44 - iter 20/27 - loss 0.00887601
2019-02-08 17:45:30,029 epoch 44 - iter 22/27 - loss 0.00921036
2019-02-08 17:45:30,520 epoch 44 - iter 24/27 - loss 0.00984913
2019-02-08 17:45:30,804 epoch 44 - iter 26/27 - loss 0.00994619
2019-02-08 17:45:30,810 ----------------------------------------------------------------------------------------------------
2019-02-08 17:45:30,810 EPOCH 44 done: loss 0.0099 - lr 0.1000 - bad epochs 0
2019-02-08 17:45:31,285 DEV : loss 0.04234274 - f-score 0.6000 - acc 0.6000
2019-02-08 17:45:34,599 TEST : loss 0.01225753 - f-score 0.8825 - acc 0.8825
2019-02-08 17:45:34,599 ----------------------------------------------------------------------------------------------------
2019-02-08 17:45:34,786 epoch 45 - iter 0/27 - loss 0.01143126
2019-02-08 17:45:35,477 epoch 45 - iter 2/27 - loss 0.01202679
2019-02-08 17:45:35,869 epoch 45 - iter 4/27 - loss 0.00879130
2019-02-08 17:45:36,226 epoch 45 - iter 6/27 - loss 0.00951708
2019-02-08 17:45:36,773 epoch 45 - iter 8/27 - loss 0.00853286
2019-02-08 17:45:37,204 epoch 45 - iter 10/27 - loss 0.00856059
2019-02-08 17:45:37,615 epoch 45 - iter 12/27 - loss 0.00880167
2019-02-08 17:45:38,159 epoch 45 - iter 14/27 - loss 0.00875872
2019-02-08 17:45:38,954 epoch 45 - iter 16/27 - loss 0.00891106
2019-02-08 17:45:39,308 epoch 45 - iter 18/27 - loss 0.00940796
2019-02-08 17:45:39,866 epoch 45 - iter 20/27 - loss 0.00975375
2019-02-08 17:45:40,244 epoch 45 - iter 22/27 - loss 0.01001841
2019-02-08 17:45:40,650 epoch 45 - iter 24/27 - loss 0.01003979
2019-02-08 17:45:40,903 epoch 45 - iter 26/27 - loss 0.01061148
2019-02-08 17:45:40,908 ----------------------------------------------------------------------------------------------------
2019-02-08 17:45:40,908 EPOCH 45 done: loss 0.0106 - lr 0.1000 - bad epochs 1
2019-02-08 17:45:41,386 DEV : loss 0.04421001 - f-score 0.5789 - acc 0.5789
2019-02-08 17:45:44,691 TEST : loss 0.01195167 - f-score 0.8846 - acc 0.8846
2019-02-08 17:45:44,692 ----------------------------------------------------------------------------------------------------
2019-02-08 17:45:44,924 epoch 46 - iter 0/27 - loss 0.00738319
2019-02-08 17:45:45,384 epoch 46 - iter 2/27 - loss 0.00893889
2019-02-08 17:45:45,826 epoch 46 - iter 4/27 - loss 0.00928330
2019-02-08 17:45:46,330 epoch 46 - iter 6/27 - loss 0.00870270
2019-02-08 17:45:46,784 epoch 46 - iter 8/27 - loss 0.00865940
2019-02-08 17:45:47,190 epoch 46 - iter 10/27 - loss 0.00820377
2019-02-08 17:45:48,122 epoch 46 - iter 12/27 - loss 0.00807614
2019-02-08 17:45:48,987 epoch 46 - iter 14/27 - loss 0.00837584
2019-02-08 17:45:49,443 epoch 46 - iter 16/27 - loss 0.00845704
2019-02-08 17:45:49,949 epoch 46 - iter 18/27 - loss 0.00845886
2019-02-08 17:45:50,379 epoch 46 - iter 20/27 - loss 0.00903529
2019-02-08 17:45:50,865 epoch 46 - iter 22/27 - loss 0.00932869
2019-02-08 17:45:51,262 epoch 46 - iter 24/27 - loss 0.00930816
2019-02-08 17:45:51,436 epoch 46 - iter 26/27 - loss 0.00954267
2019-02-08 17:45:51,442 ----------------------------------------------------------------------------------------------------
2019-02-08 17:45:51,442 EPOCH 46 done: loss 0.0095 - lr 0.1000 - bad epochs 2
2019-02-08 17:45:51,920 DEV : loss 0.04163656 - f-score 0.6211 - acc 0.6211
2019-02-08 17:45:55,218 TEST : loss 0.01082029 - f-score 0.9017 - acc 0.9017
2019-02-08 17:46:33,222 ----------------------------------------------------------------------------------------------------
2019-02-08 17:46:33,542 epoch 47 - iter 0/27 - loss 0.00626186
2019-02-08 17:46:34,409 epoch 47 - iter 2/27 - loss 0.00735239
2019-02-08 17:46:34,778 epoch 47 - iter 4/27 - loss 0.00685261
2019-02-08 17:46:35,215 epoch 47 - iter 6/27 - loss 0.00698730
2019-02-08 17:46:35,590 epoch 47 - iter 8/27 - loss 0.00723377
2019-02-08 17:46:35,934 epoch 47 - iter 10/27 - loss 0.00739636
2019-02-08 17:46:36,325 epoch 47 - iter 12/27 - loss 0.00775193
2019-02-08 17:46:36,722 epoch 47 - iter 14/27 - loss 0.00793410
2019-02-08 17:46:37,019 epoch 47 - iter 16/27 - loss 0.00831339
2019-02-08 17:46:37,606 epoch 47 - iter 18/27 - loss 0.00802697
2019-02-08 17:46:38,123 epoch 47 - iter 20/27 - loss 0.00788973
2019-02-08 17:46:38,560 epoch 47 - iter 22/27 - loss 0.00775673
2019-02-08 17:46:39,062 epoch 47 - iter 24/27 - loss 0.00784284
2019-02-08 17:46:39,354 epoch 47 - iter 26/27 - loss 0.00860814
2019-02-08 17:46:39,359 ----------------------------------------------------------------------------------------------------
2019-02-08 17:46:39,359 EPOCH 47 done: loss 0.0086 - lr 0.1000 - bad epochs 0
2019-02-08 17:46:39,840 DEV : loss 0.04622886 - f-score 0.5895 - acc 0.5895
2019-02-08 17:46:43,148 TEST : loss 0.01191811 - f-score 0.8910 - acc 0.8910
2019-02-08 17:47:21,164 ----------------------------------------------------------------------------------------------------
2019-02-08 17:47:21,557 epoch 48 - iter 0/27 - loss 0.00693196
2019-02-08 17:47:21,983 epoch 48 - iter 2/27 - loss 0.00838846
2019-02-08 17:47:22,364 epoch 48 - iter 4/27 - loss 0.00786373
2019-02-08 17:47:23,098 epoch 48 - iter 6/27 - loss 0.00674680
2019-02-08 17:47:23,371 epoch 48 - iter 8/27 - loss 0.00639324
2019-02-08 17:47:23,829 epoch 48 - iter 10/27 - loss 0.00618410
2019-02-08 17:47:24,289 epoch 48 - iter 12/27 - loss 0.00685712
2019-02-08 17:47:24,846 epoch 48 - iter 14/27 - loss 0.00743174
2019-02-08 17:47:25,226 epoch 48 - iter 16/27 - loss 0.00781082
2019-02-08 17:47:25,557 epoch 48 - iter 18/27 - loss 0.00773216
2019-02-08 17:47:26,050 epoch 48 - iter 20/27 - loss 0.00757674
2019-02-08 17:47:26,406 epoch 48 - iter 22/27 - loss 0.00750951
2019-02-08 17:47:27,196 epoch 48 - iter 24/27 - loss 0.00765923
2019-02-08 17:47:27,452 epoch 48 - iter 26/27 - loss 0.00781483
2019-02-08 17:47:27,457 ----------------------------------------------------------------------------------------------------
2019-02-08 17:47:27,458 EPOCH 48 done: loss 0.0078 - lr 0.1000 - bad epochs 0
2019-02-08 17:47:27,940 DEV : loss 0.05662785 - f-score 0.4947 - acc 0.4947
2019-02-08 17:47:31,246 TEST : loss 0.01754455 - f-score 0.8077 - acc 0.8077
2019-02-08 17:48:09,267 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:09,648 epoch 49 - iter 0/27 - loss 0.01258545
2019-02-08 17:48:10,060 epoch 49 - iter 2/27 - loss 0.00962421
2019-02-08 17:48:10,515 epoch 49 - iter 4/27 - loss 0.00784096
2019-02-08 17:48:10,906 epoch 49 - iter 6/27 - loss 0.00875502
2019-02-08 17:48:11,366 epoch 49 - iter 8/27 - loss 0.00885348
2019-02-08 17:48:11,817 epoch 49 - iter 10/27 - loss 0.00856530
2019-02-08 17:48:12,212 epoch 49 - iter 12/27 - loss 0.00828211
2019-02-08 17:48:12,745 epoch 49 - iter 14/27 - loss 0.00807929
2019-02-08 17:48:13,175 epoch 49 - iter 16/27 - loss 0.00775115
2019-02-08 17:48:13,562 epoch 49 - iter 18/27 - loss 0.00827080
2019-02-08 17:48:13,996 epoch 49 - iter 20/27 - loss 0.00826438
2019-02-08 17:48:14,731 epoch 49 - iter 22/27 - loss 0.00858009
2019-02-08 17:48:15,267 epoch 49 - iter 24/27 - loss 0.00910253
2019-02-08 17:48:15,872 epoch 49 - iter 26/27 - loss 0.00891961
2019-02-08 17:48:15,877 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:15,877 EPOCH 49 done: loss 0.0089 - lr 0.1000 - bad epochs 0
2019-02-08 17:48:16,353 DEV : loss 0.04751339 - f-score 0.5579 - acc 0.5579
2019-02-08 17:48:19,646 TEST : loss 0.01185689 - f-score 0.8889 - acc 0.8889
2019-02-08 17:48:19,647 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:19,874 epoch 50 - iter 0/27 - loss 0.01018421
2019-02-08 17:48:20,302 epoch 50 - iter 2/27 - loss 0.00685567
2019-02-08 17:48:21,062 epoch 50 - iter 4/27 - loss 0.00695807
2019-02-08 17:48:21,474 epoch 50 - iter 6/27 - loss 0.00730084
2019-02-08 17:48:22,217 epoch 50 - iter 8/27 - loss 0.00694289
2019-02-08 17:48:22,895 epoch 50 - iter 10/27 - loss 0.00717563
2019-02-08 17:48:23,308 epoch 50 - iter 12/27 - loss 0.00737626
2019-02-08 17:48:23,693 epoch 50 - iter 14/27 - loss 0.00866171
2019-02-08 17:48:24,167 epoch 50 - iter 16/27 - loss 0.00861622
2019-02-08 17:48:24,598 epoch 50 - iter 18/27 - loss 0.00875282
2019-02-08 17:48:25,073 epoch 50 - iter 20/27 - loss 0.00904042
2019-02-08 17:48:25,490 epoch 50 - iter 22/27 - loss 0.00918898
2019-02-08 17:48:25,876 epoch 50 - iter 24/27 - loss 0.00911191
2019-02-08 17:48:26,198 epoch 50 - iter 26/27 - loss 0.00934650
2019-02-08 17:48:26,203 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:26,203 EPOCH 50 done: loss 0.0093 - lr 0.1000 - bad epochs 1
2019-02-08 17:48:26,683 DEV : loss 0.05310992 - f-score 0.5579 - acc 0.5579
2019-02-08 17:48:30,003 TEST : loss 0.01445147 - f-score 0.8547 - acc 0.8547
2019-02-08 17:48:30,004 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:30,151 epoch 51 - iter 0/27 - loss 0.01031057
2019-02-08 17:48:30,539 epoch 51 - iter 2/27 - loss 0.01051515
2019-02-08 17:48:31,109 epoch 51 - iter 4/27 - loss 0.00907215
2019-02-08 17:48:31,624 epoch 51 - iter 6/27 - loss 0.00856571
2019-02-08 17:48:31,979 epoch 51 - iter 8/27 - loss 0.00768386
2019-02-08 17:48:32,414 epoch 51 - iter 10/27 - loss 0.00856458
2019-02-08 17:48:33,221 epoch 51 - iter 12/27 - loss 0.00819761
2019-02-08 17:48:33,565 epoch 51 - iter 14/27 - loss 0.00841196
2019-02-08 17:48:33,961 epoch 51 - iter 16/27 - loss 0.00824477
2019-02-08 17:48:34,355 epoch 51 - iter 18/27 - loss 0.00827582
2019-02-08 17:48:34,867 epoch 51 - iter 20/27 - loss 0.00838442
2019-02-08 17:48:35,577 epoch 51 - iter 22/27 - loss 0.00874939
2019-02-08 17:48:36,002 epoch 51 - iter 24/27 - loss 0.00879297
2019-02-08 17:48:36,222 epoch 51 - iter 26/27 - loss 0.00893702
2019-02-08 17:48:36,228 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:36,228 EPOCH 51 done: loss 0.0089 - lr 0.1000 - bad epochs 2
2019-02-08 17:48:36,707 DEV : loss 0.04885865 - f-score 0.5368 - acc 0.5368
2019-02-08 17:48:40,016 TEST : loss 0.01197896 - f-score 0.8868 - acc 0.8868
2019-02-08 17:48:40,017 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:40,180 epoch 52 - iter 0/27 - loss 0.01026111
2019-02-08 17:48:40,547 epoch 52 - iter 2/27 - loss 0.00792795
2019-02-08 17:48:40,941 epoch 52 - iter 4/27 - loss 0.00759280
2019-02-08 17:48:41,348 epoch 52 - iter 6/27 - loss 0.00710451
2019-02-08 17:48:42,044 epoch 52 - iter 8/27 - loss 0.00661411
2019-02-08 17:48:42,427 epoch 52 - iter 10/27 - loss 0.00680133
2019-02-08 17:48:42,783 epoch 52 - iter 12/27 - loss 0.00714378
2019-02-08 17:48:43,221 epoch 52 - iter 14/27 - loss 0.00717994
2019-02-08 17:48:43,625 epoch 52 - iter 16/27 - loss 0.00709807
2019-02-08 17:48:44,471 epoch 52 - iter 18/27 - loss 0.00779113
2019-02-08 17:48:44,972 epoch 52 - iter 20/27 - loss 0.00799022
2019-02-08 17:48:45,461 epoch 52 - iter 22/27 - loss 0.00782259
2019-02-08 17:48:46,143 epoch 52 - iter 24/27 - loss 0.00770288
2019-02-08 17:48:46,352 epoch 52 - iter 26/27 - loss 0.00818827
2019-02-08 17:48:46,357 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:46,357 EPOCH 52 done: loss 0.0082 - lr 0.1000 - bad epochs 3
2019-02-08 17:48:46,834 DEV : loss 0.04976754 - f-score 0.5579 - acc 0.5579
2019-02-08 17:48:50,125 TEST : loss 0.01215656 - f-score 0.8782 - acc 0.8782
Epoch 51: reducing learning rate of group 0 to 5.0000e-02.
2019-02-08 17:48:50,126 ----------------------------------------------------------------------------------------------------
2019-02-08 17:48:50,286 epoch 53 - iter 0/27 - loss 0.00721305
2019-02-08 17:48:50,898 epoch 53 - iter 2/27 - loss 0.00600859
2019-02-08 17:48:51,590 epoch 53 - iter 4/27 - loss 0.00647241