2018-12-15 13:15:10,666 ----------------------------------------------------------------------------------------------------
2018-12-15 13:15:10,667 Evaluation method: MICRO_F1_SCORE
2018-12-15 13:15:10,670 ----------------------------------------------------------------------------------------------------
2018-12-15 13:15:11,054 epoch 1 - iter 0/1974 - loss 59.42119598
2018-12-15 13:16:17,940 epoch 1 - iter 197/1974 - loss 8.32148544
2018-12-15 13:17:26,758 epoch 1 - iter 394/1974 - loss 5.99904808
2018-12-15 13:18:36,337 epoch 1 - iter 591/1974 - loss 4.88804651
2018-12-15 13:19:42,234 epoch 1 - iter 788/1974 - loss 4.25711453
2018-12-15 13:20:50,075 epoch 1 - iter 985/1974 - loss 3.83771730
2018-12-15 13:21:57,403 epoch 1 - iter 1182/1974 - loss 3.50936080
2018-12-15 13:23:06,558 epoch 1 - iter 1379/1974 - loss 3.27307995
2018-12-15 13:24:11,344 epoch 1 - iter 1576/1974 - loss 3.07583785
2018-12-15 13:25:19,108 epoch 1 - iter 1773/1974 - loss 2.92076106
2018-12-15 13:26:22,595 epoch 1 - iter 1970/1974 - loss 2.78372531
2018-12-15 13:26:23,496 ----------------------------------------------------------------------------------------------------
2018-12-15 13:26:23,496 EPOCH 1 done: loss 2.7819 - lr 0.1000 - bad epochs 0
2018-12-15 13:28:54,669 TEST : loss 1.03322518 - f-score 0.8126 - acc 0.8126
2018-12-15 13:28:54,670 ----------------------------------------------------------------------------------------------------
2018-12-15 13:28:54,895 epoch 2 - iter 0/1974 - loss 2.50576425
2018-12-15 13:29:33,660 epoch 2 - iter 197/1974 - loss 1.57214679
2018-12-15 13:30:08,071 epoch 2 - iter 394/1974 - loss 1.50481480
2018-12-15 13:30:42,216 epoch 2 - iter 591/1974 - loss 1.46699577
2018-12-15 13:31:16,933 epoch 2 - iter 788/1974 - loss 1.43175616
2018-12-15 13:31:51,217 epoch 2 - iter 985/1974 - loss 1.40348508
2018-12-15 13:32:26,210 epoch 2 - iter 1182/1974 - loss 1.38259226
2018-12-15 13:33:02,072 epoch 2 - iter 1379/1974 - loss 1.36791410
2018-12-15 13:33:37,532 epoch 2 - iter 1576/1974 - loss 1.35297801
2018-12-15 13:34:12,356 epoch 2 - iter 1773/1974 - loss 1.34958959
2018-12-15 13:34:49,275 epoch 2 - iter 1970/1974 - loss 1.33606683
2018-12-15 13:34:49,784 ----------------------------------------------------------------------------------------------------
2018-12-15 13:34:49,784 EPOCH 2 done: loss 1.3363 - lr 0.1000 - bad epochs 0
2018-12-15 13:36:23,252 TEST : loss 0.85912591 - f-score 0.8329 - acc 0.8329
2018-12-15 13:36:23,253 ----------------------------------------------------------------------------------------------------
2018-12-15 13:36:23,687 epoch 3 - iter 0/1974 - loss 1.25574529
2018-12-15 13:36:58,572 epoch 3 - iter 197/1974 - loss 1.19729000
2018-12-15 13:37:38,628 epoch 3 - iter 394/1974 - loss 1.20751097
2018-12-15 13:38:14,895 epoch 3 - iter 591/1974 - loss 1.19920408
2018-12-15 13:38:50,759 epoch 3 - iter 788/1974 - loss 1.17253285
2018-12-15 13:39:25,655 epoch 3 - iter 985/1974 - loss 1.15287647
2018-12-15 13:40:02,294 epoch 3 - iter 1182/1974 - loss 1.14599060
2018-12-15 13:40:38,741 epoch 3 - iter 1379/1974 - loss 1.13564993
2018-12-15 13:41:15,031 epoch 3 - iter 1576/1974 - loss 1.13082196
2018-12-15 13:41:50,404 epoch 3 - iter 1773/1974 - loss 1.12513304
2018-12-15 13:42:27,237 epoch 3 - iter 1970/1974 - loss 1.12739961
2018-12-15 13:42:27,840 ----------------------------------------------------------------------------------------------------
2018-12-15 13:42:27,840 EPOCH 3 done: loss 1.1269 - lr 0.1000 - bad epochs 0
2018-12-15 13:44:03,925 TEST : loss 0.77055490 - f-score 0.8503 - acc 0.8503
2018-12-15 13:44:03,926 ----------------------------------------------------------------------------------------------------
2018-12-15 13:44:04,177 epoch 4 - iter 0/1974 - loss 0.70498228
2018-12-15 13:44:38,875 epoch 4 - iter 197/1974 - loss 0.98040208
2018-12-15 13:45:14,645 epoch 4 - iter 394/1974 - loss 1.01734391
2018-12-15 13:45:52,265 epoch 4 - iter 591/1974 - loss 1.03815348
2018-12-15 13:46:29,640 epoch 4 - iter 788/1974 - loss 1.03850139
2018-12-15 13:47:04,252 epoch 4 - iter 985/1974 - loss 1.03515682
2018-12-15 13:47:40,664 epoch 4 - iter 1182/1974 - loss 1.02629916
2018-12-15 13:48:15,994 epoch 4 - iter 1379/1974 - loss 1.01377512
2018-12-15 13:48:52,647 epoch 4 - iter 1576/1974 - loss 1.00608007
2018-12-15 13:49:28,097 epoch 4 - iter 1773/1974 - loss 1.00552671
2018-12-15 13:50:02,893 epoch 4 - iter 1970/1974 - loss 0.99712703
2018-12-15 13:50:03,390 ----------------------------------------------------------------------------------------------------
2018-12-15 13:50:03,390 EPOCH 4 done: loss 0.9971 - lr 0.1000 - bad epochs 0
2018-12-15 13:51:37,446 TEST : loss 0.70392263 - f-score 0.8616 - acc 0.8616
2018-12-15 13:51:37,447 ----------------------------------------------------------------------------------------------------
2018-12-15 13:51:37,699 epoch 5 - iter 0/1974 - loss 1.36095262
2018-12-15 13:52:12,968 epoch 5 - iter 197/1974 - loss 0.94161402
2018-12-15 13:52:47,383 epoch 5 - iter 394/1974 - loss 0.93640086
2018-12-15 13:53:23,780 epoch 5 - iter 591/1974 - loss 0.93235134
2018-12-15 13:54:03,166 epoch 5 - iter 788/1974 - loss 0.92390856
2018-12-15 13:54:37,912 epoch 5 - iter 985/1974 - loss 0.91908386
2018-12-15 13:55:12,768 epoch 5 - iter 1182/1974 - loss 0.91580623
2018-12-15 13:55:47,637 epoch 5 - iter 1379/1974 - loss 0.91477020
2018-12-15 13:56:22,658 epoch 5 - iter 1576/1974 - loss 0.91188386
2018-12-15 13:57:00,256 epoch 5 - iter 1773/1974 - loss 0.90949034
2018-12-15 13:57:35,296 epoch 5 - iter 1970/1974 - loss 0.90740354
2018-12-15 13:57:35,835 ----------------------------------------------------------------------------------------------------
2018-12-15 13:57:35,835 EPOCH 5 done: loss 0.9070 - lr 0.1000 - bad epochs 0
2018-12-15 13:59:12,241 TEST : loss 0.69387752 - f-score 0.8609 - acc 0.8609
2018-12-15 13:59:12,242 ----------------------------------------------------------------------------------------------------
2018-12-15 13:59:12,493 epoch 6 - iter 0/1974 - loss 0.46157119
2018-12-15 13:59:49,067 epoch 6 - iter 197/1974 - loss 0.88197887
2018-12-15 14:00:26,656 epoch 6 - iter 394/1974 - loss 0.88601451
2018-12-15 14:01:02,018 epoch 6 - iter 591/1974 - loss 0.85801648
2018-12-15 14:01:40,908 epoch 6 - iter 788/1974 - loss 0.86623778
2018-12-15 14:02:16,895 epoch 6 - iter 985/1974 - loss 0.87054027
2018-12-15 14:02:52,641 epoch 6 - iter 1182/1974 - loss 0.86446171
2018-12-15 14:03:27,600 epoch 6 - iter 1379/1974 - loss 0.86591824
2018-12-15 14:04:01,285 epoch 6 - iter 1576/1974 - loss 0.85882981
2018-12-15 14:04:37,266 epoch 6 - iter 1773/1974 - loss 0.85349703
2018-12-15 14:05:11,838 epoch 6 - iter 1970/1974 - loss 0.85004864
2018-12-15 14:05:12,475 ----------------------------------------------------------------------------------------------------
2018-12-15 14:05:12,475 EPOCH 6 done: loss 0.8503 - lr 0.1000 - bad epochs 0
2018-12-15 14:06:46,270 TEST : loss 0.69202209 - f-score 0.8661 - acc 0.8661
2018-12-15 14:06:46,271 ----------------------------------------------------------------------------------------------------
2018-12-15 14:06:46,513 epoch 7 - iter 0/1974 - loss 0.67269605
2018-12-15 14:07:21,900 epoch 7 - iter 197/1974 - loss 0.76049995
2018-12-15 14:07:56,491 epoch 7 - iter 394/1974 - loss 0.79072825
2018-12-15 14:08:34,032 epoch 7 - iter 591/1974 - loss 0.78584318
2018-12-15 14:09:12,048 epoch 7 - iter 788/1974 - loss 0.80246456
2018-12-15 14:09:47,364 epoch 7 - iter 985/1974 - loss 0.80356068
2018-12-15 14:10:22,404 epoch 7 - iter 1182/1974 - loss 0.80595473
2018-12-15 14:10:58,650 epoch 7 - iter 1379/1974 - loss 0.80323008
2018-12-15 14:11:33,842 epoch 7 - iter 1576/1974 - loss 0.80867355
2018-12-15 14:12:11,089 epoch 7 - iter 1773/1974 - loss 0.80803415
2018-12-15 14:12:45,296 epoch 7 - iter 1970/1974 - loss 0.80381102
2018-12-15 14:12:45,813 ----------------------------------------------------------------------------------------------------
2018-12-15 14:12:45,813 EPOCH 7 done: loss 0.8035 - lr 0.1000 - bad epochs 0
2018-12-15 14:14:19,507 TEST : loss 0.65727335 - f-score 0.8757 - acc 0.8757
2018-12-15 14:14:19,508 ----------------------------------------------------------------------------------------------------
2018-12-15 14:14:19,743 epoch 8 - iter 0/1974 - loss 1.12786508
2018-12-15 14:14:54,860 epoch 8 - iter 197/1974 - loss 0.80841471
2018-12-15 14:15:31,050 epoch 8 - iter 394/1974 - loss 0.77790096
2018-12-15 14:16:06,769 epoch 8 - iter 591/1974 - loss 0.75873923
2018-12-15 14:16:41,998 epoch 8 - iter 788/1974 - loss 0.75457859
2018-12-15 14:17:17,883 epoch 8 - iter 985/1974 - loss 0.75143756
2018-12-15 14:17:55,162 epoch 8 - iter 1182/1974 - loss 0.74770359
2018-12-15 14:18:33,466 epoch 8 - iter 1379/1974 - loss 0.75146205
2018-12-15 14:19:08,900 epoch 8 - iter 1576/1974 - loss 0.75250358
2018-12-15 14:19:44,035 epoch 8 - iter 1773/1974 - loss 0.75738285
2018-12-15 14:20:19,345 epoch 8 - iter 1970/1974 - loss 0.75708055
2018-12-15 14:20:19,859 ----------------------------------------------------------------------------------------------------
2018-12-15 14:20:19,859 EPOCH 8 done: loss 0.7570 - lr 0.1000 - bad epochs 0
2018-12-15 14:21:54,153 TEST : loss 0.64024782 - f-score 0.8752 - acc 0.8752
2018-12-15 14:21:54,154 ----------------------------------------------------------------------------------------------------
2018-12-15 14:21:54,352 epoch 9 - iter 0/1974 - loss 0.42067185
2018-12-15 14:22:30,363 epoch 9 - iter 197/1974 - loss 0.76594486
2018-12-15 14:23:07,556 epoch 9 - iter 394/1974 - loss 0.74938094
2018-12-15 14:23:43,434 epoch 9 - iter 591/1974 - loss 0.72825710
2018-12-15 14:24:19,350 epoch 9 - iter 788/1974 - loss 0.72162737
2018-12-15 14:24:55,873 epoch 9 - iter 985/1974 - loss 0.72839059
2018-12-15 14:25:31,571 epoch 9 - iter 1182/1974 - loss 0.72708657
2018-12-15 14:26:08,313 epoch 9 - iter 1379/1974 - loss 0.72811351
2018-12-15 14:26:42,797 epoch 9 - iter 1576/1974 - loss 0.72776654
2018-12-15 14:27:21,574 epoch 9 - iter 1773/1974 - loss 0.72930549
2018-12-15 14:27:57,441 epoch 9 - iter 1970/1974 - loss 0.72762183
2018-12-15 14:27:57,998 ----------------------------------------------------------------------------------------------------
2018-12-15 14:27:57,998 EPOCH 9 done: loss 0.7275 - lr 0.1000 - bad epochs 0
2018-12-15 14:29:34,174 TEST : loss 0.66940421 - f-score 0.8737 - acc 0.8737
2018-12-15 14:29:34,175 ----------------------------------------------------------------------------------------------------
2018-12-15 14:29:34,426 epoch 10 - iter 0/1974 - loss 0.55995423
2018-12-15 14:30:09,360 epoch 10 - iter 197/1974 - loss 0.69053261
2018-12-15 14:30:45,497 epoch 10 - iter 394/1974 - loss 0.70386698
2018-12-15 14:31:24,771 epoch 10 - iter 591/1974 - loss 0.69828009
2018-12-15 14:32:02,072 epoch 10 - iter 788/1974 - loss 0.70329952
2018-12-15 14:32:38,091 epoch 10 - iter 985/1974 - loss 0.70541310
2018-12-15 14:33:13,084 epoch 10 - iter 1182/1974 - loss 0.70411033
2018-12-15 14:33:49,381 epoch 10 - iter 1379/1974 - loss 0.70347478
2018-12-15 14:34:24,461 epoch 10 - iter 1576/1974 - loss 0.70119943
2018-12-15 14:34:59,375 epoch 10 - iter 1773/1974 - loss 0.70205711
2018-12-15 14:35:34,018 epoch 10 - iter 1970/1974 - loss 0.70448919
2018-12-15 14:35:34,551 ----------------------------------------------------------------------------------------------------
2018-12-15 14:35:34,551 EPOCH 10 done: loss 0.7045 - lr 0.1000 - bad epochs 0
2018-12-15 14:37:07,779 TEST : loss 0.63283753 - f-score 0.8781 - acc 0.8782
2018-12-15 14:37:07,780 ----------------------------------------------------------------------------------------------------
2018-12-15 14:37:08,008 epoch 11 - iter 0/1974 - loss 0.46092233
2018-12-15 14:37:45,461 epoch 11 - iter 197/1974 - loss 0.67247506
2018-12-15 14:38:20,169 epoch 11 - iter 394/1974 - loss 0.66386931
2018-12-15 14:38:54,963 epoch 11 - iter 591/1974 - loss 0.66200238
2018-12-15 14:39:32,169 epoch 11 - iter 788/1974 - loss 0.65937984
2018-12-15 14:40:07,334 epoch 11 - iter 985/1974 - loss 0.66715032
2018-12-15 14:40:42,392 epoch 11 - iter 1182/1974 - loss 0.66848690
2018-12-15 14:41:19,221 epoch 11 - iter 1379/1974 - loss 0.66579698
2018-12-15 14:41:53,867 epoch 11 - iter 1576/1974 - loss 0.66718090
2018-12-15 14:42:29,013 epoch 11 - iter 1773/1974 - loss 0.66567759
2018-12-15 14:43:04,301 epoch 11 - iter 1970/1974 - loss 0.66724937
2018-12-15 14:43:04,835 ----------------------------------------------------------------------------------------------------
2018-12-15 14:43:04,836 EPOCH 11 done: loss 0.6671 - lr 0.1000 - bad epochs 0
2018-12-15 14:44:38,995 TEST : loss 0.65828115 - f-score 0.8794 - acc 0.8794
2018-12-15 14:44:38,996 ----------------------------------------------------------------------------------------------------
2018-12-15 14:44:39,218 epoch 12 - iter 0/1974 - loss 0.87131506
2018-12-15 14:45:13,953 epoch 12 - iter 197/1974 - loss 0.61457216
2018-12-15 14:45:48,423 epoch 12 - iter 394/1974 - loss 0.62557045
2018-12-15 14:46:24,808 epoch 12 - iter 591/1974 - loss 0.64197608
2018-12-15 14:46:59,791 epoch 12 - iter 788/1974 - loss 0.64813629
2018-12-15 14:47:34,694 epoch 12 - iter 985/1974 - loss 0.64546140
2018-12-15 14:48:09,843 epoch 12 - iter 1182/1974 - loss 0.64188478
2018-12-15 14:48:50,566 epoch 12 - iter 1379/1974 - loss 0.64778856
2018-12-15 14:49:25,227 epoch 12 - iter 1576/1974 - loss 0.65282416
2018-12-15 14:50:01,452 epoch 12 - iter 1773/1974 - loss 0.64947035
2018-12-15 14:50:36,348 epoch 12 - iter 1970/1974 - loss 0.65174930
2018-12-15 14:50:36,880 ----------------------------------------------------------------------------------------------------
2018-12-15 14:50:36,881 EPOCH 12 done: loss 0.6517 - lr 0.1000 - bad epochs 0
2018-12-15 14:52:13,212 TEST : loss 0.65390968 - f-score 0.8772 - acc 0.8772
2018-12-15 14:52:13,213 ----------------------------------------------------------------------------------------------------
2018-12-15 14:52:13,406 epoch 13 - iter 0/1974 - loss 0.18109962
2018-12-15 14:52:48,732 epoch 13 - iter 197/1974 - loss 0.62619623
2018-12-15 14:53:25,205 epoch 13 - iter 394/1974 - loss 0.60847561
2018-12-15 14:53:59,445 epoch 13 - iter 591/1974 - loss 0.61432280
2018-12-15 14:54:34,034 epoch 13 - iter 788/1974 - loss 0.61185773
2018-12-15 14:55:09,282 epoch 13 - iter 985/1974 - loss 0.60993572
2018-12-15 14:55:44,376 epoch 13 - iter 1182/1974 - loss 0.61401246
2018-12-15 14:56:19,511 epoch 13 - iter 1379/1974 - loss 0.61456713
2018-12-15 14:56:57,148 epoch 13 - iter 1576/1974 - loss 0.62083445
2018-12-15 14:57:35,644 epoch 13 - iter 1773/1974 - loss 0.62680563
2018-12-15 14:58:10,223 epoch 13 - iter 1970/1974 - loss 0.62692275
2018-12-15 14:58:10,750 ----------------------------------------------------------------------------------------------------
2018-12-15 14:58:10,750 EPOCH 13 done: loss 0.6267 - lr 0.1000 - bad epochs 0
2018-12-15 14:59:46,175 TEST : loss 0.66496140 - f-score 0.8773 - acc 0.8773
2018-12-15 14:59:46,176 ----------------------------------------------------------------------------------------------------
2018-12-15 14:59:46,432 epoch 14 - iter 0/1974 - loss 1.09578061
2018-12-15 15:00:21,571 epoch 14 - iter 197/1974 - loss 0.58549790
2018-12-15 15:00:58,648 epoch 14 - iter 394/1974 - loss 0.58554513
2018-12-15 15:01:35,184 epoch 14 - iter 591/1974 - loss 0.59365028
2018-12-15 15:02:11,029 epoch 14 - iter 788/1974 - loss 0.59282974
2018-12-15 15:02:45,822 epoch 14 - iter 985/1974 - loss 0.59939619
2018-12-15 15:03:21,080 epoch 14 - iter 1182/1974 - loss 0.60106406
2018-12-15 15:03:56,417 epoch 14 - iter 1379/1974 - loss 0.60202968
2018-12-15 15:04:34,310 epoch 14 - iter 1576/1974 - loss 0.61061969
2018-12-15 15:05:09,985 epoch 14 - iter 1773/1974 - loss 0.61194712
2018-12-15 15:05:48,277 epoch 14 - iter 1970/1974 - loss 0.61317083
2018-12-15 15:05:48,760 ----------------------------------------------------------------------------------------------------
2018-12-15 15:05:48,760 EPOCH 14 done: loss 0.6131 - lr 0.1000 - bad epochs 0
2018-12-15 15:07:24,588 TEST : loss 0.67612201 - f-score 0.8770 - acc 0.8770
2018-12-15 15:07:24,589 ----------------------------------------------------------------------------------------------------
2018-12-15 15:07:24,861 epoch 15 - iter 0/1974 - loss 0.31914496
2018-12-15 15:07:59,716 epoch 15 - iter 197/1974 - loss 0.57352539
2018-12-15 15:08:37,354 epoch 15 - iter 394/1974 - loss 0.58183809
2018-12-15 15:09:12,365 epoch 15 - iter 591/1974 - loss 0.58940426
2018-12-15 15:09:48,338 epoch 15 - iter 788/1974 - loss 0.58934159
2018-12-15 15:10:24,562 epoch 15 - iter 985/1974 - loss 0.59755417
2018-12-15 15:11:00,703 epoch 15 - iter 1182/1974 - loss 0.59477864
2018-12-15 15:11:35,456 epoch 15 - iter 1379/1974 - loss 0.59094794
2018-12-15 15:12:10,419 epoch 15 - iter 1576/1974 - loss 0.58810753
2018-12-15 15:12:46,531 epoch 15 - iter 1773/1974 - loss 0.59082405
2018-12-15 15:13:22,883 epoch 15 - iter 1970/1974 - loss 0.59594317
2018-12-15 15:13:23,553 ----------------------------------------------------------------------------------------------------
2018-12-15 15:13:23,553 EPOCH 15 done: loss 0.5959 - lr 0.1000 - bad epochs 0
2018-12-15 15:15:01,274 TEST : loss 0.66274744 - f-score 0.8788 - acc 0.8789
2018-12-15 15:15:01,275 ----------------------------------------------------------------------------------------------------
2018-12-15 15:15:01,495 epoch 16 - iter 0/1974 - loss 0.33062369
2018-12-15 15:15:36,095 epoch 16 - iter 197/1974 - loss 0.54679980
2018-12-15 15:16:11,469 epoch 16 - iter 394/1974 - loss 0.55083565
2018-12-15 15:16:45,924 epoch 16 - iter 591/1974 - loss 0.56276083
2018-12-15 15:17:20,190 epoch 16 - iter 788/1974 - loss 0.56728632
2018-12-15 15:17:56,693 epoch 16 - iter 985/1974 - loss 0.56743987
2018-12-15 15:18:31,254 epoch 16 - iter 1182/1974 - loss 0.56766759
2018-12-15 15:19:08,082 epoch 16 - iter 1379/1974 - loss 0.56928883
2018-12-15 15:19:43,007 epoch 16 - iter 1576/1974 - loss 0.57105996
2018-12-15 15:20:18,032 epoch 16 - iter 1773/1974 - loss 0.57146030
2018-12-15 15:20:56,460 epoch 16 - iter 1970/1974 - loss 0.57547704
2018-12-15 15:20:57,024 ----------------------------------------------------------------------------------------------------
2018-12-15 15:20:57,024 EPOCH 16 done: loss 0.5752 - lr 0.1000 - bad epochs 0
2018-12-15 15:22:32,297 TEST : loss 0.69099557 - f-score 0.8768 - acc 0.8768
2018-12-15 15:22:32,298 ----------------------------------------------------------------------------------------------------
2018-12-15 15:22:32,549 epoch 17 - iter 0/1974 - loss 0.35986388
2018-12-15 15:23:06,683 epoch 17 - iter 197/1974 - loss 0.55879657
2018-12-15 15:23:41,106 epoch 17 - iter 394/1974 - loss 0.55696074
2018-12-15 15:24:18,200 epoch 17 - iter 591/1974 - loss 0.55333774
2018-12-15 15:24:53,110 epoch 17 - iter 788/1974 - loss 0.55146852
2018-12-15 15:25:28,793 epoch 17 - iter 985/1974 - loss 0.55505566
2018-12-15 15:26:05,721 epoch 17 - iter 1182/1974 - loss 0.56257679
2018-12-15 15:26:41,853 epoch 17 - iter 1379/1974 - loss 0.56276370
2018-12-15 15:27:17,832 epoch 17 - iter 1576/1974 - loss 0.56499433
2018-12-15 15:27:54,692 epoch 17 - iter 1773/1974 - loss 0.56377315
2018-12-15 15:28:30,999 epoch 17 - iter 1970/1974 - loss 0.56608051
2018-12-15 15:28:31,565 ----------------------------------------------------------------------------------------------------
2018-12-15 15:28:31,565 EPOCH 17 done: loss 0.5657 - lr 0.1000 - bad epochs 0
2018-12-15 15:30:04,731 TEST : loss 0.65353292 - f-score 0.8804 - acc 0.8804
2018-12-15 15:30:04,732 ----------------------------------------------------------------------------------------------------
2018-12-15 15:30:04,937 epoch 18 - iter 0/1974 - loss 0.29325664
2018-12-15 15:30:40,183 epoch 18 - iter 197/1974 - loss 0.53673724
2018-12-15 15:31:15,705 epoch 18 - iter 394/1974 - loss 0.53480544
2018-12-15 15:31:50,201 epoch 18 - iter 591/1974 - loss 0.54528147
2018-12-15 15:32:24,359 epoch 18 - iter 788/1974 - loss 0.53436412
2018-12-15 15:32:59,894 epoch 18 - iter 985/1974 - loss 0.54357198
2018-12-15 15:33:34,739 epoch 18 - iter 1182/1974 - loss 0.54896603
2018-12-15 15:34:09,470 epoch 18 - iter 1379/1974 - loss 0.54989272
2018-12-15 15:34:47,472 epoch 18 - iter 1576/1974 - loss 0.55342254
2018-12-15 15:35:24,502 epoch 18 - iter 1773/1974 - loss 0.55183094
2018-12-15 15:36:02,741 epoch 18 - iter 1970/1974 - loss 0.55717213
2018-12-15 15:36:03,257 ----------------------------------------------------------------------------------------------------
2018-12-15 15:36:03,257 EPOCH 18 done: loss 0.5574 - lr 0.1000 - bad epochs 0
2018-12-15 15:37:37,230 TEST : loss 0.63764173 - f-score 0.8835 - acc 0.8835
2018-12-15 15:37:37,230 ----------------------------------------------------------------------------------------------------
2018-12-15 15:37:37,471 epoch 19 - iter 0/1974 - loss 0.60766196
2018-12-15 15:38:12,696 epoch 19 - iter 197/1974 - loss 0.53638265
2018-12-15 15:38:47,625 epoch 19 - iter 394/1974 - loss 0.53237148
2018-12-15 15:39:21,778 epoch 19 - iter 591/1974 - loss 0.53060649
2018-12-15 15:39:56,649 epoch 19 - iter 788/1974 - loss 0.53210257
2018-12-15 15:40:31,938 epoch 19 - iter 985/1974 - loss 0.53472990
2018-12-15 15:41:11,094 epoch 19 - iter 1182/1974 - loss 0.53930284
2018-12-15 15:41:45,808 epoch 19 - iter 1379/1974 - loss 0.53978072
2018-12-15 15:42:21,740 epoch 19 - iter 1576/1974 - loss 0.54167124
2018-12-15 15:42:55,813 epoch 19 - iter 1773/1974 - loss 0.53935978
2018-12-15 15:43:33,575 epoch 19 - iter 1970/1974 - loss 0.53735845
2018-12-15 15:43:34,085 ----------------------------------------------------------------------------------------------------
2018-12-15 15:43:34,085 EPOCH 19 done: loss 0.5372 - lr 0.1000 - bad epochs 0
2018-12-15 15:45:07,154 TEST : loss 0.65452719 - f-score 0.8829 - acc 0.8829
2018-12-15 15:45:07,155 ----------------------------------------------------------------------------------------------------
2018-12-15 15:45:07,354 epoch 20 - iter 0/1974 - loss 0.62749350
2018-12-15 15:45:45,244 epoch 20 - iter 197/1974 - loss 0.49713079
2018-12-15 15:46:20,959 epoch 20 - iter 394/1974 - loss 0.52762041
2018-12-15 15:46:55,821 epoch 20 - iter 591/1974 - loss 0.52481949
2018-12-15 15:47:31,526 epoch 20 - iter 788/1974 - loss 0.52827370
2018-12-15 15:48:06,194 epoch 20 - iter 985/1974 - loss 0.53358293
2018-12-15 15:48:41,496 epoch 20 - iter 1182/1974 - loss 0.52735235
2018-12-15 15:49:15,734 epoch 20 - iter 1379/1974 - loss 0.52250856
2018-12-15 15:49:52,036 epoch 20 - iter 1576/1974 - loss 0.52627146
2018-12-15 15:50:27,424 epoch 20 - iter 1773/1974 - loss 0.52733182
2018-12-15 15:51:04,080 epoch 20 - iter 1970/1974 - loss 0.52853723
2018-12-15 15:51:04,599 ----------------------------------------------------------------------------------------------------
2018-12-15 15:51:04,599 EPOCH 20 done: loss 0.5284 - lr 0.1000 - bad epochs 0
2018-12-15 15:52:37,853 TEST : loss 0.65238380 - f-score 0.8844 - acc 0.8845
2018-12-15 15:52:37,854 ----------------------------------------------------------------------------------------------------
2018-12-15 15:52:38,068 epoch 21 - iter 0/1974 - loss 0.29706788
2018-12-15 15:53:15,536 epoch 21 - iter 197/1974 - loss 0.52866972
2018-12-15 15:53:50,452 epoch 21 - iter 394/1974 - loss 0.52315319
2018-12-15 15:54:24,925 epoch 21 - iter 591/1974 - loss 0.51402212
2018-12-15 15:55:01,096 epoch 21 - iter 788/1974 - loss 0.51261103
2018-12-15 15:55:37,858 epoch 21 - iter 985/1974 - loss 0.51340740
2018-12-15 15:56:12,008 epoch 21 - iter 1182/1974 - loss 0.51070545
2018-12-15 15:56:46,843 epoch 21 - iter 1379/1974 - loss 0.51017030
2018-12-15 15:57:22,481 epoch 21 - iter 1576/1974 - loss 0.51106571
2018-12-15 15:57:57,296 epoch 21 - iter 1773/1974 - loss 0.51347465
2018-12-15 15:58:32,033 epoch 21 - iter 1970/1974 - loss 0.51876390
2018-12-15 15:58:32,604 ----------------------------------------------------------------------------------------------------
2018-12-15 15:58:32,604 EPOCH 21 done: loss 0.5186 - lr 0.1000 - bad epochs 0
2018-12-15 16:00:06,267 TEST : loss 0.68302912 - f-score 0.8818 - acc 0.8818
2018-12-15 16:00:06,268 ----------------------------------------------------------------------------------------------------
2018-12-15 16:00:06,493 epoch 22 - iter 0/1974 - loss 0.49582037
2018-12-15 16:00:41,709 epoch 22 - iter 197/1974 - loss 0.48873637
2018-12-15 16:01:16,512 epoch 22 - iter 394/1974 - loss 0.51010071
2018-12-15 16:01:51,419 epoch 22 - iter 591/1974 - loss 0.51305486
2018-12-15 16:02:28,694 epoch 22 - iter 788/1974 - loss 0.50753583
2018-12-15 16:03:07,840 epoch 22 - iter 985/1974 - loss 0.50944111
2018-12-15 16:03:43,076 epoch 22 - iter 1182/1974 - loss 0.50523886
2018-12-15 16:04:18,723 epoch 22 - iter 1379/1974 - loss 0.50437635
2018-12-15 16:04:54,455 epoch 22 - iter 1576/1974 - loss 0.50743173
2018-12-15 16:05:31,000 epoch 22 - iter 1773/1974 - loss 0.50988802
2018-12-15 16:06:06,920 epoch 22 - iter 1970/1974 - loss 0.51396960
2018-12-15 16:06:07,517 ----------------------------------------------------------------------------------------------------
2018-12-15 16:06:07,517 EPOCH 22 done: loss 0.5139 - lr 0.1000 - bad epochs 0
2018-12-15 16:07:41,477 TEST : loss 0.66322047 - f-score 0.8853 - acc 0.8853
2018-12-15 16:07:41,478 ----------------------------------------------------------------------------------------------------
2018-12-15 16:07:41,742 epoch 23 - iter 0/1974 - loss 0.89157194
2018-12-15 16:08:17,855 epoch 23 - iter 197/1974 - loss 0.47819585
2018-12-15 16:08:54,487 epoch 23 - iter 394/1974 - loss 0.47884014
2018-12-15 16:09:30,555 epoch 23 - iter 591/1974 - loss 0.49072562
2018-12-15 16:10:07,215 epoch 23 - iter 788/1974 - loss 0.48174813
2018-12-15 16:10:42,268 epoch 23 - iter 985/1974 - loss 0.48683386
2018-12-15 16:11:17,268 epoch 23 - iter 1182/1974 - loss 0.49210961
2018-12-15 16:11:52,229 epoch 23 - iter 1379/1974 - loss 0.49628932
2018-12-15 16:12:27,230 epoch 23 - iter 1576/1974 - loss 0.50080876
2018-12-15 16:13:01,373 epoch 23 - iter 1773/1974 - loss 0.50253903
2018-12-15 16:13:39,967 epoch 23 - iter 1970/1974 - loss 0.50564334
2018-12-15 16:13:40,466 ----------------------------------------------------------------------------------------------------
2018-12-15 16:13:40,466 EPOCH 23 done: loss 0.5058 - lr 0.1000 - bad epochs 0
2018-12-15 16:15:17,556 TEST : loss 0.64790380 - f-score 0.8860 - acc 0.8860
2018-12-15 16:15:17,557 ----------------------------------------------------------------------------------------------------
2018-12-15 16:15:17,877 epoch 24 - iter 0/1974 - loss 0.37384433
2018-12-15 16:15:52,962 epoch 24 - iter 197/1974 - loss 0.46738030
2018-12-15 16:16:30,446 epoch 24 - iter 394/1974 - loss 0.47884738
2018-12-15 16:17:07,799 epoch 24 - iter 591/1974 - loss 0.48603469
2018-12-15 16:17:43,652 epoch 24 - iter 788/1974 - loss 0.49086593
2018-12-15 16:18:19,746 epoch 24 - iter 985/1974 - loss 0.48763881
2018-12-15 16:18:54,984 epoch 24 - iter 1182/1974 - loss 0.48348728
2018-12-15 16:19:30,094 epoch 24 - iter 1379/1974 - loss 0.48492518
2018-12-15 16:20:08,850 epoch 24 - iter 1576/1974 - loss 0.49088021
2018-12-15 16:20:43,879 epoch 24 - iter 1773/1974 - loss 0.49255243
2018-12-15 16:21:19,295 epoch 24 - iter 1970/1974 - loss 0.49468286
2018-12-15 16:21:19,829 ----------------------------------------------------------------------------------------------------
2018-12-15 16:21:19,830 EPOCH 24 done: loss 0.4943 - lr 0.1000 - bad epochs 0
2018-12-15 16:22:54,361 TEST : loss 0.72963542 - f-score 0.8789 - acc 0.8789
2018-12-15 16:22:54,362 ----------------------------------------------------------------------------------------------------
2018-12-15 16:22:54,658 epoch 25 - iter 0/1974 - loss 0.15013546
2018-12-15 16:23:30,018 epoch 25 - iter 197/1974 - loss 0.45104359
2018-12-15 16:24:04,348 epoch 25 - iter 394/1974 - loss 0.45858422
2018-12-15 16:24:39,366 epoch 25 - iter 591/1974 - loss 0.46834930
2018-12-15 16:25:14,271 epoch 25 - iter 788/1974 - loss 0.46617594
2018-12-15 16:25:49,340 epoch 25 - iter 985/1974 - loss 0.46795952
2018-12-15 16:26:25,207 epoch 25 - iter 1182/1974 - loss 0.47352748
2018-12-15 16:27:02,580 epoch 25 - iter 1379/1974 - loss 0.48248631
2018-12-15 16:27:39,041 epoch 25 - iter 1576/1974 - loss 0.48518910
2018-12-15 16:28:15,765 epoch 25 - iter 1773/1974 - loss 0.48735165
2018-12-15 16:28:50,785 epoch 25 - iter 1970/1974 - loss 0.49096324
2018-12-15 16:28:51,353 ----------------------------------------------------------------------------------------------------
2018-12-15 16:28:51,353 EPOCH 25 done: loss 0.4909 - lr 0.1000 - bad epochs 0
2018-12-15 16:30:25,837 TEST : loss 0.68401527 - f-score 0.8875 - acc 0.8875
2018-12-15 16:30:25,838 ----------------------------------------------------------------------------------------------------
2018-12-15 16:30:26,105 epoch 26 - iter 0/1974 - loss 0.43436348
2018-12-15 16:31:01,204 epoch 26 - iter 197/1974 - loss 0.45970373
2018-12-15 16:31:36,362 epoch 26 - iter 394/1974 - loss 0.46071194
2018-12-15 16:32:12,368 epoch 26 - iter 591/1974 - loss 0.46193028
2018-12-15 16:32:47,508 epoch 26 - iter 788/1974 - loss 0.46197694
2018-12-15 16:33:23,606 epoch 26 - iter 985/1974 - loss 0.46726855
2018-12-15 16:34:01,275 epoch 26 - iter 1182/1974 - loss 0.46822648
2018-12-15 16:34:36,422 epoch 26 - iter 1379/1974 - loss 0.47316697
2018-12-15 16:35:14,541 epoch 26 - iter 1576/1974 - loss 0.47442816
2018-12-15 16:35:49,754 epoch 26 - iter 1773/1974 - loss 0.47529937
2018-12-15 16:36:24,664 epoch 26 - iter 1970/1974 - loss 0.47477435
2018-12-15 16:36:25,208 ----------------------------------------------------------------------------------------------------
2018-12-15 16:36:25,208 EPOCH 26 done: loss 0.4749 - lr 0.1000 - bad epochs 0
2018-12-15 16:38:02,044 TEST : loss 0.71674478 - f-score 0.8811 - acc 0.8811
2018-12-15 16:38:02,045 ----------------------------------------------------------------------------------------------------
2018-12-15 16:38:02,298 epoch 27 - iter 0/1974 - loss 0.63604867
2018-12-15 16:38:38,455 epoch 27 - iter 197/1974 - loss 0.47243628
2018-12-15 16:39:13,947 epoch 27 - iter 394/1974 - loss 0.46194466
2018-12-15 16:39:49,745 epoch 27 - iter 591/1974 - loss 0.45542986
2018-12-15 16:40:24,797 epoch 27 - iter 788/1974 - loss 0.45547151
2018-12-15 16:41:00,146 epoch 27 - iter 985/1974 - loss 0.45604712
2018-12-15 16:41:34,282 epoch 27 - iter 1182/1974 - loss 0.45706041
2018-12-15 16:42:10,003 epoch 27 - iter 1379/1974 - loss 0.45424825
2018-12-15 16:42:48,290 epoch 27 - iter 1576/1974 - loss 0.46074308
2018-12-15 16:43:25,346 epoch 27 - iter 1773/1974 - loss 0.46576173
2018-12-15 16:44:00,203 epoch 27 - iter 1970/1974 - loss 0.46613841
2018-12-15 16:44:00,721 ----------------------------------------------------------------------------------------------------
2018-12-15 16:44:00,721 EPOCH 27 done: loss 0.4659 - lr 0.1000 - bad epochs 0
2018-12-15 16:45:34,540 TEST : loss 0.68485576 - f-score 0.8899 - acc 0.8899
2018-12-15 16:45:34,541 ----------------------------------------------------------------------------------------------------
2018-12-15 16:45:34,734 epoch 28 - iter 0/1974 - loss 0.16682303
2018-12-15 16:46:11,320 epoch 28 - iter 197/1974 - loss 0.43547686
2018-12-15 16:46:48,637 epoch 28 - iter 394/1974 - loss 0.45007573
2018-12-15 16:47:24,318 epoch 28 - iter 591/1974 - loss 0.44687361
2018-12-15 16:47:59,036 epoch 28 - iter 788/1974 - loss 0.45063834
2018-12-15 16:48:34,021 epoch 28 - iter 985/1974 - loss 0.45647387
2018-12-15 16:49:10,675 epoch 28 - iter 1182/1974 - loss 0.45815742
2018-12-15 16:49:47,318 epoch 28 - iter 1379/1974 - loss 0.45828181
2018-12-15 16:50:23,291 epoch 28 - iter 1576/1974 - loss 0.45633468
2018-12-15 16:50:57,730 epoch 28 - iter 1773/1974 - loss 0.45948195
2018-12-15 16:51:32,193 epoch 28 - iter 1970/1974 - loss 0.45928275
2018-12-15 16:51:32,718 ----------------------------------------------------------------------------------------------------
2018-12-15 16:51:32,718 EPOCH 28 done: loss 0.4593 - lr 0.1000 - bad epochs 0
2018-12-15 16:53:05,724 TEST : loss 0.68273872 - f-score 0.8863 - acc 0.8863
2018-12-15 16:53:05,725 ----------------------------------------------------------------------------------------------------
2018-12-15 16:53:05,955 epoch 29 - iter 0/1974 - loss 0.21035737
2018-12-15 16:53:42,035 epoch 29 - iter 197/1974 - loss 0.45782933
2018-12-15 16:54:18,900 epoch 29 - iter 394/1974 - loss 0.45174689
2018-12-15 16:54:56,593 epoch 29 - iter 591/1974 - loss 0.46292374
2018-12-15 16:55:31,837 epoch 29 - iter 788/1974 - loss 0.45455691
2018-12-15 16:56:08,145 epoch 29 - iter 985/1974 - loss 0.45042624
2018-12-15 16:56:43,708 epoch 29 - iter 1182/1974 - loss 0.44882398
2018-12-15 16:57:18,127 epoch 29 - iter 1379/1974 - loss 0.45030718
2018-12-15 16:57:52,795 epoch 29 - iter 1576/1974 - loss 0.45297032
2018-12-15 16:58:27,741 epoch 29 - iter 1773/1974 - loss 0.45588148
2018-12-15 16:59:02,579 epoch 29 - iter 1970/1974 - loss 0.45569217
2018-12-15 16:59:03,062 ----------------------------------------------------------------------------------------------------
2018-12-15 16:59:03,062 EPOCH 29 done: loss 0.4556 - lr 0.1000 - bad epochs 0
2018-12-15 17:00:37,290 TEST : loss 0.68631661 - f-score 0.8895 - acc 0.8895
2018-12-15 17:00:37,291 ----------------------------------------------------------------------------------------------------
2018-12-15 17:00:37,516 epoch 30 - iter 0/1974 - loss 0.42985108
2018-12-15 17:01:13,409 epoch 30 - iter 197/1974 - loss 0.42536758
2018-12-15 17:01:50,285 epoch 30 - iter 394/1974 - loss 0.41932693
2018-12-15 17:02:26,662 epoch 30 - iter 591/1974 - loss 0.43290803
2018-12-15 17:03:04,208 epoch 30 - iter 788/1974 - loss 0.43659483
2018-12-15 17:03:40,524 epoch 30 - iter 985/1974 - loss 0.43670452
2018-12-15 17:04:15,998 epoch 30 - iter 1182/1974 - loss 0.43959883
2018-12-15 17:04:50,567 epoch 30 - iter 1379/1974 - loss 0.44203787
2018-12-15 17:05:25,143 epoch 30 - iter 1576/1974 - loss 0.44190899
2018-12-15 17:05:59,107 epoch 30 - iter 1773/1974 - loss 0.44188177
2018-12-15 17:06:37,578 epoch 30 - iter 1970/1974 - loss 0.44664287
2018-12-15 17:06:38,170 ----------------------------------------------------------------------------------------------------
2018-12-15 17:06:38,170 EPOCH 30 done: loss 0.4468 - lr 0.1000 - bad epochs 0
2018-12-15 17:08:13,707 TEST : loss 0.69498324 - f-score 0.8871 - acc 0.8872
2018-12-15 17:08:13,708 ----------------------------------------------------------------------------------------------------
2018-12-15 17:08:13,927 epoch 31 - iter 0/1974 - loss 0.56800878
2018-12-15 17:08:49,054 epoch 31 - iter 197/1974 - loss 0.41621247
2018-12-15 17:09:24,982 epoch 31 - iter 394/1974 - loss 0.41257072
2018-12-15 17:10:00,191 epoch 31 - iter 591/1974 - loss 0.41322794
2018-12-15 17:10:38,773 epoch 31 - iter 788/1974 - loss 0.43307102
2018-12-15 17:11:13,382 epoch 31 - iter 985/1974 - loss 0.43787644
2018-12-15 17:11:48,081 epoch 31 - iter 1182/1974 - loss 0.43988292
2018-12-15 17:12:22,740 epoch 31 - iter 1379/1974 - loss 0.44156005
2018-12-15 17:12:58,782 epoch 31 - iter 1576/1974 - loss 0.44186921
2018-12-15 17:13:36,232 epoch 31 - iter 1773/1974 - loss 0.44525323
2018-12-15 17:14:10,736 epoch 31 - iter 1970/1974 - loss 0.44579132
2018-12-15 17:14:11,385 ----------------------------------------------------------------------------------------------------
2018-12-15 17:14:11,385 EPOCH 31 done: loss 0.4454 - lr 0.1000 - bad epochs 0
2018-12-15 17:15:45,406 TEST : loss 0.69528168 - f-score 0.8879 - acc 0.8880
2018-12-15 17:15:45,407 ----------------------------------------------------------------------------------------------------
2018-12-15 17:15:45,674 epoch 32 - iter 0/1974 - loss 0.63863862
2018-12-15 17:16:24,291 epoch 32 - iter 197/1974 - loss 0.45010323
2018-12-15 17:16:59,329 epoch 32 - iter 394/1974 - loss 0.44232170
2018-12-15 17:17:33,983 epoch 32 - iter 591/1974 - loss 0.44180148
2018-12-15 17:18:11,802 epoch 32 - iter 788/1974 - loss 0.43732899
2018-12-15 17:18:47,342 epoch 32 - iter 985/1974 - loss 0.43881995
2018-12-15 17:19:22,824 epoch 32 - iter 1182/1974 - loss 0.43479211
2018-12-15 17:19:59,063 epoch 32 - iter 1379/1974 - loss 0.43938977
2018-12-15 17:20:33,473 epoch 32 - iter 1576/1974 - loss 0.43862156
2018-12-15 17:21:07,937 epoch 32 - iter 1773/1974 - loss 0.43955634
2018-12-15 17:21:43,489 epoch 32 - iter 1970/1974 - loss 0.43910208
2018-12-15 17:21:43,999 ----------------------------------------------------------------------------------------------------
2018-12-15 17:21:43,999 EPOCH 32 done: loss 0.4393 - lr 0.1000 - bad epochs 0
2018-12-15 17:23:22,041 TEST : loss 0.70510906 - f-score 0.8874 - acc 0.8874
2018-12-15 17:23:22,042 ----------------------------------------------------------------------------------------------------
2018-12-15 17:23:22,232 epoch 33 - iter 0/1974 - loss 0.56214482
2018-12-15 17:23:58,533 epoch 33 - iter 197/1974 - loss 0.41101161
2018-12-15 17:24:34,493 epoch 33 - iter 394/1974 - loss 0.41784758
2018-12-15 17:25:08,698 epoch 33 - iter 591/1974 - loss 0.42203670
2018-12-15 17:25:45,486 epoch 33 - iter 788/1974 - loss 0.42136355
2018-12-15 17:26:23,149 epoch 33 - iter 985/1974 - loss 0.41627913
2018-12-15 17:26:58,618 epoch 33 - iter 1182/1974 - loss 0.41615682
2018-12-15 17:27:36,526 epoch 33 - iter 1379/1974 - loss 0.42088847
2018-12-15 17:28:12,114 epoch 33 - iter 1576/1974 - loss 0.42836192
2018-12-15 17:28:46,445 epoch 33 - iter 1773/1974 - loss 0.42872573
2018-12-15 17:29:20,425 epoch 33 - iter 1970/1974 - loss 0.43012385
2018-12-15 17:29:20,965 ----------------------------------------------------------------------------------------------------
2018-12-15 17:29:20,966 EPOCH 33 done: loss 0.4299 - lr 0.1000 - bad epochs 0
2018-12-15 17:30:55,133 TEST : loss 0.72344875 - f-score 0.8859 - acc 0.8858
2018-12-15 17:30:55,133 ----------------------------------------------------------------------------------------------------
2018-12-15 17:30:55,363 epoch 34 - iter 0/1974 - loss 0.07402012
2018-12-15 17:31:32,284 epoch 34 - iter 197/1974 - loss 0.43161202
2018-12-15 17:32:08,885 epoch 34 - iter 394/1974 - loss 0.42847485
2018-12-15 17:32:43,706 epoch 34 - iter 591/1974 - loss 0.42501025
2018-12-15 17:33:19,712 epoch 34 - iter 788/1974 - loss 0.42024635
2018-12-15 17:33:54,840 epoch 34 - iter 985/1974 - loss 0.42284866
2018-12-15 17:34:29,959 epoch 34 - iter 1182/1974 - loss 0.42264128
2018-12-15 17:35:05,384 epoch 34 - iter 1379/1974 - loss 0.42365848
2018-12-15 17:35:42,472 epoch 34 - iter 1576/1974 - loss 0.42599146
2018-12-15 17:36:17,532 epoch 34 - iter 1773/1974 - loss 0.42663213
2018-12-15 17:36:52,243 epoch 34 - iter 1970/1974 - loss 0.42585966
2018-12-15 17:36:52,772 ----------------------------------------------------------------------------------------------------
2018-12-15 17:36:52,772 EPOCH 34 done: loss 0.4256 - lr 0.1000 - bad epochs 0
2018-12-15 17:38:28,454 TEST : loss 0.71401793 - f-score 0.8890 - acc 0.8890
2018-12-15 17:38:28,455 ----------------------------------------------------------------------------------------------------
2018-12-15 17:38:28,724 epoch 35 - iter 0/1974 - loss 0.22825235
2018-12-15 17:39:05,020 epoch 35 - iter 197/1974 - loss 0.38664391
2018-12-15 17:39:39,689 epoch 35 - iter 394/1974 - loss 0.38845777
2018-12-15 17:40:17,224 epoch 35 - iter 591/1974 - loss 0.40254088
2018-12-15 17:40:54,145 epoch 35 - iter 788/1974 - loss 0.39417275
2018-12-15 17:41:30,324 epoch 35 - iter 985/1974 - loss 0.40471999
2018-12-15 17:42:05,117 epoch 35 - iter 1182/1974 - loss 0.40913818
2018-12-15 17:42:40,571 epoch 35 - iter 1379/1974 - loss 0.40478605
2018-12-15 17:43:16,162 epoch 35 - iter 1576/1974 - loss 0.40602545
2018-12-15 17:43:51,108 epoch 35 - iter 1773/1974 - loss 0.41013862
2018-12-15 17:44:26,624 epoch 35 - iter 1970/1974 - loss 0.41203927
2018-12-15 17:44:27,186 ----------------------------------------------------------------------------------------------------
2018-12-15 17:44:27,186 EPOCH 35 done: loss 0.4119 - lr 0.1000 - bad epochs 0
2018-12-15 17:46:02,629 TEST : loss 0.72106308 - f-score 0.8856 - acc 0.8856
2018-12-15 17:46:02,630 ----------------------------------------------------------------------------------------------------
2018-12-15 17:46:02,851 epoch 36 - iter 0/1974 - loss 0.17316945
2018-12-15 17:46:37,756 epoch 36 - iter 197/1974 - loss 0.39882991
2018-12-15 17:47:15,346 epoch 36 - iter 394/1974 - loss 0.40316155
2018-12-15 17:47:53,229 epoch 36 - iter 591/1974 - loss 0.40860824
2018-12-15 17:48:28,282 epoch 36 - iter 788/1974 - loss 0.40276762
2018-12-15 17:49:02,512 epoch 36 - iter 985/1974 - loss 0.40120821
2018-12-15 17:49:37,757 epoch 36 - iter 1182/1974 - loss 0.40351921
2018-12-15 17:50:12,648 epoch 36 - iter 1379/1974 - loss 0.40810527
2018-12-15 17:50:48,530 epoch 36 - iter 1576/1974 - loss 0.41008622
2018-12-15 17:51:22,438 epoch 36 - iter 1773/1974 - loss 0.41492175
2018-12-15 17:51:57,136 epoch 36 - iter 1970/1974 - loss 0.41626912
2018-12-15 17:51:57,706 ----------------------------------------------------------------------------------------------------
2018-12-15 17:51:57,706 EPOCH 36 done: loss 0.4164 - lr 0.1000 - bad epochs 0
2018-12-15 17:53:31,021 TEST : loss 0.71049333 - f-score 0.8900 - acc 0.8900
2018-12-15 17:53:31,022 ----------------------------------------------------------------------------------------------------
2018-12-15 17:53:31,265 epoch 37 - iter 0/1974 - loss 0.17187661
2018-12-15 17:54:08,181 epoch 37 - iter 197/1974 - loss 0.40141938
2018-12-15 17:54:43,286 epoch 37 - iter 394/1974 - loss 0.39623880
2018-12-15 17:55:18,274 epoch 37 - iter 591/1974 - loss 0.40037810
2018-12-15 17:55:56,696 epoch 37 - iter 788/1974 - loss 0.40637376
2018-12-15 17:56:32,650 epoch 37 - iter 985/1974 - loss 0.40254727
2018-12-15 17:57:08,117 epoch 37 - iter 1182/1974 - loss 0.40555522
2018-12-15 17:57:43,973 epoch 37 - iter 1379/1974 - loss 0.40999424
2018-12-15 17:58:20,381 epoch 37 - iter 1576/1974 - loss 0.41148201
2018-12-15 17:58:55,502 epoch 37 - iter 1773/1974 - loss 0.40825956
2018-12-15 17:59:29,930 epoch 37 - iter 1970/1974 - loss 0.40994981
2018-12-15 17:59:30,427 ----------------------------------------------------------------------------------------------------
2018-12-15 17:59:30,428 EPOCH 37 done: loss 0.4096 - lr 0.1000 - bad epochs 1
2018-12-15 18:01:03,288 TEST : loss 0.71665174 - f-score 0.8887 - acc 0.8888
2018-12-15 18:01:03,288 ----------------------------------------------------------------------------------------------------
2018-12-15 18:01:03,553 epoch 38 - iter 0/1974 - loss 0.12966368
2018-12-15 18:01:40,274 epoch 38 - iter 197/1974 - loss 0.39557188
2018-12-15 18:02:14,599 epoch 38 - iter 394/1974 - loss 0.40190304
2018-12-15 18:02:49,244 epoch 38 - iter 591/1974 - loss 0.39834494
2018-12-15 18:03:23,321 epoch 38 - iter 788/1974 - loss 0.40261228
2018-12-15 18:03:58,586 epoch 38 - iter 985/1974 - loss 0.39798647
2018-12-15 18:04:34,254 epoch 38 - iter 1182/1974 - loss 0.39975587
2018-12-15 18:05:08,607 epoch 38 - iter 1379/1974 - loss 0.40369370
2018-12-15 18:05:48,138 epoch 38 - iter 1576/1974 - loss 0.40905105
2018-12-15 18:06:24,945 epoch 38 - iter 1773/1974 - loss 0.41558571
2018-12-15 18:06:59,464 epoch 38 - iter 1970/1974 - loss 0.41615065
2018-12-15 18:06:59,943 ----------------------------------------------------------------------------------------------------
2018-12-15 18:06:59,943 EPOCH 38 done: loss 0.4160 - lr 0.1000 - bad epochs 0
2018-12-15 18:08:32,881 TEST : loss 0.70832825 - f-score 0.8896 - acc 0.8896
2018-12-15 18:08:32,882 ----------------------------------------------------------------------------------------------------
2018-12-15 18:08:33,121 epoch 39 - iter 0/1974 - loss 0.42158082
2018-12-15 18:09:08,886 epoch 39 - iter 197/1974 - loss 0.40673023
2018-12-15 18:09:44,097 epoch 39 - iter 394/1974 - loss 0.39867585
2018-12-15 18:10:17,666 epoch 39 - iter 591/1974 - loss 0.40579693
2018-12-15 18:10:51,832 epoch 39 - iter 788/1974 - loss 0.41093360
2018-12-15 18:11:26,958 epoch 39 - iter 985/1974 - loss 0.41279227
2018-12-15 18:12:02,392 epoch 39 - iter 1182/1974 - loss 0.41456721
2018-12-15 18:12:39,307 epoch 39 - iter 1379/1974 - loss 0.41189890
2018-12-15 18:13:14,365 epoch 39 - iter 1576/1974 - loss 0.41034458
2018-12-15 18:13:52,798 epoch 39 - iter 1773/1974 - loss 0.41627191
2018-12-15 18:14:27,897 epoch 39 - iter 1970/1974 - loss 0.41801317
2018-12-15 18:14:28,430 ----------------------------------------------------------------------------------------------------
2018-12-15 18:14:28,430 EPOCH 39 done: loss 0.4181 - lr 0.1000 - bad epochs 1
2018-12-15 18:16:03,832 TEST : loss 0.73338312 - f-score 0.8859 - acc 0.8859
2018-12-15 18:16:03,833 ----------------------------------------------------------------------------------------------------
2018-12-15 18:16:04,100 epoch 40 - iter 0/1974 - loss 0.51213324
2018-12-15 18:16:39,482 epoch 40 - iter 197/1974 - loss 0.38135021
2018-12-15 18:17:15,756 epoch 40 - iter 394/1974 - loss 0.38714141
2018-12-15 18:17:50,523 epoch 40 - iter 591/1974 - loss 0.38510680
2018-12-15 18:18:25,387 epoch 40 - iter 788/1974 - loss 0.39070495
2018-12-15 18:19:00,258 epoch 40 - iter 985/1974 - loss 0.39791829
2018-12-15 18:19:34,486 epoch 40 - iter 1182/1974 - loss 0.39885736
2018-12-15 18:20:10,421 epoch 40 - iter 1379/1974 - loss 0.40030412
2018-12-15 18:20:46,777 epoch 40 - iter 1576/1974 - loss 0.40338706
2018-12-15 18:21:25,856 epoch 40 - iter 1773/1974 - loss 0.40512982
2018-12-15 18:22:01,786 epoch 40 - iter 1970/1974 - loss 0.40339019
2018-12-15 18:22:02,327 ----------------------------------------------------------------------------------------------------
2018-12-15 18:22:02,327 EPOCH 40 done: loss 0.4035 - lr 0.1000 - bad epochs 2
2018-12-15 18:23:36,434 TEST : loss 0.72793633 - f-score 0.8893 - acc 0.8894
2018-12-15 18:23:36,435 ----------------------------------------------------------------------------------------------------
2018-12-15 18:23:36,657 epoch 41 - iter 0/1974 - loss 0.22750726
2018-12-15 18:24:13,146 epoch 41 - iter 197/1974 - loss 0.38652083
2018-12-15 18:24:47,504 epoch 41 - iter 394/1974 - loss 0.37877149
2018-12-15 18:25:23,223 epoch 41 - iter 591/1974 - loss 0.38111161
2018-12-15 18:26:00,191 epoch 41 - iter 788/1974 - loss 0.39307957
2018-12-15 18:26:37,120 epoch 41 - iter 985/1974 - loss 0.38675368
2018-12-15 18:27:11,464 epoch 41 - iter 1182/1974 - loss 0.38916220
2018-12-15 18:27:47,804 epoch 41 - iter 1379/1974 - loss 0.39174469
2018-12-15 18:28:22,108 epoch 41 - iter 1576/1974 - loss 0.39762862
2018-12-15 18:28:56,363 epoch 41 - iter 1773/1974 - loss 0.39980609
2018-12-15 18:29:31,109 epoch 41 - iter 1970/1974 - loss 0.40060957
2018-12-15 18:29:31,832 ----------------------------------------------------------------------------------------------------
2018-12-15 18:29:31,833 EPOCH 41 done: loss 0.4011 - lr 0.1000 - bad epochs 0
2018-12-15 18:31:03,955 TEST : loss 0.73730630 - f-score 0.8889 - acc 0.8890
2018-12-15 18:31:03,956 ----------------------------------------------------------------------------------------------------
2018-12-15 18:31:04,204 epoch 42 - iter 0/1974 - loss 0.38564271
2018-12-15 18:31:39,032 epoch 42 - iter 197/1974 - loss 0.39294699
2018-12-15 18:32:15,580 epoch 42 - iter 394/1974 - loss 0.40273838
2018-12-15 18:32:49,848 epoch 42 - iter 591/1974 - loss 0.40384378
2018-12-15 18:33:24,913 epoch 42 - iter 788/1974 - loss 0.40028663
2018-12-15 18:34:00,372 epoch 42 - iter 985/1974 - loss 0.39995959
2018-12-15 18:34:39,314 epoch 42 - iter 1182/1974 - loss 0.40848370
2018-12-15 18:35:14,010 epoch 42 - iter 1379/1974 - loss 0.40776747
2018-12-15 18:35:48,379 epoch 42 - iter 1576/1974 - loss 0.40686364
2018-12-15 18:36:22,861 epoch 42 - iter 1773/1974 - loss 0.40622218
2018-12-15 18:36:57,226 epoch 42 - iter 1970/1974 - loss 0.40293085
2018-12-15 18:36:57,774 ----------------------------------------------------------------------------------------------------
2018-12-15 18:36:57,774 EPOCH 42 done: loss 0.4027 - lr 0.1000 - bad epochs 0
2018-12-15 18:38:29,966 TEST : loss 0.75421047 - f-score 0.8881 - acc 0.8880
2018-12-15 18:38:29,966 ----------------------------------------------------------------------------------------------------
2018-12-15 18:38:30,231 epoch 43 - iter 0/1974 - loss 0.37430841
2018-12-15 18:39:05,080 epoch 43 - iter 197/1974 - loss 0.38352437
2018-12-15 18:39:40,898 epoch 43 - iter 394/1974 - loss 0.37803475
2018-12-15 18:40:14,845 epoch 43 - iter 591/1974 - loss 0.37721526
2018-12-15 18:40:52,024 epoch 43 - iter 788/1974 - loss 0.38917265
2018-12-15 18:41:26,704 epoch 43 - iter 985/1974 - loss 0.38892341
2018-12-15 18:42:02,361 epoch 43 - iter 1182/1974 - loss 0.39245371
2018-12-15 18:42:39,110 epoch 43 - iter 1379/1974 - loss 0.39259709
2018-12-15 18:43:13,360 epoch 43 - iter 1576/1974 - loss 0.39509550
2018-12-15 18:43:48,456 epoch 43 - iter 1773/1974 - loss 0.39926260
2018-12-15 18:44:24,565 epoch 43 - iter 1970/1974 - loss 0.40075369
2018-12-15 18:44:25,110 ----------------------------------------------------------------------------------------------------
2018-12-15 18:44:25,110 EPOCH 43 done: loss 0.4006 - lr 0.1000 - bad epochs 1
2018-12-15 18:45:57,873 TEST : loss 0.73360831 - f-score 0.8888 - acc 0.8888
2018-12-15 18:45:57,873 ----------------------------------------------------------------------------------------------------
2018-12-15 18:45:58,102 epoch 44 - iter 0/1974 - loss 0.49774554
2018-12-15 18:46:34,822 epoch 44 - iter 197/1974 - loss 0.40216217
2018-12-15 18:47:11,375 epoch 44 - iter 394/1974 - loss 0.37265965
2018-12-15 18:47:45,603 epoch 44 - iter 591/1974 - loss 0.36795159
2018-12-15 18:48:20,326 epoch 44 - iter 788/1974 - loss 0.36964793
2018-12-15 18:48:54,410 epoch 44 - iter 985/1974 - loss 0.37321055
2018-12-15 18:49:29,594 epoch 44 - iter 1182/1974 - loss 0.37473903
2018-12-15 18:50:07,791 epoch 44 - iter 1379/1974 - loss 0.38171990
2018-12-15 18:50:42,396 epoch 44 - iter 1576/1974 - loss 0.38318635
2018-12-15 18:51:16,958 epoch 44 - iter 1773/1974 - loss 0.38298193
2018-12-15 18:51:52,265 epoch 44 - iter 1970/1974 - loss 0.38418160
2018-12-15 18:51:52,814 ----------------------------------------------------------------------------------------------------
2018-12-15 18:51:52,814 EPOCH 44 done: loss 0.3843 - lr 0.1000 - bad epochs 0
2018-12-15 18:53:26,208 TEST : loss 0.77458328 - f-score 0.8855 - acc 0.8855
2018-12-15 18:53:26,209 ----------------------------------------------------------------------------------------------------
2018-12-15 18:53:26,379 epoch 45 - iter 0/1974 - loss 0.63606513
2018-12-15 18:54:01,229 epoch 45 - iter 197/1974 - loss 0.38221033
2018-12-15 18:54:38,034 epoch 45 - iter 394/1974 - loss 0.37353362
2018-12-15 18:55:13,421 epoch 45 - iter 591/1974 - loss 0.37371518
2018-12-15 18:55:49,046 epoch 45 - iter 788/1974 - loss 0.37600918
2018-12-15 18:56:26,500 epoch 45 - iter 985/1974 - loss 0.38203908
2018-12-15 18:57:02,363 epoch 45 - iter 1182/1974 - loss 0.38174486
2018-12-15 18:57:38,467 epoch 45 - iter 1379/1974 - loss 0.38242488
2018-12-15 18:58:13,279 epoch 45 - iter 1576/1974 - loss 0.38392284
2018-12-15 18:58:48,647 epoch 45 - iter 1773/1974 - loss 0.38472317
2018-12-15 18:59:23,534 epoch 45 - iter 1970/1974 - loss 0.38782661
2018-12-15 18:59:24,122 ----------------------------------------------------------------------------------------------------
2018-12-15 18:59:24,122 EPOCH 45 done: loss 0.3880 - lr 0.1000 - bad epochs 0
2018-12-15 19:00:57,904 TEST : loss 0.77852452 - f-score 0.8863 - acc 0.8863
2018-12-15 19:00:57,905 ----------------------------------------------------------------------------------------------------
2018-12-15 19:00:58,076 epoch 46 - iter 0/1974 - loss 0.07961494
2018-12-15 19:01:35,376 epoch 46 - iter 197/1974 - loss 0.40996962
2018-12-15 19:02:12,323 epoch 46 - iter 394/1974 - loss 0.39503828
2018-12-15 19:02:47,686 epoch 46 - iter 591/1974 - loss 0.38538906
2018-12-15 19:03:23,967 epoch 46 - iter 788/1974 - loss 0.38489280
2018-12-15 19:03:59,021 epoch 46 - iter 985/1974 - loss 0.38243166
2018-12-15 19:04:33,093 epoch 46 - iter 1182/1974 - loss 0.38334371
2018-12-15 19:05:08,448 epoch 46 - iter 1379/1974 - loss 0.37978824
2018-12-15 19:05:44,050 epoch 46 - iter 1576/1974 - loss 0.37974270
2018-12-15 19:06:20,448 epoch 46 - iter 1773/1974 - loss 0.38292939
2018-12-15 19:06:56,290 epoch 46 - iter 1970/1974 - loss 0.38286018
2018-12-15 19:06:56,769 ----------------------------------------------------------------------------------------------------
2018-12-15 19:06:56,770 EPOCH 46 done: loss 0.3830 - lr 0.1000 - bad epochs 1
2018-12-15 19:08:32,608 TEST : loss 0.76211983 - f-score 0.8870 - acc 0.8871
2018-12-15 19:08:32,609 ----------------------------------------------------------------------------------------------------
2018-12-15 19:08:32,884 epoch 47 - iter 0/1974 - loss 0.67925084
2018-12-15 19:09:08,984 epoch 47 - iter 197/1974 - loss 0.34223633
2018-12-15 19:09:44,214 epoch 47 - iter 394/1974 - loss 0.34530418
2018-12-15 19:10:20,776 epoch 47 - iter 591/1974 - loss 0.35676549
2018-12-15 19:10:58,450 epoch 47 - iter 788/1974 - loss 0.36564589
2018-12-15 19:11:33,374 epoch 47 - iter 985/1974 - loss 0.36397941
2018-12-15 19:12:08,199 epoch 47 - iter 1182/1974 - loss 0.36863931
2018-12-15 19:12:43,693 epoch 47 - iter 1379/1974 - loss 0.37010216
2018-12-15 19:13:18,449 epoch 47 - iter 1576/1974 - loss 0.37082623
2018-12-15 19:13:56,388 epoch 47 - iter 1773/1974 - loss 0.37346292
2018-12-15 19:14:30,668 epoch 47 - iter 1970/1974 - loss 0.37672097
2018-12-15 19:14:31,186 ----------------------------------------------------------------------------------------------------
2018-12-15 19:14:31,187 EPOCH 47 done: loss 0.3767 - lr 0.1000 - bad epochs 0
2018-12-15 19:16:04,259 TEST : loss 0.74354893 - f-score 0.8895 - acc 0.8895
2018-12-15 19:16:04,260 ----------------------------------------------------------------------------------------------------
2018-12-15 19:16:04,497 epoch 48 - iter 0/1974 - loss 0.77960098
2018-12-15 19:16:40,172 epoch 48 - iter 197/1974 - loss 0.37825476
2018-12-15 19:17:14,427 epoch 48 - iter 394/1974 - loss 0.36395596
2018-12-15 19:17:49,866 epoch 48 - iter 591/1974 - loss 0.36528678
2018-12-15 19:18:24,988 epoch 48 - iter 788/1974 - loss 0.36587038
2018-12-15 19:19:02,299 epoch 48 - iter 985/1974 - loss 0.36515515
2018-12-15 19:19:36,234 epoch 48 - iter 1182/1974 - loss 0.36993048
2018-12-15 19:20:10,245 epoch 48 - iter 1379/1974 - loss 0.37390551
2018-12-15 19:20:47,750 epoch 48 - iter 1576/1974 - loss 0.37680589
2018-12-15 19:21:23,638 epoch 48 - iter 1773/1974 - loss 0.37648454
2018-12-15 19:21:57,952 epoch 48 - iter 1970/1974 - loss 0.37945870
2018-12-15 19:21:58,400 ----------------------------------------------------------------------------------------------------
2018-12-15 19:21:58,400 EPOCH 48 done: loss 0.3796 - lr 0.1000 - bad epochs 0
2018-12-15 19:23:30,344 TEST : loss 0.79065293 - f-score 0.8862 - acc 0.8862
2018-12-15 19:23:30,345 ----------------------------------------------------------------------------------------------------
2018-12-15 19:23:30,621 epoch 49 - iter 0/1974 - loss 0.21454695
2018-12-15 19:24:05,380 epoch 49 - iter 197/1974 - loss 0.34964406
2018-12-15 19:24:42,244 epoch 49 - iter 394/1974 - loss 0.36064421
2018-12-15 19:25:17,757 epoch 49 - iter 591/1974 - loss 0.35576700
2018-12-15 19:25:52,575 epoch 49 - iter 788/1974 - loss 0.36170427
2018-12-15 19:26:29,109 epoch 49 - iter 985/1974 - loss 0.37111500
2018-12-15 19:27:03,066 epoch 49 - iter 1182/1974 - loss 0.37341892
2018-12-15 19:27:37,497 epoch 49 - iter 1379/1974 - loss 0.37039186
2018-12-15 19:28:13,840 epoch 49 - iter 1576/1974 - loss 0.37091668
2018-12-15 19:28:48,538 epoch 49 - iter 1773/1974 - loss 0.37287828
2018-12-15 19:29:23,054 epoch 49 - iter 1970/1974 - loss 0.37146734
2018-12-15 19:29:23,650 ----------------------------------------------------------------------------------------------------
2018-12-15 19:29:23,650 EPOCH 49 done: loss 0.3717 - lr 0.1000 - bad epochs 1
2018-12-15 19:30:57,173 TEST : loss 0.78697842 - f-score 0.8864 - acc 0.8864
2018-12-15 19:30:57,174 ----------------------------------------------------------------------------------------------------
2018-12-15 19:30:57,426 epoch 50 - iter 0/1974 - loss 0.39716357
2018-12-15 19:31:31,985 epoch 50 - iter 197/1974 - loss 0.35065766
2018-12-15 19:32:07,640 epoch 50 - iter 394/1974 - loss 0.35421671
2018-12-15 19:32:43,121 epoch 50 - iter 591/1974 - loss 0.35538602
2018-12-15 19:33:19,443 epoch 50 - iter 788/1974 - loss 0.36472023
2018-12-15 19:33:54,376 epoch 50 - iter 985/1974 - loss 0.36519788
2018-12-15 19:34:31,016 epoch 50 - iter 1182/1974 - loss 0.37044814
2018-12-15 19:35:07,311 epoch 50 - iter 1379/1974 - loss 0.37257044
2018-12-15 19:35:42,828 epoch 50 - iter 1576/1974 - loss 0.37403549
2018-12-15 19:36:20,335 epoch 50 - iter 1773/1974 - loss 0.37686207
2018-12-15 19:36:54,982 epoch 50 - iter 1970/1974 - loss 0.37509567
2018-12-15 19:36:55,543 ----------------------------------------------------------------------------------------------------
2018-12-15 19:36:55,543 EPOCH 50 done: loss 0.3752 - lr 0.1000 - bad epochs 0
2018-12-15 19:38:31,244 TEST : loss 0.76366252 - f-score 0.8864 - acc 0.8864
2018-12-15 19:38:31,245 ----------------------------------------------------------------------------------------------------
2018-12-15 19:38:31,491 epoch 51 - iter 0/1974 - loss 0.26325881
2018-12-15 19:39:07,273 epoch 51 - iter 197/1974 - loss 0.34892228
2018-12-15 19:39:41,638 epoch 51 - iter 394/1974 - loss 0.35656498
2018-12-15 19:40:18,474 epoch 51 - iter 591/1974 - loss 0.36219454
2018-12-15 19:40:52,994 epoch 51 - iter 788/1974 - loss 0.35813607
2018-12-15 19:41:29,840 epoch 51 - iter 985/1974 - loss 0.36182118
2018-12-15 19:42:04,313 epoch 51 - iter 1182/1974 - loss 0.35823859
2018-12-15 19:42:40,765 epoch 51 - iter 1379/1974 - loss 0.36292012
2018-12-15 19:43:15,444 epoch 51 - iter 1576/1974 - loss 0.36556059
2018-12-15 19:43:49,366 epoch 51 - iter 1773/1974 - loss 0.36554870
2018-12-15 19:44:23,901 epoch 51 - iter 1970/1974 - loss 0.36817894
2018-12-15 19:44:24,453 ----------------------------------------------------------------------------------------------------
2018-12-15 19:44:24,453 EPOCH 51 done: loss 0.3680 - lr 0.1000 - bad epochs 1
2018-12-15 19:45:56,912 TEST : loss 0.78203106 - f-score 0.8847 - acc 0.8847
2018-12-15 19:45:56,912 ----------------------------------------------------------------------------------------------------
2018-12-15 19:45:57,160 epoch 52 - iter 0/1974 - loss 0.11153561
2018-12-15 19:46:31,464 epoch 52 - iter 197/1974 - loss 0.37531475
2018-12-15 19:47:07,394 epoch 52 - iter 394/1974 - loss 0.37966812
2018-12-15 19:47:42,754 epoch 52 - iter 591/1974 - loss 0.37525851
2018-12-15 19:48:20,519 epoch 52 - iter 788/1974 - loss 0.37617272
2018-12-15 19:48:56,069 epoch 52 - iter 985/1974 - loss 0.37719582
2018-12-15 19:49:31,932 epoch 52 - iter 1182/1974 - loss 0.37458612
2018-12-15 19:50:06,906 epoch 52 - iter 1379/1974 - loss 0.37679678
2018-12-15 19:50:40,705 epoch 52 - iter 1576/1974 - loss 0.37816807
2018-12-15 19:51:16,169 epoch 52 - iter 1773/1974 - loss 0.37952117
2018-12-15 19:51:51,821 epoch 52 - iter 1970/1974 - loss 0.37895669
2018-12-15 19:51:52,349 ----------------------------------------------------------------------------------------------------
2018-12-15 19:51:52,349 EPOCH 52 done: loss 0.3790 - lr 0.1000 - bad epochs 0
2018-12-15 19:53:26,047 TEST : loss 0.75431335 - f-score 0.8886 - acc 0.8886
2018-12-15 19:53:26,048 ----------------------------------------------------------------------------------------------------
2018-12-15 19:53:26,329 epoch 53 - iter 0/1974 - loss 0.45994261
2018-12-15 19:54:04,724 epoch 53 - iter 197/1974 - loss 0.38733184
2018-12-15 19:54:39,609 epoch 53 - iter 394/1974 - loss 0.37027169
2018-12-15 19:55:16,940 epoch 53 - iter 591/1974 - loss 0.36463330
2018-12-15 19:55:51,576 epoch 53 - iter 788/1974 - loss 0.36417959
2018-12-15 19:56:25,645 epoch 53 - iter 985/1974 - loss 0.36282377
2018-12-15 19:57:01,086 epoch 53 - iter 1182/1974 - loss 0.36081042
2018-12-15 19:57:35,603 epoch 53 - iter 1379/1974 - loss 0.36104104
2018-12-15 19:58:10,794 epoch 53 - iter 1576/1974 - loss 0.36051798
2018-12-15 19:58:47,076 epoch 53 - iter 1773/1974 - loss 0.36230368
2018-12-15 19:59:20,865 epoch 53 - iter 1970/1974 - loss 0.36467836
2018-12-15 19:59:21,397 ----------------------------------------------------------------------------------------------------
2018-12-15 19:59:21,397 EPOCH 53 done: loss 0.3649 - lr 0.1000 - bad epochs 1
2018-12-15 20:00:53,314 TEST : loss 0.76094240 - f-score 0.8881 - acc 0.8881
2018-12-15 20:00:53,314 ----------------------------------------------------------------------------------------------------
2018-12-15 20:00:53,560 epoch 54 - iter 0/1974 - loss 0.44099846
2018-12-15 20:01:31,807 epoch 54 - iter 197/1974 - loss 0.34103580
2018-12-15 20:02:06,705 epoch 54 - iter 394/1974 - loss 0.34404290
2018-12-15 20:02:40,917 epoch 54 - iter 591/1974 - loss 0.35553526
2018-12-15 20:03:15,554 epoch 54 - iter 788/1974 - loss 0.35776196
2018-12-15 20:03:49,065 epoch 54 - iter 985/1974 - loss 0.35948125
2018-12-15 20:04:24,572 epoch 54 - iter 1182/1974 - loss 0.36014890
2018-12-15 20:05:00,787 epoch 54 - iter 1379/1974 - loss 0.36201607
2018-12-15 20:05:37,559 epoch 54 - iter 1576/1974 - loss 0.36664174
2018-12-15 20:06:11,646 epoch 54 - iter 1773/1974 - loss 0.36651800
2018-12-15 20:06:46,669 epoch 54 - iter 1970/1974 - loss 0.36686393
2018-12-15 20:06:47,140 ----------------------------------------------------------------------------------------------------
2018-12-15 20:06:47,141 EPOCH 54 done: loss 0.3667 - lr 0.1000 - bad epochs 0
2018-12-15 20:08:19,837 TEST : loss 0.74060136 - f-score 0.8889 - acc 0.8889
2018-12-15 20:08:19,838 ----------------------------------------------------------------------------------------------------
2018-12-15 20:08:20,066 epoch 55 - iter 0/1974 - loss 0.52310872
2018-12-15 20:08:54,131 epoch 55 - iter 197/1974 - loss 0.36835628
2018-12-15 20:09:30,648 epoch 55 - iter 394/1974 - loss 0.36576022
2018-12-15 20:10:05,972 epoch 55 - iter 591/1974 - loss 0.36430687
2018-12-15 20:10:41,220 epoch 55 - iter 788/1974 - loss 0.36714453
2018-12-15 20:11:18,057 epoch 55 - iter 985/1974 - loss 0.36547119
2018-12-15 20:11:57,779 epoch 55 - iter 1182/1974 - loss 0.36414424
2018-12-15 20:12:33,045 epoch 55 - iter 1379/1974 - loss 0.36160524
2018-12-15 20:13:06,908 epoch 55 - iter 1576/1974 - loss 0.36403830
2018-12-15 20:13:42,311 epoch 55 - iter 1773/1974 - loss 0.36518137
2018-12-15 20:14:16,465 epoch 55 - iter 1970/1974 - loss 0.36651818
2018-12-15 20:14:16,961 ----------------------------------------------------------------------------------------------------
2018-12-15 20:14:16,961 EPOCH 55 done: loss 0.3667 - lr 0.1000 - bad epochs 1
2018-12-15 20:15:49,853 TEST : loss 0.78372324 - f-score 0.8863 - acc 0.8863
2018-12-15 20:15:49,853 ----------------------------------------------------------------------------------------------------
2018-12-15 20:15:50,096 epoch 56 - iter 0/1974 - loss 0.36785865
2018-12-15 20:16:24,915 epoch 56 - iter 197/1974 - loss 0.34990926
2018-12-15 20:16:59,070 epoch 56 - iter 394/1974 - loss 0.35775114
2018-12-15 20:17:33,908 epoch 56 - iter 591/1974 - loss 0.35253581
2018-12-15 20:18:09,834 epoch 56 - iter 788/1974 - loss 0.35178442
2018-12-15 20:18:43,575 epoch 56 - iter 985/1974 - loss 0.35122759
2018-12-15 20:19:19,462 epoch 56 - iter 1182/1974 - loss 0.35043654
2018-12-15 20:19:56,966 epoch 56 - iter 1379/1974 - loss 0.35357725
2018-12-15 20:20:32,088 epoch 56 - iter 1576/1974 - loss 0.35495704
2018-12-15 20:21:09,371 epoch 56 - iter 1773/1974 - loss 0.35627797
2018-12-15 20:21:45,657 epoch 56 - iter 1970/1974 - loss 0.35752131
2018-12-15 20:21:46,194 ----------------------------------------------------------------------------------------------------
2018-12-15 20:21:46,194 EPOCH 56 done: loss 0.3574 - lr 0.1000 - bad epochs 2
2018-12-15 20:23:19,497 TEST : loss 0.78712666 - f-score 0.8865 - acc 0.8865
2018-12-15 20:23:19,498 ----------------------------------------------------------------------------------------------------
2018-12-15 20:23:19,754 epoch 57 - iter 0/1974 - loss 0.41784677
2018-12-15 20:23:53,270 epoch 57 - iter 197/1974 - loss 0.32142089
2018-12-15 20:24:27,940 epoch 57 - iter 394/1974 - loss 0.32969216
2018-12-15 20:25:04,988 epoch 57 - iter 591/1974 - loss 0.34424746
2018-12-15 20:25:40,880 epoch 57 - iter 788/1974 - loss 0.34682666
2018-12-15 20:26:15,446 epoch 57 - iter 985/1974 - loss 0.35106508
2018-12-15 20:26:49,914 epoch 57 - iter 1182/1974 - loss 0.35640290
2018-12-15 20:27:24,402 epoch 57 - iter 1379/1974 - loss 0.35693097
2018-12-15 20:28:01,117 epoch 57 - iter 1576/1974 - loss 0.35668482
2018-12-15 20:28:37,101 epoch 57 - iter 1773/1974 - loss 0.35471236
2018-12-15 20:29:11,964 epoch 57 - iter 1970/1974 - loss 0.35599144
2018-12-15 20:29:12,537 ----------------------------------------------------------------------------------------------------
2018-12-15 20:29:12,537 EPOCH 57 done: loss 0.3560 - lr 0.1000 - bad epochs 0
2018-12-15 20:30:44,676 TEST : loss 0.77351880 - f-score 0.8885 - acc 0.8886
2018-12-15 20:30:44,677 ----------------------------------------------------------------------------------------------------
2018-12-15 20:30:44,860 epoch 58 - iter 0/1974 - loss 0.36922312
2018-12-15 20:31:19,591 epoch 58 - iter 197/1974 - loss 0.34287674
2018-12-15 20:31:58,221 epoch 58 - iter 394/1974 - loss 0.33779104
2018-12-15 20:32:32,637 epoch 58 - iter 591/1974 - loss 0.34141761
2018-12-15 20:33:06,672 epoch 58 - iter 788/1974 - loss 0.34403968
2018-12-15 20:33:41,053 epoch 58 - iter 985/1974 - loss 0.34583009
2018-12-15 20:34:17,817 epoch 58 - iter 1182/1974 - loss 0.35122439
2018-12-15 20:34:52,410 epoch 58 - iter 1379/1974 - loss 0.35042853
2018-12-15 20:35:27,759 epoch 58 - iter 1576/1974 - loss 0.35092585
2018-12-15 20:36:03,192 epoch 58 - iter 1773/1974 - loss 0.35424744
2018-12-15 20:36:37,320 epoch 58 - iter 1970/1974 - loss 0.35516807
2018-12-15 20:36:38,009 ----------------------------------------------------------------------------------------------------
2018-12-15 20:36:38,009 EPOCH 58 done: loss 0.3550 - lr 0.1000 - bad epochs 0
2018-12-15 20:38:10,157 TEST : loss 0.78285700 - f-score 0.8875 - acc 0.8875
2018-12-15 20:38:10,157 ----------------------------------------------------------------------------------------------------
2018-12-15 20:38:10,386 epoch 59 - iter 0/1974 - loss 0.87430036
2018-12-15 20:38:44,923 epoch 59 - iter 197/1974 - loss 0.34559434
2018-12-15 20:39:19,951 epoch 59 - iter 394/1974 - loss 0.34411833
2018-12-15 20:39:55,568 epoch 59 - iter 591/1974 - loss 0.35051703
2018-12-15 20:40:30,041 epoch 59 - iter 788/1974 - loss 0.34578129
2018-12-15 20:41:06,300 epoch 59 - iter 985/1974 - loss 0.34603228
2018-12-15 20:41:41,862 epoch 59 - iter 1182/1974 - loss 0.35239571
2018-12-15 20:42:16,904 epoch 59 - iter 1379/1974 - loss 0.35152100
2018-12-15 20:42:50,696 epoch 59 - iter 1576/1974 - loss 0.35362039
2018-12-15 20:43:27,208 epoch 59 - iter 1773/1974 - loss 0.35576228
2018-12-15 20:44:02,813 epoch 59 - iter 1970/1974 - loss 0.35955081
2018-12-15 20:44:03,417 ----------------------------------------------------------------------------------------------------
2018-12-15 20:44:03,417 EPOCH 59 done: loss 0.3599 - lr 0.1000 - bad epochs 0
2018-12-15 20:45:35,573 TEST : loss 0.76692885 - f-score 0.8877 - acc 0.8877
2018-12-15 20:45:35,574 ----------------------------------------------------------------------------------------------------
2018-12-15 20:45:35,828 epoch 60 - iter 0/1974 - loss 0.34695947
2018-12-15 20:46:11,368 epoch 60 - iter 197/1974 - loss 0.32693363
2018-12-15 20:46:46,740 epoch 60 - iter 394/1974 - loss 0.33700565
2018-12-15 20:47:22,433 epoch 60 - iter 591/1974 - loss 0.33910304
2018-12-15 20:47:56,699 epoch 60 - iter 788/1974 - loss 0.34060088
2018-12-15 20:48:35,058 epoch 60 - iter 985/1974 - loss 0.34016714
2018-12-15 20:49:09,558 epoch 60 - iter 1182/1974 - loss 0.34073901
2018-12-15 20:49:43,900 epoch 60 - iter 1379/1974 - loss 0.34132463
2018-12-15 20:50:19,084 epoch 60 - iter 1576/1974 - loss 0.34247718
2018-12-15 20:50:53,802 epoch 60 - iter 1773/1974 - loss 0.34787945
2018-12-15 20:51:29,300 epoch 60 - iter 1970/1974 - loss 0.34981376
2018-12-15 20:51:30,203 ----------------------------------------------------------------------------------------------------
2018-12-15 20:51:30,204 EPOCH 60 done: loss 0.3499 - lr 0.1000 - bad epochs 1
2018-12-15 20:53:02,395 TEST : loss 0.78570426 - f-score 0.8877 - acc 0.8877
2018-12-15 20:53:02,395 ----------------------------------------------------------------------------------------------------
2018-12-15 20:53:02,618 epoch 61 - iter 0/1974 - loss 0.40744713
2018-12-15 20:53:39,737 epoch 61 - iter 197/1974 - loss 0.35525018
2018-12-15 20:54:14,586 epoch 61 - iter 394/1974 - loss 0.35970145
2018-12-15 20:54:51,741 epoch 61 - iter 591/1974 - loss 0.36305422
2018-12-15 20:55:25,262 epoch 61 - iter 788/1974 - loss 0.35605566
2018-12-15 20:55:59,786 epoch 61 - iter 985/1974 - loss 0.35540229
2018-12-15 20:56:34,069 epoch 61 - iter 1182/1974 - loss 0.35541814
2018-12-15 20:57:08,620 epoch 61 - iter 1379/1974 - loss 0.34792776
2018-12-15 20:57:45,730 epoch 61 - iter 1576/1974 - loss 0.34996576
2018-12-15 20:58:20,858 epoch 61 - iter 1773/1974 - loss 0.34984139
2018-12-15 20:58:56,449 epoch 61 - iter 1970/1974 - loss 0.35067065
2018-12-15 20:58:56,952 ----------------------------------------------------------------------------------------------------
2018-12-15 20:58:56,952 EPOCH 61 done: loss 0.3504 - lr 0.1000 - bad epochs 0
2018-12-15 21:00:30,462 TEST : loss 0.81526786 - f-score 0.8861 - acc 0.8861
2018-12-15 21:00:30,462 ----------------------------------------------------------------------------------------------------
2018-12-15 21:00:30,699 epoch 62 - iter 0/1974 - loss 0.27936783
2018-12-15 21:01:07,464 epoch 62 - iter 197/1974 - loss 0.34415860
2018-12-15 21:01:43,742 epoch 62 - iter 394/1974 - loss 0.33569170
2018-12-15 21:02:19,126 epoch 62 - iter 591/1974 - loss 0.33482079
2018-12-15 21:02:53,984 epoch 62 - iter 788/1974 - loss 0.33292484
2018-12-15 21:03:31,204 epoch 62 - iter 985/1974 - loss 0.34149149
2018-12-15 21:04:08,511 epoch 62 - iter 1182/1974 - loss 0.34348516
2018-12-15 21:04:43,076 epoch 62 - iter 1379/1974 - loss 0.34388750
2018-12-15 21:05:16,746 epoch 62 - iter 1576/1974 - loss 0.34169813
2018-12-15 21:05:51,890 epoch 62 - iter 1773/1974 - loss 0.34373436
2018-12-15 21:06:27,599 epoch 62 - iter 1970/1974 - loss 0.34653985
2018-12-15 21:06:28,096 ----------------------------------------------------------------------------------------------------
2018-12-15 21:06:28,096 EPOCH 62 done: loss 0.3465 - lr 0.1000 - bad epochs 1
2018-12-15 21:08:01,569 TEST : loss 0.80671656 - f-score 0.8846 - acc 0.8846
2018-12-15 21:08:01,570 ----------------------------------------------------------------------------------------------------
2018-12-15 21:08:01,821 epoch 63 - iter 0/1974 - loss 0.47895795
2018-12-15 21:08:36,617 epoch 63 - iter 197/1974 - loss 0.33495144
2018-12-15 21:09:14,304 epoch 63 - iter 394/1974 - loss 0.33603235
2018-12-15 21:09:51,531 epoch 63 - iter 591/1974 - loss 0.34165883
2018-12-15 21:10:27,343 epoch 63 - iter 788/1974 - loss 0.34244660
2018-12-15 21:11:04,984 epoch 63 - iter 985/1974 - loss 0.34443540
2018-12-15 21:11:38,923 epoch 63 - iter 1182/1974 - loss 0.34563752
2018-12-15 21:12:12,892 epoch 63 - iter 1379/1974 - loss 0.34456351
2018-12-15 21:12:49,424 epoch 63 - iter 1576/1974 - loss 0.34446150
2018-12-15 21:13:25,354 epoch 63 - iter 1773/1974 - loss 0.34265948
2018-12-15 21:14:00,152 epoch 63 - iter 1970/1974 - loss 0.34309213
2018-12-15 21:14:00,688 ----------------------------------------------------------------------------------------------------
2018-12-15 21:14:00,689 EPOCH 63 done: loss 0.3429 - lr 0.1000 - bad epochs 0
2018-12-15 21:15:33,033 TEST : loss 0.81883311 - f-score 0.8868 - acc 0.8868
2018-12-15 21:15:33,034 ----------------------------------------------------------------------------------------------------
2018-12-15 21:15:33,370 epoch 64 - iter 0/1974 - loss 0.73040628
2018-12-15 21:16:08,039 epoch 64 - iter 197/1974 - loss 0.34300705
2018-12-15 21:16:45,410 epoch 64 - iter 394/1974 - loss 0.34505685
2018-12-15 21:17:22,305 epoch 64 - iter 591/1974 - loss 0.33580534
2018-12-15 21:17:59,242 epoch 64 - iter 788/1974 - loss 0.34425155
2018-12-15 21:18:35,262 epoch 64 - iter 985/1974 - loss 0.34459299
2018-12-15 21:19:10,271 epoch 64 - iter 1182/1974 - loss 0.34291070
2018-12-15 21:19:44,334 epoch 64 - iter 1379/1974 - loss 0.34634641
2018-12-15 21:20:19,061 epoch 64 - iter 1576/1974 - loss 0.34656809
2018-12-15 21:20:53,461 epoch 64 - iter 1773/1974 - loss 0.34720750
2018-12-15 21:21:27,456 epoch 64 - iter 1970/1974 - loss 0.34768351
2018-12-15 21:21:27,983 ----------------------------------------------------------------------------------------------------
2018-12-15 21:21:27,983 EPOCH 64 done: loss 0.3477 - lr 0.1000 - bad epochs 0
2018-12-15 21:22:59,833 TEST : loss 0.81064522 - f-score 0.8882 - acc 0.8883
2018-12-15 21:22:59,834 ----------------------------------------------------------------------------------------------------
2018-12-15 21:23:00,040 epoch 65 - iter 0/1974 - loss 0.19513351
2018-12-15 21:23:35,426 epoch 65 - iter 197/1974 - loss 0.34533492
2018-12-15 21:24:11,737 epoch 65 - iter 394/1974 - loss 0.33294404
2018-12-15 21:24:45,921 epoch 65 - iter 591/1974 - loss 0.32859550
2018-12-15 21:25:21,983 epoch 65 - iter 788/1974 - loss 0.32822696
2018-12-15 21:25:56,274 epoch 65 - iter 985/1974 - loss 0.33229304
2018-12-15 21:26:31,125 epoch 65 - iter 1182/1974 - loss 0.33570099
2018-12-15 21:27:05,701 epoch 65 - iter 1379/1974 - loss 0.33681787
2018-12-15 21:27:43,189 epoch 65 - iter 1576/1974 - loss 0.33782080
2018-12-15 21:28:18,415 epoch 65 - iter 1773/1974 - loss 0.33791518
2018-12-15 21:28:53,133 epoch 65 - iter 1970/1974 - loss 0.33824758
2018-12-15 21:28:53,676 ----------------------------------------------------------------------------------------------------
2018-12-15 21:28:53,676 EPOCH 65 done: loss 0.3381 - lr 0.1000 - bad epochs 1
2018-12-15 21:30:26,261 TEST : loss 0.81230265 - f-score 0.8865 - acc 0.8866
2018-12-15 21:30:26,262 ----------------------------------------------------------------------------------------------------
2018-12-15 21:30:26,482 epoch 66 - iter 0/1974 - loss 0.60953683
2018-12-15 21:31:02,971 epoch 66 - iter 197/1974 - loss 0.33933858
2018-12-15 21:31:39,782 epoch 66 - iter 394/1974 - loss 0.32897704
2018-12-15 21:32:13,853 epoch 66 - iter 591/1974 - loss 0.32834853
2018-12-15 21:32:48,482 epoch 66 - iter 788/1974 - loss 0.32936038
2018-12-15 21:33:25,155 epoch 66 - iter 985/1974 - loss 0.33946357
2018-12-15 21:33:59,293 epoch 66 - iter 1182/1974 - loss 0.34104148
2018-12-15 21:34:35,294 epoch 66 - iter 1379/1974 - loss 0.34187692
2018-12-15 21:35:09,355 epoch 66 - iter 1576/1974 - loss 0.34150092
2018-12-15 21:35:44,530 epoch 66 - iter 1773/1974 - loss 0.34160788
2018-12-15 21:36:19,416 epoch 66 - iter 1970/1974 - loss 0.33989807
2018-12-15 21:36:19,880 ----------------------------------------------------------------------------------------------------
2018-12-15 21:36:19,880 EPOCH 66 done: loss 0.3399 - lr 0.1000 - bad epochs 0
2018-12-15 21:37:52,829 TEST : loss 0.81380618 - f-score 0.8860 - acc 0.8860
2018-12-15 21:37:52,830 ----------------------------------------------------------------------------------------------------
2018-12-15 21:37:53,064 epoch 67 - iter 0/1974 - loss 0.62571692
2018-12-15 21:38:28,141 epoch 67 - iter 197/1974 - loss 0.33034589
2018-12-15 21:39:01,988 epoch 67 - iter 394/1974 - loss 0.32797777
2018-12-15 21:39:37,097 epoch 67 - iter 591/1974 - loss 0.32918124
2018-12-15 21:40:11,017 epoch 67 - iter 788/1974 - loss 0.32802940
2018-12-15 21:40:49,835 epoch 67 - iter 985/1974 - loss 0.32849789
2018-12-15 21:41:25,847 epoch 67 - iter 1182/1974 - loss 0.32783557
2018-12-15 21:42:02,184 epoch 67 - iter 1379/1974 - loss 0.33519422
2018-12-15 21:42:37,540 epoch 67 - iter 1576/1974 - loss 0.33933748
2018-12-15 21:43:13,641 epoch 67 - iter 1773/1974 - loss 0.33992598
2018-12-15 21:43:48,014 epoch 67 - iter 1970/1974 - loss 0.34111333
2018-12-15 21:43:48,552 ----------------------------------------------------------------------------------------------------
2018-12-15 21:43:48,552 EPOCH 67 done: loss 0.3411 - lr 0.1000 - bad epochs 1
2018-12-15 21:45:27,195 TEST : loss 0.81875885 - f-score 0.8856 - acc 0.8856
2018-12-15 21:45:27,196 ----------------------------------------------------------------------------------------------------
2018-12-15 21:45:27,431 epoch 68 - iter 0/1974 - loss 0.62630725
2018-12-15 21:46:03,849 epoch 68 - iter 197/1974 - loss 0.34450193
2018-12-15 21:46:38,524 epoch 68 - iter 394/1974 - loss 0.33864698
2018-12-15 21:47:14,418 epoch 68 - iter 591/1974 - loss 0.33642260
2018-12-15 21:47:49,025 epoch 68 - iter 788/1974 - loss 0.33571539
2018-12-15 21:48:25,147 epoch 68 - iter 985/1974 - loss 0.33131240
2018-12-15 21:49:00,531 epoch 68 - iter 1182/1974 - loss 0.33322024
2018-12-15 21:49:36,354 epoch 68 - iter 1379/1974 - loss 0.33259741
2018-12-15 21:50:13,645 epoch 68 - iter 1576/1974 - loss 0.33633617
2018-12-15 21:50:51,649 epoch 68 - iter 1773/1974 - loss 0.33729871
2018-12-15 21:51:25,641 epoch 68 - iter 1970/1974 - loss 0.33794791
2018-12-15 21:51:26,212 ----------------------------------------------------------------------------------------------------
2018-12-15 21:51:26,212 EPOCH 68 done: loss 0.3378 - lr 0.1000 - bad epochs 2
2018-12-15 21:52:58,502 TEST : loss 0.78140670 - f-score 0.8883 - acc 0.8883
2018-12-15 21:52:58,503 ----------------------------------------------------------------------------------------------------
2018-12-15 21:52:58,725 epoch 69 - iter 0/1974 - loss 0.08044872
2018-12-15 21:53:33,297 epoch 69 - iter 197/1974 - loss 0.31643938
2018-12-15 21:54:09,807 epoch 69 - iter 394/1974 - loss 0.31584989
2018-12-15 21:54:44,535 epoch 69 - iter 591/1974 - loss 0.31517983
2018-12-15 21:55:20,334 epoch 69 - iter 788/1974 - loss 0.31630865
2018-12-15 21:55:54,652 epoch 69 - iter 985/1974 - loss 0.32436099
2018-12-15 21:56:28,893 epoch 69 - iter 1182/1974 - loss 0.32328316
2018-12-15 21:57:05,196 epoch 69 - iter 1379/1974 - loss 0.32277608
2018-12-15 21:57:41,387 epoch 69 - iter 1576/1974 - loss 0.32520282
2018-12-15 21:58:16,813 epoch 69 - iter 1773/1974 - loss 0.32591958
2018-12-15 21:58:51,902 epoch 69 - iter 1970/1974 - loss 0.32802375
2018-12-15 21:58:52,567 ----------------------------------------------------------------------------------------------------
2018-12-15 21:58:52,567 EPOCH 69 done: loss 0.3279 - lr 0.1000 - bad epochs 0
2018-12-15 22:00:26,504 TEST : loss 0.81875938 - f-score 0.8875 - acc 0.8875
2018-12-15 22:00:26,505 ----------------------------------------------------------------------------------------------------
2018-12-15 22:00:26,748 epoch 70 - iter 0/1974 - loss 0.29532963
2018-12-15 22:01:01,706 epoch 70 - iter 197/1974 - loss 0.33075487
2018-12-15 22:01:36,426 epoch 70 - iter 394/1974 - loss 0.31738610
2018-12-15 22:02:14,595 epoch 70 - iter 591/1974 - loss 0.32329487
2018-12-15 22:02:49,645 epoch 70 - iter 788/1974 - loss 0.32787460
2018-12-15 22:03:26,142 epoch 70 - iter 985/1974 - loss 0.32863550
2018-12-15 22:04:02,940 epoch 70 - iter 1182/1974 - loss 0.33148866
2018-12-15 22:04:38,701 epoch 70 - iter 1379/1974 - loss 0.33340443
2018-12-15 22:05:13,997 epoch 70 - iter 1576/1974 - loss 0.33036839
2018-12-15 22:05:50,972 epoch 70 - iter 1773/1974 - loss 0.33364755
2018-12-15 22:06:25,730 epoch 70 - iter 1970/1974 - loss 0.33579955
2018-12-15 22:06:26,348 ----------------------------------------------------------------------------------------------------
2018-12-15 22:06:26,348 EPOCH 70 done: loss 0.3358 - lr 0.1000 - bad epochs 0
2018-12-15 22:07:59,224 TEST : loss 0.80763340 - f-score 0.8866 - acc 0.8866
2018-12-15 22:07:59,225 ----------------------------------------------------------------------------------------------------
2018-12-15 22:07:59,464 epoch 71 - iter 0/1974 - loss 0.34314311
2018-12-15 22:08:35,470 epoch 71 - iter 197/1974 - loss 0.32286873
2018-12-15 22:09:10,229 epoch 71 - iter 394/1974 - loss 0.32139074
2018-12-15 22:09:44,373 epoch 71 - iter 591/1974 - loss 0.32285740
2018-12-15 22:10:18,460 epoch 71 - iter 788/1974 - loss 0.32241792
2018-12-15 22:10:54,544 epoch 71 - iter 985/1974 - loss 0.32019231
2018-12-15 22:11:29,549 epoch 71 - iter 1182/1974 - loss 0.31921565
2018-12-15 22:12:04,934 epoch 71 - iter 1379/1974 - loss 0.32036889
2018-12-15 22:12:46,680 epoch 71 - iter 1576/1974 - loss 0.32133081
2018-12-15 22:13:22,643 epoch 71 - iter 1773/1974 - loss 0.32326404
2018-12-15 22:13:57,145 epoch 71 - iter 1970/1974 - loss 0.32844326
2018-12-15 22:13:57,898 ----------------------------------------------------------------------------------------------------
2018-12-15 22:13:57,898 EPOCH 71 done: loss 0.3284 - lr 0.1000 - bad epochs 1
2018-12-15 22:15:32,257 TEST : loss 0.79671323 - f-score 0.8902 - acc 0.8902
2018-12-15 22:15:32,258 ----------------------------------------------------------------------------------------------------
2018-12-15 22:15:32,484 epoch 72 - iter 0/1974 - loss 0.21128893
2018-12-15 22:16:07,446 epoch 72 - iter 197/1974 - loss 0.32386072
2018-12-15 22:16:44,193 epoch 72 - iter 394/1974 - loss 0.32659189
2018-12-15 22:17:21,110 epoch 72 - iter 591/1974 - loss 0.33689837
2018-12-15 22:17:57,187 epoch 72 - iter 788/1974 - loss 0.33544839
2018-12-15 22:18:32,030 epoch 72 - iter 985/1974 - loss 0.33144717
2018-12-15 22:19:09,008 epoch 72 - iter 1182/1974 - loss 0.34001954
2018-12-15 22:19:43,218 epoch 72 - iter 1379/1974 - loss 0.33914181
2018-12-15 22:20:18,157 epoch 72 - iter 1576/1974 - loss 0.33461594
2018-12-15 22:20:53,677 epoch 72 - iter 1773/1974 - loss 0.33177666
2018-12-15 22:21:30,138 epoch 72 - iter 1970/1974 - loss 0.33173606
2018-12-15 22:21:30,618 ----------------------------------------------------------------------------------------------------
2018-12-15 22:21:30,618 EPOCH 72 done: loss 0.3313 - lr 0.1000 - bad epochs 2
2018-12-15 22:23:04,138 TEST : loss 0.80846620 - f-score 0.8909 - acc 0.8909
2018-12-15 22:23:04,139 ----------------------------------------------------------------------------------------------------
2018-12-15 22:23:04,401 epoch 73 - iter 0/1974 - loss 0.36185616
2018-12-15 22:23:40,334 epoch 73 - iter 197/1974 - loss 0.30991081
2018-12-15 22:24:15,544 epoch 73 - iter 394/1974 - loss 0.30908671
2018-12-15 22:24:50,812 epoch 73 - iter 591/1974 - loss 0.31127701
2018-12-15 22:25:26,249 epoch 73 - iter 788/1974 - loss 0.30956885
2018-12-15 22:26:06,110 epoch 73 - iter 985/1974 - loss 0.31437421
2018-12-15 22:26:41,980 epoch 73 - iter 1182/1974 - loss 0.31129301
2018-12-15 22:27:16,040 epoch 73 - iter 1379/1974 - loss 0.30858959
2018-12-15 22:27:52,293 epoch 73 - iter 1576/1974 - loss 0.31053667
2018-12-15 22:28:29,558 epoch 73 - iter 1773/1974 - loss 0.30732435
2018-12-15 22:29:03,998 epoch 73 - iter 1970/1974 - loss 0.30480187
2018-12-15 22:29:04,537 ----------------------------------------------------------------------------------------------------
2018-12-15 22:29:04,537 EPOCH 73 done: loss 0.3049 - lr 0.0500 - bad epochs 0
2018-12-15 22:30:36,491 TEST : loss 0.81224841 - f-score 0.8926 - acc 0.8926
2018-12-15 22:30:36,491 ----------------------------------------------------------------------------------------------------
2018-12-15 22:30:36,710 epoch 74 - iter 0/1974 - loss 0.47143611
2018-12-15 22:31:11,911 epoch 74 - iter 197/1974 - loss 0.27322536
2018-12-15 22:31:48,046 epoch 74 - iter 394/1974 - loss 0.29761544
2018-12-15 22:32:25,610 epoch 74 - iter 591/1974 - loss 0.30491676
2018-12-15 22:33:02,770 epoch 74 - iter 788/1974 - loss 0.30538887
2018-12-15 22:33:37,830 epoch 74 - iter 985/1974 - loss 0.30481648
2018-12-15 22:34:13,129 epoch 74 - iter 1182/1974 - loss 0.30448114
2018-12-15 22:34:48,895 epoch 74 - iter 1379/1974 - loss 0.29951096
2018-12-15 22:35:23,308 epoch 74 - iter 1576/1974 - loss 0.30012467
2018-12-15 22:35:57,884 epoch 74 - iter 1773/1974 - loss 0.29988452
2018-12-15 22:36:32,509 epoch 74 - iter 1970/1974 - loss 0.29951395
2018-12-15 22:36:33,138 ----------------------------------------------------------------------------------------------------
2018-12-15 22:36:33,138 EPOCH 74 done: loss 0.2996 - lr 0.0500 - bad epochs 0
2018-12-15 22:38:05,137 TEST : loss 0.81578976 - f-score 0.8905 - acc 0.8905
2018-12-15 22:38:05,137 ----------------------------------------------------------------------------------------------------
2018-12-15 22:38:05,361 epoch 75 - iter 0/1974 - loss 0.04134259
2018-12-15 22:38:40,413 epoch 75 - iter 197/1974 - loss 0.29471513
2018-12-15 22:39:15,532 epoch 75 - iter 394/1974 - loss 0.28261723
2018-12-15 22:39:52,441 epoch 75 - iter 591/1974 - loss 0.28311463
2018-12-15 22:40:27,351 epoch 75 - iter 788/1974 - loss 0.28003696
2018-12-15 22:41:04,856 epoch 75 - iter 985/1974 - loss 0.28117752
2018-12-15 22:41:39,320 epoch 75 - iter 1182/1974 - loss 0.28048691
2018-12-15 22:42:13,252 epoch 75 - iter 1379/1974 - loss 0.28068081
2018-12-15 22:42:47,828 epoch 75 - iter 1576/1974 - loss 0.28068758
2018-12-15 22:43:21,893 epoch 75 - iter 1773/1974 - loss 0.27968105
2018-12-15 22:43:57,631 epoch 75 - iter 1970/1974 - loss 0.28111760
2018-12-15 22:43:58,183 ----------------------------------------------------------------------------------------------------
2018-12-15 22:43:58,183 EPOCH 75 done: loss 0.2814 - lr 0.0500 - bad epochs 0
2018-12-15 22:45:30,465 TEST : loss 0.83781803 - f-score 0.8901 - acc 0.8901
2018-12-15 22:45:30,466 ----------------------------------------------------------------------------------------------------
2018-12-15 22:45:30,692 epoch 76 - iter 0/1974 - loss 0.17029354
2018-12-15 22:46:08,975 epoch 76 - iter 197/1974 - loss 0.28161004
2018-12-15 22:46:43,403 epoch 76 - iter 394/1974 - loss 0.27579430
2018-12-15 22:47:18,490 epoch 76 - iter 591/1974 - loss 0.27612810
2018-12-15 22:47:53,017 epoch 76 - iter 788/1974 - loss 0.26888687
2018-12-15 22:48:27,911 epoch 76 - iter 985/1974 - loss 0.26576062
2018-12-15 22:49:03,165 epoch 76 - iter 1182/1974 - loss 0.26878436
2018-12-15 22:49:39,078 epoch 76 - iter 1379/1974 - loss 0.27332112
2018-12-15 22:50:15,228 epoch 76 - iter 1576/1974 - loss 0.27531104
2018-12-15 22:50:48,768 epoch 76 - iter 1773/1974 - loss 0.27426763
2018-12-15 22:51:23,278 epoch 76 - iter 1970/1974 - loss 0.27410333
2018-12-15 22:51:24,616 ----------------------------------------------------------------------------------------------------
2018-12-15 22:51:24,616 EPOCH 76 done: loss 0.2739 - lr 0.0500 - bad epochs 0
2018-12-15 22:52:58,080 TEST : loss 0.85818881 - f-score 0.8906 - acc 0.8907
2018-12-15 22:52:58,080 ----------------------------------------------------------------------------------------------------
2018-12-15 22:52:58,270 epoch 77 - iter 0/1974 - loss 0.11261988
2018-12-15 22:53:33,331 epoch 77 - iter 197/1974 - loss 0.28482235
2018-12-15 22:54:09,744 epoch 77 - iter 394/1974 - loss 0.27275394
2018-12-15 22:54:44,215 epoch 77 - iter 591/1974 - loss 0.27517797
2018-12-15 22:55:20,009 epoch 77 - iter 788/1974 - loss 0.27436838
2018-12-15 22:55:54,905 epoch 77 - iter 985/1974 - loss 0.27321213
2018-12-15 22:56:32,249 epoch 77 - iter 1182/1974 - loss 0.27321006
2018-12-15 22:57:09,015 epoch 77 - iter 1379/1974 - loss 0.27537251
2018-12-15 22:57:43,070 epoch 77 - iter 1576/1974 - loss 0.27745444
2018-12-15 22:58:16,373 epoch 77 - iter 1773/1974 - loss 0.27734632
2018-12-15 22:58:51,345 epoch 77 - iter 1970/1974 - loss 0.27823579
2018-12-15 22:58:51,939 ----------------------------------------------------------------------------------------------------
2018-12-15 22:58:51,939 EPOCH 77 done: loss 0.2784 - lr 0.0500 - bad epochs 0
2018-12-15 23:00:24,792 TEST : loss 0.83054686 - f-score 0.8907 - acc 0.8907
2018-12-15 23:00:24,793 ----------------------------------------------------------------------------------------------------
2018-12-15 23:00:25,055 epoch 78 - iter 0/1974 - loss 0.41388667
2018-12-15 23:01:01,706 epoch 78 - iter 197/1974 - loss 0.25213232
2018-12-15 23:01:36,332 epoch 78 - iter 394/1974 - loss 0.24947871
2018-12-15 23:02:12,703 epoch 78 - iter 591/1974 - loss 0.25322213
2018-12-15 23:02:47,934 epoch 78 - iter 788/1974 - loss 0.25722394
2018-12-15 23:03:23,575 epoch 78 - iter 985/1974 - loss 0.26266375
2018-12-15 23:03:59,924 epoch 78 - iter 1182/1974 - loss 0.26266218
2018-12-15 23:04:36,146 epoch 78 - iter 1379/1974 - loss 0.26067786
2018-12-15 23:05:12,940 epoch 78 - iter 1576/1974 - loss 0.26400479
2018-12-15 23:05:46,862 epoch 78 - iter 1773/1974 - loss 0.26925823
2018-12-15 23:06:21,916 epoch 78 - iter 1970/1974 - loss 0.26886349
2018-12-15 23:06:22,395 ----------------------------------------------------------------------------------------------------
2018-12-15 23:06:22,395 EPOCH 78 done: loss 0.2689 - lr 0.0500 - bad epochs 1
2018-12-15 23:07:55,303 TEST : loss 0.85356486 - f-score 0.8928 - acc 0.8928
2018-12-15 23:07:55,304 ----------------------------------------------------------------------------------------------------
2018-12-15 23:07:55,571 epoch 79 - iter 0/1974 - loss 0.26472858
2018-12-15 23:08:29,400 epoch 79 - iter 197/1974 - loss 0.22559720
2018-12-15 23:09:02,985 epoch 79 - iter 394/1974 - loss 0.24425391
2018-12-15 23:09:37,996 epoch 79 - iter 591/1974 - loss 0.25049102
2018-12-15 23:10:14,179 epoch 79 - iter 788/1974 - loss 0.25854938
2018-12-15 23:10:51,261 epoch 79 - iter 985/1974 - loss 0.25820613
2018-12-15 23:11:27,492 epoch 79 - iter 1182/1974 - loss 0.25755109
2018-12-15 23:12:02,579 epoch 79 - iter 1379/1974 - loss 0.25717224
2018-12-15 23:12:37,675 epoch 79 - iter 1576/1974 - loss 0.25949915
2018-12-15 23:13:15,268 epoch 79 - iter 1773/1974 - loss 0.25764995
2018-12-15 23:13:53,889 epoch 79 - iter 1970/1974 - loss 0.26049358
2018-12-15 23:13:54,483 ----------------------------------------------------------------------------------------------------
2018-12-15 23:13:54,483 EPOCH 79 done: loss 0.2606 - lr 0.0500 - bad epochs 0
2018-12-15 23:15:28,167 TEST : loss 0.89341372 - f-score 0.8891 - acc 0.8891
2018-12-15 23:15:28,168 ----------------------------------------------------------------------------------------------------
2018-12-15 23:15:28,393 epoch 80 - iter 0/1974 - loss 0.22248960
2018-12-15 23:16:04,872 epoch 80 - iter 197/1974 - loss 0.24462754
2018-12-15 23:16:41,174 epoch 80 - iter 394/1974 - loss 0.24495894
2018-12-15 23:17:15,881 epoch 80 - iter 591/1974 - loss 0.24779703
2018-12-15 23:17:51,605 epoch 80 - iter 788/1974 - loss 0.25011486
2018-12-15 23:18:27,148 epoch 80 - iter 985/1974 - loss 0.25049018
2018-12-15 23:19:02,353 epoch 80 - iter 1182/1974 - loss 0.25037874
2018-12-15 23:19:37,575 epoch 80 - iter 1379/1974 - loss 0.24802897
2018-12-15 23:20:15,369 epoch 80 - iter 1576/1974 - loss 0.24970228
2018-12-15 23:20:50,743 epoch 80 - iter 1773/1974 - loss 0.25348518
2018-12-15 23:21:25,568 epoch 80 - iter 1970/1974 - loss 0.25559753
2018-12-15 23:21:26,064 ----------------------------------------------------------------------------------------------------
2018-12-15 23:21:26,065 EPOCH 80 done: loss 0.2556 - lr 0.0500 - bad epochs 0
2018-12-15 23:22:58,831 TEST : loss 0.87705463 - f-score 0.8902 - acc 0.8902
2018-12-15 23:22:58,832 ----------------------------------------------------------------------------------------------------
2018-12-15 23:22:59,061 epoch 81 - iter 0/1974 - loss 0.26557675
2018-12-15 23:23:34,341 epoch 81 - iter 197/1974 - loss 0.24745312
2018-12-15 23:24:09,854 epoch 81 - iter 394/1974 - loss 0.24794548
2018-12-15 23:24:45,314 epoch 81 - iter 591/1974 - loss 0.25011397
2018-12-15 23:25:22,105 epoch 81 - iter 788/1974 - loss 0.25609593
2018-12-15 23:25:56,963 epoch 81 - iter 985/1974 - loss 0.26483748
2018-12-15 23:26:31,340 epoch 81 - iter 1182/1974 - loss 0.26153192
2018-12-15 23:27:05,457 epoch 81 - iter 1379/1974 - loss 0.25932900
2018-12-15 23:27:40,795 epoch 81 - iter 1576/1974 - loss 0.26098550
2018-12-15 23:28:17,478 epoch 81 - iter 1773/1974 - loss 0.26049532
2018-12-15 23:28:53,654 epoch 81 - iter 1970/1974 - loss 0.26370960
2018-12-15 23:28:54,083 ----------------------------------------------------------------------------------------------------
2018-12-15 23:28:54,083 EPOCH 81 done: loss 0.2635 - lr 0.0500 - bad epochs 0
2018-12-15 23:30:27,158 TEST : loss 0.88139510 - f-score 0.8917 - acc 0.8917
2018-12-15 23:30:27,159 ----------------------------------------------------------------------------------------------------
2018-12-15 23:30:27,402 epoch 82 - iter 0/1974 - loss 0.03389817
2018-12-15 23:31:05,987 epoch 82 - iter 197/1974 - loss 0.26342720
2018-12-15 23:31:40,454 epoch 82 - iter 394/1974 - loss 0.26584415
2018-12-15 23:32:15,265 epoch 82 - iter 591/1974 - loss 0.25438498
2018-12-15 23:32:49,437 epoch 82 - iter 788/1974 - loss 0.25108151
2018-12-15 23:33:28,385 epoch 82 - iter 985/1974 - loss 0.25251881
2018-12-15 23:34:03,200 epoch 82 - iter 1182/1974 - loss 0.25665337
2018-12-15 23:34:37,912 epoch 82 - iter 1379/1974 - loss 0.25667160
2018-12-15 23:35:12,218 epoch 82 - iter 1576/1974 - loss 0.25775090
2018-12-15 23:35:47,143 epoch 82 - iter 1773/1974 - loss 0.25873195
2018-12-15 23:36:21,049 epoch 82 - iter 1970/1974 - loss 0.25808432
2018-12-15 23:36:21,937 ----------------------------------------------------------------------------------------------------
2018-12-15 23:36:21,937 EPOCH 82 done: loss 0.2582 - lr 0.0500 - bad epochs 1
2018-12-15 23:37:54,674 TEST : loss 0.90424508 - f-score 0.8921 - acc 0.8921
2018-12-15 23:37:54,674 ----------------------------------------------------------------------------------------------------
2018-12-15 23:37:54,917 epoch 83 - iter 0/1974 - loss 0.56370318
2018-12-15 23:38:29,185 epoch 83 - iter 197/1974 - loss 0.25123186
2018-12-15 23:39:04,157 epoch 83 - iter 394/1974 - loss 0.24901592
2018-12-15 23:39:43,658 epoch 83 - iter 591/1974 - loss 0.25069493
2018-12-15 23:40:19,092 epoch 83 - iter 788/1974 - loss 0.24685127
2018-12-15 23:40:54,931 epoch 83 - iter 985/1974 - loss 0.24652354
2018-12-15 23:41:30,420 epoch 83 - iter 1182/1974 - loss 0.24923149
2018-12-15 23:42:05,650 epoch 83 - iter 1379/1974 - loss 0.24968004
2018-12-15 23:42:40,863 epoch 83 - iter 1576/1974 - loss 0.24888316
2018-12-15 23:43:15,931 epoch 83 - iter 1773/1974 - loss 0.25127807
2018-12-15 23:43:51,367 epoch 83 - iter 1970/1974 - loss 0.25121992
2018-12-15 23:43:51,867 ----------------------------------------------------------------------------------------------------
2018-12-15 23:43:51,868 EPOCH 83 done: loss 0.2512 - lr 0.0500 - bad epochs 2
2018-12-15 23:45:24,772 TEST : loss 0.90411389 - f-score 0.8898 - acc 0.8898
2018-12-15 23:45:24,773 ----------------------------------------------------------------------------------------------------
2018-12-15 23:45:25,012 epoch 84 - iter 0/1974 - loss 0.05349272
2018-12-15 23:46:01,107 epoch 84 - iter 197/1974 - loss 0.23603165
2018-12-15 23:46:37,587 epoch 84 - iter 394/1974 - loss 0.25199039
2018-12-15 23:47:12,129 epoch 84 - iter 591/1974 - loss 0.24943435
2018-12-15 23:47:47,546 epoch 84 - iter 788/1974 - loss 0.25123760
2018-12-15 23:48:22,219 epoch 84 - iter 985/1974 - loss 0.25037178
2018-12-15 23:48:56,740 epoch 84 - iter 1182/1974 - loss 0.24897892
2018-12-15 23:49:34,623 epoch 84 - iter 1379/1974 - loss 0.24790787
2018-12-15 23:50:10,133 epoch 84 - iter 1576/1974 - loss 0.24842010
2018-12-15 23:50:45,162 epoch 84 - iter 1773/1974 - loss 0.24896481
2018-12-15 23:51:19,219 epoch 84 - iter 1970/1974 - loss 0.24926304
2018-12-15 23:51:19,816 ----------------------------------------------------------------------------------------------------
2018-12-15 23:51:19,816 EPOCH 84 done: loss 0.2496 - lr 0.0500 - bad epochs 0
2018-12-15 23:52:56,331 TEST : loss 0.90709871 - f-score 0.8905 - acc 0.8905
2018-12-15 23:52:56,332 ----------------------------------------------------------------------------------------------------
2018-12-15 23:52:56,562 epoch 85 - iter 0/1974 - loss 0.62186497
2018-12-15 23:53:31,135 epoch 85 - iter 197/1974 - loss 0.25046990
2018-12-15 23:54:04,965 epoch 85 - iter 394/1974 - loss 0.24179258
2018-12-15 23:54:39,809 epoch 85 - iter 591/1974 - loss 0.24511109
2018-12-15 23:55:15,211 epoch 85 - iter 788/1974 - loss 0.25107819
2018-12-15 23:55:50,122 epoch 85 - iter 985/1974 - loss 0.25043915
2018-12-15 23:56:27,243 epoch 85 - iter 1182/1974 - loss 0.25127689
2018-12-15 23:57:03,830 epoch 85 - iter 1379/1974 - loss 0.25157910
2018-12-15 23:57:40,236 epoch 85 - iter 1576/1974 - loss 0.25043442
2018-12-15 23:58:17,120 epoch 85 - iter 1773/1974 - loss 0.25392671
2018-12-15 23:58:51,561 epoch 85 - iter 1970/1974 - loss 0.25226459
2018-12-15 23:58:52,159 ----------------------------------------------------------------------------------------------------
2018-12-15 23:58:52,159 EPOCH 85 done: loss 0.2522 - lr 0.0500 - bad epochs 0
2018-12-16 00:00:26,172 TEST : loss 0.91626865 - f-score 0.8915 - acc 0.8915
2018-12-16 00:00:26,173 ----------------------------------------------------------------------------------------------------
2018-12-16 00:00:26,365 epoch 86 - iter 0/1974 - loss 0.27350384
2018-12-16 00:01:00,795 epoch 86 - iter 197/1974 - loss 0.25780539
2018-12-16 00:01:35,356 epoch 86 - iter 394/1974 - loss 0.24770832
2018-12-16 00:02:14,140 epoch 86 - iter 591/1974 - loss 0.24572658
2018-12-16 00:02:48,019 epoch 86 - iter 788/1974 - loss 0.24995283
2018-12-16 00:03:24,878 epoch 86 - iter 985/1974 - loss 0.25292391
2018-12-16 00:04:01,248 epoch 86 - iter 1182/1974 - loss 0.25411649
2018-12-16 00:04:36,905 epoch 86 - iter 1379/1974 - loss 0.25329347
2018-12-16 00:05:11,789 epoch 86 - iter 1576/1974 - loss 0.25303447
2018-12-16 00:05:46,488 epoch 86 - iter 1773/1974 - loss 0.25200508
2018-12-16 00:06:21,284 epoch 86 - iter 1970/1974 - loss 0.25131790
2018-12-16 00:06:21,813 ----------------------------------------------------------------------------------------------------
2018-12-16 00:06:21,813 EPOCH 86 done: loss 0.2512 - lr 0.0500 - bad epochs 1
2018-12-16 00:07:54,627 TEST : loss 0.91719544 - f-score 0.8918 - acc 0.8918
2018-12-16 00:07:54,628 ----------------------------------------------------------------------------------------------------
2018-12-16 00:07:54,859 epoch 87 - iter 0/1974 - loss 0.05930647
2018-12-16 00:08:28,927 epoch 87 - iter 197/1974 - loss 0.24179803
2018-12-16 00:09:05,693 epoch 87 - iter 394/1974 - loss 0.24649640
2018-12-16 00:09:40,167 epoch 87 - iter 591/1974 - loss 0.24556821
2018-12-16 00:10:14,016 epoch 87 - iter 788/1974 - loss 0.24583854
2018-12-16 00:10:48,231 epoch 87 - iter 985/1974 - loss 0.24299705
2018-12-16 00:11:24,094 epoch 87 - iter 1182/1974 - loss 0.23799410
2018-12-16 00:12:00,023 epoch 87 - iter 1379/1974 - loss 0.24204386
2018-12-16 00:12:34,999 epoch 87 - iter 1576/1974 - loss 0.24380268
2018-12-16 00:13:09,549 epoch 87 - iter 1773/1974 - loss 0.24215665
2018-12-16 00:13:48,054 epoch 87 - iter 1970/1974 - loss 0.24536002
2018-12-16 00:13:48,560 ----------------------------------------------------------------------------------------------------
2018-12-16 00:13:48,560 EPOCH 87 done: loss 0.2456 - lr 0.0500 - bad epochs 2
2018-12-16 00:15:20,904 TEST : loss 0.91259563 - f-score 0.8912 - acc 0.8913
2018-12-16 00:15:20,905 ----------------------------------------------------------------------------------------------------
2018-12-16 00:15:21,114 epoch 88 - iter 0/1974 - loss 0.10139236
2018-12-16 00:15:58,794 epoch 88 - iter 197/1974 - loss 0.23985026
2018-12-16 00:16:34,191 epoch 88 - iter 394/1974 - loss 0.24816508
2018-12-16 00:17:10,629 epoch 88 - iter 591/1974 - loss 0.24416039
2018-12-16 00:17:45,724 epoch 88 - iter 788/1974 - loss 0.24513015
2018-12-16 00:18:22,761 epoch 88 - iter 985/1974 - loss 0.24870348
2018-12-16 00:18:58,480 epoch 88 - iter 1182/1974 - loss 0.24673756
2018-12-16 00:19:33,036 epoch 88 - iter 1379/1974 - loss 0.24776467
2018-12-16 00:20:08,998 epoch 88 - iter 1576/1974 - loss 0.24766336
2018-12-16 00:20:43,175 epoch 88 - iter 1773/1974 - loss 0.24757629
2018-12-16 00:21:17,229 epoch 88 - iter 1970/1974 - loss 0.24631249
2018-12-16 00:21:17,814 ----------------------------------------------------------------------------------------------------
2018-12-16 00:21:17,814 EPOCH 88 done: loss 0.2462 - lr 0.0500 - bad epochs 0
2018-12-16 00:22:50,172 TEST : loss 0.92712456 - f-score 0.8902 - acc 0.8902
2018-12-16 00:22:50,173 ----------------------------------------------------------------------------------------------------
2018-12-16 00:22:50,392 epoch 89 - iter 0/1974 - loss 0.53598475
2018-12-16 00:23:26,840 epoch 89 - iter 197/1974 - loss 0.21926934
2018-12-16 00:24:00,903 epoch 89 - iter 394/1974 - loss 0.22125961
2018-12-16 00:24:35,853 epoch 89 - iter 591/1974 - loss 0.22497494
2018-12-16 00:25:10,752 epoch 89 - iter 788/1974 - loss 0.22830169
2018-12-16 00:25:46,410 epoch 89 - iter 985/1974 - loss 0.22928045
2018-12-16 00:26:21,872 epoch 89 - iter 1182/1974 - loss 0.23684256
2018-12-16 00:26:55,971 epoch 89 - iter 1379/1974 - loss 0.23844982
2018-12-16 00:27:32,236 epoch 89 - iter 1576/1974 - loss 0.23669548
2018-12-16 00:28:10,153 epoch 89 - iter 1773/1974 - loss 0.23742269
2018-12-16 00:28:47,516 epoch 89 - iter 1970/1974 - loss 0.23799493
2018-12-16 00:28:48,029 ----------------------------------------------------------------------------------------------------
2018-12-16 00:28:48,030 EPOCH 89 done: loss 0.2379 - lr 0.0500 - bad epochs 1
2018-12-16 00:30:20,982 TEST : loss 0.94754475 - f-score 0.8912 - acc 0.8912
2018-12-16 00:30:20,983 ----------------------------------------------------------------------------------------------------
2018-12-16 00:30:21,189 epoch 90 - iter 0/1974 - loss 0.30793005
2018-12-16 00:30:55,249 epoch 90 - iter 197/1974 - loss 0.23474674
2018-12-16 00:31:30,281 epoch 90 - iter 394/1974 - loss 0.23655926
2018-12-16 00:32:07,830 epoch 90 - iter 591/1974 - loss 0.23566100
2018-12-16 00:32:43,906 epoch 90 - iter 788/1974 - loss 0.23741156
2018-12-16 00:33:19,394 epoch 90 - iter 985/1974 - loss 0.23168912
2018-12-16 00:33:53,398 epoch 90 - iter 1182/1974 - loss 0.23619920
2018-12-16 00:34:28,410 epoch 90 - iter 1379/1974 - loss 0.23922168
2018-12-16 00:35:04,037 epoch 90 - iter 1576/1974 - loss 0.23980427
2018-12-16 00:35:41,841 epoch 90 - iter 1773/1974 - loss 0.24045222
2018-12-16 00:36:17,279 epoch 90 - iter 1970/1974 - loss 0.23900311
2018-12-16 00:36:17,859 ----------------------------------------------------------------------------------------------------
2018-12-16 00:36:17,859 EPOCH 90 done: loss 0.2390 - lr 0.0500 - bad epochs 0
2018-12-16 00:37:51,279 TEST : loss 0.94720107 - f-score 0.8899 - acc 0.8899
2018-12-16 00:37:51,280 ----------------------------------------------------------------------------------------------------
2018-12-16 00:37:51,547 epoch 91 - iter 0/1974 - loss 0.10177320
2018-12-16 00:38:29,549 epoch 91 - iter 197/1974 - loss 0.25173111
2018-12-16 00:39:05,555 epoch 91 - iter 394/1974 - loss 0.24120166
2018-12-16 00:39:39,935 epoch 91 - iter 591/1974 - loss 0.24052878
2018-12-16 00:40:15,869 epoch 91 - iter 788/1974 - loss 0.24486125
2018-12-16 00:40:52,547 epoch 91 - iter 985/1974 - loss 0.24109211
2018-12-16 00:41:26,877 epoch 91 - iter 1182/1974 - loss 0.23897791
2018-12-16 00:42:03,388 epoch 91 - iter 1379/1974 - loss 0.23808281
2018-12-16 00:42:37,823 epoch 91 - iter 1576/1974 - loss 0.23880207
2018-12-16 00:43:12,215 epoch 91 - iter 1773/1974 - loss 0.23646627
2018-12-16 00:43:46,719 epoch 91 - iter 1970/1974 - loss 0.23707625
2018-12-16 00:43:47,212 ----------------------------------------------------------------------------------------------------
2018-12-16 00:43:47,212 EPOCH 91 done: loss 0.2371 - lr 0.0500 - bad epochs 1
2018-12-16 00:45:19,792 TEST : loss 0.93714178 - f-score 0.8916 - acc 0.8917
2018-12-16 00:45:19,793 ----------------------------------------------------------------------------------------------------
2018-12-16 00:45:20,056 epoch 92 - iter 0/1974 - loss 0.04636011
2018-12-16 00:45:55,725 epoch 92 - iter 197/1974 - loss 0.23549156
2018-12-16 00:46:30,286 epoch 92 - iter 394/1974 - loss 0.23679486
2018-12-16 00:47:05,877 epoch 92 - iter 591/1974 - loss 0.24829689
2018-12-16 00:47:40,240 epoch 92 - iter 788/1974 - loss 0.25269609
2018-12-16 00:48:14,335 epoch 92 - iter 985/1974 - loss 0.25154049
2018-12-16 00:48:50,403 epoch 92 - iter 1182/1974 - loss 0.24917428
2018-12-16 00:49:24,983 epoch 92 - iter 1379/1974 - loss 0.25000828
2018-12-16 00:50:02,639 epoch 92 - iter 1576/1974 - loss 0.24746287
2018-12-16 00:50:38,078 epoch 92 - iter 1773/1974 - loss 0.24563189
2018-12-16 00:51:12,986 epoch 92 - iter 1970/1974 - loss 0.24361182
2018-12-16 00:51:13,514 ----------------------------------------------------------------------------------------------------
2018-12-16 00:51:13,515 EPOCH 92 done: loss 0.2433 - lr 0.0500 - bad epochs 0
2018-12-16 00:52:45,595 TEST : loss 0.95562142 - f-score 0.8900 - acc 0.8900
2018-12-16 00:52:45,596 ----------------------------------------------------------------------------------------------------
2018-12-16 00:52:45,824 epoch 93 - iter 0/1974 - loss 0.11368096
2018-12-16 00:53:20,937 epoch 93 - iter 197/1974 - loss 0.24075898
2018-12-16 00:53:56,044 epoch 93 - iter 394/1974 - loss 0.23034282
2018-12-16 00:54:31,835 epoch 93 - iter 591/1974 - loss 0.22973373
2018-12-16 00:55:07,570 epoch 93 - iter 788/1974 - loss 0.22989682
2018-12-16 00:55:45,023 epoch 93 - iter 985/1974 - loss 0.23439983
2018-12-16 00:56:21,640 epoch 93 - iter 1182/1974 - loss 0.23500212
2018-12-16 00:56:56,360 epoch 93 - iter 1379/1974 - loss 0.23639285
2018-12-16 00:57:36,520 epoch 93 - iter 1576/1974 - loss 0.23840237
2018-12-16 00:58:12,420 epoch 93 - iter 1773/1974 - loss 0.24125637
2018-12-16 00:58:47,295 epoch 93 - iter 1970/1974 - loss 0.23896847
2018-12-16 00:58:47,784 ----------------------------------------------------------------------------------------------------
2018-12-16 00:58:47,784 EPOCH 93 done: loss 0.2389 - lr 0.0500 - bad epochs 1
2018-12-16 01:00:21,298 TEST : loss 0.92680955 - f-score 0.8906 - acc 0.8906
2018-12-16 01:00:21,299 ----------------------------------------------------------------------------------------------------
2018-12-16 01:00:21,524 epoch 94 - iter 0/1974 - loss 0.18546653
2018-12-16 01:00:56,859 epoch 94 - iter 197/1974 - loss 0.22067223
2018-12-16 01:01:34,445 epoch 94 - iter 394/1974 - loss 0.22513528
2018-12-16 01:02:09,983 epoch 94 - iter 591/1974 - loss 0.22396768
2018-12-16 01:02:43,991 epoch 94 - iter 788/1974 - loss 0.22870655
2018-12-16 01:03:22,053 epoch 94 - iter 985/1974 - loss 0.22964246
2018-12-16 01:03:57,676 epoch 94 - iter 1182/1974 - loss 0.23260579
2018-12-16 01:04:32,255 epoch 94 - iter 1379/1974 - loss 0.23438419
2018-12-16 01:05:06,389 epoch 94 - iter 1576/1974 - loss 0.23540589
2018-12-16 01:05:41,013 epoch 94 - iter 1773/1974 - loss 0.23682464
2018-12-16 01:06:15,946 epoch 94 - iter 1970/1974 - loss 0.23731598
2018-12-16 01:06:16,438 ----------------------------------------------------------------------------------------------------
2018-12-16 01:06:16,438 EPOCH 94 done: loss 0.2373 - lr 0.0500 - bad epochs 2
2018-12-16 01:07:49,311 TEST : loss 0.93224871 - f-score 0.8909 - acc 0.8909
2018-12-16 01:07:49,312 ----------------------------------------------------------------------------------------------------
2018-12-16 01:07:49,566 epoch 95 - iter 0/1974 - loss 0.22064847
2018-12-16 01:08:24,511 epoch 95 - iter 197/1974 - loss 0.22725020
2018-12-16 01:09:02,129 epoch 95 - iter 394/1974 - loss 0.22008623
2018-12-16 01:09:37,965 epoch 95 - iter 591/1974 - loss 0.22639590
2018-12-16 01:10:13,561 epoch 95 - iter 788/1974 - loss 0.22987148
2018-12-16 01:10:51,102 epoch 95 - iter 985/1974 - loss 0.22951817
2018-12-16 01:11:28,840 epoch 95 - iter 1182/1974 - loss 0.23055600
2018-12-16 01:12:02,878 epoch 95 - iter 1379/1974 - loss 0.22912569
2018-12-16 01:12:38,120 epoch 95 - iter 1576/1974 - loss 0.23010550
2018-12-16 01:13:13,617 epoch 95 - iter 1773/1974 - loss 0.22715314
2018-12-16 01:13:48,661 epoch 95 - iter 1970/1974 - loss 0.22569010
2018-12-16 01:13:49,199 ----------------------------------------------------------------------------------------------------
2018-12-16 01:13:49,199 EPOCH 95 done: loss 0.2259 - lr 0.0250 - bad epochs 0
2018-12-16 01:15:21,525 TEST : loss 0.94213521 - f-score 0.8919 - acc 0.8919
2018-12-16 01:15:21,525 ----------------------------------------------------------------------------------------------------
2018-12-16 01:15:21,757 epoch 96 - iter 0/1974 - loss 0.28531480
2018-12-16 01:15:56,672 epoch 96 - iter 197/1974 - loss 0.20865199
2018-12-16 01:16:31,869 epoch 96 - iter 394/1974 - loss 0.20852491
2018-12-16 01:17:08,232 epoch 96 - iter 591/1974 - loss 0.21925066
2018-12-16 01:17:45,933 epoch 96 - iter 788/1974 - loss 0.22124124
2018-12-16 01:18:20,109 epoch 96 - iter 985/1974 - loss 0.21955635
2018-12-16 01:18:55,117 epoch 96 - iter 1182/1974 - loss 0.21926401
2018-12-16 01:19:30,409 epoch 96 - iter 1379/1974 - loss 0.22012166
2018-12-16 01:20:04,757 epoch 96 - iter 1576/1974 - loss 0.21916618
2018-12-16 01:20:39,018 epoch 96 - iter 1773/1974 - loss 0.21700599
2018-12-16 01:21:17,203 epoch 96 - iter 1970/1974 - loss 0.21822174
2018-12-16 01:21:17,675 ----------------------------------------------------------------------------------------------------
2018-12-16 01:21:17,675 EPOCH 96 done: loss 0.2181 - lr 0.0250 - bad epochs 0
2018-12-16 01:22:49,898 TEST : loss 0.95802248 - f-score 0.8921 - acc 0.8921
2018-12-16 01:22:49,898 ----------------------------------------------------------------------------------------------------
2018-12-16 01:22:50,102 epoch 97 - iter 0/1974 - loss 0.20800716
2018-12-16 01:23:26,166 epoch 97 - iter 197/1974 - loss 0.19654660
2018-12-16 01:24:00,121 epoch 97 - iter 394/1974 - loss 0.19729461
2018-12-16 01:24:35,743 epoch 97 - iter 591/1974 - loss 0.20372065
2018-12-16 01:25:10,097 epoch 97 - iter 788/1974 - loss 0.20887036
2018-12-16 01:25:46,799 epoch 97 - iter 985/1974 - loss 0.20927027
2018-12-16 01:26:22,013 epoch 97 - iter 1182/1974 - loss 0.21305273
2018-12-16 01:26:58,266 epoch 97 - iter 1379/1974 - loss 0.21358776
2018-12-16 01:27:35,577 epoch 97 - iter 1576/1974 - loss 0.21506613
2018-12-16 01:28:10,453 epoch 97 - iter 1773/1974 - loss 0.21775610
2018-12-16 01:28:44,647 epoch 97 - iter 1970/1974 - loss 0.21722389
2018-12-16 01:28:45,227 ----------------------------------------------------------------------------------------------------
2018-12-16 01:28:45,228 EPOCH 97 done: loss 0.2171 - lr 0.0250 - bad epochs 0
2018-12-16 01:30:17,558 TEST : loss 0.95604205 - f-score 0.8938 - acc 0.8938
2018-12-16 01:30:17,558 ----------------------------------------------------------------------------------------------------
2018-12-16 01:30:17,797 epoch 98 - iter 0/1974 - loss 0.08252606
2018-12-16 01:30:57,752 epoch 98 - iter 197/1974 - loss 0.23015520
2018-12-16 01:31:32,105 epoch 98 - iter 394/1974 - loss 0.21414795
2018-12-16 01:32:06,554 epoch 98 - iter 591/1974 - loss 0.21783268
2018-12-16 01:32:40,379 epoch 98 - iter 788/1974 - loss 0.21773588
2018-12-16 01:33:14,930 epoch 98 - iter 985/1974 - loss 0.21674094
2018-12-16 01:33:50,352 epoch 98 - iter 1182/1974 - loss 0.21862356
2018-12-16 01:34:25,708 epoch 98 - iter 1379/1974 - loss 0.21660443
2018-12-16 01:35:02,036 epoch 98 - iter 1576/1974 - loss 0.21418675
2018-12-16 01:35:37,305 epoch 98 - iter 1773/1974 - loss 0.21105362
2018-12-16 01:36:14,288 epoch 98 - iter 1970/1974 - loss 0.21137830
2018-12-16 01:36:14,773 ----------------------------------------------------------------------------------------------------
2018-12-16 01:36:14,774 EPOCH 98 done: loss 0.2112 - lr 0.0250 - bad epochs 0
2018-12-16 01:37:49,156 TEST : loss 0.96823257 - f-score 0.8929 - acc 0.8929
2018-12-16 01:37:49,156 ----------------------------------------------------------------------------------------------------
2018-12-16 01:37:49,392 epoch 99 - iter 0/1974 - loss 0.01053357
2018-12-16 01:38:25,069 epoch 99 - iter 197/1974 - loss 0.20254502
2018-12-16 01:39:00,008 epoch 99 - iter 394/1974 - loss 0.21797943
2018-12-16 01:39:36,188 epoch 99 - iter 591/1974 - loss 0.21554725
2018-12-16 01:40:10,354 epoch 99 - iter 788/1974 - loss 0.21369950
2018-12-16 01:40:48,588 epoch 99 - iter 985/1974 - loss 0.21350039
2018-12-16 01:41:23,416 epoch 99 - iter 1182/1974 - loss 0.21470024
2018-12-16 01:41:59,601 epoch 99 - iter 1379/1974 - loss 0.21247028
2018-12-16 01:42:34,860 epoch 99 - iter 1576/1974 - loss 0.21168572
2018-12-16 01:43:11,003 epoch 99 - iter 1773/1974 - loss 0.21357007
2018-12-16 01:43:47,035 epoch 99 - iter 1970/1974 - loss 0.21230680
2018-12-16 01:43:47,569 ----------------------------------------------------------------------------------------------------
2018-12-16 01:43:47,569 EPOCH 99 done: loss 0.2124 - lr 0.0250 - bad epochs 0
2018-12-16 01:45:21,420 TEST : loss 0.99116349 - f-score 0.8922 - acc 0.8922
2018-12-16 01:45:21,421 ----------------------------------------------------------------------------------------------------
2018-12-16 01:45:21,671 epoch 100 - iter 0/1974 - loss 0.17970181
2018-12-16 01:45:56,265 epoch 100 - iter 197/1974 - loss 0.22424964
2018-12-16 01:46:30,763 epoch 100 - iter 394/1974 - loss 0.21721813
2018-12-16 01:47:06,263 epoch 100 - iter 591/1974 - loss 0.21733301
2018-12-16 01:47:41,211 epoch 100 - iter 788/1974 - loss 0.21363615
2018-12-16 01:48:17,135 epoch 100 - iter 985/1974 - loss 0.20998521
2018-12-16 01:48:52,054 epoch 100 - iter 1182/1974 - loss 0.20908200
2018-12-16 01:49:27,568 epoch 100 - iter 1379/1974 - loss 0.20900381
2018-12-16 01:50:03,638 epoch 100 - iter 1576/1974 - loss 0.21124927
2018-12-16 01:50:41,251 epoch 100 - iter 1773/1974 - loss 0.21095930
2018-12-16 01:51:15,893 epoch 100 - iter 1970/1974 - loss 0.21118050
2018-12-16 01:51:16,362 ----------------------------------------------------------------------------------------------------
2018-12-16 01:51:16,362 EPOCH 100 done: loss 0.2112 - lr 0.0250 - bad epochs 1
2018-12-16 01:52:48,605 TEST : loss 0.97793126 - f-score 0.8909 - acc 0.8909
2018-12-16 01:52:48,606 ----------------------------------------------------------------------------------------------------
2018-12-16 01:52:48,824 epoch 101 - iter 0/1974 - loss 0.04899806
2018-12-16 01:53:23,522 epoch 101 - iter 197/1974 - loss 0.21440191
2018-12-16 01:54:01,095 epoch 101 - iter 394/1974 - loss 0.21999791
2018-12-16 01:54:38,012 epoch 101 - iter 591/1974 - loss 0.21301783
2018-12-16 01:55:12,786 epoch 101 - iter 788/1974 - loss 0.20838923
2018-12-16 01:55:47,461 epoch 101 - iter 985/1974 - loss 0.20697715
2018-12-16 01:56:23,664 epoch 101 - iter 1182/1974 - loss 0.20667400
2018-12-16 01:56:59,296 epoch 101 - iter 1379/1974 - loss 0.20685593
2018-12-16 01:57:34,783 epoch 101 - iter 1576/1974 - loss 0.20675445
2018-12-16 01:58:10,338 epoch 101 - iter 1773/1974 - loss 0.20561237
2018-12-16 01:58:45,396 epoch 101 - iter 1970/1974 - loss 0.20427129
2018-12-16 01:58:46,005 ----------------------------------------------------------------------------------------------------
2018-12-16 01:58:46,005 EPOCH 101 done: loss 0.2043 - lr 0.0250 - bad epochs 0
2018-12-16 02:00:23,554 TEST : loss 0.99961579 - f-score 0.8925 - acc 0.8925
2018-12-16 02:00:23,555 ----------------------------------------------------------------------------------------------------
2018-12-16 02:00:23,810 epoch 102 - iter 0/1974 - loss 0.03589600
2018-12-16 02:00:59,508 epoch 102 - iter 197/1974 - loss 0.20433612
2018-12-16 02:01:34,342 epoch 102 - iter 394/1974 - loss 0.20257192
2018-12-16 02:02:08,769 epoch 102 - iter 591/1974 - loss 0.20429786
2018-12-16 02:02:43,223 epoch 102 - iter 788/1974 - loss 0.20679348
2018-12-16 02:03:19,483 epoch 102 - iter 985/1974 - loss 0.20811007
2018-12-16 02:03:54,243 epoch 102 - iter 1182/1974 - loss 0.20857430
2018-12-16 02:04:30,004 epoch 102 - iter 1379/1974 - loss 0.21106494
2018-12-16 02:05:03,964 epoch 102 - iter 1576/1974 - loss 0.20928337
2018-12-16 02:05:40,882 epoch 102 - iter 1773/1974 - loss 0.21082761
2018-12-16 02:06:17,808 epoch 102 - iter 1970/1974 - loss 0.21039657
2018-12-16 02:06:18,338 ----------------------------------------------------------------------------------------------------
2018-12-16 02:06:18,338 EPOCH 102 done: loss 0.2103 - lr 0.0250 - bad epochs 0
2018-12-16 02:07:51,098 TEST : loss 0.98803556 - f-score 0.8907 - acc 0.8907
2018-12-16 02:07:51,099 ----------------------------------------------------------------------------------------------------
2018-12-16 02:07:51,333 epoch 103 - iter 0/1974 - loss 0.04493868
2018-12-16 02:08:26,333 epoch 103 - iter 197/1974 - loss 0.21020744
2018-12-16 02:09:01,429 epoch 103 - iter 394/1974 - loss 0.21028761
2018-12-16 02:09:37,159 epoch 103 - iter 591/1974 - loss 0.21594207
2018-12-16 02:10:14,384 epoch 103 - iter 788/1974 - loss 0.21239654
2018-12-16 02:10:48,806 epoch 103 - iter 985/1974 - loss 0.21014139
2018-12-16 02:11:23,943 epoch 103 - iter 1182/1974 - loss 0.20641484
2018-12-16 02:11:58,991 epoch 103 - iter 1379/1974 - loss 0.20632829
2018-12-16 02:12:34,146 epoch 103 - iter 1576/1974 - loss 0.20926946
2018-12-16 02:13:09,848 epoch 103 - iter 1773/1974 - loss 0.20712053
2018-12-16 02:13:45,568 epoch 103 - iter 1970/1974 - loss 0.20850301
2018-12-16 02:13:46,163 ----------------------------------------------------------------------------------------------------
2018-12-16 02:13:46,163 EPOCH 103 done: loss 0.2086 - lr 0.0250 - bad epochs 1
2018-12-16 02:15:18,931 TEST : loss 0.98141426 - f-score 0.8927 - acc 0.8928
2018-12-16 02:15:18,932 ----------------------------------------------------------------------------------------------------
2018-12-16 02:15:19,150 epoch 104 - iter 0/1974 - loss 0.43830925
2018-12-16 02:15:53,728 epoch 104 - iter 197/1974 - loss 0.19619443
2018-12-16 02:16:29,507 epoch 104 - iter 394/1974 - loss 0.19073414
2018-12-16 02:17:04,832 epoch 104 - iter 591/1974 - loss 0.20055236
2018-12-16 02:17:41,521 epoch 104 - iter 788/1974 - loss 0.20244943
2018-12-16 02:18:16,001 epoch 104 - iter 985/1974 - loss 0.20259267
2018-12-16 02:18:50,294 epoch 104 - iter 1182/1974 - loss 0.20200558
2018-12-16 02:19:26,211 epoch 104 - iter 1379/1974 - loss 0.20214205
2018-12-16 02:20:02,961 epoch 104 - iter 1576/1974 - loss 0.20217728
2018-12-16 02:20:40,033 epoch 104 - iter 1773/1974 - loss 0.20254056
2018-12-16 02:21:18,235 epoch 104 - iter 1970/1974 - loss 0.20411170
2018-12-16 02:21:18,822 ----------------------------------------------------------------------------------------------------
2018-12-16 02:21:18,822 EPOCH 104 done: loss 0.2040 - lr 0.0250 - bad epochs 2
2018-12-16 02:22:53,040 TEST : loss 0.99032611 - f-score 0.8934 - acc 0.8934
2018-12-16 02:22:53,041 ----------------------------------------------------------------------------------------------------
2018-12-16 02:22:53,267 epoch 105 - iter 0/1974 - loss 0.39746058
2018-12-16 02:23:28,151 epoch 105 - iter 197/1974 - loss 0.21135282
2018-12-16 02:24:05,376 epoch 105 - iter 394/1974 - loss 0.20730619
2018-12-16 02:24:40,946 epoch 105 - iter 591/1974 - loss 0.20576020
2018-12-16 02:25:16,046 epoch 105 - iter 788/1974 - loss 0.20362802
2018-12-16 02:25:50,739 epoch 105 - iter 985/1974 - loss 0.20244295
2018-12-16 02:26:25,140 epoch 105 - iter 1182/1974 - loss 0.20332320
2018-12-16 02:26:59,462 epoch 105 - iter 1379/1974 - loss 0.20370916
2018-12-16 02:27:34,958 epoch 105 - iter 1576/1974 - loss 0.20559147
2018-12-16 02:28:10,882 epoch 105 - iter 1773/1974 - loss 0.20460313
2018-12-16 02:28:49,170 epoch 105 - iter 1970/1974 - loss 0.20473764
2018-12-16 02:28:49,713 ----------------------------------------------------------------------------------------------------
2018-12-16 02:28:49,714 EPOCH 105 done: loss 0.2047 - lr 0.0250 - bad epochs 0
2018-12-16 02:30:22,787 TEST : loss 1.00563705 - f-score 0.8922 - acc 0.8922
2018-12-16 02:30:22,788 ----------------------------------------------------------------------------------------------------
2018-12-16 02:30:23,000 epoch 106 - iter 0/1974 - loss 0.18573365
2018-12-16 02:30:59,782 epoch 106 - iter 197/1974 - loss 0.22393478
2018-12-16 02:31:35,290 epoch 106 - iter 394/1974 - loss 0.21319179
2018-12-16 02:32:10,013 epoch 106 - iter 591/1974 - loss 0.21730799
2018-12-16 02:32:45,571 epoch 106 - iter 788/1974 - loss 0.21279044
2018-12-16 02:33:21,101 epoch 106 - iter 985/1974 - loss 0.20810461
2018-12-16 02:33:57,343 epoch 106 - iter 1182/1974 - loss 0.20610036
2018-12-16 02:34:33,180 epoch 106 - iter 1379/1974 - loss 0.20613933
2018-12-16 02:35:07,254 epoch 106 - iter 1576/1974 - loss 0.20512266
2018-12-16 02:35:41,674 epoch 106 - iter 1773/1974 - loss 0.20371692
2018-12-16 02:36:15,412 epoch 106 - iter 1970/1974 - loss 0.20235032
2018-12-16 02:36:15,915 ----------------------------------------------------------------------------------------------------
2018-12-16 02:36:15,915 EPOCH 106 done: loss 0.2023 - lr 0.0250 - bad epochs 1
2018-12-16 02:37:48,432 TEST : loss 1.00217855 - f-score 0.8909 - acc 0.8910
2018-12-16 02:37:48,433 ----------------------------------------------------------------------------------------------------
2018-12-16 02:37:48,657 epoch 107 - iter 0/1974 - loss 0.00508901
2018-12-16 02:38:25,680 epoch 107 - iter 197/1974 - loss 0.20836925
2018-12-16 02:39:01,358 epoch 107 - iter 394/1974 - loss 0.20860654
2018-12-16 02:39:37,088 epoch 107 - iter 591/1974 - loss 0.20471512
2018-12-16 02:40:13,797 epoch 107 - iter 788/1974 - loss 0.19915125
2018-12-16 02:40:48,712 epoch 107 - iter 985/1974 - loss 0.19889403
2018-12-16 02:41:24,128 epoch 107 - iter 1182/1974 - loss 0.19962243
2018-12-16 02:42:00,470 epoch 107 - iter 1379/1974 - loss 0.20329678
2018-12-16 02:42:37,873 epoch 107 - iter 1576/1974 - loss 0.20221175
2018-12-16 02:43:12,763 epoch 107 - iter 1773/1974 - loss 0.20160576
2018-12-16 02:43:46,907 epoch 107 - iter 1970/1974 - loss 0.20176009
2018-12-16 02:43:47,386 ----------------------------------------------------------------------------------------------------
2018-12-16 02:43:47,386 EPOCH 107 done: loss 0.2016 - lr 0.0250 - bad epochs 0
2018-12-16 02:45:19,226 TEST : loss 1.00419867 - f-score 0.8919 - acc 0.8920
2018-12-16 02:45:19,226 ----------------------------------------------------------------------------------------------------
2018-12-16 02:45:19,447 epoch 108 - iter 0/1974 - loss 0.10673738
2018-12-16 02:45:53,327 epoch 108 - iter 197/1974 - loss 0.18813009
2018-12-16 02:46:30,191 epoch 108 - iter 394/1974 - loss 0.19106820
2018-12-16 02:47:07,039 epoch 108 - iter 591/1974 - loss 0.19567775
2018-12-16 02:47:41,946 epoch 108 - iter 788/1974 - loss 0.19438084
2018-12-16 02:48:16,990 epoch 108 - iter 985/1974 - loss 0.19419827
2018-12-16 02:48:53,249 epoch 108 - iter 1182/1974 - loss 0.19296383
2018-12-16 02:49:28,453 epoch 108 - iter 1379/1974 - loss 0.19094379
2018-12-16 02:50:03,170 epoch 108 - iter 1576/1974 - loss 0.19170454
2018-12-16 02:50:40,638 epoch 108 - iter 1773/1974 - loss 0.19173093
2018-12-16 02:51:15,262 epoch 108 - iter 1970/1974 - loss 0.19532183
2018-12-16 02:51:15,764 ----------------------------------------------------------------------------------------------------
2018-12-16 02:51:15,764 EPOCH 108 done: loss 0.1951 - lr 0.0250 - bad epochs 0
2018-12-16 02:52:47,999 TEST : loss 1.02866161 - f-score 0.8910 - acc 0.8910
2018-12-16 02:52:47,999 ----------------------------------------------------------------------------------------------------
2018-12-16 02:52:48,200 epoch 109 - iter 0/1974 - loss 0.10521817
2018-12-16 02:53:24,556 epoch 109 - iter 197/1974 - loss 0.20490446
2018-12-16 02:53:59,190 epoch 109 - iter 394/1974 - loss 0.20139270
2018-12-16 02:54:35,283 epoch 109 - iter 591/1974 - loss 0.19781855
2018-12-16 02:55:11,474 epoch 109 - iter 788/1974 - loss 0.19998814
2018-12-16 02:55:45,746 epoch 109 - iter 985/1974 - loss 0.19825317
2018-12-16 02:56:21,112 epoch 109 - iter 1182/1974 - loss 0.19547115
2018-12-16 02:56:55,497 epoch 109 - iter 1379/1974 - loss 0.19500872
2018-12-16 02:57:29,880 epoch 109 - iter 1576/1974 - loss 0.19536111
2018-12-16 02:58:05,211 epoch 109 - iter 1773/1974 - loss 0.19703684
2018-12-16 02:58:43,521 epoch 109 - iter 1970/1974 - loss 0.19892053
2018-12-16 02:58:44,104 ----------------------------------------------------------------------------------------------------
2018-12-16 02:58:44,104 EPOCH 109 done: loss 0.1987 - lr 0.0250 - bad epochs 0
2018-12-16 03:00:17,263 TEST : loss 1.00731516 - f-score 0.8916 - acc 0.8916
2018-12-16 03:00:17,263 ----------------------------------------------------------------------------------------------------
2018-12-16 03:00:17,539 epoch 110 - iter 0/1974 - loss 0.53837764
2018-12-16 03:00:53,647 epoch 110 - iter 197/1974 - loss 0.20393300
2018-12-16 03:01:28,875 epoch 110 - iter 394/1974 - loss 0.20136932
2018-12-16 03:02:06,877 epoch 110 - iter 591/1974 - loss 0.19782994
2018-12-16 03:02:42,566 epoch 110 - iter 788/1974 - loss 0.20014692
2018-12-16 03:03:18,345 epoch 110 - iter 985/1974 - loss 0.20259175
2018-12-16 03:03:56,241 epoch 110 - iter 1182/1974 - loss 0.19965071
2018-12-16 03:04:31,642 epoch 110 - iter 1379/1974 - loss 0.19614304
2018-12-16 03:05:06,945 epoch 110 - iter 1576/1974 - loss 0.19449222
2018-12-16 03:05:43,647 epoch 110 - iter 1773/1974 - loss 0.19686275
2018-12-16 03:06:17,751 epoch 110 - iter 1970/1974 - loss 0.19721755
2018-12-16 03:06:18,290 ----------------------------------------------------------------------------------------------------
2018-12-16 03:06:18,290 EPOCH 110 done: loss 0.1972 - lr 0.0250 - bad epochs 1
2018-12-16 03:07:51,570 TEST : loss 1.02045798 - f-score 0.8930 - acc 0.8931
2018-12-16 03:07:51,570 ----------------------------------------------------------------------------------------------------
2018-12-16 03:07:51,821 epoch 111 - iter 0/1974 - loss 0.02152082
2018-12-16 03:08:27,500 epoch 111 - iter 197/1974 - loss 0.20308122
2018-12-16 03:09:05,288 epoch 111 - iter 394/1974 - loss 0.19545194
2018-12-16 03:09:42,684 epoch 111 - iter 591/1974 - loss 0.19351256
2018-12-16 03:10:19,126 epoch 111 - iter 788/1974 - loss 0.19388516
2018-12-16 03:10:53,984 epoch 111 - iter 985/1974 - loss 0.19436320
2018-12-16 03:11:29,757 epoch 111 - iter 1182/1974 - loss 0.19671058
2018-12-16 03:12:07,266 epoch 111 - iter 1379/1974 - loss 0.19616942
2018-12-16 03:12:42,672 epoch 111 - iter 1576/1974 - loss 0.19406719
2018-12-16 03:13:18,778 epoch 111 - iter 1773/1974 - loss 0.19552504
2018-12-16 03:13:52,643 epoch 111 - iter 1970/1974 - loss 0.19632146
2018-12-16 03:13:53,189 ----------------------------------------------------------------------------------------------------
2018-12-16 03:13:53,189 EPOCH 111 done: loss 0.1961 - lr 0.0250 - bad epochs 2
2018-12-16 03:15:25,361 TEST : loss 1.02808893 - f-score 0.8930 - acc 0.8930
2018-12-16 03:15:25,362 ----------------------------------------------------------------------------------------------------
2018-12-16 03:15:25,571 epoch 112 - iter 0/1974 - loss 0.09193802
2018-12-16 03:15:59,985 epoch 112 - iter 197/1974 - loss 0.18795768
2018-12-16 03:16:38,560 epoch 112 - iter 394/1974 - loss 0.19453788
2018-12-16 03:17:12,738 epoch 112 - iter 591/1974 - loss 0.19350651
2018-12-16 03:17:46,893 epoch 112 - iter 788/1974 - loss 0.19634763
2018-12-16 03:18:21,250 epoch 112 - iter 985/1974 - loss 0.19502208
2018-12-16 03:18:55,479 epoch 112 - iter 1182/1974 - loss 0.19539314
2018-12-16 03:19:31,304 epoch 112 - iter 1379/1974 - loss 0.19777603
2018-12-16 03:20:07,653 epoch 112 - iter 1576/1974 - loss 0.19816591
2018-12-16 03:20:44,056 epoch 112 - iter 1773/1974 - loss 0.19675790
2018-12-16 03:21:19,441 epoch 112 - iter 1970/1974 - loss 0.19663428
2018-12-16 03:21:20,001 ----------------------------------------------------------------------------------------------------
2018-12-16 03:21:20,001 EPOCH 112 done: loss 0.1964 - lr 0.0125 - bad epochs 0
2018-12-16 03:22:53,074 TEST : loss 1.02629566 - f-score 0.8932 - acc 0.8932
2018-12-16 03:22:53,075 ----------------------------------------------------------------------------------------------------
2018-12-16 03:22:53,288 epoch 113 - iter 0/1974 - loss 0.11762762
2018-12-16 03:23:28,290 epoch 113 - iter 197/1974 - loss 0.18072806
2018-12-16 03:24:03,828 epoch 113 - iter 394/1974 - loss 0.18902915
2018-12-16 03:24:38,638 epoch 113 - iter 591/1974 - loss 0.19099806
2018-12-16 03:25:13,193 epoch 113 - iter 788/1974 - loss 0.19173130
2018-12-16 03:25:49,955 epoch 113 - iter 985/1974 - loss 0.19483624
2018-12-16 03:26:26,544 epoch 113 - iter 1182/1974 - loss 0.19331680
2018-12-16 03:27:02,123 epoch 113 - iter 1379/1974 - loss 0.19194150
2018-12-16 03:27:37,114 epoch 113 - iter 1576/1974 - loss 0.19287105
2018-12-16 03:28:12,240 epoch 113 - iter 1773/1974 - loss 0.19167069
2018-12-16 03:28:47,564 epoch 113 - iter 1970/1974 - loss 0.19273948
2018-12-16 03:28:48,097 ----------------------------------------------------------------------------------------------------
2018-12-16 03:28:48,097 EPOCH 113 done: loss 0.1927 - lr 0.0125 - bad epochs 1
2018-12-16 03:30:21,581 TEST : loss 1.01907980 - f-score 0.8933 - acc 0.8934
2018-12-16 03:30:21,582 ----------------------------------------------------------------------------------------------------
2018-12-16 03:30:21,840 epoch 114 - iter 0/1974 - loss 0.09805417
2018-12-16 03:30:57,349 epoch 114 - iter 197/1974 - loss 0.19794801
2018-12-16 03:31:31,977 epoch 114 - iter 394/1974 - loss 0.18836855
2018-12-16 03:32:07,596 epoch 114 - iter 591/1974 - loss 0.18079027
2018-12-16 03:32:43,533 epoch 114 - iter 788/1974 - loss 0.18824120
2018-12-16 03:33:17,738 epoch 114 - iter 985/1974 - loss 0.18875372
2018-12-16 03:33:56,754 epoch 114 - iter 1182/1974 - loss 0.18941464
2018-12-16 03:34:30,489 epoch 114 - iter 1379/1974 - loss 0.19192064
2018-12-16 03:35:05,454 epoch 114 - iter 1576/1974 - loss 0.19256847
2018-12-16 03:35:40,063 epoch 114 - iter 1773/1974 - loss 0.19421370
2018-12-16 03:36:14,884 epoch 114 - iter 1970/1974 - loss 0.19418529
2018-12-16 03:36:15,377 ----------------------------------------------------------------------------------------------------
2018-12-16 03:36:15,377 EPOCH 114 done: loss 0.1940 - lr 0.0125 - bad epochs 0
2018-12-16 03:37:50,820 TEST : loss 1.03281653 - f-score 0.8930 - acc 0.8930
2018-12-16 03:37:50,821 ----------------------------------------------------------------------------------------------------
2018-12-16 03:37:51,108 epoch 115 - iter 0/1974 - loss 0.66865230
2018-12-16 03:38:27,126 epoch 115 - iter 197/1974 - loss 0.18332763
2018-12-16 03:39:03,037 epoch 115 - iter 394/1974 - loss 0.18767506
2018-12-16 03:39:40,244 epoch 115 - iter 591/1974 - loss 0.18573166
2018-12-16 03:40:14,954 epoch 115 - iter 788/1974 - loss 0.18432522
2018-12-16 03:40:48,966 epoch 115 - iter 985/1974 - loss 0.18668496
2018-12-16 03:41:24,132 epoch 115 - iter 1182/1974 - loss 0.18459987
2018-12-16 03:42:00,916 epoch 115 - iter 1379/1974 - loss 0.18805108
2018-12-16 03:42:35,470 epoch 115 - iter 1576/1974 - loss 0.18643266
2018-12-16 03:43:10,820 epoch 115 - iter 1773/1974 - loss 0.18718025
2018-12-16 03:43:46,521 epoch 115 - iter 1970/1974 - loss 0.18811254
2018-12-16 03:43:46,968 ----------------------------------------------------------------------------------------------------
2018-12-16 03:43:46,968 EPOCH 115 done: loss 0.1879 - lr 0.0125 - bad epochs 1
2018-12-16 03:45:21,056 TEST : loss 1.03863537 - f-score 0.8921 - acc 0.8921
2018-12-16 03:45:21,057 ----------------------------------------------------------------------------------------------------
2018-12-16 03:45:21,264 epoch 116 - iter 0/1974 - loss 0.19894964
2018-12-16 03:45:56,906 epoch 116 - iter 197/1974 - loss 0.17340542
2018-12-16 03:46:31,270 epoch 116 - iter 394/1974 - loss 0.17062808
2018-12-16 03:47:07,157 epoch 116 - iter 591/1974 - loss 0.17312156
2018-12-16 03:47:41,933 epoch 116 - iter 788/1974 - loss 0.18107238
2018-12-16 03:48:18,866 epoch 116 - iter 985/1974 - loss 0.18088988
2018-12-16 03:48:53,832 epoch 116 - iter 1182/1974 - loss 0.18309470
2018-12-16 03:49:31,678 epoch 116 - iter 1379/1974 - loss 0.18550057
2018-12-16 03:50:06,817 epoch 116 - iter 1576/1974 - loss 0.18583479
2018-12-16 03:50:41,785 epoch 116 - iter 1773/1974 - loss 0.18764045
2018-12-16 03:51:16,256 epoch 116 - iter 1970/1974 - loss 0.18687861
2018-12-16 03:51:16,745 ----------------------------------------------------------------------------------------------------
2018-12-16 03:51:16,745 EPOCH 116 done: loss 0.1868 - lr 0.0125 - bad epochs 0
2018-12-16 03:52:49,186 TEST : loss 1.03406096 - f-score 0.8926 - acc 0.8926
2018-12-16 03:52:49,187 ----------------------------------------------------------------------------------------------------
2018-12-16 03:52:49,431 epoch 117 - iter 0/1974 - loss 0.57450879
2018-12-16 03:53:25,256 epoch 117 - iter 197/1974 - loss 0.16911901
2018-12-16 03:53:59,470 epoch 117 - iter 394/1974 - loss 0.17564297
2018-12-16 03:54:34,663 epoch 117 - iter 591/1974 - loss 0.17952928
2018-12-16 03:55:09,639 epoch 117 - iter 788/1974 - loss 0.18005937
2018-12-16 03:55:48,383 epoch 117 - iter 985/1974 - loss 0.18103721
2018-12-16 03:56:23,863 epoch 117 - iter 1182/1974 - loss 0.18315787
2018-12-16 03:56:58,290 epoch 117 - iter 1379/1974 - loss 0.18373822
2018-12-16 03:57:33,299 epoch 117 - iter 1576/1974 - loss 0.18714913
2018-12-16 03:58:09,586 epoch 117 - iter 1773/1974 - loss 0.18566670
2018-12-16 03:58:44,759 epoch 117 - iter 1970/1974 - loss 0.18697081
2018-12-16 03:58:45,247 ----------------------------------------------------------------------------------------------------
2018-12-16 03:58:45,247 EPOCH 117 done: loss 0.1868 - lr 0.0125 - bad epochs 0
2018-12-16 04:00:18,493 TEST : loss 1.03863955 - f-score 0.8927 - acc 0.8927
2018-12-16 04:00:18,494 ----------------------------------------------------------------------------------------------------
2018-12-16 04:00:18,734 epoch 118 - iter 0/1974 - loss 0.79754931
2018-12-16 04:00:53,131 epoch 118 - iter 197/1974 - loss 0.17946981
2018-12-16 04:01:27,622 epoch 118 - iter 394/1974 - loss 0.17548124
2018-12-16 04:02:02,673 epoch 118 - iter 591/1974 - loss 0.17644698
2018-12-16 04:02:36,566 epoch 118 - iter 788/1974 - loss 0.17695164
2018-12-16 04:03:12,311 epoch 118 - iter 985/1974 - loss 0.17488774
2018-12-16 04:03:48,850 epoch 118 - iter 1182/1974 - loss 0.17603829
2018-12-16 04:04:23,468 epoch 118 - iter 1379/1974 - loss 0.17601186
2018-12-16 04:05:00,066 epoch 118 - iter 1576/1974 - loss 0.18038349
2018-12-16 04:05:34,610 epoch 118 - iter 1773/1974 - loss 0.17813211
2018-12-16 04:06:13,365 epoch 118 - iter 1970/1974 - loss 0.17896124
2018-12-16 04:06:13,937 ----------------------------------------------------------------------------------------------------
2018-12-16 04:06:13,937 EPOCH 118 done: loss 0.1789 - lr 0.0125 - bad epochs 1
2018-12-16 04:07:50,431 TEST : loss 1.03780055 - f-score 0.8933 - acc 0.8934
2018-12-16 04:07:50,432 ----------------------------------------------------------------------------------------------------
2018-12-16 04:07:50,650 epoch 119 - iter 0/1974 - loss 0.31022418
2018-12-16 04:08:25,278 epoch 119 - iter 197/1974 - loss 0.20318126
2018-12-16 04:09:01,433 epoch 119 - iter 394/1974 - loss 0.19607705
2018-12-16 04:09:36,871 epoch 119 - iter 591/1974 - loss 0.19656659
2018-12-16 04:10:13,493 epoch 119 - iter 788/1974 - loss 0.19732863
2018-12-16 04:10:48,513 epoch 119 - iter 985/1974 - loss 0.19402408
2018-12-16 04:11:25,608 epoch 119 - iter 1182/1974 - loss 0.19005051
2018-12-16 04:12:03,291 epoch 119 - iter 1379/1974 - loss 0.19005938
2018-12-16 04:12:39,075 epoch 119 - iter 1576/1974 - loss 0.18887941
2018-12-16 04:13:13,499 epoch 119 - iter 1773/1974 - loss 0.18835924
2018-12-16 04:13:48,418 epoch 119 - iter 1970/1974 - loss 0.18772913
2018-12-16 04:13:48,980 ----------------------------------------------------------------------------------------------------
2018-12-16 04:13:48,980 EPOCH 119 done: loss 0.1878 - lr 0.0125 - bad epochs 0
2018-12-16 04:15:21,332 TEST : loss 1.04185700 - f-score 0.8927 - acc 0.8927
2018-12-16 04:15:21,333 ----------------------------------------------------------------------------------------------------
2018-12-16 04:15:21,549 epoch 120 - iter 0/1974 - loss 0.14693606
2018-12-16 04:15:58,120 epoch 120 - iter 197/1974 - loss 0.18337613
2018-12-16 04:16:32,886 epoch 120 - iter 394/1974 - loss 0.18241656
2018-12-16 04:17:07,768 epoch 120 - iter 591/1974 - loss 0.18320922
2018-12-16 04:17:42,916 epoch 120 - iter 788/1974 - loss 0.18064482
2018-12-16 04:18:18,410 epoch 120 - iter 985/1974 - loss 0.17790937
2018-12-16 04:18:52,849 epoch 120 - iter 1182/1974 - loss 0.17773943
2018-12-16 04:19:29,286 epoch 120 - iter 1379/1974 - loss 0.17776411
2018-12-16 04:20:03,502 epoch 120 - iter 1576/1974 - loss 0.17891065
2018-12-16 04:20:39,837 epoch 120 - iter 1773/1974 - loss 0.18082346
2018-12-16 04:21:14,215 epoch 120 - iter 1970/1974 - loss 0.18297373
2018-12-16 04:21:14,751 ----------------------------------------------------------------------------------------------------
2018-12-16 04:21:14,751 EPOCH 120 done: loss 0.1829 - lr 0.0125 - bad epochs 1
2018-12-16 04:22:47,374 TEST : loss 1.04812968 - f-score 0.8928 - acc 0.8928
2018-12-16 04:22:47,374 ----------------------------------------------------------------------------------------------------
2018-12-16 04:22:47,575 epoch 121 - iter 0/1974 - loss 0.05430913
2018-12-16 04:23:23,182 epoch 121 - iter 197/1974 - loss 0.15499723
2018-12-16 04:23:58,169 epoch 121 - iter 394/1974 - loss 0.17791558
2018-12-16 04:24:33,132 epoch 121 - iter 591/1974 - loss 0.17554632
2018-12-16 04:25:10,322 epoch 121 - iter 788/1974 - loss 0.18134521
2018-12-16 04:25:45,843 epoch 121 - iter 985/1974 - loss 0.18328374
2018-12-16 04:26:21,754 epoch 121 - iter 1182/1974 - loss 0.18164886
2018-12-16 04:26:57,281 epoch 121 - iter 1379/1974 - loss 0.17978019
2018-12-16 04:27:31,866 epoch 121 - iter 1576/1974 - loss 0.17872669
2018-12-16 04:28:06,965 epoch 121 - iter 1773/1974 - loss 0.17907013
2018-12-16 04:28:42,050 epoch 121 - iter 1970/1974 - loss 0.17897708
2018-12-16 04:28:42,585 ----------------------------------------------------------------------------------------------------
2018-12-16 04:28:42,586 EPOCH 121 done: loss 0.1789 - lr 0.0125 - bad epochs 2
2018-12-16 04:30:15,401 TEST : loss 1.05597973 - f-score 0.8930 - acc 0.8931
2018-12-16 04:30:15,402 ----------------------------------------------------------------------------------------------------
2018-12-16 04:30:15,629 epoch 122 - iter 0/1974 - loss 0.10435647
2018-12-16 04:30:50,259 epoch 122 - iter 197/1974 - loss 0.18254781
2018-12-16 04:31:24,875 epoch 122 - iter 394/1974 - loss 0.18728565
2018-12-16 04:31:59,492 epoch 122 - iter 591/1974 - loss 0.18586215
2018-12-16 04:32:33,955 epoch 122 - iter 788/1974 - loss 0.18220595
2018-12-16 04:33:10,744 epoch 122 - iter 985/1974 - loss 0.17782984
2018-12-16 04:33:45,010 epoch 122 - iter 1182/1974 - loss 0.17512110
2018-12-16 04:34:20,989 epoch 122 - iter 1379/1974 - loss 0.17363617
2018-12-16 04:34:55,528 epoch 122 - iter 1576/1974 - loss 0.17680645
2018-12-16 04:35:33,008 epoch 122 - iter 1773/1974 - loss 0.17602221
2018-12-16 04:36:09,771 epoch 122 - iter 1970/1974 - loss 0.17603598
2018-12-16 04:36:10,354 ----------------------------------------------------------------------------------------------------
2018-12-16 04:36:10,355 EPOCH 122 done: loss 0.1759 - lr 0.0063 - bad epochs 0
2018-12-16 04:37:42,884 TEST : loss 1.04819524 - f-score 0.8929 - acc 0.8929
2018-12-16 04:37:42,885 ----------------------------------------------------------------------------------------------------
2018-12-16 04:37:43,094 epoch 123 - iter 0/1974 - loss 0.07431930
2018-12-16 04:38:18,063 epoch 123 - iter 197/1974 - loss 0.16504674
2018-12-16 04:38:54,926 epoch 123 - iter 394/1974 - loss 0.16731307
2018-12-16 04:39:29,310 epoch 123 - iter 591/1974 - loss 0.17822968
2018-12-16 04:40:05,216 epoch 123 - iter 788/1974 - loss 0.17816804
2018-12-16 04:40:41,464 epoch 123 - iter 985/1974 - loss 0.17903116
2018-12-16 04:41:16,694 epoch 123 - iter 1182/1974 - loss 0.17912542
2018-12-16 04:41:52,165 epoch 123 - iter 1379/1974 - loss 0.17715821
2018-12-16 04:42:26,884 epoch 123 - iter 1576/1974 - loss 0.17888618
2018-12-16 04:43:03,298 epoch 123 - iter 1773/1974 - loss 0.17714917
2018-12-16 04:43:40,244 epoch 123 - iter 1970/1974 - loss 0.17770720
2018-12-16 04:43:40,797 ----------------------------------------------------------------------------------------------------
2018-12-16 04:43:40,797 EPOCH 123 done: loss 0.1777 - lr 0.0063 - bad epochs 0
2018-12-16 04:45:13,674 TEST : loss 1.06051373 - f-score 0.8924 - acc 0.8925
2018-12-16 04:45:13,674 ----------------------------------------------------------------------------------------------------
2018-12-16 04:45:13,896 epoch 124 - iter 0/1974 - loss 0.00345293
2018-12-16 04:45:49,001 epoch 124 - iter 197/1974 - loss 0.16589153
2018-12-16 04:46:23,525 epoch 124 - iter 394/1974 - loss 0.17686211
2018-12-16 04:46:59,594 epoch 124 - iter 591/1974 - loss 0.17342187
2018-12-16 04:47:37,342 epoch 124 - iter 788/1974 - loss 0.17918975
2018-12-16 04:48:12,216 epoch 124 - iter 985/1974 - loss 0.17972066
2018-12-16 04:48:47,179 epoch 124 - iter 1182/1974 - loss 0.17671393
2018-12-16 04:49:22,916 epoch 124 - iter 1379/1974 - loss 0.17570765
2018-12-16 04:49:58,660 epoch 124 - iter 1576/1974 - loss 0.17523877
2018-12-16 04:50:35,044 epoch 124 - iter 1773/1974 - loss 0.17677034
2018-12-16 04:51:10,087 epoch 124 - iter 1970/1974 - loss 0.17707559
2018-12-16 04:51:10,630 ----------------------------------------------------------------------------------------------------
2018-12-16 04:51:10,630 EPOCH 124 done: loss 0.1772 - lr 0.0063 - bad epochs 1
2018-12-16 04:52:45,775 TEST : loss 1.06223416 - f-score 0.8926 - acc 0.8926
2018-12-16 04:52:45,776 ----------------------------------------------------------------------------------------------------
2018-12-16 04:52:45,992 epoch 125 - iter 0/1974 - loss 0.10072815
2018-12-16 04:53:21,621 epoch 125 - iter 197/1974 - loss 0.17704246
2018-12-16 04:53:57,766 epoch 125 - iter 394/1974 - loss 0.17363409
2018-12-16 04:54:33,186 epoch 125 - iter 591/1974 - loss 0.17384413
2018-12-16 04:55:08,427 epoch 125 - iter 788/1974 - loss 0.17069327
2018-12-16 04:55:43,341 epoch 125 - iter 985/1974 - loss 0.17314243
2018-12-16 04:56:19,402 epoch 125 - iter 1182/1974 - loss 0.17482987
2018-12-16 04:56:54,482 epoch 125 - iter 1379/1974 - loss 0.17283189
2018-12-16 04:57:31,263 epoch 125 - iter 1576/1974 - loss 0.17244286
2018-12-16 04:58:05,901 epoch 125 - iter 1773/1974 - loss 0.17248285
2018-12-16 04:58:41,670 epoch 125 - iter 1970/1974 - loss 0.17309313
2018-12-16 04:58:42,432 ----------------------------------------------------------------------------------------------------
2018-12-16 04:58:42,432 EPOCH 125 done: loss 0.1732 - lr 0.0063 - bad epochs 2
2018-12-16 05:00:17,736 TEST : loss 1.06149709 - f-score 0.8928 - acc 0.8928
2018-12-16 05:00:17,737 ----------------------------------------------------------------------------------------------------
2018-12-16 05:00:18,008 epoch 126 - iter 0/1974 - loss 0.59492457
2018-12-16 05:00:53,172 epoch 126 - iter 197/1974 - loss 0.16319410
2018-12-16 05:01:31,042 epoch 126 - iter 394/1974 - loss 0.17995661
2018-12-16 05:02:05,994 epoch 126 - iter 591/1974 - loss 0.17163026
2018-12-16 05:02:41,835 epoch 126 - iter 788/1974 - loss 0.17556688
2018-12-16 05:03:17,638 epoch 126 - iter 985/1974 - loss 0.17512715
2018-12-16 05:03:55,120 epoch 126 - iter 1182/1974 - loss 0.17381469
2018-12-16 05:04:30,564 epoch 126 - iter 1379/1974 - loss 0.17786179
2018-12-16 05:05:05,922 epoch 126 - iter 1576/1974 - loss 0.17750254
2018-12-16 05:05:40,271 epoch 126 - iter 1773/1974 - loss 0.17608201
2018-12-16 05:06:17,798 epoch 126 - iter 1970/1974 - loss 0.17513575
2018-12-16 05:06:18,302 ----------------------------------------------------------------------------------------------------
2018-12-16 05:06:18,302 EPOCH 126 done: loss 0.1753 - lr 0.0063 - bad epochs 0
2018-12-16 05:07:53,011 TEST : loss 1.05923903 - f-score 0.8926 - acc 0.8926
2018-12-16 05:07:53,012 ----------------------------------------------------------------------------------------------------
2018-12-16 05:07:53,238 epoch 127 - iter 0/1974 - loss 0.22434166
2018-12-16 05:08:30,972 epoch 127 - iter 197/1974 - loss 0.19322981
2018-12-16 05:09:05,294 epoch 127 - iter 394/1974 - loss 0.18840228
2018-12-16 05:09:40,237 epoch 127 - iter 591/1974 - loss 0.18098917
2018-12-16 05:10:15,105 epoch 127 - iter 788/1974 - loss 0.17934322
2018-12-16 05:10:49,708 epoch 127 - iter 985/1974 - loss 0.17930266
2018-12-16 05:11:28,277 epoch 127 - iter 1182/1974 - loss 0.17855617
2018-12-16 05:12:02,949 epoch 127 - iter 1379/1974 - loss 0.17659720
2018-12-16 05:12:38,807 epoch 127 - iter 1576/1974 - loss 0.17788193
2018-12-16 05:13:13,868 epoch 127 - iter 1773/1974 - loss 0.17616040
2018-12-16 05:13:48,689 epoch 127 - iter 1970/1974 - loss 0.17693416
2018-12-16 05:13:49,218 ----------------------------------------------------------------------------------------------------
2018-12-16 05:13:49,218 EPOCH 127 done: loss 0.1768 - lr 0.0063 - bad epochs 1
2018-12-16 05:15:21,490 TEST : loss 1.06153703 - f-score 0.8925 - acc 0.8925
2018-12-16 05:15:21,491 ----------------------------------------------------------------------------------------------------
2018-12-16 05:15:21,688 epoch 128 - iter 0/1974 - loss 0.04621857
2018-12-16 05:15:56,049 epoch 128 - iter 197/1974 - loss 0.20236093
2018-12-16 05:16:32,274 epoch 128 - iter 394/1974 - loss 0.18687214
2018-12-16 05:17:06,027 epoch 128 - iter 591/1974 - loss 0.17622314
2018-12-16 05:17:40,699 epoch 128 - iter 788/1974 - loss 0.17376511
2018-12-16 05:18:15,530 epoch 128 - iter 985/1974 - loss 0.17358371
2018-12-16 05:18:49,496 epoch 128 - iter 1182/1974 - loss 0.17284669
2018-12-16 05:19:24,125 epoch 128 - iter 1379/1974 - loss 0.17337844
2018-12-16 05:20:01,578 epoch 128 - iter 1576/1974 - loss 0.17228703
2018-12-16 05:20:41,495 epoch 128 - iter 1773/1974 - loss 0.17302485
2018-12-16 05:21:17,404 epoch 128 - iter 1970/1974 - loss 0.17378209
2018-12-16 05:21:17,897 ----------------------------------------------------------------------------------------------------
2018-12-16 05:21:17,897 EPOCH 128 done: loss 0.1737 - lr 0.0063 - bad epochs 2
2018-12-16 05:22:50,185 TEST : loss 1.05994153 - f-score 0.8930 - acc 0.8930
2018-12-16 05:22:50,186 ----------------------------------------------------------------------------------------------------
2018-12-16 05:22:50,433 epoch 129 - iter 0/1974 - loss 0.01890028
2018-12-16 05:23:25,469 epoch 129 - iter 197/1974 - loss 0.19895959
2018-12-16 05:23:59,550 epoch 129 - iter 394/1974 - loss 0.18432213
2018-12-16 05:24:34,764 epoch 129 - iter 591/1974 - loss 0.18430043
2018-12-16 05:25:11,201 epoch 129 - iter 788/1974 - loss 0.18243526
2018-12-16 05:25:47,748 epoch 129 - iter 985/1974 - loss 0.18553621
2018-12-16 05:26:23,328 epoch 129 - iter 1182/1974 - loss 0.18257977
2018-12-16 05:27:00,239 epoch 129 - iter 1379/1974 - loss 0.17972014
2018-12-16 05:27:35,267 epoch 129 - iter 1576/1974 - loss 0.18153571
2018-12-16 05:28:09,524 epoch 129 - iter 1773/1974 - loss 0.18106841
2018-12-16 05:28:45,507 epoch 129 - iter 1970/1974 - loss 0.18024164
2018-12-16 05:28:46,100 ----------------------------------------------------------------------------------------------------
2018-12-16 05:28:46,100 EPOCH 129 done: loss 0.1805 - lr 0.0031 - bad epochs 0
2018-12-16 05:30:22,339 TEST : loss 1.06458247 - f-score 0.8925 - acc 0.8926
2018-12-16 05:30:22,340 ----------------------------------------------------------------------------------------------------
2018-12-16 05:30:22,564 epoch 130 - iter 0/1974 - loss 0.36890307
2018-12-16 05:31:00,568 epoch 130 - iter 197/1974 - loss 0.16243771
2018-12-16 05:31:35,377 epoch 130 - iter 394/1974 - loss 0.17073616
2018-12-16 05:32:10,470 epoch 130 - iter 591/1974 - loss 0.17290095
2018-12-16 05:32:47,344 epoch 130 - iter 788/1974 - loss 0.17862351
2018-12-16 05:33:21,819 epoch 130 - iter 985/1974 - loss 0.17493386
2018-12-16 05:33:56,650 epoch 130 - iter 1182/1974 - loss 0.17433111
2018-12-16 05:34:31,338 epoch 130 - iter 1379/1974 - loss 0.17405373
2018-12-16 05:35:05,567 epoch 130 - iter 1576/1974 - loss 0.17522791
2018-12-16 05:35:39,767 epoch 130 - iter 1773/1974 - loss 0.17735018
2018-12-16 05:36:16,019 epoch 130 - iter 1970/1974 - loss 0.17740092
2018-12-16 05:36:16,539 ----------------------------------------------------------------------------------------------------
2018-12-16 05:36:16,539 EPOCH 130 done: loss 0.1774 - lr 0.0031 - bad epochs 1
2018-12-16 05:37:50,397 TEST : loss 1.06234252 - f-score 0.8926 - acc 0.8926
2018-12-16 05:37:50,398 ----------------------------------------------------------------------------------------------------
2018-12-16 05:37:50,641 epoch 131 - iter 0/1974 - loss 0.01016521
2018-12-16 05:38:26,750 epoch 131 - iter 197/1974 - loss 0.17866808
2018-12-16 05:39:03,190 epoch 131 - iter 394/1974 - loss 0.17645894
2018-12-16 05:39:37,413 epoch 131 - iter 591/1974 - loss 0.17597028
2018-12-16 05:40:13,107 epoch 131 - iter 788/1974 - loss 0.17115411
2018-12-16 05:40:47,321 epoch 131 - iter 985/1974 - loss 0.17143537
2018-12-16 05:41:22,299 epoch 131 - iter 1182/1974 - loss 0.17344661
2018-12-16 05:41:58,069 epoch 131 - iter 1379/1974 - loss 0.17833878
2018-12-16 05:42:33,143 epoch 131 - iter 1576/1974 - loss 0.17695212
2018-12-16 05:43:07,786 epoch 131 - iter 1773/1974 - loss 0.17662140
2018-12-16 05:43:44,932 epoch 131 - iter 1970/1974 - loss 0.17615253
2018-12-16 05:43:45,456 ----------------------------------------------------------------------------------------------------
2018-12-16 05:43:45,456 EPOCH 131 done: loss 0.1761 - lr 0.0031 - bad epochs 2
2018-12-16 05:45:20,588 TEST : loss 1.06352019 - f-score 0.8921 - acc 0.8921
2018-12-16 05:45:20,589 ----------------------------------------------------------------------------------------------------
2018-12-16 05:45:20,821 epoch 132 - iter 0/1974 - loss 0.05272663
2018-12-16 05:45:55,737 epoch 132 - iter 197/1974 - loss 0.18020292
2018-12-16 05:46:30,004 epoch 132 - iter 394/1974 - loss 0.18065886
2018-12-16 05:47:07,011 epoch 132 - iter 591/1974 - loss 0.18226699
2018-12-16 05:47:41,792 epoch 132 - iter 788/1974 - loss 0.18130826
2018-12-16 05:48:18,028 epoch 132 - iter 985/1974 - loss 0.17985381
2018-12-16 05:48:52,970 epoch 132 - iter 1182/1974 - loss 0.17504057
2018-12-16 05:49:29,999 epoch 132 - iter 1379/1974 - loss 0.17455170
2018-12-16 05:50:04,442 epoch 132 - iter 1576/1974 - loss 0.17218391
2018-12-16 05:50:40,226 epoch 132 - iter 1773/1974 - loss 0.17457763
2018-12-16 05:51:16,683 epoch 132 - iter 1970/1974 - loss 0.17355104
2018-12-16 05:51:17,148 ----------------------------------------------------------------------------------------------------
2018-12-16 05:51:17,148 EPOCH 132 done: loss 0.1733 - lr 0.0016 - bad epochs 0
2018-12-16 05:52:50,254 TEST : loss 1.06305718 - f-score 0.8926 - acc 0.8926
2018-12-16 05:52:50,254 ----------------------------------------------------------------------------------------------------
2018-12-16 05:52:50,575 epoch 133 - iter 0/1974 - loss 0.18138069
2018-12-16 05:53:27,159 epoch 133 - iter 197/1974 - loss 0.17169090
2018-12-16 05:54:05,164 epoch 133 - iter 394/1974 - loss 0.18472345
2018-12-16 05:54:40,931 epoch 133 - iter 591/1974 - loss 0.18025926
2018-12-16 05:55:16,166 epoch 133 - iter 788/1974 - loss 0.17658387
2018-12-16 05:55:50,728 epoch 133 - iter 985/1974 - loss 0.17724905
2018-12-16 05:56:25,463 epoch 133 - iter 1182/1974 - loss 0.17700175
2018-12-16 05:57:00,678 epoch 133 - iter 1379/1974 - loss 0.17775432
2018-12-16 05:57:36,198 epoch 133 - iter 1576/1974 - loss 0.17728673
2018-12-16 05:58:13,032 epoch 133 - iter 1773/1974 - loss 0.17813360
2018-12-16 05:58:47,125 epoch 133 - iter 1970/1974 - loss 0.17741535
2018-12-16 05:58:47,643 ----------------------------------------------------------------------------------------------------
2018-12-16 05:58:47,643 EPOCH 133 done: loss 0.1774 - lr 0.0016 - bad epochs 1
2018-12-16 06:00:20,571 TEST : loss 1.06535375 - f-score 0.8930 - acc 0.8930
2018-12-16 06:00:20,572 ----------------------------------------------------------------------------------------------------
2018-12-16 06:00:20,782 epoch 134 - iter 0/1974 - loss 0.38514879
2018-12-16 06:00:56,138 epoch 134 - iter 197/1974 - loss 0.15524022
2018-12-16 06:01:33,177 epoch 134 - iter 394/1974 - loss 0.16785628
2018-12-16 06:02:08,780 epoch 134 - iter 591/1974 - loss 0.17369075
2018-12-16 06:02:43,432 epoch 134 - iter 788/1974 - loss 0.17290091
2018-12-16 06:03:18,671 epoch 134 - iter 985/1974 - loss 0.17660072
2018-12-16 06:03:54,584 epoch 134 - iter 1182/1974 - loss 0.17412295
2018-12-16 06:04:31,963 epoch 134 - iter 1379/1974 - loss 0.17122591
2018-12-16 06:05:06,960 epoch 134 - iter 1576/1974 - loss 0.17139663
2018-12-16 06:05:44,983 epoch 134 - iter 1773/1974 - loss 0.17225716
2018-12-16 06:06:19,304 epoch 134 - iter 1970/1974 - loss 0.17239977
2018-12-16 06:06:19,868 ----------------------------------------------------------------------------------------------------
2018-12-16 06:06:19,868 EPOCH 134 done: loss 0.1725 - lr 0.0016 - bad epochs 2
2018-12-16 06:07:55,117 TEST : loss 1.06839275 - f-score 0.8928 - acc 0.8928
2018-12-16 06:07:55,118 ----------------------------------------------------------------------------------------------------
2018-12-16 06:07:55,456 epoch 135 - iter 0/1974 - loss 0.36193594
2018-12-16 06:08:30,426 epoch 135 - iter 197/1974 - loss 0.18503522
2018-12-16 06:09:05,387 epoch 135 - iter 394/1974 - loss 0.18667098
2018-12-16 06:09:41,711 epoch 135 - iter 591/1974 - loss 0.18809419
2018-12-16 06:10:17,427 epoch 135 - iter 788/1974 - loss 0.18738855
2018-12-16 06:10:53,047 epoch 135 - iter 985/1974 - loss 0.18520580
2018-12-16 06:11:28,849 epoch 135 - iter 1182/1974 - loss 0.18114732
2018-12-16 06:12:05,217 epoch 135 - iter 1379/1974 - loss 0.17970531
2018-12-16 06:12:40,655 epoch 135 - iter 1576/1974 - loss 0.18082852
2018-12-16 06:13:17,102 epoch 135 - iter 1773/1974 - loss 0.17835232
2018-12-16 06:13:52,161 epoch 135 - iter 1970/1974 - loss 0.17762417
2018-12-16 06:13:52,672 ----------------------------------------------------------------------------------------------------
2018-12-16 06:13:52,673 EPOCH 135 done: loss 0.1774 - lr 0.0016 - bad epochs 0
2018-12-16 06:15:29,427 TEST : loss 1.06749225 - f-score 0.8929 - acc 0.8930
2018-12-16 06:15:29,428 ----------------------------------------------------------------------------------------------------
2018-12-16 06:15:29,634 epoch 136 - iter 0/1974 - loss 0.01899269
2018-12-16 06:16:05,555 epoch 136 - iter 197/1974 - loss 0.17539416
2018-12-16 06:16:40,154 epoch 136 - iter 394/1974 - loss 0.17516759
2018-12-16 06:17:14,510 epoch 136 - iter 591/1974 - loss 0.17528397
2018-12-16 06:17:49,573 epoch 136 - iter 788/1974 - loss 0.17441424
2018-12-16 06:18:24,858 epoch 136 - iter 985/1974 - loss 0.17113814
2018-12-16 06:18:59,514 epoch 136 - iter 1182/1974 - loss 0.17300788
2018-12-16 06:19:34,584 epoch 136 - iter 1379/1974 - loss 0.17541132
2018-12-16 06:20:09,404 epoch 136 - iter 1576/1974 - loss 0.17458727
2018-12-16 06:20:45,415 epoch 136 - iter 1773/1974 - loss 0.17351361
2018-12-16 06:21:23,486 epoch 136 - iter 1970/1974 - loss 0.17380094
2018-12-16 06:21:24,031 ----------------------------------------------------------------------------------------------------
2018-12-16 06:21:24,031 EPOCH 136 done: loss 0.1736 - lr 0.0016 - bad epochs 1
2018-12-16 06:22:58,836 TEST : loss 1.06754363 - f-score 0.8927 - acc 0.8927
2018-12-16 06:22:58,837 ----------------------------------------------------------------------------------------------------
2018-12-16 06:22:59,185 epoch 137 - iter 0/1974 - loss 0.18555123
2018-12-16 06:23:36,114 epoch 137 - iter 197/1974 - loss 0.15991840
2018-12-16 06:24:12,517 epoch 137 - iter 394/1974 - loss 0.16559141
2018-12-16 06:24:49,677 epoch 137 - iter 591/1974 - loss 0.16676006
2018-12-16 06:25:25,570 epoch 137 - iter 788/1974 - loss 0.16774422
2018-12-16 06:26:00,886 epoch 137 - iter 985/1974 - loss 0.16573187
2018-12-16 06:26:36,744 epoch 137 - iter 1182/1974 - loss 0.16886428
2018-12-16 06:27:10,638 epoch 137 - iter 1379/1974 - loss 0.16712568
2018-12-16 06:27:44,307 epoch 137 - iter 1576/1974 - loss 0.16586106
2018-12-16 06:28:21,741 epoch 137 - iter 1773/1974 - loss 0.16935613
2018-12-16 06:28:56,034 epoch 137 - iter 1970/1974 - loss 0.16943266
2018-12-16 06:28:56,551 ----------------------------------------------------------------------------------------------------
2018-12-16 06:28:56,551 EPOCH 137 done: loss 0.1694 - lr 0.0016 - bad epochs 2
2018-12-16 06:30:29,096 TEST : loss 1.06944513 - f-score 0.8928 - acc 0.8929
2018-12-16 06:30:29,097 ----------------------------------------------------------------------------------------------------
2018-12-16 06:30:29,350 epoch 138 - iter 0/1974 - loss 1.21702778
2018-12-16 06:31:03,659 epoch 138 - iter 197/1974 - loss 0.18351998
2018-12-16 06:31:38,086 epoch 138 - iter 394/1974 - loss 0.17949172
2018-12-16 06:32:12,841 epoch 138 - iter 591/1974 - loss 0.17959765
2018-12-16 06:32:47,724 epoch 138 - iter 788/1974 - loss 0.17869072
2018-12-16 06:33:26,795 epoch 138 - iter 985/1974 - loss 0.18102817
2018-12-16 06:34:02,269 epoch 138 - iter 1182/1974 - loss 0.18064012
2018-12-16 06:34:40,277 epoch 138 - iter 1379/1974 - loss 0.18007758
2018-12-16 06:35:16,235 epoch 138 - iter 1576/1974 - loss 0.17545873
2018-12-16 06:35:51,926 epoch 138 - iter 1773/1974 - loss 0.17665556
2018-12-16 06:36:27,237 epoch 138 - iter 1970/1974 - loss 0.17466237
2018-12-16 06:36:27,740 ----------------------------------------------------------------------------------------------------
2018-12-16 06:36:27,740 EPOCH 138 done: loss 0.1746 - lr 0.0016 - bad epochs 0
2018-12-16 06:38:02,920 TEST : loss 1.06663287 - f-score 0.8929 - acc 0.8930
2018-12-16 06:38:02,921 ----------------------------------------------------------------------------------------------------
2018-12-16 06:38:03,139 epoch 139 - iter 0/1974 - loss 0.06259102
2018-12-16 06:38:41,108 epoch 139 - iter 197/1974 - loss 0.17337754
2018-12-16 06:39:18,344 epoch 139 - iter 394/1974 - loss 0.17046106
2018-12-16 06:39:52,698 epoch 139 - iter 591/1974 - loss 0.17751651
2018-12-16 06:40:29,586 epoch 139 - iter 788/1974 - loss 0.17393296
2018-12-16 06:41:04,624 epoch 139 - iter 985/1974 - loss 0.17406698
2018-12-16 06:41:38,730 epoch 139 - iter 1182/1974 - loss 0.17347410
2018-12-16 06:42:12,936 epoch 139 - iter 1379/1974 - loss 0.17131055
2018-12-16 06:42:47,875 epoch 139 - iter 1576/1974 - loss 0.17104051
2018-12-16 06:43:22,403 epoch 139 - iter 1773/1974 - loss 0.16929916
2018-12-16 06:43:56,820 epoch 139 - iter 1970/1974 - loss 0.16772441
2018-12-16 06:43:58,500 ----------------------------------------------------------------------------------------------------
2018-12-16 06:43:58,501 EPOCH 139 done: loss 0.1677 - lr 0.0016 - bad epochs 1
2018-12-16 06:45:30,779 TEST : loss 1.06909811 - f-score 0.8925 - acc 0.8926
2018-12-16 06:45:30,780 ----------------------------------------------------------------------------------------------------
2018-12-16 06:45:31,010 epoch 140 - iter 0/1974 - loss 0.23158219
2018-12-16 06:46:07,598 epoch 140 - iter 197/1974 - loss 0.17245277
2018-12-16 06:46:46,030 epoch 140 - iter 394/1974 - loss 0.17694246
2018-12-16 06:47:20,676 epoch 140 - iter 591/1974 - loss 0.17765864
2018-12-16 06:47:54,901 epoch 140 - iter 788/1974 - loss 0.18094773
2018-12-16 06:48:30,834 epoch 140 - iter 985/1974 - loss 0.17791949
2018-12-16 06:49:05,964 epoch 140 - iter 1182/1974 - loss 0.17680909
2018-12-16 06:49:41,211 epoch 140 - iter 1379/1974 - loss 0.17414728
2018-12-16 06:50:16,792 epoch 140 - iter 1576/1974 - loss 0.17516793
2018-12-16 06:50:52,607 epoch 140 - iter 1773/1974 - loss 0.17605754
2018-12-16 06:51:27,401 epoch 140 - iter 1970/1974 - loss 0.17444894
2018-12-16 06:51:27,945 ----------------------------------------------------------------------------------------------------
2018-12-16 06:51:27,946 EPOCH 140 done: loss 0.1743 - lr 0.0016 - bad epochs 0
2018-12-16 06:53:00,792 TEST : loss 1.06726384 - f-score 0.8928 - acc 0.8929
2018-12-16 06:53:00,793 ----------------------------------------------------------------------------------------------------
2018-12-16 06:53:01,004 epoch 141 - iter 0/1974 - loss 0.23388320
2018-12-16 06:53:36,598 epoch 141 - iter 197/1974 - loss 0.16357043
2018-12-16 06:54:11,660 epoch 141 - iter 394/1974 - loss 0.17304791
2018-12-16 06:54:46,917 epoch 141 - iter 591/1974 - loss 0.17393338
2018-12-16 06:55:25,705 epoch 141 - iter 788/1974 - loss 0.17384002
2018-12-16 06:56:00,229 epoch 141 - iter 985/1974 - loss 0.17207069
2018-12-16 06:56:37,068 epoch 141 - iter 1182/1974 - loss 0.17743184
2018-12-16 06:57:13,403 epoch 141 - iter 1379/1974 - loss 0.17679834
2018-12-16 06:57:48,376 epoch 141 - iter 1576/1974 - loss 0.17738278
2018-12-16 06:58:24,421 epoch 141 - iter 1773/1974 - loss 0.17663657
2018-12-16 06:59:01,456 epoch 141 - iter 1970/1974 - loss 0.17751861
2018-12-16 06:59:02,021 ----------------------------------------------------------------------------------------------------
2018-12-16 06:59:02,021 EPOCH 141 done: loss 0.1777 - lr 0.0016 - bad epochs 1
2018-12-16 07:00:35,867 TEST : loss 1.06722784 - f-score 0.8925 - acc 0.8925
2018-12-16 07:00:35,868 ----------------------------------------------------------------------------------------------------
2018-12-16 07:00:36,125 epoch 142 - iter 0/1974 - loss 0.18513656
2018-12-16 07:01:11,658 epoch 142 - iter 197/1974 - loss 0.14923908
2018-12-16 07:01:49,783 epoch 142 - iter 394/1974 - loss 0.16757360
2018-12-16 07:02:24,169 epoch 142 - iter 591/1974 - loss 0.16701049
2018-12-16 07:02:59,080 epoch 142 - iter 788/1974 - loss 0.16934494
2018-12-16 07:03:34,721 epoch 142 - iter 985/1974 - loss 0.17164810
2018-12-16 07:04:09,350 epoch 142 - iter 1182/1974 - loss 0.17192073
2018-12-16 07:04:43,904 epoch 142 - iter 1379/1974 - loss 0.17281564
2018-12-16 07:05:17,871 epoch 142 - iter 1576/1974 - loss 0.17374770
2018-12-16 07:05:53,044 epoch 142 - iter 1773/1974 - loss 0.17350721
2018-12-16 07:06:30,246 epoch 142 - iter 1970/1974 - loss 0.17427957
2018-12-16 07:06:30,782 ----------------------------------------------------------------------------------------------------
2018-12-16 07:06:30,782 EPOCH 142 done: loss 0.1742 - lr 0.0016 - bad epochs 2
2018-12-16 07:08:03,815 TEST : loss 1.06622708 - f-score 0.8928 - acc 0.8929
2018-12-16 07:08:03,815 ----------------------------------------------------------------------------------------------------
2018-12-16 07:08:04,041 epoch 143 - iter 0/1974 - loss 0.00436434
2018-12-16 07:08:38,672 epoch 143 - iter 197/1974 - loss 0.17340890
2018-12-16 07:09:13,940 epoch 143 - iter 394/1974 - loss 0.16621145
2018-12-16 07:09:51,069 epoch 143 - iter 591/1974 - loss 0.17004540
2018-12-16 07:10:27,164 epoch 143 - iter 788/1974 - loss 0.16506416
2018-12-16 07:11:03,020 epoch 143 - iter 985/1974 - loss 0.16456311
2018-12-16 07:11:39,621 epoch 143 - iter 1182/1974 - loss 0.16592613
2018-12-16 07:12:13,663 epoch 143 - iter 1379/1974 - loss 0.16911878
2018-12-16 07:12:50,969 epoch 143 - iter 1576/1974 - loss 0.17102154
2018-12-16 07:13:25,883 epoch 143 - iter 1773/1974 - loss 0.17215304
2018-12-16 07:14:00,891 epoch 143 - iter 1970/1974 - loss 0.17155562
2018-12-16 07:14:01,490 ----------------------------------------------------------------------------------------------------
2018-12-16 07:14:01,490 EPOCH 143 done: loss 0.1716 - lr 0.0008 - bad epochs 0
2018-12-16 07:15:33,806 TEST : loss 1.06600022 - f-score 0.8929 - acc 0.8930
2018-12-16 07:15:33,806 ----------------------------------------------------------------------------------------------------
2018-12-16 07:15:34,052 epoch 144 - iter 0/1974 - loss 0.24103692
2018-12-16 07:16:09,795 epoch 144 - iter 197/1974 - loss 0.16810409
2018-12-16 07:16:45,327 epoch 144 - iter 394/1974 - loss 0.16783296
2018-12-16 07:17:20,799 epoch 144 - iter 591/1974 - loss 0.16818444
2018-12-16 07:17:56,116 epoch 144 - iter 788/1974 - loss 0.17540149
2018-12-16 07:18:34,180 epoch 144 - iter 985/1974 - loss 0.17062208
2018-12-16 07:19:13,794 epoch 144 - iter 1182/1974 - loss 0.17250307
2018-12-16 07:19:48,989 epoch 144 - iter 1379/1974 - loss 0.17265299
2018-12-16 07:20:25,327 epoch 144 - iter 1576/1974 - loss 0.17159187
2018-12-16 07:21:00,463 epoch 144 - iter 1773/1974 - loss 0.17189464
2018-12-16 07:21:35,519 epoch 144 - iter 1970/1974 - loss 0.17140942
2018-12-16 07:21:36,096 ----------------------------------------------------------------------------------------------------
2018-12-16 07:21:36,097 EPOCH 144 done: loss 0.1713 - lr 0.0008 - bad epochs 1
2018-12-16 07:23:11,230 TEST : loss 1.06705749 - f-score 0.8926 - acc 0.8927
2018-12-16 07:23:11,231 ----------------------------------------------------------------------------------------------------
2018-12-16 07:23:11,462 epoch 145 - iter 0/1974 - loss 0.04899573
2018-12-16 07:23:47,179 epoch 145 - iter 197/1974 - loss 0.18564607
2018-12-16 07:24:22,620 epoch 145 - iter 394/1974 - loss 0.17196510
2018-12-16 07:24:58,342 epoch 145 - iter 591/1974 - loss 0.17520883
2018-12-16 07:25:32,036 epoch 145 - iter 788/1974 - loss 0.17179407
2018-12-16 07:26:06,724 epoch 145 - iter 985/1974 - loss 0.16873550
2018-12-16 07:26:43,562 epoch 145 - iter 1182/1974 - loss 0.16886283
2018-12-16 07:27:18,932 epoch 145 - iter 1379/1974 - loss 0.17219113
2018-12-16 07:27:55,066 epoch 145 - iter 1576/1974 - loss 0.17124839
2018-12-16 07:28:32,409 epoch 145 - iter 1773/1974 - loss 0.16889468
2018-12-16 07:29:09,146 epoch 145 - iter 1970/1974 - loss 0.16735515
2018-12-16 07:29:09,625 ----------------------------------------------------------------------------------------------------
2018-12-16 07:29:09,625 EPOCH 145 done: loss 0.1674 - lr 0.0008 - bad epochs 2
2018-12-16 07:30:42,344 TEST : loss 1.06932867 - f-score 0.8926 - acc 0.8926
2018-12-16 07:30:42,344 ----------------------------------------------------------------------------------------------------
2018-12-16 07:30:42,553 epoch 146 - iter 0/1974 - loss 0.27657759
2018-12-16 07:31:18,093 epoch 146 - iter 197/1974 - loss 0.18979776
2018-12-16 07:31:54,290 epoch 146 - iter 394/1974 - loss 0.18269278
2018-12-16 07:32:28,245 epoch 146 - iter 591/1974 - loss 0.17968649
2018-12-16 07:33:04,458 epoch 146 - iter 788/1974 - loss 0.17780481
2018-12-16 07:33:39,938 epoch 146 - iter 985/1974 - loss 0.17148062
2018-12-16 07:34:15,012 epoch 146 - iter 1182/1974 - loss 0.17154209
2018-12-16 07:34:50,787 epoch 146 - iter 1379/1974 - loss 0.17119679
2018-12-16 07:35:27,761 epoch 146 - iter 1576/1974 - loss 0.17332926
2018-12-16 07:36:02,930 epoch 146 - iter 1773/1974 - loss 0.17507543
2018-12-16 07:36:37,152 epoch 146 - iter 1970/1974 - loss 0.17495077
2018-12-16 07:36:37,732 ----------------------------------------------------------------------------------------------------
2018-12-16 07:36:37,732 EPOCH 146 done: loss 0.1749 - lr 0.0008 - bad epochs 0
2018-12-16 07:38:10,156 TEST : loss 1.06992280 - f-score 0.8927 - acc 0.8927
2018-12-16 07:38:10,157 ----------------------------------------------------------------------------------------------------
2018-12-16 07:38:10,381 epoch 147 - iter 0/1974 - loss 0.34305966
2018-12-16 07:38:44,730 epoch 147 - iter 197/1974 - loss 0.16896345
2018-12-16 07:39:19,232 epoch 147 - iter 394/1974 - loss 0.17127270
2018-12-16 07:39:53,746 epoch 147 - iter 591/1974 - loss 0.17322162
2018-12-16 07:40:27,903 epoch 147 - iter 788/1974 - loss 0.17073984
2018-12-16 07:41:02,184 epoch 147 - iter 985/1974 - loss 0.16928101
2018-12-16 07:41:39,620 epoch 147 - iter 1182/1974 - loss 0.17297349
2018-12-16 07:42:16,284 epoch 147 - iter 1379/1974 - loss 0.17150577
2018-12-16 07:42:52,663 epoch 147 - iter 1576/1974 - loss 0.16878614
2018-12-16 07:43:28,988 epoch 147 - iter 1773/1974 - loss 0.16875057
2018-12-16 07:44:04,259 epoch 147 - iter 1970/1974 - loss 0.16966039
2018-12-16 07:44:04,836 ----------------------------------------------------------------------------------------------------
2018-12-16 07:44:04,836 EPOCH 147 done: loss 0.1696 - lr 0.0008 - bad epochs 1
2018-12-16 07:45:37,339 TEST : loss 1.07094932 - f-score 0.8925 - acc 0.8925
2018-12-16 07:45:37,340 ----------------------------------------------------------------------------------------------------
2018-12-16 07:45:37,614 epoch 148 - iter 0/1974 - loss 0.08210874
2018-12-16 07:46:12,628 epoch 148 - iter 197/1974 - loss 0.16696077
2018-12-16 07:46:46,723 epoch 148 - iter 394/1974 - loss 0.16854858
2018-12-16 07:47:22,395 epoch 148 - iter 591/1974 - loss 0.17363782
2018-12-16 07:47:56,574 epoch 148 - iter 788/1974 - loss 0.17022086
2018-12-16 07:48:33,907 epoch 148 - iter 985/1974 - loss 0.16903527
2018-12-16 07:49:08,359 epoch 148 - iter 1182/1974 - loss 0.16744177
2018-12-16 07:49:43,562 epoch 148 - iter 1379/1974 - loss 0.16723165
2018-12-16 07:50:22,179 epoch 148 - iter 1576/1974 - loss 0.16815851
2018-12-16 07:50:57,221 epoch 148 - iter 1773/1974 - loss 0.16725017
2018-12-16 07:51:34,224 epoch 148 - iter 1970/1974 - loss 0.16874735
2018-12-16 07:51:34,816 ----------------------------------------------------------------------------------------------------
2018-12-16 07:51:34,816 EPOCH 148 done: loss 0.1686 - lr 0.0008 - bad epochs 2
2018-12-16 07:53:09,237 TEST : loss 1.06990933 - f-score 0.8928 - acc 0.8928
2018-12-16 07:53:09,237 ----------------------------------------------------------------------------------------------------
2018-12-16 07:53:09,493 epoch 149 - iter 0/1974 - loss 0.29586256
2018-12-16 07:53:45,067 epoch 149 - iter 197/1974 - loss 0.16789109
2018-12-16 07:54:20,958 epoch 149 - iter 394/1974 - loss 0.17437841
2018-12-16 07:54:54,995 epoch 149 - iter 591/1974 - loss 0.17365774
2018-12-16 07:55:30,726 epoch 149 - iter 788/1974 - loss 0.16979032
2018-12-16 07:56:05,653 epoch 149 - iter 985/1974 - loss 0.17064174
2018-12-16 07:56:42,978 epoch 149 - iter 1182/1974 - loss 0.17174734
2018-12-16 07:57:18,021 epoch 149 - iter 1379/1974 - loss 0.16747380
2018-12-16 07:57:52,496 epoch 149 - iter 1576/1974 - loss 0.16767700
2018-12-16 07:58:29,864 epoch 149 - iter 1773/1974 - loss 0.16858239
2018-12-16 07:59:04,499 epoch 149 - iter 1970/1974 - loss 0.16789131
2018-12-16 07:59:04,998 ----------------------------------------------------------------------------------------------------
2018-12-16 07:59:04,998 EPOCH 149 done: loss 0.1680 - lr 0.0004 - bad epochs 0
2018-12-16 08:00:37,882 TEST : loss 1.06950700 - f-score 0.8928 - acc 0.8928
2018-12-16 08:00:37,883 ----------------------------------------------------------------------------------------------------
2018-12-16 08:00:38,156 epoch 150 - iter 0/1974 - loss 0.02574593
2018-12-16 08:01:14,565 epoch 150 - iter 197/1974 - loss 0.19594260
2018-12-16 08:01:49,243 epoch 150 - iter 394/1974 - loss 0.18023826
2018-12-16 08:02:25,133 epoch 150 - iter 591/1974 - loss 0.17644890
2018-12-16 08:03:00,301 epoch 150 - iter 788/1974 - loss 0.17598695
2018-12-16 08:03:34,392 epoch 150 - iter 985/1974 - loss 0.17614746
2018-12-16 08:04:09,144 epoch 150 - iter 1182/1974 - loss 0.17344030
2018-12-16 08:04:44,646 epoch 150 - iter 1379/1974 - loss 0.17186640
2018-12-16 08:05:19,726 epoch 150 - iter 1576/1974 - loss 0.17095461
2018-12-16 08:05:56,073 epoch 150 - iter 1773/1974 - loss 0.16990127
2018-12-16 08:06:31,745 epoch 150 - iter 1970/1974 - loss 0.16950195
2018-12-16 08:06:32,375 ----------------------------------------------------------------------------------------------------
2018-12-16 08:06:32,375 EPOCH 150 done: loss 0.1698 - lr 0.0004 - bad epochs 1
2018-12-16 08:08:07,735 TEST : loss 1.07030439 - f-score 0.8927 - acc 0.8927
2018-12-16 08:08:20,980 ----------------------------------------------------------------------------------------------------
2018-12-16 08:08:20,980 Testing using best model ...
2018-12-16 08:09:56,527 MICRO_AVG: acc 0.8927 - f1-score 0.8927
2018-12-16 08:09:56,527 MARCO_AVG: acc 0.8817 - f1-score 0.8865
2018-12-16 08:09:56,527 LOC        tp: 4103 - fp: 431 - fn: 474 - tn: 4103 - precision: 0.9049 - recall: 0.8964 - accuracy: 0.9007 - f1-score: 0.9006
2018-12-16 08:09:56,527 MISC       tp: 1883 - fp: 358 - fn: 552 - tn: 1883 - precision: 0.8402 - recall: 0.7733 - accuracy: 0.8054 - f1-score: 0.8054
2018-12-16 08:09:56,528 ORG        tp: 3975 - fp: 694 - fn: 552 - tn: 3975 - precision: 0.8514 - recall: 0.8781 - accuracy: 0.8645 - f1-score: 0.8645
2018-12-16 08:09:56,528 PER        tp: 4486 - fp: 238 - fn: 174 - tn: 4486 - precision: 0.9496 - recall: 0.9627 - accuracy: 0.9561 - f1-score: 0.9561
2018-12-16 08:09:56,528 ----------------------------------------------------------------------------------------------------
2018-12-16 08:09:56,528 ----------------------------------------------------------------------------------------------------
2018-12-16 08:10:19,278 conll_03_german: loss 1.13762844 - f-score 0.8733 - acc 0.8733
2018-12-16 08:10:19,278 ----------------------------------------------------------------------------------------------------
2018-12-16 08:10:50,971 conll_03_dutch: loss 0.62201685 - f-score 0.8896 - acc 0.8896
2018-12-16 08:10:50,971 ----------------------------------------------------------------------------------------------------
2018-12-16 08:11:15,822 conll_03: loss 1.30610251 - f-score 0.9216 - acc 0.9217
2018-12-16 08:11:15,822 ----------------------------------------------------------------------------------------------------
2018-12-16 08:11:35,636 conll_03_spanish: loss 1.89260685 - f-score 0.8665 - acc 0.8665