2019-01-28 11:51:44,657 ----------------------------------------------------------------------------------------------------
2019-01-28 11:51:44,657 Evaluation method: MICRO_F1_SCORE
2019-01-28 11:51:44,679 ----------------------------------------------------------------------------------------------------
2019-01-28 11:51:45,060 epoch 1 - iter 0/577 - loss 38.82068253
2019-01-28 11:51:59,152 epoch 1 - iter 57/577 - loss 9.19861307
2019-01-28 11:52:13,164 epoch 1 - iter 114/577 - loss 6.31426478
2019-01-28 11:52:28,134 epoch 1 - iter 171/577 - loss 5.09074369
2019-01-28 11:52:42,223 epoch 1 - iter 228/577 - loss 4.37677147
2019-01-28 11:52:56,049 epoch 1 - iter 285/577 - loss 3.93805180
2019-01-28 11:53:10,688 epoch 1 - iter 342/577 - loss 3.58364904
2019-01-28 11:53:24,793 epoch 1 - iter 399/577 - loss 3.30492375
2019-01-28 11:53:38,976 epoch 1 - iter 456/577 - loss 3.08422602
2019-01-28 11:53:53,862 epoch 1 - iter 513/577 - loss 2.89850095
2019-01-28 11:54:08,037 epoch 1 - iter 570/577 - loss 2.74895369
2019-01-28 11:54:10,140 ----------------------------------------------------------------------------------------------------
2019-01-28 11:54:10,140 EPOCH 1 done: loss 2.7354 - lr 0.1000 - bad epochs 0
2019-01-28 11:54:34,991 TEST : loss 0.95913780 - f-score 0.8835 - acc 0.8835
2019-01-28 11:54:34,994 ----------------------------------------------------------------------------------------------------
2019-01-28 11:54:35,125 epoch 2 - iter 0/577 - loss 1.12763155
2019-01-28 11:54:42,798 epoch 2 - iter 57/577 - loss 1.35475874
2019-01-28 11:54:50,884 epoch 2 - iter 114/577 - loss 1.27873905
2019-01-28 11:54:58,667 epoch 2 - iter 171/577 - loss 1.23713788
2019-01-28 11:55:06,592 epoch 2 - iter 228/577 - loss 1.24492190
2019-01-28 11:55:14,594 epoch 2 - iter 285/577 - loss 1.20996310
2019-01-28 11:55:22,476 epoch 2 - iter 342/577 - loss 1.19188759
2019-01-28 11:55:31,304 epoch 2 - iter 399/577 - loss 1.17521887
2019-01-28 11:55:39,313 epoch 2 - iter 456/577 - loss 1.15565077
2019-01-28 11:55:47,594 epoch 2 - iter 513/577 - loss 1.13508560
2019-01-28 11:55:55,450 epoch 2 - iter 570/577 - loss 1.11914894
2019-01-28 11:55:56,877 ----------------------------------------------------------------------------------------------------
2019-01-28 11:55:56,877 EPOCH 2 done: loss 1.1187 - lr 0.1000 - bad epochs 0
2019-01-28 11:56:11,430 TEST : loss 0.81287509 - f-score 0.9033 - acc 0.9033
2019-01-28 11:56:11,436 ----------------------------------------------------------------------------------------------------
2019-01-28 11:56:11,594 epoch 3 - iter 0/577 - loss 0.87890089
2019-01-28 11:56:19,549 epoch 3 - iter 57/577 - loss 0.96090392
2019-01-28 11:56:27,810 epoch 3 - iter 114/577 - loss 0.94127562
2019-01-28 11:56:35,727 epoch 3 - iter 171/577 - loss 0.92373779
2019-01-28 11:56:43,734 epoch 3 - iter 228/577 - loss 0.89581326
2019-01-28 11:56:51,719 epoch 3 - iter 285/577 - loss 0.86685457
2019-01-28 11:56:59,691 epoch 3 - iter 342/577 - loss 0.87597324
2019-01-28 11:57:08,156 epoch 3 - iter 399/577 - loss 0.86766297
2019-01-28 11:57:16,037 epoch 3 - iter 456/577 - loss 0.87080626
2019-01-28 11:57:24,150 epoch 3 - iter 513/577 - loss 0.86935675
2019-01-28 11:57:32,110 epoch 3 - iter 570/577 - loss 0.86456953
2019-01-28 11:57:33,694 ----------------------------------------------------------------------------------------------------
2019-01-28 11:57:33,694 EPOCH 3 done: loss 0.8626 - lr 0.1000 - bad epochs 0
2019-01-28 11:57:48,310 TEST : loss 0.79537988 - f-score 0.9046 - acc 0.9046
2019-01-28 11:57:48,318 ----------------------------------------------------------------------------------------------------
2019-01-28 11:57:48,539 epoch 4 - iter 0/577 - loss 0.69368172
2019-01-28 11:57:56,776 epoch 4 - iter 57/577 - loss 0.73903033
2019-01-28 11:58:05,088 epoch 4 - iter 114/577 - loss 0.76276487
2019-01-28 11:58:13,821 epoch 4 - iter 171/577 - loss 0.76598410
2019-01-28 11:58:21,580 epoch 4 - iter 228/577 - loss 0.77064644
2019-01-28 11:58:29,634 epoch 4 - iter 285/577 - loss 0.76141832
2019-01-28 11:58:37,703 epoch 4 - iter 342/577 - loss 0.74809679
2019-01-28 11:58:45,655 epoch 4 - iter 399/577 - loss 0.75363491
2019-01-28 11:58:53,371 epoch 4 - iter 456/577 - loss 0.75736448
2019-01-28 11:59:01,224 epoch 4 - iter 513/577 - loss 0.75022719
2019-01-28 11:59:09,398 epoch 4 - iter 570/577 - loss 0.74936013
2019-01-28 11:59:11,000 ----------------------------------------------------------------------------------------------------
2019-01-28 11:59:11,000 EPOCH 4 done: loss 0.7510 - lr 0.1000 - bad epochs 0
2019-01-28 11:59:25,509 TEST : loss 0.77483118 - f-score 0.9075 - acc 0.9075
2019-01-28 11:59:25,516 ----------------------------------------------------------------------------------------------------
2019-01-28 11:59:25,677 epoch 5 - iter 0/577 - loss 0.45109940
2019-01-28 11:59:33,594 epoch 5 - iter 57/577 - loss 0.63705731
2019-01-28 11:59:41,527 epoch 5 - iter 114/577 - loss 0.62594658
2019-01-28 11:59:49,410 epoch 5 - iter 171/577 - loss 0.66118453
2019-01-28 11:59:57,564 epoch 5 - iter 228/577 - loss 0.64647020
2019-01-28 12:00:05,591 epoch 5 - iter 285/577 - loss 0.64234587
2019-01-28 12:00:13,532 epoch 5 - iter 342/577 - loss 0.64274855
2019-01-28 12:00:21,831 epoch 5 - iter 399/577 - loss 0.65398140
2019-01-28 12:00:30,172 epoch 5 - iter 456/577 - loss 0.65713537
2019-01-28 12:00:38,389 epoch 5 - iter 513/577 - loss 0.66284031
2019-01-28 12:00:46,280 epoch 5 - iter 570/577 - loss 0.67192253
2019-01-28 12:00:47,733 ----------------------------------------------------------------------------------------------------
2019-01-28 12:00:47,736 EPOCH 5 done: loss 0.6715 - lr 0.1000 - bad epochs 0
2019-01-28 12:01:02,320 TEST : loss 0.73959494 - f-score 0.9149 - acc 0.9149
2019-01-28 12:01:02,324 ----------------------------------------------------------------------------------------------------
2019-01-28 12:01:02,478 epoch 6 - iter 0/577 - loss 0.45183933
2019-01-28 12:01:10,833 epoch 6 - iter 57/577 - loss 0.62512528
2019-01-28 12:01:19,296 epoch 6 - iter 114/577 - loss 0.61635491
2019-01-28 12:01:27,133 epoch 6 - iter 171/577 - loss 0.59542204
2019-01-28 12:01:35,205 epoch 6 - iter 228/577 - loss 0.60043093
2019-01-28 12:01:43,925 epoch 6 - iter 285/577 - loss 0.62168774
2019-01-28 12:01:52,217 epoch 6 - iter 342/577 - loss 0.61925137
2019-01-28 12:02:00,396 epoch 6 - iter 399/577 - loss 0.62225474
2019-01-28 12:02:08,999 epoch 6 - iter 456/577 - loss 0.62031994
2019-01-28 12:02:17,547 epoch 6 - iter 513/577 - loss 0.61908437
2019-01-28 12:02:25,520 epoch 6 - iter 570/577 - loss 0.61382140
2019-01-28 12:02:27,201 ----------------------------------------------------------------------------------------------------
2019-01-28 12:02:27,201 EPOCH 6 done: loss 0.6137 - lr 0.1000 - bad epochs 0
2019-01-28 12:02:41,851 TEST : loss 0.77408987 - f-score 0.9116 - acc 0.9116
2019-01-28 12:02:41,856 ----------------------------------------------------------------------------------------------------
2019-01-28 12:02:41,991 epoch 7 - iter 0/577 - loss 0.13102794
2019-01-28 12:02:50,088 epoch 7 - iter 57/577 - loss 0.55586153
2019-01-28 12:02:58,276 epoch 7 - iter 114/577 - loss 0.54655358
2019-01-28 12:03:06,484 epoch 7 - iter 171/577 - loss 0.54476930
2019-01-28 12:03:14,030 epoch 7 - iter 228/577 - loss 0.54906630
2019-01-28 12:03:22,178 epoch 7 - iter 285/577 - loss 0.56011725
2019-01-28 12:03:30,633 epoch 7 - iter 342/577 - loss 0.55634658
2019-01-28 12:03:38,699 epoch 7 - iter 399/577 - loss 0.55582535
2019-01-28 12:03:46,753 epoch 7 - iter 456/577 - loss 0.55732472
2019-01-28 12:03:54,638 epoch 7 - iter 513/577 - loss 0.56100598
2019-01-28 12:04:02,778 epoch 7 - iter 570/577 - loss 0.55808891
2019-01-28 12:04:04,340 ----------------------------------------------------------------------------------------------------
2019-01-28 12:04:04,340 EPOCH 7 done: loss 0.5599 - lr 0.1000 - bad epochs 0
2019-01-28 12:04:18,789 TEST : loss 0.81656635 - f-score 0.9186 - acc 0.9186
2019-01-28 12:04:18,793 ----------------------------------------------------------------------------------------------------
2019-01-28 12:04:18,942 epoch 8 - iter 0/577 - loss 0.42857772
2019-01-28 12:04:27,112 epoch 8 - iter 57/577 - loss 0.45267576
2019-01-28 12:04:34,880 epoch 8 - iter 114/577 - loss 0.47837451
2019-01-28 12:04:42,718 epoch 8 - iter 171/577 - loss 0.47029302
2019-01-28 12:04:50,630 epoch 8 - iter 228/577 - loss 0.48675508
2019-01-28 12:04:58,198 epoch 8 - iter 285/577 - loss 0.51276720
2019-01-28 12:05:05,934 epoch 8 - iter 342/577 - loss 0.51312067
2019-01-28 12:05:13,771 epoch 8 - iter 399/577 - loss 0.51614751
2019-01-28 12:05:21,563 epoch 8 - iter 456/577 - loss 0.52387380
2019-01-28 12:05:29,527 epoch 8 - iter 513/577 - loss 0.52120985
2019-01-28 12:05:37,741 epoch 8 - iter 570/577 - loss 0.51821828
2019-01-28 12:05:39,418 ----------------------------------------------------------------------------------------------------
2019-01-28 12:05:39,419 EPOCH 8 done: loss 0.5161 - lr 0.1000 - bad epochs 0
2019-01-28 12:05:53,952 TEST : loss 0.82098264 - f-score 0.9178 - acc 0.9178
2019-01-28 12:05:53,956 ----------------------------------------------------------------------------------------------------
2019-01-28 12:05:54,101 epoch 9 - iter 0/577 - loss 0.28433809
2019-01-28 12:06:02,083 epoch 9 - iter 57/577 - loss 0.48861198
2019-01-28 12:06:09,976 epoch 9 - iter 114/577 - loss 0.51204912
2019-01-28 12:06:17,898 epoch 9 - iter 171/577 - loss 0.51126207
2019-01-28 12:06:25,951 epoch 9 - iter 228/577 - loss 0.50899648
2019-01-28 12:06:34,214 epoch 9 - iter 285/577 - loss 0.51659124
2019-01-28 12:06:42,043 epoch 9 - iter 342/577 - loss 0.51739013
2019-01-28 12:06:50,071 epoch 9 - iter 399/577 - loss 0.51995424
2019-01-28 12:06:58,191 epoch 9 - iter 456/577 - loss 0.51919598
2019-01-28 12:07:06,206 epoch 9 - iter 513/577 - loss 0.52695642
2019-01-28 12:07:14,134 epoch 9 - iter 570/577 - loss 0.52597072
2019-01-28 12:07:15,632 ----------------------------------------------------------------------------------------------------
2019-01-28 12:07:15,632 EPOCH 9 done: loss 0.5244 - lr 0.1000 - bad epochs 0
2019-01-28 12:07:29,802 TEST : loss 0.71590406 - f-score 0.9255 - acc 0.9255
2019-01-28 12:07:29,806 ----------------------------------------------------------------------------------------------------
2019-01-28 12:07:29,956 epoch 10 - iter 0/577 - loss 0.31276500
2019-01-28 12:07:38,169 epoch 10 - iter 57/577 - loss 0.42112363
2019-01-28 12:07:46,313 epoch 10 - iter 114/577 - loss 0.43637146
2019-01-28 12:07:54,233 epoch 10 - iter 171/577 - loss 0.45854297
2019-01-28 12:08:02,112 epoch 10 - iter 228/577 - loss 0.46920897
2019-01-28 12:08:10,170 epoch 10 - iter 285/577 - loss 0.47051474
2019-01-28 12:08:18,083 epoch 10 - iter 342/577 - loss 0.46525621
2019-01-28 12:08:26,306 epoch 10 - iter 399/577 - loss 0.46576811
2019-01-28 12:08:34,243 epoch 10 - iter 456/577 - loss 0.46974498
2019-01-28 12:08:42,263 epoch 10 - iter 513/577 - loss 0.47534675
2019-01-28 12:08:50,170 epoch 10 - iter 570/577 - loss 0.46624786
2019-01-28 12:08:51,622 ----------------------------------------------------------------------------------------------------
2019-01-28 12:08:51,622 EPOCH 10 done: loss 0.4650 - lr 0.1000 - bad epochs 1
2019-01-28 12:09:06,148 TEST : loss 0.78068459 - f-score 0.9178 - acc 0.9179
2019-01-28 12:09:06,151 ----------------------------------------------------------------------------------------------------
2019-01-28 12:09:06,303 epoch 11 - iter 0/577 - loss 0.43088424
2019-01-28 12:09:14,342 epoch 11 - iter 57/577 - loss 0.46085205
2019-01-28 12:09:22,544 epoch 11 - iter 114/577 - loss 0.46398401
2019-01-28 12:09:30,461 epoch 11 - iter 171/577 - loss 0.46929603
2019-01-28 12:09:38,204 epoch 11 - iter 228/577 - loss 0.46003630
2019-01-28 12:09:46,128 epoch 11 - iter 285/577 - loss 0.44436809
2019-01-28 12:09:53,960 epoch 11 - iter 342/577 - loss 0.45197446
2019-01-28 12:10:01,797 epoch 11 - iter 399/577 - loss 0.44961719
2019-01-28 12:10:10,025 epoch 11 - iter 456/577 - loss 0.44667581
2019-01-28 12:10:18,038 epoch 11 - iter 513/577 - loss 0.45393397
2019-01-28 12:10:25,856 epoch 11 - iter 570/577 - loss 0.45549483
2019-01-28 12:10:27,591 ----------------------------------------------------------------------------------------------------
2019-01-28 12:10:27,592 EPOCH 11 done: loss 0.4554 - lr 0.1000 - bad epochs 0
2019-01-28 12:10:43,229 TEST : loss 0.79641944 - f-score 0.9193 - acc 0.9193
2019-01-28 12:10:43,235 ----------------------------------------------------------------------------------------------------
2019-01-28 12:10:43,390 epoch 12 - iter 0/577 - loss 0.46728963
2019-01-28 12:10:51,284 epoch 12 - iter 57/577 - loss 0.41332272
2019-01-28 12:10:59,181 epoch 12 - iter 114/577 - loss 0.41034018
2019-01-28 12:11:07,609 epoch 12 - iter 171/577 - loss 0.40662504
2019-01-28 12:11:15,610 epoch 12 - iter 228/577 - loss 0.40692685
2019-01-28 12:11:23,763 epoch 12 - iter 285/577 - loss 0.40612913
2019-01-28 12:11:31,927 epoch 12 - iter 342/577 - loss 0.41824296
2019-01-28 12:11:39,974 epoch 12 - iter 399/577 - loss 0.42971568
2019-01-28 12:11:48,109 epoch 12 - iter 456/577 - loss 0.42722400
2019-01-28 12:11:56,493 epoch 12 - iter 513/577 - loss 0.43285369
2019-01-28 12:12:04,500 epoch 12 - iter 570/577 - loss 0.43148526
2019-01-28 12:12:06,156 ----------------------------------------------------------------------------------------------------
2019-01-28 12:12:06,156 EPOCH 12 done: loss 0.4311 - lr 0.1000 - bad epochs 0
2019-01-28 12:12:20,612 TEST : loss 0.86389464 - f-score 0.9148 - acc 0.9148
2019-01-28 12:12:20,617 ----------------------------------------------------------------------------------------------------
2019-01-28 12:12:20,741 epoch 13 - iter 0/577 - loss 0.51931524
2019-01-28 12:12:28,606 epoch 13 - iter 57/577 - loss 0.43410962
2019-01-28 12:12:36,533 epoch 13 - iter 114/577 - loss 0.42092764
2019-01-28 12:12:44,537 epoch 13 - iter 171/577 - loss 0.41823301
2019-01-28 12:12:52,625 epoch 13 - iter 228/577 - loss 0.41544888
2019-01-28 12:13:00,497 epoch 13 - iter 285/577 - loss 0.43003400
2019-01-28 12:13:08,813 epoch 13 - iter 342/577 - loss 0.42875852
2019-01-28 12:13:17,142 epoch 13 - iter 399/577 - loss 0.42575569
2019-01-28 12:13:25,115 epoch 13 - iter 456/577 - loss 0.41994870
2019-01-28 12:13:33,194 epoch 13 - iter 513/577 - loss 0.42355731
2019-01-28 12:13:41,226 epoch 13 - iter 570/577 - loss 0.41674765
2019-01-28 12:13:42,693 ----------------------------------------------------------------------------------------------------
2019-01-28 12:13:42,693 EPOCH 13 done: loss 0.4177 - lr 0.1000 - bad epochs 0
2019-01-28 12:13:57,186 TEST : loss 0.88833112 - f-score 0.9183 - acc 0.9183
2019-01-28 12:13:57,191 ----------------------------------------------------------------------------------------------------
2019-01-28 12:13:57,339 epoch 14 - iter 0/577 - loss 0.32787225
2019-01-28 12:14:05,059 epoch 14 - iter 57/577 - loss 0.39651138
2019-01-28 12:14:13,490 epoch 14 - iter 114/577 - loss 0.38710463
2019-01-28 12:14:21,228 epoch 14 - iter 171/577 - loss 0.38879042
2019-01-28 12:14:29,354 epoch 14 - iter 228/577 - loss 0.40399649
2019-01-28 12:14:37,556 epoch 14 - iter 285/577 - loss 0.40971813
2019-01-28 12:14:45,471 epoch 14 - iter 342/577 - loss 0.40948094
2019-01-28 12:14:53,853 epoch 14 - iter 399/577 - loss 0.40765410
2019-01-28 12:15:02,212 epoch 14 - iter 456/577 - loss 0.40625724
2019-01-28 12:15:10,312 epoch 14 - iter 513/577 - loss 0.40294243
2019-01-28 12:15:18,274 epoch 14 - iter 570/577 - loss 0.40021334
2019-01-28 12:15:20,344 ----------------------------------------------------------------------------------------------------
2019-01-28 12:15:20,344 EPOCH 14 done: loss 0.3999 - lr 0.1000 - bad epochs 0
2019-01-28 12:15:34,571 TEST : loss 0.86895484 - f-score 0.9183 - acc 0.9184
2019-01-28 12:15:34,576 ----------------------------------------------------------------------------------------------------
2019-01-28 12:15:34,732 epoch 15 - iter 0/577 - loss 0.67010176
2019-01-28 12:15:43,214 epoch 15 - iter 57/577 - loss 0.37654960
2019-01-28 12:15:51,403 epoch 15 - iter 114/577 - loss 0.40370567
2019-01-28 12:15:59,401 epoch 15 - iter 171/577 - loss 0.38507813
2019-01-28 12:16:07,536 epoch 15 - iter 228/577 - loss 0.39371871
2019-01-28 12:16:15,525 epoch 15 - iter 285/577 - loss 0.38894552
2019-01-28 12:16:23,701 epoch 15 - iter 342/577 - loss 0.39299138
2019-01-28 12:16:31,515 epoch 15 - iter 399/577 - loss 0.40231183
2019-01-28 12:16:39,529 epoch 15 - iter 456/577 - loss 0.41460011
2019-01-28 12:16:47,330 epoch 15 - iter 513/577 - loss 0.41342071
2019-01-28 12:16:55,156 epoch 15 - iter 570/577 - loss 0.41399667
2019-01-28 12:16:56,573 ----------------------------------------------------------------------------------------------------
2019-01-28 12:16:56,573 EPOCH 15 done: loss 0.4119 - lr 0.1000 - bad epochs 0
2019-01-28 12:17:11,028 TEST : loss 0.82826358 - f-score 0.9202 - acc 0.9203
2019-01-28 12:17:11,033 ----------------------------------------------------------------------------------------------------
2019-01-28 12:17:11,195 epoch 16 - iter 0/577 - loss 0.45059615
2019-01-28 12:17:18,993 epoch 16 - iter 57/577 - loss 0.38732203
2019-01-28 12:17:27,008 epoch 16 - iter 114/577 - loss 0.37654787
2019-01-28 12:17:35,021 epoch 16 - iter 171/577 - loss 0.39115125
2019-01-28 12:17:42,982 epoch 16 - iter 228/577 - loss 0.38880127
2019-01-28 12:17:50,995 epoch 16 - iter 285/577 - loss 0.39218061
2019-01-28 12:17:58,855 epoch 16 - iter 342/577 - loss 0.39600267
2019-01-28 12:18:06,768 epoch 16 - iter 399/577 - loss 0.39200271
2019-01-28 12:18:14,946 epoch 16 - iter 456/577 - loss 0.38898924
2019-01-28 12:18:22,720 epoch 16 - iter 513/577 - loss 0.39041833
2019-01-28 12:18:30,517 epoch 16 - iter 570/577 - loss 0.39185657
2019-01-28 12:18:32,098 ----------------------------------------------------------------------------------------------------
2019-01-28 12:18:32,098 EPOCH 16 done: loss 0.3911 - lr 0.1000 - bad epochs 1
2019-01-28 12:18:46,635 TEST : loss 0.80082595 - f-score 0.9257 - acc 0.9257
2019-01-28 12:18:46,639 ----------------------------------------------------------------------------------------------------
2019-01-28 12:18:46,778 epoch 17 - iter 0/577 - loss 0.21302888
2019-01-28 12:18:54,597 epoch 17 - iter 57/577 - loss 0.34383553
2019-01-28 12:19:02,489 epoch 17 - iter 114/577 - loss 0.36879791
2019-01-28 12:19:10,245 epoch 17 - iter 171/577 - loss 0.35822593
2019-01-28 12:19:18,101 epoch 17 - iter 228/577 - loss 0.37706337
2019-01-28 12:19:26,083 epoch 17 - iter 285/577 - loss 0.36914183
2019-01-28 12:19:34,087 epoch 17 - iter 342/577 - loss 0.36173736
2019-01-28 12:19:41,975 epoch 17 - iter 399/577 - loss 0.35429269
2019-01-28 12:19:49,969 epoch 17 - iter 456/577 - loss 0.36009293
2019-01-28 12:19:58,061 epoch 17 - iter 513/577 - loss 0.35941498
2019-01-28 12:20:06,134 epoch 17 - iter 570/577 - loss 0.36287250
2019-01-28 12:20:07,574 ----------------------------------------------------------------------------------------------------
2019-01-28 12:20:07,574 EPOCH 17 done: loss 0.3636 - lr 0.1000 - bad epochs 0
2019-01-28 12:20:22,187 TEST : loss 0.78408539 - f-score 0.9238 - acc 0.9238
2019-01-28 12:20:22,192 ----------------------------------------------------------------------------------------------------
2019-01-28 12:20:22,346 epoch 18 - iter 0/577 - loss 0.73550498
2019-01-28 12:20:30,209 epoch 18 - iter 57/577 - loss 0.34073704
2019-01-28 12:20:38,127 epoch 18 - iter 114/577 - loss 0.34557897
2019-01-28 12:20:46,047 epoch 18 - iter 171/577 - loss 0.35840756
2019-01-28 12:20:54,097 epoch 18 - iter 228/577 - loss 0.34346009
2019-01-28 12:21:02,156 epoch 18 - iter 285/577 - loss 0.33748936
2019-01-28 12:21:10,035 epoch 18 - iter 342/577 - loss 0.34997165
2019-01-28 12:21:17,953 epoch 18 - iter 399/577 - loss 0.35053359
2019-01-28 12:21:25,911 epoch 18 - iter 456/577 - loss 0.35661886
2019-01-28 12:21:33,972 epoch 18 - iter 513/577 - loss 0.35288537
2019-01-28 12:21:41,854 epoch 18 - iter 570/577 - loss 0.35547535
2019-01-28 12:21:43,523 ----------------------------------------------------------------------------------------------------
2019-01-28 12:21:43,523 EPOCH 18 done: loss 0.3544 - lr 0.1000 - bad epochs 0
2019-01-28 12:21:58,189 TEST : loss 0.79592979 - f-score 0.9284 - acc 0.9284
2019-01-28 12:21:58,195 ----------------------------------------------------------------------------------------------------
2019-01-28 12:21:58,331 epoch 19 - iter 0/577 - loss 0.62269795
2019-01-28 12:22:06,306 epoch 19 - iter 57/577 - loss 0.32093537
2019-01-28 12:22:14,254 epoch 19 - iter 114/577 - loss 0.33300332
2019-01-28 12:22:22,462 epoch 19 - iter 171/577 - loss 0.36323974
2019-01-28 12:22:30,572 epoch 19 - iter 228/577 - loss 0.36442071
2019-01-28 12:22:38,621 epoch 19 - iter 285/577 - loss 0.35046511
2019-01-28 12:22:46,519 epoch 19 - iter 342/577 - loss 0.34945127
2019-01-28 12:22:54,572 epoch 19 - iter 399/577 - loss 0.34910974
2019-01-28 12:23:02,425 epoch 19 - iter 456/577 - loss 0.35046326
2019-01-28 12:23:11,078 epoch 19 - iter 513/577 - loss 0.34688345
2019-01-28 12:23:18,859 epoch 19 - iter 570/577 - loss 0.34414180
2019-01-28 12:23:20,333 ----------------------------------------------------------------------------------------------------
2019-01-28 12:23:20,333 EPOCH 19 done: loss 0.3435 - lr 0.1000 - bad epochs 0
2019-01-28 12:23:34,867 TEST : loss 0.83460402 - f-score 0.9280 - acc 0.9280
2019-01-28 12:23:34,883 ----------------------------------------------------------------------------------------------------
2019-01-28 12:23:35,035 epoch 20 - iter 0/577 - loss 0.35575885
2019-01-28 12:23:42,945 epoch 20 - iter 57/577 - loss 0.30885537
2019-01-28 12:23:50,864 epoch 20 - iter 114/577 - loss 0.30297087
2019-01-28 12:23:58,411 epoch 20 - iter 171/577 - loss 0.31317669
2019-01-28 12:24:06,240 epoch 20 - iter 228/577 - loss 0.32352265
2019-01-28 12:24:13,902 epoch 20 - iter 285/577 - loss 0.32937971
2019-01-28 12:24:21,658 epoch 20 - iter 342/577 - loss 0.32929192
2019-01-28 12:24:29,829 epoch 20 - iter 399/577 - loss 0.32403710
2019-01-28 12:24:37,860 epoch 20 - iter 456/577 - loss 0.33095014
2019-01-28 12:24:45,716 epoch 20 - iter 513/577 - loss 0.32964443
2019-01-28 12:24:53,529 epoch 20 - iter 570/577 - loss 0.33743500
2019-01-28 12:24:55,460 ----------------------------------------------------------------------------------------------------
2019-01-28 12:24:55,461 EPOCH 20 done: loss 0.3374 - lr 0.1000 - bad epochs 0
2019-01-28 12:25:09,937 TEST : loss 0.86393476 - f-score 0.9262 - acc 0.9263
2019-01-28 12:25:09,942 ----------------------------------------------------------------------------------------------------
2019-01-28 12:25:10,102 epoch 21 - iter 0/577 - loss 0.17507529
2019-01-28 12:25:17,845 epoch 21 - iter 57/577 - loss 0.31389237
2019-01-28 12:25:26,287 epoch 21 - iter 114/577 - loss 0.30030567
2019-01-28 12:25:34,150 epoch 21 - iter 171/577 - loss 0.31531948
2019-01-28 12:25:42,103 epoch 21 - iter 228/577 - loss 0.33026899
2019-01-28 12:25:50,136 epoch 21 - iter 285/577 - loss 0.33316452
2019-01-28 12:25:58,470 epoch 21 - iter 342/577 - loss 0.32756700
2019-01-28 12:26:06,415 epoch 21 - iter 399/577 - loss 0.33487366
2019-01-28 12:26:14,422 epoch 21 - iter 456/577 - loss 0.33412189
2019-01-28 12:26:22,353 epoch 21 - iter 513/577 - loss 0.33077466
2019-01-28 12:26:30,334 epoch 21 - iter 570/577 - loss 0.33200888
2019-01-28 12:26:31,921 ----------------------------------------------------------------------------------------------------
2019-01-28 12:26:31,921 EPOCH 21 done: loss 0.3337 - lr 0.1000 - bad epochs 0
2019-01-28 12:26:46,262 TEST : loss 0.84205031 - f-score 0.9254 - acc 0.9254
2019-01-28 12:26:46,268 ----------------------------------------------------------------------------------------------------
2019-01-28 12:26:46,409 epoch 22 - iter 0/577 - loss 0.15732220
2019-01-28 12:26:54,552 epoch 22 - iter 57/577 - loss 0.28530517
2019-01-28 12:27:02,688 epoch 22 - iter 114/577 - loss 0.29323496
2019-01-28 12:27:11,016 epoch 22 - iter 171/577 - loss 0.30025969
2019-01-28 12:27:18,836 epoch 22 - iter 228/577 - loss 0.30548912
2019-01-28 12:27:26,771 epoch 22 - iter 285/577 - loss 0.33161756
2019-01-28 12:27:34,580 epoch 22 - iter 342/577 - loss 0.33630535
2019-01-28 12:27:42,667 epoch 22 - iter 399/577 - loss 0.33859164
2019-01-28 12:27:51,411 epoch 22 - iter 456/577 - loss 0.33783642
2019-01-28 12:27:59,191 epoch 22 - iter 513/577 - loss 0.34053141
2019-01-28 12:28:07,423 epoch 22 - iter 570/577 - loss 0.34098046
2019-01-28 12:28:08,801 ----------------------------------------------------------------------------------------------------
2019-01-28 12:28:08,802 EPOCH 22 done: loss 0.3400 - lr 0.1000 - bad epochs 0
2019-01-28 12:28:23,321 TEST : loss 0.83705676 - f-score 0.9233 - acc 0.9233
2019-01-28 12:28:23,325 ----------------------------------------------------------------------------------------------------
2019-01-28 12:28:23,460 epoch 23 - iter 0/577 - loss 0.30859068
2019-01-28 12:28:31,576 epoch 23 - iter 57/577 - loss 0.26145875
2019-01-28 12:28:39,448 epoch 23 - iter 114/577 - loss 0.28065807
2019-01-28 12:28:47,401 epoch 23 - iter 171/577 - loss 0.27836428
2019-01-28 12:28:55,261 epoch 23 - iter 228/577 - loss 0.30442895
2019-01-28 12:29:03,258 epoch 23 - iter 285/577 - loss 0.31218003
2019-01-28 12:29:11,182 epoch 23 - iter 342/577 - loss 0.31834952
2019-01-28 12:29:19,118 epoch 23 - iter 399/577 - loss 0.31872895
2019-01-28 12:29:27,472 epoch 23 - iter 456/577 - loss 0.32089110
2019-01-28 12:29:35,392 epoch 23 - iter 513/577 - loss 0.31797928
2019-01-28 12:29:43,507 epoch 23 - iter 570/577 - loss 0.32024352
2019-01-28 12:29:45,075 ----------------------------------------------------------------------------------------------------
2019-01-28 12:29:45,075 EPOCH 23 done: loss 0.3198 - lr 0.1000 - bad epochs 1
2019-01-28 12:29:59,669 TEST : loss 0.89615870 - f-score 0.9248 - acc 0.9248
2019-01-28 12:29:59,673 ----------------------------------------------------------------------------------------------------
2019-01-28 12:29:59,823 epoch 24 - iter 0/577 - loss 0.40821260
2019-01-28 12:30:07,962 epoch 24 - iter 57/577 - loss 0.33757491
2019-01-28 12:30:16,055 epoch 24 - iter 114/577 - loss 0.33530270
2019-01-28 12:30:24,262 epoch 24 - iter 171/577 - loss 0.32222684
2019-01-28 12:30:32,051 epoch 24 - iter 228/577 - loss 0.32838847
2019-01-28 12:30:39,976 epoch 24 - iter 285/577 - loss 0.32252201
2019-01-28 12:30:47,960 epoch 24 - iter 342/577 - loss 0.32306033
2019-01-28 12:30:56,032 epoch 24 - iter 399/577 - loss 0.32326774
2019-01-28 12:31:04,345 epoch 24 - iter 456/577 - loss 0.32115679
2019-01-28 12:31:12,422 epoch 24 - iter 513/577 - loss 0.31925312
2019-01-28 12:31:20,598 epoch 24 - iter 570/577 - loss 0.32070653
2019-01-28 12:31:22,584 ----------------------------------------------------------------------------------------------------
2019-01-28 12:31:22,585 EPOCH 24 done: loss 0.3195 - lr 0.1000 - bad epochs 0
2019-01-28 12:31:37,186 TEST : loss 0.88002753 - f-score 0.9260 - acc 0.9260
2019-01-28 12:31:37,194 ----------------------------------------------------------------------------------------------------
2019-01-28 12:31:37,338 epoch 25 - iter 0/577 - loss 0.36552250
2019-01-28 12:31:45,908 epoch 25 - iter 57/577 - loss 0.32871305
2019-01-28 12:31:53,635 epoch 25 - iter 114/577 - loss 0.31044550
2019-01-28 12:32:01,010 epoch 25 - iter 171/577 - loss 0.31248623
2019-01-28 12:32:08,922 epoch 25 - iter 228/577 - loss 0.31021258
2019-01-28 12:32:16,661 epoch 25 - iter 285/577 - loss 0.31558826
2019-01-28 12:32:24,590 epoch 25 - iter 342/577 - loss 0.31758767
2019-01-28 12:32:32,287 epoch 25 - iter 399/577 - loss 0.31766913
2019-01-28 12:32:40,063 epoch 25 - iter 456/577 - loss 0.30971183
2019-01-28 12:32:48,166 epoch 25 - iter 513/577 - loss 0.31031967
2019-01-28 12:32:56,054 epoch 25 - iter 570/577 - loss 0.30903395
2019-01-28 12:32:57,478 ----------------------------------------------------------------------------------------------------
2019-01-28 12:32:57,478 EPOCH 25 done: loss 0.3117 - lr 0.1000 - bad epochs 0
2019-01-28 12:33:12,071 TEST : loss 0.86030942 - f-score 0.9250 - acc 0.9250
2019-01-28 12:33:12,076 ----------------------------------------------------------------------------------------------------
2019-01-28 12:33:12,226 epoch 26 - iter 0/577 - loss 0.39561707
2019-01-28 12:33:20,157 epoch 26 - iter 57/577 - loss 0.27202009
2019-01-28 12:33:29,139 epoch 26 - iter 114/577 - loss 0.27258667
2019-01-28 12:33:37,168 epoch 26 - iter 171/577 - loss 0.28251105
2019-01-28 12:33:45,429 epoch 26 - iter 228/577 - loss 0.27644305
2019-01-28 12:33:53,611 epoch 26 - iter 285/577 - loss 0.28314207
2019-01-28 12:34:01,632 epoch 26 - iter 342/577 - loss 0.28524502
2019-01-28 12:34:09,504 epoch 26 - iter 399/577 - loss 0.28931382
2019-01-28 12:34:17,139 epoch 26 - iter 456/577 - loss 0.29156006
2019-01-28 12:34:25,143 epoch 26 - iter 513/577 - loss 0.29706837
2019-01-28 12:34:33,280 epoch 26 - iter 570/577 - loss 0.29955253
2019-01-28 12:34:34,908 ----------------------------------------------------------------------------------------------------
2019-01-28 12:34:34,908 EPOCH 26 done: loss 0.2994 - lr 0.1000 - bad epochs 0
2019-01-28 12:34:49,350 TEST : loss 0.85148209 - f-score 0.9264 - acc 0.9264
2019-01-28 12:34:49,359 ----------------------------------------------------------------------------------------------------
2019-01-28 12:34:49,515 epoch 27 - iter 0/577 - loss 0.17914657
2019-01-28 12:34:57,579 epoch 27 - iter 57/577 - loss 0.27322449
2019-01-28 12:35:05,884 epoch 27 - iter 114/577 - loss 0.29158637
2019-01-28 12:35:13,869 epoch 27 - iter 171/577 - loss 0.28519108
2019-01-28 12:35:21,828 epoch 27 - iter 228/577 - loss 0.29480554
2019-01-28 12:35:29,555 epoch 27 - iter 285/577 - loss 0.29243098
2019-01-28 12:35:37,610 epoch 27 - iter 342/577 - loss 0.29912847
2019-01-28 12:35:45,759 epoch 27 - iter 399/577 - loss 0.29851633
2019-01-28 12:35:53,897 epoch 27 - iter 456/577 - loss 0.30222660
2019-01-28 12:36:01,744 epoch 27 - iter 513/577 - loss 0.29897273
2019-01-28 12:36:09,778 epoch 27 - iter 570/577 - loss 0.30024526
2019-01-28 12:36:11,222 ----------------------------------------------------------------------------------------------------
2019-01-28 12:36:11,222 EPOCH 27 done: loss 0.2999 - lr 0.1000 - bad epochs 0
2019-01-28 12:36:25,670 TEST : loss 0.90632802 - f-score 0.9241 - acc 0.9241
2019-01-28 12:36:25,674 ----------------------------------------------------------------------------------------------------
2019-01-28 12:36:25,821 epoch 28 - iter 0/577 - loss 0.34679955
2019-01-28 12:36:33,768 epoch 28 - iter 57/577 - loss 0.27860437
2019-01-28 12:36:41,918 epoch 28 - iter 114/577 - loss 0.29932822
2019-01-28 12:36:49,594 epoch 28 - iter 171/577 - loss 0.29307382
2019-01-28 12:36:57,568 epoch 28 - iter 228/577 - loss 0.29275613
2019-01-28 12:37:05,861 epoch 28 - iter 285/577 - loss 0.29170538
2019-01-28 12:37:13,713 epoch 28 - iter 342/577 - loss 0.29165843
2019-01-28 12:37:21,362 epoch 28 - iter 399/577 - loss 0.29312289
2019-01-28 12:37:29,305 epoch 28 - iter 456/577 - loss 0.28941232
2019-01-28 12:37:37,137 epoch 28 - iter 513/577 - loss 0.29109850
2019-01-28 12:37:45,142 epoch 28 - iter 570/577 - loss 0.29237816
2019-01-28 12:37:46,680 ----------------------------------------------------------------------------------------------------
2019-01-28 12:37:46,680 EPOCH 28 done: loss 0.2924 - lr 0.1000 - bad epochs 1
2019-01-28 12:38:00,917 TEST : loss 0.91123664 - f-score 0.9229 - acc 0.9228
2019-01-28 12:38:00,923 ----------------------------------------------------------------------------------------------------
2019-01-28 12:38:01,064 epoch 29 - iter 0/577 - loss 0.15889639
2019-01-28 12:38:09,370 epoch 29 - iter 57/577 - loss 0.27836196
2019-01-28 12:38:17,229 epoch 29 - iter 114/577 - loss 0.26186267
2019-01-28 12:38:25,060 epoch 29 - iter 171/577 - loss 0.26356648
2019-01-28 12:38:32,812 epoch 29 - iter 228/577 - loss 0.27135042
2019-01-28 12:38:40,612 epoch 29 - iter 285/577 - loss 0.27233838
2019-01-28 12:38:48,466 epoch 29 - iter 342/577 - loss 0.27779288
2019-01-28 12:38:56,371 epoch 29 - iter 399/577 - loss 0.28577137
2019-01-28 12:39:04,345 epoch 29 - iter 456/577 - loss 0.28899506
2019-01-28 12:39:12,185 epoch 29 - iter 513/577 - loss 0.28781237
2019-01-28 12:39:20,314 epoch 29 - iter 570/577 - loss 0.28920095
2019-01-28 12:39:21,853 ----------------------------------------------------------------------------------------------------
2019-01-28 12:39:21,854 EPOCH 29 done: loss 0.2897 - lr 0.1000 - bad epochs 0
2019-01-28 12:39:36,323 TEST : loss 0.92744404 - f-score 0.9282 - acc 0.9282
2019-01-28 12:39:36,330 ----------------------------------------------------------------------------------------------------
2019-01-28 12:39:36,574 epoch 30 - iter 0/577 - loss 0.40259793
2019-01-28 12:39:44,638 epoch 30 - iter 57/577 - loss 0.29776678
2019-01-28 12:39:52,661 epoch 30 - iter 114/577 - loss 0.29989367
2019-01-28 12:40:00,534 epoch 30 - iter 171/577 - loss 0.29892608
2019-01-28 12:40:08,560 epoch 30 - iter 228/577 - loss 0.29482440
2019-01-28 12:40:16,540 epoch 30 - iter 285/577 - loss 0.29478462
2019-01-28 12:40:24,448 epoch 30 - iter 342/577 - loss 0.29031586
2019-01-28 12:40:32,404 epoch 30 - iter 399/577 - loss 0.28547599
2019-01-28 12:40:40,270 epoch 30 - iter 456/577 - loss 0.28275791
2019-01-28 12:40:48,075 epoch 30 - iter 513/577 - loss 0.28847302
2019-01-28 12:40:55,814 epoch 30 - iter 570/577 - loss 0.29347214
2019-01-28 12:40:57,053 ----------------------------------------------------------------------------------------------------
2019-01-28 12:40:57,053 EPOCH 30 done: loss 0.2926 - lr 0.1000 - bad epochs 0
2019-01-28 12:41:12,627 TEST : loss 0.90725034 - f-score 0.9282 - acc 0.9282
2019-01-28 12:41:12,632 ----------------------------------------------------------------------------------------------------
2019-01-28 12:41:12,768 epoch 31 - iter 0/577 - loss 0.14803463
2019-01-28 12:41:20,631 epoch 31 - iter 57/577 - loss 0.28297415
2019-01-28 12:41:28,274 epoch 31 - iter 114/577 - loss 0.27413094
2019-01-28 12:41:36,272 epoch 31 - iter 171/577 - loss 0.28988355
2019-01-28 12:41:44,486 epoch 31 - iter 228/577 - loss 0.29248374
2019-01-28 12:41:52,349 epoch 31 - iter 285/577 - loss 0.29761034
2019-01-28 12:42:00,066 epoch 31 - iter 342/577 - loss 0.28947048
2019-01-28 12:42:08,116 epoch 31 - iter 399/577 - loss 0.29778161
2019-01-28 12:42:15,889 epoch 31 - iter 456/577 - loss 0.29090307
2019-01-28 12:42:23,619 epoch 31 - iter 513/577 - loss 0.28699654
2019-01-28 12:42:31,633 epoch 31 - iter 570/577 - loss 0.28990036
2019-01-28 12:42:33,228 ----------------------------------------------------------------------------------------------------
2019-01-28 12:42:33,228 EPOCH 31 done: loss 0.2881 - lr 0.1000 - bad epochs 1
2019-01-28 12:42:47,842 TEST : loss 0.93465775 - f-score 0.9262 - acc 0.9262
2019-01-28 12:42:47,845 ----------------------------------------------------------------------------------------------------
2019-01-28 12:42:47,976 epoch 32 - iter 0/577 - loss 0.16642059
2019-01-28 12:42:55,763 epoch 32 - iter 57/577 - loss 0.24548278
2019-01-28 12:43:03,494 epoch 32 - iter 114/577 - loss 0.26019047
2019-01-28 12:43:11,346 epoch 32 - iter 171/577 - loss 0.27375187
2019-01-28 12:43:19,590 epoch 32 - iter 228/577 - loss 0.27173672
2019-01-28 12:43:27,724 epoch 32 - iter 285/577 - loss 0.27362736
2019-01-28 12:43:36,481 epoch 32 - iter 342/577 - loss 0.27788917
2019-01-28 12:43:44,545 epoch 32 - iter 399/577 - loss 0.28633896
2019-01-28 12:43:52,434 epoch 32 - iter 456/577 - loss 0.28063683
2019-01-28 12:44:01,056 epoch 32 - iter 513/577 - loss 0.27841068
2019-01-28 12:44:08,967 epoch 32 - iter 570/577 - loss 0.28099174
2019-01-28 12:44:10,363 ----------------------------------------------------------------------------------------------------
2019-01-28 12:44:10,363 EPOCH 32 done: loss 0.2811 - lr 0.1000 - bad epochs 0
2019-01-28 12:44:24,904 TEST : loss 0.89932483 - f-score 0.9272 - acc 0.9272
2019-01-28 12:44:24,908 ----------------------------------------------------------------------------------------------------
2019-01-28 12:44:25,057 epoch 33 - iter 0/577 - loss 0.46524540
2019-01-28 12:44:32,743 epoch 33 - iter 57/577 - loss 0.30307567
2019-01-28 12:44:40,581 epoch 33 - iter 114/577 - loss 0.26005093
2019-01-28 12:44:48,553 epoch 33 - iter 171/577 - loss 0.25442801
2019-01-28 12:44:56,990 epoch 33 - iter 228/577 - loss 0.24919611
2019-01-28 12:45:05,151 epoch 33 - iter 285/577 - loss 0.24869832
2019-01-28 12:45:13,368 epoch 33 - iter 342/577 - loss 0.25989250
2019-01-28 12:45:21,617 epoch 33 - iter 399/577 - loss 0.26750240
2019-01-28 12:45:29,614 epoch 33 - iter 456/577 - loss 0.26953126
2019-01-28 12:45:37,539 epoch 33 - iter 513/577 - loss 0.27249417
2019-01-28 12:45:45,510 epoch 33 - iter 570/577 - loss 0.27145883
2019-01-28 12:45:47,890 ----------------------------------------------------------------------------------------------------
2019-01-28 12:45:47,890 EPOCH 33 done: loss 0.2719 - lr 0.1000 - bad epochs 0
2019-01-28 12:46:02,407 TEST : loss 0.93649298 - f-score 0.9265 - acc 0.9266
2019-01-28 12:46:02,410 ----------------------------------------------------------------------------------------------------
2019-01-28 12:46:02,545 epoch 34 - iter 0/577 - loss 0.02595690
2019-01-28 12:46:10,282 epoch 34 - iter 57/577 - loss 0.26190421
2019-01-28 12:46:18,042 epoch 34 - iter 114/577 - loss 0.25478290
2019-01-28 12:46:25,724 epoch 34 - iter 171/577 - loss 0.25675799
2019-01-28 12:46:33,970 epoch 34 - iter 228/577 - loss 0.25737203
2019-01-28 12:46:41,972 epoch 34 - iter 285/577 - loss 0.25335046
2019-01-28 12:46:49,677 epoch 34 - iter 342/577 - loss 0.25396789
2019-01-28 12:46:57,510 epoch 34 - iter 399/577 - loss 0.26445498
2019-01-28 12:47:05,455 epoch 34 - iter 456/577 - loss 0.26754077
2019-01-28 12:47:13,565 epoch 34 - iter 513/577 - loss 0.26848161
2019-01-28 12:47:21,452 epoch 34 - iter 570/577 - loss 0.27157366
2019-01-28 12:47:22,996 ----------------------------------------------------------------------------------------------------
2019-01-28 12:47:22,996 EPOCH 34 done: loss 0.2713 - lr 0.1000 - bad epochs 0
2019-01-28 12:47:37,486 TEST : loss 0.95575142 - f-score 0.9274 - acc 0.9274
2019-01-28 12:47:37,494 ----------------------------------------------------------------------------------------------------
2019-01-28 12:47:37,653 epoch 35 - iter 0/577 - loss 0.46612117
2019-01-28 12:47:46,092 epoch 35 - iter 57/577 - loss 0.25669650
2019-01-28 12:47:54,035 epoch 35 - iter 114/577 - loss 0.26800727
2019-01-28 12:48:02,036 epoch 35 - iter 171/577 - loss 0.26259087
2019-01-28 12:48:09,825 epoch 35 - iter 228/577 - loss 0.25805704
2019-01-28 12:48:17,778 epoch 35 - iter 285/577 - loss 0.25767239
2019-01-28 12:48:25,858 epoch 35 - iter 342/577 - loss 0.26867367
2019-01-28 12:48:33,790 epoch 35 - iter 399/577 - loss 0.26552563
2019-01-28 12:48:42,490 epoch 35 - iter 456/577 - loss 0.27105148
2019-01-28 12:48:50,395 epoch 35 - iter 513/577 - loss 0.27930926
2019-01-28 12:48:58,218 epoch 35 - iter 570/577 - loss 0.28197611
2019-01-28 12:48:59,951 ----------------------------------------------------------------------------------------------------
2019-01-28 12:48:59,952 EPOCH 35 done: loss 0.2810 - lr 0.1000 - bad epochs 0
2019-01-28 12:49:14,333 TEST : loss 0.93719167 - f-score 0.9281 - acc 0.9281
2019-01-28 12:49:14,338 ----------------------------------------------------------------------------------------------------
2019-01-28 12:49:14,462 epoch 36 - iter 0/577 - loss 0.21852334
2019-01-28 12:49:22,670 epoch 36 - iter 57/577 - loss 0.26096065
2019-01-28 12:49:30,544 epoch 36 - iter 114/577 - loss 0.24519441
2019-01-28 12:49:39,046 epoch 36 - iter 171/577 - loss 0.25652558
2019-01-28 12:49:47,533 epoch 36 - iter 228/577 - loss 0.25787231
2019-01-28 12:49:55,948 epoch 36 - iter 285/577 - loss 0.26368333
2019-01-28 12:50:04,240 epoch 36 - iter 342/577 - loss 0.26077752
2019-01-28 12:50:12,321 epoch 36 - iter 399/577 - loss 0.26184291
2019-01-28 12:50:20,391 epoch 36 - iter 456/577 - loss 0.26423631
2019-01-28 12:50:28,533 epoch 36 - iter 513/577 - loss 0.26088626
2019-01-28 12:50:36,333 epoch 36 - iter 570/577 - loss 0.26294323
2019-01-28 12:50:37,895 ----------------------------------------------------------------------------------------------------
2019-01-28 12:50:37,896 EPOCH 36 done: loss 0.2624 - lr 0.1000 - bad epochs 1
2019-01-28 12:50:52,451 TEST : loss 0.98318058 - f-score 0.9260 - acc 0.9260
2019-01-28 12:50:52,455 ----------------------------------------------------------------------------------------------------
2019-01-28 12:50:52,592 epoch 37 - iter 0/577 - loss 0.46939731
2019-01-28 12:51:00,620 epoch 37 - iter 57/577 - loss 0.19999875
2019-01-28 12:51:08,662 epoch 37 - iter 114/577 - loss 0.21039653
2019-01-28 12:51:16,344 epoch 37 - iter 171/577 - loss 0.21926945
2019-01-28 12:51:24,533 epoch 37 - iter 228/577 - loss 0.23673277
2019-01-28 12:51:32,497 epoch 37 - iter 285/577 - loss 0.23972964
2019-01-28 12:51:40,589 epoch 37 - iter 342/577 - loss 0.23668486
2019-01-28 12:51:48,492 epoch 37 - iter 399/577 - loss 0.24017107
2019-01-28 12:51:56,277 epoch 37 - iter 456/577 - loss 0.24543677
2019-01-28 12:52:04,446 epoch 37 - iter 513/577 - loss 0.24410433
2019-01-28 12:52:12,319 epoch 37 - iter 570/577 - loss 0.24454970
2019-01-28 12:52:14,115 ----------------------------------------------------------------------------------------------------
2019-01-28 12:52:14,115 EPOCH 37 done: loss 0.2455 - lr 0.1000 - bad epochs 0
2019-01-28 12:52:28,560 TEST : loss 0.98401600 - f-score 0.9271 - acc 0.9271
2019-01-28 12:52:28,565 ----------------------------------------------------------------------------------------------------
2019-01-28 12:52:28,674 epoch 38 - iter 0/577 - loss 0.19424430
2019-01-28 12:52:36,642 epoch 38 - iter 57/577 - loss 0.24081075
2019-01-28 12:52:44,733 epoch 38 - iter 114/577 - loss 0.24972406
2019-01-28 12:52:52,987 epoch 38 - iter 171/577 - loss 0.25261631
2019-01-28 12:53:00,892 epoch 38 - iter 228/577 - loss 0.25717155
2019-01-28 12:53:08,824 epoch 38 - iter 285/577 - loss 0.25107895
2019-01-28 12:53:16,895 epoch 38 - iter 342/577 - loss 0.24690125
2019-01-28 12:53:24,677 epoch 38 - iter 399/577 - loss 0.24805104
2019-01-28 12:53:32,501 epoch 38 - iter 456/577 - loss 0.25153358
2019-01-28 12:53:40,651 epoch 38 - iter 513/577 - loss 0.25503419
2019-01-28 12:53:48,782 epoch 38 - iter 570/577 - loss 0.25290381
2019-01-28 12:53:50,376 ----------------------------------------------------------------------------------------------------
2019-01-28 12:53:50,376 EPOCH 38 done: loss 0.2527 - lr 0.1000 - bad epochs 0
2019-01-28 12:54:05,008 TEST : loss 1.01236594 - f-score 0.9248 - acc 0.9248
2019-01-28 12:54:05,012 ----------------------------------------------------------------------------------------------------
2019-01-28 12:54:05,177 epoch 39 - iter 0/577 - loss 0.05179521
2019-01-28 12:54:13,169 epoch 39 - iter 57/577 - loss 0.21024835
2019-01-28 12:54:21,041 epoch 39 - iter 114/577 - loss 0.22296647
2019-01-28 12:54:29,020 epoch 39 - iter 171/577 - loss 0.22687689
2019-01-28 12:54:37,074 epoch 39 - iter 228/577 - loss 0.25023564
2019-01-28 12:54:45,308 epoch 39 - iter 285/577 - loss 0.25057610
2019-01-28 12:54:53,246 epoch 39 - iter 342/577 - loss 0.25587687
2019-01-28 12:55:01,217 epoch 39 - iter 399/577 - loss 0.25602673
2019-01-28 12:55:09,013 epoch 39 - iter 456/577 - loss 0.25596912
2019-01-28 12:55:16,905 epoch 39 - iter 513/577 - loss 0.25355865
2019-01-28 12:55:24,595 epoch 39 - iter 570/577 - loss 0.25449816
2019-01-28 12:55:26,073 ----------------------------------------------------------------------------------------------------
2019-01-28 12:55:26,074 EPOCH 39 done: loss 0.2547 - lr 0.1000 - bad epochs 1
2019-01-28 12:55:40,597 TEST : loss 1.00635660 - f-score 0.9251 - acc 0.9251
2019-01-28 12:55:40,601 ----------------------------------------------------------------------------------------------------
2019-01-28 12:55:40,749 epoch 40 - iter 0/577 - loss 0.26964825
2019-01-28 12:55:48,468 epoch 40 - iter 57/577 - loss 0.26161776
2019-01-28 12:55:56,172 epoch 40 - iter 114/577 - loss 0.25336294
2019-01-28 12:56:03,920 epoch 40 - iter 171/577 - loss 0.24242475
2019-01-28 12:56:12,278 epoch 40 - iter 228/577 - loss 0.24073160
2019-01-28 12:56:20,274 epoch 40 - iter 285/577 - loss 0.24337521
2019-01-28 12:56:28,353 epoch 40 - iter 342/577 - loss 0.24571145
2019-01-28 12:56:36,277 epoch 40 - iter 399/577 - loss 0.24953406
2019-01-28 12:56:44,373 epoch 40 - iter 456/577 - loss 0.25396544
2019-01-28 12:56:52,537 epoch 40 - iter 513/577 - loss 0.25717419
2019-01-28 12:57:00,623 epoch 40 - iter 570/577 - loss 0.25545578
2019-01-28 12:57:02,193 ----------------------------------------------------------------------------------------------------
2019-01-28 12:57:02,193 EPOCH 40 done: loss 0.2554 - lr 0.1000 - bad epochs 2
2019-01-28 12:57:16,745 TEST : loss 0.96947521 - f-score 0.9260 - acc 0.9260
2019-01-28 12:57:16,753 ----------------------------------------------------------------------------------------------------
2019-01-28 12:57:16,887 epoch 41 - iter 0/577 - loss 0.15519312
2019-01-28 12:57:24,821 epoch 41 - iter 57/577 - loss 0.23988225
2019-01-28 12:57:32,759 epoch 41 - iter 114/577 - loss 0.25564818
2019-01-28 12:57:40,769 epoch 41 - iter 171/577 - loss 0.26149751
2019-01-28 12:57:48,709 epoch 41 - iter 228/577 - loss 0.25469252
2019-01-28 12:57:56,781 epoch 41 - iter 285/577 - loss 0.25661463
2019-01-28 12:58:04,552 epoch 41 - iter 342/577 - loss 0.26273814
2019-01-28 12:58:12,481 epoch 41 - iter 399/577 - loss 0.26241642
2019-01-28 12:58:20,355 epoch 41 - iter 456/577 - loss 0.26030927
2019-01-28 12:58:28,431 epoch 41 - iter 513/577 - loss 0.26247780
2019-01-28 12:58:36,153 epoch 41 - iter 570/577 - loss 0.25931864
2019-01-28 12:58:37,740 ----------------------------------------------------------------------------------------------------
2019-01-28 12:58:37,740 EPOCH 41 done: loss 0.2592 - lr 0.1000 - bad epochs 3
2019-01-28 12:58:52,349 TEST : loss 1.00676394 - f-score 0.9288 - acc 0.9288
2019-01-28 12:58:52,354 ----------------------------------------------------------------------------------------------------
2019-01-28 12:58:52,507 epoch 42 - iter 0/577 - loss 0.26366121
2019-01-28 12:59:00,391 epoch 42 - iter 57/577 - loss 0.22830005
2019-01-28 12:59:08,609 epoch 42 - iter 114/577 - loss 0.23859933
2019-01-28 12:59:16,660 epoch 42 - iter 171/577 - loss 0.22092606
2019-01-28 12:59:24,687 epoch 42 - iter 228/577 - loss 0.22354183
2019-01-28 12:59:32,687 epoch 42 - iter 285/577 - loss 0.22990998
2019-01-28 12:59:40,717 epoch 42 - iter 342/577 - loss 0.22671157
2019-01-28 12:59:48,468 epoch 42 - iter 399/577 - loss 0.22766621
2019-01-28 12:59:56,049 epoch 42 - iter 456/577 - loss 0.22450847
2019-01-28 13:00:04,096 epoch 42 - iter 513/577 - loss 0.22171123
2019-01-28 13:00:11,910 epoch 42 - iter 570/577 - loss 0.22518775
2019-01-28 13:00:13,438 ----------------------------------------------------------------------------------------------------
2019-01-28 13:00:13,439 EPOCH 42 done: loss 0.2267 - lr 0.0500 - bad epochs 0
2019-01-28 13:00:27,880 TEST : loss 1.00353801 - f-score 0.9277 - acc 0.9277
2019-01-28 13:00:27,884 ----------------------------------------------------------------------------------------------------
2019-01-28 13:00:28,043 epoch 43 - iter 0/577 - loss 0.05410025
2019-01-28 13:00:35,820 epoch 43 - iter 57/577 - loss 0.15358255
2019-01-28 13:00:43,639 epoch 43 - iter 114/577 - loss 0.16816808
2019-01-28 13:00:51,475 epoch 43 - iter 171/577 - loss 0.17396089
2019-01-28 13:00:59,336 epoch 43 - iter 228/577 - loss 0.18724114
2019-01-28 13:01:07,630 epoch 43 - iter 285/577 - loss 0.19533032
2019-01-28 13:01:15,875 epoch 43 - iter 342/577 - loss 0.20072871
2019-01-28 13:01:24,000 epoch 43 - iter 399/577 - loss 0.20702089
2019-01-28 13:01:32,294 epoch 43 - iter 456/577 - loss 0.20496210
2019-01-28 13:01:40,563 epoch 43 - iter 513/577 - loss 0.20755927
2019-01-28 13:01:48,739 epoch 43 - iter 570/577 - loss 0.20501216
2019-01-28 13:01:50,425 ----------------------------------------------------------------------------------------------------
2019-01-28 13:01:50,425 EPOCH 43 done: loss 0.2056 - lr 0.0500 - bad epochs 0
2019-01-28 13:02:04,964 TEST : loss 1.03021479 - f-score 0.9279 - acc 0.9279
2019-01-28 13:02:04,968 ----------------------------------------------------------------------------------------------------
2019-01-28 13:02:05,136 epoch 44 - iter 0/577 - loss 0.12259972
2019-01-28 13:02:13,606 epoch 44 - iter 57/577 - loss 0.17597894
2019-01-28 13:02:23,132 epoch 44 - iter 114/577 - loss 0.19204509
2019-01-28 13:02:31,260 epoch 44 - iter 171/577 - loss 0.20456261
2019-01-28 13:02:39,504 epoch 44 - iter 228/577 - loss 0.20951772
2019-01-28 13:02:47,969 epoch 44 - iter 285/577 - loss 0.21007352
2019-01-28 13:02:58,359 epoch 44 - iter 342/577 - loss 0.20638057
2019-01-28 13:03:06,812 epoch 44 - iter 399/577 - loss 0.20934212
2019-01-28 13:03:14,839 epoch 44 - iter 456/577 - loss 0.20813661
2019-01-28 13:03:23,042 epoch 44 - iter 513/577 - loss 0.21039722
2019-01-28 13:03:31,134 epoch 44 - iter 570/577 - loss 0.20967620
2019-01-28 13:03:32,996 ----------------------------------------------------------------------------------------------------
2019-01-28 13:03:32,997 EPOCH 44 done: loss 0.2100 - lr 0.0500 - bad epochs 0
2019-01-28 13:03:47,443 TEST : loss 1.04052341 - f-score 0.9272 - acc 0.9272
2019-01-28 13:03:47,449 ----------------------------------------------------------------------------------------------------
2019-01-28 13:03:47,597 epoch 45 - iter 0/577 - loss 0.39886558
2019-01-28 13:03:56,261 epoch 45 - iter 57/577 - loss 0.18426637
2019-01-28 13:04:05,185 epoch 45 - iter 114/577 - loss 0.18520453
2019-01-28 13:04:13,468 epoch 45 - iter 171/577 - loss 0.18721259
2019-01-28 13:04:21,867 epoch 45 - iter 228/577 - loss 0.19495631
2019-01-28 13:04:30,239 epoch 45 - iter 285/577 - loss 0.20328054
2019-01-28 13:04:38,597 epoch 45 - iter 342/577 - loss 0.20719860
2019-01-28 13:04:46,859 epoch 45 - iter 399/577 - loss 0.20835192
2019-01-28 13:04:55,202 epoch 45 - iter 456/577 - loss 0.20475150
2019-01-28 13:05:03,520 epoch 45 - iter 513/577 - loss 0.20268142
2019-01-28 13:05:11,942 epoch 45 - iter 570/577 - loss 0.20017157
2019-01-28 13:05:13,758 ----------------------------------------------------------------------------------------------------
2019-01-28 13:05:13,758 EPOCH 45 done: loss 0.2007 - lr 0.0500 - bad epochs 1
2019-01-28 13:05:28,311 TEST : loss 1.05822504 - f-score 0.9298 - acc 0.9298
2019-01-28 13:05:28,315 ----------------------------------------------------------------------------------------------------
2019-01-28 13:05:28,441 epoch 46 - iter 0/577 - loss 0.05171362
2019-01-28 13:05:36,750 epoch 46 - iter 57/577 - loss 0.17077015
2019-01-28 13:05:44,724 epoch 46 - iter 114/577 - loss 0.18636021
2019-01-28 13:05:53,603 epoch 46 - iter 171/577 - loss 0.18720161
2019-01-28 13:06:01,828 epoch 46 - iter 228/577 - loss 0.18949941
2019-01-28 13:06:10,212 epoch 46 - iter 285/577 - loss 0.19224081
2019-01-28 13:06:18,400 epoch 46 - iter 342/577 - loss 0.19279037
2019-01-28 13:06:26,907 epoch 46 - iter 399/577 - loss 0.19355901
2019-01-28 13:06:36,260 epoch 46 - iter 456/577 - loss 0.18796831
2019-01-28 13:06:44,556 epoch 46 - iter 513/577 - loss 0.18711285
2019-01-28 13:06:53,375 epoch 46 - iter 570/577 - loss 0.18829493
2019-01-28 13:06:55,218 ----------------------------------------------------------------------------------------------------
2019-01-28 13:06:55,219 EPOCH 46 done: loss 0.1885 - lr 0.0500 - bad epochs 0
2019-01-28 13:07:09,851 TEST : loss 1.05276871 - f-score 0.9285 - acc 0.9285
2019-01-28 13:07:09,862 ----------------------------------------------------------------------------------------------------
2019-01-28 13:07:10,025 epoch 47 - iter 0/577 - loss 0.17882383
2019-01-28 13:07:18,235 epoch 47 - iter 57/577 - loss 0.22329635
2019-01-28 13:07:26,233 epoch 47 - iter 114/577 - loss 0.19305241
2019-01-28 13:07:34,449 epoch 47 - iter 171/577 - loss 0.19490608
2019-01-28 13:07:42,662 epoch 47 - iter 228/577 - loss 0.18132790
2019-01-28 13:07:50,856 epoch 47 - iter 285/577 - loss 0.18497308
2019-01-28 13:07:59,005 epoch 47 - iter 342/577 - loss 0.18545505
2019-01-28 13:08:07,468 epoch 47 - iter 399/577 - loss 0.19012586
2019-01-28 13:08:16,383 epoch 47 - iter 456/577 - loss 0.19121103
2019-01-28 13:08:24,761 epoch 47 - iter 513/577 - loss 0.19269918
2019-01-28 13:08:32,883 epoch 47 - iter 570/577 - loss 0.19211272
2019-01-28 13:08:34,687 ----------------------------------------------------------------------------------------------------
2019-01-28 13:08:34,688 EPOCH 47 done: loss 0.1918 - lr 0.0500 - bad epochs 0
2019-01-28 13:08:49,198 TEST : loss 1.05550051 - f-score 0.9292 - acc 0.9292
2019-01-28 13:08:49,204 ----------------------------------------------------------------------------------------------------
2019-01-28 13:08:49,331 epoch 48 - iter 0/577 - loss 0.01766744
2019-01-28 13:08:58,443 epoch 48 - iter 57/577 - loss 0.17205274
2019-01-28 13:09:06,683 epoch 48 - iter 114/577 - loss 0.16781909
2019-01-28 13:09:14,985 epoch 48 - iter 171/577 - loss 0.16891719
2019-01-28 13:09:23,266 epoch 48 - iter 228/577 - loss 0.18246821
2019-01-28 13:09:31,617 epoch 48 - iter 285/577 - loss 0.18701980
2019-01-28 13:09:39,841 epoch 48 - iter 342/577 - loss 0.19189412
2019-01-28 13:09:48,099 epoch 48 - iter 399/577 - loss 0.19458996
2019-01-28 13:09:56,528 epoch 48 - iter 456/577 - loss 0.19510506
2019-01-28 13:10:04,822 epoch 48 - iter 513/577 - loss 0.18777240
2019-01-28 13:10:12,788 epoch 48 - iter 570/577 - loss 0.18917698
2019-01-28 13:10:14,664 ----------------------------------------------------------------------------------------------------
2019-01-28 13:10:14,665 EPOCH 48 done: loss 0.1887 - lr 0.0500 - bad epochs 1
2019-01-28 13:10:29,128 TEST : loss 1.10055792 - f-score 0.9284 - acc 0.9284
2019-01-28 13:10:29,133 ----------------------------------------------------------------------------------------------------
2019-01-28 13:10:29,288 epoch 49 - iter 0/577 - loss 0.00856078
2019-01-28 13:10:37,493 epoch 49 - iter 57/577 - loss 0.15931898
2019-01-28 13:10:45,465 epoch 49 - iter 114/577 - loss 0.17304270
2019-01-28 13:10:53,315 epoch 49 - iter 171/577 - loss 0.18031003
2019-01-28 13:11:01,209 epoch 49 - iter 228/577 - loss 0.17476990
2019-01-28 13:11:09,329 epoch 49 - iter 285/577 - loss 0.17447370
2019-01-28 13:11:17,392 epoch 49 - iter 342/577 - loss 0.17350075
2019-01-28 13:11:25,598 epoch 49 - iter 399/577 - loss 0.17525686
2019-01-28 13:11:33,727 epoch 49 - iter 456/577 - loss 0.17663487
2019-01-28 13:11:41,942 epoch 49 - iter 513/577 - loss 0.17851481
2019-01-28 13:11:50,124 epoch 49 - iter 570/577 - loss 0.18189291
2019-01-28 13:11:51,773 ----------------------------------------------------------------------------------------------------
2019-01-28 13:11:51,773 EPOCH 49 done: loss 0.1850 - lr 0.0500 - bad epochs 2
2019-01-28 13:12:07,480 TEST : loss 1.05981588 - f-score 0.9288 - acc 0.9288
2019-01-28 13:12:07,483 ----------------------------------------------------------------------------------------------------
2019-01-28 13:12:07,627 epoch 50 - iter 0/577 - loss 0.09116462
2019-01-28 13:12:15,497 epoch 50 - iter 57/577 - loss 0.18271535
2019-01-28 13:12:23,858 epoch 50 - iter 114/577 - loss 0.16634958
2019-01-28 13:12:31,815 epoch 50 - iter 171/577 - loss 0.17116220
2019-01-28 13:12:40,045 epoch 50 - iter 228/577 - loss 0.17696949
2019-01-28 13:12:48,087 epoch 50 - iter 285/577 - loss 0.18950263
2019-01-28 13:12:56,285 epoch 50 - iter 342/577 - loss 0.18804500
2019-01-28 13:13:04,338 epoch 50 - iter 399/577 - loss 0.18761405
2019-01-28 13:13:12,439 epoch 50 - iter 456/577 - loss 0.18859778
2019-01-28 13:13:20,608 epoch 50 - iter 513/577 - loss 0.18503049
2019-01-28 13:13:28,711 epoch 50 - iter 570/577 - loss 0.18473958
2019-01-28 13:13:30,487 ----------------------------------------------------------------------------------------------------
2019-01-28 13:13:30,487 EPOCH 50 done: loss 0.1843 - lr 0.0500 - bad epochs 0
2019-01-28 13:13:44,752 TEST : loss 1.06893694 - f-score 0.9265 - acc 0.9265
2019-01-28 13:13:44,759 ----------------------------------------------------------------------------------------------------
2019-01-28 13:13:44,932 epoch 51 - iter 0/577 - loss 0.23699413
2019-01-28 13:13:52,826 epoch 51 - iter 57/577 - loss 0.19163817
2019-01-28 13:14:01,195 epoch 51 - iter 114/577 - loss 0.19502054
2019-01-28 13:14:09,357 epoch 51 - iter 171/577 - loss 0.19764958
2019-01-28 13:14:17,416 epoch 51 - iter 228/577 - loss 0.19532899
2019-01-28 13:14:25,779 epoch 51 - iter 285/577 - loss 0.19131968
2019-01-28 13:14:33,734 epoch 51 - iter 342/577 - loss 0.18870281
2019-01-28 13:14:41,744 epoch 51 - iter 399/577 - loss 0.18647367
2019-01-28 13:14:50,235 epoch 51 - iter 456/577 - loss 0.18886399
2019-01-28 13:14:58,392 epoch 51 - iter 513/577 - loss 0.18788246
2019-01-28 13:15:06,803 epoch 51 - iter 570/577 - loss 0.18849349
2019-01-28 13:15:08,138 ----------------------------------------------------------------------------------------------------
2019-01-28 13:15:08,139 EPOCH 51 done: loss 0.1876 - lr 0.0500 - bad epochs 0
2019-01-28 13:15:22,554 TEST : loss 1.03838730 - f-score 0.9259 - acc 0.9259
2019-01-28 13:15:22,558 ----------------------------------------------------------------------------------------------------
2019-01-28 13:15:22,704 epoch 52 - iter 0/577 - loss 0.27338624
2019-01-28 13:15:30,682 epoch 52 - iter 57/577 - loss 0.18407966
2019-01-28 13:15:39,107 epoch 52 - iter 114/577 - loss 0.17596579
2019-01-28 13:15:46,750 epoch 52 - iter 171/577 - loss 0.17165364
2019-01-28 13:15:54,678 epoch 52 - iter 228/577 - loss 0.17697452
2019-01-28 13:16:02,418 epoch 52 - iter 285/577 - loss 0.18104038
2019-01-28 13:16:10,776 epoch 52 - iter 342/577 - loss 0.17834377
2019-01-28 13:16:19,647 epoch 52 - iter 399/577 - loss 0.18156824
2019-01-28 13:16:27,626 epoch 52 - iter 456/577 - loss 0.17696144
2019-01-28 13:16:35,949 epoch 52 - iter 513/577 - loss 0.17832758
2019-01-28 13:16:44,268 epoch 52 - iter 570/577 - loss 0.17974902
2019-01-28 13:16:45,884 ----------------------------------------------------------------------------------------------------
2019-01-28 13:16:45,884 EPOCH 52 done: loss 0.1793 - lr 0.0500 - bad epochs 1
2019-01-28 13:17:00,508 TEST : loss 1.07194138 - f-score 0.9284 - acc 0.9284
2019-01-28 13:17:00,513 ----------------------------------------------------------------------------------------------------
2019-01-28 13:17:00,652 epoch 53 - iter 0/577 - loss 0.01322952
2019-01-28 13:17:08,756 epoch 53 - iter 57/577 - loss 0.17098527
2019-01-28 13:17:16,729 epoch 53 - iter 114/577 - loss 0.17573028
2019-01-28 13:17:25,018 epoch 53 - iter 171/577 - loss 0.16996881
2019-01-28 13:17:33,346 epoch 53 - iter 228/577 - loss 0.16420517
2019-01-28 13:17:41,525 epoch 53 - iter 285/577 - loss 0.15918550
2019-01-28 13:17:49,691 epoch 53 - iter 342/577 - loss 0.16799142
2019-01-28 13:17:57,625 epoch 53 - iter 399/577 - loss 0.17100702
2019-01-28 13:18:05,979 epoch 53 - iter 456/577 - loss 0.17398648
2019-01-28 13:18:14,119 epoch 53 - iter 513/577 - loss 0.17808273
2019-01-28 13:18:22,426 epoch 53 - iter 570/577 - loss 0.17905817
2019-01-28 13:18:24,243 ----------------------------------------------------------------------------------------------------
2019-01-28 13:18:24,243 EPOCH 53 done: loss 0.1792 - lr 0.0500 - bad epochs 0
2019-01-28 13:18:38,720 TEST : loss 1.04908645 - f-score 0.9302 - acc 0.9302
2019-01-28 13:18:38,726 ----------------------------------------------------------------------------------------------------
2019-01-28 13:18:38,889 epoch 54 - iter 0/577 - loss 0.24935275
2019-01-28 13:18:47,022 epoch 54 - iter 57/577 - loss 0.15351972
2019-01-28 13:18:55,895 epoch 54 - iter 114/577 - loss 0.14883807
2019-01-28 13:19:04,057 epoch 54 - iter 171/577 - loss 0.15724387
2019-01-28 13:19:12,474 epoch 54 - iter 228/577 - loss 0.17088287
2019-01-28 13:19:20,548 epoch 54 - iter 285/577 - loss 0.16593427
2019-01-28 13:19:28,621 epoch 54 - iter 342/577 - loss 0.16591646
2019-01-28 13:19:36,619 epoch 54 - iter 399/577 - loss 0.16435872
2019-01-28 13:19:44,523 epoch 54 - iter 456/577 - loss 0.16824388
2019-01-28 13:19:52,697 epoch 54 - iter 513/577 - loss 0.16785260
2019-01-28 13:20:00,615 epoch 54 - iter 570/577 - loss 0.16627719
2019-01-28 13:20:01,971 ----------------------------------------------------------------------------------------------------
2019-01-28 13:20:01,971 EPOCH 54 done: loss 0.1657 - lr 0.0500 - bad epochs 0
2019-01-28 13:20:16,463 TEST : loss 1.06045258 - f-score 0.9282 - acc 0.9282
2019-01-28 13:20:16,468 ----------------------------------------------------------------------------------------------------
2019-01-28 13:20:16,631 epoch 55 - iter 0/577 - loss 0.07796842
2019-01-28 13:20:24,662 epoch 55 - iter 57/577 - loss 0.17523219
2019-01-28 13:20:32,784 epoch 55 - iter 114/577 - loss 0.16359605
2019-01-28 13:20:40,719 epoch 55 - iter 171/577 - loss 0.16764342
2019-01-28 13:20:48,465 epoch 55 - iter 228/577 - loss 0.16395230
2019-01-28 13:20:56,361 epoch 55 - iter 285/577 - loss 0.16707614
2019-01-28 13:21:04,500 epoch 55 - iter 342/577 - loss 0.17257791
2019-01-28 13:21:12,758 epoch 55 - iter 399/577 - loss 0.16750992
2019-01-28 13:21:20,887 epoch 55 - iter 456/577 - loss 0.17180341
2019-01-28 13:21:28,813 epoch 55 - iter 513/577 - loss 0.17164789
2019-01-28 13:21:36,854 epoch 55 - iter 570/577 - loss 0.17110301
2019-01-28 13:21:38,474 ----------------------------------------------------------------------------------------------------
2019-01-28 13:21:38,475 EPOCH 55 done: loss 0.1709 - lr 0.0500 - bad epochs 0
2019-01-28 13:21:53,007 TEST : loss 1.06745970 - f-score 0.9286 - acc 0.9286
2019-01-28 13:21:53,012 ----------------------------------------------------------------------------------------------------
2019-01-28 13:21:53,160 epoch 56 - iter 0/577 - loss 0.01922214
2019-01-28 13:22:01,111 epoch 56 - iter 57/577 - loss 0.17499684
2019-01-28 13:22:09,137 epoch 56 - iter 114/577 - loss 0.16225698
2019-01-28 13:22:17,017 epoch 56 - iter 171/577 - loss 0.16753338
2019-01-28 13:22:25,089 epoch 56 - iter 228/577 - loss 0.16648911
2019-01-28 13:22:32,916 epoch 56 - iter 285/577 - loss 0.16750884
2019-01-28 13:22:41,189 epoch 56 - iter 342/577 - loss 0.16832846
2019-01-28 13:22:49,615 epoch 56 - iter 399/577 - loss 0.16071964
2019-01-28 13:22:57,782 epoch 56 - iter 456/577 - loss 0.16139528
2019-01-28 13:23:05,803 epoch 56 - iter 513/577 - loss 0.15903449
2019-01-28 13:23:14,211 epoch 56 - iter 570/577 - loss 0.16233087
2019-01-28 13:23:15,916 ----------------------------------------------------------------------------------------------------
2019-01-28 13:23:15,916 EPOCH 56 done: loss 0.1622 - lr 0.0500 - bad epochs 1
2019-01-28 13:23:30,406 TEST : loss 1.07378221 - f-score 0.9291 - acc 0.9291
2019-01-28 13:23:30,410 ----------------------------------------------------------------------------------------------------
2019-01-28 13:23:30,566 epoch 57 - iter 0/577 - loss 0.09635529
2019-01-28 13:23:38,550 epoch 57 - iter 57/577 - loss 0.16480191
2019-01-28 13:23:47,034 epoch 57 - iter 114/577 - loss 0.14686976
2019-01-28 13:23:55,025 epoch 57 - iter 171/577 - loss 0.16839534
2019-01-28 13:24:03,386 epoch 57 - iter 228/577 - loss 0.17361566
2019-01-28 13:24:11,662 epoch 57 - iter 285/577 - loss 0.17152984
2019-01-28 13:24:19,807 epoch 57 - iter 342/577 - loss 0.17382416
2019-01-28 13:24:27,782 epoch 57 - iter 399/577 - loss 0.17647566
2019-01-28 13:24:35,962 epoch 57 - iter 456/577 - loss 0.17694705
2019-01-28 13:24:43,810 epoch 57 - iter 513/577 - loss 0.17760299
2019-01-28 13:24:51,783 epoch 57 - iter 570/577 - loss 0.17555048
2019-01-28 13:24:53,423 ----------------------------------------------------------------------------------------------------
2019-01-28 13:24:53,423 EPOCH 57 done: loss 0.1750 - lr 0.0500 - bad epochs 0
2019-01-28 13:25:07,885 TEST : loss 1.10989189 - f-score 0.9283 - acc 0.9284
2019-01-28 13:25:07,888 ----------------------------------------------------------------------------------------------------
2019-01-28 13:25:08,096 epoch 58 - iter 0/577 - loss 0.09849721
2019-01-28 13:25:15,862 epoch 58 - iter 57/577 - loss 0.16702524
2019-01-28 13:25:23,655 epoch 58 - iter 114/577 - loss 0.16347226
2019-01-28 13:25:31,380 epoch 58 - iter 171/577 - loss 0.16424455
2019-01-28 13:25:39,304 epoch 58 - iter 228/577 - loss 0.16365818
2019-01-28 13:25:47,295 epoch 58 - iter 285/577 - loss 0.16548767
2019-01-28 13:25:55,187 epoch 58 - iter 342/577 - loss 0.16669791
2019-01-28 13:26:03,119 epoch 58 - iter 399/577 - loss 0.16548201
2019-01-28 13:26:11,085 epoch 58 - iter 456/577 - loss 0.16506386
2019-01-28 13:26:19,228 epoch 58 - iter 513/577 - loss 0.16654968
2019-01-28 13:26:27,337 epoch 58 - iter 570/577 - loss 0.16537329
2019-01-28 13:26:28,976 ----------------------------------------------------------------------------------------------------
2019-01-28 13:26:28,977 EPOCH 58 done: loss 0.1670 - lr 0.0500 - bad epochs 1
2019-01-28 13:26:43,507 TEST : loss 1.12170744 - f-score 0.9282 - acc 0.9283
2019-01-28 13:26:43,511 ----------------------------------------------------------------------------------------------------
2019-01-28 13:26:43,651 epoch 59 - iter 0/577 - loss 0.00440764
2019-01-28 13:26:51,696 epoch 59 - iter 57/577 - loss 0.16016221
2019-01-28 13:26:59,981 epoch 59 - iter 114/577 - loss 0.18406184
2019-01-28 13:27:08,103 epoch 59 - iter 171/577 - loss 0.17821483
2019-01-28 13:27:16,308 epoch 59 - iter 228/577 - loss 0.16741729
2019-01-28 13:27:24,772 epoch 59 - iter 285/577 - loss 0.17191356
2019-01-28 13:27:32,684 epoch 59 - iter 342/577 - loss 0.17123937
2019-01-28 13:27:40,784 epoch 59 - iter 399/577 - loss 0.17287877
2019-01-28 13:27:48,940 epoch 59 - iter 456/577 - loss 0.17216632
2019-01-28 13:27:57,041 epoch 59 - iter 513/577 - loss 0.16923624
2019-01-28 13:28:05,542 epoch 59 - iter 570/577 - loss 0.17310106
2019-01-28 13:28:07,435 ----------------------------------------------------------------------------------------------------
2019-01-28 13:28:07,435 EPOCH 59 done: loss 0.1750 - lr 0.0500 - bad epochs 2
2019-01-28 13:28:21,887 TEST : loss 1.07637966 - f-score 0.9323 - acc 0.9323
2019-01-28 13:28:21,891 ----------------------------------------------------------------------------------------------------
2019-01-28 13:28:22,035 epoch 60 - iter 0/577 - loss 0.09319496
2019-01-28 13:28:30,205 epoch 60 - iter 57/577 - loss 0.11543473
2019-01-28 13:28:38,229 epoch 60 - iter 114/577 - loss 0.12998766
2019-01-28 13:28:46,497 epoch 60 - iter 171/577 - loss 0.13759859
2019-01-28 13:28:54,536 epoch 60 - iter 228/577 - loss 0.14328197
2019-01-28 13:29:02,568 epoch 60 - iter 285/577 - loss 0.14628679
2019-01-28 13:29:10,613 epoch 60 - iter 342/577 - loss 0.14782472
2019-01-28 13:29:18,563 epoch 60 - iter 399/577 - loss 0.14532100
2019-01-28 13:29:26,714 epoch 60 - iter 456/577 - loss 0.15244536
2019-01-28 13:29:34,702 epoch 60 - iter 513/577 - loss 0.15934275
2019-01-28 13:29:42,762 epoch 60 - iter 570/577 - loss 0.15910230
2019-01-28 13:29:44,263 ----------------------------------------------------------------------------------------------------
2019-01-28 13:29:44,263 EPOCH 60 done: loss 0.1592 - lr 0.0500 - bad epochs 3
2019-01-28 13:29:58,786 TEST : loss 1.07971728 - f-score 0.9291 - acc 0.9291
2019-01-28 13:29:58,789 ----------------------------------------------------------------------------------------------------
2019-01-28 13:29:58,936 epoch 61 - iter 0/577 - loss 0.17845428
2019-01-28 13:30:07,103 epoch 61 - iter 57/577 - loss 0.13679294
2019-01-28 13:30:14,749 epoch 61 - iter 114/577 - loss 0.14577806
2019-01-28 13:30:22,654 epoch 61 - iter 171/577 - loss 0.15603347
2019-01-28 13:30:30,490 epoch 61 - iter 228/577 - loss 0.15798486
2019-01-28 13:30:38,271 epoch 61 - iter 285/577 - loss 0.15764529
2019-01-28 13:30:46,342 epoch 61 - iter 342/577 - loss 0.16062947
2019-01-28 13:30:54,218 epoch 61 - iter 399/577 - loss 0.16047035
2019-01-28 13:31:02,287 epoch 61 - iter 456/577 - loss 0.15795955
2019-01-28 13:31:10,380 epoch 61 - iter 513/577 - loss 0.15946046
2019-01-28 13:31:18,653 epoch 61 - iter 570/577 - loss 0.16136053
2019-01-28 13:31:20,191 ----------------------------------------------------------------------------------------------------
2019-01-28 13:31:20,191 EPOCH 61 done: loss 0.1612 - lr 0.0500 - bad epochs 0
2019-01-28 13:31:34,760 TEST : loss 1.10967398 - f-score 0.9268 - acc 0.9269
2019-01-28 13:31:34,764 ----------------------------------------------------------------------------------------------------
2019-01-28 13:31:34,922 epoch 62 - iter 0/577 - loss 0.22929198
2019-01-28 13:31:42,739 epoch 62 - iter 57/577 - loss 0.17943663
2019-01-28 13:31:50,825 epoch 62 - iter 114/577 - loss 0.14885851
2019-01-28 13:31:58,687 epoch 62 - iter 171/577 - loss 0.16207447
2019-01-28 13:32:06,485 epoch 62 - iter 228/577 - loss 0.16131751
2019-01-28 13:32:14,311 epoch 62 - iter 285/577 - loss 0.15656477
2019-01-28 13:32:22,543 epoch 62 - iter 342/577 - loss 0.16123242
2019-01-28 13:32:30,652 epoch 62 - iter 399/577 - loss 0.16230325
2019-01-28 13:32:39,615 epoch 62 - iter 456/577 - loss 0.16420137
2019-01-28 13:32:47,743 epoch 62 - iter 513/577 - loss 0.16635833
2019-01-28 13:32:56,169 epoch 62 - iter 570/577 - loss 0.16444280
2019-01-28 13:32:57,907 ----------------------------------------------------------------------------------------------------
2019-01-28 13:32:57,908 EPOCH 62 done: loss 0.1640 - lr 0.0500 - bad epochs 1
2019-01-28 13:33:12,384 TEST : loss 1.12041211 - f-score 0.9288 - acc 0.9288
2019-01-28 13:33:12,388 ----------------------------------------------------------------------------------------------------
2019-01-28 13:33:12,510 epoch 63 - iter 0/577 - loss 0.21066886
2019-01-28 13:33:20,217 epoch 63 - iter 57/577 - loss 0.18057370
2019-01-28 13:33:28,179 epoch 63 - iter 114/577 - loss 0.16815731
2019-01-28 13:33:36,078 epoch 63 - iter 171/577 - loss 0.17051276
2019-01-28 13:33:43,943 epoch 63 - iter 228/577 - loss 0.16910470
2019-01-28 13:33:51,818 epoch 63 - iter 285/577 - loss 0.17562683
2019-01-28 13:33:59,660 epoch 63 - iter 342/577 - loss 0.17854628
2019-01-28 13:34:07,674 epoch 63 - iter 399/577 - loss 0.17177841
2019-01-28 13:34:15,848 epoch 63 - iter 456/577 - loss 0.17161533
2019-01-28 13:34:23,557 epoch 63 - iter 513/577 - loss 0.17204222
2019-01-28 13:34:31,410 epoch 63 - iter 570/577 - loss 0.17017715
2019-01-28 13:34:32,859 ----------------------------------------------------------------------------------------------------
2019-01-28 13:34:32,859 EPOCH 63 done: loss 0.1709 - lr 0.0500 - bad epochs 2
2019-01-28 13:34:47,345 TEST : loss 1.16480136 - f-score 0.9284 - acc 0.9285
2019-01-28 13:34:47,349 ----------------------------------------------------------------------------------------------------
2019-01-28 13:34:47,501 epoch 64 - iter 0/577 - loss 0.50803024
2019-01-28 13:34:55,372 epoch 64 - iter 57/577 - loss 0.17951057
2019-01-28 13:35:03,053 epoch 64 - iter 114/577 - loss 0.16784296
2019-01-28 13:35:10,538 epoch 64 - iter 171/577 - loss 0.15782185
2019-01-28 13:35:18,399 epoch 64 - iter 228/577 - loss 0.15410842
2019-01-28 13:35:26,380 epoch 64 - iter 285/577 - loss 0.15586968
2019-01-28 13:35:34,169 epoch 64 - iter 342/577 - loss 0.15405587
2019-01-28 13:35:42,599 epoch 64 - iter 399/577 - loss 0.16009291
2019-01-28 13:35:50,711 epoch 64 - iter 456/577 - loss 0.15918290
2019-01-28 13:35:58,492 epoch 64 - iter 513/577 - loss 0.15638886
2019-01-28 13:36:06,137 epoch 64 - iter 570/577 - loss 0.15831538
2019-01-28 13:36:07,736 ----------------------------------------------------------------------------------------------------
2019-01-28 13:36:07,737 EPOCH 64 done: loss 0.1596 - lr 0.0500 - bad epochs 3
2019-01-28 13:36:22,008 TEST : loss 1.12443721 - f-score 0.9300 - acc 0.9300
2019-01-28 13:36:22,012 ----------------------------------------------------------------------------------------------------
2019-01-28 13:36:22,156 epoch 65 - iter 0/577 - loss 0.49516460
2019-01-28 13:36:30,277 epoch 65 - iter 57/577 - loss 0.15381391
2019-01-28 13:36:37,941 epoch 65 - iter 114/577 - loss 0.14805114
2019-01-28 13:36:45,628 epoch 65 - iter 171/577 - loss 0.13934539
2019-01-28 13:36:53,641 epoch 65 - iter 228/577 - loss 0.14175328
2019-01-28 13:37:01,369 epoch 65 - iter 285/577 - loss 0.14935350
2019-01-28 13:37:09,599 epoch 65 - iter 342/577 - loss 0.15488016
2019-01-28 13:37:17,640 epoch 65 - iter 399/577 - loss 0.15382544
2019-01-28 13:37:25,776 epoch 65 - iter 456/577 - loss 0.15487736
2019-01-28 13:37:34,188 epoch 65 - iter 513/577 - loss 0.15428551
2019-01-28 13:37:41,871 epoch 65 - iter 570/577 - loss 0.15689266
2019-01-28 13:37:43,523 ----------------------------------------------------------------------------------------------------
2019-01-28 13:37:43,523 EPOCH 65 done: loss 0.1563 - lr 0.0250 - bad epochs 0
2019-01-28 13:37:57,985 TEST : loss 1.14457834 - f-score 0.9294 - acc 0.9294
2019-01-28 13:37:57,989 ----------------------------------------------------------------------------------------------------
2019-01-28 13:37:58,124 epoch 66 - iter 0/577 - loss 0.02522373
2019-01-28 13:38:07,346 epoch 66 - iter 57/577 - loss 0.13593007
2019-01-28 13:38:15,620 epoch 66 - iter 114/577 - loss 0.14709942
2019-01-28 13:38:23,509 epoch 66 - iter 171/577 - loss 0.15650463
2019-01-28 13:38:31,844 epoch 66 - iter 228/577 - loss 0.15128345
2019-01-28 13:38:39,873 epoch 66 - iter 285/577 - loss 0.15693502
2019-01-28 13:38:47,851 epoch 66 - iter 342/577 - loss 0.15895587
2019-01-28 13:38:55,516 epoch 66 - iter 399/577 - loss 0.15527902
2019-01-28 13:39:03,507 epoch 66 - iter 456/577 - loss 0.15407983
2019-01-28 13:39:11,437 epoch 66 - iter 513/577 - loss 0.14992422
2019-01-28 13:39:19,771 epoch 66 - iter 570/577 - loss 0.14631689
2019-01-28 13:39:21,172 ----------------------------------------------------------------------------------------------------
2019-01-28 13:39:21,173 EPOCH 66 done: loss 0.1463 - lr 0.0250 - bad epochs 0
2019-01-28 13:39:35,624 TEST : loss 1.16685212 - f-score 0.9287 - acc 0.9287
2019-01-28 13:39:35,629 ----------------------------------------------------------------------------------------------------
2019-01-28 13:39:35,777 epoch 67 - iter 0/577 - loss 0.11397123
2019-01-28 13:39:43,504 epoch 67 - iter 57/577 - loss 0.13904943
2019-01-28 13:39:51,516 epoch 67 - iter 114/577 - loss 0.14597712
2019-01-28 13:39:59,704 epoch 67 - iter 171/577 - loss 0.15805190
2019-01-28 13:40:07,635 epoch 67 - iter 228/577 - loss 0.15299837
2019-01-28 13:40:15,638 epoch 67 - iter 285/577 - loss 0.14811176
2019-01-28 13:40:23,975 epoch 67 - iter 342/577 - loss 0.14659126
2019-01-28 13:40:31,726 epoch 67 - iter 399/577 - loss 0.14798632
2019-01-28 13:40:39,585 epoch 67 - iter 456/577 - loss 0.14973176
2019-01-28 13:40:47,376 epoch 67 - iter 513/577 - loss 0.14575626
2019-01-28 13:40:55,036 epoch 67 - iter 570/577 - loss 0.14454110
2019-01-28 13:40:56,824 ----------------------------------------------------------------------------------------------------
2019-01-28 13:40:56,824 EPOCH 67 done: loss 0.1443 - lr 0.0250 - bad epochs 0
2019-01-28 13:41:11,440 TEST : loss 1.16542196 - f-score 0.9286 - acc 0.9286
2019-01-28 13:41:11,444 ----------------------------------------------------------------------------------------------------
2019-01-28 13:41:11,598 epoch 68 - iter 0/577 - loss 0.00218213
2019-01-28 13:41:19,430 epoch 68 - iter 57/577 - loss 0.13175792
2019-01-28 13:41:27,274 epoch 68 - iter 114/577 - loss 0.13393297
2019-01-28 13:41:35,420 epoch 68 - iter 171/577 - loss 0.13176436
2019-01-28 13:41:43,369 epoch 68 - iter 228/577 - loss 0.13775442
2019-01-28 13:41:51,230 epoch 68 - iter 285/577 - loss 0.13436987
2019-01-28 13:41:59,019 epoch 68 - iter 342/577 - loss 0.12817697
2019-01-28 13:42:06,921 epoch 68 - iter 399/577 - loss 0.13306129
2019-01-28 13:42:15,112 epoch 68 - iter 456/577 - loss 0.13713245
2019-01-28 13:42:23,274 epoch 68 - iter 513/577 - loss 0.13697268
2019-01-28 13:42:31,392 epoch 68 - iter 570/577 - loss 0.13493750
2019-01-28 13:42:33,105 ----------------------------------------------------------------------------------------------------
2019-01-28 13:42:33,105 EPOCH 68 done: loss 0.1347 - lr 0.0250 - bad epochs 0
2019-01-28 13:42:48,709 TEST : loss 1.16813815 - f-score 0.9293 - acc 0.9293
2019-01-28 13:42:48,713 ----------------------------------------------------------------------------------------------------
2019-01-28 13:42:48,848 epoch 69 - iter 0/577 - loss 0.00727624
2019-01-28 13:42:56,762 epoch 69 - iter 57/577 - loss 0.13259294
2019-01-28 13:43:04,827 epoch 69 - iter 114/577 - loss 0.10732436
2019-01-28 13:43:13,443 epoch 69 - iter 171/577 - loss 0.12115450
2019-01-28 13:43:21,533 epoch 69 - iter 228/577 - loss 0.12100740
2019-01-28 13:43:29,500 epoch 69 - iter 285/577 - loss 0.11910353
2019-01-28 13:43:37,749 epoch 69 - iter 342/577 - loss 0.12553076
2019-01-28 13:43:45,560 epoch 69 - iter 399/577 - loss 0.12910098
2019-01-28 13:43:53,300 epoch 69 - iter 456/577 - loss 0.12927915
2019-01-28 13:44:01,395 epoch 69 - iter 513/577 - loss 0.12815541
2019-01-28 13:44:09,237 epoch 69 - iter 570/577 - loss 0.12888048
2019-01-28 13:44:10,656 ----------------------------------------------------------------------------------------------------
2019-01-28 13:44:10,656 EPOCH 69 done: loss 0.1294 - lr 0.0250 - bad epochs 0
2019-01-28 13:44:25,303 TEST : loss 1.19055307 - f-score 0.9288 - acc 0.9287
2019-01-28 13:44:25,308 ----------------------------------------------------------------------------------------------------
2019-01-28 13:44:25,464 epoch 70 - iter 0/577 - loss 0.00400758
2019-01-28 13:44:33,113 epoch 70 - iter 57/577 - loss 0.14180746
2019-01-28 13:44:41,148 epoch 70 - iter 114/577 - loss 0.12670882
2019-01-28 13:44:49,293 epoch 70 - iter 171/577 - loss 0.12495666
2019-01-28 13:44:57,345 epoch 70 - iter 228/577 - loss 0.13107808
2019-01-28 13:45:05,131 epoch 70 - iter 285/577 - loss 0.13146377
2019-01-28 13:45:13,003 epoch 70 - iter 342/577 - loss 0.13597068
2019-01-28 13:45:21,190 epoch 70 - iter 399/577 - loss 0.13441035
2019-01-28 13:45:29,316 epoch 70 - iter 456/577 - loss 0.13847466
2019-01-28 13:45:37,374 epoch 70 - iter 513/577 - loss 0.14129455
2019-01-28 13:45:45,424 epoch 70 - iter 570/577 - loss 0.14126332
2019-01-28 13:45:46,874 ----------------------------------------------------------------------------------------------------
2019-01-28 13:45:46,875 EPOCH 70 done: loss 0.1410 - lr 0.0250 - bad epochs 0
2019-01-28 13:46:01,432 TEST : loss 1.18013918 - f-score 0.9300 - acc 0.9300
2019-01-28 13:46:01,438 ----------------------------------------------------------------------------------------------------
2019-01-28 13:46:01,591 epoch 71 - iter 0/577 - loss 0.15972346
2019-01-28 13:46:09,656 epoch 71 - iter 57/577 - loss 0.15216490
2019-01-28 13:46:17,621 epoch 71 - iter 114/577 - loss 0.14178525
2019-01-28 13:46:25,444 epoch 71 - iter 171/577 - loss 0.13414648
2019-01-28 13:46:33,576 epoch 71 - iter 228/577 - loss 0.12829409
2019-01-28 13:46:41,567 epoch 71 - iter 285/577 - loss 0.13160148
2019-01-28 13:46:49,391 epoch 71 - iter 342/577 - loss 0.13048845
2019-01-28 13:46:57,578 epoch 71 - iter 399/577 - loss 0.13287786
2019-01-28 13:47:05,533 epoch 71 - iter 456/577 - loss 0.13697333
2019-01-28 13:47:13,417 epoch 71 - iter 513/577 - loss 0.13738091
2019-01-28 13:47:21,389 epoch 71 - iter 570/577 - loss 0.13509700
2019-01-28 13:47:23,022 ----------------------------------------------------------------------------------------------------
2019-01-28 13:47:23,022 EPOCH 71 done: loss 0.1348 - lr 0.0250 - bad epochs 1
2019-01-28 13:47:37,413 TEST : loss 1.20059502 - f-score 0.9302 - acc 0.9302
2019-01-28 13:47:37,419 ----------------------------------------------------------------------------------------------------
2019-01-28 13:47:37,710 epoch 72 - iter 0/577 - loss 0.00656444
2019-01-28 13:47:45,596 epoch 72 - iter 57/577 - loss 0.13019555
2019-01-28 13:47:53,533 epoch 72 - iter 114/577 - loss 0.14698723
2019-01-28 13:48:01,629 epoch 72 - iter 171/577 - loss 0.14379767
2019-01-28 13:48:09,262 epoch 72 - iter 228/577 - loss 0.14211247
2019-01-28 13:48:17,112 epoch 72 - iter 285/577 - loss 0.14400805
2019-01-28 13:48:24,800 epoch 72 - iter 342/577 - loss 0.14024713
2019-01-28 13:48:32,679 epoch 72 - iter 399/577 - loss 0.13745327
2019-01-28 13:48:40,329 epoch 72 - iter 456/577 - loss 0.14133450
2019-01-28 13:48:48,231 epoch 72 - iter 513/577 - loss 0.14224244
2019-01-28 13:48:56,014 epoch 72 - iter 570/577 - loss 0.13924025
2019-01-28 13:48:57,496 ----------------------------------------------------------------------------------------------------
2019-01-28 13:48:57,496 EPOCH 72 done: loss 0.1389 - lr 0.0250 - bad epochs 2
2019-01-28 13:49:11,950 TEST : loss 1.19638085 - f-score 0.9277 - acc 0.9277
2019-01-28 13:49:11,954 ----------------------------------------------------------------------------------------------------
2019-01-28 13:49:12,093 epoch 73 - iter 0/577 - loss 0.03471655
2019-01-28 13:49:19,937 epoch 73 - iter 57/577 - loss 0.13163186
2019-01-28 13:49:27,769 epoch 73 - iter 114/577 - loss 0.13363623
2019-01-28 13:49:36,082 epoch 73 - iter 171/577 - loss 0.12446286
2019-01-28 13:49:43,905 epoch 73 - iter 228/577 - loss 0.11888061
2019-01-28 13:49:52,671 epoch 73 - iter 285/577 - loss 0.12781740
2019-01-28 13:50:00,482 epoch 73 - iter 342/577 - loss 0.13396909
2019-01-28 13:50:08,480 epoch 73 - iter 399/577 - loss 0.14008123
2019-01-28 13:50:16,208 epoch 73 - iter 456/577 - loss 0.14409461
2019-01-28 13:50:24,141 epoch 73 - iter 513/577 - loss 0.14507207
2019-01-28 13:50:32,056 epoch 73 - iter 570/577 - loss 0.14291949
2019-01-28 13:50:33,709 ----------------------------------------------------------------------------------------------------
2019-01-28 13:50:33,709 EPOCH 73 done: loss 0.1444 - lr 0.0250 - bad epochs 3
2019-01-28 13:50:48,169 TEST : loss 1.18045139 - f-score 0.9288 - acc 0.9288
2019-01-28 13:50:48,173 ----------------------------------------------------------------------------------------------------
2019-01-28 13:50:48,317 epoch 74 - iter 0/577 - loss 0.06800556
2019-01-28 13:50:56,093 epoch 74 - iter 57/577 - loss 0.12909049
2019-01-28 13:51:03,939 epoch 74 - iter 114/577 - loss 0.15023561
2019-01-28 13:51:11,944 epoch 74 - iter 171/577 - loss 0.15273222
2019-01-28 13:51:19,794 epoch 74 - iter 228/577 - loss 0.14267327
2019-01-28 13:51:27,921 epoch 74 - iter 285/577 - loss 0.13570754
2019-01-28 13:51:35,991 epoch 74 - iter 342/577 - loss 0.13322892
2019-01-28 13:51:44,102 epoch 74 - iter 399/577 - loss 0.12679020
2019-01-28 13:51:52,790 epoch 74 - iter 456/577 - loss 0.12744331
2019-01-28 13:52:00,627 epoch 74 - iter 513/577 - loss 0.12665483
2019-01-28 13:52:09,011 epoch 74 - iter 570/577 - loss 0.12551301
2019-01-28 13:52:10,828 ----------------------------------------------------------------------------------------------------
2019-01-28 13:52:10,828 EPOCH 74 done: loss 0.1258 - lr 0.0125 - bad epochs 0
2019-01-28 13:52:25,309 TEST : loss 1.17708790 - f-score 0.9304 - acc 0.9304
2019-01-28 13:52:25,312 ----------------------------------------------------------------------------------------------------
2019-01-28 13:52:25,451 epoch 75 - iter 0/577 - loss 0.00900555
2019-01-28 13:52:33,216 epoch 75 - iter 57/577 - loss 0.10651216
2019-01-28 13:52:41,038 epoch 75 - iter 114/577 - loss 0.12903261
2019-01-28 13:52:49,210 epoch 75 - iter 171/577 - loss 0.12581677
2019-01-28 13:52:56,953 epoch 75 - iter 228/577 - loss 0.13213934
2019-01-28 13:53:05,245 epoch 75 - iter 285/577 - loss 0.12766905
2019-01-28 13:53:13,451 epoch 75 - iter 342/577 - loss 0.12634969
2019-01-28 13:53:20,999 epoch 75 - iter 399/577 - loss 0.12792067
2019-01-28 13:53:28,972 epoch 75 - iter 456/577 - loss 0.13146911
2019-01-28 13:53:37,445 epoch 75 - iter 513/577 - loss 0.13019010
2019-01-28 13:53:45,424 epoch 75 - iter 570/577 - loss 0.12761201
2019-01-28 13:53:46,941 ----------------------------------------------------------------------------------------------------
2019-01-28 13:53:46,942 EPOCH 75 done: loss 0.1272 - lr 0.0125 - bad epochs 0
2019-01-28 13:54:01,530 TEST : loss 1.18632603 - f-score 0.9304 - acc 0.9304
2019-01-28 13:54:01,535 ----------------------------------------------------------------------------------------------------
2019-01-28 13:54:01,670 epoch 76 - iter 0/577 - loss 0.41974860
2019-01-28 13:54:09,390 epoch 76 - iter 57/577 - loss 0.17846391
2019-01-28 13:54:17,015 epoch 76 - iter 114/577 - loss 0.15162513
2019-01-28 13:54:24,797 epoch 76 - iter 171/577 - loss 0.14173088
2019-01-28 13:54:32,590 epoch 76 - iter 228/577 - loss 0.13343909
2019-01-28 13:54:40,424 epoch 76 - iter 285/577 - loss 0.13582437
2019-01-28 13:54:48,485 epoch 76 - iter 342/577 - loss 0.13367828
2019-01-28 13:54:56,845 epoch 76 - iter 399/577 - loss 0.13303983
2019-01-28 13:55:04,800 epoch 76 - iter 456/577 - loss 0.13110879
2019-01-28 13:55:13,167 epoch 76 - iter 513/577 - loss 0.12849053
2019-01-28 13:55:21,023 epoch 76 - iter 570/577 - loss 0.12796540
2019-01-28 13:55:22,661 ----------------------------------------------------------------------------------------------------
2019-01-28 13:55:22,662 EPOCH 76 done: loss 0.1279 - lr 0.0125 - bad epochs 1
2019-01-28 13:55:37,126 TEST : loss 1.20462000 - f-score 0.9303 - acc 0.9303
2019-01-28 13:55:37,130 ----------------------------------------------------------------------------------------------------
2019-01-28 13:55:37,300 epoch 77 - iter 0/577 - loss 0.12685096
2019-01-28 13:55:44,972 epoch 77 - iter 57/577 - loss 0.12370312
2019-01-28 13:55:53,178 epoch 77 - iter 114/577 - loss 0.11717528
2019-01-28 13:56:01,193 epoch 77 - iter 171/577 - loss 0.12195033
2019-01-28 13:56:09,366 epoch 77 - iter 228/577 - loss 0.12453381
2019-01-28 13:56:17,443 epoch 77 - iter 285/577 - loss 0.12418654
2019-01-28 13:56:25,451 epoch 77 - iter 342/577 - loss 0.12339400
2019-01-28 13:56:33,498 epoch 77 - iter 399/577 - loss 0.12431048
2019-01-28 13:56:41,314 epoch 77 - iter 456/577 - loss 0.12473970
2019-01-28 13:56:49,051 epoch 77 - iter 513/577 - loss 0.12477169
2019-01-28 13:56:56,951 epoch 77 - iter 570/577 - loss 0.12608912
2019-01-28 13:56:58,466 ----------------------------------------------------------------------------------------------------
2019-01-28 13:56:58,466 EPOCH 77 done: loss 0.1258 - lr 0.0125 - bad epochs 2
2019-01-28 13:57:12,954 TEST : loss 1.19756031 - f-score 0.9296 - acc 0.9296
2019-01-28 13:57:12,960 ----------------------------------------------------------------------------------------------------
2019-01-28 13:57:13,110 epoch 78 - iter 0/577 - loss 0.16558063
2019-01-28 13:57:20,958 epoch 78 - iter 57/577 - loss 0.13206532
2019-01-28 13:57:28,737 epoch 78 - iter 114/577 - loss 0.12549078
2019-01-28 13:57:36,435 epoch 78 - iter 171/577 - loss 0.12279705
2019-01-28 13:57:44,419 epoch 78 - iter 228/577 - loss 0.11572963
2019-01-28 13:57:52,308 epoch 78 - iter 285/577 - loss 0.11545795
2019-01-28 13:58:00,488 epoch 78 - iter 342/577 - loss 0.12701147
2019-01-28 13:58:08,470 epoch 78 - iter 399/577 - loss 0.12517346
2019-01-28 13:58:16,380 epoch 78 - iter 456/577 - loss 0.12580664
2019-01-28 13:58:24,236 epoch 78 - iter 513/577 - loss 0.12621132
2019-01-28 13:58:32,155 epoch 78 - iter 570/577 - loss 0.12619330
2019-01-28 13:58:33,572 ----------------------------------------------------------------------------------------------------
2019-01-28 13:58:33,573 EPOCH 78 done: loss 0.1265 - lr 0.0125 - bad epochs 3
2019-01-28 13:58:47,965 TEST : loss 1.19323587 - f-score 0.9300 - acc 0.9300
2019-01-28 13:58:47,972 ----------------------------------------------------------------------------------------------------
2019-01-28 13:58:48,096 epoch 79 - iter 0/577 - loss 0.00215349
2019-01-28 13:58:56,502 epoch 79 - iter 57/577 - loss 0.11492681
2019-01-28 13:59:04,335 epoch 79 - iter 114/577 - loss 0.12105588
2019-01-28 13:59:12,500 epoch 79 - iter 171/577 - loss 0.12814126
2019-01-28 13:59:20,687 epoch 79 - iter 228/577 - loss 0.13265314
2019-01-28 13:59:28,509 epoch 79 - iter 285/577 - loss 0.12914126
2019-01-28 13:59:36,543 epoch 79 - iter 342/577 - loss 0.12442148
2019-01-28 13:59:44,435 epoch 79 - iter 399/577 - loss 0.12373933
2019-01-28 13:59:52,289 epoch 79 - iter 456/577 - loss 0.12788329
2019-01-28 13:59:59,970 epoch 79 - iter 513/577 - loss 0.13058449
2019-01-28 14:00:07,681 epoch 79 - iter 570/577 - loss 0.12775339
2019-01-28 14:00:09,294 ----------------------------------------------------------------------------------------------------
2019-01-28 14:00:09,294 EPOCH 79 done: loss 0.1276 - lr 0.0063 - bad epochs 0
2019-01-28 14:00:23,720 TEST : loss 1.19619071 - f-score 0.9300 - acc 0.9300
2019-01-28 14:00:23,724 ----------------------------------------------------------------------------------------------------
2019-01-28 14:00:23,855 epoch 80 - iter 0/577 - loss 0.04918824
2019-01-28 14:00:32,043 epoch 80 - iter 57/577 - loss 0.10499064
2019-01-28 14:00:40,147 epoch 80 - iter 114/577 - loss 0.12431204
2019-01-28 14:00:48,173 epoch 80 - iter 171/577 - loss 0.13288525
2019-01-28 14:00:56,089 epoch 80 - iter 228/577 - loss 0.13378507
2019-01-28 14:01:04,141 epoch 80 - iter 285/577 - loss 0.13107643
2019-01-28 14:01:12,102 epoch 80 - iter 342/577 - loss 0.13365279
2019-01-28 14:01:19,692 epoch 80 - iter 399/577 - loss 0.12963717
2019-01-28 14:01:27,439 epoch 80 - iter 456/577 - loss 0.12650168
2019-01-28 14:01:35,549 epoch 80 - iter 513/577 - loss 0.12562921
2019-01-28 14:01:43,509 epoch 80 - iter 570/577 - loss 0.12771237
2019-01-28 14:01:44,870 ----------------------------------------------------------------------------------------------------
2019-01-28 14:01:44,870 EPOCH 80 done: loss 0.1271 - lr 0.0063 - bad epochs 1
2019-01-28 14:01:59,431 TEST : loss 1.20230019 - f-score 0.9296 - acc 0.9296
2019-01-28 14:01:59,435 ----------------------------------------------------------------------------------------------------
2019-01-28 14:01:59,585 epoch 81 - iter 0/577 - loss 0.17515016
2019-01-28 14:02:07,308 epoch 81 - iter 57/577 - loss 0.10684725
2019-01-28 14:02:15,373 epoch 81 - iter 114/577 - loss 0.11201832
2019-01-28 14:02:23,419 epoch 81 - iter 171/577 - loss 0.11623093
2019-01-28 14:02:31,454 epoch 81 - iter 228/577 - loss 0.11979960
2019-01-28 14:02:39,483 epoch 81 - iter 285/577 - loss 0.12774553
2019-01-28 14:02:47,559 epoch 81 - iter 342/577 - loss 0.11988148
2019-01-28 14:02:55,406 epoch 81 - iter 399/577 - loss 0.12973529
2019-01-28 14:03:04,661 epoch 81 - iter 456/577 - loss 0.12916838
2019-01-28 14:03:13,271 epoch 81 - iter 513/577 - loss 0.13209749
2019-01-28 14:03:21,143 epoch 81 - iter 570/577 - loss 0.12880283
2019-01-28 14:03:22,629 ----------------------------------------------------------------------------------------------------
2019-01-28 14:03:22,629 EPOCH 81 done: loss 0.1287 - lr 0.0063 - bad epochs 2
2019-01-28 14:03:37,066 TEST : loss 1.20050323 - f-score 0.9295 - acc 0.9295
2019-01-28 14:03:37,071 ----------------------------------------------------------------------------------------------------
2019-01-28 14:03:37,223 epoch 82 - iter 0/577 - loss 0.00198191
2019-01-28 14:03:45,079 epoch 82 - iter 57/577 - loss 0.12927712
2019-01-28 14:03:53,055 epoch 82 - iter 114/577 - loss 0.11316551
2019-01-28 14:04:01,023 epoch 82 - iter 171/577 - loss 0.11852523
2019-01-28 14:04:08,583 epoch 82 - iter 228/577 - loss 0.11730197
2019-01-28 14:04:16,540 epoch 82 - iter 285/577 - loss 0.11530129
2019-01-28 14:04:24,776 epoch 82 - iter 342/577 - loss 0.11712369
2019-01-28 14:04:32,937 epoch 82 - iter 399/577 - loss 0.11724727
2019-01-28 14:04:41,531 epoch 82 - iter 456/577 - loss 0.12036839
2019-01-28 14:04:50,087 epoch 82 - iter 513/577 - loss 0.12137804
2019-01-28 14:04:58,119 epoch 82 - iter 570/577 - loss 0.12372711
2019-01-28 14:04:59,710 ----------------------------------------------------------------------------------------------------
2019-01-28 14:04:59,711 EPOCH 82 done: loss 0.1233 - lr 0.0063 - bad epochs 3
2019-01-28 14:05:14,144 TEST : loss 1.20268595 - f-score 0.9298 - acc 0.9299
2019-01-28 14:05:14,150 ----------------------------------------------------------------------------------------------------
2019-01-28 14:05:14,295 epoch 83 - iter 0/577 - loss 0.00796670
2019-01-28 14:05:22,126 epoch 83 - iter 57/577 - loss 0.09404575
2019-01-28 14:05:30,289 epoch 83 - iter 114/577 - loss 0.11253274
2019-01-28 14:05:38,171 epoch 83 - iter 171/577 - loss 0.12244652
2019-01-28 14:05:46,358 epoch 83 - iter 228/577 - loss 0.12059000
2019-01-28 14:05:54,199 epoch 83 - iter 285/577 - loss 0.12442338
2019-01-28 14:06:02,124 epoch 83 - iter 342/577 - loss 0.12461656
2019-01-28 14:06:09,949 epoch 83 - iter 399/577 - loss 0.12192015
2019-01-28 14:06:17,839 epoch 83 - iter 456/577 - loss 0.12784150
2019-01-28 14:06:25,550 epoch 83 - iter 513/577 - loss 0.12360891
2019-01-28 14:06:33,110 epoch 83 - iter 570/577 - loss 0.12605641
2019-01-28 14:06:34,537 ----------------------------------------------------------------------------------------------------
2019-01-28 14:06:34,538 EPOCH 83 done: loss 0.1261 - lr 0.0063 - bad epochs 0
2019-01-28 14:06:49,106 TEST : loss 1.21033263 - f-score 0.9305 - acc 0.9305
2019-01-28 14:06:49,111 ----------------------------------------------------------------------------------------------------
2019-01-28 14:06:49,269 epoch 84 - iter 0/577 - loss 0.00683916
2019-01-28 14:06:57,077 epoch 84 - iter 57/577 - loss 0.12001237
2019-01-28 14:07:04,978 epoch 84 - iter 114/577 - loss 0.13260765
2019-01-28 14:07:13,033 epoch 84 - iter 171/577 - loss 0.12063388
2019-01-28 14:07:21,209 epoch 84 - iter 228/577 - loss 0.11634417
2019-01-28 14:07:29,030 epoch 84 - iter 285/577 - loss 0.12137597
2019-01-28 14:07:37,061 epoch 84 - iter 342/577 - loss 0.11959648
2019-01-28 14:07:45,113 epoch 84 - iter 399/577 - loss 0.11967672
2019-01-28 14:07:53,015 epoch 84 - iter 456/577 - loss 0.11770607
2019-01-28 14:08:00,952 epoch 84 - iter 513/577 - loss 0.11771786
2019-01-28 14:08:08,943 epoch 84 - iter 570/577 - loss 0.11623206
2019-01-28 14:08:10,460 ----------------------------------------------------------------------------------------------------
2019-01-28 14:08:10,460 EPOCH 84 done: loss 0.1157 - lr 0.0063 - bad epochs 1
2019-01-28 14:08:24,841 TEST : loss 1.20998883 - f-score 0.9310 - acc 0.9310
2019-01-28 14:08:24,847 ----------------------------------------------------------------------------------------------------
2019-01-28 14:08:24,997 epoch 85 - iter 0/577 - loss 0.06544566
2019-01-28 14:08:32,991 epoch 85 - iter 57/577 - loss 0.10961619
2019-01-28 14:08:41,358 epoch 85 - iter 114/577 - loss 0.10417617
2019-01-28 14:08:49,309 epoch 85 - iter 171/577 - loss 0.10438133
2019-01-28 14:08:57,209 epoch 85 - iter 228/577 - loss 0.10965009
2019-01-28 14:09:05,208 epoch 85 - iter 285/577 - loss 0.11021066
2019-01-28 14:09:13,347 epoch 85 - iter 342/577 - loss 0.10884001
2019-01-28 14:09:21,233 epoch 85 - iter 399/577 - loss 0.10821550
2019-01-28 14:09:28,995 epoch 85 - iter 456/577 - loss 0.11077364
2019-01-28 14:09:37,089 epoch 85 - iter 513/577 - loss 0.11213121
2019-01-28 14:09:44,902 epoch 85 - iter 570/577 - loss 0.11548244
2019-01-28 14:09:46,453 ----------------------------------------------------------------------------------------------------
2019-01-28 14:09:46,453 EPOCH 85 done: loss 0.1176 - lr 0.0063 - bad epochs 0
2019-01-28 14:10:00,873 TEST : loss 1.21248150 - f-score 0.9302 - acc 0.9302
2019-01-28 14:10:00,880 ----------------------------------------------------------------------------------------------------
2019-01-28 14:10:01,029 epoch 86 - iter 0/577 - loss 0.03051573
2019-01-28 14:10:08,961 epoch 86 - iter 57/577 - loss 0.10667893
2019-01-28 14:10:16,950 epoch 86 - iter 114/577 - loss 0.11466322
2019-01-28 14:10:24,931 epoch 86 - iter 171/577 - loss 0.10163047
2019-01-28 14:10:32,637 epoch 86 - iter 228/577 - loss 0.10646224
2019-01-28 14:10:40,352 epoch 86 - iter 285/577 - loss 0.10675907
2019-01-28 14:10:48,480 epoch 86 - iter 342/577 - loss 0.10616529
2019-01-28 14:10:56,287 epoch 86 - iter 399/577 - loss 0.10321554
2019-01-28 14:11:04,103 epoch 86 - iter 456/577 - loss 0.10974806
2019-01-28 14:11:11,814 epoch 86 - iter 513/577 - loss 0.10990608
2019-01-28 14:11:19,670 epoch 86 - iter 570/577 - loss 0.11184933
2019-01-28 14:11:21,155 ----------------------------------------------------------------------------------------------------
2019-01-28 14:11:21,155 EPOCH 86 done: loss 0.1117 - lr 0.0063 - bad epochs 1
2019-01-28 14:11:35,698 TEST : loss 1.22716796 - f-score 0.9294 - acc 0.9294
2019-01-28 14:11:35,706 ----------------------------------------------------------------------------------------------------
2019-01-28 14:11:35,849 epoch 87 - iter 0/577 - loss 0.01173559
2019-01-28 14:11:44,108 epoch 87 - iter 57/577 - loss 0.08537036
2019-01-28 14:11:52,190 epoch 87 - iter 114/577 - loss 0.09119351
2019-01-28 14:12:00,019 epoch 87 - iter 171/577 - loss 0.09406813
2019-01-28 14:12:07,946 epoch 87 - iter 228/577 - loss 0.09910330
2019-01-28 14:12:15,879 epoch 87 - iter 285/577 - loss 0.10185998
2019-01-28 14:12:24,135 epoch 87 - iter 342/577 - loss 0.10006916
2019-01-28 14:12:32,229 epoch 87 - iter 399/577 - loss 0.10433087
2019-01-28 14:12:40,039 epoch 87 - iter 456/577 - loss 0.10319608
2019-01-28 14:12:47,992 epoch 87 - iter 513/577 - loss 0.10657569
2019-01-28 14:12:55,963 epoch 87 - iter 570/577 - loss 0.10670909
2019-01-28 14:12:57,502 ----------------------------------------------------------------------------------------------------
2019-01-28 14:12:57,503 EPOCH 87 done: loss 0.1063 - lr 0.0063 - bad epochs 0
2019-01-28 14:13:11,976 TEST : loss 1.21791208 - f-score 0.9312 - acc 0.9313
2019-01-28 14:13:11,982 ----------------------------------------------------------------------------------------------------
2019-01-28 14:13:12,110 epoch 88 - iter 0/577 - loss 0.00535068
2019-01-28 14:13:20,138 epoch 88 - iter 57/577 - loss 0.12066797
2019-01-28 14:13:28,014 epoch 88 - iter 114/577 - loss 0.10954114
2019-01-28 14:13:36,013 epoch 88 - iter 171/577 - loss 0.10948321
2019-01-28 14:13:44,052 epoch 88 - iter 228/577 - loss 0.11431395
2019-01-28 14:13:52,140 epoch 88 - iter 285/577 - loss 0.11983692
2019-01-28 14:14:00,179 epoch 88 - iter 342/577 - loss 0.11613468
2019-01-28 14:14:08,364 epoch 88 - iter 399/577 - loss 0.11868969
2019-01-28 14:14:16,478 epoch 88 - iter 456/577 - loss 0.12060432
2019-01-28 14:14:24,604 epoch 88 - iter 513/577 - loss 0.12111426
2019-01-28 14:14:32,820 epoch 88 - iter 570/577 - loss 0.11904491
2019-01-28 14:14:34,461 ----------------------------------------------------------------------------------------------------
2019-01-28 14:14:34,461 EPOCH 88 done: loss 0.1192 - lr 0.0063 - bad epochs 0
2019-01-28 14:14:50,036 TEST : loss 1.22563100 - f-score 0.9312 - acc 0.9312
2019-01-28 14:14:50,040 ----------------------------------------------------------------------------------------------------
2019-01-28 14:14:50,176 epoch 89 - iter 0/577 - loss 0.00157893
2019-01-28 14:14:57,954 epoch 89 - iter 57/577 - loss 0.13212956
2019-01-28 14:15:05,768 epoch 89 - iter 114/577 - loss 0.13077230
2019-01-28 14:15:13,679 epoch 89 - iter 171/577 - loss 0.11871701
2019-01-28 14:15:21,350 epoch 89 - iter 228/577 - loss 0.11696928
2019-01-28 14:15:29,013 epoch 89 - iter 285/577 - loss 0.11425483
2019-01-28 14:15:36,904 epoch 89 - iter 342/577 - loss 0.11015969
2019-01-28 14:15:44,920 epoch 89 - iter 399/577 - loss 0.11044982
2019-01-28 14:15:53,263 epoch 89 - iter 456/577 - loss 0.11165134
2019-01-28 14:16:01,957 epoch 89 - iter 513/577 - loss 0.10961532
2019-01-28 14:16:09,820 epoch 89 - iter 570/577 - loss 0.10862940
2019-01-28 14:16:11,310 ----------------------------------------------------------------------------------------------------
2019-01-28 14:16:11,311 EPOCH 89 done: loss 0.1104 - lr 0.0063 - bad epochs 1
2019-01-28 14:16:25,816 TEST : loss 1.22070909 - f-score 0.9308 - acc 0.9308
2019-01-28 14:16:25,820 ----------------------------------------------------------------------------------------------------
2019-01-28 14:16:25,922 epoch 90 - iter 0/577 - loss 0.22208790
2019-01-28 14:16:33,807 epoch 90 - iter 57/577 - loss 0.12787741
2019-01-28 14:16:42,399 epoch 90 - iter 114/577 - loss 0.12021919
2019-01-28 14:16:50,131 epoch 90 - iter 171/577 - loss 0.11324633
2019-01-28 14:16:58,307 epoch 90 - iter 228/577 - loss 0.11479416
2019-01-28 14:17:06,221 epoch 90 - iter 285/577 - loss 0.11310073
2019-01-28 14:17:14,046 epoch 90 - iter 342/577 - loss 0.11090294
2019-01-28 14:17:21,929 epoch 90 - iter 399/577 - loss 0.11138519
2019-01-28 14:17:29,794 epoch 90 - iter 456/577 - loss 0.11767116
2019-01-28 14:17:37,903 epoch 90 - iter 513/577 - loss 0.11754341
2019-01-28 14:17:45,717 epoch 90 - iter 570/577 - loss 0.11975072
2019-01-28 14:17:47,267 ----------------------------------------------------------------------------------------------------
2019-01-28 14:17:47,267 EPOCH 90 done: loss 0.1196 - lr 0.0063 - bad epochs 2
2019-01-28 14:18:01,729 TEST : loss 1.23325896 - f-score 0.9303 - acc 0.9303
2019-01-28 14:18:01,734 ----------------------------------------------------------------------------------------------------
2019-01-28 14:18:01,885 epoch 91 - iter 0/577 - loss 0.17579702
2019-01-28 14:18:10,046 epoch 91 - iter 57/577 - loss 0.14340230
2019-01-28 14:18:18,126 epoch 91 - iter 114/577 - loss 0.12659883
2019-01-28 14:18:26,158 epoch 91 - iter 171/577 - loss 0.12067518
2019-01-28 14:18:34,098 epoch 91 - iter 228/577 - loss 0.11988026
2019-01-28 14:18:42,377 epoch 91 - iter 285/577 - loss 0.11883700
2019-01-28 14:18:50,325 epoch 91 - iter 342/577 - loss 0.11485919
2019-01-28 14:18:58,232 epoch 91 - iter 399/577 - loss 0.11517854
2019-01-28 14:19:06,229 epoch 91 - iter 456/577 - loss 0.11408096
2019-01-28 14:19:14,076 epoch 91 - iter 513/577 - loss 0.11483559
2019-01-28 14:19:22,129 epoch 91 - iter 570/577 - loss 0.11361536
2019-01-28 14:19:23,596 ----------------------------------------------------------------------------------------------------
2019-01-28 14:19:23,596 EPOCH 91 done: loss 0.1145 - lr 0.0063 - bad epochs 3
2019-01-28 14:19:37,944 TEST : loss 1.23230255 - f-score 0.9310 - acc 0.9310
2019-01-28 14:19:37,958 ----------------------------------------------------------------------------------------------------
2019-01-28 14:19:38,102 epoch 92 - iter 0/577 - loss 0.03478295
2019-01-28 14:19:46,608 epoch 92 - iter 57/577 - loss 0.11341751
2019-01-28 14:19:54,567 epoch 92 - iter 114/577 - loss 0.11913044
2019-01-28 14:20:02,517 epoch 92 - iter 171/577 - loss 0.12127711
2019-01-28 14:20:10,293 epoch 92 - iter 228/577 - loss 0.11911963
2019-01-28 14:20:18,557 epoch 92 - iter 285/577 - loss 0.11521599
2019-01-28 14:20:26,849 epoch 92 - iter 342/577 - loss 0.12081151
2019-01-28 14:20:34,978 epoch 92 - iter 399/577 - loss 0.11866681
2019-01-28 14:20:43,138 epoch 92 - iter 456/577 - loss 0.11963892
2019-01-28 14:20:51,146 epoch 92 - iter 513/577 - loss 0.12028687
2019-01-28 14:20:59,193 epoch 92 - iter 570/577 - loss 0.12063014
2019-01-28 14:21:00,793 ----------------------------------------------------------------------------------------------------
2019-01-28 14:21:00,794 EPOCH 92 done: loss 0.1199 - lr 0.0031 - bad epochs 0
2019-01-28 14:21:15,181 TEST : loss 1.22915900 - f-score 0.9306 - acc 0.9306
2019-01-28 14:21:15,189 ----------------------------------------------------------------------------------------------------
2019-01-28 14:21:15,340 epoch 93 - iter 0/577 - loss 0.19213319
2019-01-28 14:21:23,493 epoch 93 - iter 57/577 - loss 0.12841626
2019-01-28 14:21:31,420 epoch 93 - iter 114/577 - loss 0.11565197
2019-01-28 14:21:39,385 epoch 93 - iter 171/577 - loss 0.11532887
2019-01-28 14:21:47,128 epoch 93 - iter 228/577 - loss 0.12718476
2019-01-28 14:21:55,015 epoch 93 - iter 285/577 - loss 0.11747464
2019-01-28 14:22:02,890 epoch 93 - iter 342/577 - loss 0.11983827
2019-01-28 14:22:10,886 epoch 93 - iter 399/577 - loss 0.11583575
2019-01-28 14:22:18,534 epoch 93 - iter 456/577 - loss 0.11483567
2019-01-28 14:22:26,078 epoch 93 - iter 513/577 - loss 0.11506079
2019-01-28 14:22:33,654 epoch 93 - iter 570/577 - loss 0.11437852
2019-01-28 14:22:35,072 ----------------------------------------------------------------------------------------------------
2019-01-28 14:22:35,073 EPOCH 93 done: loss 0.1138 - lr 0.0031 - bad epochs 1
2019-01-28 14:22:49,673 TEST : loss 1.22902703 - f-score 0.9305 - acc 0.9305
2019-01-28 14:22:49,678 ----------------------------------------------------------------------------------------------------
2019-01-28 14:22:49,830 epoch 94 - iter 0/577 - loss 0.01756901
2019-01-28 14:22:57,653 epoch 94 - iter 57/577 - loss 0.13900756
2019-01-28 14:23:05,937 epoch 94 - iter 114/577 - loss 0.13190996
2019-01-28 14:23:14,230 epoch 94 - iter 171/577 - loss 0.13027259
2019-01-28 14:23:22,159 epoch 94 - iter 228/577 - loss 0.13177982
2019-01-28 14:23:30,024 epoch 94 - iter 285/577 - loss 0.13458972
2019-01-28 14:23:38,725 epoch 94 - iter 342/577 - loss 0.13107169
2019-01-28 14:23:46,727 epoch 94 - iter 399/577 - loss 0.12650899
2019-01-28 14:23:54,498 epoch 94 - iter 456/577 - loss 0.12987449
2019-01-28 14:24:02,352 epoch 94 - iter 513/577 - loss 0.13160512
2019-01-28 14:24:10,149 epoch 94 - iter 570/577 - loss 0.13006437
2019-01-28 14:24:11,533 ----------------------------------------------------------------------------------------------------
2019-01-28 14:24:11,533 EPOCH 94 done: loss 0.1291 - lr 0.0031 - bad epochs 2
2019-01-28 14:24:26,137 TEST : loss 1.22757316 - f-score 0.9305 - acc 0.9305
2019-01-28 14:24:26,141 ----------------------------------------------------------------------------------------------------
2019-01-28 14:24:26,286 epoch 95 - iter 0/577 - loss 0.05042994
2019-01-28 14:24:34,035 epoch 95 - iter 57/577 - loss 0.10543891
2019-01-28 14:24:41,738 epoch 95 - iter 114/577 - loss 0.10759798
2019-01-28 14:24:49,619 epoch 95 - iter 171/577 - loss 0.10511383
2019-01-28 14:24:57,637 epoch 95 - iter 228/577 - loss 0.10962336
2019-01-28 14:25:05,576 epoch 95 - iter 285/577 - loss 0.11180680
2019-01-28 14:25:13,529 epoch 95 - iter 342/577 - loss 0.10735101
2019-01-28 14:25:21,743 epoch 95 - iter 399/577 - loss 0.11270738
2019-01-28 14:25:29,488 epoch 95 - iter 456/577 - loss 0.11181001
2019-01-28 14:25:37,607 epoch 95 - iter 513/577 - loss 0.11770054
2019-01-28 14:25:45,589 epoch 95 - iter 570/577 - loss 0.11745489
2019-01-28 14:25:47,071 ----------------------------------------------------------------------------------------------------
2019-01-28 14:25:47,071 EPOCH 95 done: loss 0.1172 - lr 0.0031 - bad epochs 3
2019-01-28 14:26:01,946 TEST : loss 1.22722054 - f-score 0.9307 - acc 0.9307
2019-01-28 14:26:01,958 ----------------------------------------------------------------------------------------------------
2019-01-28 14:26:02,105 epoch 96 - iter 0/577 - loss 0.16483933
2019-01-28 14:26:20,917 epoch 96 - iter 57/577 - loss 0.11878030
2019-01-28 14:26:29,423 epoch 96 - iter 114/577 - loss 0.12821899
2019-01-28 14:26:37,700 epoch 96 - iter 171/577 - loss 0.12679280
2019-01-28 14:26:45,808 epoch 96 - iter 228/577 - loss 0.12601477
2019-01-28 14:26:54,433 epoch 96 - iter 285/577 - loss 0.12207363
2019-01-28 14:27:02,517 epoch 96 - iter 342/577 - loss 0.12295219
2019-01-28 14:27:10,925 epoch 96 - iter 399/577 - loss 0.12473989
2019-01-28 14:27:18,823 epoch 96 - iter 456/577 - loss 0.12183650
2019-01-28 14:27:27,089 epoch 96 - iter 513/577 - loss 0.12336970
2019-01-28 14:27:35,181 epoch 96 - iter 570/577 - loss 0.12092974
2019-01-28 14:27:45,583 ----------------------------------------------------------------------------------------------------
2019-01-28 14:27:45,585 EPOCH 96 done: loss 0.1205 - lr 0.0016 - bad epochs 0
2019-01-28 14:28:00,105 TEST : loss 1.22765529 - f-score 0.9306 - acc 0.9306
2019-01-28 14:28:00,110 ----------------------------------------------------------------------------------------------------
2019-01-28 14:28:00,260 epoch 97 - iter 0/577 - loss 0.35403407
2019-01-28 14:28:08,813 epoch 97 - iter 57/577 - loss 0.12951427
2019-01-28 14:28:20,282 epoch 97 - iter 114/577 - loss 0.11255630
2019-01-28 14:28:28,556 epoch 97 - iter 171/577 - loss 0.11249118
2019-01-28 14:28:37,501 epoch 97 - iter 228/577 - loss 0.11973172
2019-01-28 14:28:45,497 epoch 97 - iter 285/577 - loss 0.12147536
2019-01-28 14:28:53,857 epoch 97 - iter 342/577 - loss 0.12296931
2019-01-28 14:29:01,785 epoch 97 - iter 399/577 - loss 0.11841384
2019-01-28 14:29:09,587 epoch 97 - iter 456/577 - loss 0.12044549
2019-01-28 14:29:17,326 epoch 97 - iter 513/577 - loss 0.11993802
2019-01-28 14:29:25,280 epoch 97 - iter 570/577 - loss 0.11787585
2019-01-28 14:29:26,696 ----------------------------------------------------------------------------------------------------
2019-01-28 14:29:26,696 EPOCH 97 done: loss 0.1179 - lr 0.0016 - bad epochs 1
2019-01-28 14:29:41,165 TEST : loss 1.22720540 - f-score 0.9305 - acc 0.9305
2019-01-28 14:29:41,168 ----------------------------------------------------------------------------------------------------
2019-01-28 14:29:41,323 epoch 98 - iter 0/577 - loss 0.01593357
2019-01-28 14:29:49,146 epoch 98 - iter 57/577 - loss 0.06663015
2019-01-28 14:29:56,876 epoch 98 - iter 114/577 - loss 0.08603942
2019-01-28 14:30:04,823 epoch 98 - iter 171/577 - loss 0.10842281
2019-01-28 14:30:12,709 epoch 98 - iter 228/577 - loss 0.10733357
2019-01-28 14:30:20,620 epoch 98 - iter 285/577 - loss 0.11096594
2019-01-28 14:31:08,233 epoch 98 - iter 342/577 - loss 0.11785153
2019-01-28 14:32:06,322 epoch 98 - iter 399/577 - loss 0.11639727
2019-01-28 14:32:15,051 epoch 98 - iter 456/577 - loss 0.11368166
2019-01-28 14:32:23,001 epoch 98 - iter 513/577 - loss 0.11508370
2019-01-28 14:32:31,151 epoch 98 - iter 570/577 - loss 0.11549461
2019-01-28 14:32:37,422 ----------------------------------------------------------------------------------------------------
2019-01-28 14:32:37,422 EPOCH 98 done: loss 0.1151 - lr 0.0016 - bad epochs 2
2019-01-28 14:32:51,673 TEST : loss 1.22871470 - f-score 0.9308 - acc 0.9308
2019-01-28 14:32:51,680 ----------------------------------------------------------------------------------------------------
2019-01-28 14:32:51,825 epoch 99 - iter 0/577 - loss 0.02908182
2019-01-28 14:33:00,234 epoch 99 - iter 57/577 - loss 0.09627557
2019-01-28 14:33:08,570 epoch 99 - iter 114/577 - loss 0.09997007
2019-01-28 14:33:19,085 epoch 99 - iter 171/577 - loss 0.10139232
2019-01-28 14:33:27,274 epoch 99 - iter 228/577 - loss 0.10419355
2019-01-28 14:35:04,523 epoch 99 - iter 285/577 - loss 0.10634346
2019-01-28 14:35:29,786 epoch 99 - iter 342/577 - loss 0.10863798
2019-01-28 14:35:43,108 epoch 99 - iter 399/577 - loss 0.11063608
2019-01-28 14:36:01,023 epoch 99 - iter 456/577 - loss 0.10925365
2019-01-28 14:36:10,206 epoch 99 - iter 513/577 - loss 0.11168776
2019-01-28 14:36:19,132 epoch 99 - iter 570/577 - loss 0.11790446
2019-01-28 14:36:24,956 ----------------------------------------------------------------------------------------------------
2019-01-28 14:36:24,956 EPOCH 99 done: loss 0.1174 - lr 0.0016 - bad epochs 3
2019-01-28 14:36:39,373 TEST : loss 1.23286390 - f-score 0.9307 - acc 0.9307
2019-01-28 14:36:39,382 ----------------------------------------------------------------------------------------------------
2019-01-28 14:36:39,528 epoch 100 - iter 0/577 - loss 0.30719018
2019-01-28 14:36:47,803 epoch 100 - iter 57/577 - loss 0.09053185
2019-01-28 14:36:56,049 epoch 100 - iter 114/577 - loss 0.09405283
2019-01-28 14:37:04,265 epoch 100 - iter 171/577 - loss 0.09987864
2019-01-28 14:37:14,731 epoch 100 - iter 228/577 - loss 0.12075516
2019-01-28 14:37:23,076 epoch 100 - iter 285/577 - loss 0.11977350
2019-01-28 14:37:31,737 epoch 100 - iter 342/577 - loss 0.12231951
2019-01-28 14:38:04,906 epoch 100 - iter 399/577 - loss 0.11963524
2019-01-28 14:38:14,283 epoch 100 - iter 456/577 - loss 0.11939625
2019-01-28 14:38:22,220 epoch 100 - iter 513/577 - loss 0.11960514
2019-01-28 14:38:30,585 epoch 100 - iter 570/577 - loss 0.11888877
2019-01-28 14:38:32,139 ----------------------------------------------------------------------------------------------------
2019-01-28 14:38:32,140 EPOCH 100 done: loss 0.1185 - lr 0.0008 - bad epochs 0
2019-01-28 14:38:46,553 TEST : loss 1.23374176 - f-score 0.9304 - acc 0.9305
2019-01-28 14:38:46,557 ----------------------------------------------------------------------------------------------------
2019-01-28 14:38:46,691 epoch 101 - iter 0/577 - loss 0.46069288
2019-01-28 14:38:55,006 epoch 101 - iter 57/577 - loss 0.10034331
2019-01-28 14:39:03,125 epoch 101 - iter 114/577 - loss 0.10433471
2019-01-28 14:39:35,430 epoch 101 - iter 171/577 - loss 0.11591978
2019-01-28 14:39:43,673 epoch 101 - iter 228/577 - loss 0.10656192
2019-01-28 14:39:51,957 epoch 101 - iter 285/577 - loss 0.11842239
2019-01-28 14:39:59,915 epoch 101 - iter 342/577 - loss 0.11966286
2019-01-28 14:40:08,132 epoch 101 - iter 399/577 - loss 0.12024991
2019-01-28 14:40:16,159 epoch 101 - iter 456/577 - loss 0.12058727
2019-01-28 14:40:24,568 epoch 101 - iter 513/577 - loss 0.12148547
2019-01-28 14:40:33,853 epoch 101 - iter 570/577 - loss 0.11968716
2019-01-28 14:40:38,168 ----------------------------------------------------------------------------------------------------
2019-01-28 14:40:38,169 EPOCH 101 done: loss 0.1198 - lr 0.0008 - bad epochs 1
2019-01-28 14:40:52,822 TEST : loss 1.23134506 - f-score 0.9305 - acc 0.9305
2019-01-28 14:40:52,830 ----------------------------------------------------------------------------------------------------
2019-01-28 14:40:52,980 epoch 102 - iter 0/577 - loss 0.16762340
2019-01-28 14:41:01,386 epoch 102 - iter 57/577 - loss 0.15291037
2019-01-28 14:41:10,350 epoch 102 - iter 114/577 - loss 0.14051957
2019-01-28 14:41:54,773 epoch 102 - iter 171/577 - loss 0.12749067
2019-01-28 14:42:03,205 epoch 102 - iter 228/577 - loss 0.12790990
2019-01-28 14:42:11,486 epoch 102 - iter 285/577 - loss 0.12322046
2019-01-28 14:42:20,037 epoch 102 - iter 342/577 - loss 0.12225668
2019-01-28 14:42:28,468 epoch 102 - iter 399/577 - loss 0.12458018
2019-01-28 14:42:36,708 epoch 102 - iter 456/577 - loss 0.12284158
2019-01-28 14:42:44,800 epoch 102 - iter 513/577 - loss 0.12144643
2019-01-28 14:43:33,293 epoch 102 - iter 570/577 - loss 0.11997894
2019-01-28 14:43:34,885 ----------------------------------------------------------------------------------------------------
2019-01-28 14:43:34,886 EPOCH 102 done: loss 0.1198 - lr 0.0008 - bad epochs 2
2019-01-28 14:43:49,347 TEST : loss 1.23103416 - f-score 0.9305 - acc 0.9305
2019-01-28 14:43:49,353 ----------------------------------------------------------------------------------------------------
2019-01-28 14:43:49,531 epoch 103 - iter 0/577 - loss 0.05957156
2019-01-28 14:44:04,538 epoch 103 - iter 57/577 - loss 0.10858529
2019-01-28 14:44:12,421 epoch 103 - iter 114/577 - loss 0.10164030
2019-01-28 14:44:20,729 epoch 103 - iter 171/577 - loss 0.11339816
2019-01-28 14:44:36,715 epoch 103 - iter 228/577 - loss 0.11883792
2019-01-28 14:45:03,942 epoch 103 - iter 285/577 - loss 0.11986978
2019-01-28 14:45:12,316 epoch 103 - iter 342/577 - loss 0.12525928
2019-01-28 14:45:20,578 epoch 103 - iter 399/577 - loss 0.13027001
2019-01-28 14:45:28,671 epoch 103 - iter 456/577 - loss 0.13041303
2019-01-28 14:45:37,048 epoch 103 - iter 513/577 - loss 0.13029015
2019-01-28 14:45:45,218 epoch 103 - iter 570/577 - loss 0.12660607
2019-01-28 14:45:46,956 ----------------------------------------------------------------------------------------------------
2019-01-28 14:45:46,956 EPOCH 103 done: loss 0.1272 - lr 0.0008 - bad epochs 3
2019-01-28 14:46:01,542 TEST : loss 1.23068094 - f-score 0.9307 - acc 0.9307
2019-01-28 14:46:01,549 ----------------------------------------------------------------------------------------------------
2019-01-28 14:46:01,682 epoch 104 - iter 0/577 - loss 0.00715110
2019-01-28 14:46:09,897 epoch 104 - iter 57/577 - loss 0.11109579
2019-01-28 14:46:22,806 epoch 104 - iter 114/577 - loss 0.11491647
2019-01-28 14:46:31,212 epoch 104 - iter 171/577 - loss 0.12540345
2019-01-28 14:46:39,268 epoch 104 - iter 228/577 - loss 0.12254830
2019-01-28 14:46:47,672 epoch 104 - iter 285/577 - loss 0.13097962
2019-01-28 14:46:56,424 epoch 104 - iter 342/577 - loss 0.12519602
2019-01-28 14:47:41,387 epoch 104 - iter 399/577 - loss 0.12208000
2019-01-28 14:47:49,661 epoch 104 - iter 456/577 - loss 0.12531266
2019-01-28 14:47:57,975 epoch 104 - iter 513/577 - loss 0.12515850
2019-01-28 14:48:05,957 epoch 104 - iter 570/577 - loss 0.12302912
2019-01-28 14:48:07,698 ----------------------------------------------------------------------------------------------------
2019-01-28 14:48:07,699 EPOCH 104 done: loss 0.1229 - lr 0.0004 - bad epochs 0
2019-01-28 14:48:22,246 TEST : loss 1.23082030 - f-score 0.9306 - acc 0.9306
2019-01-28 14:48:22,261 ----------------------------------------------------------------------------------------------------
2019-01-28 14:48:22,420 epoch 105 - iter 0/577 - loss 0.34883901
2019-01-28 14:48:50,645 epoch 105 - iter 57/577 - loss 0.11938720
2019-01-28 14:48:58,858 epoch 105 - iter 114/577 - loss 0.12669288
2019-01-28 14:49:08,674 epoch 105 - iter 171/577 - loss 0.11342862
2019-01-28 14:49:16,682 epoch 105 - iter 228/577 - loss 0.11212744
2019-01-28 14:49:25,513 epoch 105 - iter 285/577 - loss 0.11410392
2019-01-28 14:49:33,438 epoch 105 - iter 342/577 - loss 0.11241413
2019-01-28 14:49:42,275 epoch 105 - iter 399/577 - loss 0.11258599
2019-01-28 14:50:05,583 epoch 105 - iter 456/577 - loss 0.11668439
2019-01-28 14:50:16,086 epoch 105 - iter 513/577 - loss 0.11516363
2019-01-28 14:50:24,502 epoch 105 - iter 570/577 - loss 0.11712705
2019-01-28 14:50:26,465 ----------------------------------------------------------------------------------------------------
2019-01-28 14:50:26,465 EPOCH 105 done: loss 0.1171 - lr 0.0004 - bad epochs 1
2019-01-28 14:50:40,816 TEST : loss 1.22999799 - f-score 0.9306 - acc 0.9306
2019-01-28 14:50:40,819 ----------------------------------------------------------------------------------------------------
2019-01-28 14:50:40,986 epoch 106 - iter 0/577 - loss 0.16942513
2019-01-28 14:50:48,929 epoch 106 - iter 57/577 - loss 0.14029012
2019-01-28 14:51:21,407 epoch 106 - iter 114/577 - loss 0.13068157
2019-01-28 14:51:30,249 epoch 106 - iter 171/577 - loss 0.12293447
2019-01-28 14:51:38,416 epoch 106 - iter 228/577 - loss 0.11843196
2019-01-28 14:51:46,599 epoch 106 - iter 285/577 - loss 0.11633444
2019-01-28 14:51:54,657 epoch 106 - iter 342/577 - loss 0.11996171
2019-01-28 14:52:05,095 epoch 106 - iter 399/577 - loss 0.12309505
2019-01-28 14:52:13,596 epoch 106 - iter 456/577 - loss 0.12372915
2019-01-28 14:52:22,307 epoch 106 - iter 513/577 - loss 0.12005728
2019-01-28 14:52:30,350 epoch 106 - iter 570/577 - loss 0.11969343
2019-01-28 14:52:32,080 ----------------------------------------------------------------------------------------------------
2019-01-28 14:52:32,080 EPOCH 106 done: loss 0.1194 - lr 0.0004 - bad epochs 2
2019-01-28 14:52:46,599 TEST : loss 1.22897959 - f-score 0.9307 - acc 0.9307
2019-01-28 14:52:46,631 ----------------------------------------------------------------------------------------------------
2019-01-28 14:52:46,806 epoch 107 - iter 0/577 - loss 0.03205335
2019-01-28 14:53:04,942 epoch 107 - iter 57/577 - loss 0.10384837
2019-01-28 14:53:12,862 epoch 107 - iter 114/577 - loss 0.08823785
2019-01-28 14:53:20,899 epoch 107 - iter 171/577 - loss 0.09030537
2019-01-28 14:53:29,125 epoch 107 - iter 228/577 - loss 0.09693291
2019-01-28 14:53:37,234 epoch 107 - iter 285/577 - loss 0.09963284
2019-01-28 14:53:45,549 epoch 107 - iter 342/577 - loss 0.10503034
2019-01-28 14:55:00,475 epoch 107 - iter 399/577 - loss 0.10816135
2019-01-28 14:55:09,283 epoch 107 - iter 456/577 - loss 0.10988798
2019-01-28 14:55:17,440 epoch 107 - iter 513/577 - loss 0.11247448
2019-01-28 14:55:25,508 epoch 107 - iter 570/577 - loss 0.10939038
2019-01-28 14:55:27,432 ----------------------------------------------------------------------------------------------------
2019-01-28 14:55:27,432 EPOCH 107 done: loss 0.1090 - lr 0.0004 - bad epochs 3
2019-01-28 14:55:43,174 TEST : loss 1.22952521 - f-score 0.9304 - acc 0.9304
2019-01-28 14:55:43,180 ----------------------------------------------------------------------------------------------------
2019-01-28 14:55:43,336 epoch 108 - iter 0/577 - loss 0.08790308
2019-01-28 14:55:51,910 epoch 108 - iter 57/577 - loss 0.10062533
2019-01-28 14:55:59,969 epoch 108 - iter 114/577 - loss 0.10944793
2019-01-28 14:56:58,141 epoch 108 - iter 171/577 - loss 0.10621228
2019-01-28 14:57:10,005 epoch 108 - iter 228/577 - loss 0.10053743
2019-01-28 14:57:18,239 epoch 108 - iter 285/577 - loss 0.09829901
2019-01-28 14:57:27,197 epoch 108 - iter 342/577 - loss 0.10222347
2019-01-28 14:57:35,629 epoch 108 - iter 399/577 - loss 0.10383194
2019-01-28 14:57:44,482 epoch 108 - iter 456/577 - loss 0.10637627
2019-01-28 14:57:53,964 epoch 108 - iter 513/577 - loss 0.10487410
2019-01-28 14:58:04,430 epoch 108 - iter 570/577 - loss 0.10659797
2019-01-28 14:58:06,349 ----------------------------------------------------------------------------------------------------
2019-01-28 14:58:06,350 EPOCH 108 done: loss 0.1058 - lr 0.0002 - bad epochs 0
2019-01-28 14:58:20,954 TEST : loss 1.23005986 - f-score 0.9304 - acc 0.9304
2019-01-28 14:58:20,961 ----------------------------------------------------------------------------------------------------
2019-01-28 14:58:21,126 epoch 109 - iter 0/577 - loss 0.01302111
2019-01-28 14:58:29,725 epoch 109 - iter 57/577 - loss 0.12290192
2019-01-28 14:58:39,700 epoch 109 - iter 114/577 - loss 0.13162261
2019-01-28 14:58:47,721 epoch 109 - iter 171/577 - loss 0.14887011
2019-01-28 14:58:55,939 epoch 109 - iter 228/577 - loss 0.13579480
2019-01-28 14:59:04,222 epoch 109 - iter 285/577 - loss 0.13588548
2019-01-28 14:59:12,424 epoch 109 - iter 342/577 - loss 0.13736495
2019-01-28 14:59:47,300 epoch 109 - iter 399/577 - loss 0.13388275
2019-01-28 14:59:58,693 epoch 109 - iter 456/577 - loss 0.13004307
2019-01-28 15:00:06,725 epoch 109 - iter 513/577 - loss 0.12938706
2019-01-28 15:00:14,871 epoch 109 - iter 570/577 - loss 0.12758886
2019-01-28 15:00:16,784 ----------------------------------------------------------------------------------------------------
2019-01-28 15:00:16,784 EPOCH 109 done: loss 0.1274 - lr 0.0002 - bad epochs 0
2019-01-28 15:00:31,423 TEST : loss 1.22983027 - f-score 0.9304 - acc 0.9304
2019-01-28 15:00:31,433 ----------------------------------------------------------------------------------------------------
2019-01-28 15:00:31,558 epoch 110 - iter 0/577 - loss 0.01470447
2019-01-28 15:00:39,807 epoch 110 - iter 57/577 - loss 0.14514637
2019-01-28 15:00:49,287 epoch 110 - iter 114/577 - loss 0.12850708
2019-01-28 15:00:57,471 epoch 110 - iter 171/577 - loss 0.13090594
2019-01-28 15:01:05,582 epoch 110 - iter 228/577 - loss 0.12438685
2019-01-28 15:01:13,720 epoch 110 - iter 285/577 - loss 0.11869205
2019-01-28 15:01:22,134 epoch 110 - iter 342/577 - loss 0.12288675
2019-01-28 15:01:30,358 epoch 110 - iter 399/577 - loss 0.12160393
2019-01-28 15:02:20,342 epoch 110 - iter 456/577 - loss 0.12583240
2019-01-28 15:02:28,546 epoch 110 - iter 513/577 - loss 0.12093224
2019-01-28 15:02:46,242 epoch 110 - iter 570/577 - loss 0.11873926
2019-01-28 15:02:48,285 ----------------------------------------------------------------------------------------------------
2019-01-28 15:02:48,285 EPOCH 110 done: loss 0.1181 - lr 0.0002 - bad epochs 1
2019-01-28 15:03:02,793 TEST : loss 1.22960126 - f-score 0.9302 - acc 0.9302
2019-01-28 15:03:02,799 ----------------------------------------------------------------------------------------------------
2019-01-28 15:03:02,939 epoch 111 - iter 0/577 - loss 0.00539958
2019-01-28 15:03:11,126 epoch 111 - iter 57/577 - loss 0.13451073
2019-01-28 15:03:36,909 epoch 111 - iter 114/577 - loss 0.13028512
2019-01-28 15:03:45,365 epoch 111 - iter 171/577 - loss 0.12491669
2019-01-28 15:03:53,449 epoch 111 - iter 228/577 - loss 0.12487735
2019-01-28 15:04:01,712 epoch 111 - iter 285/577 - loss 0.11396858
2019-01-28 15:04:09,699 epoch 111 - iter 342/577 - loss 0.11810089
2019-01-28 15:04:18,901 epoch 111 - iter 399/577 - loss 0.11486317
2019-01-28 15:04:26,848 epoch 111 - iter 456/577 - loss 0.11845870
2019-01-28 15:04:34,824 epoch 111 - iter 513/577 - loss 0.11516099
2019-01-28 15:05:34,293 epoch 111 - iter 570/577 - loss 0.11634705
2019-01-28 15:05:40,582 ----------------------------------------------------------------------------------------------------
2019-01-28 15:05:40,584 EPOCH 111 done: loss 0.1163 - lr 0.0002 - bad epochs 2
2019-01-28 15:05:55,223 TEST : loss 1.22970617 - f-score 0.9302 - acc 0.9302
2019-01-28 15:05:55,227 ----------------------------------------------------------------------------------------------------
2019-01-28 15:05:55,371 epoch 112 - iter 0/577 - loss 0.01591146
2019-01-28 15:06:03,339 epoch 112 - iter 57/577 - loss 0.13042867
2019-01-28 15:06:11,347 epoch 112 - iter 114/577 - loss 0.12034691
2019-01-28 15:06:19,791 epoch 112 - iter 171/577 - loss 0.12474776
2019-01-28 15:06:28,108 epoch 112 - iter 228/577 - loss 0.11848387
2019-01-28 15:06:37,029 epoch 112 - iter 285/577 - loss 0.11576053
2019-01-28 15:06:55,840 epoch 112 - iter 342/577 - loss 0.12279487
2019-01-28 15:07:03,919 epoch 112 - iter 399/577 - loss 0.12148103
2019-01-28 15:07:23,712 epoch 112 - iter 456/577 - loss 0.12115731
2019-01-28 15:07:31,979 epoch 112 - iter 513/577 - loss 0.12213192
2019-01-28 15:07:40,711 epoch 112 - iter 570/577 - loss 0.12417230
2019-01-28 15:07:42,857 ----------------------------------------------------------------------------------------------------
2019-01-28 15:07:42,858 EPOCH 112 done: loss 0.1237 - lr 0.0002 - bad epochs 3
2019-01-28 15:07:57,346 TEST : loss 1.22995186 - f-score 0.9303 - acc 0.9303
2019-01-28 15:07:57,354 ----------------------------------------------------------------------------------------------------
2019-01-28 15:07:57,354 ----------------------------------------------------------------------------------------------------
2019-01-28 15:07:57,354 learning rate too small - quitting training!
2019-01-28 15:07:57,355 ----------------------------------------------------------------------------------------------------
2019-01-28 15:08:24,011 ----------------------------------------------------------------------------------------------------
2019-01-28 15:08:24,015 Testing using best model ...
2019-01-28 15:08:38,193 MICRO_AVG: acc 0.9303 - f1-score 0.9303
2019-01-28 15:08:38,194 MACRO_AVG: acc 0.9179 - f1-score 0.9152
2019-01-28 15:08:38,194 LOC        tp: 1565 - fp: 106 - fn: 103 - tn: 1565 - precision: 0.9366 - recall: 0.9382 - accuracy: 0.9374 - f1-score: 0.9374
2019-01-28 15:08:38,194 MISC       tp: 593 - fp: 113 - fn: 109 - tn: 593 - precision: 0.8399 - recall: 0.8447 - accuracy: 0.8423 - f1-score: 0.8423
2019-01-28 15:08:38,194 ORG        tp: 1535 - fp: 149 - fn: 126 - tn: 1535 - precision: 0.9115 - recall: 0.9241 - accuracy: 0.9178 - f1-score: 0.9178
2019-01-28 15:08:38,194 PER        tp: 1577 - fp: 44 - fn: 40 - tn: 1577 - precision: 0.9729 - recall: 0.9753 - accuracy: 0.9741 - f1-score: 0.9741
2019-01-28 15:08:38,194 ----------------------------------------------------------------------------------------------------
2019-01-28 15:08:38,203 Reading data from /home/aakbik/.flair/datasets/conll_03
2019-01-28 15:08:38,203 Train: /home/aakbik/.flair/datasets/conll_03/eng.train
2019-01-28 15:08:38,203 Dev: /home/aakbik/.flair/datasets/conll_03/eng.testa
2019-01-28 15:08:38,203 Test: /home/aakbik/.flair/datasets/conll_03/eng.testb
2019-01-28 15:08:46,649 ----------------------------------------------------------------------------------------------------
2019-01-28 15:08:46,650 Evaluation method: MICRO_F1_SCORE
2019-01-28 15:08:52,723 ----------------------------------------------------------------------------------------------------
2019-01-28 15:08:53,034 epoch 1 - iter 0/577 - loss 32.99855804
2019-01-28 15:09:20,980 epoch 1 - iter 57/577 - loss 9.06477803
2019-01-28 15:09:35,202 epoch 1 - iter 114/577 - loss 6.25682831
2019-01-28 15:09:49,114 epoch 1 - iter 171/577 - loss 5.06749452
2019-01-28 15:10:03,285 epoch 1 - iter 228/577 - loss 4.33999405
2019-01-28 15:10:19,107 epoch 1 - iter 285/577 - loss 3.83572599
2019-01-28 15:10:32,799 epoch 1 - iter 342/577 - loss 3.50042409
2019-01-28 15:10:46,807 epoch 1 - iter 399/577 - loss 3.22718020
2019-01-28 15:11:01,393 epoch 1 - iter 456/577 - loss 3.02765576
2019-01-28 15:11:15,590 epoch 1 - iter 513/577 - loss 2.85545147
2019-01-28 15:12:08,149 epoch 1 - iter 570/577 - loss 2.69861918
2019-01-28 15:12:10,795 ----------------------------------------------------------------------------------------------------
2019-01-28 15:12:10,795 EPOCH 1 done: loss 2.6924 - lr 0.1000 - bad epochs 0
2019-01-28 15:12:35,425 TEST : loss 0.94657737 - f-score 0.8841 - acc 0.8841
2019-01-28 15:12:35,433 ----------------------------------------------------------------------------------------------------
2019-01-28 15:12:35,582 epoch 2 - iter 0/577 - loss 1.63256407
2019-01-28 15:12:44,044 epoch 2 - iter 57/577 - loss 1.32025481
2019-01-28 15:12:52,652 epoch 2 - iter 114/577 - loss 1.35150335
2019-01-28 15:13:01,126 epoch 2 - iter 171/577 - loss 1.28462960
2019-01-28 15:13:09,394 epoch 2 - iter 228/577 - loss 1.22883417
2019-01-28 15:13:17,667 epoch 2 - iter 285/577 - loss 1.20205025
2019-01-28 15:13:25,966 epoch 2 - iter 342/577 - loss 1.18939687
2019-01-28 15:13:33,812 epoch 2 - iter 399/577 - loss 1.17926254
2019-01-28 15:13:42,034 epoch 2 - iter 456/577 - loss 1.16214735
2019-01-28 15:13:50,754 epoch 2 - iter 513/577 - loss 1.13918572
2019-01-28 15:13:59,661 epoch 2 - iter 570/577 - loss 1.13721853
2019-01-28 15:14:01,097 ----------------------------------------------------------------------------------------------------
2019-01-28 15:14:01,097 EPOCH 2 done: loss 1.1394 - lr 0.1000 - bad epochs 0
2019-01-28 15:14:15,606 TEST : loss 0.88291895 - f-score 0.9003 - acc 0.9003
2019-01-28 15:14:15,618 ----------------------------------------------------------------------------------------------------
2019-01-28 15:14:15,753 epoch 3 - iter 0/577 - loss 1.85503614
2019-01-28 15:14:24,923 epoch 3 - iter 57/577 - loss 0.98892866
2019-01-28 15:14:37,766 epoch 3 - iter 114/577 - loss 1.01034645
2019-01-28 15:14:46,014 epoch 3 - iter 171/577 - loss 0.97809759
2019-01-28 15:14:55,273 epoch 3 - iter 228/577 - loss 0.96192887
2019-01-28 15:15:05,506 epoch 3 - iter 285/577 - loss 0.93010146
2019-01-28 15:15:13,698 epoch 3 - iter 342/577 - loss 0.92457595
2019-01-28 15:15:21,781 epoch 3 - iter 399/577 - loss 0.90771661
2019-01-28 15:15:31,130 epoch 3 - iter 456/577 - loss 0.89940564
2019-01-28 15:15:39,432 epoch 3 - iter 513/577 - loss 0.89369714
2019-01-28 15:15:50,403 epoch 3 - iter 570/577 - loss 0.88736479
2019-01-28 15:15:55,232 ----------------------------------------------------------------------------------------------------
2019-01-28 15:15:55,236 EPOCH 3 done: loss 0.8896 - lr 0.1000 - bad epochs 0
2019-01-28 15:16:09,989 TEST : loss 0.77701509 - f-score 0.9092 - acc 0.9092
2019-01-28 15:16:10,512 ----------------------------------------------------------------------------------------------------
2019-01-28 15:16:10,652 epoch 4 - iter 0/577 - loss 1.29121494
2019-01-28 15:16:19,070 epoch 4 - iter 57/577 - loss 0.76237352
2019-01-28 15:16:27,208 epoch 4 - iter 114/577 - loss 0.76523837
2019-01-28 15:16:35,964 epoch 4 - iter 171/577 - loss 0.77987608
2019-01-28 15:16:48,797 epoch 4 - iter 228/577 - loss 0.78380837
2019-01-28 15:16:57,389 epoch 4 - iter 285/577 - loss 0.78126808
2019-01-28 15:17:05,777 epoch 4 - iter 342/577 - loss 0.76233260
2019-01-28 15:17:15,297 epoch 4 - iter 399/577 - loss 0.75268518
2019-01-28 15:17:26,158 epoch 4 - iter 456/577 - loss 0.75863264
2019-01-28 15:17:38,032 epoch 4 - iter 513/577 - loss 0.75133716
2019-01-28 15:17:46,329 epoch 4 - iter 570/577 - loss 0.75357986
2019-01-28 15:17:48,240 ----------------------------------------------------------------------------------------------------
2019-01-28 15:17:48,240 EPOCH 4 done: loss 0.7555 - lr 0.1000 - bad epochs 0
2019-01-28 15:18:02,718 TEST : loss 0.76251394 - f-score 0.9156 - acc 0.9156
2019-01-28 15:18:02,726 ----------------------------------------------------------------------------------------------------
2019-01-28 15:18:02,862 epoch 5 - iter 0/577 - loss 0.49507046
2019-01-28 15:18:10,984 epoch 5 - iter 57/577 - loss 0.67210376
2019-01-28 15:18:19,109 epoch 5 - iter 114/577 - loss 0.71418922
2019-01-28 15:18:28,783 epoch 5 - iter 171/577 - loss 0.72095052
2019-01-28 15:18:37,861 epoch 5 - iter 228/577 - loss 0.71371124
2019-01-28 15:18:49,254 epoch 5 - iter 285/577 - loss 0.70503782
2019-01-28 15:18:57,295 epoch 5 - iter 342/577 - loss 0.70361866
2019-01-28 15:19:05,403 epoch 5 - iter 399/577 - loss 0.70503164
2019-01-28 15:19:13,424 epoch 5 - iter 456/577 - loss 0.69467703
2019-01-28 15:19:24,717 epoch 5 - iter 513/577 - loss 0.68794422
2019-01-28 15:19:34,862 epoch 5 - iter 570/577 - loss 0.68773519
2019-01-28 15:19:41,271 ----------------------------------------------------------------------------------------------------
2019-01-28 15:19:41,272 EPOCH 5 done: loss 0.6870 - lr 0.1000 - bad epochs 0
2019-01-28 15:19:56,996 TEST : loss 0.77116811 - f-score 0.9187 - acc 0.9187
2019-01-28 15:19:57,015 ----------------------------------------------------------------------------------------------------
2019-01-28 15:19:57,169 epoch 6 - iter 0/577 - loss 0.54924279
2019-01-28 15:20:07,433 epoch 6 - iter 57/577 - loss 0.49811859
2019-01-28 15:20:16,034 epoch 6 - iter 114/577 - loss 0.54684081
2019-01-28 15:20:24,221 epoch 6 - iter 171/577 - loss 0.60290678
2019-01-28 15:20:33,240 epoch 6 - iter 228/577 - loss 0.59999697
2019-01-28 15:20:41,574 epoch 6 - iter 285/577 - loss 0.60218600
2019-01-28 15:20:49,844 epoch 6 - iter 342/577 - loss 0.60308229
2019-01-28 15:20:58,425 epoch 6 - iter 399/577 - loss 0.59837561
2019-01-28 15:21:07,207 epoch 6 - iter 456/577 - loss 0.59901177
2019-01-28 15:21:17,209 epoch 6 - iter 513/577 - loss 0.59761163
2019-01-28 15:21:30,392 epoch 6 - iter 570/577 - loss 0.60098757
2019-01-28 15:21:32,639 ----------------------------------------------------------------------------------------------------
2019-01-28 15:21:32,640 EPOCH 6 done: loss 0.6028 - lr 0.1000 - bad epochs 0
2019-01-28 15:21:47,235 TEST : loss 0.72757620 - f-score 0.9205 - acc 0.9205
2019-01-28 15:21:47,239 ----------------------------------------------------------------------------------------------------
2019-01-28 15:21:47,398 epoch 7 - iter 0/577 - loss 0.48842573
2019-01-28 15:21:55,639 epoch 7 - iter 57/577 - loss 0.53677485
2019-01-28 15:22:33,865 epoch 7 - iter 114/577 - loss 0.53451790
2019-01-28 15:22:42,450 epoch 7 - iter 171/577 - loss 0.55373031
2019-01-28 15:22:50,546 epoch 7 - iter 228/577 - loss 0.54493359
2019-01-28 15:22:58,786 epoch 7 - iter 285/577 - loss 0.54369704
2019-01-28 15:23:07,028 epoch 7 - iter 342/577 - loss 0.53859888
2019-01-28 15:23:15,498 epoch 7 - iter 399/577 - loss 0.55414354
2019-01-28 15:23:23,588 epoch 7 - iter 456/577 - loss 0.56023517
2019-01-28 15:23:33,305 epoch 7 - iter 513/577 - loss 0.56254969
2019-01-28 15:24:09,095 epoch 7 - iter 570/577 - loss 0.55998964
2019-01-28 15:24:10,726 ----------------------------------------------------------------------------------------------------
2019-01-28 15:24:10,726 EPOCH 7 done: loss 0.5615 - lr 0.1000 - bad epochs 0
2019-01-28 15:24:25,364 TEST : loss 0.74126339 - f-score 0.9184 - acc 0.9184
2019-01-28 15:24:25,370 ----------------------------------------------------------------------------------------------------
2019-01-28 15:24:25,496 epoch 8 - iter 0/577 - loss 0.53820539
2019-01-28 15:24:33,912 epoch 8 - iter 57/577 - loss 0.54893380
2019-01-28 15:24:42,334 epoch 8 - iter 114/577 - loss 0.52970835
2019-01-28 15:24:50,600 epoch 8 - iter 171/577 - loss 0.52565173
2019-01-28 15:24:58,759 epoch 8 - iter 228/577 - loss 0.52254387
2019-01-28 15:25:07,122 epoch 8 - iter 285/577 - loss 0.51766947
2019-01-28 15:25:15,118 epoch 8 - iter 342/577 - loss 0.51850762
2019-01-28 15:25:27,920 epoch 8 - iter 399/577 - loss 0.52478912
2019-01-28 15:25:36,060 epoch 8 - iter 456/577 - loss 0.53223197
2019-01-28 15:25:52,555 epoch 8 - iter 513/577 - loss 0.53928984
2019-01-28 15:26:00,564 epoch 8 - iter 570/577 - loss 0.54095863
2019-01-28 15:26:02,292 ----------------------------------------------------------------------------------------------------
2019-01-28 15:26:02,292 EPOCH 8 done: loss 0.5386 - lr 0.1000 - bad epochs 0
2019-01-28 15:26:17,221 TEST : loss 0.77637231 - f-score 0.9202 - acc 0.9202
2019-01-28 15:26:17,739 ----------------------------------------------------------------------------------------------------
2019-01-28 15:26:17,879 epoch 9 - iter 0/577 - loss 0.44479218
2019-01-28 15:26:49,114 epoch 9 - iter 57/577 - loss 0.47800438
2019-01-28 15:26:59,244 epoch 9 - iter 114/577 - loss 0.48413491
2019-01-28 15:27:07,484 epoch 9 - iter 171/577 - loss 0.48941029
2019-01-28 15:27:15,790 epoch 9 - iter 228/577 - loss 0.50109875
2019-01-28 15:27:26,299 epoch 9 - iter 285/577 - loss 0.50067983
2019-01-28 15:27:34,965 epoch 9 - iter 342/577 - loss 0.49485766
2019-01-28 15:27:49,185 epoch 9 - iter 399/577 - loss 0.49052480
2019-01-28 15:27:57,698 epoch 9 - iter 456/577 - loss 0.49769431
2019-01-28 15:28:17,137 epoch 9 - iter 513/577 - loss 0.50485994
2019-01-28 15:28:25,168 epoch 9 - iter 570/577 - loss 0.50873493
2019-01-28 15:28:26,981 ----------------------------------------------------------------------------------------------------
2019-01-28 15:28:26,981 EPOCH 9 done: loss 0.5079 - lr 0.1000 - bad epochs 0
2019-01-28 15:28:41,478 TEST : loss 0.78650123 - f-score 0.9157 - acc 0.9157
2019-01-28 15:28:41,976 ----------------------------------------------------------------------------------------------------
2019-01-28 15:28:42,106 epoch 10 - iter 0/577 - loss 0.33624870
2019-01-28 15:28:50,071 epoch 10 - iter 57/577 - loss 0.45663717
2019-01-28 15:28:57,861 epoch 10 - iter 114/577 - loss 0.47955070
2019-01-28 15:29:23,002 epoch 10 - iter 171/577 - loss 0.45926751
2019-01-28 15:29:31,435 epoch 10 - iter 228/577 - loss 0.43812638
2019-01-28 15:29:39,778 epoch 10 - iter 285/577 - loss 0.43897229
2019-01-28 15:29:47,939 epoch 10 - iter 342/577 - loss 0.44303021
2019-01-28 15:29:55,834 epoch 10 - iter 399/577 - loss 0.45184179
2019-01-28 15:30:04,280 epoch 10 - iter 456/577 - loss 0.45175882
2019-01-28 15:30:27,910 epoch 10 - iter 513/577 - loss 0.45234544
2019-01-28 15:30:37,385 epoch 10 - iter 570/577 - loss 0.46014071
2019-01-28 15:30:39,294 ----------------------------------------------------------------------------------------------------
2019-01-28 15:30:39,295 EPOCH 10 done: loss 0.4612 - lr 0.1000 - bad epochs 0
2019-01-28 15:30:53,564 TEST : loss 0.76880288 - f-score 0.9220 - acc 0.9220
2019-01-28 15:30:53,570 ----------------------------------------------------------------------------------------------------
2019-01-28 15:30:53,737 epoch 11 - iter 0/577 - loss 0.28682959
2019-01-28 15:31:02,413 epoch 11 - iter 57/577 - loss 0.49554408
2019-01-28 15:31:10,504 epoch 11 - iter 114/577 - loss 0.45317489
2019-01-28 15:31:22,226 epoch 11 - iter 171/577 - loss 0.43811936
2019-01-28 15:31:30,839 epoch 11 - iter 228/577 - loss 0.44759263
2019-01-28 15:32:05,355 epoch 11 - iter 285/577 - loss 0.45122729
2019-01-28 15:32:13,462 epoch 11 - iter 342/577 - loss 0.44476370
2019-01-28 15:32:21,902 epoch 11 - iter 399/577 - loss 0.44729146
2019-01-28 15:32:30,413 epoch 11 - iter 456/577 - loss 0.44970108
2019-01-28 15:32:38,867 epoch 11 - iter 513/577 - loss 0.45389973
2019-01-28 15:32:47,490 epoch 11 - iter 570/577 - loss 0.45869699
2019-01-28 15:32:49,073 ----------------------------------------------------------------------------------------------------
2019-01-28 15:32:49,073 EPOCH 11 done: loss 0.4610 - lr 0.1000 - bad epochs 0
2019-01-28 15:33:03,661 TEST : loss 0.77050138 - f-score 0.9195 - acc 0.9195
2019-01-28 15:33:03,671 ----------------------------------------------------------------------------------------------------
2019-01-28 15:33:03,813 epoch 12 - iter 0/577 - loss 0.55783987
2019-01-28 15:33:17,561 epoch 12 - iter 57/577 - loss 0.44386415
2019-01-28 15:33:25,003 epoch 12 - iter 114/577 - loss 0.43754061
2019-01-28 15:33:33,010 epoch 12 - iter 171/577 - loss 0.42523269
2019-01-28 15:33:41,139 epoch 12 - iter 228/577 - loss 0.43419669
2019-01-28 15:33:50,334 epoch 12 - iter 285/577 - loss 0.43417612
2019-01-28 15:34:11,109 epoch 12 - iter 342/577 - loss 0.43331125
2019-01-28 15:34:19,425 epoch 12 - iter 399/577 - loss 0.43557916
2019-01-28 15:34:27,715 epoch 12 - iter 456/577 - loss 0.43121910
2019-01-28 15:34:36,072 epoch 12 - iter 513/577 - loss 0.44029785
2019-01-28 15:34:46,710 epoch 12 - iter 570/577 - loss 0.44611852
2019-01-28 15:35:03,743 ----------------------------------------------------------------------------------------------------
2019-01-28 15:35:03,745 EPOCH 12 done: loss 0.4455 - lr 0.1000 - bad epochs 0
2019-01-28 15:35:19,648 TEST : loss 0.83785856 - f-score 0.9204 - acc 0.9204
2019-01-28 15:35:19,660 ----------------------------------------------------------------------------------------------------
2019-01-28 15:35:19,836 epoch 13 - iter 0/577 - loss 0.98230368
2019-01-28 15:35:28,178 epoch 13 - iter 57/577 - loss 0.44099058
2019-01-28 15:35:36,462 epoch 13 - iter 114/577 - loss 0.39329463
2019-01-28 15:35:44,568 epoch 13 - iter 171/577 - loss 0.42328071
2019-01-28 15:36:04,228 epoch 13 - iter 228/577 - loss 0.42492725
2019-01-28 15:36:13,085 epoch 13 - iter 285/577 - loss 0.42861712
2019-01-28 15:36:22,018 epoch 13 - iter 342/577 - loss 0.42308643
2019-01-28 15:36:30,361 epoch 13 - iter 399/577 - loss 0.42982201
2019-01-28 15:36:44,708 epoch 13 - iter 456/577 - loss 0.42107411
2019-01-28 15:36:53,360 epoch 13 - iter 513/577 - loss 0.42228266
2019-01-28 15:37:01,490 epoch 13 - iter 570/577 - loss 0.42437156
2019-01-28 15:37:04,347 ----------------------------------------------------------------------------------------------------
2019-01-28 15:37:04,347 EPOCH 13 done: loss 0.4244 - lr 0.1000 - bad epochs 0
2019-01-28 15:37:21,486 TEST : loss 0.82805634 - f-score 0.9249 - acc 0.9249
2019-01-28 15:37:22,022 ----------------------------------------------------------------------------------------------------
2019-01-28 15:37:22,183 epoch 14 - iter 0/577 - loss 0.21330044
2019-01-28 15:37:41,246 epoch 14 - iter 57/577 - loss 0.39867249
2019-01-28 15:37:49,336 epoch 14 - iter 114/577 - loss 0.40582471
2019-01-28 15:37:57,207 epoch 14 - iter 171/577 - loss 0.40196662
2019-01-28 15:38:05,331 epoch 14 - iter 228/577 - loss 0.39067695
2019-01-28 15:38:17,213 epoch 14 - iter 285/577 - loss 0.39592474
2019-01-28 15:38:26,000 epoch 14 - iter 342/577 - loss 0.39888678
2019-01-28 15:38:34,510 epoch 14 - iter 399/577 - loss 0.39712492
2019-01-28 15:38:51,555 epoch 14 - iter 456/577 - loss 0.39257311
2019-01-28 15:38:59,618 epoch 14 - iter 513/577 - loss 0.39206078
2019-01-28 15:39:09,936 epoch 14 - iter 570/577 - loss 0.39799535
2019-01-28 15:39:24,732 ----------------------------------------------------------------------------------------------------
2019-01-28 15:39:24,736 EPOCH 14 done: loss 0.3958 - lr 0.1000 - bad epochs 0
2019-01-28 15:39:39,295 TEST : loss 0.80588359 - f-score 0.9207 - acc 0.9208
2019-01-28 15:39:39,302 ----------------------------------------------------------------------------------------------------
2019-01-28 15:39:39,444 epoch 15 - iter 0/577 - loss 0.12366340
2019-01-28 15:39:47,721 epoch 15 - iter 57/577 - loss 0.37650039
2019-01-28 15:39:56,062 epoch 15 - iter 114/577 - loss 0.38282366
2019-01-28 15:40:04,269 epoch 15 - iter 171/577 - loss 0.36109988
2019-01-28 15:40:28,025 epoch 15 - iter 228/577 - loss 0.37042807
2019-01-28 15:40:36,267 epoch 15 - iter 285/577 - loss 0.36656820
2019-01-28 15:40:46,194 epoch 15 - iter 342/577 - loss 0.36371852
2019-01-28 15:40:54,318 epoch 15 - iter 399/577 - loss 0.36887115
2019-01-28 15:41:17,157 epoch 15 - iter 456/577 - loss 0.38492506
2019-01-28 15:41:27,361 epoch 15 - iter 513/577 - loss 0.38429763
2019-01-28 15:41:38,586 epoch 15 - iter 570/577 - loss 0.38966982
2019-01-28 15:41:42,556 ----------------------------------------------------------------------------------------------------
2019-01-28 15:41:42,560 EPOCH 15 done: loss 0.3886 - lr 0.1000 - bad epochs 0
2019-01-28 15:41:58,012 TEST : loss 0.82137686 - f-score 0.9240 - acc 0.9240
2019-01-28 15:41:58,525 ----------------------------------------------------------------------------------------------------
2019-01-28 15:41:58,661 epoch 16 - iter 0/577 - loss 0.34932810
2019-01-28 15:42:15,004 epoch 16 - iter 57/577 - loss 0.38339892
2019-01-28 15:42:24,961 epoch 16 - iter 114/577 - loss 0.39187119
2019-01-28 15:42:33,384 epoch 16 - iter 171/577 - loss 0.39100772
2019-01-28 15:42:41,385 epoch 16 - iter 228/577 - loss 0.39892449
2019-01-28 15:42:53,904 epoch 16 - iter 285/577 - loss 0.39955523
2019-01-28 15:43:18,894 epoch 16 - iter 342/577 - loss 0.40467383
2019-01-28 15:43:27,119 epoch 16 - iter 399/577 - loss 0.40003014
2019-01-28 15:43:35,119 epoch 16 - iter 456/577 - loss 0.40009458
2019-01-28 15:43:43,270 epoch 16 - iter 513/577 - loss 0.39409677
2019-01-28 15:44:11,825 epoch 16 - iter 570/577 - loss 0.38628759
2019-01-28 15:44:13,582 ----------------------------------------------------------------------------------------------------
2019-01-28 15:44:13,582 EPOCH 16 done: loss 0.3866 - lr 0.1000 - bad epochs 0
2019-01-28 15:44:28,181 TEST : loss 0.79739684 - f-score 0.9256 - acc 0.9257
2019-01-28 15:44:28,189 ----------------------------------------------------------------------------------------------------
2019-01-28 15:44:28,336 epoch 17 - iter 0/577 - loss 0.22164816
2019-01-28 15:44:36,416 epoch 17 - iter 57/577 - loss 0.35137881
2019-01-28 15:44:47,332 epoch 17 - iter 114/577 - loss 0.34540791
2019-01-28 15:44:58,649 epoch 17 - iter 171/577 - loss 0.32902601
2019-01-28 15:45:06,823 epoch 17 - iter 228/577 - loss 0.34876073
2019-01-28 15:45:14,798 epoch 17 - iter 285/577 - loss 0.35372504
2019-01-28 15:45:22,791 epoch 17 - iter 342/577 - loss 0.36354860
2019-01-28 15:45:47,029 epoch 17 - iter 399/577 - loss 0.37443606
2019-01-28 15:45:55,737 epoch 17 - iter 456/577 - loss 0.37154361
2019-01-28 15:46:04,703 epoch 17 - iter 513/577 - loss 0.37147711
2019-01-28 15:46:13,486 epoch 17 - iter 570/577 - loss 0.36986968
2019-01-28 15:46:16,002 ----------------------------------------------------------------------------------------------------
2019-01-28 15:46:16,003 EPOCH 17 done: loss 0.3683 - lr 0.1000 - bad epochs 0
2019-01-28 15:46:31,610 TEST : loss 0.84407192 - f-score 0.9194 - acc 0.9194
2019-01-28 15:46:31,631 ----------------------------------------------------------------------------------------------------
2019-01-28 15:46:31,789 epoch 18 - iter 0/577 - loss 0.56584024
2019-01-28 15:46:44,173 epoch 18 - iter 57/577 - loss 0.36983752
2019-01-28 15:46:54,520 epoch 18 - iter 114/577 - loss 0.34396918
2019-01-28 15:47:03,809 epoch 18 - iter 171/577 - loss 0.35800345
2019-01-28 15:47:13,542 epoch 18 - iter 228/577 - loss 0.37419614
2019-01-28 15:47:26,886 epoch 18 - iter 285/577 - loss 0.37818420
2019-01-28 15:47:36,154 epoch 18 - iter 342/577 - loss 0.36814232
2019-01-28 15:48:03,588 epoch 18 - iter 399/577 - loss 0.36242715
2019-01-28 15:48:12,286 epoch 18 - iter 456/577 - loss 0.36270679
2019-01-28 15:48:20,644 epoch 18 - iter 513/577 - loss 0.36492918
2019-01-28 15:48:29,023 epoch 18 - iter 570/577 - loss 0.36677001
2019-01-28 15:48:30,725 ----------------------------------------------------------------------------------------------------
2019-01-28 15:48:30,725 EPOCH 18 done: loss 0.3656 - lr 0.1000 - bad epochs 0
2019-01-28 15:48:46,276 TEST : loss 0.87411582 - f-score 0.9206 - acc 0.9206
2019-01-28 15:48:46,296 ----------------------------------------------------------------------------------------------------
2019-01-28 15:48:46,442 epoch 19 - iter 0/577 - loss 0.34283450
2019-01-28 15:48:56,138 epoch 19 - iter 57/577 - loss 0.31315942
2019-01-28 15:49:04,432 epoch 19 - iter 114/577 - loss 0.34091780
2019-01-28 15:49:12,578 epoch 19 - iter 171/577 - loss 0.35149015
2019-01-28 15:49:22,082 epoch 19 - iter 228/577 - loss 0.33800099
2019-01-28 15:49:47,337 epoch 19 - iter 285/577 - loss 0.33581385
2019-01-28 15:49:55,428 epoch 19 - iter 342/577 - loss 0.34272534
2019-01-28 15:50:04,167 epoch 19 - iter 399/577 - loss 0.34524299
2019-01-28 15:50:12,207 epoch 19 - iter 456/577 - loss 0.34727893
2019-01-28 15:50:23,511 epoch 19 - iter 513/577 - loss 0.35087741
2019-01-28 15:50:36,281 epoch 19 - iter 570/577 - loss 0.35442927
2019-01-28 15:50:39,480 ----------------------------------------------------------------------------------------------------
2019-01-28 15:50:39,480 EPOCH 19 done: loss 0.3534 - lr 0.1000 - bad epochs 0
2019-01-28 15:50:54,202 TEST : loss 0.78812206 - f-score 0.9286 - acc 0.9286
2019-01-28 15:50:54,208 ----------------------------------------------------------------------------------------------------
2019-01-28 15:50:54,384 epoch 20 - iter 0/577 - loss 0.27984574
2019-01-28 15:51:02,642 epoch 20 - iter 57/577 - loss 0.33861482
2019-01-28 15:51:11,627 epoch 20 - iter 114/577 - loss 0.36120349
2019-01-28 15:51:20,528 epoch 20 - iter 171/577 - loss 0.35359426
2019-01-28 15:51:41,896 epoch 20 - iter 228/577 - loss 0.34112688
2019-01-28 15:51:49,985 epoch 20 - iter 285/577 - loss 0.33356823
2019-01-28 15:51:58,140 epoch 20 - iter 342/577 - loss 0.33779095
2019-01-28 15:52:06,385 epoch 20 - iter 399/577 - loss 0.33541870
2019-01-28 15:52:14,507 epoch 20 - iter 456/577 - loss 0.34353376
2019-01-28 15:52:35,425 epoch 20 - iter 513/577 - loss 0.34178366
2019-01-28 15:52:43,380 epoch 20 - iter 570/577 - loss 0.34117825
2019-01-28 15:52:45,215 ----------------------------------------------------------------------------------------------------
2019-01-28 15:52:45,215 EPOCH 20 done: loss 0.3418 - lr 0.1000 - bad epochs 0
2019-01-28 15:52:59,848 TEST : loss 0.83429176 - f-score 0.9254 - acc 0.9254
2019-01-28 15:52:59,852 ----------------------------------------------------------------------------------------------------
2019-01-28 15:53:00,001 epoch 21 - iter 0/577 - loss 0.01976821
2019-01-28 15:53:33,444 epoch 21 - iter 57/577 - loss 0.29907021
2019-01-28 15:53:41,853 epoch 21 - iter 114/577 - loss 0.32478000
2019-01-28 15:53:50,133 epoch 21 - iter 171/577 - loss 0.31641493
2019-01-28 15:53:58,399 epoch 21 - iter 228/577 - loss 0.32201794
2019-01-28 15:54:07,133 epoch 21 - iter 285/577 - loss 0.32611517
2019-01-28 15:54:15,652 epoch 21 - iter 342/577 - loss 0.32750557
2019-01-28 15:54:25,358 epoch 21 - iter 399/577 - loss 0.32960024
2019-01-28 15:54:38,836 epoch 21 - iter 456/577 - loss 0.32774891
2019-01-28 15:54:47,202 epoch 21 - iter 513/577 - loss 0.34211075
2019-01-28 15:55:02,035 epoch 21 - iter 570/577 - loss 0.33918722
2019-01-28 15:55:04,293 ----------------------------------------------------------------------------------------------------
2019-01-28 15:55:04,294 EPOCH 21 done: loss 0.3400 - lr 0.1000 - bad epochs 0
2019-01-28 15:55:18,745 TEST : loss 0.85201710 - f-score 0.9228 - acc 0.9228
2019-01-28 15:55:18,750 ----------------------------------------------------------------------------------------------------
2019-01-28 15:55:19,002 epoch 22 - iter 0/577 - loss 0.62862080
2019-01-28 15:55:29,084 epoch 22 - iter 57/577 - loss 0.33545169
2019-01-28 15:55:39,760 epoch 22 - iter 114/577 - loss 0.33075133
2019-01-28 15:55:49,500 epoch 22 - iter 171/577 - loss 0.32816837
2019-01-28 15:55:57,525 epoch 22 - iter 228/577 - loss 0.32050800
2019-01-28 15:56:05,499 epoch 22 - iter 285/577 - loss 0.32176555
2019-01-28 15:56:13,380 epoch 22 - iter 342/577 - loss 0.31936927
2019-01-28 15:56:21,536 epoch 22 - iter 399/577 - loss 0.32033300
2019-01-28 15:56:30,101 epoch 22 - iter 456/577 - loss 0.32289238
2019-01-28 15:56:37,998 epoch 22 - iter 513/577 - loss 0.32627812
2019-01-28 15:56:46,123 epoch 22 - iter 570/577 - loss 0.32518240
2019-01-28 15:56:47,628 ----------------------------------------------------------------------------------------------------
2019-01-28 15:56:47,629 EPOCH 22 done: loss 0.3265 - lr 0.1000 - bad epochs 0
2019-01-28 15:57:01,818 TEST : loss 0.89606625 - f-score 0.9234 - acc 0.9234
2019-01-28 15:57:01,823 ----------------------------------------------------------------------------------------------------
2019-01-28 15:57:01,962 epoch 23 - iter 0/577 - loss 0.03067386
2019-01-28 15:57:10,004 epoch 23 - iter 57/577 - loss 0.30729913
2019-01-28 15:57:18,067 epoch 23 - iter 114/577 - loss 0.28439183
2019-01-28 15:57:25,929 epoch 23 - iter 171/577 - loss 0.30556527
2019-01-28 15:57:33,904 epoch 23 - iter 228/577 - loss 0.30316341
2019-01-28 15:57:41,960 epoch 23 - iter 285/577 - loss 0.29130070
2019-01-28 15:57:50,048 epoch 23 - iter 342/577 - loss 0.29964341
2019-01-28 15:57:58,157 epoch 23 - iter 399/577 - loss 0.30628626
2019-01-28 15:58:06,204 epoch 23 - iter 456/577 - loss 0.30516962
2019-01-28 15:58:14,823 epoch 23 - iter 513/577 - loss 0.30499578
2019-01-28 15:58:22,867 epoch 23 - iter 570/577 - loss 0.30839138
2019-01-28 15:58:24,423 ----------------------------------------------------------------------------------------------------
2019-01-28 15:58:24,424 EPOCH 23 done: loss 0.3078 - lr 0.1000 - bad epochs 0
2019-01-28 15:58:38,992 TEST : loss 0.86597133 - f-score 0.9255 - acc 0.9255
2019-01-28 15:58:38,997 ----------------------------------------------------------------------------------------------------
2019-01-28 15:58:39,138 epoch 24 - iter 0/577 - loss 0.49168903
2019-01-28 15:58:46,849 epoch 24 - iter 57/577 - loss 0.30242015
2019-01-28 15:58:54,665 epoch 24 - iter 114/577 - loss 0.29913005
2019-01-28 15:59:02,936 epoch 24 - iter 171/577 - loss 0.30135850
2019-01-28 15:59:11,045 epoch 24 - iter 228/577 - loss 0.30634538
2019-01-28 15:59:19,237 epoch 24 - iter 285/577 - loss 0.30604487
2019-01-28 15:59:27,322 epoch 24 - iter 342/577 - loss 0.31023659
2019-01-28 15:59:35,525 epoch 24 - iter 399/577 - loss 0.31743794
2019-01-28 15:59:43,799 epoch 24 - iter 456/577 - loss 0.31449542
2019-01-28 15:59:51,823 epoch 24 - iter 513/577 - loss 0.31593684
2019-01-28 15:59:59,916 epoch 24 - iter 570/577 - loss 0.31723927
2019-01-28 16:00:01,391 ----------------------------------------------------------------------------------------------------
2019-01-28 16:00:01,392 EPOCH 24 done: loss 0.3166 - lr 0.1000 - bad epochs 0
2019-01-28 16:00:15,709 TEST : loss 0.93129587 - f-score 0.9202 - acc 0.9203
2019-01-28 16:00:15,719 ----------------------------------------------------------------------------------------------------
2019-01-28 16:00:15,872 epoch 25 - iter 0/577 - loss 0.07657480
2019-01-28 16:00:24,055 epoch 25 - iter 57/577 - loss 0.29184994
2019-01-28 16:00:32,176 epoch 25 - iter 114/577 - loss 0.30452341
2019-01-28 16:00:40,449 epoch 25 - iter 171/577 - loss 0.29560789
2019-01-28 16:00:48,639 epoch 25 - iter 228/577 - loss 0.29647292
2019-01-28 16:00:56,695 epoch 25 - iter 285/577 - loss 0.29738109
2019-01-28 16:01:04,857 epoch 25 - iter 342/577 - loss 0.29588509
2019-01-28 16:01:13,020 epoch 25 - iter 399/577 - loss 0.29880538
2019-01-28 16:01:21,249 epoch 25 - iter 456/577 - loss 0.29798394
2019-01-28 16:01:29,921 epoch 25 - iter 513/577 - loss 0.30368874
2019-01-28 16:01:38,258 epoch 25 - iter 570/577 - loss 0.30808985
2019-01-28 16:01:40,146 ----------------------------------------------------------------------------------------------------
2019-01-28 16:01:40,146 EPOCH 25 done: loss 0.3079 - lr 0.1000 - bad epochs 1
2019-01-28 16:01:54,383 TEST : loss 0.89321333 - f-score 0.9213 - acc 0.9213
2019-01-28 16:01:54,390 ----------------------------------------------------------------------------------------------------
2019-01-28 16:01:54,545 epoch 26 - iter 0/577 - loss 0.31228501
2019-01-28 16:02:02,532 epoch 26 - iter 57/577 - loss 0.31786857
2019-01-28 16:02:10,247 epoch 26 - iter 114/577 - loss 0.32016598
2019-01-28 16:02:18,145 epoch 26 - iter 171/577 - loss 0.29955229
2019-01-28 16:02:27,709 epoch 26 - iter 228/577 - loss 0.30644295
2019-01-28 16:02:35,768 epoch 26 - iter 285/577 - loss 0.30647366
2019-01-28 16:02:43,729 epoch 26 - iter 342/577 - loss 0.31047045
2019-01-28 16:02:51,764 epoch 26 - iter 399/577 - loss 0.31779766
2019-01-28 16:02:59,617 epoch 26 - iter 456/577 - loss 0.31162518
2019-01-28 16:03:07,328 epoch 26 - iter 513/577 - loss 0.31206897
2019-01-28 16:03:15,197 epoch 26 - iter 570/577 - loss 0.31726626
2019-01-28 16:03:16,762 ----------------------------------------------------------------------------------------------------
2019-01-28 16:03:16,762 EPOCH 26 done: loss 0.3184 - lr 0.1000 - bad epochs 2
2019-01-28 16:03:31,240 TEST : loss 0.83940262 - f-score 0.9251 - acc 0.9251
2019-01-28 16:03:31,248 ----------------------------------------------------------------------------------------------------
2019-01-28 16:03:31,390 epoch 27 - iter 0/577 - loss 0.03250641
2019-01-28 16:03:39,520 epoch 27 - iter 57/577 - loss 0.26332017
2019-01-28 16:03:47,416 epoch 27 - iter 114/577 - loss 0.24692587
2019-01-28 16:03:55,841 epoch 27 - iter 171/577 - loss 0.25903761
2019-01-28 16:04:03,886 epoch 27 - iter 228/577 - loss 0.27095027
2019-01-28 16:04:11,940 epoch 27 - iter 285/577 - loss 0.28820866
2019-01-28 16:04:20,156 epoch 27 - iter 342/577 - loss 0.29452927
2019-01-28 16:04:28,293 epoch 27 - iter 399/577 - loss 0.29783498
2019-01-28 16:04:36,345 epoch 27 - iter 456/577 - loss 0.29368476
2019-01-28 16:04:44,257 epoch 27 - iter 513/577 - loss 0.29534585
2019-01-28 16:04:52,252 epoch 27 - iter 570/577 - loss 0.29989878
2019-01-28 16:04:53,994 ----------------------------------------------------------------------------------------------------
2019-01-28 16:04:53,994 EPOCH 27 done: loss 0.3011 - lr 0.1000 - bad epochs 3
2019-01-28 16:05:08,298 TEST : loss 0.87853521 - f-score 0.9265 - acc 0.9266
2019-01-28 16:05:08,304 ----------------------------------------------------------------------------------------------------
2019-01-28 16:05:08,446 epoch 28 - iter 0/577 - loss 0.17312866
2019-01-28 16:05:16,422 epoch 28 - iter 57/577 - loss 0.22385042
2019-01-28 16:05:24,770 epoch 28 - iter 114/577 - loss 0.23821224
2019-01-28 16:05:32,901 epoch 28 - iter 171/577 - loss 0.25645952
2019-01-28 16:05:40,872 epoch 28 - iter 228/577 - loss 0.26478059
2019-01-28 16:05:49,646 epoch 28 - iter 285/577 - loss 0.28371010
2019-01-28 16:05:57,690 epoch 28 - iter 342/577 - loss 0.28551462
2019-01-28 16:06:05,629 epoch 28 - iter 399/577 - loss 0.28532980
2019-01-28 16:06:13,688 epoch 28 - iter 456/577 - loss 0.28354589
2019-01-28 16:06:21,769 epoch 28 - iter 513/577 - loss 0.28448577
2019-01-28 16:06:29,631 epoch 28 - iter 570/577 - loss 0.28530729
2019-01-28 16:06:31,513 ----------------------------------------------------------------------------------------------------
2019-01-28 16:06:31,514 EPOCH 28 done: loss 0.2853 - lr 0.1000 - bad epochs 0
2019-01-28 16:06:45,852 TEST : loss 0.86499178 - f-score 0.9254 - acc 0.9254
2019-01-28 16:06:45,874 ----------------------------------------------------------------------------------------------------
2019-01-28 16:06:46,009 epoch 29 - iter 0/577 - loss 0.04920936
2019-01-28 16:06:54,577 epoch 29 - iter 57/577 - loss 0.26047318
2019-01-28 16:07:02,524 epoch 29 - iter 114/577 - loss 0.29231244
2019-01-28 16:07:10,605 epoch 29 - iter 171/577 - loss 0.29342466
2019-01-28 16:07:18,248 epoch 29 - iter 228/577 - loss 0.29031197
2019-01-28 16:07:26,147 epoch 29 - iter 285/577 - loss 0.28816926
2019-01-28 16:07:34,410 epoch 29 - iter 342/577 - loss 0.29390772
2019-01-28 16:07:42,426 epoch 29 - iter 399/577 - loss 0.29719684
2019-01-28 16:07:51,099 epoch 29 - iter 456/577 - loss 0.29272137
2019-01-28 16:07:59,261 epoch 29 - iter 513/577 - loss 0.29796329
2019-01-28 16:08:06,759 epoch 29 - iter 570/577 - loss 0.30049401
2019-01-28 16:08:08,304 ----------------------------------------------------------------------------------------------------
2019-01-28 16:08:08,304 EPOCH 29 done: loss 0.3012 - lr 0.1000 - bad epochs 0
2019-01-28 16:08:22,910 TEST : loss 0.91196257 - f-score 0.9240 - acc 0.9240
2019-01-28 16:08:22,918 ----------------------------------------------------------------------------------------------------
2019-01-28 16:08:23,078 epoch 30 - iter 0/577 - loss 0.25490281
2019-01-28 16:08:31,085 epoch 30 - iter 57/577 - loss 0.23373400
2019-01-28 16:08:39,071 epoch 30 - iter 114/577 - loss 0.23895909
2019-01-28 16:08:47,242 epoch 30 - iter 171/577 - loss 0.24589520
2019-01-28 16:08:55,553 epoch 30 - iter 228/577 - loss 0.25583847
2019-01-28 16:09:03,829 epoch 30 - iter 285/577 - loss 0.26205994
2019-01-28 16:09:11,862 epoch 30 - iter 342/577 - loss 0.26511185
2019-01-28 16:09:20,526 epoch 30 - iter 399/577 - loss 0.27237258
2019-01-28 16:09:28,513 epoch 30 - iter 456/577 - loss 0.28498635
2019-01-28 16:09:36,461 epoch 30 - iter 513/577 - loss 0.28406434
2019-01-28 16:09:45,091 epoch 30 - iter 570/577 - loss 0.28233332
2019-01-28 16:09:46,642 ----------------------------------------------------------------------------------------------------
2019-01-28 16:09:46,642 EPOCH 30 done: loss 0.2810 - lr 0.1000 - bad epochs 1
2019-01-28 16:10:01,326 TEST : loss 0.94771636 - f-score 0.9237 - acc 0.9238
2019-01-28 16:10:01,337 ----------------------------------------------------------------------------------------------------
2019-01-28 16:10:01,468 epoch 31 - iter 0/577 - loss 0.12425175
2019-01-28 16:10:09,475 epoch 31 - iter 57/577 - loss 0.25743750
2019-01-28 16:10:17,572 epoch 31 - iter 114/577 - loss 0.24608842
2019-01-28 16:10:25,587 epoch 31 - iter 171/577 - loss 0.25913756
2019-01-28 16:10:33,344 epoch 31 - iter 228/577 - loss 0.25938048
2019-01-28 16:10:42,354 epoch 31 - iter 285/577 - loss 0.26855226
2019-01-28 16:10:50,492 epoch 31 - iter 342/577 - loss 0.27072659
2019-01-28 16:10:58,612 epoch 31 - iter 399/577 - loss 0.27837871
2019-01-28 16:11:06,789 epoch 31 - iter 456/577 - loss 0.28372140
2019-01-28 16:11:14,915 epoch 31 - iter 513/577 - loss 0.28870784
2019-01-28 16:11:22,992 epoch 31 - iter 570/577 - loss 0.28341840
2019-01-28 16:11:25,729 ----------------------------------------------------------------------------------------------------
2019-01-28 16:11:25,732 EPOCH 31 done: loss 0.2836 - lr 0.1000 - bad epochs 0
2019-01-28 16:11:41,582 TEST : loss 0.96700370 - f-score 0.9240 - acc 0.9240
2019-01-28 16:11:41,591 ----------------------------------------------------------------------------------------------------
2019-01-28 16:11:41,711 epoch 32 - iter 0/577 - loss 0.17330074
2019-01-28 16:11:49,974 epoch 32 - iter 57/577 - loss 0.27930390
2019-01-28 16:11:57,905 epoch 32 - iter 114/577 - loss 0.27881092
2019-01-28 16:12:06,726 epoch 32 - iter 171/577 - loss 0.27310190
2019-01-28 16:12:15,271 epoch 32 - iter 228/577 - loss 0.27931508
2019-01-28 16:12:23,267 epoch 32 - iter 285/577 - loss 0.28688738
2019-01-28 16:12:31,947 epoch 32 - iter 342/577 - loss 0.28738218
2019-01-28 16:12:40,107 epoch 32 - iter 399/577 - loss 0.28630064
2019-01-28 16:12:48,367 epoch 32 - iter 456/577 - loss 0.28534370
2019-01-28 16:12:56,181 epoch 32 - iter 513/577 - loss 0.28112800
2019-01-28 16:13:04,393 epoch 32 - iter 570/577 - loss 0.28557201
2019-01-28 16:13:06,436 ----------------------------------------------------------------------------------------------------
2019-01-28 16:13:06,436 EPOCH 32 done: loss 0.2847 - lr 0.1000 - bad epochs 1
2019-01-28 16:13:20,914 TEST : loss 0.92047966 - f-score 0.9254 - acc 0.9254
2019-01-28 16:13:20,919 ----------------------------------------------------------------------------------------------------
2019-01-28 16:13:21,076 epoch 33 - iter 0/577 - loss 0.17523178
2019-01-28 16:13:28,979 epoch 33 - iter 57/577 - loss 0.31073085
2019-01-28 16:13:37,084 epoch 33 - iter 114/577 - loss 0.28397937
2019-01-28 16:13:45,240 epoch 33 - iter 171/577 - loss 0.27899404
2019-01-28 16:13:54,019 epoch 33 - iter 228/577 - loss 0.28324728
2019-01-28 16:14:01,979 epoch 33 - iter 285/577 - loss 0.28465246
2019-01-28 16:14:09,978 epoch 33 - iter 342/577 - loss 0.28227335
2019-01-28 16:14:17,801 epoch 33 - iter 399/577 - loss 0.27930843
2019-01-28 16:14:25,755 epoch 33 - iter 456/577 - loss 0.27677075
2019-01-28 16:14:33,607 epoch 33 - iter 513/577 - loss 0.28300411
2019-01-28 16:14:41,742 epoch 33 - iter 570/577 - loss 0.28117159
2019-01-28 16:14:43,275 ----------------------------------------------------------------------------------------------------
2019-01-28 16:14:43,275 EPOCH 33 done: loss 0.2822 - lr 0.1000 - bad epochs 2
2019-01-28 16:14:57,784 TEST : loss 0.96191305 - f-score 0.9229 - acc 0.9230
2019-01-28 16:14:57,796 ----------------------------------------------------------------------------------------------------
2019-01-28 16:14:57,952 epoch 34 - iter 0/577 - loss 0.29007638
2019-01-28 16:15:05,880 epoch 34 - iter 57/577 - loss 0.26966848
2019-01-28 16:15:13,988 epoch 34 - iter 114/577 - loss 0.26037676
2019-01-28 16:15:22,445 epoch 34 - iter 171/577 - loss 0.26238802
2019-01-28 16:15:30,709 epoch 34 - iter 228/577 - loss 0.25873505
2019-01-28 16:15:38,863 epoch 34 - iter 285/577 - loss 0.26610055
2019-01-28 16:15:48,105 epoch 34 - iter 342/577 - loss 0.27266626
2019-01-28 16:15:56,484 epoch 34 - iter 399/577 - loss 0.28027154
2019-01-28 16:16:04,924 epoch 34 - iter 456/577 - loss 0.27702659
2019-01-28 16:16:13,210 epoch 34 - iter 513/577 - loss 0.27652197
2019-01-28 16:16:21,354 epoch 34 - iter 570/577 - loss 0.27697836
2019-01-28 16:16:23,136 ----------------------------------------------------------------------------------------------------
2019-01-28 16:16:23,136 EPOCH 34 done: loss 0.2772 - lr 0.1000 - bad epochs 3
2019-01-28 16:16:37,778 TEST : loss 0.91599703 - f-score 0.9275 - acc 0.9275
2019-01-28 16:16:37,786 ----------------------------------------------------------------------------------------------------
2019-01-28 16:16:37,928 epoch 35 - iter 0/577 - loss 0.15328836
2019-01-28 16:16:46,120 epoch 35 - iter 57/577 - loss 0.25365402
2019-01-28 16:16:54,143 epoch 35 - iter 114/577 - loss 0.24168108
2019-01-28 16:17:02,106 epoch 35 - iter 171/577 - loss 0.25312552
2019-01-28 16:17:10,099 epoch 35 - iter 228/577 - loss 0.25098060
2019-01-28 16:17:18,460 epoch 35 - iter 285/577 - loss 0.26254228
2019-01-28 16:17:26,903 epoch 35 - iter 342/577 - loss 0.26801349
2019-01-28 16:17:34,671 epoch 35 - iter 399/577 - loss 0.26674469
2019-01-28 16:17:42,465 epoch 35 - iter 456/577 - loss 0.26934497
2019-01-28 16:17:50,453 epoch 35 - iter 513/577 - loss 0.26825940
2019-01-28 16:17:58,308 epoch 35 - iter 570/577 - loss 0.26854687
2019-01-28 16:17:59,818 ----------------------------------------------------------------------------------------------------
2019-01-28 16:17:59,818 EPOCH 35 done: loss 0.2675 - lr 0.1000 - bad epochs 0
2019-01-28 16:18:14,500 TEST : loss 0.91246825 - f-score 0.9261 - acc 0.9261
2019-01-28 16:18:14,506 ----------------------------------------------------------------------------------------------------
2019-01-28 16:18:14,655 epoch 36 - iter 0/577 - loss 0.30876020
2019-01-28 16:18:22,656 epoch 36 - iter 57/577 - loss 0.27539035
2019-01-28 16:18:30,553 epoch 36 - iter 114/577 - loss 0.28202733
2019-01-28 16:18:38,967 epoch 36 - iter 171/577 - loss 0.29028225
2019-01-28 16:18:47,107 epoch 36 - iter 228/577 - loss 0.28417096
2019-01-28 16:18:55,210 epoch 36 - iter 285/577 - loss 0.29021221
2019-01-28 16:19:04,804 epoch 36 - iter 342/577 - loss 0.29359795
2019-01-28 16:19:12,679 epoch 36 - iter 399/577 - loss 0.29734468
2019-01-28 16:19:21,936 epoch 36 - iter 456/577 - loss 0.29237694
2019-01-28 16:19:30,182 epoch 36 - iter 513/577 - loss 0.28564131
2019-01-28 16:19:38,274 epoch 36 - iter 570/577 - loss 0.27942047
2019-01-28 16:19:40,309 ----------------------------------------------------------------------------------------------------
2019-01-28 16:19:40,310 EPOCH 36 done: loss 0.2794 - lr 0.1000 - bad epochs 0
2019-01-28 16:19:54,880 TEST : loss 0.96703589 - f-score 0.9265 - acc 0.9266
2019-01-28 16:19:54,889 ----------------------------------------------------------------------------------------------------
2019-01-28 16:19:55,009 epoch 37 - iter 0/577 - loss 0.04439688
2019-01-28 16:20:03,255 epoch 37 - iter 57/577 - loss 0.26102728
2019-01-28 16:20:11,204 epoch 37 - iter 114/577 - loss 0.23410839
2019-01-28 16:20:19,286 epoch 37 - iter 171/577 - loss 0.24113090
2019-01-28 16:20:27,503 epoch 37 - iter 228/577 - loss 0.24467444
2019-01-28 16:20:35,597 epoch 37 - iter 285/577 - loss 0.25541147
2019-01-28 16:20:43,893 epoch 37 - iter 342/577 - loss 0.26250522
2019-01-28 16:20:52,144 epoch 37 - iter 399/577 - loss 0.26452395
2019-01-28 16:21:00,211 epoch 37 - iter 456/577 - loss 0.26309456
2019-01-28 16:21:08,496 epoch 37 - iter 513/577 - loss 0.27070172
2019-01-28 16:21:16,801 epoch 37 - iter 570/577 - loss 0.26827689
2019-01-28 16:21:18,722 ----------------------------------------------------------------------------------------------------
2019-01-28 16:21:18,723 EPOCH 37 done: loss 0.2692 - lr 0.1000 - bad epochs 1
2019-01-28 16:21:33,429 TEST : loss 0.97949606 - f-score 0.9252 - acc 0.9252
2019-01-28 16:21:33,438 ----------------------------------------------------------------------------------------------------
2019-01-28 16:21:33,572 epoch 38 - iter 0/577 - loss 0.07022804
2019-01-28 16:21:42,287 epoch 38 - iter 57/577 - loss 0.24693819
2019-01-28 16:21:50,933 epoch 38 - iter 114/577 - loss 0.25276905
2019-01-28 16:21:59,167 epoch 38 - iter 171/577 - loss 0.24929077
2019-01-28 16:22:07,261 epoch 38 - iter 228/577 - loss 0.24323254
2019-01-28 16:22:15,401 epoch 38 - iter 285/577 - loss 0.25007359
2019-01-28 16:22:23,378 epoch 38 - iter 342/577 - loss 0.25071519
2019-01-28 16:22:31,200 epoch 38 - iter 399/577 - loss 0.24820477
2019-01-28 16:22:39,196 epoch 38 - iter 456/577 - loss 0.24782213
2019-01-28 16:22:47,061 epoch 38 - iter 513/577 - loss 0.25346174
2019-01-28 16:22:55,226 epoch 38 - iter 570/577 - loss 0.25533190
2019-01-28 16:22:56,786 ----------------------------------------------------------------------------------------------------
2019-01-28 16:22:56,786 EPOCH 38 done: loss 0.2557 - lr 0.1000 - bad epochs 2
2019-01-28 16:23:11,253 TEST : loss 0.99690521 - f-score 0.9275 - acc 0.9275
2019-01-28 16:23:11,260 ----------------------------------------------------------------------------------------------------
2019-01-28 16:23:11,406 epoch 39 - iter 0/577 - loss 0.38065821
2019-01-28 16:23:19,544 epoch 39 - iter 57/577 - loss 0.20746066
2019-01-28 16:23:28,007 epoch 39 - iter 114/577 - loss 0.24953824
2019-01-28 16:23:36,224 epoch 39 - iter 171/577 - loss 0.24299644
2019-01-28 16:23:44,264 epoch 39 - iter 228/577 - loss 0.24985737
2019-01-28 16:23:52,148 epoch 39 - iter 285/577 - loss 0.26076946
2019-01-28 16:24:00,307 epoch 39 - iter 342/577 - loss 0.26157233
2019-01-28 16:24:08,536 epoch 39 - iter 399/577 - loss 0.26779785
2019-01-28 16:24:16,746 epoch 39 - iter 456/577 - loss 0.26459958
2019-01-28 16:24:24,684 epoch 39 - iter 513/577 - loss 0.26264428
2019-01-28 16:24:32,876 epoch 39 - iter 570/577 - loss 0.26184036
2019-01-28 16:24:34,671 ----------------------------------------------------------------------------------------------------
2019-01-28 16:24:34,672 EPOCH 39 done: loss 0.2628 - lr 0.1000 - bad epochs 0
2019-01-28 16:24:49,256 TEST : loss 0.97767735 - f-score 0.9266 - acc 0.9266
2019-01-28 16:24:49,261 ----------------------------------------------------------------------------------------------------
2019-01-28 16:24:49,401 epoch 40 - iter 0/577 - loss 0.24400800
2019-01-28 16:24:57,284 epoch 40 - iter 57/577 - loss 0.20190739
2019-01-28 16:25:05,810 epoch 40 - iter 114/577 - loss 0.21914300
2019-01-28 16:25:14,053 epoch 40 - iter 171/577 - loss 0.23446979
2019-01-28 16:25:22,138 epoch 40 - iter 228/577 - loss 0.24170408
2019-01-28 16:25:30,350 epoch 40 - iter 285/577 - loss 0.23561653
2019-01-28 16:25:38,409 epoch 40 - iter 342/577 - loss 0.24172659
2019-01-28 16:25:46,841 epoch 40 - iter 399/577 - loss 0.24432901
2019-01-28 16:25:55,079 epoch 40 - iter 456/577 - loss 0.24710024
2019-01-28 16:26:03,551 epoch 40 - iter 513/577 - loss 0.25040324
2019-01-28 16:26:12,104 epoch 40 - iter 570/577 - loss 0.25209904
2019-01-28 16:26:14,022 ----------------------------------------------------------------------------------------------------
2019-01-28 16:26:14,022 EPOCH 40 done: loss 0.2512 - lr 0.1000 - bad epochs 1
2019-01-28 16:26:28,487 TEST : loss 0.98066777 - f-score 0.9263 - acc 0.9263
2019-01-28 16:26:28,495 ----------------------------------------------------------------------------------------------------
2019-01-28 16:26:28,652 epoch 41 - iter 0/577 - loss 0.34775454
2019-01-28 16:26:36,772 epoch 41 - iter 57/577 - loss 0.26192628
2019-01-28 16:26:44,950 epoch 41 - iter 114/577 - loss 0.26038616
2019-01-28 16:26:53,274 epoch 41 - iter 171/577 - loss 0.25805234
2019-01-28 16:27:01,225 epoch 41 - iter 228/577 - loss 0.24962517
2019-01-28 16:27:09,144 epoch 41 - iter 285/577 - loss 0.24143797
2019-01-28 16:27:17,435 epoch 41 - iter 342/577 - loss 0.23846566
2019-01-28 16:27:25,792 epoch 41 - iter 399/577 - loss 0.23910530
2019-01-28 16:27:33,827 epoch 41 - iter 456/577 - loss 0.23644511
2019-01-28 16:27:41,978 epoch 41 - iter 513/577 - loss 0.23912296
2019-01-28 16:27:49,887 epoch 41 - iter 570/577 - loss 0.24205723
2019-01-28 16:27:51,348 ----------------------------------------------------------------------------------------------------
2019-01-28 16:27:51,349 EPOCH 41 done: loss 0.2419 - lr 0.1000 - bad epochs 0
2019-01-28 16:28:05,875 TEST : loss 1.03236461 - f-score 0.9248 - acc 0.9248
2019-01-28 16:28:05,884 ----------------------------------------------------------------------------------------------------
2019-01-28 16:28:06,020 epoch 42 - iter 0/577 - loss 0.18768129
2019-01-28 16:28:14,308 epoch 42 - iter 57/577 - loss 0.26654861
2019-01-28 16:28:22,238 epoch 42 - iter 114/577 - loss 0.26364924
2019-01-28 16:28:30,174 epoch 42 - iter 171/577 - loss 0.26346551
2019-01-28 16:28:38,372 epoch 42 - iter 228/577 - loss 0.25462463
2019-01-28 16:28:46,298 epoch 42 - iter 285/577 - loss 0.24814319
2019-01-28 16:28:54,355 epoch 42 - iter 342/577 - loss 0.24323551
2019-01-28 16:29:02,372 epoch 42 - iter 399/577 - loss 0.25051531
2019-01-28 16:29:10,226 epoch 42 - iter 456/577 - loss 0.25054911
2019-01-28 16:29:18,086 epoch 42 - iter 513/577 - loss 0.24941618
2019-01-28 16:29:26,176 epoch 42 - iter 570/577 - loss 0.25153309
2019-01-28 16:29:27,647 ----------------------------------------------------------------------------------------------------
2019-01-28 16:29:27,647 EPOCH 42 done: loss 0.2519 - lr 0.1000 - bad epochs 0
2019-01-28 16:29:42,159 TEST : loss 0.99460602 - f-score 0.9270 - acc 0.9270
2019-01-28 16:29:42,165 ----------------------------------------------------------------------------------------------------
2019-01-28 16:29:42,320 epoch 43 - iter 0/577 - loss 0.09661886
2019-01-28 16:29:51,613 epoch 43 - iter 57/577 - loss 0.25958217
2019-01-28 16:29:59,856 epoch 43 - iter 114/577 - loss 0.24022351
2019-01-28 16:30:07,742 epoch 43 - iter 171/577 - loss 0.24350047
2019-01-28 16:30:15,603 epoch 43 - iter 228/577 - loss 0.24587580
2019-01-28 16:30:23,478 epoch 43 - iter 285/577 - loss 0.25085887
2019-01-28 16:30:31,177 epoch 43 - iter 342/577 - loss 0.24623628
2019-01-28 16:30:39,104 epoch 43 - iter 399/577 - loss 0.24665206
2019-01-28 16:30:47,495 epoch 43 - iter 456/577 - loss 0.23902533
2019-01-28 16:30:55,473 epoch 43 - iter 513/577 - loss 0.24467459
2019-01-28 16:31:03,641 epoch 43 - iter 570/577 - loss 0.24225353
2019-01-28 16:31:05,180 ----------------------------------------------------------------------------------------------------
2019-01-28 16:31:05,180 EPOCH 43 done: loss 0.2433 - lr 0.1000 - bad epochs 1
2019-01-28 16:31:19,885 TEST : loss 0.99377894 - f-score 0.9241 - acc 0.9241
2019-01-28 16:31:19,892 ----------------------------------------------------------------------------------------------------
2019-01-28 16:31:20,026 epoch 44 - iter 0/577 - loss 0.02918896
2019-01-28 16:31:28,167 epoch 44 - iter 57/577 - loss 0.26046665
2019-01-28 16:31:35,949 epoch 44 - iter 114/577 - loss 0.25517071
2019-01-28 16:31:44,000 epoch 44 - iter 171/577 - loss 0.27872650
2019-01-28 16:31:52,174 epoch 44 - iter 228/577 - loss 0.28130451
2019-01-28 16:32:00,714 epoch 44 - iter 285/577 - loss 0.27196611
2019-01-28 16:32:08,588 epoch 44 - iter 342/577 - loss 0.26473857
2019-01-28 16:32:16,455 epoch 44 - iter 399/577 - loss 0.26543203
2019-01-28 16:32:24,532 epoch 44 - iter 456/577 - loss 0.26260948
2019-01-28 16:32:32,947 epoch 44 - iter 513/577 - loss 0.26870846
2019-01-28 16:32:41,350 epoch 44 - iter 570/577 - loss 0.26653124
2019-01-28 16:32:43,514 ----------------------------------------------------------------------------------------------------
2019-01-28 16:32:43,515 EPOCH 44 done: loss 0.2662 - lr 0.1000 - bad epochs 2
2019-01-28 16:32:58,045 TEST : loss 0.97710311 - f-score 0.9236 - acc 0.9236
2019-01-28 16:32:58,050 ----------------------------------------------------------------------------------------------------
2019-01-28 16:32:58,195 epoch 45 - iter 0/577 - loss 0.28438541
2019-01-28 16:33:06,405 epoch 45 - iter 57/577 - loss 0.23407440
2019-01-28 16:33:14,632 epoch 45 - iter 114/577 - loss 0.21638627
2019-01-28 16:33:22,934 epoch 45 - iter 171/577 - loss 0.20453680
2019-01-28 16:33:31,166 epoch 45 - iter 228/577 - loss 0.21661140
2019-01-28 16:33:39,178 epoch 45 - iter 285/577 - loss 0.22426448
2019-01-28 16:33:46,992 epoch 45 - iter 342/577 - loss 0.23296119
2019-01-28 16:33:54,836 epoch 45 - iter 399/577 - loss 0.23341805
2019-01-28 16:34:02,789 epoch 45 - iter 456/577 - loss 0.23001482
2019-01-28 16:34:10,919 epoch 45 - iter 513/577 - loss 0.23013352
2019-01-28 16:34:19,117 epoch 45 - iter 570/577 - loss 0.22901292
2019-01-28 16:34:20,774 ----------------------------------------------------------------------------------------------------
2019-01-28 16:34:20,774 EPOCH 45 done: loss 0.2286 - lr 0.1000 - bad epochs 3
2019-01-28 16:34:35,209 TEST : loss 1.01843071 - f-score 0.9288 - acc 0.9288
2019-01-28 16:34:35,214 ----------------------------------------------------------------------------------------------------
2019-01-28 16:34:35,354 epoch 46 - iter 0/577 - loss 0.26909694
2019-01-28 16:34:43,156 epoch 46 - iter 57/577 - loss 0.21054571
2019-01-28 16:34:51,181 epoch 46 - iter 114/577 - loss 0.22530074
2019-01-28 16:34:59,767 epoch 46 - iter 171/577 - loss 0.22093446
2019-01-28 16:35:07,477 epoch 46 - iter 228/577 - loss 0.22435506
2019-01-28 16:35:15,584 epoch 46 - iter 285/577 - loss 0.22402389
2019-01-28 16:35:23,481 epoch 46 - iter 342/577 - loss 0.22834424
2019-01-28 16:35:31,466 epoch 46 - iter 399/577 - loss 0.22858504
2019-01-28 16:35:39,308 epoch 46 - iter 456/577 - loss 0.23210625
2019-01-28 16:35:47,682 epoch 46 - iter 513/577 - loss 0.22842564
2019-01-28 16:35:55,737 epoch 46 - iter 570/577 - loss 0.23009169
2019-01-28 16:35:57,433 ----------------------------------------------------------------------------------------------------
2019-01-28 16:35:57,433 EPOCH 46 done: loss 0.2305 - lr 0.1000 - bad epochs 0
2019-01-28 16:36:11,889 TEST : loss 0.98894757 - f-score 0.9285 - acc 0.9286
2019-01-28 16:36:11,894 ----------------------------------------------------------------------------------------------------
2019-01-28 16:36:12,040 epoch 47 - iter 0/577 - loss 0.22530684
2019-01-28 16:36:19,886 epoch 47 - iter 57/577 - loss 0.23262265
2019-01-28 16:36:27,681 epoch 47 - iter 114/577 - loss 0.22441334
2019-01-28 16:36:35,555 epoch 47 - iter 171/577 - loss 0.22662753
2019-01-28 16:36:43,444 epoch 47 - iter 228/577 - loss 0.23059357
2019-01-28 16:36:51,982 epoch 47 - iter 285/577 - loss 0.22735258
2019-01-28 16:37:00,438 epoch 47 - iter 342/577 - loss 0.22987898
2019-01-28 16:37:08,832 epoch 47 - iter 399/577 - loss 0.23124210
2019-01-28 16:37:16,862 epoch 47 - iter 456/577 - loss 0.23733029
2019-01-28 16:37:25,031 epoch 47 - iter 513/577 - loss 0.23722976
2019-01-28 16:37:33,053 epoch 47 - iter 570/577 - loss 0.23522243
2019-01-28 16:37:34,453 ----------------------------------------------------------------------------------------------------
2019-01-28 16:37:34,453 EPOCH 47 done: loss 0.2344 - lr 0.1000 - bad epochs 1
2019-01-28 16:37:49,021 TEST : loss 0.98765802 - f-score 0.9294 - acc 0.9294
2019-01-28 16:37:49,034 ----------------------------------------------------------------------------------------------------
2019-01-28 16:37:49,173 epoch 48 - iter 0/577 - loss 0.31624269
2019-01-28 16:37:57,932 epoch 48 - iter 57/577 - loss 0.23946474
2019-01-28 16:38:06,169 epoch 48 - iter 114/577 - loss 0.23191956
2019-01-28 16:38:14,298 epoch 48 - iter 171/577 - loss 0.24850223
2019-01-28 16:38:23,048 epoch 48 - iter 228/577 - loss 0.24399862
2019-01-28 16:38:31,538 epoch 48 - iter 285/577 - loss 0.23564844
2019-01-28 16:38:39,726 epoch 48 - iter 342/577 - loss 0.23884751
2019-01-28 16:38:47,682 epoch 48 - iter 399/577 - loss 0.23991093
2019-01-28 16:38:55,503 epoch 48 - iter 456/577 - loss 0.24919464
2019-01-28 16:39:03,529 epoch 48 - iter 513/577 - loss 0.24536686
2019-01-28 16:39:11,418 epoch 48 - iter 570/577 - loss 0.24145156
2019-01-28 16:39:12,826 ----------------------------------------------------------------------------------------------------
2019-01-28 16:39:12,826 EPOCH 48 done: loss 0.2420 - lr 0.1000 - bad epochs 2
2019-01-28 16:39:27,332 TEST : loss 1.00325620 - f-score 0.9270 - acc 0.9270
2019-01-28 16:39:27,337 ----------------------------------------------------------------------------------------------------
2019-01-28 16:39:27,562 epoch 49 - iter 0/577 - loss 0.01888722
2019-01-28 16:39:36,004 epoch 49 - iter 57/577 - loss 0.23435069
2019-01-28 16:39:43,856 epoch 49 - iter 114/577 - loss 0.22729005
2019-01-28 16:39:51,994 epoch 49 - iter 171/577 - loss 0.23531408
2019-01-28 16:40:00,058 epoch 49 - iter 228/577 - loss 0.23273770
2019-01-28 16:40:08,318 epoch 49 - iter 285/577 - loss 0.23611236
2019-01-28 16:40:16,384 epoch 49 - iter 342/577 - loss 0.24578740
2019-01-28 16:40:24,510 epoch 49 - iter 399/577 - loss 0.24461823
2019-01-28 16:40:32,661 epoch 49 - iter 456/577 - loss 0.24277304
2019-01-28 16:40:41,882 epoch 49 - iter 513/577 - loss 0.24288230
2019-01-28 16:40:49,973 epoch 49 - iter 570/577 - loss 0.24581900
2019-01-28 16:40:51,449 ----------------------------------------------------------------------------------------------------
2019-01-28 16:40:51,450 EPOCH 49 done: loss 0.2451 - lr 0.1000 - bad epochs 3
2019-01-28 16:41:06,127 TEST : loss 0.97457194 - f-score 0.9278 - acc 0.9279
2019-01-28 16:41:06,131 ----------------------------------------------------------------------------------------------------
2019-01-28 16:41:06,296 epoch 50 - iter 0/577 - loss 0.04374421
2019-01-28 16:41:14,169 epoch 50 - iter 57/577 - loss 0.19191618
2019-01-28 16:41:22,228 epoch 50 - iter 114/577 - loss 0.19620478
2019-01-28 16:41:30,386 epoch 50 - iter 171/577 - loss 0.19490170
2019-01-28 16:41:38,501 epoch 50 - iter 228/577 - loss 0.18966660
2019-01-28 16:41:46,919 epoch 50 - iter 285/577 - loss 0.19405215
2019-01-28 16:41:54,784 epoch 50 - iter 342/577 - loss 0.19736044
2019-01-28 16:42:02,661 epoch 50 - iter 399/577 - loss 0.20226114
2019-01-28 16:42:10,421 epoch 50 - iter 456/577 - loss 0.20359362
2019-01-28 16:42:18,440 epoch 50 - iter 513/577 - loss 0.20464597
2019-01-28 16:42:26,233 epoch 50 - iter 570/577 - loss 0.20756522
2019-01-28 16:42:28,203 ----------------------------------------------------------------------------------------------------
2019-01-28 16:42:28,203 EPOCH 50 done: loss 0.2079 - lr 0.0500 - bad epochs 0
2019-01-28 16:42:43,984 TEST : loss 1.00972950 - f-score 0.9289 - acc 0.9289
2019-01-28 16:42:43,989 ----------------------------------------------------------------------------------------------------
2019-01-28 16:42:44,135 epoch 51 - iter 0/577 - loss 0.17115155
2019-01-28 16:42:52,106 epoch 51 - iter 57/577 - loss 0.18127246
2019-01-28 16:43:00,215 epoch 51 - iter 114/577 - loss 0.17929778
2019-01-28 16:43:08,215 epoch 51 - iter 171/577 - loss 0.18702351
2019-01-28 16:43:16,329 epoch 51 - iter 228/577 - loss 0.19836506
2019-01-28 16:43:24,397 epoch 51 - iter 285/577 - loss 0.19301332
2019-01-28 16:43:32,473 epoch 51 - iter 342/577 - loss 0.19660495
2019-01-28 16:43:40,736 epoch 51 - iter 399/577 - loss 0.20092024
2019-01-28 16:43:49,008 epoch 51 - iter 456/577 - loss 0.20692218
2019-01-28 16:43:57,648 epoch 51 - iter 513/577 - loss 0.20646260
2019-01-28 16:44:05,709 epoch 51 - iter 570/577 - loss 0.19921771
2019-01-28 16:44:07,026 ----------------------------------------------------------------------------------------------------
2019-01-28 16:44:07,026 EPOCH 51 done: loss 0.1989 - lr 0.0500 - bad epochs 0
2019-01-28 16:44:21,694 TEST : loss 1.10406041 - f-score 0.9271 - acc 0.9272
2019-01-28 16:44:21,701 ----------------------------------------------------------------------------------------------------
2019-01-28 16:44:21,856 epoch 52 - iter 0/577 - loss 0.24743712
2019-01-28 16:44:30,095 epoch 52 - iter 57/577 - loss 0.19730859
2019-01-28 16:44:38,709 epoch 52 - iter 114/577 - loss 0.19226016
2019-01-28 16:44:46,521 epoch 52 - iter 171/577 - loss 0.18720104
2019-01-28 16:44:54,463 epoch 52 - iter 228/577 - loss 0.19378681
2019-01-28 16:45:02,559 epoch 52 - iter 285/577 - loss 0.20189732
2019-01-28 16:45:11,736 epoch 52 - iter 342/577 - loss 0.20153471
2019-01-28 16:45:20,056 epoch 52 - iter 399/577 - loss 0.19880316
2019-01-28 16:45:28,035 epoch 52 - iter 456/577 - loss 0.19585087
2019-01-28 16:45:36,744 epoch 52 - iter 513/577 - loss 0.20007699
2019-01-28 16:45:44,687 epoch 52 - iter 570/577 - loss 0.20193750
2019-01-28 16:45:46,330 ----------------------------------------------------------------------------------------------------
2019-01-28 16:45:46,330 EPOCH 52 done: loss 0.2013 - lr 0.0500 - bad epochs 0
2019-01-28 16:46:00,734 TEST : loss 1.08427727 - f-score 0.9282 - acc 0.9282
2019-01-28 16:46:00,742 ----------------------------------------------------------------------------------------------------
2019-01-28 16:46:00,898 epoch 53 - iter 0/577 - loss 0.34488714
2019-01-28 16:46:09,161 epoch 53 - iter 57/577 - loss 0.17795013
2019-01-28 16:46:17,525 epoch 53 - iter 114/577 - loss 0.17177885
2019-01-28 16:46:25,698 epoch 53 - iter 171/577 - loss 0.17777307
2019-01-28 16:46:33,990 epoch 53 - iter 228/577 - loss 0.18345212
2019-01-28 16:46:42,412 epoch 53 - iter 285/577 - loss 0.17902743
2019-01-28 16:46:50,552 epoch 53 - iter 342/577 - loss 0.17954455
2019-01-28 16:46:58,690 epoch 53 - iter 399/577 - loss 0.18782741
2019-01-28 16:47:06,925 epoch 53 - iter 456/577 - loss 0.18199257
2019-01-28 16:47:14,633 epoch 53 - iter 513/577 - loss 0.18343619
2019-01-28 16:47:22,853 epoch 53 - iter 570/577 - loss 0.18261018
2019-01-28 16:47:24,447 ----------------------------------------------------------------------------------------------------
2019-01-28 16:47:24,448 EPOCH 53 done: loss 0.1831 - lr 0.0500 - bad epochs 1
2019-01-28 16:47:39,065 TEST : loss 1.07969117 - f-score 0.9292 - acc 0.9292
2019-01-28 16:47:39,070 ----------------------------------------------------------------------------------------------------
2019-01-28 16:47:39,218 epoch 54 - iter 0/577 - loss 0.24041733
2019-01-28 16:47:47,094 epoch 54 - iter 57/577 - loss 0.13708819
2019-01-28 16:47:54,879 epoch 54 - iter 114/577 - loss 0.16538373
2019-01-28 16:48:02,921 epoch 54 - iter 171/577 - loss 0.17291183
2019-01-28 16:48:11,133 epoch 54 - iter 228/577 - loss 0.18246746
2019-01-28 16:48:18,826 epoch 54 - iter 285/577 - loss 0.17583038
2019-01-28 16:48:26,873 epoch 54 - iter 342/577 - loss 0.17209560
2019-01-28 16:48:35,220 epoch 54 - iter 399/577 - loss 0.17629744
2019-01-28 16:48:43,414 epoch 54 - iter 456/577 - loss 0.17854602
2019-01-28 16:48:51,404 epoch 54 - iter 513/577 - loss 0.17840186
2019-01-28 16:48:59,558 epoch 54 - iter 570/577 - loss 0.17553016
2019-01-28 16:49:01,130 ----------------------------------------------------------------------------------------------------
2019-01-28 16:49:01,132 EPOCH 54 done: loss 0.1758 - lr 0.0500 - bad epochs 0
2019-01-28 16:49:15,612 TEST : loss 1.09842825 - f-score 0.9286 - acc 0.9286
2019-01-28 16:49:15,621 ----------------------------------------------------------------------------------------------------
2019-01-28 16:49:15,789 epoch 55 - iter 0/577 - loss 0.48287868
2019-01-28 16:49:23,828 epoch 55 - iter 57/577 - loss 0.17602791
2019-01-28 16:49:31,998 epoch 55 - iter 114/577 - loss 0.17560926
2019-01-28 16:49:39,991 epoch 55 - iter 171/577 - loss 0.18108828
2019-01-28 16:49:48,158 epoch 55 - iter 228/577 - loss 0.18451358
2019-01-28 16:49:56,239 epoch 55 - iter 285/577 - loss 0.18880860
2019-01-28 16:50:04,108 epoch 55 - iter 342/577 - loss 0.19842508
2019-01-28 16:50:13,267 epoch 55 - iter 399/577 - loss 0.20214140
2019-01-28 16:50:21,428 epoch 55 - iter 456/577 - loss 0.19622990
2019-01-28 16:50:29,811 epoch 55 - iter 513/577 - loss 0.19792732
2019-01-28 16:50:38,033 epoch 55 - iter 570/577 - loss 0.19351517
2019-01-28 16:50:39,691 ----------------------------------------------------------------------------------------------------
2019-01-28 16:50:39,691 EPOCH 55 done: loss 0.1942 - lr 0.0500 - bad epochs 0
2019-01-28 16:50:54,335 TEST : loss 1.12490475 - f-score 0.9281 - acc 0.9281
2019-01-28 16:50:54,340 ----------------------------------------------------------------------------------------------------
2019-01-28 16:50:54,498 epoch 56 - iter 0/577 - loss 0.07357317
2019-01-28 16:51:02,521 epoch 56 - iter 57/577 - loss 0.12668652
2019-01-28 16:51:10,963 epoch 56 - iter 114/577 - loss 0.13837663
2019-01-28 16:51:19,376 epoch 56 - iter 171/577 - loss 0.14787917
2019-01-28 16:51:27,453 epoch 56 - iter 228/577 - loss 0.15583789
2019-01-28 16:51:35,729 epoch 56 - iter 285/577 - loss 0.16251993
2019-01-28 16:51:43,848 epoch 56 - iter 342/577 - loss 0.15989697
2019-01-28 16:51:52,470 epoch 56 - iter 399/577 - loss 0.15952038
2019-01-28 16:52:00,487 epoch 56 - iter 456/577 - loss 0.16346852
2019-01-28 16:52:08,822 epoch 56 - iter 513/577 - loss 0.16100544
2019-01-28 16:52:16,649 epoch 56 - iter 570/577 - loss 0.16054150
2019-01-28 16:52:18,610 ----------------------------------------------------------------------------------------------------
2019-01-28 16:52:18,611 EPOCH 56 done: loss 0.1609 - lr 0.0500 - bad epochs 1
2019-01-28 16:52:33,210 TEST : loss 1.12560308 - f-score 0.9298 - acc 0.9298
2019-01-28 16:52:33,215 ----------------------------------------------------------------------------------------------------
2019-01-28 16:52:33,346 epoch 57 - iter 0/577 - loss 0.13449854
2019-01-28 16:52:41,229 epoch 57 - iter 57/577 - loss 0.15037233
2019-01-28 16:52:49,257 epoch 57 - iter 114/577 - loss 0.16934785
2019-01-28 16:52:57,986 epoch 57 - iter 171/577 - loss 0.18448027
2019-01-28 16:53:06,161 epoch 57 - iter 228/577 - loss 0.18277933
2019-01-28 16:53:14,083 epoch 57 - iter 285/577 - loss 0.17866157
2019-01-28 16:53:22,410 epoch 57 - iter 342/577 - loss 0.18429780
2019-01-28 16:53:30,180 epoch 57 - iter 399/577 - loss 0.17979387
2019-01-28 16:53:39,304 epoch 57 - iter 456/577 - loss 0.17613344
2019-01-28 16:53:47,415 epoch 57 - iter 513/577 - loss 0.17579618
2019-01-28 16:53:56,113 epoch 57 - iter 570/577 - loss 0.17586471
2019-01-28 16:53:57,841 ----------------------------------------------------------------------------------------------------
2019-01-28 16:53:57,841 EPOCH 57 done: loss 0.1762 - lr 0.0500 - bad epochs 0
2019-01-28 16:54:12,588 TEST : loss 1.13848555 - f-score 0.9307 - acc 0.9307
2019-01-28 16:54:12,593 ----------------------------------------------------------------------------------------------------
2019-01-28 16:54:12,738 epoch 58 - iter 0/577 - loss 0.12871051
2019-01-28 16:54:20,646 epoch 58 - iter 57/577 - loss 0.14045478
2019-01-28 16:54:28,562 epoch 58 - iter 114/577 - loss 0.15017240
2019-01-28 16:54:36,705 epoch 58 - iter 171/577 - loss 0.14565975
2019-01-28 16:54:44,605 epoch 58 - iter 228/577 - loss 0.14434020
2019-01-28 16:54:53,178 epoch 58 - iter 285/577 - loss 0.15463014
2019-01-28 16:55:01,328 epoch 58 - iter 342/577 - loss 0.15355353
2019-01-28 16:55:09,675 epoch 58 - iter 399/577 - loss 0.16316065
2019-01-28 16:55:18,524 epoch 58 - iter 456/577 - loss 0.16141532
2019-01-28 16:55:26,596 epoch 58 - iter 513/577 - loss 0.16548384
2019-01-28 16:55:34,949 epoch 58 - iter 570/577 - loss 0.16655332
2019-01-28 16:55:36,753 ----------------------------------------------------------------------------------------------------
2019-01-28 16:55:36,753 EPOCH 58 done: loss 0.1661 - lr 0.0500 - bad epochs 1
2019-01-28 16:55:51,458 TEST : loss 1.13762879 - f-score 0.9283 - acc 0.9283
2019-01-28 16:55:51,479 ----------------------------------------------------------------------------------------------------
2019-01-28 16:55:51,614 epoch 59 - iter 0/577 - loss 0.20216256
2019-01-28 16:55:59,799 epoch 59 - iter 57/577 - loss 0.20799406
2019-01-28 16:56:08,662 epoch 59 - iter 114/577 - loss 0.20159024
2019-01-28 16:56:16,974 epoch 59 - iter 171/577 - loss 0.19477027
2019-01-28 16:56:25,679 epoch 59 - iter 228/577 - loss 0.18646972
2019-01-28 16:56:34,067 epoch 59 - iter 285/577 - loss 0.17802940
2019-01-28 16:56:42,343 epoch 59 - iter 342/577 - loss 0.17040675
2019-01-28 16:56:50,426 epoch 59 - iter 399/577 - loss 0.17412806
2019-01-28 16:56:58,739 epoch 59 - iter 456/577 - loss 0.17251260
2019-01-28 16:57:06,686 epoch 59 - iter 513/577 - loss 0.17083533
2019-01-28 16:57:15,792 epoch 59 - iter 570/577 - loss 0.16973172
2019-01-28 16:57:17,318 ----------------------------------------------------------------------------------------------------
2019-01-28 16:57:17,318 EPOCH 59 done: loss 0.1698 - lr 0.0500 - bad epochs 2
2019-01-28 16:57:31,974 TEST : loss 1.07714951 - f-score 0.9311 - acc 0.9311
2019-01-28 16:57:31,980 ----------------------------------------------------------------------------------------------------
2019-01-28 16:57:32,115 epoch 60 - iter 0/577 - loss 0.27210367
2019-01-28 16:57:40,152 epoch 60 - iter 57/577 - loss 0.16405198
2019-01-28 16:57:48,039 epoch 60 - iter 114/577 - loss 0.16268929
2019-01-28 16:57:55,732 epoch 60 - iter 171/577 - loss 0.15214882
2019-01-28 16:58:03,631 epoch 60 - iter 228/577 - loss 0.16104596
2019-01-28 16:58:11,483 epoch 60 - iter 285/577 - loss 0.15850515
2019-01-28 16:58:19,314 epoch 60 - iter 342/577 - loss 0.15892351
2019-01-28 16:58:27,481 epoch 60 - iter 399/577 - loss 0.15767763
2019-01-28 16:58:35,588 epoch 60 - iter 456/577 - loss 0.15719249
2019-01-28 16:58:43,574 epoch 60 - iter 513/577 - loss 0.15938517
2019-01-28 16:58:51,649 epoch 60 - iter 570/577 - loss 0.16088942
2019-01-28 16:58:53,152 ----------------------------------------------------------------------------------------------------
2019-01-28 16:58:53,152 EPOCH 60 done: loss 0.1608 - lr 0.0500 - bad epochs 3
2019-01-28 16:59:07,756 TEST : loss 1.13993001 - f-score 0.9267 - acc 0.9267
2019-01-28 16:59:07,762 ----------------------------------------------------------------------------------------------------
2019-01-28 16:59:07,908 epoch 61 - iter 0/577 - loss 0.24689275
2019-01-28 16:59:15,979 epoch 61 - iter 57/577 - loss 0.17000696
2019-01-28 16:59:23,830 epoch 61 - iter 114/577 - loss 0.15623118
2019-01-28 16:59:31,809 epoch 61 - iter 171/577 - loss 0.15854889
2019-01-28 16:59:39,977 epoch 61 - iter 228/577 - loss 0.16030955
2019-01-28 16:59:47,922 epoch 61 - iter 285/577 - loss 0.17163758
2019-01-28 16:59:56,100 epoch 61 - iter 342/577 - loss 0.17080778
2019-01-28 17:00:04,347 epoch 61 - iter 399/577 - loss 0.17057937
2019-01-28 17:00:12,013 epoch 61 - iter 456/577 - loss 0.16717232
2019-01-28 17:00:21,760 epoch 61 - iter 513/577 - loss 0.16668062
2019-01-28 17:00:30,622 epoch 61 - iter 570/577 - loss 0.17005102
2019-01-28 17:00:32,218 ----------------------------------------------------------------------------------------------------
2019-01-28 17:00:32,218 EPOCH 61 done: loss 0.1695 - lr 0.0500 - bad epochs 0
2019-01-28 17:00:46,817 TEST : loss 1.18007851 - f-score 0.9289 - acc 0.9289
2019-01-28 17:00:46,839 ----------------------------------------------------------------------------------------------------
2019-01-28 17:00:46,997 epoch 62 - iter 0/577 - loss 0.10349274
2019-01-28 17:00:56,585 epoch 62 - iter 57/577 - loss 0.18543133
2019-01-28 17:01:05,270 epoch 62 - iter 114/577 - loss 0.17401230
2019-01-28 17:01:15,157 epoch 62 - iter 171/577 - loss 0.18296019
2019-01-28 17:01:24,959 epoch 62 - iter 228/577 - loss 0.17968224
2019-01-28 17:01:34,415 epoch 62 - iter 285/577 - loss 0.18036301
2019-01-28 17:01:44,230 epoch 62 - iter 342/577 - loss 0.17435883
2019-01-28 17:01:53,454 epoch 62 - iter 399/577 - loss 0.17550912
2019-01-28 17:02:02,268 epoch 62 - iter 456/577 - loss 0.17732973
2019-01-28 17:02:11,270 epoch 62 - iter 513/577 - loss 0.17483501
2019-01-28 17:02:20,183 epoch 62 - iter 570/577 - loss 0.17786981
2019-01-28 17:02:23,776 ----------------------------------------------------------------------------------------------------
2019-01-28 17:02:23,776 EPOCH 62 done: loss 0.1774 - lr 0.0500 - bad epochs 1
2019-01-28 17:02:38,458 TEST : loss 1.16853166 - f-score 0.9282 - acc 0.9282
2019-01-28 17:02:38,466 ----------------------------------------------------------------------------------------------------
2019-01-28 17:02:38,617 epoch 63 - iter 0/577 - loss 0.18692565
2019-01-28 17:02:48,092 epoch 63 - iter 57/577 - loss 0.13486123
2019-01-28 17:02:58,388 epoch 63 - iter 114/577 - loss 0.14498230
2019-01-28 17:03:07,233 epoch 63 - iter 171/577 - loss 0.15255742
2019-01-28 17:03:16,149 epoch 63 - iter 228/577 - loss 0.16492392
2019-01-28 17:03:24,913 epoch 63 - iter 285/577 - loss 0.16267111
2019-01-28 17:03:34,684 epoch 63 - iter 342/577 - loss 0.16417223
2019-01-28 17:03:44,278 epoch 63 - iter 399/577 - loss 0.16864741
2019-01-28 17:03:53,343 epoch 63 - iter 456/577 - loss 0.17149395
2019-01-28 17:04:02,731 epoch 63 - iter 513/577 - loss 0.17216233
2019-01-28 17:04:11,061 epoch 63 - iter 570/577 - loss 0.16992404
2019-01-28 17:04:12,784 ----------------------------------------------------------------------------------------------------
2019-01-28 17:04:12,784 EPOCH 63 done: loss 0.1700 - lr 0.0500 - bad epochs 2
2019-01-28 17:04:27,416 TEST : loss 1.16289711 - f-score 0.9270 - acc 0.9270
2019-01-28 17:04:27,421 ----------------------------------------------------------------------------------------------------
2019-01-28 17:04:27,576 epoch 64 - iter 0/577 - loss 0.13780504
2019-01-28 17:04:36,008 epoch 64 - iter 57/577 - loss 0.18092484
2019-01-28 17:04:44,394 epoch 64 - iter 114/577 - loss 0.18245793
2019-01-28 17:04:53,237 epoch 64 - iter 171/577 - loss 0.17564748
2019-01-28 17:05:01,479 epoch 64 - iter 228/577 - loss 0.16992524
2019-01-28 17:05:09,951 epoch 64 - iter 285/577 - loss 0.16431954
2019-01-28 17:05:18,466 epoch 64 - iter 342/577 - loss 0.16258621
2019-01-28 17:05:26,698 epoch 64 - iter 399/577 - loss 0.16393190
2019-01-28 17:05:35,341 epoch 64 - iter 456/577 - loss 0.16507900
2019-01-28 17:05:43,789 epoch 64 - iter 513/577 - loss 0.16388551
2019-01-28 17:05:52,120 epoch 64 - iter 570/577 - loss 0.16497718
2019-01-28 17:05:53,850 ----------------------------------------------------------------------------------------------------
2019-01-28 17:05:53,851 EPOCH 64 done: loss 0.1647 - lr 0.0500 - bad epochs 3
2019-01-28 17:06:08,344 TEST : loss 1.15340877 - f-score 0.9277 - acc 0.9277
2019-01-28 17:06:08,355 ----------------------------------------------------------------------------------------------------
2019-01-28 17:06:08,496 epoch 65 - iter 0/577 - loss 0.03262007
2019-01-28 17:06:16,782 epoch 65 - iter 57/577 - loss 0.13101175
2019-01-28 17:06:24,845 epoch 65 - iter 114/577 - loss 0.13214442
2019-01-28 17:06:33,240 epoch 65 - iter 171/577 - loss 0.14150206
2019-01-28 17:06:41,451 epoch 65 - iter 228/577 - loss 0.14490833
2019-01-28 17:06:49,992 epoch 65 - iter 285/577 - loss 0.14925968
2019-01-28 17:06:58,215 epoch 65 - iter 342/577 - loss 0.15272927
2019-01-28 17:07:06,547 epoch 65 - iter 399/577 - loss 0.15252736
2019-01-28 17:07:15,078 epoch 65 - iter 456/577 - loss 0.15120859
2019-01-28 17:07:23,411 epoch 65 - iter 513/577 - loss 0.14965053
2019-01-28 17:07:31,580 epoch 65 - iter 570/577 - loss 0.14721538
2019-01-28 17:07:33,372 ----------------------------------------------------------------------------------------------------
2019-01-28 17:07:33,372 EPOCH 65 done: loss 0.1481 - lr 0.0250 - bad epochs 0
2019-01-28 17:07:47,868 TEST : loss 1.16419947 - f-score 0.9283 - acc 0.9283
2019-01-28 17:07:47,874 ----------------------------------------------------------------------------------------------------
2019-01-28 17:07:48,006 epoch 66 - iter 0/577 - loss 0.23152781
2019-01-28 17:07:55,970 epoch 66 - iter 57/577 - loss 0.16898985
2019-01-28 17:08:04,130 epoch 66 - iter 114/577 - loss 0.14756695
2019-01-28 17:08:12,641 epoch 66 - iter 171/577 - loss 0.14687781
2019-01-28 17:08:20,914 epoch 66 - iter 228/577 - loss 0.15116770
2019-01-28 17:08:28,855 epoch 66 - iter 285/577 - loss 0.15364970
2019-01-28 17:08:37,118 epoch 66 - iter 342/577 - loss 0.15209632
2019-01-28 17:08:45,306 epoch 66 - iter 399/577 - loss 0.15263894
2019-01-28 17:08:53,456 epoch 66 - iter 456/577 - loss 0.15184241
2019-01-28 17:09:01,732 epoch 66 - iter 513/577 - loss 0.14961478
2019-01-28 17:09:10,136 epoch 66 - iter 570/577 - loss 0.15005213
2019-01-28 17:09:11,816 ----------------------------------------------------------------------------------------------------
2019-01-28 17:09:11,817 EPOCH 66 done: loss 0.1513 - lr 0.0250 - bad epochs 0
2019-01-28 17:09:26,418 TEST : loss 1.16270638 - f-score 0.9302 - acc 0.9303
2019-01-28 17:09:26,424 ----------------------------------------------------------------------------------------------------
2019-01-28 17:09:26,557 epoch 67 - iter 0/577 - loss 0.20083523
2019-01-28 17:09:34,811 epoch 67 - iter 57/577 - loss 0.14980045
2019-01-28 17:09:43,110 epoch 67 - iter 114/577 - loss 0.15784188
2019-01-28 17:09:51,284 epoch 67 - iter 171/577 - loss 0.16816160
2019-01-28 17:09:59,389 epoch 67 - iter 228/577 - loss 0.16334128
2019-01-28 17:10:07,338 epoch 67 - iter 285/577 - loss 0.15974965
2019-01-28 17:10:16,256 epoch 67 - iter 342/577 - loss 0.16099879
2019-01-28 17:10:24,506 epoch 67 - iter 399/577 - loss 0.16262101
2019-01-28 17:10:32,712 epoch 67 - iter 456/577 - loss 0.16035640
2019-01-28 17:10:41,054 epoch 67 - iter 513/577 - loss 0.16127073
2019-01-28 17:10:49,342 epoch 67 - iter 570/577 - loss 0.15830276
2019-01-28 17:10:51,607 ----------------------------------------------------------------------------------------------------
2019-01-28 17:10:51,607 EPOCH 67 done: loss 0.1577 - lr 0.0250 - bad epochs 1
2019-01-28 17:11:06,116 TEST : loss 1.16916871 - f-score 0.9313 - acc 0.9314
2019-01-28 17:11:06,125 ----------------------------------------------------------------------------------------------------
2019-01-28 17:11:06,291 epoch 68 - iter 0/577 - loss 0.04616439
2019-01-28 17:11:14,570 epoch 68 - iter 57/577 - loss 0.12552649
2019-01-28 17:11:22,913 epoch 68 - iter 114/577 - loss 0.12988462
2019-01-28 17:11:31,864 epoch 68 - iter 171/577 - loss 0.12677581
2019-01-28 17:11:40,116 epoch 68 - iter 228/577 - loss 0.13191051
2019-01-28 17:11:48,509 epoch 68 - iter 285/577 - loss 0.13852695
2019-01-28 17:11:56,653 epoch 68 - iter 342/577 - loss 0.14271672
2019-01-28 17:12:04,985 epoch 68 - iter 399/577 - loss 0.14405453
2019-01-28 17:12:13,275 epoch 68 - iter 456/577 - loss 0.14602945
2019-01-28 17:12:21,311 epoch 68 - iter 513/577 - loss 0.14892619
2019-01-28 17:12:29,746 epoch 68 - iter 570/577 - loss 0.14972864
2019-01-28 17:12:31,513 ----------------------------------------------------------------------------------------------------
2019-01-28 17:12:31,513 EPOCH 68 done: loss 0.1499 - lr 0.0250 - bad epochs 2
2019-01-28 17:12:46,151 TEST : loss 1.18233240 - f-score 0.9301 - acc 0.9302
2019-01-28 17:12:46,159 ----------------------------------------------------------------------------------------------------
2019-01-28 17:12:46,305 epoch 69 - iter 0/577 - loss 0.43578619
2019-01-28 17:12:54,773 epoch 69 - iter 57/577 - loss 0.14717632
2019-01-28 17:13:02,881 epoch 69 - iter 114/577 - loss 0.14841980
2019-01-28 17:13:11,002 epoch 69 - iter 171/577 - loss 0.14177808
2019-01-28 17:13:18,950 epoch 69 - iter 228/577 - loss 0.13669243
2019-01-28 17:13:27,156 epoch 69 - iter 285/577 - loss 0.14582785
2019-01-28 17:13:35,311 epoch 69 - iter 342/577 - loss 0.14281734
2019-01-28 17:13:43,253 epoch 69 - iter 399/577 - loss 0.14218028
2019-01-28 17:13:51,313 epoch 69 - iter 456/577 - loss 0.14465187
2019-01-28 17:13:59,311 epoch 69 - iter 513/577 - loss 0.14310590
2019-01-28 17:14:07,896 epoch 69 - iter 570/577 - loss 0.14374890
2019-01-28 17:14:10,132 ----------------------------------------------------------------------------------------------------
2019-01-28 17:14:10,133 EPOCH 69 done: loss 0.1434 - lr 0.0250 - bad epochs 3
2019-01-28 17:14:25,888 TEST : loss 1.18882537 - f-score 0.9297 - acc 0.9297
2019-01-28 17:14:25,899 ----------------------------------------------------------------------------------------------------
2019-01-28 17:14:26,016 epoch 70 - iter 0/577 - loss 0.08550814
2019-01-28 17:14:34,401 epoch 70 - iter 57/577 - loss 0.12543024
2019-01-28 17:14:42,679 epoch 70 - iter 114/577 - loss 0.14960357
2019-01-28 17:14:51,337 epoch 70 - iter 171/577 - loss 0.14820066
2019-01-28 17:14:59,430 epoch 70 - iter 228/577 - loss 0.14384930
2019-01-28 17:15:07,514 epoch 70 - iter 285/577 - loss 0.14004333
2019-01-28 17:15:15,811 epoch 70 - iter 342/577 - loss 0.13753168
2019-01-28 17:15:23,999 epoch 70 - iter 399/577 - loss 0.13747458
2019-01-28 17:15:32,185 epoch 70 - iter 456/577 - loss 0.13508570
2019-01-28 17:15:40,289 epoch 70 - iter 513/577 - loss 0.13654236
2019-01-28 17:15:48,582 epoch 70 - iter 570/577 - loss 0.13585328
2019-01-28 17:15:50,338 ----------------------------------------------------------------------------------------------------
2019-01-28 17:15:50,338 EPOCH 70 done: loss 0.1354 - lr 0.0250 - bad epochs 0
2019-01-28 17:16:04,983 TEST : loss 1.23511159 - f-score 0.9302 - acc 0.9302
2019-01-28 17:16:04,993 ----------------------------------------------------------------------------------------------------
2019-01-28 17:16:05,137 epoch 71 - iter 0/577 - loss 0.24480045
2019-01-28 17:16:13,181 epoch 71 - iter 57/577 - loss 0.14780017
2019-01-28 17:16:21,329 epoch 71 - iter 114/577 - loss 0.14033472
2019-01-28 17:16:29,448 epoch 71 - iter 171/577 - loss 0.14902451
2019-01-28 17:16:37,696 epoch 71 - iter 228/577 - loss 0.15143171
2019-01-28 17:16:46,020 epoch 71 - iter 285/577 - loss 0.14872467
2019-01-28 17:16:54,090 epoch 71 - iter 342/577 - loss 0.14781081
2019-01-28 17:17:02,126 epoch 71 - iter 399/577 - loss 0.14657464
2019-01-28 17:17:11,000 epoch 71 - iter 456/577 - loss 0.14398622
2019-01-28 17:17:19,283 epoch 71 - iter 513/577 - loss 0.13807516
2019-01-28 17:17:27,555 epoch 71 - iter 570/577 - loss 0.13867920
2019-01-28 17:17:29,357 ----------------------------------------------------------------------------------------------------
2019-01-28 17:17:29,357 EPOCH 71 done: loss 0.1407 - lr 0.0250 - bad epochs 0
2019-01-28 17:17:43,959 TEST : loss 1.25709879 - f-score 0.9288 - acc 0.9287
2019-01-28 17:17:43,964 ----------------------------------------------------------------------------------------------------
2019-01-28 17:17:44,114 epoch 72 - iter 0/577 - loss 0.06190747
2019-01-28 17:17:52,176 epoch 72 - iter 57/577 - loss 0.14916003
2019-01-28 17:18:00,132 epoch 72 - iter 114/577 - loss 0.12221956
2019-01-28 17:18:08,020 epoch 72 - iter 171/577 - loss 0.12705188
2019-01-28 17:18:15,986 epoch 72 - iter 228/577 - loss 0.12941700
2019-01-28 17:18:24,092 epoch 72 - iter 285/577 - loss 0.13343245
2019-01-28 17:18:32,054 epoch 72 - iter 342/577 - loss 0.13671829
2019-01-28 17:18:39,825 epoch 72 - iter 399/577 - loss 0.13484777
2019-01-28 17:18:47,637 epoch 72 - iter 456/577 - loss 0.13538991
2019-01-28 17:18:55,909 epoch 72 - iter 513/577 - loss 0.13610538
2019-01-28 17:19:04,295 epoch 72 - iter 570/577 - loss 0.13729248
2019-01-28 17:19:05,975 ----------------------------------------------------------------------------------------------------
2019-01-28 17:19:05,975 EPOCH 72 done: loss 0.1371 - lr 0.0250 - bad epochs 1
2019-01-28 17:19:20,612 TEST : loss 1.24849629 - f-score 0.9287 - acc 0.9287
2019-01-28 17:19:20,622 ----------------------------------------------------------------------------------------------------
2019-01-28 17:19:20,770 epoch 73 - iter 0/577 - loss 0.01455158
2019-01-28 17:19:28,752 epoch 73 - iter 57/577 - loss 0.16426409
2019-01-28 17:19:36,643 epoch 73 - iter 114/577 - loss 0.15154316
2019-01-28 17:19:44,866 epoch 73 - iter 171/577 - loss 0.15539454
2019-01-28 17:19:52,874 epoch 73 - iter 228/577 - loss 0.15085778
2019-01-28 17:20:01,055 epoch 73 - iter 285/577 - loss 0.14865627
2019-01-28 17:20:09,159 epoch 73 - iter 342/577 - loss 0.14182333
2019-01-28 17:20:18,782 epoch 73 - iter 399/577 - loss 0.13928598
2019-01-28 17:20:27,513 epoch 73 - iter 456/577 - loss 0.13947383
2019-01-28 17:20:35,980 epoch 73 - iter 513/577 - loss 0.13980165
2019-01-28 17:20:45,284 epoch 73 - iter 570/577 - loss 0.14127682
2019-01-28 17:20:48,093 ----------------------------------------------------------------------------------------------------
2019-01-28 17:20:48,100 EPOCH 73 done: loss 0.1418 - lr 0.0250 - bad epochs 2
2019-01-28 17:21:02,791 TEST : loss 1.24641180 - f-score 0.9304 - acc 0.9304
2019-01-28 17:21:02,805 ----------------------------------------------------------------------------------------------------
2019-01-28 17:21:02,940 epoch 74 - iter 0/577 - loss 0.07565963
2019-01-28 17:21:11,034 epoch 74 - iter 57/577 - loss 0.15897404
2019-01-28 17:21:19,182 epoch 74 - iter 114/577 - loss 0.14948030
2019-01-28 17:21:27,470 epoch 74 - iter 171/577 - loss 0.14572953
2019-01-28 17:21:35,818 epoch 74 - iter 228/577 - loss 0.14252703
2019-01-28 17:21:44,360 epoch 74 - iter 285/577 - loss 0.13814791
2019-01-28 17:21:53,082 epoch 74 - iter 342/577 - loss 0.13746646
2019-01-28 17:22:01,666 epoch 74 - iter 399/577 - loss 0.13711640
2019-01-28 17:22:09,708 epoch 74 - iter 456/577 - loss 0.13179364
2019-01-28 17:22:17,924 epoch 74 - iter 513/577 - loss 0.13142422
2019-01-28 17:22:25,991 epoch 74 - iter 570/577 - loss 0.13278028
2019-01-28 17:22:27,679 ----------------------------------------------------------------------------------------------------
2019-01-28 17:22:27,679 EPOCH 74 done: loss 0.1333 - lr 0.0250 - bad epochs 3
2019-01-28 17:22:42,307 TEST : loss 1.22330737 - f-score 0.9311 - acc 0.9311
2019-01-28 17:22:42,312 ----------------------------------------------------------------------------------------------------
2019-01-28 17:22:42,470 epoch 75 - iter 0/577 - loss 0.03987861
2019-01-28 17:22:50,389 epoch 75 - iter 57/577 - loss 0.12246079
2019-01-28 17:22:58,318 epoch 75 - iter 114/577 - loss 0.12853542
2019-01-28 17:23:06,559 epoch 75 - iter 171/577 - loss 0.12291866
2019-01-28 17:23:14,624 epoch 75 - iter 228/577 - loss 0.11898162
2019-01-28 17:23:22,616 epoch 75 - iter 285/577 - loss 0.12440969
2019-01-28 17:23:30,427 epoch 75 - iter 342/577 - loss 0.12428397
2019-01-28 17:23:38,344 epoch 75 - iter 399/577 - loss 0.12202502
2019-01-28 17:23:46,444 epoch 75 - iter 456/577 - loss 0.12535973
2019-01-28 17:23:54,453 epoch 75 - iter 513/577 - loss 0.12734166
2019-01-28 17:24:02,224 epoch 75 - iter 570/577 - loss 0.13062323
2019-01-28 17:24:03,820 ----------------------------------------------------------------------------------------------------
2019-01-28 17:24:03,820 EPOCH 75 done: loss 0.1306 - lr 0.0250 - bad epochs 0
2019-01-28 17:24:18,220 TEST : loss 1.25630903 - f-score 0.9293 - acc 0.9293
2019-01-28 17:24:18,230 ----------------------------------------------------------------------------------------------------
2019-01-28 17:24:18,385 epoch 76 - iter 0/577 - loss 0.00469220
2019-01-28 17:24:26,383 epoch 76 - iter 57/577 - loss 0.12858043
2019-01-28 17:24:34,120 epoch 76 - iter 114/577 - loss 0.14222157
2019-01-28 17:24:41,884 epoch 76 - iter 171/577 - loss 0.13752309
2019-01-28 17:24:49,969 epoch 76 - iter 228/577 - loss 0.13636704
2019-01-28 17:24:58,107 epoch 76 - iter 285/577 - loss 0.14352736
2019-01-28 17:25:06,228 epoch 76 - iter 342/577 - loss 0.14108801
2019-01-28 17:25:14,500 epoch 76 - iter 399/577 - loss 0.14821302
2019-01-28 17:25:22,665 epoch 76 - iter 456/577 - loss 0.14475260
2019-01-28 17:25:30,889 epoch 76 - iter 513/577 - loss 0.14259566
2019-01-28 17:25:38,964 epoch 76 - iter 570/577 - loss 0.13839767
2019-01-28 17:25:40,651 ----------------------------------------------------------------------------------------------------
2019-01-28 17:25:40,651 EPOCH 76 done: loss 0.1390 - lr 0.0250 - bad epochs 0
2019-01-28 17:25:55,238 TEST : loss 1.25676596 - f-score 0.9281 - acc 0.9281
2019-01-28 17:25:55,248 ----------------------------------------------------------------------------------------------------
2019-01-28 17:25:55,390 epoch 77 - iter 0/577 - loss 0.00341958
2019-01-28 17:26:03,489 epoch 77 - iter 57/577 - loss 0.13701550
2019-01-28 17:26:11,585 epoch 77 - iter 114/577 - loss 0.13724156
2019-01-28 17:26:19,695 epoch 77 - iter 171/577 - loss 0.13632997
2019-01-28 17:26:27,843 epoch 77 - iter 228/577 - loss 0.13998733
2019-01-28 17:26:36,057 epoch 77 - iter 285/577 - loss 0.13612107
2019-01-28 17:26:44,304 epoch 77 - iter 342/577 - loss 0.13368835
2019-01-28 17:26:53,250 epoch 77 - iter 399/577 - loss 0.13529411
2019-01-28 17:27:01,584 epoch 77 - iter 456/577 - loss 0.13920305
2019-01-28 17:27:09,569 epoch 77 - iter 513/577 - loss 0.13949008
2019-01-28 17:27:17,670 epoch 77 - iter 570/577 - loss 0.13956661
2019-01-28 17:27:19,211 ----------------------------------------------------------------------------------------------------
2019-01-28 17:27:19,211 EPOCH 77 done: loss 0.1394 - lr 0.0250 - bad epochs 1
2019-01-28 17:27:33,731 TEST : loss 1.28319013 - f-score 0.9270 - acc 0.9270
2019-01-28 17:27:33,742 ----------------------------------------------------------------------------------------------------
2019-01-28 17:27:33,895 epoch 78 - iter 0/577 - loss 0.02786523
2019-01-28 17:27:42,022 epoch 78 - iter 57/577 - loss 0.15479391
2019-01-28 17:27:50,370 epoch 78 - iter 114/577 - loss 0.13368709
2019-01-28 17:27:58,602 epoch 78 - iter 171/577 - loss 0.12151194
2019-01-28 17:28:07,216 epoch 78 - iter 228/577 - loss 0.11640578
2019-01-28 17:28:15,314 epoch 78 - iter 285/577 - loss 0.12031962
2019-01-28 17:28:23,740 epoch 78 - iter 342/577 - loss 0.12840128
2019-01-28 17:28:31,996 epoch 78 - iter 399/577 - loss 0.12819850
2019-01-28 17:28:39,904 epoch 78 - iter 456/577 - loss 0.13106495
2019-01-28 17:28:48,021 epoch 78 - iter 513/577 - loss 0.13027902
2019-01-28 17:28:56,059 epoch 78 - iter 570/577 - loss 0.12823576
2019-01-28 17:28:57,702 ----------------------------------------------------------------------------------------------------
2019-01-28 17:28:57,702 EPOCH 78 done: loss 0.1281 - lr 0.0250 - bad epochs 2
2019-01-28 17:29:11,884 TEST : loss 1.24144924 - f-score 0.9275 - acc 0.9275
2019-01-28 17:29:11,891 ----------------------------------------------------------------------------------------------------
2019-01-28 17:29:12,048 epoch 79 - iter 0/577 - loss 0.41249937
2019-01-28 17:29:20,644 epoch 79 - iter 57/577 - loss 0.11533355
2019-01-28 17:29:28,899 epoch 79 - iter 114/577 - loss 0.10644550
2019-01-28 17:29:36,669 epoch 79 - iter 171/577 - loss 0.12755121
2019-01-28 17:29:44,172 epoch 79 - iter 228/577 - loss 0.12375024
2019-01-28 17:29:51,919 epoch 79 - iter 285/577 - loss 0.12438876
2019-01-28 17:30:00,264 epoch 79 - iter 342/577 - loss 0.12571619
2019-01-28 17:30:16,118 epoch 79 - iter 399/577 - loss 0.12884550
2019-01-28 17:30:24,737 epoch 79 - iter 456/577 - loss 0.13072582
2019-01-28 17:30:33,084 epoch 79 - iter 513/577 - loss 0.13265690
2019-01-28 17:30:40,480 epoch 79 - iter 570/577 - loss 0.13357656
2019-01-28 17:30:41,908 ----------------------------------------------------------------------------------------------------
2019-01-28 17:30:41,909 EPOCH 79 done: loss 0.1343 - lr 0.0250 - bad epochs 0
2019-01-28 17:30:56,301 TEST : loss 1.22712529 - f-score 0.9284 - acc 0.9284
2019-01-28 17:30:56,306 ----------------------------------------------------------------------------------------------------
2019-01-28 17:30:56,451 epoch 80 - iter 0/577 - loss 0.03772104
2019-01-28 17:31:04,659 epoch 80 - iter 57/577 - loss 0.13368307
2019-01-28 17:31:12,622 epoch 80 - iter 114/577 - loss 0.14399233
2019-01-28 17:31:20,633 epoch 80 - iter 171/577 - loss 0.14413841
2019-01-28 17:31:28,664 epoch 80 - iter 228/577 - loss 0.14772889
2019-01-28 17:31:36,766 epoch 80 - iter 285/577 - loss 0.14102780
2019-01-28 17:31:44,828 epoch 80 - iter 342/577 - loss 0.14174032
2019-01-28 17:31:53,205 epoch 80 - iter 399/577 - loss 0.13891273
2019-01-28 17:32:01,270 epoch 80 - iter 456/577 - loss 0.13424501
2019-01-28 17:32:09,505 epoch 80 - iter 513/577 - loss 0.13367755
2019-01-28 17:32:17,706 epoch 80 - iter 570/577 - loss 0.13243089
2019-01-28 17:32:19,332 ----------------------------------------------------------------------------------------------------
2019-01-28 17:32:19,336 EPOCH 80 done: loss 0.1318 - lr 0.0250 - bad epochs 1
2019-01-28 17:32:33,687 TEST : loss 1.25819981 - f-score 0.9293 - acc 0.9293
2019-01-28 17:32:33,695 ----------------------------------------------------------------------------------------------------
2019-01-28 17:32:33,837 epoch 81 - iter 0/577 - loss 0.01481628
2019-01-28 17:32:42,537 epoch 81 - iter 57/577 - loss 0.14112521
2019-01-28 17:32:50,560 epoch 81 - iter 114/577 - loss 0.14764208
2019-01-28 17:32:58,652 epoch 81 - iter 171/577 - loss 0.13592310
2019-01-28 17:33:06,613 epoch 81 - iter 228/577 - loss 0.13946254
2019-01-28 17:33:14,751 epoch 81 - iter 285/577 - loss 0.12953191
2019-01-28 17:33:22,873 epoch 81 - iter 342/577 - loss 0.13332117
2019-01-28 17:33:31,098 epoch 81 - iter 399/577 - loss 0.13128938
2019-01-28 17:33:39,081 epoch 81 - iter 456/577 - loss 0.13580017
2019-01-28 17:33:47,239 epoch 81 - iter 513/577 - loss 0.13390817
2019-01-28 17:33:55,743 epoch 81 - iter 570/577 - loss 0.13474887
2019-01-28 17:33:57,588 ----------------------------------------------------------------------------------------------------
2019-01-28 17:33:57,588 EPOCH 81 done: loss 0.1337 - lr 0.0250 - bad epochs 2
2019-01-28 17:34:11,887 TEST : loss 1.23793352 - f-score 0.9292 - acc 0.9292
2019-01-28 17:34:11,897 ----------------------------------------------------------------------------------------------------
2019-01-28 17:34:12,099 epoch 82 - iter 0/577 - loss 0.09517640
2019-01-28 17:34:20,951 epoch 82 - iter 57/577 - loss 0.12857181
2019-01-28 17:34:29,260 epoch 82 - iter 114/577 - loss 0.12751489
2019-01-28 17:34:37,257 epoch 82 - iter 171/577 - loss 0.12648217
2019-01-28 17:34:45,324 epoch 82 - iter 228/577 - loss 0.12216068
2019-01-28 17:34:53,184 epoch 82 - iter 285/577 - loss 0.11951180
2019-01-28 17:35:00,921 epoch 82 - iter 342/577 - loss 0.11425543
2019-01-28 17:35:08,680 epoch 82 - iter 399/577 - loss 0.11577446
2019-01-28 17:35:16,769 epoch 82 - iter 456/577 - loss 0.11776278
2019-01-28 17:35:24,559 epoch 82 - iter 513/577 - loss 0.11810141
2019-01-28 17:35:32,692 epoch 82 - iter 570/577 - loss 0.11844224
2019-01-28 17:35:34,793 ----------------------------------------------------------------------------------------------------
2019-01-28 17:35:34,794 EPOCH 82 done: loss 0.1180 - lr 0.0250 - bad epochs 3
2019-01-28 17:35:48,973 TEST : loss 1.24383593 - f-score 0.9298 - acc 0.9298
2019-01-28 17:35:48,979 ----------------------------------------------------------------------------------------------------
2019-01-28 17:35:49,137 epoch 83 - iter 0/577 - loss 0.07509553
2019-01-28 17:35:56,855 epoch 83 - iter 57/577 - loss 0.11942727
2019-01-28 17:36:04,334 epoch 83 - iter 114/577 - loss 0.13535924
2019-01-28 17:36:12,264 epoch 83 - iter 171/577 - loss 0.13346865
2019-01-28 17:36:20,211 epoch 83 - iter 228/577 - loss 0.12539298
2019-01-28 17:36:28,312 epoch 83 - iter 285/577 - loss 0.12758954
2019-01-28 17:36:36,155 epoch 83 - iter 342/577 - loss 0.13426230
2019-01-28 17:36:44,068 epoch 83 - iter 399/577 - loss 0.13220203
2019-01-28 17:36:51,868 epoch 83 - iter 456/577 - loss 0.13025907
2019-01-28 17:36:59,744 epoch 83 - iter 513/577 - loss 0.13064775
2019-01-28 17:37:07,857 epoch 83 - iter 570/577 - loss 0.13099759
2019-01-28 17:37:09,715 ----------------------------------------------------------------------------------------------------
2019-01-28 17:37:09,716 EPOCH 83 done: loss 0.1313 - lr 0.0250 - bad epochs 0
2019-01-28 17:37:24,112 TEST : loss 1.26663685 - f-score 0.9303 - acc 0.9303
2019-01-28 17:37:24,118 ----------------------------------------------------------------------------------------------------
2019-01-28 17:37:24,257 epoch 84 - iter 0/577 - loss 0.35468373
2019-01-28 17:37:33,091 epoch 84 - iter 57/577 - loss 0.16440383
2019-01-28 17:37:41,232 epoch 84 - iter 114/577 - loss 0.13501150
2019-01-28 17:37:49,402 epoch 84 - iter 171/577 - loss 0.13058930
2019-01-28 17:37:57,364 epoch 84 - iter 228/577 - loss 0.12292765
2019-01-28 17:38:05,858 epoch 84 - iter 285/577 - loss 0.12337544
2019-01-28 17:38:14,296 epoch 84 - iter 342/577 - loss 0.12522937
2019-01-28 17:38:22,721 epoch 84 - iter 399/577 - loss 0.12692292
2019-01-28 17:38:31,094 epoch 84 - iter 456/577 - loss 0.12808646
2019-01-28 17:38:39,587 epoch 84 - iter 513/577 - loss 0.12596480
2019-01-28 17:38:47,498 epoch 84 - iter 570/577 - loss 0.12502709
2019-01-28 17:38:49,318 ----------------------------------------------------------------------------------------------------
2019-01-28 17:38:49,319 EPOCH 84 done: loss 0.1257 - lr 0.0250 - bad epochs 1
2019-01-28 17:39:03,993 TEST : loss 1.28347635 - f-score 0.9301 - acc 0.9301
2019-01-28 17:39:03,999 ----------------------------------------------------------------------------------------------------
2019-01-28 17:39:04,164 epoch 85 - iter 0/577 - loss 0.00561988
2019-01-28 17:39:12,275 epoch 85 - iter 57/577 - loss 0.11526861
2019-01-28 17:39:20,145 epoch 85 - iter 114/577 - loss 0.11663005
2019-01-28 17:39:28,328 epoch 85 - iter 171/577 - loss 0.11493451
2019-01-28 17:39:37,035 epoch 85 - iter 228/577 - loss 0.12095909
2019-01-28 17:39:45,389 epoch 85 - iter 285/577 - loss 0.12258058
2019-01-28 17:39:53,562 epoch 85 - iter 342/577 - loss 0.12190990
2019-01-28 17:40:01,738 epoch 85 - iter 399/577 - loss 0.12412985
2019-01-28 17:40:10,176 epoch 85 - iter 456/577 - loss 0.12475425
2019-01-28 17:40:18,203 epoch 85 - iter 513/577 - loss 0.12203114
2019-01-28 17:40:26,229 epoch 85 - iter 570/577 - loss 0.12295102
2019-01-28 17:40:27,829 ----------------------------------------------------------------------------------------------------
2019-01-28 17:40:27,829 EPOCH 85 done: loss 0.1226 - lr 0.0250 - bad epochs 2
2019-01-28 17:40:42,350 TEST : loss 1.27816367 - f-score 0.9303 - acc 0.9303
2019-01-28 17:40:42,357 ----------------------------------------------------------------------------------------------------
2019-01-28 17:40:42,512 epoch 86 - iter 0/577 - loss 0.00850892
2019-01-28 17:40:50,197 epoch 86 - iter 57/577 - loss 0.09173274
2019-01-28 17:40:58,863 epoch 86 - iter 114/577 - loss 0.10619077
2019-01-28 17:41:06,969 epoch 86 - iter 171/577 - loss 0.11042811
2019-01-28 17:41:14,882 epoch 86 - iter 228/577 - loss 0.11379873
2019-01-28 17:41:22,945 epoch 86 - iter 285/577 - loss 0.11380026
2019-01-28 17:41:31,174 epoch 86 - iter 342/577 - loss 0.11617756
2019-01-28 17:41:39,562 epoch 86 - iter 399/577 - loss 0.11643098
2019-01-28 17:41:47,858 epoch 86 - iter 456/577 - loss 0.11609950
2019-01-28 17:41:55,805 epoch 86 - iter 513/577 - loss 0.11936305
2019-01-28 17:42:03,718 epoch 86 - iter 570/577 - loss 0.11885404
2019-01-28 17:42:05,300 ----------------------------------------------------------------------------------------------------
2019-01-28 17:42:05,300 EPOCH 86 done: loss 0.1182 - lr 0.0250 - bad epochs 3
2019-01-28 17:42:19,896 TEST : loss 1.27253520 - f-score 0.9279 - acc 0.9279
2019-01-28 17:42:19,904 ----------------------------------------------------------------------------------------------------
2019-01-28 17:42:20,033 epoch 87 - iter 0/577 - loss 0.10627419
2019-01-28 17:42:28,072 epoch 87 - iter 57/577 - loss 0.11426582
2019-01-28 17:42:36,130 epoch 87 - iter 114/577 - loss 0.11318070
2019-01-28 17:42:44,314 epoch 87 - iter 171/577 - loss 0.10863204
2019-01-28 17:42:52,692 epoch 87 - iter 228/577 - loss 0.11570078
2019-01-28 17:43:00,771 epoch 87 - iter 285/577 - loss 0.12631906
2019-01-28 17:43:08,871 epoch 87 - iter 342/577 - loss 0.12992302
2019-01-28 17:43:16,786 epoch 87 - iter 399/577 - loss 0.13091210
2019-01-28 17:43:24,749 epoch 87 - iter 456/577 - loss 0.13526318
2019-01-28 17:43:32,678 epoch 87 - iter 513/577 - loss 0.13244197
2019-01-28 17:43:40,840 epoch 87 - iter 570/577 - loss 0.12945730
2019-01-28 17:43:42,369 ----------------------------------------------------------------------------------------------------
2019-01-28 17:43:42,369 EPOCH 87 done: loss 0.1291 - lr 0.0125 - bad epochs 0
2019-01-28 17:43:56,904 TEST : loss 1.27132225 - f-score 0.9292 - acc 0.9292
2019-01-28 17:43:56,913 ----------------------------------------------------------------------------------------------------
2019-01-28 17:43:57,059 epoch 88 - iter 0/577 - loss 0.08816719
2019-01-28 17:44:05,288 epoch 88 - iter 57/577 - loss 0.15342817
2019-01-28 17:44:13,158 epoch 88 - iter 114/577 - loss 0.13175539
2019-01-28 17:44:21,184 epoch 88 - iter 171/577 - loss 0.12314738
2019-01-28 17:44:29,435 epoch 88 - iter 228/577 - loss 0.11803225
2019-01-28 17:44:37,745 epoch 88 - iter 285/577 - loss 0.11732883
2019-01-28 17:44:45,654 epoch 88 - iter 342/577 - loss 0.11480610
2019-01-28 17:44:53,597 epoch 88 - iter 399/577 - loss 0.11939188
2019-01-28 17:45:01,679 epoch 88 - iter 456/577 - loss 0.11818302
2019-01-28 17:45:09,696 epoch 88 - iter 513/577 - loss 0.11551926
2019-01-28 17:45:17,934 epoch 88 - iter 570/577 - loss 0.11552913
2019-01-28 17:45:20,171 ----------------------------------------------------------------------------------------------------
2019-01-28 17:45:20,172 EPOCH 88 done: loss 0.1152 - lr 0.0125 - bad epochs 1
2019-01-28 17:45:34,668 TEST : loss 1.27872944 - f-score 0.9302 - acc 0.9302
2019-01-28 17:45:34,676 ----------------------------------------------------------------------------------------------------
2019-01-28 17:45:34,810 epoch 89 - iter 0/577 - loss 0.17961031
2019-01-28 17:45:42,807 epoch 89 - iter 57/577 - loss 0.13514618
2019-01-28 17:45:50,993 epoch 89 - iter 114/577 - loss 0.14141812
2019-01-28 17:45:59,087 epoch 89 - iter 171/577 - loss 0.14089837
2019-01-28 17:46:06,759 epoch 89 - iter 228/577 - loss 0.12466589
2019-01-28 17:46:14,710 epoch 89 - iter 285/577 - loss 0.12712116
2019-01-28 17:46:22,487 epoch 89 - iter 342/577 - loss 0.12704392
2019-01-28 17:46:30,658 epoch 89 - iter 399/577 - loss 0.12510298
2019-01-28 17:46:38,620 epoch 89 - iter 456/577 - loss 0.12785350
2019-01-28 17:46:46,434 epoch 89 - iter 513/577 - loss 0.12593134
2019-01-28 17:46:54,374 epoch 89 - iter 570/577 - loss 0.12713008
2019-01-28 17:46:55,810 ----------------------------------------------------------------------------------------------------
2019-01-28 17:46:55,810 EPOCH 89 done: loss 0.1265 - lr 0.0125 - bad epochs 0
2019-01-28 17:47:11,535 TEST : loss 1.26243103 - f-score 0.9292 - acc 0.9292
2019-01-28 17:47:11,547 ----------------------------------------------------------------------------------------------------
2019-01-28 17:47:11,696 epoch 90 - iter 0/577 - loss 0.01310581
2019-01-28 17:47:19,527 epoch 90 - iter 57/577 - loss 0.15222670
2019-01-28 17:47:27,374 epoch 90 - iter 114/577 - loss 0.14454284
2019-01-28 17:47:35,150 epoch 90 - iter 171/577 - loss 0.13636322
2019-01-28 17:47:43,400 epoch 90 - iter 228/577 - loss 0.13438437
2019-01-28 17:47:51,452 epoch 90 - iter 285/577 - loss 0.13037326
2019-01-28 17:47:59,596 epoch 90 - iter 342/577 - loss 0.13050587
2019-01-28 17:48:07,527 epoch 90 - iter 399/577 - loss 0.12728344
2019-01-28 17:48:15,537 epoch 90 - iter 456/577 - loss 0.12387969
2019-01-28 17:48:23,834 epoch 90 - iter 513/577 - loss 0.12252699
2019-01-28 17:48:31,938 epoch 90 - iter 570/577 - loss 0.12038300
2019-01-28 17:48:33,565 ----------------------------------------------------------------------------------------------------
2019-01-28 17:48:33,565 EPOCH 90 done: loss 0.1213 - lr 0.0125 - bad epochs 1
2019-01-28 17:48:48,038 TEST : loss 1.28574336 - f-score 0.9286 - acc 0.9286
2019-01-28 17:48:48,043 ----------------------------------------------------------------------------------------------------
2019-01-28 17:48:48,209 epoch 91 - iter 0/577 - loss 0.01653057
2019-01-28 17:48:56,179 epoch 91 - iter 57/577 - loss 0.13807468
2019-01-28 17:49:04,826 epoch 91 - iter 114/577 - loss 0.11997824
2019-01-28 17:49:13,338 epoch 91 - iter 171/577 - loss 0.12042206
2019-01-28 17:49:21,544 epoch 91 - iter 228/577 - loss 0.12684766
2019-01-28 17:49:29,587 epoch 91 - iter 285/577 - loss 0.12709006
2019-01-28 17:49:37,894 epoch 91 - iter 342/577 - loss 0.12048474
2019-01-28 17:49:45,891 epoch 91 - iter 399/577 - loss 0.12121256
2019-01-28 17:49:54,131 epoch 91 - iter 456/577 - loss 0.12174740
2019-01-28 17:50:02,257 epoch 91 - iter 513/577 - loss 0.12187129
2019-01-28 17:50:10,460 epoch 91 - iter 570/577 - loss 0.11928610
2019-01-28 17:50:12,164 ----------------------------------------------------------------------------------------------------
2019-01-28 17:50:12,165 EPOCH 91 done: loss 0.1197 - lr 0.0125 - bad epochs 2
2019-01-28 17:50:26,904 TEST : loss 1.29004800 - f-score 0.9297 - acc 0.9298
2019-01-28 17:50:26,910 ----------------------------------------------------------------------------------------------------
2019-01-28 17:50:27,069 epoch 92 - iter 0/577 - loss 0.02856341
2019-01-28 17:50:35,290 epoch 92 - iter 57/577 - loss 0.10889852
2019-01-28 17:50:43,559 epoch 92 - iter 114/577 - loss 0.09899907
2019-01-28 17:50:51,759 epoch 92 - iter 171/577 - loss 0.10358212
2019-01-28 17:50:59,627 epoch 92 - iter 228/577 - loss 0.10450792
2019-01-28 17:51:07,761 epoch 92 - iter 285/577 - loss 0.10469365
2019-01-28 17:51:15,875 epoch 92 - iter 342/577 - loss 0.11208466
2019-01-28 17:51:23,898 epoch 92 - iter 399/577 - loss 0.11173695
2019-01-28 17:51:32,114 epoch 92 - iter 456/577 - loss 0.11184800
2019-01-28 17:51:39,943 epoch 92 - iter 513/577 - loss 0.11522318
2019-01-28 17:51:47,731 epoch 92 - iter 570/577 - loss 0.11740524
2019-01-28 17:51:49,259 ----------------------------------------------------------------------------------------------------
2019-01-28 17:51:49,259 EPOCH 92 done: loss 0.1169 - lr 0.0125 - bad epochs 3
2019-01-28 17:52:03,773 TEST : loss 1.28122807 - f-score 0.9293 - acc 0.9294
2019-01-28 17:52:03,779 ----------------------------------------------------------------------------------------------------
2019-01-28 17:52:03,930 epoch 93 - iter 0/577 - loss 0.05549896
2019-01-28 17:52:11,931 epoch 93 - iter 57/577 - loss 0.14639228
2019-01-28 17:52:20,261 epoch 93 - iter 114/577 - loss 0.13537604
2019-01-28 17:52:28,360 epoch 93 - iter 171/577 - loss 0.13634822
2019-01-28 17:52:36,463 epoch 93 - iter 228/577 - loss 0.13713424
2019-01-28 17:52:44,729 epoch 93 - iter 285/577 - loss 0.13270116
2019-01-28 17:52:52,832 epoch 93 - iter 342/577 - loss 0.12899076
2019-01-28 17:53:00,737 epoch 93 - iter 399/577 - loss 0.13183579
2019-01-28 17:53:08,842 epoch 93 - iter 456/577 - loss 0.13100085
2019-01-28 17:53:16,956 epoch 93 - iter 513/577 - loss 0.12609472
2019-01-28 17:53:25,048 epoch 93 - iter 570/577 - loss 0.12710734
2019-01-28 17:53:26,733 ----------------------------------------------------------------------------------------------------
2019-01-28 17:53:26,734 EPOCH 93 done: loss 0.1267 - lr 0.0063 - bad epochs 0
2019-01-28 17:53:41,478 TEST : loss 1.27254725 - f-score 0.9303 - acc 0.9303
2019-01-28 17:53:41,483 ----------------------------------------------------------------------------------------------------
2019-01-28 17:53:41,631 epoch 94 - iter 0/577 - loss 0.00752592
2019-01-28 17:53:49,907 epoch 94 - iter 57/577 - loss 0.12757819
2019-01-28 17:53:58,137 epoch 94 - iter 114/577 - loss 0.11547685
2019-01-28 17:54:06,270 epoch 94 - iter 171/577 - loss 0.11535537
2019-01-28 17:54:14,378 epoch 94 - iter 228/577 - loss 0.11539551
2019-01-28 17:54:22,455 epoch 94 - iter 285/577 - loss 0.12056407
2019-01-28 17:54:31,782 epoch 94 - iter 342/577 - loss 0.11709972
2019-01-28 17:54:39,893 epoch 94 - iter 399/577 - loss 0.11683362
2019-01-28 17:54:48,050 epoch 94 - iter 456/577 - loss 0.11769446
2019-01-28 17:54:56,334 epoch 94 - iter 513/577 - loss 0.11648689
2019-01-28 17:55:04,565 epoch 94 - iter 570/577 - loss 0.11649856
2019-01-28 17:55:06,296 ----------------------------------------------------------------------------------------------------
2019-01-28 17:55:06,297 EPOCH 94 done: loss 0.1164 - lr 0.0063 - bad epochs 1
2019-01-28 17:55:20,913 TEST : loss 1.27073836 - f-score 0.9302 - acc 0.9302
2019-01-28 17:55:20,916 ----------------------------------------------------------------------------------------------------
2019-01-28 17:55:21,091 epoch 95 - iter 0/577 - loss 0.12746418
2019-01-28 17:55:29,137 epoch 95 - iter 57/577 - loss 0.11626585
2019-01-28 17:55:37,269 epoch 95 - iter 114/577 - loss 0.13160681
2019-01-28 17:55:45,260 epoch 95 - iter 171/577 - loss 0.12292179
2019-01-28 17:55:53,441 epoch 95 - iter 228/577 - loss 0.12864692
2019-01-28 17:56:01,700 epoch 95 - iter 285/577 - loss 0.12320803
2019-01-28 17:56:09,692 epoch 95 - iter 342/577 - loss 0.12239743
2019-01-28 17:56:17,732 epoch 95 - iter 399/577 - loss 0.12787615
2019-01-28 17:56:25,800 epoch 95 - iter 456/577 - loss 0.12582535
2019-01-28 17:56:33,639 epoch 95 - iter 513/577 - loss 0.12689183
2019-01-28 17:56:41,590 epoch 95 - iter 570/577 - loss 0.12560806
2019-01-28 17:56:43,063 ----------------------------------------------------------------------------------------------------
2019-01-28 17:56:43,064 EPOCH 95 done: loss 0.1248 - lr 0.0063 - bad epochs 2
2019-01-28 17:56:57,761 TEST : loss 1.27161038 - f-score 0.9308 - acc 0.9308
2019-01-28 17:56:57,767 ----------------------------------------------------------------------------------------------------
2019-01-28 17:56:57,907 epoch 96 - iter 0/577 - loss 0.01323223
2019-01-28 17:57:05,998 epoch 96 - iter 57/577 - loss 0.13632309
2019-01-28 17:57:14,295 epoch 96 - iter 114/577 - loss 0.14343897
2019-01-28 17:57:22,419 epoch 96 - iter 171/577 - loss 0.13553966
2019-01-28 17:57:30,489 epoch 96 - iter 228/577 - loss 0.13170855
2019-01-28 17:57:38,667 epoch 96 - iter 285/577 - loss 0.12890973
2019-01-28 17:57:46,758 epoch 96 - iter 342/577 - loss 0.12794465
2019-01-28 17:57:54,744 epoch 96 - iter 399/577 - loss 0.12825417
2019-01-28 17:58:02,633 epoch 96 - iter 456/577 - loss 0.12555387
2019-01-28 17:58:10,496 epoch 96 - iter 513/577 - loss 0.12351698
2019-01-28 17:58:18,700 epoch 96 - iter 570/577 - loss 0.12263559
2019-01-28 17:58:20,277 ----------------------------------------------------------------------------------------------------
2019-01-28 17:58:20,277 EPOCH 96 done: loss 0.1228 - lr 0.0063 - bad epochs 3
2019-01-28 17:58:34,751 TEST : loss 1.27905905 - f-score 0.9303 - acc 0.9303
2019-01-28 17:58:34,761 ----------------------------------------------------------------------------------------------------
2019-01-28 17:58:34,914 epoch 97 - iter 0/577 - loss 0.04791927
2019-01-28 17:58:42,992 epoch 97 - iter 57/577 - loss 0.08173022
2019-01-28 17:58:51,265 epoch 97 - iter 114/577 - loss 0.10829352
2019-01-28 17:58:59,212 epoch 97 - iter 171/577 - loss 0.11318023
2019-01-28 17:59:07,147 epoch 97 - iter 228/577 - loss 0.11257354
2019-01-28 17:59:15,630 epoch 97 - iter 285/577 - loss 0.11286279
2019-01-28 17:59:23,569 epoch 97 - iter 342/577 - loss 0.11455520
2019-01-28 17:59:31,622 epoch 97 - iter 399/577 - loss 0.11355465
2019-01-28 17:59:39,607 epoch 97 - iter 456/577 - loss 0.11074210
2019-01-28 17:59:47,713 epoch 97 - iter 513/577 - loss 0.10882532
2019-01-28 17:59:55,882 epoch 97 - iter 570/577 - loss 0.11081373
2019-01-28 17:59:57,531 ----------------------------------------------------------------------------------------------------
2019-01-28 17:59:57,531 EPOCH 97 done: loss 0.1109 - lr 0.0031 - bad epochs 0
2019-01-28 18:00:12,049 TEST : loss 1.28232670 - f-score 0.9303 - acc 0.9303
2019-01-28 18:00:12,054 ----------------------------------------------------------------------------------------------------
2019-01-28 18:00:12,189 epoch 98 - iter 0/577 - loss 0.09641570
2019-01-28 18:00:20,166 epoch 98 - iter 57/577 - loss 0.09332323
2019-01-28 18:00:28,175 epoch 98 - iter 114/577 - loss 0.09939541
2019-01-28 18:00:36,101 epoch 98 - iter 171/577 - loss 0.10919626
2019-01-28 18:00:43,983 epoch 98 - iter 228/577 - loss 0.11210739
2019-01-28 18:00:51,900 epoch 98 - iter 285/577 - loss 0.10648156
2019-01-28 18:01:00,045 epoch 98 - iter 342/577 - loss 0.10679280
2019-01-28 18:01:07,937 epoch 98 - iter 399/577 - loss 0.10660125
2019-01-28 18:01:15,662 epoch 98 - iter 456/577 - loss 0.10563204
2019-01-28 18:01:23,372 epoch 98 - iter 513/577 - loss 0.10639636
2019-01-28 18:01:31,462 epoch 98 - iter 570/577 - loss 0.10834617
2019-01-28 18:01:32,989 ----------------------------------------------------------------------------------------------------
2019-01-28 18:01:32,989 EPOCH 98 done: loss 0.1080 - lr 0.0031 - bad epochs 0
2019-01-28 18:01:47,661 TEST : loss 1.28651750 - f-score 0.9309 - acc 0.9309
2019-01-28 18:01:47,670 ----------------------------------------------------------------------------------------------------
2019-01-28 18:01:47,806 epoch 99 - iter 0/577 - loss 0.26719910
2019-01-28 18:01:55,832 epoch 99 - iter 57/577 - loss 0.13282153
2019-01-28 18:02:04,081 epoch 99 - iter 114/577 - loss 0.12939417
2019-01-28 18:02:11,959 epoch 99 - iter 171/577 - loss 0.11847824
2019-01-28 18:02:20,517 epoch 99 - iter 228/577 - loss 0.11850720
2019-01-28 18:02:28,789 epoch 99 - iter 285/577 - loss 0.11571111
2019-01-28 18:02:36,860 epoch 99 - iter 342/577 - loss 0.11467456
2019-01-28 18:02:44,970 epoch 99 - iter 399/577 - loss 0.11173677
2019-01-28 18:02:53,193 epoch 99 - iter 456/577 - loss 0.11329571
2019-01-28 18:03:01,357 epoch 99 - iter 513/577 - loss 0.11506939
2019-01-28 18:03:09,333 epoch 99 - iter 570/577 - loss 0.11446423
2019-01-28 18:03:10,871 ----------------------------------------------------------------------------------------------------
2019-01-28 18:03:10,871 EPOCH 99 done: loss 0.1139 - lr 0.0031 - bad epochs 0
2019-01-28 18:03:25,555 TEST : loss 1.28627121 - f-score 0.9303 - acc 0.9303
2019-01-28 18:03:25,563 ----------------------------------------------------------------------------------------------------
2019-01-28 18:03:25,758 epoch 100 - iter 0/577 - loss 0.01506269
2019-01-28 18:03:33,832 epoch 100 - iter 57/577 - loss 0.14860523
2019-01-28 18:03:41,624 epoch 100 - iter 114/577 - loss 0.11276181
2019-01-28 18:03:49,799 epoch 100 - iter 171/577 - loss 0.10926355
2019-01-28 18:03:57,984 epoch 100 - iter 228/577 - loss 0.10249991
2019-01-28 18:04:06,130 epoch 100 - iter 285/577 - loss 0.09921790
2019-01-28 18:04:14,384 epoch 100 - iter 342/577 - loss 0.10112599
2019-01-28 18:04:22,521 epoch 100 - iter 399/577 - loss 0.10331666
2019-01-28 18:04:30,314 epoch 100 - iter 456/577 - loss 0.10649798
2019-01-28 18:04:38,221 epoch 100 - iter 513/577 - loss 0.10669075
2019-01-28 18:04:46,766 epoch 100 - iter 570/577 - loss 0.10660380
2019-01-28 18:04:48,490 ----------------------------------------------------------------------------------------------------
2019-01-28 18:04:48,490 EPOCH 100 done: loss 0.1063 - lr 0.0031 - bad epochs 1
2019-01-28 18:05:03,079 TEST : loss 1.28550136 - f-score 0.9304 - acc 0.9305
2019-01-28 18:05:03,088 ----------------------------------------------------------------------------------------------------
2019-01-28 18:05:03,231 epoch 101 - iter 0/577 - loss 0.03420442
2019-01-28 18:05:11,242 epoch 101 - iter 57/577 - loss 0.14038801
2019-01-28 18:05:19,166 epoch 101 - iter 114/577 - loss 0.11605419
2019-01-28 18:05:27,072 epoch 101 - iter 171/577 - loss 0.11377754
2019-01-28 18:05:35,023 epoch 101 - iter 228/577 - loss 0.11196417
2019-01-28 18:05:42,785 epoch 101 - iter 285/577 - loss 0.11875161
2019-01-28 18:05:50,557 epoch 101 - iter 342/577 - loss 0.11792609
2019-01-28 18:05:58,376 epoch 101 - iter 399/577 - loss 0.11703596
2019-01-28 18:06:06,496 epoch 101 - iter 456/577 - loss 0.11375363
2019-01-28 18:06:14,650 epoch 101 - iter 513/577 - loss 0.11136896
2019-01-28 18:06:22,799 epoch 101 - iter 570/577 - loss 0.11042736
2019-01-28 18:06:24,256 ----------------------------------------------------------------------------------------------------
2019-01-28 18:06:24,259 EPOCH 101 done: loss 0.1099 - lr 0.0031 - bad epochs 0
2019-01-28 18:06:38,938 TEST : loss 1.28484178 - f-score 0.9311 - acc 0.9311
2019-01-28 18:06:38,944 ----------------------------------------------------------------------------------------------------
2019-01-28 18:06:39,086 epoch 102 - iter 0/577 - loss 0.04336065
2019-01-28 18:06:47,167 epoch 102 - iter 57/577 - loss 0.11905515
2019-01-28 18:06:55,192 epoch 102 - iter 114/577 - loss 0.11880655
2019-01-28 18:07:03,220 epoch 102 - iter 171/577 - loss 0.11089714
2019-01-28 18:07:11,099 epoch 102 - iter 228/577 - loss 0.10691358
2019-01-28 18:07:19,142 epoch 102 - iter 285/577 - loss 0.10490742
2019-01-28 18:07:27,497 epoch 102 - iter 342/577 - loss 0.11260356
2019-01-28 18:07:35,746 epoch 102 - iter 399/577 - loss 0.11057850
2019-01-28 18:07:44,025 epoch 102 - iter 456/577 - loss 0.10807251
2019-01-28 18:07:52,348 epoch 102 - iter 513/577 - loss 0.11073092
2019-01-28 18:08:00,279 epoch 102 - iter 570/577 - loss 0.11629276
2019-01-28 18:08:01,961 ----------------------------------------------------------------------------------------------------
2019-01-28 18:08:01,961 EPOCH 102 done: loss 0.1161 - lr 0.0031 - bad epochs 1
2019-01-28 18:08:16,417 TEST : loss 1.28505397 - f-score 0.9305 - acc 0.9305
2019-01-28 18:08:16,424 ----------------------------------------------------------------------------------------------------
2019-01-28 18:08:16,562 epoch 103 - iter 0/577 - loss 0.00364548
2019-01-28 18:08:24,456 epoch 103 - iter 57/577 - loss 0.09747095
2019-01-28 18:08:32,429 epoch 103 - iter 114/577 - loss 0.10701391
2019-01-28 18:08:40,422 epoch 103 - iter 171/577 - loss 0.10909927
2019-01-28 18:08:48,425 epoch 103 - iter 228/577 - loss 0.10485509
2019-01-28 18:08:56,479 epoch 103 - iter 285/577 - loss 0.10702775
2019-01-28 18:09:04,643 epoch 103 - iter 342/577 - loss 0.10708556
2019-01-28 18:09:13,117 epoch 103 - iter 399/577 - loss 0.10836734
2019-01-28 18:09:21,313 epoch 103 - iter 456/577 - loss 0.10922307
2019-01-28 18:09:29,396 epoch 103 - iter 513/577 - loss 0.11096657
2019-01-28 18:09:37,501 epoch 103 - iter 570/577 - loss 0.11262939
2019-01-28 18:09:39,218 ----------------------------------------------------------------------------------------------------
2019-01-28 18:09:39,218 EPOCH 103 done: loss 0.1127 - lr 0.0031 - bad epochs 2
2019-01-28 18:09:53,707 TEST : loss 1.28461742 - f-score 0.9309 - acc 0.9310
2019-01-28 18:09:53,715 ----------------------------------------------------------------------------------------------------
2019-01-28 18:09:53,862 epoch 104 - iter 0/577 - loss 0.21225870
2019-01-28 18:10:02,044 epoch 104 - iter 57/577 - loss 0.11007015
2019-01-28 18:10:09,835 epoch 104 - iter 114/577 - loss 0.10328299
2019-01-28 18:10:17,832 epoch 104 - iter 171/577 - loss 0.10393606
2019-01-28 18:10:25,887 epoch 104 - iter 228/577 - loss 0.10549338
2019-01-28 18:10:33,794 epoch 104 - iter 285/577 - loss 0.10734907
2019-01-28 18:10:41,691 epoch 104 - iter 342/577 - loss 0.10963842
2019-01-28 18:10:49,348 epoch 104 - iter 399/577 - loss 0.10576363
2019-01-28 18:10:57,243 epoch 104 - iter 456/577 - loss 0.10772284
2019-01-28 18:11:05,008 epoch 104 - iter 513/577 - loss 0.10810422
2019-01-28 18:11:13,336 epoch 104 - iter 570/577 - loss 0.10944932
2019-01-28 18:11:14,953 ----------------------------------------------------------------------------------------------------
2019-01-28 18:11:14,953 EPOCH 104 done: loss 0.1103 - lr 0.0031 - bad epochs 3
2019-01-28 18:11:29,438 TEST : loss 1.28652239 - f-score 0.9312 - acc 0.9312
2019-01-28 18:11:29,446 ----------------------------------------------------------------------------------------------------
2019-01-28 18:11:29,571 epoch 105 - iter 0/577 - loss 0.16192162
2019-01-28 18:11:37,746 epoch 105 - iter 57/577 - loss 0.12735471
2019-01-28 18:11:45,563 epoch 105 - iter 114/577 - loss 0.10201320
2019-01-28 18:11:53,574 epoch 105 - iter 171/577 - loss 0.10036578
2019-01-28 18:12:01,568 epoch 105 - iter 228/577 - loss 0.10329823
2019-01-28 18:12:09,555 epoch 105 - iter 285/577 - loss 0.10757390
2019-01-28 18:12:17,502 epoch 105 - iter 342/577 - loss 0.10857519
2019-01-28 18:12:25,346 epoch 105 - iter 399/577 - loss 0.10620051
2019-01-28 18:12:33,416 epoch 105 - iter 456/577 - loss 0.11072339
2019-01-28 18:12:41,835 epoch 105 - iter 513/577 - loss 0.10919643
2019-01-28 18:12:49,954 epoch 105 - iter 570/577 - loss 0.11054683
2019-01-28 18:12:51,923 ----------------------------------------------------------------------------------------------------
2019-01-28 18:12:51,923 EPOCH 105 done: loss 0.1121 - lr 0.0016 - bad epochs 0
2019-01-28 18:13:06,542 TEST : loss 1.28856409 - f-score 0.9313 - acc 0.9313
2019-01-28 18:13:06,550 ----------------------------------------------------------------------------------------------------
2019-01-28 18:13:06,674 epoch 106 - iter 0/577 - loss 1.08680904
2019-01-28 18:13:14,853 epoch 106 - iter 57/577 - loss 0.12078282
2019-01-28 18:13:22,985 epoch 106 - iter 114/577 - loss 0.09854677
2019-01-28 18:13:31,221 epoch 106 - iter 171/577 - loss 0.10951874
2019-01-28 18:13:39,336 epoch 106 - iter 228/577 - loss 0.11940475
2019-01-28 18:13:47,566 epoch 106 - iter 285/577 - loss 0.11674672
2019-01-28 18:13:56,043 epoch 106 - iter 342/577 - loss 0.11459970
2019-01-28 18:14:04,517 epoch 106 - iter 399/577 - loss 0.11365586
2019-01-28 18:14:12,595 epoch 106 - iter 456/577 - loss 0.11120053
2019-01-28 18:14:20,817 epoch 106 - iter 513/577 - loss 0.11090050
2019-01-28 18:14:28,768 epoch 106 - iter 570/577 - loss 0.11424494
2019-01-28 18:14:30,513 ----------------------------------------------------------------------------------------------------
2019-01-28 18:14:30,513 EPOCH 106 done: loss 0.1140 - lr 0.0016 - bad epochs 1
2019-01-28 18:14:45,059 TEST : loss 1.28742385 - f-score 0.9311 - acc 0.9311
2019-01-28 18:14:45,067 ----------------------------------------------------------------------------------------------------
2019-01-28 18:14:45,213 epoch 107 - iter 0/577 - loss 0.00497878
2019-01-28 18:14:53,099 epoch 107 - iter 57/577 - loss 0.13817163
2019-01-28 18:15:00,848 epoch 107 - iter 114/577 - loss 0.12713538
2019-01-28 18:15:08,804 epoch 107 - iter 171/577 - loss 0.12716148
2019-01-28 18:15:16,563 epoch 107 - iter 228/577 - loss 0.12329989
2019-01-28 18:15:24,507 epoch 107 - iter 285/577 - loss 0.12131113
2019-01-28 18:15:33,038 epoch 107 - iter 342/577 - loss 0.12172451
2019-01-28 18:15:41,064 epoch 107 - iter 399/577 - loss 0.11985089
2019-01-28 18:15:49,465 epoch 107 - iter 456/577 - loss 0.11527805
2019-01-28 18:15:57,437 epoch 107 - iter 513/577 - loss 0.11517066
2019-01-28 18:16:05,480 epoch 107 - iter 570/577 - loss 0.11314345
2019-01-28 18:16:07,274 ----------------------------------------------------------------------------------------------------
2019-01-28 18:16:07,274 EPOCH 107 done: loss 0.1148 - lr 0.0016 - bad epochs 2
2019-01-28 18:16:21,894 TEST : loss 1.29011381 - f-score 0.9308 - acc 0.9308
2019-01-28 18:16:21,902 ----------------------------------------------------------------------------------------------------
2019-01-28 18:16:22,035 epoch 108 - iter 0/577 - loss 0.01199317
2019-01-28 18:16:29,960 epoch 108 - iter 57/577 - loss 0.07893021
2019-01-28 18:16:37,955 epoch 108 - iter 114/577 - loss 0.09497018
2019-01-28 18:16:46,197 epoch 108 - iter 171/577 - loss 0.09140188
2019-01-28 18:16:54,272 epoch 108 - iter 228/577 - loss 0.08834375
2019-01-28 18:17:02,243 epoch 108 - iter 285/577 - loss 0.09034349
2019-01-28 18:17:10,422 epoch 108 - iter 342/577 - loss 0.09319985
2019-01-28 18:17:18,374 epoch 108 - iter 399/577 - loss 0.09819082
2019-01-28 18:17:26,595 epoch 108 - iter 456/577 - loss 0.09679458
2019-01-28 18:17:34,914 epoch 108 - iter 513/577 - loss 0.09618734
2019-01-28 18:17:43,092 epoch 108 - iter 570/577 - loss 0.09627828
2019-01-28 18:17:44,877 ----------------------------------------------------------------------------------------------------
2019-01-28 18:17:44,877 EPOCH 108 done: loss 0.0967 - lr 0.0016 - bad epochs 3
2019-01-28 18:18:00,721 TEST : loss 1.29104030 - f-score 0.9307 - acc 0.9307
2019-01-28 18:18:00,729 ----------------------------------------------------------------------------------------------------
2019-01-28 18:18:00,865 epoch 109 - iter 0/577 - loss 0.00564682
2019-01-28 18:18:09,109 epoch 109 - iter 57/577 - loss 0.09431001
2019-01-28 18:18:17,524 epoch 109 - iter 114/577 - loss 0.09256658
2019-01-28 18:18:25,599 epoch 109 - iter 171/577 - loss 0.10647719
2019-01-28 18:18:33,727 epoch 109 - iter 228/577 - loss 0.12111140
2019-01-28 18:18:42,145 epoch 109 - iter 285/577 - loss 0.12002910
2019-01-28 18:18:50,451 epoch 109 - iter 342/577 - loss 0.11999163
2019-01-28 18:18:58,482 epoch 109 - iter 399/577 - loss 0.11815071
2019-01-28 18:19:06,298 epoch 109 - iter 456/577 - loss 0.11919513
2019-01-28 18:19:14,307 epoch 109 - iter 513/577 - loss 0.11823037
2019-01-28 18:19:22,212 epoch 109 - iter 570/577 - loss 0.11545971
2019-01-28 18:19:23,937 ----------------------------------------------------------------------------------------------------
2019-01-28 18:19:23,937 EPOCH 109 done: loss 0.1150 - lr 0.0016 - bad epochs 0
2019-01-28 18:19:38,451 TEST : loss 1.29025793 - f-score 0.9302 - acc 0.9302
2019-01-28 18:19:38,454 ----------------------------------------------------------------------------------------------------
2019-01-28 18:19:38,603 epoch 110 - iter 0/577 - loss 0.02196908
2019-01-28 18:19:46,567 epoch 110 - iter 57/577 - loss 0.11095558
2019-01-28 18:19:54,630 epoch 110 - iter 114/577 - loss 0.11300620
2019-01-28 18:20:02,704 epoch 110 - iter 171/577 - loss 0.10447212
2019-01-28 18:20:10,591 epoch 110 - iter 228/577 - loss 0.10775275
2019-01-28 18:20:18,631 epoch 110 - iter 285/577 - loss 0.10424988
2019-01-28 18:20:26,922 epoch 110 - iter 342/577 - loss 0.10137911
2019-01-28 18:20:34,903 epoch 110 - iter 399/577 - loss 0.10108454
2019-01-28 18:20:43,046 epoch 110 - iter 456/577 - loss 0.10285521
2019-01-28 18:20:50,827 epoch 110 - iter 513/577 - loss 0.10507194
2019-01-28 18:20:58,890 epoch 110 - iter 570/577 - loss 0.10535343
2019-01-28 18:21:00,641 ----------------------------------------------------------------------------------------------------
2019-01-28 18:21:00,641 EPOCH 110 done: loss 0.1061 - lr 0.0016 - bad epochs 1
2019-01-28 18:21:15,094 TEST : loss 1.29103851 - f-score 0.9300 - acc 0.9301
2019-01-28 18:21:15,103 ----------------------------------------------------------------------------------------------------
2019-01-28 18:21:15,250 epoch 111 - iter 0/577 - loss 0.00202861
2019-01-28 18:21:23,340 epoch 111 - iter 57/577 - loss 0.11780319
2019-01-28 18:21:31,253 epoch 111 - iter 114/577 - loss 0.12272144
2019-01-28 18:21:39,373 epoch 111 - iter 171/577 - loss 0.11506283
2019-01-28 18:21:47,388 epoch 111 - iter 228/577 - loss 0.11187475
2019-01-28 18:21:55,456 epoch 111 - iter 285/577 - loss 0.11177793
2019-01-28 18:22:03,458 epoch 111 - iter 342/577 - loss 0.10942035
2019-01-28 18:22:11,628 epoch 111 - iter 399/577 - loss 0.11138256
2019-01-28 18:22:19,663 epoch 111 - iter 456/577 - loss 0.10820709
2019-01-28 18:22:27,735 epoch 111 - iter 513/577 - loss 0.10871627
2019-01-28 18:22:35,874 epoch 111 - iter 570/577 - loss 0.10743630
2019-01-28 18:22:37,600 ----------------------------------------------------------------------------------------------------
2019-01-28 18:22:37,601 EPOCH 111 done: loss 0.1076 - lr 0.0016 - bad epochs 2
2019-01-28 18:22:52,097 TEST : loss 1.29071856 - f-score 0.9302 - acc 0.9303
2019-01-28 18:22:52,106 ----------------------------------------------------------------------------------------------------
2019-01-28 18:22:52,254 epoch 112 - iter 0/577 - loss 0.17341208
2019-01-28 18:23:00,214 epoch 112 - iter 57/577 - loss 0.12483520
2019-01-28 18:23:08,347 epoch 112 - iter 114/577 - loss 0.11629250
2019-01-28 18:23:16,611 epoch 112 - iter 171/577 - loss 0.11157201
2019-01-28 18:23:25,257 epoch 112 - iter 228/577 - loss 0.10762088
2019-01-28 18:23:33,491 epoch 112 - iter 285/577 - loss 0.10562894
2019-01-28 18:23:41,838 epoch 112 - iter 342/577 - loss 0.11115224
2019-01-28 18:23:49,958 epoch 112 - iter 399/577 - loss 0.11059363
2019-01-28 18:23:57,914 epoch 112 - iter 456/577 - loss 0.11122983
2019-01-28 18:24:05,541 epoch 112 - iter 513/577 - loss 0.11094930
2019-01-28 18:24:13,433 epoch 112 - iter 570/577 - loss 0.11282478
2019-01-28 18:24:14,997 ----------------------------------------------------------------------------------------------------
2019-01-28 18:24:14,997 EPOCH 112 done: loss 0.1119 - lr 0.0016 - bad epochs 3
2019-01-28 18:24:29,528 TEST : loss 1.29197383 - f-score 0.9299 - acc 0.9299
2019-01-28 18:24:29,538 ----------------------------------------------------------------------------------------------------
2019-01-28 18:24:29,693 epoch 113 - iter 0/577 - loss 0.03221059
2019-01-28 18:24:37,575 epoch 113 - iter 57/577 - loss 0.09831026
2019-01-28 18:24:45,583 epoch 113 - iter 114/577 - loss 0.10767721
2019-01-28 18:24:53,775 epoch 113 - iter 171/577 - loss 0.10523735
2019-01-28 18:25:01,958 epoch 113 - iter 228/577 - loss 0.12031395
2019-01-28 18:25:09,956 epoch 113 - iter 285/577 - loss 0.11861679
2019-01-28 18:25:18,056 epoch 113 - iter 342/577 - loss 0.12463202
2019-01-28 18:25:25,994 epoch 113 - iter 399/577 - loss 0.11978344
2019-01-28 18:25:34,227 epoch 113 - iter 456/577 - loss 0.11899922
2019-01-28 18:25:42,405 epoch 113 - iter 513/577 - loss 0.11558654
2019-01-28 18:25:50,561 epoch 113 - iter 570/577 - loss 0.11421459
2019-01-28 18:25:52,155 ----------------------------------------------------------------------------------------------------
2019-01-28 18:25:52,156 EPOCH 113 done: loss 0.1140 - lr 0.0008 - bad epochs 0
2019-01-28 18:26:06,706 TEST : loss 1.29203522 - f-score 0.9294 - acc 0.9295
2019-01-28 18:26:06,722 ----------------------------------------------------------------------------------------------------
2019-01-28 18:26:06,867 epoch 114 - iter 0/577 - loss 0.00387874
2019-01-28 18:26:15,003 epoch 114 - iter 57/577 - loss 0.12811667
2019-01-28 18:26:23,107 epoch 114 - iter 114/577 - loss 0.13449818
2019-01-28 18:26:31,084 epoch 114 - iter 171/577 - loss 0.12031015
2019-01-28 18:26:38,956 epoch 114 - iter 228/577 - loss 0.11682431
2019-01-28 18:26:46,949 epoch 114 - iter 285/577 - loss 0.12503525
2019-01-28 18:26:55,084 epoch 114 - iter 342/577 - loss 0.11861847
2019-01-28 18:27:03,348 epoch 114 - iter 399/577 - loss 0.12301244
2019-01-28 18:27:11,276 epoch 114 - iter 456/577 - loss 0.11862316
2019-01-28 18:27:19,425 epoch 114 - iter 513/577 - loss 0.12258560
2019-01-28 18:27:27,743 epoch 114 - iter 570/577 - loss 0.11973419
2019-01-28 18:27:29,440 ----------------------------------------------------------------------------------------------------
2019-01-28 18:27:29,440 EPOCH 114 done: loss 0.1195 - lr 0.0008 - bad epochs 1
2019-01-28 18:27:43,998 TEST : loss 1.29188669 - f-score 0.9298 - acc 0.9298
2019-01-28 18:27:44,005 ----------------------------------------------------------------------------------------------------
2019-01-28 18:27:44,142 epoch 115 - iter 0/577 - loss 0.00092185
2019-01-28 18:27:52,391 epoch 115 - iter 57/577 - loss 0.12246600
2019-01-28 18:28:00,385 epoch 115 - iter 114/577 - loss 0.10592075
2019-01-28 18:28:08,481 epoch 115 - iter 171/577 - loss 0.09900790
2019-01-28 18:28:16,394 epoch 115 - iter 228/577 - loss 0.11084228
2019-01-28 18:28:24,510 epoch 115 - iter 285/577 - loss 0.10717353
2019-01-28 18:28:32,716 epoch 115 - iter 342/577 - loss 0.10643176
2019-01-28 18:28:40,703 epoch 115 - iter 399/577 - loss 0.10945711
2019-01-28 18:28:48,706 epoch 115 - iter 456/577 - loss 0.11013923
2019-01-28 18:28:56,788 epoch 115 - iter 513/577 - loss 0.11254410
2019-01-28 18:29:04,727 epoch 115 - iter 570/577 - loss 0.11555701
2019-01-28 18:29:06,293 ----------------------------------------------------------------------------------------------------
2019-01-28 18:29:06,293 EPOCH 115 done: loss 0.1171 - lr 0.0008 - bad epochs 2
2019-01-28 18:29:20,908 TEST : loss 1.29414511 - f-score 0.9300 - acc 0.9300
2019-01-28 18:29:20,917 ----------------------------------------------------------------------------------------------------
2019-01-28 18:29:21,078 epoch 116 - iter 0/577 - loss 0.01531771
2019-01-28 18:29:29,053 epoch 116 - iter 57/577 - loss 0.10538341
2019-01-28 18:29:37,094 epoch 116 - iter 114/577 - loss 0.10014871
2019-01-28 18:29:45,010 epoch 116 - iter 171/577 - loss 0.10784325
2019-01-28 18:29:53,143 epoch 116 - iter 228/577 - loss 0.11453957
2019-01-28 18:30:01,115 epoch 116 - iter 285/577 - loss 0.11398498
2019-01-28 18:30:09,288 epoch 116 - iter 342/577 - loss 0.11174008
2019-01-28 18:30:17,430 epoch 116 - iter 399/577 - loss 0.11240244
2019-01-28 18:30:25,498 epoch 116 - iter 456/577 - loss 0.11158716
2019-01-28 18:30:33,591 epoch 116 - iter 513/577 - loss 0.11423128
2019-01-28 18:30:41,647 epoch 116 - iter 570/577 - loss 0.11165920
2019-01-28 18:30:43,302 ----------------------------------------------------------------------------------------------------
2019-01-28 18:30:43,302 EPOCH 116 done: loss 0.1130 - lr 0.0008 - bad epochs 3
2019-01-28 18:30:57,866 TEST : loss 1.29496861 - f-score 0.9295 - acc 0.9296
2019-01-28 18:30:57,877 ----------------------------------------------------------------------------------------------------
2019-01-28 18:30:58,014 epoch 117 - iter 0/577 - loss 0.09079564
2019-01-28 18:31:05,767 epoch 117 - iter 57/577 - loss 0.12347046
2019-01-28 18:31:13,642 epoch 117 - iter 114/577 - loss 0.12657617
2019-01-28 18:31:21,729 epoch 117 - iter 171/577 - loss 0.13224680
2019-01-28 18:31:30,340 epoch 117 - iter 228/577 - loss 0.13288428
2019-01-28 18:31:39,008 epoch 117 - iter 285/577 - loss 0.12612442
2019-01-28 18:31:47,288 epoch 117 - iter 342/577 - loss 0.11849557
2019-01-28 18:31:55,708 epoch 117 - iter 399/577 - loss 0.11791729
2019-01-28 18:32:04,131 epoch 117 - iter 456/577 - loss 0.11777845
2019-01-28 18:32:12,671 epoch 117 - iter 513/577 - loss 0.11534712
2019-01-28 18:32:20,609 epoch 117 - iter 570/577 - loss 0.11601984
2019-01-28 18:32:22,304 ----------------------------------------------------------------------------------------------------
2019-01-28 18:32:22,304 EPOCH 117 done: loss 0.1155 - lr 0.0004 - bad epochs 0
2019-01-28 18:32:36,945 TEST : loss 1.29519260 - f-score 0.9295 - acc 0.9296
2019-01-28 18:32:36,949 ----------------------------------------------------------------------------------------------------
2019-01-28 18:32:37,088 epoch 118 - iter 0/577 - loss 0.01478815
2019-01-28 18:32:45,055 epoch 118 - iter 57/577 - loss 0.08607368
2019-01-28 18:32:53,561 epoch 118 - iter 114/577 - loss 0.10432380
2019-01-28 18:33:01,609 epoch 118 - iter 171/577 - loss 0.11445875
2019-01-28 18:33:09,801 epoch 118 - iter 228/577 - loss 0.12189355
2019-01-28 18:33:17,539 epoch 118 - iter 285/577 - loss 0.11577215
2019-01-28 18:33:25,489 epoch 118 - iter 342/577 - loss 0.11455025
2019-01-28 18:33:33,485 epoch 118 - iter 399/577 - loss 0.11255768
2019-01-28 18:33:41,563 epoch 118 - iter 456/577 - loss 0.10835839
2019-01-28 18:33:49,737 epoch 118 - iter 513/577 - loss 0.10790534
2019-01-28 18:33:57,628 epoch 118 - iter 570/577 - loss 0.10652268
2019-01-28 18:33:59,376 ----------------------------------------------------------------------------------------------------
2019-01-28 18:33:59,377 EPOCH 118 done: loss 0.1060 - lr 0.0004 - bad epochs 1
2019-01-28 18:34:13,982 TEST : loss 1.29548395 - f-score 0.9297 - acc 0.9297
2019-01-28 18:34:13,988 ----------------------------------------------------------------------------------------------------
2019-01-28 18:34:14,134 epoch 119 - iter 0/577 - loss 0.01619297
2019-01-28 18:34:22,401 epoch 119 - iter 57/577 - loss 0.10346381
2019-01-28 18:34:30,489 epoch 119 - iter 114/577 - loss 0.09133712
2019-01-28 18:34:38,509 epoch 119 - iter 171/577 - loss 0.08974768
2019-01-28 18:34:46,738 epoch 119 - iter 228/577 - loss 0.09637617
2019-01-28 18:34:55,334 epoch 119 - iter 285/577 - loss 0.09939286
2019-01-28 18:35:03,395 epoch 119 - iter 342/577 - loss 0.09781589
2019-01-28 18:35:11,458 epoch 119 - iter 399/577 - loss 0.10397721
2019-01-28 18:35:19,797 epoch 119 - iter 456/577 - loss 0.10677547
2019-01-28 18:35:27,868 epoch 119 - iter 513/577 - loss 0.10636525
2019-01-28 18:35:36,237 epoch 119 - iter 570/577 - loss 0.10788177
2019-01-28 18:35:37,875 ----------------------------------------------------------------------------------------------------
2019-01-28 18:35:37,875 EPOCH 119 done: loss 0.1096 - lr 0.0004 - bad epochs 2
2019-01-28 18:35:52,548 TEST : loss 1.29586196 - f-score 0.9297 - acc 0.9297
2019-01-28 18:35:52,564 ----------------------------------------------------------------------------------------------------
2019-01-28 18:35:52,727 epoch 120 - iter 0/577 - loss 0.16403970
2019-01-28 18:36:00,703 epoch 120 - iter 57/577 - loss 0.12615308
2019-01-28 18:36:08,818 epoch 120 - iter 114/577 - loss 0.11988665
2019-01-28 18:36:16,889 epoch 120 - iter 171/577 - loss 0.11838220
2019-01-28 18:36:24,867 epoch 120 - iter 228/577 - loss 0.11804524
2019-01-28 18:36:32,986 epoch 120 - iter 285/577 - loss 0.11731277
2019-01-28 18:36:41,067 epoch 120 - iter 342/577 - loss 0.11272632
2019-01-28 18:36:49,296 epoch 120 - iter 399/577 - loss 0.11343973
2019-01-28 18:36:57,069 epoch 120 - iter 456/577 - loss 0.11108778
2019-01-28 18:37:05,308 epoch 120 - iter 513/577 - loss 0.11215007
2019-01-28 18:37:13,331 epoch 120 - iter 570/577 - loss 0.11114302
2019-01-28 18:37:14,796 ----------------------------------------------------------------------------------------------------
2019-01-28 18:37:14,796 EPOCH 120 done: loss 0.1112 - lr 0.0004 - bad epochs 3
2019-01-28 18:37:29,477 TEST : loss 1.29472458 - f-score 0.9295 - acc 0.9296
2019-01-28 18:37:29,486 ----------------------------------------------------------------------------------------------------
2019-01-28 18:37:29,647 epoch 121 - iter 0/577 - loss 0.21197045
2019-01-28 18:37:37,656 epoch 121 - iter 57/577 - loss 0.09290429
2019-01-28 18:37:45,559 epoch 121 - iter 114/577 - loss 0.10075983
2019-01-28 18:37:53,560 epoch 121 - iter 171/577 - loss 0.10019215
2019-01-28 18:38:01,541 epoch 121 - iter 228/577 - loss 0.09914842
2019-01-28 18:38:09,458 epoch 121 - iter 285/577 - loss 0.10045619
2019-01-28 18:38:17,361 epoch 121 - iter 342/577 - loss 0.09783057
2019-01-28 18:38:25,504 epoch 121 - iter 399/577 - loss 0.10160575
2019-01-28 18:38:33,635 epoch 121 - iter 456/577 - loss 0.09817358
2019-01-28 18:38:41,744 epoch 121 - iter 513/577 - loss 0.10178991
2019-01-28 18:38:49,827 epoch 121 - iter 570/577 - loss 0.10312273
2019-01-28 18:38:51,366 ----------------------------------------------------------------------------------------------------
2019-01-28 18:38:51,367 EPOCH 121 done: loss 0.1050 - lr 0.0002 - bad epochs 0
2019-01-28 18:39:06,070 TEST : loss 1.29512548 - f-score 0.9297 - acc 0.9297
2019-01-28 18:39:06,077 ----------------------------------------------------------------------------------------------------
2019-01-28 18:39:06,228 epoch 122 - iter 0/577 - loss 0.08154052
2019-01-28 18:39:14,467 epoch 122 - iter 57/577 - loss 0.09678282
2019-01-28 18:39:22,770 epoch 122 - iter 114/577 - loss 0.10636476
2019-01-28 18:39:30,653 epoch 122 - iter 171/577 - loss 0.11709254
2019-01-28 18:39:39,342 epoch 122 - iter 228/577 - loss 0.10715932
2019-01-28 18:39:47,470 epoch 122 - iter 285/577 - loss 0.11239473
2019-01-28 18:39:55,572 epoch 122 - iter 342/577 - loss 0.11454527
2019-01-28 18:40:03,709 epoch 122 - iter 399/577 - loss 0.11427067
2019-01-28 18:40:11,819 epoch 122 - iter 456/577 - loss 0.11716527
2019-01-28 18:40:19,818 epoch 122 - iter 513/577 - loss 0.11877492
2019-01-28 18:40:28,074 epoch 122 - iter 570/577 - loss 0.11674026
2019-01-28 18:40:29,726 ----------------------------------------------------------------------------------------------------
2019-01-28 18:40:29,727 EPOCH 122 done: loss 0.1172 - lr 0.0002 - bad epochs 1
2019-01-28 18:40:44,277 TEST : loss 1.29524219 - f-score 0.9297 - acc 0.9297
2019-01-28 18:40:44,283 ----------------------------------------------------------------------------------------------------
2019-01-28 18:40:44,415 epoch 123 - iter 0/577 - loss 0.23048210
2019-01-28 18:40:52,545 epoch 123 - iter 57/577 - loss 0.09036252
2019-01-28 18:41:00,475 epoch 123 - iter 114/577 - loss 0.09352591
2019-01-28 18:41:08,571 epoch 123 - iter 171/577 - loss 0.09640999
2019-01-28 18:41:16,683 epoch 123 - iter 228/577 - loss 0.10191623
2019-01-28 18:41:24,864 epoch 123 - iter 285/577 - loss 0.10528202
2019-01-28 18:41:33,110 epoch 123 - iter 342/577 - loss 0.10227608
2019-01-28 18:41:41,237 epoch 123 - iter 399/577 - loss 0.10346998
2019-01-28 18:41:49,152 epoch 123 - iter 456/577 - loss 0.10431506
2019-01-28 18:41:56,920 epoch 123 - iter 513/577 - loss 0.10774363
2019-01-28 18:42:05,025 epoch 123 - iter 570/577 - loss 0.10761920
2019-01-28 18:42:06,505 ----------------------------------------------------------------------------------------------------
2019-01-28 18:42:06,505 EPOCH 123 done: loss 0.1090 - lr 0.0002 - bad epochs 2
2019-01-28 18:42:21,123 TEST : loss 1.29513812 - f-score 0.9301 - acc 0.9301
2019-01-28 18:42:21,127 ----------------------------------------------------------------------------------------------------
2019-01-28 18:42:21,262 epoch 124 - iter 0/577 - loss 0.03080022
2019-01-28 18:42:29,103 epoch 124 - iter 57/577 - loss 0.12167401
2019-01-28 18:42:36,859 epoch 124 - iter 114/577 - loss 0.12703624
2019-01-28 18:42:44,779 epoch 124 - iter 171/577 - loss 0.11916086
2019-01-28 18:42:52,793 epoch 124 - iter 228/577 - loss 0.11510948
2019-01-28 18:43:00,723 epoch 124 - iter 285/577 - loss 0.11340893
2019-01-28 18:43:09,096 epoch 124 - iter 342/577 - loss 0.11543786
2019-01-28 18:43:17,185 epoch 124 - iter 399/577 - loss 0.11627229
2019-01-28 18:43:25,179 epoch 124 - iter 456/577 - loss 0.12155058
2019-01-28 18:43:33,213 epoch 124 - iter 513/577 - loss 0.12034779
2019-01-28 18:43:41,368 epoch 124 - iter 570/577 - loss 0.11739608
2019-01-28 18:43:43,157 ----------------------------------------------------------------------------------------------------
2019-01-28 18:43:43,158 EPOCH 124 done: loss 0.1176 - lr 0.0002 - bad epochs 3
2019-01-28 18:43:57,778 TEST : loss 1.29535306 - f-score 0.9301 - acc 0.9301
2019-01-28 18:43:57,783 ----------------------------------------------------------------------------------------------------
2019-01-28 18:43:57,784 ----------------------------------------------------------------------------------------------------
2019-01-28 18:43:57,784 learning rate too small - quitting training!
2019-01-28 18:43:57,784 ----------------------------------------------------------------------------------------------------
2019-01-28 18:44:20,892 ----------------------------------------------------------------------------------------------------
2019-01-28 18:44:20,895 Testing using best model ...
2019-01-28 18:44:35,399 MICRO_AVG: acc 0.9301 - f1-score 0.9301
2019-01-28 18:44:35,401 MACRO_AVG: acc 0.9168 - f1-score 0.9144
2019-01-28 18:44:35,401 LOC        tp: 1574 - fp: 109 - fn: 94 - tn: 1574 - precision: 0.9352 - recall: 0.9436 - accuracy: 0.9394 - f1-score: 0.9394
2019-01-28 18:44:35,401 MISC       tp: 588 - fp: 117 - fn: 114 - tn: 588 - precision: 0.8340 - recall: 0.8376 - accuracy: 0.8358 - f1-score: 0.8358
2019-01-28 18:44:35,401 ORG        tp: 1535 - fp: 147 - fn: 126 - tn: 1535 - precision: 0.9126 - recall: 0.9241 - accuracy: 0.9183 - f1-score: 0.9183
2019-01-28 18:44:35,402 PER        tp: 1571 - fp: 39 - fn: 46 - tn: 1571 - precision: 0.9758 - recall: 0.9716 - accuracy: 0.9737 - f1-score: 0.9737
2019-01-28 18:44:35,402 ----------------------------------------------------------------------------------------------------
2019-01-28 18:44:35,416 Reading data from /home/aakbik/.flair/datasets/conll_03
2019-01-28 18:44:35,416 Train: /home/aakbik/.flair/datasets/conll_03/eng.train
2019-01-28 18:44:35,417 Dev: /home/aakbik/.flair/datasets/conll_03/eng.testa
2019-01-28 18:44:35,417 Test: /home/aakbik/.flair/datasets/conll_03/eng.testb
2019-01-28 18:44:42,305 ----------------------------------------------------------------------------------------------------
2019-01-28 18:44:42,305 Evaluation method: MICRO_F1_SCORE
2019-01-28 18:44:42,337 ----------------------------------------------------------------------------------------------------
2019-01-28 18:44:46,976 epoch 1 - iter 0/577 - loss 49.52373505
2019-01-28 18:45:00,967 epoch 1 - iter 57/577 - loss 10.16031074
2019-01-28 18:45:14,800 epoch 1 - iter 114/577 - loss 7.11816345
2019-01-28 18:45:28,799 epoch 1 - iter 171/577 - loss 5.78664043
2019-01-28 18:45:42,971 epoch 1 - iter 228/577 - loss 4.93310567
2019-01-28 18:45:56,963 epoch 1 - iter 285/577 - loss 4.35982815
2019-01-28 18:46:12,645 epoch 1 - iter 342/577 - loss 3.99024098
2019-01-28 18:46:26,760 epoch 1 - iter 399/577 - loss 3.66514416
2019-01-28 18:46:40,629 epoch 1 - iter 456/577 - loss 3.42898014
2019-01-28 18:46:55,173 epoch 1 - iter 513/577 - loss 3.22127872
2019-01-28 18:47:09,256 epoch 1 - iter 570/577 - loss 3.04017230
2019-01-28 18:47:11,499 ----------------------------------------------------------------------------------------------------
2019-01-28 18:47:11,500 EPOCH 1 done: loss 3.0277 - lr 0.1000 - bad epochs 0
2019-01-28 18:47:36,061 TEST : loss 1.08769608 - f-score 0.8804 - acc 0.8804
2019-01-28 18:47:36,067 ----------------------------------------------------------------------------------------------------
2019-01-28 18:47:36,230 epoch 2 - iter 0/577 - loss 2.02303529
2019-01-28 18:47:44,127 epoch 2 - iter 57/577 - loss 1.46883765
2019-01-28 18:47:52,295 epoch 2 - iter 114/577 - loss 1.38517266
2019-01-28 18:48:00,217 epoch 2 - iter 171/577 - loss 1.29588283
2019-01-28 18:48:08,382 epoch 2 - iter 228/577 - loss 1.28452054
2019-01-28 18:48:16,437 epoch 2 - iter 285/577 - loss 1.25254544
2019-01-28 18:48:24,548 epoch 2 - iter 342/577 - loss 1.22634057
2019-01-28 18:48:33,014 epoch 2 - iter 399/577 - loss 1.22509246
2019-01-28 18:48:41,416 epoch 2 - iter 456/577 - loss 1.20097384
2019-01-28 18:48:49,501 epoch 2 - iter 513/577 - loss 1.18388853
2019-01-28 18:48:57,596 epoch 2 - iter 570/577 - loss 1.16573396
2019-01-28 18:48:59,219 ----------------------------------------------------------------------------------------------------
2019-01-28 18:48:59,219 EPOCH 2 done: loss 1.1613 - lr 0.1000 - bad epochs 0
2019-01-28 18:49:13,722 TEST : loss 0.89408219 - f-score 0.8951 - acc 0.8951
2019-01-28 18:49:13,725 ----------------------------------------------------------------------------------------------------
2019-01-28 18:49:13,852 epoch 3 - iter 0/577 - loss 1.41343153
2019-01-28 18:49:22,004 epoch 3 - iter 57/577 - loss 0.93302583
2019-01-28 18:49:30,220 epoch 3 - iter 114/577 - loss 1.01161424
2019-01-28 18:49:38,450 epoch 3 - iter 171/577 - loss 1.00738073
2019-01-28 18:49:46,623 epoch 3 - iter 228/577 - loss 0.97515954
2019-01-28 18:49:54,743 epoch 3 - iter 285/577 - loss 0.96293985
2019-01-28 18:50:02,853 epoch 3 - iter 342/577 - loss 0.94693093
2019-01-28 18:50:10,990 epoch 3 - iter 399/577 - loss 0.96069011
2019-01-28 18:50:19,263 epoch 3 - iter 456/577 - loss 0.94043179
2019-01-28 18:50:27,697 epoch 3 - iter 513/577 - loss 0.92987720
2019-01-28 18:50:35,858 epoch 3 - iter 570/577 - loss 0.92276463
2019-01-28 18:50:37,649 ----------------------------------------------------------------------------------------------------
2019-01-28 18:50:37,650 EPOCH 3 done: loss 0.9230 - lr 0.1000 - bad epochs 0
2019-01-28 18:50:52,104 TEST : loss 0.76766282 - f-score 0.9138 - acc 0.9138
2019-01-28 18:50:52,111 ----------------------------------------------------------------------------------------------------
2019-01-28 18:50:52,261 epoch 4 - iter 0/577 - loss 1.48296475
2019-01-28 18:51:00,377 epoch 4 - iter 57/577 - loss 0.85993433
2019-01-28 18:51:08,508 epoch 4 - iter 114/577 - loss 0.81323559
2019-01-28 18:51:16,497 epoch 4 - iter 171/577 - loss 0.80016433
2019-01-28 18:51:24,491 epoch 4 - iter 228/577 - loss 0.80101391
2019-01-28 18:51:32,358 epoch 4 - iter 285/577 - loss 0.80209390
2019-01-28 18:51:40,272 epoch 4 - iter 342/577 - loss 0.81487544
2019-01-28 18:51:48,336 epoch 4 - iter 399/577 - loss 0.81856872
2019-01-28 18:51:56,364 epoch 4 - iter 456/577 - loss 0.80634449
2019-01-28 18:52:04,356 epoch 4 - iter 513/577 - loss 0.79459334
2019-01-28 18:52:12,839 epoch 4 - iter 570/577 - loss 0.78763940
2019-01-28 18:52:14,467 ----------------------------------------------------------------------------------------------------
2019-01-28 18:52:14,468 EPOCH 4 done: loss 0.7881 - lr 0.1000 - bad epochs 0
2019-01-28 18:52:30,236 TEST : loss 0.83902788 - f-score 0.9082 - acc 0.9082
2019-01-28 18:52:30,243 ----------------------------------------------------------------------------------------------------
2019-01-28 18:52:30,396 epoch 5 - iter 0/577 - loss 0.51900727
2019-01-28 18:52:38,355 epoch 5 - iter 57/577 - loss 0.70289481
2019-01-28 18:52:46,262 epoch 5 - iter 114/577 - loss 0.71697516
2019-01-28 18:52:54,442 epoch 5 - iter 171/577 - loss 0.70809054
2019-01-28 18:53:02,652 epoch 5 - iter 228/577 - loss 0.72841546
2019-01-28 18:53:10,841 epoch 5 - iter 285/577 - loss 0.71933251
2019-01-28 18:53:18,995 epoch 5 - iter 342/577 - loss 0.71276127
2019-01-28 18:53:27,169 epoch 5 - iter 399/577 - loss 0.70917884
2019-01-28 18:53:35,464 epoch 5 - iter 456/577 - loss 0.70594461
2019-01-28 18:53:43,684 epoch 5 - iter 513/577 - loss 0.70903386
2019-01-28 18:53:51,704 epoch 5 - iter 570/577 - loss 0.70449143
2019-01-28 18:53:53,394 ----------------------------------------------------------------------------------------------------
2019-01-28 18:53:53,394 EPOCH 5 done: loss 0.7028 - lr 0.1000 - bad epochs 0
2019-01-28 18:54:07,962 TEST : loss 0.79903090 - f-score 0.9129 - acc 0.9129
2019-01-28 18:54:07,968 ----------------------------------------------------------------------------------------------------
2019-01-28 18:54:08,123 epoch 6 - iter 0/577 - loss 0.34397298
2019-01-28 18:54:16,263 epoch 6 - iter 57/577 - loss 0.63692568
2019-01-28 18:54:24,304 epoch 6 - iter 114/577 - loss 0.66513816
2019-01-28 18:54:32,470 epoch 6 - iter 171/577 - loss 0.67135700
2019-01-28 18:54:40,745 epoch 6 - iter 228/577 - loss 0.66419092
2019-01-28 18:54:49,183 epoch 6 - iter 285/577 - loss 0.64605890
2019-01-28 18:54:57,400 epoch 6 - iter 342/577 - loss 0.64572464
2019-01-28 18:55:05,701 epoch 6 - iter 399/577 - loss 0.64326881
2019-01-28 18:55:13,896 epoch 6 - iter 456/577 - loss 0.64183814
2019-01-28 18:55:22,037 epoch 6 - iter 513/577 - loss 0.64638899
2019-01-28 18:55:29,872 epoch 6 - iter 570/577 - loss 0.64115450
2019-01-28 18:55:31,469 ----------------------------------------------------------------------------------------------------
2019-01-28 18:55:31,469 EPOCH 6 done: loss 0.6412 - lr 0.1000 - bad epochs 0
2019-01-28 18:55:45,964 TEST : loss 0.77422941 - f-score 0.9185 - acc 0.9185
2019-01-28 18:55:45,970 ----------------------------------------------------------------------------------------------------
2019-01-28 18:55:46,124 epoch 7 - iter 0/577 - loss 0.27059931
2019-01-28 18:55:54,364 epoch 7 - iter 57/577 - loss 0.50559934
2019-01-28 18:56:02,340 epoch 7 - iter 114/577 - loss 0.55248051
2019-01-28 18:56:10,193 epoch 7 - iter 171/577 - loss 0.56039919
2019-01-28 18:56:18,153 epoch 7 - iter 228/577 - loss 0.55919951
2019-01-28 18:56:26,160 epoch 7 - iter 285/577 - loss 0.56454680
2019-01-28 18:56:34,342 epoch 7 - iter 342/577 - loss 0.56860763
2019-01-28 18:56:42,558 epoch 7 - iter 399/577 - loss 0.57284905
2019-01-28 18:56:50,819 epoch 7 - iter 456/577 - loss 0.56066610
2019-01-28 18:56:58,991 epoch 7 - iter 513/577 - loss 0.56426129
2019-01-28 18:57:06,876 epoch 7 - iter 570/577 - loss 0.57045991
2019-01-28 18:57:08,437 ----------------------------------------------------------------------------------------------------
2019-01-28 18:57:08,438 EPOCH 7 done: loss 0.5734 - lr 0.1000 - bad epochs 0
2019-01-28 18:57:22,898 TEST : loss 0.78330678 - f-score 0.9175 - acc 0.9175
2019-01-28 18:57:22,906 ----------------------------------------------------------------------------------------------------
2019-01-28 18:57:23,052 epoch 8 - iter 0/577 - loss 0.38926753
2019-01-28 18:57:31,075 epoch 8 - iter 57/577 - loss 0.47581601
2019-01-28 18:57:39,125 epoch 8 - iter 114/577 - loss 0.51448111
2019-01-28 18:57:47,237 epoch 8 - iter 171/577 - loss 0.53653002
2019-01-28 18:57:55,117 epoch 8 - iter 228/577 - loss 0.51954557
2019-01-28 18:58:03,398 epoch 8 - iter 285/577 - loss 0.52245929
2019-01-28 18:58:12,045 epoch 8 - iter 342/577 - loss 0.53320001
2019-01-28 18:58:20,353 epoch 8 - iter 399/577 - loss 0.53334443
2019-01-28 18:58:28,584 epoch 8 - iter 456/577 - loss 0.53718753
2019-01-28 18:58:36,967 epoch 8 - iter 513/577 - loss 0.53291717
2019-01-28 18:58:45,420 epoch 8 - iter 570/577 - loss 0.53309547
2019-01-28 18:58:47,123 ----------------------------------------------------------------------------------------------------
2019-01-28 18:58:47,123 EPOCH 8 done: loss 0.5328 - lr 0.1000 - bad epochs 0
2019-01-28 18:59:01,675 TEST : loss 0.78710634 - f-score 0.9187 - acc 0.9187
2019-01-28 18:59:01,686 ----------------------------------------------------------------------------------------------------
2019-01-28 18:59:01,842 epoch 9 - iter 0/577 - loss 0.34719211
2019-01-28 18:59:09,820 epoch 9 - iter 57/577 - loss 0.43902949
2019-01-28 18:59:18,248 epoch 9 - iter 114/577 - loss 0.46211775
2019-01-28 18:59:26,333 epoch 9 - iter 171/577 - loss 0.48126116
2019-01-28 18:59:34,600 epoch 9 - iter 228/577 - loss 0.47746744
2019-01-28 18:59:42,946 epoch 9 - iter 285/577 - loss 0.48182589
2019-01-28 18:59:51,009 epoch 9 - iter 342/577 - loss 0.48228786
2019-01-28 18:59:59,054 epoch 9 - iter 399/577 - loss 0.49104223
2019-01-28 19:00:07,443 epoch 9 - iter 456/577 - loss 0.50523878
2019-01-28 19:00:15,481 epoch 9 - iter 513/577 - loss 0.50643942
2019-01-28 19:00:23,413 epoch 9 - iter 570/577 - loss 0.50433565
2019-01-28 19:00:24,921 ----------------------------------------------------------------------------------------------------
2019-01-28 19:00:24,922 EPOCH 9 done: loss 0.5046 - lr 0.1000 - bad epochs 0
2019-01-28 19:00:39,504 TEST : loss 0.74172467 - f-score 0.9210 - acc 0.9211
2019-01-28 19:00:39,510 ----------------------------------------------------------------------------------------------------
2019-01-28 19:00:39,636 epoch 10 - iter 0/577 - loss 0.28786391
2019-01-28 19:00:47,643 epoch 10 - iter 57/577 - loss 0.45222147
2019-01-28 19:00:55,834 epoch 10 - iter 114/577 - loss 0.46784739
2019-01-28 19:01:04,264 epoch 10 - iter 171/577 - loss 0.47316140
2019-01-28 19:01:12,354 epoch 10 - iter 228/577 - loss 0.45323429
2019-01-28 19:01:20,650 epoch 10 - iter 285/577 - loss 0.45997797
2019-01-28 19:01:28,929 epoch 10 - iter 342/577 - loss 0.46739841
2019-01-28 19:01:36,962 epoch 10 - iter 399/577 - loss 0.46751471
2019-01-28 19:01:44,989 epoch 10 - iter 456/577 - loss 0.47140417
2019-01-28 19:01:52,975 epoch 10 - iter 513/577 - loss 0.47719932
2019-01-28 19:02:01,040 epoch 10 - iter 570/577 - loss 0.47875467
2019-01-28 19:02:02,773 ----------------------------------------------------------------------------------------------------
2019-01-28 19:02:02,773 EPOCH 10 done: loss 0.4800 - lr 0.1000 - bad epochs 0
2019-01-28 19:02:17,179 TEST : loss 0.80228931 - f-score 0.9177 - acc 0.9178
2019-01-28 19:02:17,193 ----------------------------------------------------------------------------------------------------
2019-01-28 19:02:17,332 epoch 11 - iter 0/577 - loss 0.83877218
2019-01-28 19:02:25,965 epoch 11 - iter 57/577 - loss 0.40659024
2019-01-28 19:02:34,326 epoch 11 - iter 114/577 - loss 0.44417754
2019-01-28 19:02:42,675 epoch 11 - iter 171/577 - loss 0.45001225
2019-01-28 19:02:51,086 epoch 11 - iter 228/577 - loss 0.46020120
2019-01-28 19:02:58,992 epoch 11 - iter 285/577 - loss 0.45746569
2019-01-28 19:03:07,142 epoch 11 - iter 342/577 - loss 0.45528031
2019-01-28 19:03:15,177 epoch 11 - iter 399/577 - loss 0.46488430
2019-01-28 19:03:23,364 epoch 11 - iter 456/577 - loss 0.46068500
2019-01-28 19:03:37,690 epoch 11 - iter 513/577 - loss 0.45845591
2019-01-28 19:03:45,918 epoch 11 - iter 570/577 - loss 0.46434002
2019-01-28 19:03:47,783 ----------------------------------------------------------------------------------------------------
2019-01-28 19:03:47,783 EPOCH 11 done: loss 0.4655 - lr 0.1000 - bad epochs 0
2019-01-28 19:04:02,227 TEST : loss 0.79622424 - f-score 0.9212 - acc 0.9213
2019-01-28 19:04:02,237 ----------------------------------------------------------------------------------------------------
2019-01-28 19:04:02,374 epoch 12 - iter 0/577 - loss 0.73711604
2019-01-28 19:04:10,322 epoch 12 - iter 57/577 - loss 0.39226228
2019-01-28 19:04:18,197 epoch 12 - iter 114/577 - loss 0.40399054
2019-01-28 19:04:26,460 epoch 12 - iter 171/577 - loss 0.42652839
2019-01-28 19:04:34,663 epoch 12 - iter 228/577 - loss 0.41517800
2019-01-28 19:04:42,909 epoch 12 - iter 285/577 - loss 0.40724944
2019-01-28 19:04:50,667 epoch 12 - iter 342/577 - loss 0.41334074
2019-01-28 19:04:58,576 epoch 12 - iter 399/577 - loss 0.41281227
2019-01-28 19:05:06,476 epoch 12 - iter 456/577 - loss 0.41435680
2019-01-28 19:05:14,514 epoch 12 - iter 513/577 - loss 0.42221101
2019-01-28 19:05:22,593 epoch 12 - iter 570/577 - loss 0.42365034
2019-01-28 19:05:24,054 ----------------------------------------------------------------------------------------------------
2019-01-28 19:05:24,054 EPOCH 12 done: loss 0.4252 - lr 0.1000 - bad epochs 0
2019-01-28 19:05:38,573 TEST : loss 0.79136378 - f-score 0.9214 - acc 0.9214
2019-01-28 19:05:38,582 ----------------------------------------------------------------------------------------------------
2019-01-28 19:05:38,729 epoch 13 - iter 0/577 - loss 0.40347487
2019-01-28 19:05:46,682 epoch 13 - iter 57/577 - loss 0.37711486
2019-01-28 19:05:54,704 epoch 13 - iter 114/577 - loss 0.40172663
2019-01-28 19:06:02,661 epoch 13 - iter 171/577 - loss 0.40085112
2019-01-28 19:06:10,673 epoch 13 - iter 228/577 - loss 0.41494291
2019-01-28 19:06:18,652 epoch 13 - iter 285/577 - loss 0.42418496
2019-01-28 19:06:26,678 epoch 13 - iter 342/577 - loss 0.43022958
2019-01-28 19:06:35,030 epoch 13 - iter 399/577 - loss 0.42885273
2019-01-28 19:06:43,038 epoch 13 - iter 456/577 - loss 0.42578493
2019-01-28 19:06:51,346 epoch 13 - iter 513/577 - loss 0.42202877
2019-01-28 19:06:59,429 epoch 13 - iter 570/577 - loss 0.42077672
2019-01-28 19:07:01,038 ----------------------------------------------------------------------------------------------------
2019-01-28 19:07:01,038 EPOCH 13 done: loss 0.4217 - lr 0.1000 - bad epochs 0
2019-01-28 19:07:15,547 TEST : loss 0.83039421 - f-score 0.9201 - acc 0.9201
2019-01-28 19:07:15,550 ----------------------------------------------------------------------------------------------------
2019-01-28 19:07:15,710 epoch 14 - iter 0/577 - loss 0.23688582
2019-01-28 19:07:24,302 epoch 14 - iter 57/577 - loss 0.39891410
2019-01-28 19:07:32,446 epoch 14 - iter 114/577 - loss 0.39589371
2019-01-28 19:07:40,630 epoch 14 - iter 171/577 - loss 0.40502983
2019-01-28 19:07:48,757 epoch 14 - iter 228/577 - loss 0.41285253
2019-01-28 19:07:56,879 epoch 14 - iter 285/577 - loss 0.39626375
2019-01-28 19:08:05,093 epoch 14 - iter 342/577 - loss 0.39715143
2019-01-28 19:08:13,405 epoch 14 - iter 399/577 - loss 0.39211813
2019-01-28 19:08:21,478 epoch 14 - iter 456/577 - loss 0.39750741
2019-01-28 19:08:29,711 epoch 14 - iter 513/577 - loss 0.39619452
2019-01-28 19:08:38,044 epoch 14 - iter 570/577 - loss 0.39582456
2019-01-28 19:08:39,725 ----------------------------------------------------------------------------------------------------
2019-01-28 19:08:39,725 EPOCH 14 done: loss 0.3955 - lr 0.1000 - bad epochs 0
2019-01-28 19:08:54,286 TEST : loss 0.81827766 - f-score 0.9242 - acc 0.9242
2019-01-28 19:08:54,295 ----------------------------------------------------------------------------------------------------
2019-01-28 19:08:54,453 epoch 15 - iter 0/577 - loss 0.51992130
2019-01-28 19:09:02,569 epoch 15 - iter 57/577 - loss 0.42527520
2019-01-28 19:09:10,656 epoch 15 - iter 114/577 - loss 0.42405772
2019-01-28 19:09:18,704 epoch 15 - iter 171/577 - loss 0.40810684
2019-01-28 19:09:26,925 epoch 15 - iter 228/577 - loss 0.40284816
2019-01-28 19:09:35,025 epoch 15 - iter 285/577 - loss 0.39682773
2019-01-28 19:09:42,968 epoch 15 - iter 342/577 - loss 0.39253310
2019-01-28 19:09:50,681 epoch 15 - iter 399/577 - loss 0.39289285
2019-01-28 19:09:58,525 epoch 15 - iter 456/577 - loss 0.39740209
2019-01-28 19:10:06,494 epoch 15 - iter 513/577 - loss 0.40589810
2019-01-28 19:10:14,547 epoch 15 - iter 570/577 - loss 0.40405762
2019-01-28 19:10:16,140 ----------------------------------------------------------------------------------------------------
2019-01-28 19:10:16,140 EPOCH 15 done: loss 0.4057 - lr 0.1000 - bad epochs 0
2019-01-28 19:10:30,574 TEST : loss 0.84705532 - f-score 0.9218 - acc 0.9218
2019-01-28 19:10:30,583 ----------------------------------------------------------------------------------------------------
2019-01-28 19:10:30,728 epoch 16 - iter 0/577 - loss 0.19963926
2019-01-28 19:10:39,141 epoch 16 - iter 57/577 - loss 0.37102434
2019-01-28 19:10:47,436 epoch 16 - iter 114/577 - loss 0.36066420
2019-01-28 19:10:55,620 epoch 16 - iter 171/577 - loss 0.35490443
2019-01-28 19:11:03,614 epoch 16 - iter 228/577 - loss 0.36236021
2019-01-28 19:11:11,770 epoch 16 - iter 285/577 - loss 0.37680196
2019-01-28 19:11:19,811 epoch 16 - iter 342/577 - loss 0.37678985
2019-01-28 19:11:27,967 epoch 16 - iter 399/577 - loss 0.38238850
2019-01-28 19:11:35,920 epoch 16 - iter 456/577 - loss 0.37633994
2019-01-28 19:11:43,990 epoch 16 - iter 513/577 - loss 0.37975017
2019-01-28 19:11:52,060 epoch 16 - iter 570/577 - loss 0.38348157
2019-01-28 19:11:53,690 ----------------------------------------------------------------------------------------------------
2019-01-28 19:11:53,691 EPOCH 16 done: loss 0.3836 - lr 0.1000 - bad epochs 1
2019-01-28 19:12:08,107 TEST : loss 0.79815918 - f-score 0.9249 - acc 0.9249
2019-01-28 19:12:08,115 ----------------------------------------------------------------------------------------------------
2019-01-28 19:12:08,270 epoch 17 - iter 0/577 - loss 0.54054916
2019-01-28 19:12:16,259 epoch 17 - iter 57/577 - loss 0.35518310
2019-01-28 19:12:24,248 epoch 17 - iter 114/577 - loss 0.36940469
2019-01-28 19:12:32,536 epoch 17 - iter 171/577 - loss 0.36423825
2019-01-28 19:12:40,815 epoch 17 - iter 228/577 - loss 0.36968241
2019-01-28 19:12:48,970 epoch 17 - iter 285/577 - loss 0.35596405
2019-01-28 19:12:57,500 epoch 17 - iter 342/577 - loss 0.35741404
2019-01-28 19:13:05,677 epoch 17 - iter 399/577 - loss 0.36133768
2019-01-28 19:13:13,924 epoch 17 - iter 456/577 - loss 0.36796653
2019-01-28 19:13:22,267 epoch 17 - iter 513/577 - loss 0.36948492
2019-01-28 19:13:30,451 epoch 17 - iter 570/577 - loss 0.37323533
2019-01-28 19:13:32,154 ----------------------------------------------------------------------------------------------------
2019-01-28 19:13:32,154 EPOCH 17 done: loss 0.3725 - lr 0.1000 - bad epochs 0
2019-01-28 19:13:46,644 TEST : loss 0.81526005 - f-score 0.9255 - acc 0.9255
2019-01-28 19:13:46,655 ----------------------------------------------------------------------------------------------------
2019-01-28 19:13:46,801 epoch 18 - iter 0/577 - loss 0.27730817
2019-01-28 19:13:54,944 epoch 18 - iter 57/577 - loss 0.33138741
2019-01-28 19:14:03,041 epoch 18 - iter 114/577 - loss 0.34336742
2019-01-28 19:14:10,996 epoch 18 - iter 171/577 - loss 0.34719461
2019-01-28 19:14:19,064 epoch 18 - iter 228/577 - loss 0.34691802
2019-01-28 19:14:26,757 epoch 18 - iter 285/577 - loss 0.33174793
2019-01-28 19:14:34,590 epoch 18 - iter 342/577 - loss 0.34328600
2019-01-28 19:14:42,512 epoch 18 - iter 399/577 - loss 0.35128641
2019-01-28 19:14:50,360 epoch 18 - iter 456/577 - loss 0.35498343
2019-01-28 19:14:58,431 epoch 18 - iter 513/577 - loss 0.35723274
2019-01-28 19:15:06,458 epoch 18 - iter 570/577 - loss 0.35971754
2019-01-28 19:15:08,045 ----------------------------------------------------------------------------------------------------
2019-01-28 19:15:08,045 EPOCH 18 done: loss 0.3595 - lr 0.1000 - bad epochs 0
2019-01-28 19:15:22,475 TEST : loss 0.79394352 - f-score 0.9263 - acc 0.9263
2019-01-28 19:15:22,481 ----------------------------------------------------------------------------------------------------
2019-01-28 19:15:22,616 epoch 19 - iter 0/577 - loss 0.13089794
2019-01-28 19:15:30,737 epoch 19 - iter 57/577 - loss 0.36643929
2019-01-28 19:15:38,777 epoch 19 - iter 114/577 - loss 0.36296858
2019-01-28 19:15:46,878 epoch 19 - iter 171/577 - loss 0.34909437
2019-01-28 19:15:55,557 epoch 19 - iter 228/577 - loss 0.34842526
2019-01-28 19:16:03,696 epoch 19 - iter 285/577 - loss 0.34623360
2019-01-28 19:16:11,893 epoch 19 - iter 342/577 - loss 0.33964547
2019-01-28 19:16:19,914 epoch 19 - iter 399/577 - loss 0.33768943
2019-01-28 19:16:28,140 epoch 19 - iter 456/577 - loss 0.33627853
2019-01-28 19:16:36,684 epoch 19 - iter 513/577 - loss 0.33662947
2019-01-28 19:16:44,978 epoch 19 - iter 570/577 - loss 0.34070348
2019-01-28 19:16:46,635 ----------------------------------------------------------------------------------------------------
2019-01-28 19:16:46,635 EPOCH 19 done: loss 0.3398 - lr 0.1000 - bad epochs 0
2019-01-28 19:17:01,176 TEST : loss 0.83091104 - f-score 0.9271 - acc 0.9271
2019-01-28 19:17:01,183 ----------------------------------------------------------------------------------------------------
2019-01-28 19:17:01,330 epoch 20 - iter 0/577 - loss 0.57464319
2019-01-28 19:17:09,514 epoch 20 - iter 57/577 - loss 0.40184120
2019-01-28 19:17:17,601 epoch 20 - iter 114/577 - loss 0.35709133
2019-01-28 19:17:25,696 epoch 20 - iter 171/577 - loss 0.34967594
2019-01-28 19:17:33,819 epoch 20 - iter 228/577 - loss 0.34901542
2019-01-28 19:17:41,938 epoch 20 - iter 285/577 - loss 0.35192148
2019-01-28 19:17:50,795 epoch 20 - iter 342/577 - loss 0.35409401
2019-01-28 19:17:58,846 epoch 20 - iter 399/577 - loss 0.35694135
2019-01-28 19:18:07,137 epoch 20 - iter 456/577 - loss 0.34923663
2019-01-28 19:18:15,401 epoch 20 - iter 513/577 - loss 0.35458027
2019-01-28 19:18:23,429 epoch 20 - iter 570/577 - loss 0.35264210
2019-01-28 19:18:25,100 ----------------------------------------------------------------------------------------------------
2019-01-28 19:18:25,100 EPOCH 20 done: loss 0.3534 - lr 0.1000 - bad epochs 0
2019-01-28 19:18:39,533 TEST : loss 0.82551503 - f-score 0.9248 - acc 0.9249
2019-01-28 19:18:39,549 ----------------------------------------------------------------------------------------------------
2019-01-28 19:18:39,690 epoch 21 - iter 0/577 - loss 0.14339769
2019-01-28 19:18:47,792 epoch 21 - iter 57/577 - loss 0.27918964
2019-01-28 19:18:55,812 epoch 21 - iter 114/577 - loss 0.29458199
2019-01-28 19:19:03,946 epoch 21 - iter 171/577 - loss 0.29022204
2019-01-28 19:19:12,041 epoch 21 - iter 228/577 - loss 0.29566144
2019-01-28 19:19:20,086 epoch 21 - iter 285/577 - loss 0.30379304
2019-01-28 19:19:27,942 epoch 21 - iter 342/577 - loss 0.31529169
2019-01-28 19:19:35,829 epoch 21 - iter 399/577 - loss 0.31581361
2019-01-28 19:19:43,926 epoch 21 - iter 456/577 - loss 0.31097680
2019-01-28 19:19:51,761 epoch 21 - iter 513/577 - loss 0.31196395
2019-01-28 19:19:59,764 epoch 21 - iter 570/577 - loss 0.31744690
2019-01-28 19:20:01,542 ----------------------------------------------------------------------------------------------------
2019-01-28 19:20:01,542 EPOCH 21 done: loss 0.3180 - lr 0.1000 - bad epochs 1
2019-01-28 19:20:16,042 TEST : loss 0.88809603 - f-score 0.9234 - acc 0.9234
2019-01-28 19:20:16,057 ----------------------------------------------------------------------------------------------------
2019-01-28 19:20:16,194 epoch 22 - iter 0/577 - loss 0.30985868
2019-01-28 19:20:24,250 epoch 22 - iter 57/577 - loss 0.27450540
2019-01-28 19:20:32,551 epoch 22 - iter 114/577 - loss 0.30914277
2019-01-28 19:20:40,612 epoch 22 - iter 171/577 - loss 0.33188171
2019-01-28 19:20:48,869 epoch 22 - iter 228/577 - loss 0.32155567
2019-01-28 19:20:57,061 epoch 22 - iter 285/577 - loss 0.32385166
2019-01-28 19:21:05,129 epoch 22 - iter 342/577 - loss 0.33186868
2019-01-28 19:21:13,639 epoch 22 - iter 399/577 - loss 0.33125055
2019-01-28 19:21:21,623 epoch 22 - iter 456/577 - loss 0.32819820
2019-01-28 19:21:29,337 epoch 22 - iter 513/577 - loss 0.32906541
2019-01-28 19:21:37,134 epoch 22 - iter 570/577 - loss 0.33440135
2019-01-28 19:21:38,805 ----------------------------------------------------------------------------------------------------
2019-01-28 19:21:38,806 EPOCH 22 done: loss 0.3360 - lr 0.1000 - bad epochs 0
2019-01-28 19:21:53,274 TEST : loss 0.82351947 - f-score 0.9237 - acc 0.9237
2019-01-28 19:21:53,283 ----------------------------------------------------------------------------------------------------
2019-01-28 19:21:53,442 epoch 23 - iter 0/577 - loss 0.37702557
2019-01-28 19:22:01,579 epoch 23 - iter 57/577 - loss 0.29704797
2019-01-28 19:22:09,485 epoch 23 - iter 114/577 - loss 0.29503328
2019-01-28 19:22:17,417 epoch 23 - iter 171/577 - loss 0.28789181
2019-01-28 19:22:25,775 epoch 23 - iter 228/577 - loss 0.29210782
2019-01-28 19:22:33,897 epoch 23 - iter 285/577 - loss 0.29603836
2019-01-28 19:22:41,988 epoch 23 - iter 342/577 - loss 0.29675216
2019-01-28 19:22:50,326 epoch 23 - iter 399/577 - loss 0.30396875
2019-01-28 19:22:58,567 epoch 23 - iter 456/577 - loss 0.29957228
2019-01-28 19:23:06,630 epoch 23 - iter 513/577 - loss 0.30535315
2019-01-28 19:23:14,979 epoch 23 - iter 570/577 - loss 0.30582926
2019-01-28 19:23:16,650 ----------------------------------------------------------------------------------------------------
2019-01-28 19:23:16,650 EPOCH 23 done: loss 0.3068 - lr 0.1000 - bad epochs 1
2019-01-28 19:23:32,516 TEST : loss 0.86343551 - f-score 0.9215 - acc 0.9215
2019-01-28 19:23:32,528 ----------------------------------------------------------------------------------------------------
2019-01-28 19:23:32,678 epoch 24 - iter 0/577 - loss 0.82098109
2019-01-28 19:23:40,795 epoch 24 - iter 57/577 - loss 0.38030568
2019-01-28 19:23:48,973 epoch 24 - iter 114/577 - loss 0.35023766
2019-01-28 19:23:56,934 epoch 24 - iter 171/577 - loss 0.34136336
2019-01-28 19:24:04,792 epoch 24 - iter 228/577 - loss 0.32367584
2019-01-28 19:24:12,686 epoch 24 - iter 285/577 - loss 0.32364666
2019-01-28 19:24:20,668 epoch 24 - iter 342/577 - loss 0.32714656
2019-01-28 19:24:28,621 epoch 24 - iter 399/577 - loss 0.32099003
2019-01-28 19:24:36,550 epoch 24 - iter 456/577 - loss 0.31876135
2019-01-28 19:24:44,591 epoch 24 - iter 513/577 - loss 0.32195356
2019-01-28 19:24:53,052 epoch 24 - iter 570/577 - loss 0.32023297
2019-01-28 19:24:54,830 ----------------------------------------------------------------------------------------------------
2019-01-28 19:24:54,831 EPOCH 24 done: loss 0.3218 - lr 0.1000 - bad epochs 0
2019-01-28 19:25:09,319 TEST : loss 0.90100414 - f-score 0.9263 - acc 0.9263
2019-01-28 19:25:09,337 ----------------------------------------------------------------------------------------------------
2019-01-28 19:25:09,495 epoch 25 - iter 0/577 - loss 0.63535488
2019-01-28 19:25:17,763 epoch 25 - iter 57/577 - loss 0.29722519
2019-01-28 19:25:25,839 epoch 25 - iter 114/577 - loss 0.31402968
2019-01-28 19:25:33,966 epoch 25 - iter 171/577 - loss 0.32624152
2019-01-28 19:25:42,016 epoch 25 - iter 228/577 - loss 0.31041467
2019-01-28 19:25:50,114 epoch 25 - iter 285/577 - loss 0.31532164
2019-01-28 19:25:58,035 epoch 25 - iter 342/577 - loss 0.31686442
2019-01-28 19:26:06,196 epoch 25 - iter 399/577 - loss 0.31610880
2019-01-28 19:26:14,225 epoch 25 - iter 456/577 - loss 0.31293590
2019-01-28 19:26:22,475 epoch 25 - iter 513/577 - loss 0.30748616
2019-01-28 19:26:30,431 epoch 25 - iter 570/577 - loss 0.30887025
2019-01-28 19:26:32,154 ----------------------------------------------------------------------------------------------------
2019-01-28 19:26:32,154 EPOCH 25 done: loss 0.3115 - lr 0.1000 - bad epochs 1
2019-01-28 19:26:46,719 TEST : loss 0.86654401 - f-score 0.9250 - acc 0.9251
2019-01-28 19:26:46,731 ----------------------------------------------------------------------------------------------------
2019-01-28 19:26:46,887 epoch 26 - iter 0/577 - loss 0.16123304
2019-01-28 19:26:55,347 epoch 26 - iter 57/577 - loss 0.26401116
2019-01-28 19:27:03,747 epoch 26 - iter 114/577 - loss 0.27121894
2019-01-28 19:27:11,886 epoch 26 - iter 171/577 - loss 0.27455769
2019-01-28 19:27:20,304 epoch 26 - iter 228/577 - loss 0.29334836
2019-01-28 19:27:28,218 epoch 26 - iter 285/577 - loss 0.29810451
2019-01-28 19:27:36,318 epoch 26 - iter 342/577 - loss 0.29708396
2019-01-28 19:27:44,472 epoch 26 - iter 399/577 - loss 0.30355530
2019-01-28 19:27:52,805 epoch 26 - iter 456/577 - loss 0.30498250
2019-01-28 19:28:00,947 epoch 26 - iter 513/577 - loss 0.30888569
2019-01-28 19:28:09,062 epoch 26 - iter 570/577 - loss 0.30664635
2019-01-28 19:28:10,731 ----------------------------------------------------------------------------------------------------
2019-01-28 19:28:10,731 EPOCH 26 done: loss 0.3071 - lr 0.1000 - bad epochs 2
2019-01-28 19:28:25,319 TEST : loss 0.89727658 - f-score 0.9250 - acc 0.9250
2019-01-28 19:28:25,329 ----------------------------------------------------------------------------------------------------
2019-01-28 19:28:25,472 epoch 27 - iter 0/577 - loss 0.47247356
2019-01-28 19:28:33,733 epoch 27 - iter 57/577 - loss 0.30860196
2019-01-28 19:28:41,614 epoch 27 - iter 114/577 - loss 0.29560791
2019-01-28 19:28:49,389 epoch 27 - iter 171/577 - loss 0.28663946
2019-01-28 19:28:57,339 epoch 27 - iter 228/577 - loss 0.29243674
2019-01-28 19:29:05,450 epoch 27 - iter 285/577 - loss 0.28878323
2019-01-28 19:29:13,539 epoch 27 - iter 342/577 - loss 0.28480330
2019-01-28 19:29:22,302 epoch 27 - iter 399/577 - loss 0.28866431
2019-01-28 19:29:30,582 epoch 27 - iter 456/577 - loss 0.28854978
2019-01-28 19:29:38,820 epoch 27 - iter 513/577 - loss 0.29018003
2019-01-28 19:29:46,771 epoch 27 - iter 570/577 - loss 0.29369455
2019-01-28 19:29:48,454 ----------------------------------------------------------------------------------------------------
2019-01-28 19:29:48,454 EPOCH 27 done: loss 0.2935 - lr 0.1000 - bad epochs 3
2019-01-28 19:30:02,921 TEST : loss 0.89984733 - f-score 0.9286 - acc 0.9287
2019-01-28 19:30:02,933 ----------------------------------------------------------------------------------------------------
2019-01-28 19:30:03,076 epoch 28 - iter 0/577 - loss 0.05847842
2019-01-28 19:30:11,294 epoch 28 - iter 57/577 - loss 0.26092935
2019-01-28 19:30:19,438 epoch 28 - iter 114/577 - loss 0.26696033
2019-01-28 19:30:27,615 epoch 28 - iter 171/577 - loss 0.28125216
2019-01-28 19:30:35,646 epoch 28 - iter 228/577 - loss 0.28931105
2019-01-28 19:30:43,978 epoch 28 - iter 285/577 - loss 0.28863646
2019-01-28 19:30:51,979 epoch 28 - iter 342/577 - loss 0.28963959
2019-01-28 19:31:00,237 epoch 28 - iter 399/577 - loss 0.29248267
2019-01-28 19:31:08,331 epoch 28 - iter 456/577 - loss 0.29370044
2019-01-28 19:31:17,218 epoch 28 - iter 513/577 - loss 0.29360850
2019-01-28 19:31:25,498 epoch 28 - iter 570/577 - loss 0.29551867
2019-01-28 19:31:27,225 ----------------------------------------------------------------------------------------------------
2019-01-28 19:31:27,229 EPOCH 28 done: loss 0.2945 - lr 0.1000 - bad epochs 0
2019-01-28 19:31:41,628 TEST : loss 0.86434531 - f-score 0.9283 - acc 0.9283
2019-01-28 19:31:41,637 ----------------------------------------------------------------------------------------------------
2019-01-28 19:31:41,786 epoch 29 - iter 0/577 - loss 0.08433223
2019-01-28 19:31:49,989 epoch 29 - iter 57/577 - loss 0.30558464
2019-01-28 19:31:58,194 epoch 29 - iter 114/577 - loss 0.31506487
2019-01-28 19:32:06,389 epoch 29 - iter 171/577 - loss 0.29493563
2019-01-28 19:32:14,709 epoch 29 - iter 228/577 - loss 0.29902094
2019-01-28 19:32:22,986 epoch 29 - iter 285/577 - loss 0.29925145
2019-01-28 19:32:31,228 epoch 29 - iter 342/577 - loss 0.29836492
2019-01-28 19:32:39,446 epoch 29 - iter 399/577 - loss 0.30110079
2019-01-28 19:32:47,385 epoch 29 - iter 456/577 - loss 0.30507110
2019-01-28 19:32:55,439 epoch 29 - iter 513/577 - loss 0.30626921
2019-01-28 19:33:03,298 epoch 29 - iter 570/577 - loss 0.31256227
2019-01-28 19:33:04,909 ----------------------------------------------------------------------------------------------------
2019-01-28 19:33:04,909 EPOCH 29 done: loss 0.3110 - lr 0.1000 - bad epochs 1
2019-01-28 19:33:19,475 TEST : loss 0.90919840 - f-score 0.9256 - acc 0.9256
2019-01-28 19:33:19,481 ----------------------------------------------------------------------------------------------------
2019-01-28 19:33:19,609 epoch 30 - iter 0/577 - loss 0.28147921
2019-01-28 19:33:27,221 epoch 30 - iter 57/577 - loss 0.29199127
2019-01-28 19:33:35,056 epoch 30 - iter 114/577 - loss 0.29678370
2019-01-28 19:33:42,979 epoch 30 - iter 171/577 - loss 0.28334127
2019-01-28 19:33:51,318 epoch 30 - iter 228/577 - loss 0.26684971
2019-01-28 19:33:59,131 epoch 30 - iter 285/577 - loss 0.25997827
2019-01-28 19:34:07,376 epoch 30 - iter 342/577 - loss 0.25960584
2019-01-28 19:34:15,677 epoch 30 - iter 399/577 - loss 0.26497425
2019-01-28 19:34:23,754 epoch 30 - iter 456/577 - loss 0.26692769
2019-01-28 19:34:31,953 epoch 30 - iter 513/577 - loss 0.27578540
2019-01-28 19:34:40,601 epoch 30 - iter 570/577 - loss 0.27683271
2019-01-28 19:34:42,234 ----------------------------------------------------------------------------------------------------
2019-01-28 19:34:42,234 EPOCH 30 done: loss 0.2772 - lr 0.1000 - bad epochs 2
2019-01-28 19:34:56,648 TEST : loss 0.95990962 - f-score 0.9260 - acc 0.9260
2019-01-28 19:34:56,654 ----------------------------------------------------------------------------------------------------
2019-01-28 19:34:56,803 epoch 31 - iter 0/577 - loss 0.37563553
2019-01-28 19:35:04,905 epoch 31 - iter 57/577 - loss 0.25765867
2019-01-28 19:35:13,150 epoch 31 - iter 114/577 - loss 0.26729036
2019-01-28 19:35:21,451 epoch 31 - iter 171/577 - loss 0.25912854
2019-01-28 19:35:29,407 epoch 31 - iter 228/577 - loss 0.27112481
2019-01-28 19:35:37,778 epoch 31 - iter 285/577 - loss 0.26860078
2019-01-28 19:35:46,202 epoch 31 - iter 342/577 - loss 0.27624062
2019-01-28 19:35:54,295 epoch 31 - iter 399/577 - loss 0.27649547
2019-01-28 19:36:02,247 epoch 31 - iter 456/577 - loss 0.27536129
2019-01-28 19:36:10,803 epoch 31 - iter 513/577 - loss 0.27999492
2019-01-28 19:36:18,844 epoch 31 - iter 570/577 - loss 0.28198161
2019-01-28 19:36:20,586 ----------------------------------------------------------------------------------------------------
2019-01-28 19:36:20,587 EPOCH 31 done: loss 0.2805 - lr 0.1000 - bad epochs 0
2019-01-28 19:36:35,085 TEST : loss 0.88169152 - f-score 0.9275 - acc 0.9275
2019-01-28 19:36:35,092 ----------------------------------------------------------------------------------------------------
2019-01-28 19:36:35,295 epoch 32 - iter 0/577 - loss 0.19416767
2019-01-28 19:36:43,363 epoch 32 - iter 57/577 - loss 0.26785018
2019-01-28 19:36:51,457 epoch 32 - iter 114/577 - loss 0.26298546
2019-01-28 19:36:59,227 epoch 32 - iter 171/577 - loss 0.25697060
2019-01-28 19:37:07,617 epoch 32 - iter 228/577 - loss 0.27255408
2019-01-28 19:37:15,533 epoch 32 - iter 285/577 - loss 0.28151770
2019-01-28 19:37:23,538 epoch 32 - iter 342/577 - loss 0.28176520
2019-01-28 19:37:31,760 epoch 32 - iter 399/577 - loss 0.28166758
2019-01-28 19:37:39,876 epoch 32 - iter 456/577 - loss 0.27846100
2019-01-28 19:37:47,871 epoch 32 - iter 513/577 - loss 0.28436175
2019-01-28 19:37:55,856 epoch 32 - iter 570/577 - loss 0.28611889
2019-01-28 19:37:57,307 ----------------------------------------------------------------------------------------------------
2019-01-28 19:37:57,307 EPOCH 32 done: loss 0.2864 - lr 0.1000 - bad epochs 1
2019-01-28 19:38:11,948 TEST : loss 0.92211634 - f-score 0.9256 - acc 0.9256
2019-01-28 19:38:11,954 ----------------------------------------------------------------------------------------------------
2019-01-28 19:38:12,094 epoch 33 - iter 0/577 - loss 0.13273251
2019-01-28 19:38:20,272 epoch 33 - iter 57/577 - loss 0.24938491
2019-01-28 19:38:28,279 epoch 33 - iter 114/577 - loss 0.25967503
2019-01-28 19:38:36,189 epoch 33 - iter 171/577 - loss 0.25233420
2019-01-28 19:38:44,503 epoch 33 - iter 228/577 - loss 0.25773965
2019-01-28 19:38:52,738 epoch 33 - iter 285/577 - loss 0.26234629
2019-01-28 19:39:00,620 epoch 33 - iter 342/577 - loss 0.26248749
2019-01-28 19:39:08,807 epoch 33 - iter 399/577 - loss 0.26082618
2019-01-28 19:39:16,881 epoch 33 - iter 456/577 - loss 0.27051979
2019-01-28 19:39:25,049 epoch 33 - iter 513/577 - loss 0.26922909
2019-01-28 19:39:33,275 epoch 33 - iter 570/577 - loss 0.27009348
2019-01-28 19:39:34,973 ----------------------------------------------------------------------------------------------------
2019-01-28 19:39:34,974 EPOCH 33 done: loss 0.2698 - lr 0.1000 - bad epochs 2
2019-01-28 19:39:49,421 TEST : loss 0.92835772 - f-score 0.9252 - acc 0.9252
2019-01-28 19:39:49,428 ----------------------------------------------------------------------------------------------------
2019-01-28 19:39:49,589 epoch 34 - iter 0/577 - loss 0.54201341
2019-01-28 19:39:57,791 epoch 34 - iter 57/577 - loss 0.29736740
2019-01-28 19:40:05,905 epoch 34 - iter 114/577 - loss 0.29549445
2019-01-28 19:40:14,196 epoch 34 - iter 171/577 - loss 0.28309840
2019-01-28 19:40:22,411 epoch 34 - iter 228/577 - loss 0.28133278
2019-01-28 19:40:30,547 epoch 34 - iter 285/577 - loss 0.28534386
2019-01-28 19:40:38,494 epoch 34 - iter 342/577 - loss 0.28653073
2019-01-28 19:40:46,706 epoch 34 - iter 399/577 - loss 0.28809859
2019-01-28 19:40:54,875 epoch 34 - iter 456/577 - loss 0.28558950
2019-01-28 19:41:02,777 epoch 34 - iter 513/577 - loss 0.28770091
2019-01-28 19:41:11,024 epoch 34 - iter 570/577 - loss 0.28244219
2019-01-28 19:41:12,772 ----------------------------------------------------------------------------------------------------
2019-01-28 19:41:12,772 EPOCH 34 done: loss 0.2819 - lr 0.1000 - bad epochs 0
2019-01-28 19:41:27,272 TEST : loss 0.98149401 - f-score 0.9246 - acc 0.9246
2019-01-28 19:41:27,282 ----------------------------------------------------------------------------------------------------
2019-01-28 19:41:27,421 epoch 35 - iter 0/577 - loss 0.04598042
2019-01-28 19:41:35,890 epoch 35 - iter 57/577 - loss 0.25903908
2019-01-28 19:41:44,062 epoch 35 - iter 114/577 - loss 0.27005131
2019-01-28 19:41:52,193 epoch 35 - iter 171/577 - loss 0.27891906
2019-01-28 19:42:00,603 epoch 35 - iter 228/577 - loss 0.27120329
2019-01-28 19:42:08,463 epoch 35 - iter 285/577 - loss 0.26581218
2019-01-28 19:42:16,674 epoch 35 - iter 342/577 - loss 0.27351629
2019-01-28 19:42:24,694 epoch 35 - iter 399/577 - loss 0.27192167
2019-01-28 19:42:32,756 epoch 35 - iter 456/577 - loss 0.27436776
2019-01-28 19:42:40,642 epoch 35 - iter 513/577 - loss 0.27317021
2019-01-28 19:42:48,741 epoch 35 - iter 570/577 - loss 0.27837373
2019-01-28 19:42:50,275 ----------------------------------------------------------------------------------------------------
2019-01-28 19:42:50,276 EPOCH 35 done: loss 0.2788 - lr 0.1000 - bad epochs 1
2019-01-28 19:43:04,787 TEST : loss 0.94617903 - f-score 0.9229 - acc 0.9229
2019-01-28 19:43:04,793 ----------------------------------------------------------------------------------------------------
2019-01-28 19:43:04,945 epoch 36 - iter 0/577 - loss 0.34960842
2019-01-28 19:43:12,804 epoch 36 - iter 57/577 - loss 0.24607792
2019-01-28 19:43:20,636 epoch 36 - iter 114/577 - loss 0.26950460
2019-01-28 19:43:28,929 epoch 36 - iter 171/577 - loss 0.26695739
2019-01-28 19:43:37,466 epoch 36 - iter 228/577 - loss 0.27608938
2019-01-28 19:43:45,743 epoch 36 - iter 285/577 - loss 0.26751147
2019-01-28 19:43:54,066 epoch 36 - iter 342/577 - loss 0.27179429
2019-01-28 19:44:02,169 epoch 36 - iter 399/577 - loss 0.27116662
2019-01-28 19:44:10,866 epoch 36 - iter 456/577 - loss 0.27047496
2019-01-28 19:44:18,748 epoch 36 - iter 513/577 - loss 0.26724368
2019-01-28 19:44:26,956 epoch 36 - iter 570/577 - loss 0.26840104
2019-01-28 19:44:28,549 ----------------------------------------------------------------------------------------------------
2019-01-28 19:44:28,549 EPOCH 36 done: loss 0.2683 - lr 0.1000 - bad epochs 2
2019-01-28 19:44:43,099 TEST : loss 0.97210139 - f-score 0.9252 - acc 0.9252
2019-01-28 19:44:43,113 ----------------------------------------------------------------------------------------------------
2019-01-28 19:44:43,234 epoch 37 - iter 0/577 - loss 0.28204879
2019-01-28 19:44:51,115 epoch 37 - iter 57/577 - loss 0.24097338
2019-01-28 19:44:59,253 epoch 37 - iter 114/577 - loss 0.24668882
2019-01-28 19:45:07,485 epoch 37 - iter 171/577 - loss 0.24350117
2019-01-28 19:45:15,792 epoch 37 - iter 228/577 - loss 0.23871078
2019-01-28 19:45:23,972 epoch 37 - iter 285/577 - loss 0.23699525
2019-01-28 19:45:32,109 epoch 37 - iter 342/577 - loss 0.23941171
2019-01-28 19:45:40,303 epoch 37 - iter 399/577 - loss 0.24135857
2019-01-28 19:45:48,553 epoch 37 - iter 456/577 - loss 0.24153124
2019-01-28 19:45:56,694 epoch 37 - iter 513/577 - loss 0.25011081
2019-01-28 19:46:05,126 epoch 37 - iter 570/577 - loss 0.25309978
2019-01-28 19:46:06,782 ----------------------------------------------------------------------------------------------------
2019-01-28 19:46:06,783 EPOCH 37 done: loss 0.2542 - lr 0.1000 - bad epochs 0
2019-01-28 19:46:21,338 TEST : loss 0.91372389 - f-score 0.9273 - acc 0.9274
2019-01-28 19:46:21,345 ----------------------------------------------------------------------------------------------------
2019-01-28 19:46:21,480 epoch 38 - iter 0/577 - loss 0.11686385
2019-01-28 19:46:29,864 epoch 38 - iter 57/577 - loss 0.29971668
2019-01-28 19:46:37,914 epoch 38 - iter 114/577 - loss 0.25911866
2019-01-28 19:46:46,053 epoch 38 - iter 171/577 - loss 0.25892109
2019-01-28 19:46:53,981 epoch 38 - iter 228/577 - loss 0.26478743
2019-01-28 19:47:01,975 epoch 38 - iter 285/577 - loss 0.26453694
2019-01-28 19:47:09,949 epoch 38 - iter 342/577 - loss 0.25943044
2019-01-28 19:47:17,865 epoch 38 - iter 399/577 - loss 0.25573698
2019-01-28 19:47:25,591 epoch 38 - iter 456/577 - loss 0.25818359
2019-01-28 19:47:33,686 epoch 38 - iter 513/577 - loss 0.25999251
2019-01-28 19:47:41,684 epoch 38 - iter 570/577 - loss 0.25991813
2019-01-28 19:47:43,203 ----------------------------------------------------------------------------------------------------
2019-01-28 19:47:43,203 EPOCH 38 done: loss 0.2591 - lr 0.1000 - bad epochs 0
2019-01-28 19:47:57,626 TEST : loss 0.93113685 - f-score 0.9266 - acc 0.9266
2019-01-28 19:47:57,633 ----------------------------------------------------------------------------------------------------
2019-01-28 19:47:57,767 epoch 39 - iter 0/577 - loss 0.06114849
2019-01-28 19:48:05,804 epoch 39 - iter 57/577 - loss 0.24467019
2019-01-28 19:48:13,975 epoch 39 - iter 114/577 - loss 0.29427494
2019-01-28 19:48:21,737 epoch 39 - iter 171/577 - loss 0.26703713
2019-01-28 19:48:29,542 epoch 39 - iter 228/577 - loss 0.25589875
2019-01-28 19:48:37,663 epoch 39 - iter 285/577 - loss 0.25409193
2019-01-28 19:48:45,627 epoch 39 - iter 342/577 - loss 0.24980776
2019-01-28 19:48:53,716 epoch 39 - iter 399/577 - loss 0.25929238
2019-01-28 19:49:02,069 epoch 39 - iter 456/577 - loss 0.26224223
2019-01-28 19:49:10,240 epoch 39 - iter 513/577 - loss 0.26487246
2019-01-28 19:49:18,270 epoch 39 - iter 570/577 - loss 0.26261457
2019-01-28 19:49:19,931 ----------------------------------------------------------------------------------------------------
2019-01-28 19:49:19,931 EPOCH 39 done: loss 0.2624 - lr 0.1000 - bad epochs 1
2019-01-28 19:49:34,319 TEST : loss 0.93483335 - f-score 0.9245 - acc 0.9245
2019-01-28 19:49:34,327 ----------------------------------------------------------------------------------------------------
2019-01-28 19:49:34,482 epoch 40 - iter 0/577 - loss 0.18773219
2019-01-28 19:49:42,545 epoch 40 - iter 57/577 - loss 0.25002836
2019-01-28 19:49:50,791 epoch 40 - iter 114/577 - loss 0.24658818
2019-01-28 19:49:59,031 epoch 40 - iter 171/577 - loss 0.25857516
2019-01-28 19:50:07,220 epoch 40 - iter 228/577 - loss 0.25233544
2019-01-28 19:50:15,466 epoch 40 - iter 285/577 - loss 0.25465264
2019-01-28 19:50:23,815 epoch 40 - iter 342/577 - loss 0.26006860
2019-01-28 19:50:32,295 epoch 40 - iter 399/577 - loss 0.26326373
2019-01-28 19:50:40,618 epoch 40 - iter 456/577 - loss 0.26199908
2019-01-28 19:50:48,652 epoch 40 - iter 513/577 - loss 0.26061732
2019-01-28 19:50:56,897 epoch 40 - iter 570/577 - loss 0.25795160
2019-01-28 19:50:58,714 ----------------------------------------------------------------------------------------------------
2019-01-28 19:50:58,714 EPOCH 40 done: loss 0.2587 - lr 0.1000 - bad epochs 2
2019-01-28 19:51:13,174 TEST : loss 0.96459132 - f-score 0.9251 - acc 0.9251
2019-01-28 19:51:13,181 ----------------------------------------------------------------------------------------------------
2019-01-28 19:51:13,312 epoch 41 - iter 0/577 - loss 0.13952494
2019-01-28 19:51:21,222 epoch 41 - iter 57/577 - loss 0.23828174
2019-01-28 19:51:29,521 epoch 41 - iter 114/577 - loss 0.23749915
2019-01-28 19:51:37,561 epoch 41 - iter 171/577 - loss 0.22901193
2019-01-28 19:51:45,484 epoch 41 - iter 228/577 - loss 0.23162377
2019-01-28 19:51:53,535 epoch 41 - iter 285/577 - loss 0.23948199
2019-01-28 19:52:01,373 epoch 41 - iter 342/577 - loss 0.24607768
2019-01-28 19:52:09,241 epoch 41 - iter 399/577 - loss 0.25729376
2019-01-28 19:52:17,332 epoch 41 - iter 456/577 - loss 0.25831932
2019-01-28 19:52:25,466 epoch 41 - iter 513/577 - loss 0.25807759
2019-01-28 19:52:33,797 epoch 41 - iter 570/577 - loss 0.25447899
2019-01-28 19:52:35,438 ----------------------------------------------------------------------------------------------------
2019-01-28 19:52:35,438 EPOCH 41 done: loss 0.2550 - lr 0.1000 - bad epochs 3
2019-01-28 19:52:49,896 TEST : loss 0.96380526 - f-score 0.9246 - acc 0.9246
2019-01-28 19:52:49,910 ----------------------------------------------------------------------------------------------------
2019-01-28 19:52:50,039 epoch 42 - iter 0/577 - loss 0.29564860
2019-01-28 19:52:58,082 epoch 42 - iter 57/577 - loss 0.24766097
2019-01-28 19:53:06,237 epoch 42 - iter 114/577 - loss 0.24803510
2019-01-28 19:53:14,340 epoch 42 - iter 171/577 - loss 0.24414470
2019-01-28 19:53:22,792 epoch 42 - iter 228/577 - loss 0.23823833
2019-01-28 19:53:30,969 epoch 42 - iter 285/577 - loss 0.24357588
2019-01-28 19:53:39,170 epoch 42 - iter 342/577 - loss 0.23863583
2019-01-28 19:53:47,145 epoch 42 - iter 399/577 - loss 0.23987557
2019-01-28 19:53:55,247 epoch 42 - iter 456/577 - loss 0.23566549
2019-01-28 19:54:03,560 epoch 42 - iter 513/577 - loss 0.23561030
2019-01-28 19:54:12,127 epoch 42 - iter 570/577 - loss 0.23082340
2019-01-28 19:54:13,926 ----------------------------------------------------------------------------------------------------
2019-01-28 19:54:13,926 EPOCH 42 done: loss 0.2310 - lr 0.0500 - bad epochs 0
2019-01-28 19:54:29,573 TEST : loss 1.01456499 - f-score 0.9273 - acc 0.9273
2019-01-28 19:54:29,579 ----------------------------------------------------------------------------------------------------
2019-01-28 19:54:29,763 epoch 43 - iter 0/577 - loss 0.40663835
2019-01-28 19:54:37,789 epoch 43 - iter 57/577 - loss 0.26185487
2019-01-28 19:54:46,044 epoch 43 - iter 114/577 - loss 0.22279106
2019-01-28 19:54:54,079 epoch 43 - iter 171/577 - loss 0.21757464
2019-01-28 19:55:02,224 epoch 43 - iter 228/577 - loss 0.21657039
2019-01-28 19:55:10,377 epoch 43 - iter 285/577 - loss 0.21210612
2019-01-28 19:55:18,839 epoch 43 - iter 342/577 - loss 0.21088357
2019-01-28 19:55:27,060 epoch 43 - iter 399/577 - loss 0.21053501
2019-01-28 19:55:35,355 epoch 43 - iter 456/577 - loss 0.21018203
2019-01-28 19:55:43,830 epoch 43 - iter 513/577 - loss 0.21313782
2019-01-28 19:55:51,905 epoch 43 - iter 570/577 - loss 0.21154018
2019-01-28 19:55:53,460 ----------------------------------------------------------------------------------------------------
2019-01-28 19:55:53,460 EPOCH 43 done: loss 0.2108 - lr 0.0500 - bad epochs 0
2019-01-28 19:56:08,065 TEST : loss 1.00798976 - f-score 0.9272 - acc 0.9272
2019-01-28 19:56:08,074 ----------------------------------------------------------------------------------------------------
2019-01-28 19:56:08,210 epoch 44 - iter 0/577 - loss 0.03091815
2019-01-28 19:56:16,322 epoch 44 - iter 57/577 - loss 0.19722389
2019-01-28 19:56:24,210 epoch 44 - iter 114/577 - loss 0.20107982
2019-01-28 19:56:32,218 epoch 44 - iter 171/577 - loss 0.20651379
2019-01-28 19:56:40,108 epoch 44 - iter 228/577 - loss 0.20070040
2019-01-28 19:56:48,258 epoch 44 - iter 285/577 - loss 0.21169134
2019-01-28 19:56:56,231 epoch 44 - iter 342/577 - loss 0.20752237
2019-01-28 19:57:04,085 epoch 44 - iter 399/577 - loss 0.20806759
2019-01-28 19:57:12,170 epoch 44 - iter 456/577 - loss 0.20794872
2019-01-28 19:57:20,403 epoch 44 - iter 513/577 - loss 0.20875841
2019-01-28 19:57:28,237 epoch 44 - iter 570/577 - loss 0.21074623
2019-01-28 19:57:29,870 ----------------------------------------------------------------------------------------------------
2019-01-28 19:57:29,870 EPOCH 44 done: loss 0.2102 - lr 0.0500 - bad epochs 0
2019-01-28 19:57:44,446 TEST : loss 1.03381109 - f-score 0.9275 - acc 0.9275
2019-01-28 19:57:44,455 ----------------------------------------------------------------------------------------------------
2019-01-28 19:57:44,594 epoch 45 - iter 0/577 - loss 0.15640795
2019-01-28 19:57:52,789 epoch 45 - iter 57/577 - loss 0.19597605
2019-01-28 19:58:00,765 epoch 45 - iter 114/577 - loss 0.19572987
2019-01-28 19:58:08,840 epoch 45 - iter 171/577 - loss 0.20546290
2019-01-28 19:58:16,847 epoch 45 - iter 228/577 - loss 0.20041864
2019-01-28 19:58:24,979 epoch 45 - iter 285/577 - loss 0.19725490
2019-01-28 19:58:33,439 epoch 45 - iter 342/577 - loss 0.19474177
2019-01-28 19:58:41,566 epoch 45 - iter 399/577 - loss 0.19490015
2019-01-28 19:58:49,812 epoch 45 - iter 456/577 - loss 0.19294229
2019-01-28 19:58:57,931 epoch 45 - iter 513/577 - loss 0.19761625
2019-01-28 19:59:06,079 epoch 45 - iter 570/577 - loss 0.19823162
2019-01-28 19:59:07,710 ----------------------------------------------------------------------------------------------------
2019-01-28 19:59:07,710 EPOCH 45 done: loss 0.1974 - lr 0.0500 - bad epochs 0
2019-01-28 19:59:22,205 TEST : loss 1.05571711 - f-score 0.9287 - acc 0.9287
2019-01-28 19:59:22,216 ----------------------------------------------------------------------------------------------------
2019-01-28 19:59:22,359 epoch 46 - iter 0/577 - loss 0.11539191
2019-01-28 19:59:30,564 epoch 46 - iter 57/577 - loss 0.20663234
2019-01-28 19:59:38,805 epoch 46 - iter 114/577 - loss 0.19136168
2019-01-28 19:59:46,916 epoch 46 - iter 171/577 - loss 0.19503612
2019-01-28 19:59:55,208 epoch 46 - iter 228/577 - loss 0.19687524
2019-01-28 20:00:04,420 epoch 46 - iter 285/577 - loss 0.19443467
2019-01-28 20:00:12,636 epoch 46 - iter 342/577 - loss 0.19757970
2019-01-28 20:00:20,882 epoch 46 - iter 399/577 - loss 0.19458605
2019-01-28 20:00:28,950 epoch 46 - iter 456/577 - loss 0.19276682
2019-01-28 20:00:37,154 epoch 46 - iter 513/577 - loss 0.19488494
2019-01-28 20:00:45,452 epoch 46 - iter 570/577 - loss 0.19858820
2019-01-28 20:00:47,105 ----------------------------------------------------------------------------------------------------
2019-01-28 20:00:47,105 EPOCH 46 done: loss 0.1982 - lr 0.0500 - bad epochs 0
2019-01-28 20:01:01,645 TEST : loss 1.00934684 - f-score 0.9288 - acc 0.9288
2019-01-28 20:01:01,653 ----------------------------------------------------------------------------------------------------
2019-01-28 20:01:01,807 epoch 47 - iter 0/577 - loss 0.31986690
2019-01-28 20:01:09,897 epoch 47 - iter 57/577 - loss 0.19989119
2019-01-28 20:01:18,510 epoch 47 - iter 114/577 - loss 0.21559849
2019-01-28 20:01:26,719 epoch 47 - iter 171/577 - loss 0.20937295
2019-01-28 20:01:34,808 epoch 47 - iter 228/577 - loss 0.19826770
2019-01-28 20:01:42,810 epoch 47 - iter 285/577 - loss 0.19684142
2019-01-28 20:01:51,162 epoch 47 - iter 342/577 - loss 0.19543743
2019-01-28 20:01:59,722 epoch 47 - iter 399/577 - loss 0.19097904
2019-01-28 20:02:07,785 epoch 47 - iter 456/577 - loss 0.18769435
2019-01-28 20:02:16,015 epoch 47 - iter 513/577 - loss 0.18876082
2019-01-28 20:02:25,346 epoch 47 - iter 570/577 - loss 0.18755204
2019-01-28 20:02:27,543 ----------------------------------------------------------------------------------------------------
2019-01-28 20:02:27,543 EPOCH 47 done: loss 0.1883 - lr 0.0500 - bad epochs 1
2019-01-28 20:02:42,040 TEST : loss 1.02728224 - f-score 0.9272 - acc 0.9272
2019-01-28 20:02:42,051 ----------------------------------------------------------------------------------------------------
2019-01-28 20:02:42,194 epoch 48 - iter 0/577 - loss 0.35774168
2019-01-28 20:02:50,350 epoch 48 - iter 57/577 - loss 0.21986917
2019-01-28 20:02:58,666 epoch 48 - iter 114/577 - loss 0.18499586
2019-01-28 20:03:06,831 epoch 48 - iter 171/577 - loss 0.18118391
2019-01-28 20:03:14,862 epoch 48 - iter 228/577 - loss 0.18387390
2019-01-28 20:03:23,269 epoch 48 - iter 285/577 - loss 0.18891950
2019-01-28 20:03:31,367 epoch 48 - iter 342/577 - loss 0.19171992
2019-01-28 20:03:39,697 epoch 48 - iter 399/577 - loss 0.19416697
2019-01-28 20:03:48,065 epoch 48 - iter 456/577 - loss 0.19408642
2019-01-28 20:03:56,396 epoch 48 - iter 513/577 - loss 0.19306763
2019-01-28 20:04:04,730 epoch 48 - iter 570/577 - loss 0.19627637
2019-01-28 20:04:06,493 ----------------------------------------------------------------------------------------------------
2019-01-28 20:04:06,494 EPOCH 48 done: loss 0.1958 - lr 0.0500 - bad epochs 0
2019-01-28 20:04:21,020 TEST : loss 1.02558362 - f-score 0.9278 - acc 0.9278
2019-01-28 20:04:21,030 ----------------------------------------------------------------------------------------------------
2019-01-28 20:04:21,161 epoch 49 - iter 0/577 - loss 0.08351570
2019-01-28 20:04:29,306 epoch 49 - iter 57/577 - loss 0.18070682
2019-01-28 20:04:37,637 epoch 49 - iter 114/577 - loss 0.17601956
2019-01-28 20:04:45,712 epoch 49 - iter 171/577 - loss 0.17096539
2019-01-28 20:04:53,941 epoch 49 - iter 228/577 - loss 0.18072710
2019-01-28 20:05:01,955 epoch 49 - iter 285/577 - loss 0.17918878
2019-01-28 20:05:10,131 epoch 49 - iter 342/577 - loss 0.17594631
2019-01-28 20:05:18,021 epoch 49 - iter 399/577 - loss 0.17573698
2019-01-28 20:05:26,113 epoch 49 - iter 456/577 - loss 0.17896611
2019-01-28 20:05:34,254 epoch 49 - iter 513/577 - loss 0.18372704
2019-01-28 20:05:42,024 epoch 49 - iter 570/577 - loss 0.18421877
2019-01-28 20:05:43,800 ----------------------------------------------------------------------------------------------------
2019-01-28 20:05:43,801 EPOCH 49 done: loss 0.1849 - lr 0.0500 - bad epochs 1
2019-01-28 20:05:58,203 TEST : loss 1.03696311 - f-score 0.9258 - acc 0.9258
2019-01-28 20:05:58,209 ----------------------------------------------------------------------------------------------------
2019-01-28 20:05:58,347 epoch 50 - iter 0/577 - loss 0.17073175
2019-01-28 20:06:06,413 epoch 50 - iter 57/577 - loss 0.19857461
2019-01-28 20:06:14,541 epoch 50 - iter 114/577 - loss 0.18196079
2019-01-28 20:06:22,640 epoch 50 - iter 171/577 - loss 0.19188617
2019-01-28 20:06:30,668 epoch 50 - iter 228/577 - loss 0.18624099
2019-01-28 20:06:38,624 epoch 50 - iter 285/577 - loss 0.18328548
2019-01-28 20:06:46,599 epoch 50 - iter 342/577 - loss 0.18401869
2019-01-28 20:06:54,843 epoch 50 - iter 399/577 - loss 0.18495607
2019-01-28 20:07:03,135 epoch 50 - iter 456/577 - loss 0.18191593
2019-01-28 20:07:11,236 epoch 50 - iter 513/577 - loss 0.18130824
2019-01-28 20:07:19,306 epoch 50 - iter 570/577 - loss 0.18205111
2019-01-28 20:07:21,030 ----------------------------------------------------------------------------------------------------
2019-01-28 20:07:21,035 EPOCH 50 done: loss 0.1824 - lr 0.0500 - bad epochs 0
2019-01-28 20:07:35,644 TEST : loss 1.02231324 - f-score 0.9291 - acc 0.9291
2019-01-28 20:07:35,669 ----------------------------------------------------------------------------------------------------
2019-01-28 20:07:35,835 epoch 51 - iter 0/577 - loss 0.41163656
2019-01-28 20:07:43,950 epoch 51 - iter 57/577 - loss 0.19807179
2019-01-28 20:07:52,255 epoch 51 - iter 114/577 - loss 0.19159596
2019-01-28 20:08:00,219 epoch 51 - iter 171/577 - loss 0.19322057
2019-01-28 20:08:08,428 epoch 51 - iter 228/577 - loss 0.19254194
2019-01-28 20:08:16,663 epoch 51 - iter 285/577 - loss 0.19294275
2019-01-28 20:08:24,957 epoch 51 - iter 342/577 - loss 0.19296936
2019-01-28 20:08:33,222 epoch 51 - iter 399/577 - loss 0.18935608
2019-01-28 20:08:41,357 epoch 51 - iter 456/577 - loss 0.18981302
2019-01-28 20:08:49,665 epoch 51 - iter 513/577 - loss 0.18817374
2019-01-28 20:08:57,864 epoch 51 - iter 570/577 - loss 0.19079330
2019-01-28 20:08:59,631 ----------------------------------------------------------------------------------------------------
2019-01-28 20:08:59,632 EPOCH 51 done: loss 0.1898 - lr 0.0500 - bad epochs 0
2019-01-28 20:09:14,151 TEST : loss 1.02171946 - f-score 0.9266 - acc 0.9266
2019-01-28 20:09:14,161 ----------------------------------------------------------------------------------------------------
2019-01-28 20:09:14,313 epoch 52 - iter 0/577 - loss 0.21508443
2019-01-28 20:09:23,005 epoch 52 - iter 57/577 - loss 0.18748289
2019-01-28 20:09:31,077 epoch 52 - iter 114/577 - loss 0.19436608
2019-01-28 20:09:39,387 epoch 52 - iter 171/577 - loss 0.19017507
2019-01-28 20:09:47,712 epoch 52 - iter 228/577 - loss 0.18221524
2019-01-28 20:09:56,055 epoch 52 - iter 285/577 - loss 0.17254548
2019-01-28 20:10:04,112 epoch 52 - iter 342/577 - loss 0.17574076
2019-01-28 20:10:12,164 epoch 52 - iter 399/577 - loss 0.17752445
2019-01-28 20:10:20,034 epoch 52 - iter 456/577 - loss 0.17416123
2019-01-28 20:10:28,155 epoch 52 - iter 513/577 - loss 0.17636482
2019-01-28 20:10:36,304 epoch 52 - iter 570/577 - loss 0.18304286
2019-01-28 20:10:37,789 ----------------------------------------------------------------------------------------------------
2019-01-28 20:10:37,790 EPOCH 52 done: loss 0.1831 - lr 0.0500 - bad epochs 1
2019-01-28 20:10:52,420 TEST : loss 1.04522622 - f-score 0.9284 - acc 0.9284
2019-01-28 20:10:52,430 ----------------------------------------------------------------------------------------------------
2019-01-28 20:10:52,601 epoch 53 - iter 0/577 - loss 0.00317603
2019-01-28 20:11:00,692 epoch 53 - iter 57/577 - loss 0.19036722
2019-01-28 20:11:08,936 epoch 53 - iter 114/577 - loss 0.20334444
2019-01-28 20:11:17,126 epoch 53 - iter 171/577 - loss 0.20901563
2019-01-28 20:11:25,622 epoch 53 - iter 228/577 - loss 0.20006883
2019-01-28 20:11:33,594 epoch 53 - iter 285/577 - loss 0.18893800
2019-01-28 20:11:41,720 epoch 53 - iter 342/577 - loss 0.18385448
2019-01-28 20:11:49,952 epoch 53 - iter 399/577 - loss 0.18586510
2019-01-28 20:11:57,924 epoch 53 - iter 456/577 - loss 0.18685012
2019-01-28 20:12:06,315 epoch 53 - iter 513/577 - loss 0.18590677
2019-01-28 20:12:14,511 epoch 53 - iter 570/577 - loss 0.18349956
2019-01-28 20:12:16,144 ----------------------------------------------------------------------------------------------------
2019-01-28 20:12:16,144 EPOCH 53 done: loss 0.1836 - lr 0.0500 - bad epochs 2
2019-01-28 20:12:30,736 TEST : loss 1.06874382 - f-score 0.9250 - acc 0.9250
2019-01-28 20:12:30,745 ----------------------------------------------------------------------------------------------------
2019-01-28 20:12:30,885 epoch 54 - iter 0/577 - loss 0.19396889
2019-01-28 20:12:39,010 epoch 54 - iter 57/577 - loss 0.17292104
2019-01-28 20:12:47,512 epoch 54 - iter 114/577 - loss 0.16191990
2019-01-28 20:12:55,710 epoch 54 - iter 171/577 - loss 0.17122844
2019-01-28 20:13:03,837 epoch 54 - iter 228/577 - loss 0.17156936
2019-01-28 20:13:12,199 epoch 54 - iter 285/577 - loss 0.16739309
2019-01-28 20:13:20,427 epoch 54 - iter 342/577 - loss 0.16708368
2019-01-28 20:13:28,715 epoch 54 - iter 399/577 - loss 0.16509452
2019-01-28 20:13:36,814 epoch 54 - iter 456/577 - loss 0.16605384
2019-01-28 20:13:45,266 epoch 54 - iter 513/577 - loss 0.16350288
2019-01-28 20:13:53,774 epoch 54 - iter 570/577 - loss 0.16218315
2019-01-28 20:13:55,585 ----------------------------------------------------------------------------------------------------
2019-01-28 20:13:55,585 EPOCH 54 done: loss 0.1630 - lr 0.0500 - bad epochs 3
2019-01-28 20:14:10,057 TEST : loss 1.08744001 - f-score 0.9276 - acc 0.9276
2019-01-28 20:14:10,069 ----------------------------------------------------------------------------------------------------
2019-01-28 20:14:10,214 epoch 55 - iter 0/577 - loss 0.33089608
2019-01-28 20:14:18,331 epoch 55 - iter 57/577 - loss 0.18404618
2019-01-28 20:14:26,551 epoch 55 - iter 114/577 - loss 0.19627436
2019-01-28 20:14:34,761 epoch 55 - iter 171/577 - loss 0.17295706
2019-01-28 20:14:42,568 epoch 55 - iter 228/577 - loss 0.19768585
2019-01-28 20:14:50,791 epoch 55 - iter 285/577 - loss 0.18875633
2019-01-28 20:14:58,851 epoch 55 - iter 342/577 - loss 0.18063409
2019-01-28 20:15:07,159 epoch 55 - iter 399/577 - loss 0.17993983
2019-01-28 20:15:15,014 epoch 55 - iter 456/577 - loss 0.17520634
2019-01-28 20:15:23,163 epoch 55 - iter 513/577 - loss 0.17931436
2019-01-28 20:15:31,162 epoch 55 - iter 570/577 - loss 0.17921882
2019-01-28 20:15:32,813 ----------------------------------------------------------------------------------------------------
2019-01-28 20:15:32,813 EPOCH 55 done: loss 0.1791 - lr 0.0500 - bad epochs 0
2019-01-28 20:15:47,267 TEST : loss 1.07150805 - f-score 0.9281 - acc 0.9281
2019-01-28 20:15:47,274 ----------------------------------------------------------------------------------------------------
2019-01-28 20:15:47,407 epoch 56 - iter 0/577 - loss 0.00778109
2019-01-28 20:15:55,256 epoch 56 - iter 57/577 - loss 0.17299010
2019-01-28 20:16:03,470 epoch 56 - iter 114/577 - loss 0.17630221
2019-01-28 20:16:11,340 epoch 56 - iter 171/577 - loss 0.17140072
2019-01-28 20:16:19,470 epoch 56 - iter 228/577 - loss 0.17325411
2019-01-28 20:16:27,746 epoch 56 - iter 285/577 - loss 0.17268113
2019-01-28 20:16:35,863 epoch 56 - iter 342/577 - loss 0.17517991
2019-01-28 20:16:44,185 epoch 56 - iter 399/577 - loss 0.17335701
2019-01-28 20:16:52,673 epoch 56 - iter 456/577 - loss 0.16775474
2019-01-28 20:17:00,854 epoch 56 - iter 513/577 - loss 0.16771437
2019-01-28 20:17:08,895 epoch 56 - iter 570/577 - loss 0.16735592
2019-01-28 20:17:10,672 ----------------------------------------------------------------------------------------------------
2019-01-28 20:17:10,695 EPOCH 56 done: loss 0.1669 - lr 0.0500 - bad epochs 1
2019-01-28 20:17:25,134 TEST : loss 1.11323595 - f-score 0.9266 - acc 0.9266
2019-01-28 20:17:25,143 ----------------------------------------------------------------------------------------------------
2019-01-28 20:17:25,279 epoch 57 - iter 0/577 - loss 0.07992882
2019-01-28 20:17:33,482 epoch 57 - iter 57/577 - loss 0.13920946
2019-01-28 20:17:41,585 epoch 57 - iter 114/577 - loss 0.15278202
2019-01-28 20:17:49,779 epoch 57 - iter 171/577 - loss 0.15146901
2019-01-28 20:17:58,169 epoch 57 - iter 228/577 - loss 0.14858184
2019-01-28 20:18:06,525 epoch 57 - iter 285/577 - loss 0.15045451
2019-01-28 20:18:14,936 epoch 57 - iter 342/577 - loss 0.15423078
2019-01-28 20:18:23,093 epoch 57 - iter 399/577 - loss 0.15953879
2019-01-28 20:18:31,405 epoch 57 - iter 456/577 - loss 0.16007301
2019-01-28 20:18:39,755 epoch 57 - iter 513/577 - loss 0.16803248
2019-01-28 20:18:47,914 epoch 57 - iter 570/577 - loss 0.17145857
2019-01-28 20:18:49,643 ----------------------------------------------------------------------------------------------------
2019-01-28 20:18:49,643 EPOCH 57 done: loss 0.1715 - lr 0.0500 - bad epochs 2
2019-01-28 20:19:04,209 TEST : loss 1.08518112 - f-score 0.9262 - acc 0.9262
2019-01-28 20:19:04,219 ----------------------------------------------------------------------------------------------------
2019-01-28 20:19:04,374 epoch 58 - iter 0/577 - loss 0.10252869
2019-01-28 20:19:12,585 epoch 58 - iter 57/577 - loss 0.14730404
2019-01-28 20:19:20,502 epoch 58 - iter 114/577 - loss 0.15472948
2019-01-28 20:19:28,398 epoch 58 - iter 171/577 - loss 0.16702772
2019-01-28 20:19:36,433 epoch 58 - iter 228/577 - loss 0.17181531
2019-01-28 20:19:44,358 epoch 58 - iter 285/577 - loss 0.17410533
2019-01-28 20:19:52,301 epoch 58 - iter 342/577 - loss 0.17383840
2019-01-28 20:20:00,425 epoch 58 - iter 399/577 - loss 0.17126594
2019-01-28 20:20:08,417 epoch 58 - iter 456/577 - loss 0.16965596
2019-01-28 20:20:16,343 epoch 58 - iter 513/577 - loss 0.16937558
2019-01-28 20:20:24,167 epoch 58 - iter 570/577 - loss 0.16975221
2019-01-28 20:20:25,832 ----------------------------------------------------------------------------------------------------
2019-01-28 20:20:25,832 EPOCH 58 done: loss 0.1696 - lr 0.0500 - bad epochs 3
2019-01-28 20:20:40,380 TEST : loss 1.08641851 - f-score 0.9271 - acc 0.9271
2019-01-28 20:20:40,389 ----------------------------------------------------------------------------------------------------
2019-01-28 20:20:40,546 epoch 59 - iter 0/577 - loss 0.02620643
2019-01-28 20:20:48,535 epoch 59 - iter 57/577 - loss 0.14620510
2019-01-28 20:20:56,855 epoch 59 - iter 114/577 - loss 0.14596238
2019-01-28 20:21:04,818 epoch 59 - iter 171/577 - loss 0.13241033
2019-01-28 20:21:12,914 epoch 59 - iter 228/577 - loss 0.13520666
2019-01-28 20:21:21,183 epoch 59 - iter 285/577 - loss 0.13573380
2019-01-28 20:21:29,757 epoch 59 - iter 342/577 - loss 0.13763359
2019-01-28 20:21:38,018 epoch 59 - iter 399/577 - loss 0.14157543
2019-01-28 20:21:46,181 epoch 59 - iter 456/577 - loss 0.14034515
2019-01-28 20:21:54,390 epoch 59 - iter 513/577 - loss 0.13839912
2019-01-28 20:22:02,754 epoch 59 - iter 570/577 - loss 0.14633341
2019-01-28 20:22:04,484 ----------------------------------------------------------------------------------------------------
2019-01-28 20:22:04,484 EPOCH 59 done: loss 0.1466 - lr 0.0250 - bad epochs 0
2019-01-28 20:22:18,952 TEST : loss 1.10022819 - f-score 0.9285 - acc 0.9285
2019-01-28 20:22:18,960 ----------------------------------------------------------------------------------------------------
2019-01-28 20:22:19,103 epoch 60 - iter 0/577 - loss 0.38662523
2019-01-28 20:22:27,144 epoch 60 - iter 57/577 - loss 0.12335989
2019-01-28 20:22:35,259 epoch 60 - iter 114/577 - loss 0.15833161
2019-01-28 20:22:43,484 epoch 60 - iter 171/577 - loss 0.16611280
2019-01-28 20:22:51,579 epoch 60 - iter 228/577 - loss 0.17199891
2019-01-28 20:22:59,686 epoch 60 - iter 285/577 - loss 0.17045808
2019-01-28 20:23:08,029 epoch 60 - iter 342/577 - loss 0.16403479
2019-01-28 20:23:16,347 epoch 60 - iter 399/577 - loss 0.16580272
2019-01-28 20:23:24,426 epoch 60 - iter 456/577 - loss 0.16343999
2019-01-28 20:23:32,738 epoch 60 - iter 513/577 - loss 0.16250486
2019-01-28 20:23:41,145 epoch 60 - iter 570/577 - loss 0.16495053
2019-01-28 20:23:42,921 ----------------------------------------------------------------------------------------------------
2019-01-28 20:23:42,921 EPOCH 60 done: loss 0.1640 - lr 0.0250 - bad epochs 0
2019-01-28 20:23:57,563 TEST : loss 1.11512029 - f-score 0.9270 - acc 0.9270
2019-01-28 20:23:57,571 ----------------------------------------------------------------------------------------------------
2019-01-28 20:23:57,717 epoch 61 - iter 0/577 - loss 0.02818435
2019-01-28 20:24:05,755 epoch 61 - iter 57/577 - loss 0.14947235
2019-01-28 20:24:13,819 epoch 61 - iter 114/577 - loss 0.14699332
2019-01-28 20:24:21,907 epoch 61 - iter 171/577 - loss 0.14793052
2019-01-28 20:24:29,775 epoch 61 - iter 228/577 - loss 0.15336043
2019-01-28 20:24:37,763 epoch 61 - iter 285/577 - loss 0.14837143
2019-01-28 20:24:45,743 epoch 61 - iter 342/577 - loss 0.15447741
2019-01-28 20:24:53,929 epoch 61 - iter 399/577 - loss 0.15824264
2019-01-28 20:25:02,236 epoch 61 - iter 456/577 - loss 0.15517745
2019-01-28 20:25:10,362 epoch 61 - iter 513/577 - loss 0.15643267
2019-01-28 20:25:18,935 epoch 61 - iter 570/577 - loss 0.15492140
2019-01-28 20:25:20,754 ----------------------------------------------------------------------------------------------------
2019-01-28 20:25:20,754 EPOCH 61 done: loss 0.1550 - lr 0.0250 - bad epochs 1
2019-01-28 20:25:36,662 TEST : loss 1.12400651 - f-score 0.9286 - acc 0.9287
2019-01-28 20:25:36,671 ----------------------------------------------------------------------------------------------------
2019-01-28 20:25:36,799 epoch 62 - iter 0/577 - loss 0.00350404
2019-01-28 20:25:44,861 epoch 62 - iter 57/577 - loss 0.12886313
2019-01-28 20:25:53,189 epoch 62 - iter 114/577 - loss 0.13437437
2019-01-28 20:26:01,560 epoch 62 - iter 171/577 - loss 0.14954085
2019-01-28 20:26:09,710 epoch 62 - iter 228/577 - loss 0.14057903
2019-01-28 20:26:17,833 epoch 62 - iter 285/577 - loss 0.14301558
2019-01-28 20:26:25,999 epoch 62 - iter 342/577 - loss 0.14725687
2019-01-28 20:26:34,025 epoch 62 - iter 399/577 - loss 0.15100068
2019-01-28 20:26:42,187 epoch 62 - iter 456/577 - loss 0.14842731
2019-01-28 20:26:50,477 epoch 62 - iter 513/577 - loss 0.15349744
2019-01-28 20:26:58,599 epoch 62 - iter 570/577 - loss 0.15367047
2019-01-28 20:27:00,244 ----------------------------------------------------------------------------------------------------
2019-01-28 20:27:00,244 EPOCH 62 done: loss 0.1542 - lr 0.0250 - bad epochs 2
2019-01-28 20:27:14,884 TEST : loss 1.12797880 - f-score 0.9267 - acc 0.9267
2019-01-28 20:27:14,897 ----------------------------------------------------------------------------------------------------
2019-01-28 20:27:15,046 epoch 63 - iter 0/577 - loss 0.04751420
2019-01-28 20:27:23,413 epoch 63 - iter 57/577 - loss 0.14838952
2019-01-28 20:27:31,702 epoch 63 - iter 114/577 - loss 0.12479542
2019-01-28 20:27:40,134 epoch 63 - iter 171/577 - loss 0.12622001
2019-01-28 20:27:48,200 epoch 63 - iter 228/577 - loss 0.13232192
2019-01-28 20:27:56,511 epoch 63 - iter 285/577 - loss 0.14530156
2019-01-28 20:28:04,961 epoch 63 - iter 342/577 - loss 0.14976355
2019-01-28 20:28:12,996 epoch 63 - iter 399/577 - loss 0.15247953
2019-01-28 20:28:21,445 epoch 63 - iter 456/577 - loss 0.15063382
2019-01-28 20:28:29,675 epoch 63 - iter 513/577 - loss 0.15348556
2019-01-28 20:28:37,844 epoch 63 - iter 570/577 - loss 0.15380657
2019-01-28 20:28:39,695 ----------------------------------------------------------------------------------------------------
2019-01-28 20:28:39,695 EPOCH 63 done: loss 0.1533 - lr 0.0250 - bad epochs 3
2019-01-28 20:28:54,199 TEST : loss 1.11832881 - f-score 0.9302 - acc 0.9302
2019-01-28 20:28:54,206 ----------------------------------------------------------------------------------------------------
2019-01-28 20:28:54,385 epoch 64 - iter 0/577 - loss 0.05296731
2019-01-28 20:29:02,319 epoch 64 - iter 57/577 - loss 0.12922033
2019-01-28 20:29:10,246 epoch 64 - iter 114/577 - loss 0.13990574
2019-01-28 20:29:18,032 epoch 64 - iter 171/577 - loss 0.13445358
2019-01-28 20:29:26,251 epoch 64 - iter 228/577 - loss 0.13185979
2019-01-28 20:29:34,530 epoch 64 - iter 285/577 - loss 0.13489451
2019-01-28 20:29:42,930 epoch 64 - iter 342/577 - loss 0.14318504
2019-01-28 20:29:51,136 epoch 64 - iter 399/577 - loss 0.14171838
2019-01-28 20:29:59,230 epoch 64 - iter 456/577 - loss 0.14125584
2019-01-28 20:30:07,149 epoch 64 - iter 513/577 - loss 0.13959712
2019-01-28 20:30:16,089 epoch 64 - iter 570/577 - loss 0.13992554
2019-01-28 20:30:18,011 ----------------------------------------------------------------------------------------------------
2019-01-28 20:30:18,012 EPOCH 64 done: loss 0.1406 - lr 0.0125 - bad epochs 0
2019-01-28 20:30:32,649 TEST : loss 1.12755609 - f-score 0.9297 - acc 0.9297
2019-01-28 20:30:32,658 ----------------------------------------------------------------------------------------------------
2019-01-28 20:30:32,823 epoch 65 - iter 0/577 - loss 0.16405618
2019-01-28 20:30:41,202 epoch 65 - iter 57/577 - loss 0.14810667
2019-01-28 20:30:49,396 epoch 65 - iter 114/577 - loss 0.14245567
2019-01-28 20:30:57,499 epoch 65 - iter 171/577 - loss 0.15263581
2019-01-28 20:31:05,454 epoch 65 - iter 228/577 - loss 0.14784888
2019-01-28 20:31:13,929 epoch 65 - iter 285/577 - loss 0.14255687
2019-01-28 20:31:22,189 epoch 65 - iter 342/577 - loss 0.14863988
2019-01-28 20:31:30,206 epoch 65 - iter 399/577 - loss 0.14511576
2019-01-28 20:31:38,441 epoch 65 - iter 456/577 - loss 0.14917517
2019-01-28 20:31:46,986 epoch 65 - iter 513/577 - loss 0.14539062
2019-01-28 20:31:55,224 epoch 65 - iter 570/577 - loss 0.14207849
2019-01-28 20:31:57,009 ----------------------------------------------------------------------------------------------------
2019-01-28 20:31:57,009 EPOCH 65 done: loss 0.1424 - lr 0.0125 - bad epochs 0
2019-01-28 20:32:11,627 TEST : loss 1.13985169 - f-score 0.9295 - acc 0.9295
2019-01-28 20:32:11,637 ----------------------------------------------------------------------------------------------------
2019-01-28 20:32:11,783 epoch 66 - iter 0/577 - loss 0.08446741
2019-01-28 20:32:20,062 epoch 66 - iter 57/577 - loss 0.11331279
2019-01-28 20:32:28,411 epoch 66 - iter 114/577 - loss 0.12922759
2019-01-28 20:32:36,749 epoch 66 - iter 171/577 - loss 0.12510533
2019-01-28 20:32:45,020 epoch 66 - iter 228/577 - loss 0.13582966
2019-01-28 20:32:53,369 epoch 66 - iter 285/577 - loss 0.13896690
2019-01-28 20:33:01,462 epoch 66 - iter 342/577 - loss 0.14435690
2019-01-28 20:33:09,597 epoch 66 - iter 399/577 - loss 0.13947166
2019-01-28 20:33:17,653 epoch 66 - iter 456/577 - loss 0.14171334
2019-01-28 20:33:25,580 epoch 66 - iter 513/577 - loss 0.14142082
2019-01-28 20:33:33,854 epoch 66 - iter 570/577 - loss 0.14080090
2019-01-28 20:33:35,410 ----------------------------------------------------------------------------------------------------
2019-01-28 20:33:35,410 EPOCH 66 done: loss 0.1409 - lr 0.0125 - bad epochs 1
2019-01-28 20:33:49,943 TEST : loss 1.14762890 - f-score 0.9288 - acc 0.9289
2019-01-28 20:33:49,953 ----------------------------------------------------------------------------------------------------
2019-01-28 20:33:50,086 epoch 67 - iter 0/577 - loss 0.08062625
2019-01-28 20:33:58,121 epoch 67 - iter 57/577 - loss 0.14030061
2019-01-28 20:34:06,171 epoch 67 - iter 114/577 - loss 0.12938338
2019-01-28 20:34:14,295 epoch 67 - iter 171/577 - loss 0.12817633
2019-01-28 20:34:22,577 epoch 67 - iter 228/577 - loss 0.14098247
2019-01-28 20:34:30,804 epoch 67 - iter 285/577 - loss 0.13838340
2019-01-28 20:34:38,827 epoch 67 - iter 342/577 - loss 0.13569507
2019-01-28 20:34:46,917 epoch 67 - iter 399/577 - loss 0.13446952
2019-01-28 20:34:55,136 epoch 67 - iter 456/577 - loss 0.13536647
2019-01-28 20:35:03,473 epoch 67 - iter 513/577 - loss 0.13615232
2019-01-28 20:35:11,630 epoch 67 - iter 570/577 - loss 0.13620953
2019-01-28 20:35:13,433 ----------------------------------------------------------------------------------------------------
2019-01-28 20:35:13,433 EPOCH 67 done: loss 0.1354 - lr 0.0125 - bad epochs 2
2019-01-28 20:35:27,972 TEST : loss 1.14781630 - f-score 0.9288 - acc 0.9288
2019-01-28 20:35:27,979 ----------------------------------------------------------------------------------------------------
2019-01-28 20:35:28,112 epoch 68 - iter 0/577 - loss 0.06271899
2019-01-28 20:35:36,366 epoch 68 - iter 57/577 - loss 0.15299503
2019-01-28 20:35:44,322 epoch 68 - iter 114/577 - loss 0.13905896
2019-01-28 20:35:52,440 epoch 68 - iter 171/577 - loss 0.14886776
2019-01-28 20:36:00,537 epoch 68 - iter 228/577 - loss 0.15281188
2019-01-28 20:36:08,608 epoch 68 - iter 285/577 - loss 0.13932261
2019-01-28 20:36:17,080 epoch 68 - iter 342/577 - loss 0.15026730
2019-01-28 20:36:25,149 epoch 68 - iter 399/577 - loss 0.15353593
2019-01-28 20:36:33,443 epoch 68 - iter 456/577 - loss 0.15227291
2019-01-28 20:36:41,613 epoch 68 - iter 513/577 - loss 0.14950591
2019-01-28 20:36:49,946 epoch 68 - iter 570/577 - loss 0.14770633
2019-01-28 20:36:51,801 ----------------------------------------------------------------------------------------------------
2019-01-28 20:36:51,801 EPOCH 68 done: loss 0.1496 - lr 0.0125 - bad epochs 0
2019-01-28 20:37:06,224 TEST : loss 1.15164602 - f-score 0.9292 - acc 0.9292
2019-01-28 20:37:06,231 ----------------------------------------------------------------------------------------------------
2019-01-28 20:37:06,393 epoch 69 - iter 0/577 - loss 0.04992422
2019-01-28 20:37:14,626 epoch 69 - iter 57/577 - loss 0.16143210
2019-01-28 20:37:22,972 epoch 69 - iter 114/577 - loss 0.16349139
2019-01-28 20:37:31,260 epoch 69 - iter 171/577 - loss 0.16089041
2019-01-28 20:37:39,317 epoch 69 - iter 228/577 - loss 0.16372197
2019-01-28 20:37:47,657 epoch 69 - iter 285/577 - loss 0.15744897
2019-01-28 20:37:55,880 epoch 69 - iter 342/577 - loss 0.15238867
2019-01-28 20:38:03,808 epoch 69 - iter 399/577 - loss 0.15362200
2019-01-28 20:38:11,869 epoch 69 - iter 456/577 - loss 0.15161467
2019-01-28 20:38:19,998 epoch 69 - iter 513/577 - loss 0.15120034
2019-01-28 20:38:28,159 epoch 69 - iter 570/577 - loss 0.14970557
2019-01-28 20:38:29,832 ----------------------------------------------------------------------------------------------------
2019-01-28 20:38:29,832 EPOCH 69 done: loss 0.1493 - lr 0.0125 - bad epochs 1
2019-01-28 20:38:44,287 TEST : loss 1.13008857 - f-score 0.9304 - acc 0.9304
2019-01-28 20:38:44,290 ----------------------------------------------------------------------------------------------------
2019-01-28 20:38:44,437 epoch 70 - iter 0/577 - loss 0.22650802
2019-01-28 20:38:52,415 epoch 70 - iter 57/577 - loss 0.13150138
2019-01-28 20:39:00,182 epoch 70 - iter 114/577 - loss 0.12721729
2019-01-28 20:39:08,447 epoch 70 - iter 171/577 - loss 0.13016814
2019-01-28 20:39:16,287 epoch 70 - iter 228/577 - loss 0.13319301
2019-01-28 20:39:24,470 epoch 70 - iter 285/577 - loss 0.13006981
2019-01-28 20:39:32,852 epoch 70 - iter 342/577 - loss 0.12641991
2019-01-28 20:39:41,243 epoch 70 - iter 399/577 - loss 0.13711634
2019-01-28 20:39:49,634 epoch 70 - iter 456/577 - loss 0.13693011
2019-01-28 20:39:57,776 epoch 70 - iter 513/577 - loss 0.13619962
2019-01-28 20:40:06,402 epoch 70 - iter 570/577 - loss 0.13407627
2019-01-28 20:40:08,093 ----------------------------------------------------------------------------------------------------
2019-01-28 20:40:08,094 EPOCH 70 done: loss 0.1339 - lr 0.0125 - bad epochs 2
2019-01-28 20:40:22,528 TEST : loss 1.13051271 - f-score 0.9282 - acc 0.9283
2019-01-28 20:40:22,534 ----------------------------------------------------------------------------------------------------
2019-01-28 20:40:22,678 epoch 71 - iter 0/577 - loss 0.04169101
2019-01-28 20:40:30,898 epoch 71 - iter 57/577 - loss 0.16049900
2019-01-28 20:40:38,945 epoch 71 - iter 114/577 - loss 0.14849355
2019-01-28 20:40:47,268 epoch 71 - iter 171/577 - loss 0.15132780
2019-01-28 20:40:55,521 epoch 71 - iter 228/577 - loss 0.14370447
2019-01-28 20:41:03,717 epoch 71 - iter 285/577 - loss 0.13781920
2019-01-28 20:41:11,994 epoch 71 - iter 342/577 - loss 0.13503219
2019-01-28 20:41:19,939 epoch 71 - iter 399/577 - loss 0.13139889
2019-01-28 20:41:28,531 epoch 71 - iter 456/577 - loss 0.12818624
2019-01-28 20:41:36,815 epoch 71 - iter 513/577 - loss 0.12786026
2019-01-28 20:41:45,046 epoch 71 - iter 570/577 - loss 0.12800510
2019-01-28 20:41:46,824 ----------------------------------------------------------------------------------------------------
2019-01-28 20:41:46,824 EPOCH 71 done: loss 0.1281 - lr 0.0125 - bad epochs 0
2019-01-28 20:42:01,437 TEST : loss 1.14620876 - f-score 0.9295 - acc 0.9295
2019-01-28 20:42:01,444 ----------------------------------------------------------------------------------------------------
2019-01-28 20:42:01,590 epoch 72 - iter 0/577 - loss 0.03054881
2019-01-28 20:42:09,678 epoch 72 - iter 57/577 - loss 0.13776579
2019-01-28 20:42:18,033 epoch 72 - iter 114/577 - loss 0.14112252
2019-01-28 20:42:26,157 epoch 72 - iter 171/577 - loss 0.13170242
2019-01-28 20:42:34,494 epoch 72 - iter 228/577 - loss 0.12347567
2019-01-28 20:42:42,482 epoch 72 - iter 285/577 - loss 0.13935289
2019-01-28 20:42:50,562 epoch 72 - iter 342/577 - loss 0.13747839
2019-01-28 20:42:58,505 epoch 72 - iter 399/577 - loss 0.13549507
2019-01-28 20:43:06,647 epoch 72 - iter 456/577 - loss 0.13181673
2019-01-28 20:43:14,586 epoch 72 - iter 513/577 - loss 0.13105334
2019-01-28 20:43:22,537 epoch 72 - iter 570/577 - loss 0.13233086
2019-01-28 20:43:24,099 ----------------------------------------------------------------------------------------------------
2019-01-28 20:43:24,099 EPOCH 72 done: loss 0.1321 - lr 0.0125 - bad epochs 0
2019-01-28 20:43:38,657 TEST : loss 1.15722501 - f-score 0.9276 - acc 0.9276
2019-01-28 20:43:38,669 ----------------------------------------------------------------------------------------------------
2019-01-28 20:43:38,826 epoch 73 - iter 0/577 - loss 0.02155051
2019-01-28 20:43:47,015 epoch 73 - iter 57/577 - loss 0.11392916
2019-01-28 20:43:55,276 epoch 73 - iter 114/577 - loss 0.12215059
2019-01-28 20:44:03,510 epoch 73 - iter 171/577 - loss 0.11853464
2019-01-28 20:44:12,012 epoch 73 - iter 228/577 - loss 0.12353643
2019-01-28 20:44:20,190 epoch 73 - iter 285/577 - loss 0.12526725
2019-01-28 20:44:28,171 epoch 73 - iter 342/577 - loss 0.12787035
2019-01-28 20:44:36,211 epoch 73 - iter 399/577 - loss 0.12671581
2019-01-28 20:44:44,367 epoch 73 - iter 456/577 - loss 0.12596323
2019-01-28 20:44:53,139 epoch 73 - iter 513/577 - loss 0.12932690
2019-01-28 20:45:01,293 epoch 73 - iter 570/577 - loss 0.12976369
2019-01-28 20:45:03,169 ----------------------------------------------------------------------------------------------------
2019-01-28 20:45:03,169 EPOCH 73 done: loss 0.1295 - lr 0.0125 - bad epochs 1
2019-01-28 20:45:17,762 TEST : loss 1.15458202 - f-score 0.9293 - acc 0.9293
2019-01-28 20:45:17,768 ----------------------------------------------------------------------------------------------------
2019-01-28 20:45:17,905 epoch 74 - iter 0/577 - loss 0.00063872
2019-01-28 20:45:26,324 epoch 74 - iter 57/577 - loss 0.14821929
2019-01-28 20:45:34,576 epoch 74 - iter 114/577 - loss 0.12979336
2019-01-28 20:45:43,011 epoch 74 - iter 171/577 - loss 0.11892275
2019-01-28 20:45:51,370 epoch 74 - iter 228/577 - loss 0.12856679
2019-01-28 20:45:59,594 epoch 74 - iter 285/577 - loss 0.13195225
2019-01-28 20:46:07,962 epoch 74 - iter 342/577 - loss 0.12831019
2019-01-28 20:46:16,394 epoch 74 - iter 399/577 - loss 0.12630169
2019-01-28 20:46:24,558 epoch 74 - iter 456/577 - loss 0.12535740
2019-01-28 20:46:32,586 epoch 74 - iter 513/577 - loss 0.12631946
2019-01-28 20:46:40,851 epoch 74 - iter 570/577 - loss 0.12438770
2019-01-28 20:46:42,629 ----------------------------------------------------------------------------------------------------
2019-01-28 20:46:42,629 EPOCH 74 done: loss 0.1246 - lr 0.0125 - bad epochs 2
2019-01-28 20:46:57,050 TEST : loss 1.16282403 - f-score 0.9275 - acc 0.9275
2019-01-28 20:46:57,058 ----------------------------------------------------------------------------------------------------
2019-01-28 20:46:57,209 epoch 75 - iter 0/577 - loss 0.04456568
2019-01-28 20:47:05,488 epoch 75 - iter 57/577 - loss 0.10217470
2019-01-28 20:47:13,951 epoch 75 - iter 114/577 - loss 0.15028630
2019-01-28 20:47:21,978 epoch 75 - iter 171/577 - loss 0.15353110
2019-01-28 20:47:30,198 epoch 75 - iter 228/577 - loss 0.13863540
2019-01-28 20:47:38,266 epoch 75 - iter 285/577 - loss 0.13388918
2019-01-28 20:47:46,409 epoch 75 - iter 342/577 - loss 0.13332089
2019-01-28 20:47:54,269 epoch 75 - iter 399/577 - loss 0.13550980
2019-01-28 20:48:02,149 epoch 75 - iter 456/577 - loss 0.13530339
2019-01-28 20:48:10,000 epoch 75 - iter 513/577 - loss 0.13556605
2019-01-28 20:48:18,014 epoch 75 - iter 570/577 - loss 0.13497065
2019-01-28 20:48:19,609 ----------------------------------------------------------------------------------------------------
2019-01-28 20:48:19,610 EPOCH 75 done: loss 0.1350 - lr 0.0125 - bad epochs 0
2019-01-28 20:48:34,139 TEST : loss 1.18209112 - f-score 0.9277 - acc 0.9277
2019-01-28 20:48:34,150 ----------------------------------------------------------------------------------------------------
2019-01-28 20:48:34,306 epoch 76 - iter 0/577 - loss 0.13911015
2019-01-28 20:48:42,646 epoch 76 - iter 57/577 - loss 0.12737446
2019-01-28 20:48:51,012 epoch 76 - iter 114/577 - loss 0.13183197
2019-01-28 20:48:59,217 epoch 76 - iter 171/577 - loss 0.12660726
2019-01-28 20:49:07,402 epoch 76 - iter 228/577 - loss 0.13657557
2019-01-28 20:49:15,555 epoch 76 - iter 285/577 - loss 0.13401014
2019-01-28 20:49:23,695 epoch 76 - iter 342/577 - loss 0.13490469
2019-01-28 20:49:31,947 epoch 76 - iter 399/577 - loss 0.13347759
2019-01-28 20:49:40,260 epoch 76 - iter 456/577 - loss 0.13151058
2019-01-28 20:49:48,238 epoch 76 - iter 513/577 - loss 0.13583375
2019-01-28 20:49:56,427 epoch 76 - iter 570/577 - loss 0.13342345
2019-01-28 20:49:58,086 ----------------------------------------------------------------------------------------------------
2019-01-28 20:49:58,086 EPOCH 76 done: loss 0.1329 - lr 0.0125 - bad epochs 1
2019-01-28 20:50:12,611 TEST : loss 1.17270195 - f-score 0.9286 - acc 0.9287
2019-01-28 20:50:12,618 ----------------------------------------------------------------------------------------------------
2019-01-28 20:50:12,754 epoch 77 - iter 0/577 - loss 0.06500226
2019-01-28 20:50:20,905 epoch 77 - iter 57/577 - loss 0.14983836
2019-01-28 20:50:29,211 epoch 77 - iter 114/577 - loss 0.14945098
2019-01-28 20:50:37,522 epoch 77 - iter 171/577 - loss 0.13990010
2019-01-28 20:50:45,783 epoch 77 - iter 228/577 - loss 0.13276310
2019-01-28 20:50:54,059 epoch 77 - iter 285/577 - loss 0.12325029
2019-01-28 20:51:02,582 epoch 77 - iter 342/577 - loss 0.11994912
2019-01-28 20:51:10,936 epoch 77 - iter 399/577 - loss 0.12010009
2019-01-28 20:51:19,132 epoch 77 - iter 456/577 - loss 0.11736471
2019-01-28 20:51:27,357 epoch 77 - iter 513/577 - loss 0.12120976
2019-01-28 20:51:35,641 epoch 77 - iter 570/577 - loss 0.12364398
2019-01-28 20:51:37,432 ----------------------------------------------------------------------------------------------------
2019-01-28 20:51:37,432 EPOCH 77 done: loss 0.1239 - lr 0.0125 - bad epochs 2
2019-01-28 20:51:51,882 TEST : loss 1.17434490 - f-score 0.9278 - acc 0.9278
2019-01-28 20:51:51,894 ----------------------------------------------------------------------------------------------------
2019-01-28 20:51:52,055 epoch 78 - iter 0/577 - loss 0.06819421
2019-01-28 20:52:00,204 epoch 78 - iter 57/577 - loss 0.12965254
2019-01-28 20:52:08,206 epoch 78 - iter 114/577 - loss 0.14585563
2019-01-28 20:52:16,186 epoch 78 - iter 171/577 - loss 0.14648604
2019-01-28 20:52:23,855 epoch 78 - iter 228/577 - loss 0.13945494
2019-01-28 20:52:31,890 epoch 78 - iter 285/577 - loss 0.13764512
2019-01-28 20:52:40,232 epoch 78 - iter 342/577 - loss 0.13095751
2019-01-28 20:52:48,480 epoch 78 - iter 399/577 - loss 0.13326026
2019-01-28 20:52:56,616 epoch 78 - iter 456/577 - loss 0.13671475
2019-01-28 20:53:04,724 epoch 78 - iter 513/577 - loss 0.13915418
2019-01-28 20:53:12,831 epoch 78 - iter 570/577 - loss 0.13547998
2019-01-28 20:53:14,487 ----------------------------------------------------------------------------------------------------
2019-01-28 20:53:14,488 EPOCH 78 done: loss 0.1355 - lr 0.0125 - bad epochs 0
2019-01-28 20:53:28,952 TEST : loss 1.16482961 - f-score 0.9276 - acc 0.9276
2019-01-28 20:53:28,959 ----------------------------------------------------------------------------------------------------
2019-01-28 20:53:29,100 epoch 79 - iter 0/577 - loss 0.01314086
2019-01-28 20:53:37,137 epoch 79 - iter 57/577 - loss 0.15214092
2019-01-28 20:53:45,351 epoch 79 - iter 114/577 - loss 0.13761409
2019-01-28 20:53:53,481 epoch 79 - iter 171/577 - loss 0.14471043
2019-01-28 20:54:01,693 epoch 79 - iter 228/577 - loss 0.13575864
2019-01-28 20:54:09,857 epoch 79 - iter 285/577 - loss 0.13557144
2019-01-28 20:54:17,898 epoch 79 - iter 342/577 - loss 0.13166017
2019-01-28 20:54:26,145 epoch 79 - iter 399/577 - loss 0.13181027
2019-01-28 20:54:34,406 epoch 79 - iter 456/577 - loss 0.13111316
2019-01-28 20:54:42,663 epoch 79 - iter 513/577 - loss 0.12810633
2019-01-28 20:54:50,815 epoch 79 - iter 570/577 - loss 0.12574449
2019-01-28 20:54:52,516 ----------------------------------------------------------------------------------------------------
2019-01-28 20:54:52,516 EPOCH 79 done: loss 0.1262 - lr 0.0125 - bad epochs 1
2019-01-28 20:55:07,072 TEST : loss 1.17568386 - f-score 0.9268 - acc 0.9268
2019-01-28 20:55:07,084 ----------------------------------------------------------------------------------------------------
2019-01-28 20:55:07,229 epoch 80 - iter 0/577 - loss 0.02924919
2019-01-28 20:55:15,715 epoch 80 - iter 57/577 - loss 0.13575470
2019-01-28 20:55:24,000 epoch 80 - iter 114/577 - loss 0.12552914
2019-01-28 20:55:32,344 epoch 80 - iter 171/577 - loss 0.12089177
2019-01-28 20:55:40,501 epoch 80 - iter 228/577 - loss 0.12302033
2019-01-28 20:55:48,436 epoch 80 - iter 285/577 - loss 0.13490652
2019-01-28 20:55:56,675 epoch 80 - iter 342/577 - loss 0.14029856
2019-01-28 20:56:04,937 epoch 80 - iter 399/577 - loss 0.14317507
2019-01-28 20:56:13,125 epoch 80 - iter 456/577 - loss 0.14580668
2019-01-28 20:56:21,560 epoch 80 - iter 513/577 - loss 0.14938917
2019-01-28 20:56:29,764 epoch 80 - iter 570/577 - loss 0.15018951
2019-01-28 20:56:31,446 ----------------------------------------------------------------------------------------------------
2019-01-28 20:56:31,446 EPOCH 80 done: loss 0.1502 - lr 0.0125 - bad epochs 2
2019-01-28 20:56:47,155 TEST : loss 1.18286169 - f-score 0.9278 - acc 0.9278
2019-01-28 20:56:47,162 ----------------------------------------------------------------------------------------------------
2019-01-28 20:56:47,296 epoch 81 - iter 0/577 - loss 0.58403724
2019-01-28 20:56:55,372 epoch 81 - iter 57/577 - loss 0.11537846
2019-01-28 20:57:03,608 epoch 81 - iter 114/577 - loss 0.12991658
2019-01-28 20:57:11,389 epoch 81 - iter 171/577 - loss 0.13861283
2019-01-28 20:57:19,429 epoch 81 - iter 228/577 - loss 0.13814699
2019-01-28 20:57:27,630 epoch 81 - iter 285/577 - loss 0.13159361
2019-01-28 20:57:35,751 epoch 81 - iter 342/577 - loss 0.12795058
2019-01-28 20:57:43,668 epoch 81 - iter 399/577 - loss 0.12369322
2019-01-28 20:57:51,634 epoch 81 - iter 456/577 - loss 0.12432689
2019-01-28 20:57:59,731 epoch 81 - iter 513/577 - loss 0.12583999
2019-01-28 20:58:08,290 epoch 81 - iter 570/577 - loss 0.12767249
2019-01-28 20:58:09,881 ----------------------------------------------------------------------------------------------------
2019-01-28 20:58:09,881 EPOCH 81 done: loss 0.1270 - lr 0.0125 - bad epochs 3
2019-01-28 20:58:24,540 TEST : loss 1.17168617 - f-score 0.9280 - acc 0.9280
2019-01-28 20:58:24,546 ----------------------------------------------------------------------------------------------------
2019-01-28 20:58:24,691 epoch 82 - iter 0/577 - loss 0.14603502
2019-01-28 20:58:32,661 epoch 82 - iter 57/577 - loss 0.11845028
2019-01-28 20:58:40,628 epoch 82 - iter 114/577 - loss 0.11723180
2019-01-28 20:58:48,981 epoch 82 - iter 171/577 - loss 0.12325103
2019-01-28 20:58:56,964 epoch 82 - iter 228/577 - loss 0.12085495
2019-01-28 20:59:05,208 epoch 82 - iter 285/577 - loss 0.11934967
2019-01-28 20:59:13,300 epoch 82 - iter 342/577 - loss 0.12603665
2019-01-28 20:59:21,506 epoch 82 - iter 399/577 - loss 0.12935321
2019-01-28 20:59:29,552 epoch 82 - iter 456/577 - loss 0.12832190
2019-01-28 20:59:37,553 epoch 82 - iter 513/577 - loss 0.12781658
2019-01-28 20:59:45,950 epoch 82 - iter 570/577 - loss 0.12926810
2019-01-28 20:59:47,705 ----------------------------------------------------------------------------------------------------
2019-01-28 20:59:47,705 EPOCH 82 done: loss 0.1287 - lr 0.0063 - bad epochs 0
2019-01-28 21:00:02,205 TEST : loss 1.16918182 - f-score 0.9284 - acc 0.9284
2019-01-28 21:00:02,218 ----------------------------------------------------------------------------------------------------
2019-01-28 21:00:02,368 epoch 83 - iter 0/577 - loss 0.01171052
2019-01-28 21:00:10,651 epoch 83 - iter 57/577 - loss 0.13170572
2019-01-28 21:00:19,067 epoch 83 - iter 114/577 - loss 0.11760636
2019-01-28 21:00:27,467 epoch 83 - iter 171/577 - loss 0.12432862
2019-01-28 21:00:35,870 epoch 83 - iter 228/577 - loss 0.11722931
2019-01-28 21:00:44,225 epoch 83 - iter 285/577 - loss 0.11407434
2019-01-28 21:00:52,420 epoch 83 - iter 342/577 - loss 0.11499092
2019-01-28 21:01:00,714 epoch 83 - iter 399/577 - loss 0.11696120
2019-01-28 21:01:09,133 epoch 83 - iter 456/577 - loss 0.12092397
2019-01-28 21:01:17,110 epoch 83 - iter 513/577 - loss 0.11977250
2019-01-28 21:01:25,060 epoch 83 - iter 570/577 - loss 0.11730587
2019-01-28 21:01:26,678 ----------------------------------------------------------------------------------------------------
2019-01-28 21:01:26,678 EPOCH 83 done: loss 0.1166 - lr 0.0063 - bad epochs 1
2019-01-28 21:01:41,513 TEST : loss 1.16881597 - f-score 0.9286 - acc 0.9286
2019-01-28 21:01:41,519 ----------------------------------------------------------------------------------------------------
2019-01-28 21:01:41,652 epoch 84 - iter 0/577 - loss 0.22121209
2019-01-28 21:01:49,547 epoch 84 - iter 57/577 - loss 0.10258064
2019-01-28 21:01:57,682 epoch 84 - iter 114/577 - loss 0.10571805
2019-01-28 21:02:05,580 epoch 84 - iter 171/577 - loss 0.11166403
2019-01-28 21:02:13,812 epoch 84 - iter 228/577 - loss 0.11678868
2019-01-28 21:02:21,919 epoch 84 - iter 285/577 - loss 0.12723976
2019-01-28 21:02:29,959 epoch 84 - iter 342/577 - loss 0.13241308
2019-01-28 21:02:38,230 epoch 84 - iter 399/577 - loss 0.13699806
2019-01-28 21:02:46,445 epoch 84 - iter 456/577 - loss 0.13819183
2019-01-28 21:02:54,572 epoch 84 - iter 513/577 - loss 0.13746403
2019-01-28 21:03:02,798 epoch 84 - iter 570/577 - loss 0.13327609
2019-01-28 21:03:04,440 ----------------------------------------------------------------------------------------------------
2019-01-28 21:03:04,440 EPOCH 84 done: loss 0.1324 - lr 0.0063 - bad epochs 0
2019-01-28 21:03:19,072 TEST : loss 1.17667043 - f-score 0.9288 - acc 0.9288
2019-01-28 21:03:19,078 ----------------------------------------------------------------------------------------------------
2019-01-28 21:03:19,210 epoch 85 - iter 0/577 - loss 0.14353746
2019-01-28 21:03:27,635 epoch 85 - iter 57/577 - loss 0.09494985
2019-01-28 21:03:35,772 epoch 85 - iter 114/577 - loss 0.09908668
2019-01-28 21:03:43,827 epoch 85 - iter 171/577 - loss 0.12672465
2019-01-28 21:03:52,058 epoch 85 - iter 228/577 - loss 0.12471187
2019-01-28 21:04:00,177 epoch 85 - iter 285/577 - loss 0.12377989
2019-01-28 21:04:08,482 epoch 85 - iter 342/577 - loss 0.12220377
2019-01-28 21:04:16,397 epoch 85 - iter 399/577 - loss 0.12079335
2019-01-28 21:04:24,568 epoch 85 - iter 456/577 - loss 0.12198252
2019-01-28 21:04:32,894 epoch 85 - iter 513/577 - loss 0.12359787
2019-01-28 21:04:41,073 epoch 85 - iter 570/577 - loss 0.12438694
2019-01-28 21:04:42,901 ----------------------------------------------------------------------------------------------------
2019-01-28 21:04:42,901 EPOCH 85 done: loss 0.1240 - lr 0.0063 - bad epochs 1
2019-01-28 21:04:57,502 TEST : loss 1.18357122 - f-score 0.9287 - acc 0.9287
2019-01-28 21:04:57,512 ----------------------------------------------------------------------------------------------------
2019-01-28 21:04:57,647 epoch 86 - iter 0/577 - loss 0.00884613
2019-01-28 21:05:05,703 epoch 86 - iter 57/577 - loss 0.12849438
2019-01-28 21:05:13,863 epoch 86 - iter 114/577 - loss 0.13195350
2019-01-28 21:05:22,039 epoch 86 - iter 171/577 - loss 0.12631417
2019-01-28 21:05:30,309 epoch 86 - iter 228/577 - loss 0.12579925
2019-01-28 21:05:38,601 epoch 86 - iter 285/577 - loss 0.12511614
2019-01-28 21:05:46,778 epoch 86 - iter 342/577 - loss 0.12389661
2019-01-28 21:05:54,792 epoch 86 - iter 399/577 - loss 0.12654721
2019-01-28 21:06:02,960 epoch 86 - iter 456/577 - loss 0.12744927
2019-01-28 21:06:11,156 epoch 86 - iter 513/577 - loss 0.12770429
2019-01-28 21:06:19,163 epoch 86 - iter 570/577 - loss 0.12962849
2019-01-28 21:06:20,693 ----------------------------------------------------------------------------------------------------
2019-01-28 21:06:20,693 EPOCH 86 done: loss 0.1303 - lr 0.0063 - bad epochs 2
2019-01-28 21:06:35,104 TEST : loss 1.17142522 - f-score 0.9288 - acc 0.9288
2019-01-28 21:06:35,110 ----------------------------------------------------------------------------------------------------
2019-01-28 21:06:35,254 epoch 87 - iter 0/577 - loss 0.05313051
2019-01-28 21:06:43,018 epoch 87 - iter 57/577 - loss 0.10659030
2019-01-28 21:06:51,023 epoch 87 - iter 114/577 - loss 0.12795108
2019-01-28 21:06:58,811 epoch 87 - iter 171/577 - loss 0.11908240
2019-01-28 21:07:06,769 epoch 87 - iter 228/577 - loss 0.11841643
2019-01-28 21:07:14,904 epoch 87 - iter 285/577 - loss 0.12946428
2019-01-28 21:07:23,187 epoch 87 - iter 342/577 - loss 0.12594348
2019-01-28 21:07:31,816 epoch 87 - iter 399/577 - loss 0.12667284
2019-01-28 21:07:39,971 epoch 87 - iter 456/577 - loss 0.12399516
2019-01-28 21:07:48,264 epoch 87 - iter 513/577 - loss 0.12187501
2019-01-28 21:07:56,470 epoch 87 - iter 570/577 - loss 0.12502797
2019-01-28 21:07:58,054 ----------------------------------------------------------------------------------------------------
2019-01-28 21:07:58,054 EPOCH 87 done: loss 0.1250 - lr 0.0063 - bad epochs 3
2019-01-28 21:08:12,572 TEST : loss 1.17681003 - f-score 0.9293 - acc 0.9293
2019-01-28 21:08:12,583 ----------------------------------------------------------------------------------------------------
2019-01-28 21:08:12,714 epoch 88 - iter 0/577 - loss 0.24587762
2019-01-28 21:08:20,767 epoch 88 - iter 57/577 - loss 0.12644844
2019-01-28 21:08:28,895 epoch 88 - iter 114/577 - loss 0.13456837
2019-01-28 21:08:37,009 epoch 88 - iter 171/577 - loss 0.12895859
2019-01-28 21:08:45,295 epoch 88 - iter 228/577 - loss 0.12034831
2019-01-28 21:08:53,417 epoch 88 - iter 285/577 - loss 0.12325673
2019-01-28 21:09:01,522 epoch 88 - iter 342/577 - loss 0.12272882
2019-01-28 21:09:09,823 epoch 88 - iter 399/577 - loss 0.12428703
2019-01-28 21:09:18,176 epoch 88 - iter 456/577 - loss 0.12296171
2019-01-28 21:09:26,551 epoch 88 - iter 513/577 - loss 0.12445984
2019-01-28 21:09:35,041 epoch 88 - iter 570/577 - loss 0.12394957
2019-01-28 21:09:36,893 ----------------------------------------------------------------------------------------------------
2019-01-28 21:09:36,893 EPOCH 88 done: loss 0.1236 - lr 0.0031 - bad epochs 0
2019-01-28 21:09:51,320 TEST : loss 1.17439210 - f-score 0.9294 - acc 0.9294
2019-01-28 21:09:51,330 ----------------------------------------------------------------------------------------------------
2019-01-28 21:09:51,467 epoch 89 - iter 0/577 - loss 0.05081910
2019-01-28 21:09:59,720 epoch 89 - iter 57/577 - loss 0.12302248
2019-01-28 21:10:07,944 epoch 89 - iter 114/577 - loss 0.12214326
2019-01-28 21:10:16,209 epoch 89 - iter 171/577 - loss 0.13517976
2019-01-28 21:10:24,293 epoch 89 - iter 228/577 - loss 0.13688029
2019-01-28 21:10:32,358 epoch 89 - iter 285/577 - loss 0.12748197
2019-01-28 21:10:40,190 epoch 89 - iter 342/577 - loss 0.12338481
2019-01-28 21:10:48,113 epoch 89 - iter 399/577 - loss 0.12653524
2019-01-28 21:10:56,084 epoch 89 - iter 456/577 - loss 0.12913585
2019-01-28 21:11:04,183 epoch 89 - iter 513/577 - loss 0.13088428
2019-01-28 21:11:11,864 epoch 89 - iter 570/577 - loss 0.12703392
2019-01-28 21:11:13,410 ----------------------------------------------------------------------------------------------------
2019-01-28 21:11:13,411 EPOCH 89 done: loss 0.1261 - lr 0.0031 - bad epochs 1
2019-01-28 21:11:27,883 TEST : loss 1.17968917 - f-score 0.9289 - acc 0.9289
2019-01-28 21:11:27,890 ----------------------------------------------------------------------------------------------------
2019-01-28 21:11:28,049 epoch 90 - iter 0/577 - loss 0.14502275
2019-01-28 21:11:36,009 epoch 90 - iter 57/577 - loss 0.12870774
2019-01-28 21:11:43,911 epoch 90 - iter 114/577 - loss 0.14111471
2019-01-28 21:11:52,001 epoch 90 - iter 171/577 - loss 0.12277802
2019-01-28 21:11:59,882 epoch 90 - iter 228/577 - loss 0.11955800
2019-01-28 21:12:08,144 epoch 90 - iter 285/577 - loss 0.11778952
2019-01-28 21:12:16,362 epoch 90 - iter 342/577 - loss 0.11591253
2019-01-28 21:12:24,491 epoch 90 - iter 399/577 - loss 0.11340390
2019-01-28 21:12:32,435 epoch 90 - iter 456/577 - loss 0.11453406
2019-01-28 21:12:40,747 epoch 90 - iter 513/577 - loss 0.11353724
2019-01-28 21:12:48,992 epoch 90 - iter 570/577 - loss 0.11915879
2019-01-28 21:12:50,712 ----------------------------------------------------------------------------------------------------
2019-01-28 21:12:50,712 EPOCH 90 done: loss 0.1188 - lr 0.0031 - bad epochs 2
2019-01-28 21:13:05,179 TEST : loss 1.18395126 - f-score 0.9290 - acc 0.9290
2019-01-28 21:13:05,188 ----------------------------------------------------------------------------------------------------
2019-01-28 21:13:05,339 epoch 91 - iter 0/577 - loss 0.07320854
2019-01-28 21:13:13,534 epoch 91 - iter 57/577 - loss 0.13665789
2019-01-28 21:13:21,399 epoch 91 - iter 114/577 - loss 0.12094405
2019-01-28 21:13:29,624 epoch 91 - iter 171/577 - loss 0.11762297
2019-01-28 21:13:37,775 epoch 91 - iter 228/577 - loss 0.11740492
2019-01-28 21:13:46,089 epoch 91 - iter 285/577 - loss 0.11914313
2019-01-28 21:13:54,348 epoch 91 - iter 342/577 - loss 0.11714546
2019-01-28 21:14:02,359 epoch 91 - iter 399/577 - loss 0.11579104
2019-01-28 21:14:10,703 epoch 91 - iter 456/577 - loss 0.11640387
2019-01-28 21:14:18,778 epoch 91 - iter 513/577 - loss 0.11760926
2019-01-28 21:14:26,955 epoch 91 - iter 570/577 - loss 0.11588575
2019-01-28 21:14:28,801 ----------------------------------------------------------------------------------------------------
2019-01-28 21:14:28,801 EPOCH 91 done: loss 0.1158 - lr 0.0031 - bad epochs 3
2019-01-28 21:14:43,344 TEST : loss 1.18355167 - f-score 0.9287 - acc 0.9287
2019-01-28 21:14:43,354 ----------------------------------------------------------------------------------------------------
2019-01-28 21:14:43,497 epoch 92 - iter 0/577 - loss 0.01107991
2019-01-28 21:14:51,749 epoch 92 - iter 57/577 - loss 0.12838415
2019-01-28 21:15:00,042 epoch 92 - iter 114/577 - loss 0.14360495
2019-01-28 21:15:08,547 epoch 92 - iter 171/577 - loss 0.13163086
2019-01-28 21:15:16,570 epoch 92 - iter 228/577 - loss 0.12530615
2019-01-28 21:15:24,833 epoch 92 - iter 285/577 - loss 0.12804706
2019-01-28 21:15:32,612 epoch 92 - iter 342/577 - loss 0.12574744
2019-01-28 21:15:40,581 epoch 92 - iter 399/577 - loss 0.12572105
2019-01-28 21:15:48,446 epoch 92 - iter 456/577 - loss 0.12317829
2019-01-28 21:15:56,529 epoch 92 - iter 513/577 - loss 0.12460400
2019-01-28 21:16:04,591 epoch 92 - iter 570/577 - loss 0.12828193
2019-01-28 21:16:06,241 ----------------------------------------------------------------------------------------------------
2019-01-28 21:16:06,241 EPOCH 92 done: loss 0.1280 - lr 0.0031 - bad epochs 0
2019-01-28 21:16:20,854 TEST : loss 1.18844020 - f-score 0.9294 - acc 0.9295
2019-01-28 21:16:20,861 ----------------------------------------------------------------------------------------------------
2019-01-28 21:16:21,004 epoch 93 - iter 0/577 - loss 0.03089371
2019-01-28 21:16:29,186 epoch 93 - iter 57/577 - loss 0.09661790
2019-01-28 21:16:37,723 epoch 93 - iter 114/577 - loss 0.12157847
2019-01-28 21:16:45,856 epoch 93 - iter 171/577 - loss 0.13090410
2019-01-28 21:16:53,852 epoch 93 - iter 228/577 - loss 0.12790811
2019-01-28 21:17:02,241 epoch 93 - iter 285/577 - loss 0.12729072
2019-01-28 21:17:10,428 epoch 93 - iter 342/577 - loss 0.13044922
2019-01-28 21:17:18,675 epoch 93 - iter 399/577 - loss 0.12611871
2019-01-28 21:17:26,759 epoch 93 - iter 456/577 - loss 0.12636511
2019-01-28 21:17:35,009 epoch 93 - iter 513/577 - loss 0.12659854
2019-01-28 21:17:43,235 epoch 93 - iter 570/577 - loss 0.12346044
2019-01-28 21:17:44,825 ----------------------------------------------------------------------------------------------------
2019-01-28 21:17:44,825 EPOCH 93 done: loss 0.1241 - lr 0.0031 - bad epochs 1
2019-01-28 21:17:59,270 TEST : loss 1.19017565 - f-score 0.9300 - acc 0.9300
2019-01-28 21:17:59,278 ----------------------------------------------------------------------------------------------------
2019-01-28 21:17:59,423 epoch 94 - iter 0/577 - loss 0.00802833
2019-01-28 21:18:07,459 epoch 94 - iter 57/577 - loss 0.11680708
2019-01-28 21:18:15,688 epoch 94 - iter 114/577 - loss 0.11045345
2019-01-28 21:18:23,759 epoch 94 - iter 171/577 - loss 0.11808478
2019-01-28 21:18:32,158 epoch 94 - iter 228/577 - loss 0.12254138
2019-01-28 21:18:40,472 epoch 94 - iter 285/577 - loss 0.11945747
2019-01-28 21:18:48,748 epoch 94 - iter 342/577 - loss 0.12025580
2019-01-28 21:18:56,933 epoch 94 - iter 399/577 - loss 0.11783990
2019-01-28 21:19:05,443 epoch 94 - iter 456/577 - loss 0.12068989
2019-01-28 21:19:13,708 epoch 94 - iter 513/577 - loss 0.12231016
2019-01-28 21:19:21,841 epoch 94 - iter 570/577 - loss 0.12412025
2019-01-28 21:19:23,468 ----------------------------------------------------------------------------------------------------
2019-01-28 21:19:23,468 EPOCH 94 done: loss 0.1247 - lr 0.0031 - bad epochs 2
2019-01-28 21:19:38,116 TEST : loss 1.20208097 - f-score 0.9299 - acc 0.9299
2019-01-28 21:19:38,124 ----------------------------------------------------------------------------------------------------
2019-01-28 21:19:38,273 epoch 95 - iter 0/577 - loss 0.01742333
2019-01-28 21:19:46,300 epoch 95 - iter 57/577 - loss 0.11492470
2019-01-28 21:19:54,291 epoch 95 - iter 114/577 - loss 0.12644419
2019-01-28 21:20:02,365 epoch 95 - iter 171/577 - loss 0.12544111
2019-01-28 21:20:10,325 epoch 95 - iter 228/577 - loss 0.11771797
2019-01-28 21:20:18,632 epoch 95 - iter 285/577 - loss 0.11001882
2019-01-28 21:20:26,721 epoch 95 - iter 342/577 - loss 0.11256922
2019-01-28 21:20:34,675 epoch 95 - iter 399/577 - loss 0.11053734
2019-01-28 21:20:42,741 epoch 95 - iter 456/577 - loss 0.11337754
2019-01-28 21:20:50,960 epoch 95 - iter 513/577 - loss 0.11400579
2019-01-28 21:20:59,103 epoch 95 - iter 570/577 - loss 0.11385612
2019-01-28 21:21:00,570 ----------------------------------------------------------------------------------------------------
2019-01-28 21:21:00,570 EPOCH 95 done: loss 0.1135 - lr 0.0031 - bad epochs 3
2019-01-28 21:21:15,161 TEST : loss 1.20378506 - f-score 0.9294 - acc 0.9294
2019-01-28 21:21:15,167 ----------------------------------------------------------------------------------------------------
2019-01-28 21:21:15,308 epoch 96 - iter 0/577 - loss 0.44571722
2019-01-28 21:21:23,562 epoch 96 - iter 57/577 - loss 0.13390070
2019-01-28 21:21:31,738 epoch 96 - iter 114/577 - loss 0.11648451
2019-01-28 21:21:39,671 epoch 96 - iter 171/577 - loss 0.11692299
2019-01-28 21:21:47,762 epoch 96 - iter 228/577 - loss 0.11250768
2019-01-28 21:21:56,062 epoch 96 - iter 285/577 - loss 0.11467542
2019-01-28 21:22:04,056 epoch 96 - iter 342/577 - loss 0.11339008
2019-01-28 21:22:12,266 epoch 96 - iter 399/577 - loss 0.11280690
2019-01-28 21:22:20,534 epoch 96 - iter 456/577 - loss 0.11152753
2019-01-28 21:22:28,810 epoch 96 - iter 513/577 - loss 0.11095885
2019-01-28 21:22:37,022 epoch 96 - iter 570/577 - loss 0.11098455
2019-01-28 21:22:38,764 ----------------------------------------------------------------------------------------------------
2019-01-28 21:22:38,765 EPOCH 96 done: loss 0.1117 - lr 0.0031 - bad epochs 0
2019-01-28 21:22:53,362 TEST : loss 1.20524025 - f-score 0.9291 - acc 0.9291
2019-01-28 21:22:53,370 ----------------------------------------------------------------------------------------------------
2019-01-28 21:22:53,530 epoch 97 - iter 0/577 - loss 0.23464388
2019-01-28 21:23:01,391 epoch 97 - iter 57/577 - loss 0.10945358
2019-01-28 21:23:09,592 epoch 97 - iter 114/577 - loss 0.11601388
2019-01-28 21:23:17,730 epoch 97 - iter 171/577 - loss 0.11999059
2019-01-28 21:23:25,915 epoch 97 - iter 228/577 - loss 0.11881788
2019-01-28 21:23:34,411 epoch 97 - iter 285/577 - loss 0.11787638
2019-01-28 21:23:42,795 epoch 97 - iter 342/577 - loss 0.12279696
2019-01-28 21:23:51,045 epoch 97 - iter 399/577 - loss 0.12363546
2019-01-28 21:23:59,433 epoch 97 - iter 456/577 - loss 0.12441771
2019-01-28 21:24:07,749 epoch 97 - iter 513/577 - loss 0.12130836
2019-01-28 21:24:15,912 epoch 97 - iter 570/577 - loss 0.12201188
2019-01-28 21:24:17,704 ----------------------------------------------------------------------------------------------------
2019-01-28 21:24:17,704 EPOCH 97 done: loss 0.1220 - lr 0.0031 - bad epochs 0
2019-01-28 21:24:32,219 TEST : loss 1.20673478 - f-score 0.9291 - acc 0.9291
2019-01-28 21:24:32,225 ----------------------------------------------------------------------------------------------------
2019-01-28 21:24:32,372 epoch 98 - iter 0/577 - loss 0.02111715
2019-01-28 21:24:40,832 epoch 98 - iter 57/577 - loss 0.09746987
2019-01-28 21:24:48,645 epoch 98 - iter 114/577 - loss 0.10128634
2019-01-28 21:24:56,313 epoch 98 - iter 171/577 - loss 0.09639367
2019-01-28 21:25:04,321 epoch 98 - iter 228/577 - loss 0.09153955
2019-01-28 21:25:12,273 epoch 98 - iter 285/577 - loss 0.09677187
2019-01-28 21:25:20,525 epoch 98 - iter 342/577 - loss 0.10253599
2019-01-28 21:25:28,755 epoch 98 - iter 399/577 - loss 0.10348031
2019-01-28 21:25:36,928 epoch 98 - iter 456/577 - loss 0.10920827
2019-01-28 21:25:45,064 epoch 98 - iter 513/577 - loss 0.11163623
2019-01-28 21:25:53,230 epoch 98 - iter 570/577 - loss 0.11360036
2019-01-28 21:25:54,926 ----------------------------------------------------------------------------------------------------
2019-01-28 21:25:54,927 EPOCH 98 done: loss 0.1138 - lr 0.0031 - bad epochs 1
2019-01-28 21:26:09,464 TEST : loss 1.20750022 - f-score 0.9294 - acc 0.9294
2019-01-28 21:26:09,472 ----------------------------------------------------------------------------------------------------
2019-01-28 21:26:09,604 epoch 99 - iter 0/577 - loss 0.03679824
2019-01-28 21:26:17,719 epoch 99 - iter 57/577 - loss 0.14294975
2019-01-28 21:26:25,754 epoch 99 - iter 114/577 - loss 0.12842902
2019-01-28 21:26:34,057 epoch 99 - iter 171/577 - loss 0.12603166
2019-01-28 21:26:42,214 epoch 99 - iter 228/577 - loss 0.12107044
2019-01-28 21:26:50,187 epoch 99 - iter 285/577 - loss 0.11636153
2019-01-28 21:26:58,255 epoch 99 - iter 342/577 - loss 0.11417883
2019-01-28 21:27:06,369 epoch 99 - iter 399/577 - loss 0.11635882
2019-01-28 21:27:14,708 epoch 99 - iter 456/577 - loss 0.11952915
2019-01-28 21:27:23,030 epoch 99 - iter 513/577 - loss 0.12131898
2019-01-28 21:27:31,069 epoch 99 - iter 570/577 - loss 0.12172249
2019-01-28 21:27:32,826 ----------------------------------------------------------------------------------------------------
2019-01-28 21:27:32,826 EPOCH 99 done: loss 0.1212 - lr 0.0031 - bad epochs 2
2019-01-28 21:27:47,232 TEST : loss 1.20357299 - f-score 0.9291 - acc 0.9291
2019-01-28 21:27:47,241 ----------------------------------------------------------------------------------------------------
2019-01-28 21:27:47,394 epoch 100 - iter 0/577 - loss 0.00184518
2019-01-28 21:27:55,512 epoch 100 - iter 57/577 - loss 0.17293088
2019-01-28 21:28:03,521 epoch 100 - iter 114/577 - loss 0.13909367
2019-01-28 21:28:11,546 epoch 100 - iter 171/577 - loss 0.12691793
2019-01-28 21:28:19,723 epoch 100 - iter 228/577 - loss 0.12075730
2019-01-28 21:28:27,947 epoch 100 - iter 285/577 - loss 0.12028978
2019-01-28 21:28:36,196 epoch 100 - iter 342/577 - loss 0.11735916
2019-01-28 21:28:44,482 epoch 100 - iter 399/577 - loss 0.11399013
2019-01-28 21:28:52,552 epoch 100 - iter 456/577 - loss 0.11131540
2019-01-28 21:29:00,905 epoch 100 - iter 513/577 - loss 0.11359116
2019-01-28 21:29:09,394 epoch 100 - iter 570/577 - loss 0.11321956
2019-01-28 21:29:11,028 ----------------------------------------------------------------------------------------------------
2019-01-28 21:29:11,028 EPOCH 100 done: loss 0.1131 - lr 0.0031 - bad epochs 3
2019-01-28 21:29:26,871 TEST : loss 1.20600605 - f-score 0.9298 - acc 0.9298
2019-01-28 21:29:26,878 ----------------------------------------------------------------------------------------------------
2019-01-28 21:29:27,117 epoch 101 - iter 0/577 - loss 0.00789756
2019-01-28 21:29:35,009 epoch 101 - iter 57/577 - loss 0.12757532
2019-01-28 21:29:42,687 epoch 101 - iter 114/577 - loss 0.11354850
2019-01-28 21:29:50,652 epoch 101 - iter 171/577 - loss 0.11305934
2019-01-28 21:29:58,730 epoch 101 - iter 228/577 - loss 0.11043575
2019-01-28 21:30:06,892 epoch 101 - iter 285/577 - loss 0.11007841
2019-01-28 21:30:15,333 epoch 101 - iter 342/577 - loss 0.11272482
2019-01-28 21:30:23,555 epoch 101 - iter 399/577 - loss 0.11239648
2019-01-28 21:30:31,991 epoch 101 - iter 456/577 - loss 0.10931135
2019-01-28 21:30:40,051 epoch 101 - iter 513/577 - loss 0.11445632
2019-01-28 21:30:48,248 epoch 101 - iter 570/577 - loss 0.11009213
2019-01-28 21:30:49,988 ----------------------------------------------------------------------------------------------------
2019-01-28 21:30:49,988 EPOCH 101 done: loss 0.1099 - lr 0.0016 - bad epochs 0
2019-01-28 21:31:04,515 TEST : loss 1.20667791 - f-score 0.9294 - acc 0.9294
2019-01-28 21:31:04,522 ----------------------------------------------------------------------------------------------------
2019-01-28 21:31:04,667 epoch 102 - iter 0/577 - loss 0.31356245
2019-01-28 21:31:12,702 epoch 102 - iter 57/577 - loss 0.11360346
2019-01-28 21:31:20,692 epoch 102 - iter 114/577 - loss 0.12164403
2019-01-28 21:31:28,955 epoch 102 - iter 171/577 - loss 0.11826298
2019-01-28 21:31:37,141 epoch 102 - iter 228/577 - loss 0.12540492
2019-01-28 21:31:45,112 epoch 102 - iter 285/577 - loss 0.12874062
2019-01-28 21:31:53,227 epoch 102 - iter 342/577 - loss 0.12637708
2019-01-28 21:32:01,518 epoch 102 - iter 399/577 - loss 0.12351783
2019-01-28 21:32:09,979 epoch 102 - iter 456/577 - loss 0.12426452
2019-01-28 21:32:18,026 epoch 102 - iter 513/577 - loss 0.12676239
2019-01-28 21:32:26,623 epoch 102 - iter 570/577 - loss 0.12649058
2019-01-28 21:32:28,260 ----------------------------------------------------------------------------------------------------
2019-01-28 21:32:28,260 EPOCH 102 done: loss 0.1261 - lr 0.0016 - bad epochs 0
2019-01-28 21:32:42,869 TEST : loss 1.20674479 - f-score 0.9286 - acc 0.9286
2019-01-28 21:32:42,875 ----------------------------------------------------------------------------------------------------
2019-01-28 21:32:43,027 epoch 103 - iter 0/577 - loss 0.05402246
2019-01-28 21:32:51,360 epoch 103 - iter 57/577 - loss 0.09909297
2019-01-28 21:32:59,396 epoch 103 - iter 114/577 - loss 0.09465169
2019-01-28 21:33:07,463 epoch 103 - iter 171/577 - loss 0.10565836
2019-01-28 21:33:15,675 epoch 103 - iter 228/577 - loss 0.10567961
2019-01-28 21:33:23,851 epoch 103 - iter 285/577 - loss 0.10885507
2019-01-28 21:33:32,248 epoch 103 - iter 342/577 - loss 0.12120533
2019-01-28 21:33:40,409 epoch 103 - iter 399/577 - loss 0.12452708
2019-01-28 21:33:48,754 epoch 103 - iter 456/577 - loss 0.12356724
2019-01-28 21:33:56,654 epoch 103 - iter 513/577 - loss 0.12143619
2019-01-28 21:34:04,555 epoch 103 - iter 570/577 - loss 0.12030666
2019-01-28 21:34:06,100 ----------------------------------------------------------------------------------------------------
2019-01-28 21:34:06,101 EPOCH 103 done: loss 0.1197 - lr 0.0016 - bad epochs 1
2019-01-28 21:34:20,573 TEST : loss 1.20650721 - f-score 0.9289 - acc 0.9289
2019-01-28 21:34:20,580 ----------------------------------------------------------------------------------------------------
2019-01-28 21:34:20,742 epoch 104 - iter 0/577 - loss 0.33200127
2019-01-28 21:34:28,818 epoch 104 - iter 57/577 - loss 0.13547004
2019-01-28 21:34:36,777 epoch 104 - iter 114/577 - loss 0.12172813
2019-01-28 21:34:45,104 epoch 104 - iter 171/577 - loss 0.11730780
2019-01-28 21:34:53,198 epoch 104 - iter 228/577 - loss 0.11327182
2019-01-28 21:35:01,261 epoch 104 - iter 285/577 - loss 0.10860506
2019-01-28 21:35:09,823 epoch 104 - iter 342/577 - loss 0.11278703
2019-01-28 21:35:17,884 epoch 104 - iter 399/577 - loss 0.11044962
2019-01-28 21:35:25,894 epoch 104 - iter 456/577 - loss 0.11069267
2019-01-28 21:35:34,074 epoch 104 - iter 513/577 - loss 0.11444314
2019-01-28 21:35:42,182 epoch 104 - iter 570/577 - loss 0.11505974
2019-01-28 21:35:44,039 ----------------------------------------------------------------------------------------------------
2019-01-28 21:35:44,040 EPOCH 104 done: loss 0.1159 - lr 0.0016 - bad epochs 2
2019-01-28 21:35:58,620 TEST : loss 1.21094632 - f-score 0.9290 - acc 0.9290
2019-01-28 21:35:58,626 ----------------------------------------------------------------------------------------------------
2019-01-28 21:35:58,785 epoch 105 - iter 0/577 - loss 0.13324946
2019-01-28 21:36:06,930 epoch 105 - iter 57/577 - loss 0.09883301
2019-01-28 21:36:15,062 epoch 105 - iter 114/577 - loss 0.11925737
2019-01-28 21:36:23,361 epoch 105 - iter 171/577 - loss 0.12829185
2019-01-28 21:36:31,564 epoch 105 - iter 228/577 - loss 0.12095582
2019-01-28 21:36:39,904 epoch 105 - iter 285/577 - loss 0.11234790
2019-01-28 21:36:48,104 epoch 105 - iter 342/577 - loss 0.11624278
2019-01-28 21:36:57,150 epoch 105 - iter 399/577 - loss 0.11632357
2019-01-28 21:37:05,355 epoch 105 - iter 456/577 - loss 0.11954661
2019-01-28 21:37:13,610 epoch 105 - iter 513/577 - loss 0.11699473
2019-01-28 21:37:21,834 epoch 105 - iter 570/577 - loss 0.11406123
2019-01-28 21:37:23,555 ----------------------------------------------------------------------------------------------------
2019-01-28 21:37:23,556 EPOCH 105 done: loss 0.1135 - lr 0.0016 - bad epochs 3
2019-01-28 21:37:38,051 TEST : loss 1.21214604 - f-score 0.9292 - acc 0.9293
2019-01-28 21:37:38,057 ----------------------------------------------------------------------------------------------------
2019-01-28 21:37:38,223 epoch 106 - iter 0/577 - loss 0.30078101
2019-01-28 21:37:46,301 epoch 106 - iter 57/577 - loss 0.08796229
2019-01-28 21:37:54,909 epoch 106 - iter 114/577 - loss 0.09587225
2019-01-28 21:38:03,176 epoch 106 - iter 171/577 - loss 0.10735167
2019-01-28 21:38:11,403 epoch 106 - iter 228/577 - loss 0.11129567
2019-01-28 21:38:19,457 epoch 106 - iter 285/577 - loss 0.11412747
2019-01-28 21:38:27,710 epoch 106 - iter 342/577 - loss 0.11397947
2019-01-28 21:38:35,741 epoch 106 - iter 399/577 - loss 0.11035823
2019-01-28 21:38:43,894 epoch 106 - iter 456/577 - loss 0.10868865
2019-01-28 21:38:51,876 epoch 106 - iter 513/577 - loss 0.10770310
2019-01-28 21:38:59,701 epoch 106 - iter 570/577 - loss 0.10686865
2019-01-28 21:39:01,204 ----------------------------------------------------------------------------------------------------
2019-01-28 21:39:01,204 EPOCH 106 done: loss 0.1061 - lr 0.0008 - bad epochs 0
2019-01-28 21:39:15,634 TEST : loss 1.21306694 - f-score 0.9294 - acc 0.9295
2019-01-28 21:39:15,642 ----------------------------------------------------------------------------------------------------
2019-01-28 21:39:15,794 epoch 107 - iter 0/577 - loss 0.74717116
2019-01-28 21:39:23,725 epoch 107 - iter 57/577 - loss 0.11741687
2019-01-28 21:39:31,935 epoch 107 - iter 114/577 - loss 0.11260682
2019-01-28 21:39:39,951 epoch 107 - iter 171/577 - loss 0.10883619
2019-01-28 21:39:48,399 epoch 107 - iter 228/577 - loss 0.10533592
2019-01-28 21:39:56,485 epoch 107 - iter 285/577 - loss 0.10899328
2019-01-28 21:40:04,501 epoch 107 - iter 342/577 - loss 0.11101071
2019-01-28 21:40:12,738 epoch 107 - iter 399/577 - loss 0.11618074
2019-01-28 21:40:20,978 epoch 107 - iter 456/577 - loss 0.12221561
2019-01-28 21:40:29,012 epoch 107 - iter 513/577 - loss 0.12101262
2019-01-28 21:40:37,235 epoch 107 - iter 570/577 - loss 0.11820139
2019-01-28 21:40:38,943 ----------------------------------------------------------------------------------------------------
2019-01-28 21:40:38,943 EPOCH 107 done: loss 0.1174 - lr 0.0008 - bad epochs 0
2019-01-28 21:40:53,336 TEST : loss 1.21260357 - f-score 0.9293 - acc 0.9293
2019-01-28 21:40:53,342 ----------------------------------------------------------------------------------------------------
2019-01-28 21:40:53,476 epoch 108 - iter 0/577 - loss 0.01504731
2019-01-28 21:41:01,533 epoch 108 - iter 57/577 - loss 0.12691397
2019-01-28 21:41:09,711 epoch 108 - iter 114/577 - loss 0.12605961
2019-01-28 21:41:17,396 epoch 108 - iter 171/577 - loss 0.11727386
2019-01-28 21:41:25,677 epoch 108 - iter 228/577 - loss 0.12608266
2019-01-28 21:41:33,988 epoch 108 - iter 285/577 - loss 0.12584314
2019-01-28 21:41:42,073 epoch 108 - iter 342/577 - loss 0.12621996
2019-01-28 21:41:50,235 epoch 108 - iter 399/577 - loss 0.12610893
2019-01-28 21:41:58,667 epoch 108 - iter 456/577 - loss 0.13210390
2019-01-28 21:42:06,844 epoch 108 - iter 513/577 - loss 0.12906389
2019-01-28 21:42:15,096 epoch 108 - iter 570/577 - loss 0.12508532
2019-01-28 21:42:16,910 ----------------------------------------------------------------------------------------------------
2019-01-28 21:42:16,910 EPOCH 108 done: loss 0.1249 - lr 0.0008 - bad epochs 1
2019-01-28 21:42:31,386 TEST : loss 1.21341980 - f-score 0.9293 - acc 0.9293
2019-01-28 21:42:31,400 ----------------------------------------------------------------------------------------------------
2019-01-28 21:42:31,542 epoch 109 - iter 0/577 - loss 0.01162815
2019-01-28 21:42:39,626 epoch 109 - iter 57/577 - loss 0.09062744
2019-01-28 21:42:47,815 epoch 109 - iter 114/577 - loss 0.09847982
2019-01-28 21:42:55,797 epoch 109 - iter 171/577 - loss 0.11672340
2019-01-28 21:43:03,806 epoch 109 - iter 228/577 - loss 0.11151100
2019-01-28 21:43:12,029 epoch 109 - iter 285/577 - loss 0.11144456
2019-01-28 21:43:20,221 epoch 109 - iter 342/577 - loss 0.11302612
2019-01-28 21:43:28,178 epoch 109 - iter 399/577 - loss 0.11337863
2019-01-28 21:43:35,964 epoch 109 - iter 456/577 - loss 0.11425870
2019-01-28 21:43:43,947 epoch 109 - iter 513/577 - loss 0.11611488
2019-01-28 21:43:52,020 epoch 109 - iter 570/577 - loss 0.11930605
2019-01-28 21:43:53,606 ----------------------------------------------------------------------------------------------------
2019-01-28 21:43:53,606 EPOCH 109 done: loss 0.1194 - lr 0.0008 - bad epochs 2
2019-01-28 21:44:08,142 TEST : loss 1.21252334 - f-score 0.9291 - acc 0.9291
2019-01-28 21:44:08,150 ----------------------------------------------------------------------------------------------------
2019-01-28 21:44:08,291 epoch 110 - iter 0/577 - loss 0.14499915
2019-01-28 21:44:16,579 epoch 110 - iter 57/577 - loss 0.11287246
2019-01-28 21:44:24,880 epoch 110 - iter 114/577 - loss 0.12407055
2019-01-28 21:44:32,985 epoch 110 - iter 171/577 - loss 0.12099714
2019-01-28 21:44:41,211 epoch 110 - iter 228/577 - loss 0.11728434
2019-01-28 21:44:49,132 epoch 110 - iter 285/577 - loss 0.11379375
2019-01-28 21:44:57,311 epoch 110 - iter 342/577 - loss 0.11678070
2019-01-28 21:45:05,654 epoch 110 - iter 399/577 - loss 0.11275681
2019-01-28 21:45:13,950 epoch 110 - iter 456/577 - loss 0.11741964
2019-01-28 21:45:21,971 epoch 110 - iter 513/577 - loss 0.11790857
2019-01-28 21:45:30,075 epoch 110 - iter 570/577 - loss 0.12118803
2019-01-28 21:45:31,711 ----------------------------------------------------------------------------------------------------
2019-01-28 21:45:31,711 EPOCH 110 done: loss 0.1211 - lr 0.0008 - bad epochs 3
2019-01-28 21:45:46,191 TEST : loss 1.21108568 - f-score 0.9294 - acc 0.9294
2019-01-28 21:45:46,202 ----------------------------------------------------------------------------------------------------
2019-01-28 21:45:46,339 epoch 111 - iter 0/577 - loss 0.03145039
2019-01-28 21:45:54,487 epoch 111 - iter 57/577 - loss 0.07249535
2019-01-28 21:46:02,711 epoch 111 - iter 114/577 - loss 0.09373351
2019-01-28 21:46:10,759 epoch 111 - iter 171/577 - loss 0.09733892
2019-01-28 21:46:19,167 epoch 111 - iter 228/577 - loss 0.10380858
2019-01-28 21:46:27,426 epoch 111 - iter 285/577 - loss 0.10591905
2019-01-28 21:46:35,637 epoch 111 - iter 342/577 - loss 0.10898050
2019-01-28 21:46:43,827 epoch 111 - iter 399/577 - loss 0.10919247
2019-01-28 21:46:52,103 epoch 111 - iter 456/577 - loss 0.10832451
2019-01-28 21:47:00,169 epoch 111 - iter 513/577 - loss 0.10860967
2019-01-28 21:47:08,608 epoch 111 - iter 570/577 - loss 0.10894713
2019-01-28 21:47:10,345 ----------------------------------------------------------------------------------------------------
2019-01-28 21:47:10,345 EPOCH 111 done: loss 0.1090 - lr 0.0004 - bad epochs 0
2019-01-28 21:47:24,935 TEST : loss 1.21146178 - f-score 0.9293 - acc 0.9293
2019-01-28 21:47:24,946 ----------------------------------------------------------------------------------------------------
2019-01-28 21:47:25,118 epoch 112 - iter 0/577 - loss 0.24900562
2019-01-28 21:47:33,143 epoch 112 - iter 57/577 - loss 0.10325781
2019-01-28 21:47:41,113 epoch 112 - iter 114/577 - loss 0.09689129
2019-01-28 21:47:49,399 epoch 112 - iter 171/577 - loss 0.10726446
2019-01-28 21:47:57,347 epoch 112 - iter 228/577 - loss 0.11203702
2019-01-28 21:48:05,162 epoch 112 - iter 285/577 - loss 0.11133758
2019-01-28 21:48:12,924 epoch 112 - iter 342/577 - loss 0.11274828
2019-01-28 21:48:21,165 epoch 112 - iter 399/577 - loss 0.11565147
2019-01-28 21:48:29,224 epoch 112 - iter 456/577 - loss 0.11251100
2019-01-28 21:48:37,391 epoch 112 - iter 513/577 - loss 0.11376323
2019-01-28 21:48:45,414 epoch 112 - iter 570/577 - loss 0.11481901
2019-01-28 21:48:47,037 ----------------------------------------------------------------------------------------------------
2019-01-28 21:48:47,037 EPOCH 112 done: loss 0.1142 - lr 0.0004 - bad epochs 1
2019-01-28 21:49:01,473 TEST : loss 1.21077907 - f-score 0.9291 - acc 0.9291
2019-01-28 21:49:01,479 ----------------------------------------------------------------------------------------------------
2019-01-28 21:49:01,650 epoch 113 - iter 0/577 - loss 0.03464180
2019-01-28 21:49:09,878 epoch 113 - iter 57/577 - loss 0.12237589
2019-01-28 21:49:18,112 epoch 113 - iter 114/577 - loss 0.12594430
2019-01-28 21:49:26,137 epoch 113 - iter 171/577 - loss 0.11833229
2019-01-28 21:49:34,066 epoch 113 - iter 228/577 - loss 0.12268568
2019-01-28 21:49:42,212 epoch 113 - iter 285/577 - loss 0.12108630
2019-01-28 21:49:50,356 epoch 113 - iter 342/577 - loss 0.11988207
2019-01-28 21:49:58,539 epoch 113 - iter 399/577 - loss 0.11376778
2019-01-28 21:50:06,562 epoch 113 - iter 456/577 - loss 0.11472337
2019-01-28 21:50:14,826 epoch 113 - iter 513/577 - loss 0.11266097
2019-01-28 21:50:22,807 epoch 113 - iter 570/577 - loss 0.11052452
2019-01-28 21:50:24,450 ----------------------------------------------------------------------------------------------------
2019-01-28 21:50:24,451 EPOCH 113 done: loss 0.1103 - lr 0.0004 - bad epochs 2
2019-01-28 21:50:38,986 TEST : loss 1.21064794 - f-score 0.9288 - acc 0.9288
2019-01-28 21:50:38,993 ----------------------------------------------------------------------------------------------------
2019-01-28 21:50:39,145 epoch 114 - iter 0/577 - loss 0.17738008
2019-01-28 21:50:47,469 epoch 114 - iter 57/577 - loss 0.13851429
2019-01-28 21:50:55,702 epoch 114 - iter 114/577 - loss 0.12876033
2019-01-28 21:51:03,837 epoch 114 - iter 171/577 - loss 0.12196125
2019-01-28 21:51:12,035 epoch 114 - iter 228/577 - loss 0.12758794
2019-01-28 21:51:20,245 epoch 114 - iter 285/577 - loss 0.12770077
2019-01-28 21:51:28,811 epoch 114 - iter 342/577 - loss 0.12230996
2019-01-28 21:51:37,068 epoch 114 - iter 399/577 - loss 0.12017253
2019-01-28 21:51:45,060 epoch 114 - iter 456/577 - loss 0.11751962
2019-01-28 21:51:53,776 epoch 114 - iter 513/577 - loss 0.11843486
2019-01-28 21:52:02,406 epoch 114 - iter 570/577 - loss 0.11869496
2019-01-28 21:52:04,143 ----------------------------------------------------------------------------------------------------
2019-01-28 21:52:04,143 EPOCH 114 done: loss 0.1182 - lr 0.0004 - bad epochs 3
2019-01-28 21:52:18,826 TEST : loss 1.21026993 - f-score 0.9288 - acc 0.9288
2019-01-28 21:52:18,848 ----------------------------------------------------------------------------------------------------
2019-01-28 21:52:18,999 epoch 115 - iter 0/577 - loss 0.11294520
2019-01-28 21:52:27,733 epoch 115 - iter 57/577 - loss 0.12614776
2019-01-28 21:52:35,859 epoch 115 - iter 114/577 - loss 0.12301277
2019-01-28 21:52:43,843 epoch 115 - iter 171/577 - loss 0.11420804
2019-01-28 21:52:51,819 epoch 115 - iter 228/577 - loss 0.11714328
2019-01-28 21:52:59,627 epoch 115 - iter 285/577 - loss 0.12162995
2019-01-28 21:53:07,963 epoch 115 - iter 342/577 - loss 0.12789639
2019-01-28 21:53:16,220 epoch 115 - iter 399/577 - loss 0.12929212
2019-01-28 21:53:24,181 epoch 115 - iter 456/577 - loss 0.12869152
2019-01-28 21:53:32,426 epoch 115 - iter 513/577 - loss 0.13271666
2019-01-28 21:53:40,707 epoch 115 - iter 570/577 - loss 0.12913466
2019-01-28 21:53:42,545 ----------------------------------------------------------------------------------------------------
2019-01-28 21:53:42,546 EPOCH 115 done: loss 0.1282 - lr 0.0002 - bad epochs 0
2019-01-28 21:53:57,121 TEST : loss 1.21035278 - f-score 0.9288 - acc 0.9288
2019-01-28 21:53:57,131 ----------------------------------------------------------------------------------------------------
2019-01-28 21:53:57,272 epoch 116 - iter 0/577 - loss 0.01365030
2019-01-28 21:54:05,342 epoch 116 - iter 57/577 - loss 0.10341805
2019-01-28 21:54:13,545 epoch 116 - iter 114/577 - loss 0.11342250
2019-01-28 21:54:21,696 epoch 116 - iter 171/577 - loss 0.11299792
2019-01-28 21:54:29,902 epoch 116 - iter 228/577 - loss 0.11149283
2019-01-28 21:54:38,234 epoch 116 - iter 285/577 - loss 0.11333369
2019-01-28 21:54:46,537 epoch 116 - iter 342/577 - loss 0.11258937
2019-01-28 21:54:54,634 epoch 116 - iter 399/577 - loss 0.11113978
2019-01-28 21:55:02,918 epoch 116 - iter 456/577 - loss 0.11392927
2019-01-28 21:55:10,736 epoch 116 - iter 513/577 - loss 0.11322564
2019-01-28 21:55:19,054 epoch 116 - iter 570/577 - loss 0.11633296
2019-01-28 21:55:20,755 ----------------------------------------------------------------------------------------------------
2019-01-28 21:55:20,756 EPOCH 116 done: loss 0.1164 - lr 0.0002 - bad epochs 1
2019-01-28 21:55:35,236 TEST : loss 1.21011472 - f-score 0.9288 - acc 0.9288
2019-01-28 21:55:35,243 ----------------------------------------------------------------------------------------------------
2019-01-28 21:55:35,379 epoch 117 - iter 0/577 - loss 0.04633868
2019-01-28 21:55:43,495 epoch 117 - iter 57/577 - loss 0.11810138
2019-01-28 21:55:51,941 epoch 117 - iter 114/577 - loss 0.10249928
2019-01-28 21:56:00,235 epoch 117 - iter 171/577 - loss 0.10013354
2019-01-28 21:56:08,368 epoch 117 - iter 228/577 - loss 0.10111526
2019-01-28 21:56:16,759 epoch 117 - iter 285/577 - loss 0.10155642
2019-01-28 21:56:25,096 epoch 117 - iter 342/577 - loss 0.10406535
2019-01-28 21:56:33,336 epoch 117 - iter 399/577 - loss 0.10513181
2019-01-28 21:56:41,493 epoch 117 - iter 456/577 - loss 0.10516887
2019-01-28 21:56:49,906 epoch 117 - iter 513/577 - loss 0.10700201
2019-01-28 21:56:58,035 epoch 117 - iter 570/577 - loss 0.10540707
2019-01-28 21:56:59,523 ----------------------------------------------------------------------------------------------------
2019-01-28 21:56:59,523 EPOCH 117 done: loss 0.1052 - lr 0.0002 - bad epochs 2
2019-01-28 21:57:13,960 TEST : loss 1.20996988 - f-score 0.9286 - acc 0.9286
2019-01-28 21:57:13,966 ----------------------------------------------------------------------------------------------------
2019-01-28 21:57:14,101 epoch 118 - iter 0/577 - loss 0.13570094
2019-01-28 21:57:22,277 epoch 118 - iter 57/577 - loss 0.12602095
2019-01-28 21:57:30,242 epoch 118 - iter 114/577 - loss 0.12715921
2019-01-28 21:57:38,153 epoch 118 - iter 171/577 - loss 0.12602081
2019-01-28 21:57:46,480 epoch 118 - iter 228/577 - loss 0.12844015
2019-01-28 21:57:54,359 epoch 118 - iter 285/577 - loss 0.11928813
2019-01-28 21:58:02,625 epoch 118 - iter 342/577 - loss 0.11457322
2019-01-28 21:58:10,899 epoch 118 - iter 399/577 - loss 0.11268097
2019-01-28 21:58:18,992 epoch 118 - iter 456/577 - loss 0.11090710
2019-01-28 21:58:27,190 epoch 118 - iter 513/577 - loss 0.11367797
2019-01-28 21:58:35,631 epoch 118 - iter 570/577 - loss 0.11565896
2019-01-28 21:58:37,340 ----------------------------------------------------------------------------------------------------
2019-01-28 21:58:37,340 EPOCH 118 done: loss 0.1152 - lr 0.0002 - bad epochs 0
2019-01-28 21:58:51,897 TEST : loss 1.20980287 - f-score 0.9286 - acc 0.9286
2019-01-28 21:58:51,907 ----------------------------------------------------------------------------------------------------
2019-01-28 21:58:52,039 epoch 119 - iter 0/577 - loss 0.36521590
2019-01-28 21:59:00,033 epoch 119 - iter 57/577 - loss 0.13851900
2019-01-28 21:59:08,352 epoch 119 - iter 114/577 - loss 0.12846998
2019-01-28 21:59:16,433 epoch 119 - iter 171/577 - loss 0.14063139
2019-01-28 21:59:24,514 epoch 119 - iter 228/577 - loss 0.12705647
2019-01-28 21:59:32,701 epoch 119 - iter 285/577 - loss 0.12360291
2019-01-28 21:59:40,781 epoch 119 - iter 342/577 - loss 0.11831411
2019-01-28 21:59:48,983 epoch 119 - iter 399/577 - loss 0.11861728
2019-01-28 21:59:57,109 epoch 119 - iter 456/577 - loss 0.12041474
2019-01-28 22:00:05,329 epoch 119 - iter 513/577 - loss 0.11994278
2019-01-28 22:00:13,536 epoch 119 - iter 570/577 - loss 0.12307916
2019-01-28 22:00:15,251 ----------------------------------------------------------------------------------------------------
2019-01-28 22:00:15,251 EPOCH 119 done: loss 0.1228 - lr 0.0002 - bad epochs 1
2019-01-28 22:00:30,907 TEST : loss 1.21030664 - f-score 0.9286 - acc 0.9286
2019-01-28 22:00:30,915 ----------------------------------------------------------------------------------------------------
2019-01-28 22:00:31,081 epoch 120 - iter 0/577 - loss 0.02587783
2019-01-28 22:00:39,215 epoch 120 - iter 57/577 - loss 0.10681733
2019-01-28 22:00:47,092 epoch 120 - iter 114/577 - loss 0.11888461
2019-01-28 22:00:55,189 epoch 120 - iter 171/577 - loss 0.11957927
2019-01-28 22:01:03,619 epoch 120 - iter 228/577 - loss 0.11198440
2019-01-28 22:01:11,680 epoch 120 - iter 285/577 - loss 0.11040357
2019-01-28 22:01:19,876 epoch 120 - iter 342/577 - loss 0.11266238
2019-01-28 22:01:28,188 epoch 120 - iter 399/577 - loss 0.10852384
2019-01-28 22:01:36,219 epoch 120 - iter 456/577 - loss 0.11193690
2019-01-28 22:01:44,441 epoch 120 - iter 513/577 - loss 0.11371049
2019-01-28 22:01:52,583 epoch 120 - iter 570/577 - loss 0.11271457
2019-01-28 22:01:54,031 ----------------------------------------------------------------------------------------------------
2019-01-28 22:01:54,031 EPOCH 120 done: loss 0.1133 - lr 0.0002 - bad epochs 2
2019-01-28 22:02:08,578 TEST : loss 1.21067631 - f-score 0.9286 - acc 0.9286
2019-01-28 22:02:08,585 ----------------------------------------------------------------------------------------------------
2019-01-28 22:02:08,745 epoch 121 - iter 0/577 - loss 0.04282147
2019-01-28 22:02:17,087 epoch 121 - iter 57/577 - loss 0.11087734
2019-01-28 22:02:25,096 epoch 121 - iter 114/577 - loss 0.12680369
2019-01-28 22:02:33,000 epoch 121 - iter 171/577 - loss 0.11718253
2019-01-28 22:02:41,087 epoch 121 - iter 228/577 - loss 0.11902773
2019-01-28 22:02:49,301 epoch 121 - iter 285/577 - loss 0.11831229
2019-01-28 22:02:57,499 epoch 121 - iter 342/577 - loss 0.11763345
2019-01-28 22:03:05,719 epoch 121 - iter 399/577 - loss 0.11811706
2019-01-28 22:03:13,872 epoch 121 - iter 456/577 - loss 0.11671411
2019-01-28 22:03:21,968 epoch 121 - iter 513/577 - loss 0.11681456
2019-01-28 22:03:29,854 epoch 121 - iter 570/577 - loss 0.11606642
2019-01-28 22:03:31,699 ----------------------------------------------------------------------------------------------------
2019-01-28 22:03:31,699 EPOCH 121 done: loss 0.1161 - lr 0.0002 - bad epochs 3
2019-01-28 22:03:46,170 TEST : loss 1.21059501 - f-score 0.9286 - acc 0.9286
2019-01-28 22:03:46,177 ----------------------------------------------------------------------------------------------------
2019-01-28 22:03:46,177 ----------------------------------------------------------------------------------------------------
2019-01-28 22:03:46,177 learning rate too small - quitting training!
2019-01-28 22:03:46,177 ----------------------------------------------------------------------------------------------------
2019-01-28 22:04:09,197 ----------------------------------------------------------------------------------------------------
2019-01-28 22:04:09,201 Testing using best model ...
2019-01-28 22:04:23,560 MICRO_AVG: acc 0.9286 - f1-score 0.9286
2019-01-28 22:04:23,564 MACRO_AVG: acc 0.9153 - f1-score 0.9125
2019-01-28 22:04:23,564 LOC        tp: 1575 - fp: 104 - fn: 93 - tn: 1575 - precision: 0.9381 - recall: 0.9442 - accuracy: 0.9411 - f1-score: 0.9411
2019-01-28 22:04:23,564 MISC       tp: 590 - fp: 123 - fn: 112 - tn: 590 - precision: 0.8275 - recall: 0.8405 - accuracy: 0.8339 - f1-score: 0.8339
2019-01-28 22:04:23,564 ORG        tp: 1519 - fp: 148 - fn: 142 - tn: 1519 - precision: 0.9112 - recall: 0.9145 - accuracy: 0.9129 - f1-score: 0.9128
2019-01-28 22:04:23,564 PER        tp: 1574 - fp: 43 - fn: 43 - tn: 1574 - precision: 0.9734 - recall: 0.9734 - accuracy: 0.9734 - f1-score: 0.9734
2019-01-28 22:04:23,564 ----------------------------------------------------------------------------------------------------
2019-01-28 22:04:23,572 Reading data from /home/aakbik/.flair/datasets/conll_03
2019-01-28 22:04:23,572 Train: /home/aakbik/.flair/datasets/conll_03/eng.train
2019-01-28 22:04:23,572 Dev: /home/aakbik/.flair/datasets/conll_03/eng.testa
2019-01-28 22:04:23,572 Test: /home/aakbik/.flair/datasets/conll_03/eng.testb
2019-01-28 22:04:29,098 ----------------------------------------------------------------------------------------------------
2019-01-28 22:04:29,098 Evaluation method: MICRO_F1_SCORE
2019-01-28 22:04:29,123 ----------------------------------------------------------------------------------------------------
2019-01-28 22:04:29,430 epoch 1 - iter 0/577 - loss 42.50547028
2019-01-28 22:04:48,065 epoch 1 - iter 57/577 - loss 10.06793989
2019-01-28 22:05:02,037 epoch 1 - iter 114/577 - loss 7.11315882
2019-01-28 22:05:16,821 epoch 1 - iter 171/577 - loss 5.73378392
2019-01-28 22:05:31,279 epoch 1 - iter 228/577 - loss 4.92819383
2019-01-28 22:05:45,225 epoch 1 - iter 285/577 - loss 4.40752902
2019-01-28 22:06:00,392 epoch 1 - iter 342/577 - loss 3.98783140
2019-01-28 22:06:14,354 epoch 1 - iter 399/577 - loss 3.68447454
2019-01-28 22:06:28,003 epoch 1 - iter 456/577 - loss 3.43139660
2019-01-28 22:06:41,438 epoch 1 - iter 513/577 - loss 3.21408282
2019-01-28 22:06:55,376 epoch 1 - iter 570/577 - loss 3.04609671
2019-01-28 22:06:57,601 ----------------------------------------------------------------------------------------------------
2019-01-28 22:06:57,601 EPOCH 1 done: loss 3.0317 - lr 0.1000 - bad epochs 0
2019-01-28 22:07:22,123 TEST : loss 1.00785863 - f-score 0.8774 - acc 0.8774
2019-01-28 22:07:22,131 ----------------------------------------------------------------------------------------------------
2019-01-28 22:07:22,280 epoch 2 - iter 0/577 - loss 1.25089157
2019-01-28 22:07:30,634 epoch 2 - iter 57/577 - loss 1.43552174
2019-01-28 22:07:38,647 epoch 2 - iter 114/577 - loss 1.35672846
2019-01-28 22:07:46,659 epoch 2 - iter 171/577 - loss 1.28798958
2019-01-28 22:07:54,757 epoch 2 - iter 228/577 - loss 1.28643097
2019-01-28 22:08:02,687 epoch 2 - iter 285/577 - loss 1.29245064
2019-01-28 22:08:10,855 epoch 2 - iter 342/577 - loss 1.27743092
2019-01-28 22:08:18,824 epoch 2 - iter 399/577 - loss 1.25932613
2019-01-28 22:08:27,008 epoch 2 - iter 456/577 - loss 1.24773041
2019-01-28 22:08:35,099 epoch 2 - iter 513/577 - loss 1.21843687
2019-01-28 22:08:42,917 epoch 2 - iter 570/577 - loss 1.19648853
2019-01-28 22:08:44,546 ----------------------------------------------------------------------------------------------------
2019-01-28 22:08:44,546 EPOCH 2 done: loss 1.1954 - lr 0.1000 - bad epochs 0
2019-01-28 22:08:59,001 TEST : loss 0.89057648 - f-score 0.8963 - acc 0.8963
2019-01-28 22:08:59,008 ----------------------------------------------------------------------------------------------------
2019-01-28 22:08:59,166 epoch 3 - iter 0/577 - loss 0.65216565
2019-01-28 22:09:07,261 epoch 3 - iter 57/577 - loss 0.91803846
2019-01-28 22:09:15,472 epoch 3 - iter 114/577 - loss 0.94672819
2019-01-28 22:09:23,696 epoch 3 - iter 171/577 - loss 0.97374562
2019-01-28 22:09:31,909 epoch 3 - iter 228/577 - loss 0.96777582
2019-01-28 22:09:39,904 epoch 3 - iter 285/577 - loss 0.95430528
2019-01-28 22:09:48,241 epoch 3 - iter 342/577 - loss 0.94866812
2019-01-28 22:09:56,441 epoch 3 - iter 399/577 - loss 0.93548564
2019-01-28 22:10:04,653 epoch 3 - iter 456/577 - loss 0.92156355
2019-01-28 22:10:12,722 epoch 3 - iter 513/577 - loss 0.91376930
2019-01-28 22:10:20,881 epoch 3 - iter 570/577 - loss 0.90652050
2019-01-28 22:10:22,659 ----------------------------------------------------------------------------------------------------
2019-01-28 22:10:22,660 EPOCH 3 done: loss 0.9063 - lr 0.1000 - bad epochs 0
2019-01-28 22:10:37,135 TEST : loss 0.79244822 - f-score 0.9089 - acc 0.9089
2019-01-28 22:10:37,142 ----------------------------------------------------------------------------------------------------
2019-01-28 22:10:37,269 epoch 4 - iter 0/577 - loss 1.17351866
2019-01-28 22:10:45,230 epoch 4 - iter 57/577 - loss 0.80273733
2019-01-28 22:10:53,235 epoch 4 - iter 114/577 - loss 0.79526357
2019-01-28 22:11:01,461 epoch 4 - iter 171/577 - loss 0.79946193
2019-01-28 22:11:09,391 epoch 4 - iter 228/577 - loss 0.78223846
2019-01-28 22:11:17,244 epoch 4 - iter 285/577 - loss 0.77804646
2019-01-28 22:11:25,339 epoch 4 - iter 342/577 - loss 0.78011640
2019-01-28 22:11:33,311 epoch 4 - iter 399/577 - loss 0.77806580
2019-01-28 22:11:41,229 epoch 4 - iter 456/577 - loss 0.77854033
2019-01-28 22:11:49,185 epoch 4 - iter 513/577 - loss 0.77637213
2019-01-28 22:11:57,410 epoch 4 - iter 570/577 - loss 0.77268087
2019-01-28 22:11:59,050 ----------------------------------------------------------------------------------------------------
2019-01-28 22:11:59,050 EPOCH 4 done: loss 0.7713 - lr 0.1000 - bad epochs 0
2019-01-28 22:12:14,740 TEST : loss 0.80080277 - f-score 0.9121 - acc 0.9121
2019-01-28 22:12:14,752 ----------------------------------------------------------------------------------------------------
2019-01-28 22:12:14,908 epoch 5 - iter 0/577 - loss 1.80457139
2019-01-28 22:12:22,806 epoch 5 - iter 57/577 - loss 0.66969078
2019-01-28 22:12:30,826 epoch 5 - iter 114/577 - loss 0.66465739
2019-01-28 22:12:39,091 epoch 5 - iter 171/577 - loss 0.65723678
2019-01-28 22:12:47,554 epoch 5 - iter 228/577 - loss 0.63951626
2019-01-28 22:12:55,787 epoch 5 - iter 285/577 - loss 0.64286260
2019-01-28 22:13:03,853 epoch 5 - iter 342/577 - loss 0.65191761
2019-01-28 22:13:12,081 epoch 5 - iter 399/577 - loss 0.67470268
2019-01-28 22:13:20,095 epoch 5 - iter 456/577 - loss 0.66793997
2019-01-28 22:13:28,107 epoch 5 - iter 513/577 - loss 0.67366711
2019-01-28 22:13:35,956 epoch 5 - iter 570/577 - loss 0.68600034
2019-01-28 22:13:37,580 ----------------------------------------------------------------------------------------------------
2019-01-28 22:13:37,580 EPOCH 5 done: loss 0.6857 - lr 0.1000 - bad epochs 0
2019-01-28 22:13:52,068 TEST : loss 0.74555856 - f-score 0.9160 - acc 0.9160
2019-01-28 22:13:52,078 ----------------------------------------------------------------------------------------------------
2019-01-28 22:13:52,216 epoch 6 - iter 0/577 - loss 0.48869988
2019-01-28 22:14:00,518 epoch 6 - iter 57/577 - loss 0.60795644
2019-01-28 22:14:09,023 epoch 6 - iter 114/577 - loss 0.64936946
2019-01-28 22:14:17,125 epoch 6 - iter 171/577 - loss 0.62504169
2019-01-28 22:14:25,196 epoch 6 - iter 228/577 - loss 0.64358022
2019-01-28 22:14:33,422 epoch 6 - iter 285/577 - loss 0.64150112
2019-01-28 22:14:41,949 epoch 6 - iter 342/577 - loss 0.64473348
2019-01-28 22:14:50,153 epoch 6 - iter 399/577 - loss 0.62945496
2019-01-28 22:14:58,609 epoch 6 - iter 456/577 - loss 0.62123058
2019-01-28 22:15:06,858 epoch 6 - iter 513/577 - loss 0.61315056
2019-01-28 22:15:14,745 epoch 6 - iter 570/577 - loss 0.61468315
2019-01-28 22:15:16,395 ----------------------------------------------------------------------------------------------------
2019-01-28 22:15:16,395 EPOCH 6 done: loss 0.6158 - lr 0.1000 - bad epochs 0
2019-01-28 22:15:30,877 TEST : loss 0.83438492 - f-score 0.9131 - acc 0.9131
2019-01-28 22:15:30,885 ----------------------------------------------------------------------------------------------------
2019-01-28 22:15:31,034 epoch 7 - iter 0/577 - loss 1.15346932
2019-01-28 22:15:39,041 epoch 7 - iter 57/577 - loss 0.61135111
2019-01-28 22:15:47,022 epoch 7 - iter 114/577 - loss 0.60860369
2019-01-28 22:15:54,906 epoch 7 - iter 171/577 - loss 0.58943408
2019-01-28 22:16:02,987 epoch 7 - iter 228/577 - loss 0.59597843
2019-01-28 22:16:10,712 epoch 7 - iter 285/577 - loss 0.59341999
2019-01-28 22:16:19,032 epoch 7 - iter 342/577 - loss 0.59555081
2019-01-28 22:16:26,919 epoch 7 - iter 399/577 - loss 0.58390819
2019-01-28 22:16:35,004 epoch 7 - iter 456/577 - loss 0.58201465
2019-01-28 22:16:42,963 epoch 7 - iter 513/577 - loss 0.57627156
2019-01-28 22:16:50,991 epoch 7 - iter 570/577 - loss 0.56966749
2019-01-28 22:16:52,645 ----------------------------------------------------------------------------------------------------
2019-01-28 22:16:52,645 EPOCH 7 done: loss 0.5691 - lr 0.1000 - bad epochs 0
2019-01-28 22:17:07,194 TEST : loss 0.84927529 - f-score 0.9146 - acc 0.9145
2019-01-28 22:17:07,198 ----------------------------------------------------------------------------------------------------
2019-01-28 22:17:07,343 epoch 8 - iter 0/577 - loss 0.40683672
2019-01-28 22:17:15,409 epoch 8 - iter 57/577 - loss 0.56151567
2019-01-28 22:17:23,612 epoch 8 - iter 114/577 - loss 0.51936126
2019-01-28 22:17:31,715 epoch 8 - iter 171/577 - loss 0.55497470
2019-01-28 22:17:39,996 epoch 8 - iter 228/577 - loss 0.54882368
2019-01-28 22:17:48,001 epoch 8 - iter 285/577 - loss 0.53329845
2019-01-28 22:17:55,997 epoch 8 - iter 342/577 - loss 0.53129941
2019-01-28 22:18:04,269 epoch 8 - iter 399/577 - loss 0.54509509
2019-01-28 22:18:12,468 epoch 8 - iter 456/577 - loss 0.53978304
2019-01-28 22:18:20,648 epoch 8 - iter 513/577 - loss 0.54156372
2019-01-28 22:18:28,728 epoch 8 - iter 570/577 - loss 0.53574059
2019-01-28 22:18:30,414 ----------------------------------------------------------------------------------------------------
2019-01-28 22:18:30,415 EPOCH 8 done: loss 0.5367 - lr 0.1000 - bad epochs 0
2019-01-28 22:18:44,848 TEST : loss 0.80481213 - f-score 0.9166 - acc 0.9166
2019-01-28 22:18:44,860 ----------------------------------------------------------------------------------------------------
2019-01-28 22:18:44,995 epoch 9 - iter 0/577 - loss 0.46227410
2019-01-28 22:18:53,154 epoch 9 - iter 57/577 - loss 0.52659192
2019-01-28 22:19:01,718 epoch 9 - iter 114/577 - loss 0.51984997
2019-01-28 22:19:10,386 epoch 9 - iter 171/577 - loss 0.51992709
2019-01-28 22:19:18,446 epoch 9 - iter 228/577 - loss 0.52479358
2019-01-28 22:19:26,516 epoch 9 - iter 285/577 - loss 0.52487541
2019-01-28 22:19:34,513 epoch 9 - iter 342/577 - loss 0.52631803
2019-01-28 22:19:42,717 epoch 9 - iter 399/577 - loss 0.52223807
2019-01-28 22:19:50,814 epoch 9 - iter 456/577 - loss 0.52094575
2019-01-28 22:19:58,831 epoch 9 - iter 513/577 - loss 0.51064604
2019-01-28 22:20:06,841 epoch 9 - iter 570/577 - loss 0.51126290
2019-01-28 22:20:08,470 ----------------------------------------------------------------------------------------------------
2019-01-28 22:20:08,471 EPOCH 9 done: loss 0.5098 - lr 0.1000 - bad epochs 0
2019-01-28 22:20:22,975 TEST : loss 0.80474299 - f-score 0.9175 - acc 0.9175
2019-01-28 22:20:22,983 ----------------------------------------------------------------------------------------------------
2019-01-28 22:20:23,130 epoch 10 - iter 0/577 - loss 0.21434793
2019-01-28 22:20:31,128 epoch 10 - iter 57/577 - loss 0.51798905
2019-01-28 22:20:39,179 epoch 10 - iter 114/577 - loss 0.51259401
2019-01-28 22:20:47,419 epoch 10 - iter 171/577 - loss 0.48112070
2019-01-28 22:20:55,643 epoch 10 - iter 228/577 - loss 0.48877757
2019-01-28 22:21:03,685 epoch 10 - iter 285/577 - loss 0.48639932
2019-01-28 22:21:11,813 epoch 10 - iter 342/577 - loss 0.48578685
2019-01-28 22:21:19,892 epoch 10 - iter 399/577 - loss 0.49016139
2019-01-28 22:21:28,030 epoch 10 - iter 456/577 - loss 0.48955379
2019-01-28 22:21:36,205 epoch 10 - iter 513/577 - loss 0.49205224
2019-01-28 22:21:44,334 epoch 10 - iter 570/577 - loss 0.49098495
2019-01-28 22:21:46,038 ----------------------------------------------------------------------------------------------------
2019-01-28 22:21:46,039 EPOCH 10 done: loss 0.4902 - lr 0.1000 - bad epochs 0
2019-01-28 22:22:00,537 TEST : loss 0.77381128 - f-score 0.9203 - acc 0.9203
2019-01-28 22:22:00,548 ----------------------------------------------------------------------------------------------------
2019-01-28 22:22:00,699 epoch 11 - iter 0/577 - loss 0.12710285
2019-01-28 22:22:08,956 epoch 11 - iter 57/577 - loss 0.44967384
2019-01-28 22:22:16,961 epoch 11 - iter 114/577 - loss 0.44607256
2019-01-28 22:22:24,903 epoch 11 - iter 171/577 - loss 0.45083066
2019-01-28 22:22:33,007 epoch 11 - iter 228/577 - loss 0.44562876
2019-01-28 22:22:41,377 epoch 11 - iter 285/577 - loss 0.45715601
2019-01-28 22:22:50,033 epoch 11 - iter 342/577 - loss 0.45514578
2019-01-28 22:22:57,894 epoch 11 - iter 399/577 - loss 0.45715118
2019-01-28 22:23:05,998 epoch 11 - iter 456/577 - loss 0.45556003
2019-01-28 22:23:15,228 epoch 11 - iter 513/577 - loss 0.46259356
2019-01-28 22:23:23,638 epoch 11 - iter 570/577 - loss 0.46031911
2019-01-28 22:23:25,413 ----------------------------------------------------------------------------------------------------
2019-01-28 22:23:25,413 EPOCH 11 done: loss 0.4585 - lr 0.1000 - bad epochs 0
2019-01-28 22:23:39,977 TEST : loss 0.78223020 - f-score 0.9183 - acc 0.9184
2019-01-28 22:23:39,993 ----------------------------------------------------------------------------------------------------
2019-01-28 22:23:40,124 epoch 12 - iter 0/577 - loss 0.21906808
2019-01-28 22:23:48,450 epoch 12 - iter 57/577 - loss 0.39946087
2019-01-28 22:23:56,612 epoch 12 - iter 114/577 - loss 0.40746537
2019-01-28 22:24:04,680 epoch 12 - iter 171/577 - loss 0.40018307
2019-01-28 22:24:12,727 epoch 12 - iter 228/577 - loss 0.41253932
2019-01-28 22:24:20,964 epoch 12 - iter 285/577 - loss 0.42079099
2019-01-28 22:24:28,987 epoch 12 - iter 342/577 - loss 0.44790629
2019-01-28 22:24:37,392 epoch 12 - iter 399/577 - loss 0.44300976
2019-01-28 22:24:45,265 epoch 12 - iter 456/577 - loss 0.43901458
2019-01-28 22:24:53,230 epoch 12 - iter 513/577 - loss 0.44538877
2019-01-28 22:25:01,134 epoch 12 - iter 570/577 - loss 0.44530144
2019-01-28 22:25:02,575 ----------------------------------------------------------------------------------------------------
2019-01-28 22:25:02,575 EPOCH 12 done: loss 0.4468 - lr 0.1000 - bad epochs 0
2019-01-28 22:25:16,985 TEST : loss 0.78483027 - f-score 0.9199 - acc 0.9199
2019-01-28 22:25:16,988 ----------------------------------------------------------------------------------------------------
2019-01-28 22:25:17,144 epoch 13 - iter 0/577 - loss 0.59695685
2019-01-28 22:25:25,170 epoch 13 - iter 57/577 - loss 0.40724947
2019-01-28 22:25:33,184 epoch 13 - iter 114/577 - loss 0.43512828
2019-01-28 22:25:41,332 epoch 13 - iter 171/577 - loss 0.44623285
2019-01-28 22:25:49,484 epoch 13 - iter 228/577 - loss 0.43101988
2019-01-28 22:25:57,427 epoch 13 - iter 285/577 - loss 0.42443162
2019-01-28 22:26:05,293 epoch 13 - iter 342/577 - loss 0.42864516
2019-01-28 22:26:13,623 epoch 13 - iter 399/577 - loss 0.43360801
2019-01-28 22:26:21,757 epoch 13 - iter 456/577 - loss 0.43441306
2019-01-28 22:26:29,865 epoch 13 - iter 513/577 - loss 0.43109831
2019-01-28 22:26:37,798 epoch 13 - iter 570/577 - loss 0.43463817
2019-01-28 22:26:39,569 ----------------------------------------------------------------------------------------------------
2019-01-28 22:26:39,569 EPOCH 13 done: loss 0.4354 - lr 0.1000 - bad epochs 0
2019-01-28 22:26:54,084 TEST : loss 0.83254558 - f-score 0.9209 - acc 0.9209
2019-01-28 22:26:54,091 ----------------------------------------------------------------------------------------------------
2019-01-28 22:26:54,228 epoch 14 - iter 0/577 - loss 0.53477502
2019-01-28 22:27:02,089 epoch 14 - iter 57/577 - loss 0.40458111
2019-01-28 22:27:10,055 epoch 14 - iter 114/577 - loss 0.41473458
2019-01-28 22:27:18,036 epoch 14 - iter 171/577 - loss 0.41585274
2019-01-28 22:27:26,017 epoch 14 - iter 228/577 - loss 0.40919600
2019-01-28 22:27:33,960 epoch 14 - iter 285/577 - loss 0.41442910
2019-01-28 22:27:41,976 epoch 14 - iter 342/577 - loss 0.40949852
2019-01-28 22:27:49,930 epoch 14 - iter 399/577 - loss 0.40929335
2019-01-28 22:27:58,094 epoch 14 - iter 456/577 - loss 0.41119690
2019-01-28 22:28:06,154 epoch 14 - iter 513/577 - loss 0.41614560
2019-01-28 22:28:14,016 epoch 14 - iter 570/577 - loss 0.41331605
2019-01-28 22:28:15,812 ----------------------------------------------------------------------------------------------------
2019-01-28 22:28:15,813 EPOCH 14 done: loss 0.4115 - lr 0.1000 - bad epochs 0
2019-01-28 22:28:30,271 TEST : loss 0.83347583 - f-score 0.9254 - acc 0.9254
2019-01-28 22:28:30,284 ----------------------------------------------------------------------------------------------------
2019-01-28 22:28:30,416 epoch 15 - iter 0/577 - loss 1.05285859
2019-01-28 22:28:38,200 epoch 15 - iter 57/577 - loss 0.40891682
2019-01-28 22:28:46,334 epoch 15 - iter 114/577 - loss 0.42840692
2019-01-28 22:28:55,013 epoch 15 - iter 171/577 - loss 0.40525124
2019-01-28 22:29:03,037 epoch 15 - iter 228/577 - loss 0.41287344
2019-01-28 22:29:11,322 epoch 15 - iter 285/577 - loss 0.40216854
2019-01-28 22:29:23,092 epoch 15 - iter 342/577 - loss 0.40024627
2019-01-28 22:29:31,127 epoch 15 - iter 399/577 - loss 0.40014693
2019-01-28 22:29:39,212 epoch 15 - iter 456/577 - loss 0.40454455
2019-01-28 22:29:47,023 epoch 15 - iter 513/577 - loss 0.40843558
2019-01-28 22:29:55,023 epoch 15 - iter 570/577 - loss 0.41134719
2019-01-28 22:29:56,543 ----------------------------------------------------------------------------------------------------
2019-01-28 22:29:56,543 EPOCH 15 done: loss 0.4103 - lr 0.1000 - bad epochs 0
2019-01-28 22:30:11,073 TEST : loss 0.82023889 - f-score 0.9232 - acc 0.9232
2019-01-28 22:30:11,081 ----------------------------------------------------------------------------------------------------
2019-01-28 22:30:11,212 epoch 16 - iter 0/577 - loss 0.63825506
2019-01-28 22:30:19,069 epoch 16 - iter 57/577 - loss 0.33916054
2019-01-28 22:30:26,892 epoch 16 - iter 114/577 - loss 0.39136892
2019-01-28 22:30:35,026 epoch 16 - iter 171/577 - loss 0.39787004
2019-01-28 22:30:43,247 epoch 16 - iter 228/577 - loss 0.39617642
2019-01-28 22:30:51,307 epoch 16 - iter 285/577 - loss 0.38871800
2019-01-28 22:30:59,521 epoch 16 - iter 342/577 - loss 0.38674458
2019-01-28 22:31:07,447 epoch 16 - iter 399/577 - loss 0.37919773
2019-01-28 22:31:15,506 epoch 16 - iter 456/577 - loss 0.37897403
2019-01-28 22:31:23,685 epoch 16 - iter 513/577 - loss 0.37080272
2019-01-28 22:31:31,665 epoch 16 - iter 570/577 - loss 0.37579011
2019-01-28 22:31:33,298 ----------------------------------------------------------------------------------------------------
2019-01-28 22:31:33,298 EPOCH 16 done: loss 0.3785 - lr 0.1000 - bad epochs 0
2019-01-28 22:31:47,768 TEST : loss 0.79682451 - f-score 0.9256 - acc 0.9256
2019-01-28 22:31:47,780 ----------------------------------------------------------------------------------------------------
2019-01-28 22:31:47,923 epoch 17 - iter 0/577 - loss 0.21731061
2019-01-28 22:31:55,936 epoch 17 - iter 57/577 - loss 0.36670804
2019-01-28 22:32:04,162 epoch 17 - iter 114/577 - loss 0.38462096
2019-01-28 22:32:12,279 epoch 17 - iter 171/577 - loss 0.39582525
2019-01-28 22:32:20,230 epoch 17 - iter 228/577 - loss 0.38401353
2019-01-28 22:32:27,891 epoch 17 - iter 285/577 - loss 0.39124756
2019-01-28 22:32:36,133 epoch 17 - iter 342/577 - loss 0.38811074
2019-01-28 22:32:44,448 epoch 17 - iter 399/577 - loss 0.37662406
2019-01-28 22:32:52,744 epoch 17 - iter 456/577 - loss 0.37665467
2019-01-28 22:33:00,936 epoch 17 - iter 513/577 - loss 0.38075001
2019-01-28 22:33:09,445 epoch 17 - iter 570/577 - loss 0.38128993
2019-01-28 22:33:11,106 ----------------------------------------------------------------------------------------------------
2019-01-28 22:33:11,106 EPOCH 17 done: loss 0.3795 - lr 0.1000 - bad epochs 0
2019-01-28 22:33:25,707 TEST : loss 0.83529234 - f-score 0.9270 - acc 0.9270
2019-01-28 22:33:25,724 ----------------------------------------------------------------------------------------------------
2019-01-28 22:33:25,848 epoch 18 - iter 0/577 - loss 0.15386373
2019-01-28 22:33:34,017 epoch 18 - iter 57/577 - loss 0.37248662
2019-01-28 22:33:42,121 epoch 18 - iter 114/577 - loss 0.36709176
2019-01-28 22:33:50,252 epoch 18 - iter 171/577 - loss 0.37245905
2019-01-28 22:33:57,985 epoch 18 - iter 228/577 - loss 0.37841866
2019-01-28 22:34:06,111 epoch 18 - iter 285/577 - loss 0.38135631
2019-01-28 22:34:14,213 epoch 18 - iter 342/577 - loss 0.38554006
2019-01-28 22:34:22,279 epoch 18 - iter 399/577 - loss 0.37759925
2019-01-28 22:34:30,192 epoch 18 - iter 456/577 - loss 0.37382316
2019-01-28 22:34:38,211 epoch 18 - iter 513/577 - loss 0.36756187
2019-01-28 22:34:46,077 epoch 18 - iter 570/577 - loss 0.36930907
2019-01-28 22:34:47,610 ----------------------------------------------------------------------------------------------------
2019-01-28 22:34:47,610 EPOCH 18 done: loss 0.3696 - lr 0.1000 - bad epochs 1
2019-01-28 22:35:02,063 TEST : loss 0.83337975 - f-score 0.9244 - acc 0.9244
2019-01-28 22:35:02,074 ----------------------------------------------------------------------------------------------------
2019-01-28 22:35:02,220 epoch 19 - iter 0/577 - loss 0.38623041
2019-01-28 22:35:10,454 epoch 19 - iter 57/577 - loss 0.31873235
2019-01-28 22:35:18,804 epoch 19 - iter 114/577 - loss 0.33688492
2019-01-28 22:35:26,881 epoch 19 - iter 171/577 - loss 0.32974352
2019-01-28 22:35:34,766 epoch 19 - iter 228/577 - loss 0.33735994
2019-01-28 22:35:42,737 epoch 19 - iter 285/577 - loss 0.34658564
2019-01-28 22:35:50,992 epoch 19 - iter 342/577 - loss 0.35466174
2019-01-28 22:35:59,083 epoch 19 - iter 399/577 - loss 0.34278919
2019-01-28 22:36:06,929 epoch 19 - iter 456/577 - loss 0.33994032
2019-01-28 22:36:14,882 epoch 19 - iter 513/577 - loss 0.33881041
2019-01-28 22:36:23,080 epoch 19 - iter 570/577 - loss 0.34130758
2019-01-28 22:36:24,658 ----------------------------------------------------------------------------------------------------
2019-01-28 22:36:24,659 EPOCH 19 done: loss 0.3423 - lr 0.1000 - bad epochs 0
2019-01-28 22:36:39,161 TEST : loss 0.83020419 - f-score 0.9296 - acc 0.9296
2019-01-28 22:36:39,171 ----------------------------------------------------------------------------------------------------
2019-01-28 22:36:39,321 epoch 20 - iter 0/577 - loss 0.75787669
2019-01-28 22:36:47,578 epoch 20 - iter 57/577 - loss 0.33218815
2019-01-28 22:36:55,876 epoch 20 - iter 114/577 - loss 0.35700007
2019-01-28 22:37:03,749 epoch 20 - iter 171/577 - loss 0.37562989
2019-01-28 22:37:11,977 epoch 20 - iter 228/577 - loss 0.37404141
2019-01-28 22:37:19,987 epoch 20 - iter 285/577 - loss 0.37254843
2019-01-28 22:37:28,093 epoch 20 - iter 342/577 - loss 0.36520647
2019-01-28 22:37:36,471 epoch 20 - iter 399/577 - loss 0.35872418
2019-01-28 22:37:44,720 epoch 20 - iter 456/577 - loss 0.36073604
2019-01-28 22:37:52,971 epoch 20 - iter 513/577 - loss 0.35803281
2019-01-28 22:38:01,464 epoch 20 - iter 570/577 - loss 0.35842889
2019-01-28 22:38:03,276 ----------------------------------------------------------------------------------------------------
2019-01-28 22:38:03,277 EPOCH 20 done: loss 0.3579 - lr 0.1000 - bad epochs 0
2019-01-28 22:38:17,731 TEST : loss 0.82353562 - f-score 0.9276 - acc 0.9276
2019-01-28 22:38:17,745 ----------------------------------------------------------------------------------------------------
2019-01-28 22:38:17,891 epoch 21 - iter 0/577 - loss 0.34915128
2019-01-28 22:38:26,404 epoch 21 - iter 57/577 - loss 0.27524212
2019-01-28 22:38:34,413 epoch 21 - iter 114/577 - loss 0.26835978
2019-01-28 22:38:42,391 epoch 21 - iter 171/577 - loss 0.29438910
2019-01-28 22:38:50,344 epoch 21 - iter 228/577 - loss 0.29877801
2019-01-28 22:38:58,282 epoch 21 - iter 285/577 - loss 0.29898453
2019-01-28 22:39:06,186 epoch 21 - iter 342/577 - loss 0.31727839
2019-01-28 22:39:13,938 epoch 21 - iter 399/577 - loss 0.32406020
2019-01-28 22:39:21,939 epoch 21 - iter 456/577 - loss 0.33039254
2019-01-28 22:39:29,843 epoch 21 - iter 513/577 - loss 0.32708242
2019-01-28 22:39:38,053 epoch 21 - iter 570/577 - loss 0.32702417
2019-01-28 22:39:39,713 ----------------------------------------------------------------------------------------------------
2019-01-28 22:39:39,713 EPOCH 21 done: loss 0.3264 - lr 0.1000 - bad epochs 1
2019-01-28 22:39:54,324 TEST : loss 0.84454954 - f-score 0.9241 - acc 0.9242
2019-01-28 22:39:54,333 ----------------------------------------------------------------------------------------------------
2019-01-28 22:39:54,488 epoch 22 - iter 0/577 - loss 0.26206544
2019-01-28 22:40:02,603 epoch 22 - iter 57/577 - loss 0.35031847
2019-01-28 22:40:10,616 epoch 22 - iter 114/577 - loss 0.34960784
2019-01-28 22:40:18,617 epoch 22 - iter 171/577 - loss 0.34673336
2019-01-28 22:40:26,719 epoch 22 - iter 228/577 - loss 0.36076561
2019-01-28 22:40:34,593 epoch 22 - iter 285/577 - loss 0.35447382
2019-01-28 22:40:42,816 epoch 22 - iter 342/577 - loss 0.34728048
2019-01-28 22:40:51,008 epoch 22 - iter 399/577 - loss 0.34839430
2019-01-28 22:40:59,030 epoch 22 - iter 456/577 - loss 0.34591479
2019-01-28 22:41:07,025 epoch 22 - iter 513/577 - loss 0.34317433
2019-01-28 22:41:15,069 epoch 22 - iter 570/577 - loss 0.34455768
2019-01-28 22:41:16,916 ----------------------------------------------------------------------------------------------------
2019-01-28 22:41:16,916 EPOCH 22 done: loss 0.3427 - lr 0.1000 - bad epochs 0
2019-01-28 22:41:31,523 TEST : loss 0.85390073 - f-score 0.9298 - acc 0.9298
2019-01-28 22:41:31,529 ----------------------------------------------------------------------------------------------------
2019-01-28 22:41:31,697 epoch 23 - iter 0/577 - loss 0.52516150
2019-01-28 22:41:39,931 epoch 23 - iter 57/577 - loss 0.31097405
2019-01-28 22:41:47,888 epoch 23 - iter 114/577 - loss 0.30066981
2019-01-28 22:41:56,151 epoch 23 - iter 171/577 - loss 0.30442381
2019-01-28 22:42:04,210 epoch 23 - iter 228/577 - loss 0.31023158
2019-01-28 22:42:12,493 epoch 23 - iter 285/577 - loss 0.30806342
2019-01-28 22:42:20,667 epoch 23 - iter 342/577 - loss 0.31798742
2019-01-28 22:42:28,695 epoch 23 - iter 399/577 - loss 0.31533611
2019-01-28 22:42:36,987 epoch 23 - iter 456/577 - loss 0.32093503
2019-01-28 22:42:45,212 epoch 23 - iter 513/577 - loss 0.32624066
2019-01-28 22:42:53,575 epoch 23 - iter 570/577 - loss 0.32595172
2019-01-28 22:42:55,389 ----------------------------------------------------------------------------------------------------
2019-01-28 22:42:55,389 EPOCH 23 done: loss 0.3256 - lr 0.1000 - bad epochs 1
2019-01-28 22:43:11,191 TEST : loss 0.83915240 - f-score 0.9280 - acc 0.9280
2019-01-28 22:43:11,207 ----------------------------------------------------------------------------------------------------
2019-01-28 22:43:11,373 epoch 24 - iter 0/577 - loss 0.27295724
2019-01-28 22:43:19,652 epoch 24 - iter 57/577 - loss 0.29445476
2019-01-28 22:43:27,688 epoch 24 - iter 114/577 - loss 0.30905218
2019-01-28 22:43:35,773 epoch 24 - iter 171/577 - loss 0.30579401
2019-01-28 22:43:43,814 epoch 24 - iter 228/577 - loss 0.30456445
2019-01-28 22:43:51,428 epoch 24 - iter 285/577 - loss 0.31504628
2019-01-28 22:43:59,221 epoch 24 - iter 342/577 - loss 0.32217374
2019-01-28 22:44:07,265 epoch 24 - iter 399/577 - loss 0.32395654
2019-01-28 22:44:15,150 epoch 24 - iter 456/577 - loss 0.32022625
2019-01-28 22:44:23,273 epoch 24 - iter 513/577 - loss 0.31876572
2019-01-28 22:44:31,532 epoch 24 - iter 570/577 - loss 0.32203567
2019-01-28 22:44:33,448 ----------------------------------------------------------------------------------------------------
2019-01-28 22:44:33,448 EPOCH 24 done: loss 0.3221 - lr 0.1000 - bad epochs 0
2019-01-28 22:44:47,939 TEST : loss 0.86409110 - f-score 0.9233 - acc 0.9233
2019-01-28 22:44:47,948 ----------------------------------------------------------------------------------------------------
2019-01-28 22:44:48,101 epoch 25 - iter 0/577 - loss 0.19780073
2019-01-28 22:44:56,267 epoch 25 - iter 57/577 - loss 0.27385138
2019-01-28 22:45:04,405 epoch 25 - iter 114/577 - loss 0.27461460
2019-01-28 22:45:12,426 epoch 25 - iter 171/577 - loss 0.28309507
2019-01-28 22:45:20,435 epoch 25 - iter 228/577 - loss 0.28923792
2019-01-28 22:45:28,529 epoch 25 - iter 285/577 - loss 0.29233948
2019-01-28 22:45:36,415 epoch 25 - iter 342/577 - loss 0.29467086
2019-01-28 22:45:44,693 epoch 25 - iter 399/577 - loss 0.31027956
2019-01-28 22:45:52,748 epoch 25 - iter 456/577 - loss 0.31059128
2019-01-28 22:46:00,662 epoch 25 - iter 513/577 - loss 0.31143647
2019-01-28 22:46:08,674 epoch 25 - iter 570/577 - loss 0.31243049
2019-01-28 22:46:10,422 ----------------------------------------------------------------------------------------------------
2019-01-28 22:46:10,423 EPOCH 25 done: loss 0.3127 - lr 0.1000 - bad epochs 0
2019-01-28 22:46:25,042 TEST : loss 0.85290325 - f-score 0.9264 - acc 0.9264
2019-01-28 22:46:25,058 ----------------------------------------------------------------------------------------------------
2019-01-28 22:46:25,221 epoch 26 - iter 0/577 - loss 0.56379849
2019-01-28 22:46:33,585 epoch 26 - iter 57/577 - loss 0.35330681
2019-01-28 22:46:41,922 epoch 26 - iter 114/577 - loss 0.32727595
2019-01-28 22:46:50,186 epoch 26 - iter 171/577 - loss 0.30984741
2019-01-28 22:46:58,036 epoch 26 - iter 228/577 - loss 0.29465903
2019-01-28 22:47:06,372 epoch 26 - iter 285/577 - loss 0.29387145
2019-01-28 22:47:14,435 epoch 26 - iter 342/577 - loss 0.29198674
2019-01-28 22:47:22,699 epoch 26 - iter 399/577 - loss 0.29498230
2019-01-28 22:47:30,714 epoch 26 - iter 456/577 - loss 0.29665694
2019-01-28 22:47:38,847 epoch 26 - iter 513/577 - loss 0.30224286
2019-01-28 22:47:47,156 epoch 26 - iter 570/577 - loss 0.30693614
2019-01-28 22:47:48,863 ----------------------------------------------------------------------------------------------------
2019-01-28 22:47:48,863 EPOCH 26 done: loss 0.3058 - lr 0.1000 - bad epochs 0
2019-01-28 22:48:03,400 TEST : loss 0.88499254 - f-score 0.9281 - acc 0.9281
2019-01-28 22:48:03,410 ----------------------------------------------------------------------------------------------------
2019-01-28 22:48:03,565 epoch 27 - iter 0/577 - loss 0.21361551
2019-01-28 22:48:11,768 epoch 27 - iter 57/577 - loss 0.33855460
2019-01-28 22:48:20,229 epoch 27 - iter 114/577 - loss 0.30983647
2019-01-28 22:48:28,213 epoch 27 - iter 171/577 - loss 0.29535798
2019-01-28 22:48:36,369 epoch 27 - iter 228/577 - loss 0.29468280
2019-01-28 22:48:44,436 epoch 27 - iter 285/577 - loss 0.29785952
2019-01-28 22:48:52,425 epoch 27 - iter 342/577 - loss 0.30037650
2019-01-28 22:49:00,578 epoch 27 - iter 399/577 - loss 0.30143701
2019-01-28 22:49:08,624 epoch 27 - iter 456/577 - loss 0.29282223
2019-01-28 22:49:16,785 epoch 27 - iter 513/577 - loss 0.29353149
2019-01-28 22:49:24,903 epoch 27 - iter 570/577 - loss 0.29711576
2019-01-28 22:49:26,521 ----------------------------------------------------------------------------------------------------
2019-01-28 22:49:26,521 EPOCH 27 done: loss 0.2970 - lr 0.1000 - bad epochs 0
2019-01-28 22:49:41,115 TEST : loss 0.90730327 - f-score 0.9272 - acc 0.9272
2019-01-28 22:49:41,126 ----------------------------------------------------------------------------------------------------
2019-01-28 22:49:41,262 epoch 28 - iter 0/577 - loss 0.49489397
2019-01-28 22:49:49,199 epoch 28 - iter 57/577 - loss 0.22030742
2019-01-28 22:49:57,264 epoch 28 - iter 114/577 - loss 0.25499687
2019-01-28 22:50:05,184 epoch 28 - iter 171/577 - loss 0.25638601
2019-01-28 22:50:13,589 epoch 28 - iter 228/577 - loss 0.27308401
2019-01-28 22:50:21,622 epoch 28 - iter 285/577 - loss 0.28453795
2019-01-28 22:50:29,853 epoch 28 - iter 342/577 - loss 0.28724233
2019-01-28 22:50:37,894 epoch 28 - iter 399/577 - loss 0.28123068
2019-01-28 22:50:46,163 epoch 28 - iter 456/577 - loss 0.28709839
2019-01-28 22:50:54,485 epoch 28 - iter 513/577 - loss 0.29391503
2019-01-28 22:51:02,580 epoch 28 - iter 570/577 - loss 0.29520090
2019-01-28 22:51:04,414 ----------------------------------------------------------------------------------------------------
2019-01-28 22:51:04,414 EPOCH 28 done: loss 0.2956 - lr 0.1000 - bad epochs 0
2019-01-28 22:51:18,885 TEST : loss 0.86304849 - f-score 0.9297 - acc 0.9297
2019-01-28 22:51:18,896 ----------------------------------------------------------------------------------------------------
2019-01-28 22:51:19,041 epoch 29 - iter 0/577 - loss 0.34383824
2019-01-28 22:51:27,273 epoch 29 - iter 57/577 - loss 0.31152673
2019-01-28 22:51:35,365 epoch 29 - iter 114/577 - loss 0.30726996
2019-01-28 22:51:43,788 epoch 29 - iter 171/577 - loss 0.30521068
2019-01-28 22:51:52,040 epoch 29 - iter 228/577 - loss 0.29614658
2019-01-28 22:52:00,169 epoch 29 - iter 285/577 - loss 0.28651144
2019-01-28 22:52:08,511 epoch 29 - iter 342/577 - loss 0.27598360
2019-01-28 22:52:16,644 epoch 29 - iter 399/577 - loss 0.27889343
2019-01-28 22:52:24,737 epoch 29 - iter 456/577 - loss 0.27901859
2019-01-28 22:52:32,883 epoch 29 - iter 513/577 - loss 0.28089474
2019-01-28 22:52:40,947 epoch 29 - iter 570/577 - loss 0.28426962
2019-01-28 22:52:42,616 ----------------------------------------------------------------------------------------------------
2019-01-28 22:52:42,617 EPOCH 29 done: loss 0.2845 - lr 0.1000 - bad epochs 0
2019-01-28 22:52:57,207 TEST : loss 0.90653485 - f-score 0.9281 - acc 0.9281
2019-01-28 22:52:57,219 ----------------------------------------------------------------------------------------------------
2019-01-28 22:52:57,378 epoch 30 - iter 0/577 - loss 0.15114653
2019-01-28 22:53:05,811 epoch 30 - iter 57/577 - loss 0.32886155
2019-01-28 22:53:13,745 epoch 30 - iter 114/577 - loss 0.29433797
2019-01-28 22:53:21,588 epoch 30 - iter 171/577 - loss 0.29933200
2019-01-28 22:53:29,646 epoch 30 - iter 228/577 - loss 0.29865912
2019-01-28 22:53:37,762 epoch 30 - iter 285/577 - loss 0.30270707
2019-01-28 22:53:45,878 epoch 30 - iter 342/577 - loss 0.30402364
2019-01-28 22:53:53,926 epoch 30 - iter 399/577 - loss 0.29946650
2019-01-28 22:54:02,243 epoch 30 - iter 456/577 - loss 0.29511224
2019-01-28 22:54:10,386 epoch 30 - iter 513/577 - loss 0.29576291
2019-01-28 22:54:18,242 epoch 30 - iter 570/577 - loss 0.29257606
2019-01-28 22:54:19,936 ----------------------------------------------------------------------------------------------------
2019-01-28 22:54:19,936 EPOCH 30 done: loss 0.2948 - lr 0.1000 - bad epochs 0
2019-01-28 22:54:34,472 TEST : loss 0.94607317 - f-score 0.9250 - acc 0.9250
2019-01-28 22:54:34,481 ----------------------------------------------------------------------------------------------------
2019-01-28 22:54:34,631 epoch 31 - iter 0/577 - loss 0.32911876
2019-01-28 22:54:42,733 epoch 31 - iter 57/577 - loss 0.24665982
2019-01-28 22:54:51,022 epoch 31 - iter 114/577 - loss 0.26466625
2019-01-28 22:54:59,166 epoch 31 - iter 171/577 - loss 0.27077770
2019-01-28 22:55:07,224 epoch 31 - iter 228/577 - loss 0.28193574
2019-01-28 22:55:15,166 epoch 31 - iter 285/577 - loss 0.29572611
2019-01-28 22:55:23,285 epoch 31 - iter 342/577 - loss 0.29706441
2019-01-28 22:55:31,515 epoch 31 - iter 399/577 - loss 0.29633374
2019-01-28 22:55:39,782 epoch 31 - iter 456/577 - loss 0.29572403
2019-01-28 22:55:48,089 epoch 31 - iter 513/577 - loss 0.29544465
2019-01-28 22:55:56,074 epoch 31 - iter 570/577 - loss 0.29831203
2019-01-28 22:55:57,888 ----------------------------------------------------------------------------------------------------
2019-01-28 22:55:57,888 EPOCH 31 done: loss 0.2978 - lr 0.1000 - bad epochs 1
2019-01-28 22:56:12,479 TEST : loss 0.93167055 - f-score 0.9282 - acc 0.9282
2019-01-28 22:56:12,485 ----------------------------------------------------------------------------------------------------
2019-01-28 22:56:12,641 epoch 32 - iter 0/577 - loss 0.09302327
2019-01-28 22:56:21,143 epoch 32 - iter 57/577 - loss 0.28093019
2019-01-28 22:56:29,344 epoch 32 - iter 114/577 - loss 0.24750803
2019-01-28 22:56:37,526 epoch 32 - iter 171/577 - loss 0.26106145
2019-01-28 22:56:45,810 epoch 32 - iter 228/577 - loss 0.26975969
2019-01-28 22:56:54,263 epoch 32 - iter 285/577 - loss 0.27398866
2019-01-28 22:57:02,520 epoch 32 - iter 342/577 - loss 0.27313344
2019-01-28 22:57:10,675 epoch 32 - iter 399/577 - loss 0.28429450
2019-01-28 22:57:18,397 epoch 32 - iter 456/577 - loss 0.28692127
2019-01-28 22:57:26,552 epoch 32 - iter 513/577 - loss 0.28285778
2019-01-28 22:57:34,596 epoch 32 - iter 570/577 - loss 0.28110444
2019-01-28 22:57:36,066 ----------------------------------------------------------------------------------------------------
2019-01-28 22:57:36,066 EPOCH 32 done: loss 0.2811 - lr 0.1000 - bad epochs 2
2019-01-28 22:57:50,600 TEST : loss 0.91083646 - f-score 0.9277 - acc 0.9277
2019-01-28 22:57:50,607 ----------------------------------------------------------------------------------------------------
2019-01-28 22:57:50,747 epoch 33 - iter 0/577 - loss 0.23483717
2019-01-28 22:57:58,440 epoch 33 - iter 57/577 - loss 0.27190127
2019-01-28 22:58:06,851 epoch 33 - iter 114/577 - loss 0.27955123
2019-01-28 22:58:14,884 epoch 33 - iter 171/577 - loss 0.29624187
2019-01-28 22:58:23,076 epoch 33 - iter 228/577 - loss 0.29615259
2019-01-28 22:58:31,219 epoch 33 - iter 285/577 - loss 0.29449877
2019-01-28 22:58:39,386 epoch 33 - iter 342/577 - loss 0.28831044
2019-01-28 22:58:47,598 epoch 33 - iter 399/577 - loss 0.28873088
2019-01-28 22:58:55,746 epoch 33 - iter 456/577 - loss 0.28192176
2019-01-28 22:59:03,952 epoch 33 - iter 513/577 - loss 0.27637223
2019-01-28 22:59:11,937 epoch 33 - iter 570/577 - loss 0.27943552
2019-01-28 22:59:13,754 ----------------------------------------------------------------------------------------------------
2019-01-28 22:59:13,754 EPOCH 33 done: loss 0.2793 - lr 0.1000 - bad epochs 0
2019-01-28 22:59:28,267 TEST : loss 0.97352803 - f-score 0.9280 - acc 0.9280
2019-01-28 22:59:28,280 ----------------------------------------------------------------------------------------------------
2019-01-28 22:59:28,427 epoch 34 - iter 0/577 - loss 0.16005486
2019-01-28 22:59:36,652 epoch 34 - iter 57/577 - loss 0.29514979
2019-01-28 22:59:44,739 epoch 34 - iter 114/577 - loss 0.29473287
2019-01-28 22:59:52,690 epoch 34 - iter 171/577 - loss 0.27806324
2019-01-28 23:00:00,735 epoch 34 - iter 228/577 - loss 0.28082063
2019-01-28 23:00:08,684 epoch 34 - iter 285/577 - loss 0.28703528
2019-01-28 23:00:16,509 epoch 34 - iter 342/577 - loss 0.27686605
2019-01-28 23:00:24,619 epoch 34 - iter 399/577 - loss 0.27627615
2019-01-28 23:00:32,657 epoch 34 - iter 456/577 - loss 0.27667904
2019-01-28 23:00:41,067 epoch 34 - iter 513/577 - loss 0.28325936
2019-01-28 23:00:49,052 epoch 34 - iter 570/577 - loss 0.27980320
2019-01-28 23:00:50,866 ----------------------------------------------------------------------------------------------------
2019-01-28 23:00:50,866 EPOCH 34 done: loss 0.2796 - lr 0.1000 - bad epochs 0
2019-01-28 23:01:05,318 TEST : loss 0.93768281 - f-score 0.9273 - acc 0.9273
2019-01-28 23:01:05,328 ----------------------------------------------------------------------------------------------------
2019-01-28 23:01:05,488 epoch 35 - iter 0/577 - loss 0.40870512
2019-01-28 23:01:13,624 epoch 35 - iter 57/577 - loss 0.30244839
2019-01-28 23:01:21,938 epoch 35 - iter 114/577 - loss 0.30680075
2019-01-28 23:01:30,086 epoch 35 - iter 171/577 - loss 0.31408852
2019-01-28 23:01:38,083 epoch 35 - iter 228/577 - loss 0.30497339
2019-01-28 23:01:46,294 epoch 35 - iter 285/577 - loss 0.30163820
2019-01-28 23:01:54,451 epoch 35 - iter 342/577 - loss 0.29399469
2019-01-28 23:02:02,467 epoch 35 - iter 399/577 - loss 0.29467724
2019-01-28 23:02:10,587 epoch 35 - iter 456/577 - loss 0.28970474
2019-01-28 23:02:18,877 epoch 35 - iter 513/577 - loss 0.28909119
2019-01-28 23:02:26,646 epoch 35 - iter 570/577 - loss 0.28307288
2019-01-28 23:02:28,117 ----------------------------------------------------------------------------------------------------
2019-01-28 23:02:28,117 EPOCH 35 done: loss 0.2839 - lr 0.1000 - bad epochs 1
2019-01-28 23:02:42,618 TEST : loss 0.99951953 - f-score 0.9281 - acc 0.9281
2019-01-28 23:02:42,633 ----------------------------------------------------------------------------------------------------
2019-01-28 23:02:42,797 epoch 36 - iter 0/577 - loss 0.23545986
2019-01-28 23:02:50,831 epoch 36 - iter 57/577 - loss 0.27839876
2019-01-28 23:02:58,829 epoch 36 - iter 114/577 - loss 0.26429664
2019-01-28 23:03:06,834 epoch 36 - iter 171/577 - loss 0.27463671
2019-01-28 23:03:14,961 epoch 36 - iter 228/577 - loss 0.27055910
2019-01-28 23:03:22,961 epoch 36 - iter 285/577 - loss 0.26308154
2019-01-28 23:03:31,244 epoch 36 - iter 342/577 - loss 0.26567370
2019-01-28 23:03:39,456 epoch 36 - iter 399/577 - loss 0.26751363
2019-01-28 23:03:47,625 epoch 36 - iter 456/577 - loss 0.26741349
2019-01-28 23:03:55,885 epoch 36 - iter 513/577 - loss 0.26748360
2019-01-28 23:04:03,923 epoch 36 - iter 570/577 - loss 0.27091596
2019-01-28 23:04:05,448 ----------------------------------------------------------------------------------------------------
2019-01-28 23:04:05,449 EPOCH 36 done: loss 0.2700 - lr 0.1000 - bad epochs 2
2019-01-28 23:04:19,977 TEST : loss 0.99383640 - f-score 0.9239 - acc 0.9239
2019-01-28 23:04:19,997 ----------------------------------------------------------------------------------------------------
2019-01-28 23:04:20,149 epoch 37 - iter 0/577 - loss 0.38267335
2019-01-28 23:04:28,156 epoch 37 - iter 57/577 - loss 0.25960949
2019-01-28 23:04:36,369 epoch 37 - iter 114/577 - loss 0.25312482
2019-01-28 23:04:44,439 epoch 37 - iter 171/577 - loss 0.24466853
2019-01-28 23:04:52,651 epoch 37 - iter 228/577 - loss 0.25596904
2019-01-28 23:05:00,836 epoch 37 - iter 285/577 - loss 0.25252554
2019-01-28 23:05:08,994 epoch 37 - iter 342/577 - loss 0.25017965
2019-01-28 23:05:17,604 epoch 37 - iter 399/577 - loss 0.25305844
2019-01-28 23:05:25,939 epoch 37 - iter 456/577 - loss 0.25137933
2019-01-28 23:05:34,005 epoch 37 - iter 513/577 - loss 0.24897824
2019-01-28 23:05:42,297 epoch 37 - iter 570/577 - loss 0.25902593
2019-01-28 23:05:44,130 ----------------------------------------------------------------------------------------------------
2019-01-28 23:05:44,130 EPOCH 37 done: loss 0.2580 - lr 0.1000 - bad epochs 0
2019-01-28 23:05:58,528 TEST : loss 0.98319966 - f-score 0.9264 - acc 0.9264
2019-01-28 23:05:58,535 ----------------------------------------------------------------------------------------------------
2019-01-28 23:05:58,695 epoch 38 - iter 0/577 - loss 0.90905368
2019-01-28 23:06:06,650 epoch 38 - iter 57/577 - loss 0.26342768
2019-01-28 23:06:14,687 epoch 38 - iter 114/577 - loss 0.27035114
2019-01-28 23:06:22,829 epoch 38 - iter 171/577 - loss 0.25964908
2019-01-28 23:06:31,121 epoch 38 - iter 228/577 - loss 0.25117814
2019-01-28 23:06:39,059 epoch 38 - iter 285/577 - loss 0.24718244
2019-01-28 23:06:47,349 epoch 38 - iter 342/577 - loss 0.25536162
2019-01-28 23:06:55,392 epoch 38 - iter 399/577 - loss 0.25393020
2019-01-28 23:07:03,628 epoch 38 - iter 456/577 - loss 0.25079297
2019-01-28 23:07:11,419 epoch 38 - iter 513/577 - loss 0.25181665
2019-01-28 23:07:19,212 epoch 38 - iter 570/577 - loss 0.25299567
2019-01-28 23:07:20,721 ----------------------------------------------------------------------------------------------------
2019-01-28 23:07:20,721 EPOCH 38 done: loss 0.2536 - lr 0.1000 - bad epochs 0
2019-01-28 23:07:35,177 TEST : loss 1.02056360 - f-score 0.9262 - acc 0.9262
2019-01-28 23:07:35,190 ----------------------------------------------------------------------------------------------------
2019-01-28 23:07:35,348 epoch 39 - iter 0/577 - loss 0.06030434
2019-01-28 23:07:43,102 epoch 39 - iter 57/577 - loss 0.24487239
2019-01-28 23:07:50,889 epoch 39 - iter 114/577 - loss 0.24214472
2019-01-28 23:07:58,961 epoch 39 - iter 171/577 - loss 0.25537579
2019-01-28 23:08:07,208 epoch 39 - iter 228/577 - loss 0.24820213
2019-01-28 23:08:15,356 epoch 39 - iter 285/577 - loss 0.25100457
2019-01-28 23:08:23,503 epoch 39 - iter 342/577 - loss 0.24679558
2019-01-28 23:08:31,392 epoch 39 - iter 399/577 - loss 0.24164252
2019-01-28 23:08:39,658 epoch 39 - iter 456/577 - loss 0.24374561
2019-01-28 23:08:47,975 epoch 39 - iter 513/577 - loss 0.24999800
2019-01-28 23:08:56,442 epoch 39 - iter 570/577 - loss 0.25492908
2019-01-28 23:08:58,323 ----------------------------------------------------------------------------------------------------
2019-01-28 23:08:58,324 EPOCH 39 done: loss 0.2556 - lr 0.1000 - bad epochs 0
2019-01-28 23:09:12,866 TEST : loss 0.98562610 - f-score 0.9233 - acc 0.9233
2019-01-28 23:09:12,875 ----------------------------------------------------------------------------------------------------
2019-01-28 23:09:13,004 epoch 40 - iter 0/577 - loss 0.07203531
2019-01-28 23:09:21,074 epoch 40 - iter 57/577 - loss 0.22876482
2019-01-28 23:09:29,179 epoch 40 - iter 114/577 - loss 0.24595005
2019-01-28 23:09:37,060 epoch 40 - iter 171/577 - loss 0.23917733
2019-01-28 23:09:45,050 epoch 40 - iter 228/577 - loss 0.23609059
2019-01-28 23:09:53,179 epoch 40 - iter 285/577 - loss 0.24440657
2019-01-28 23:10:01,507 epoch 40 - iter 342/577 - loss 0.24333364
2019-01-28 23:10:09,501 epoch 40 - iter 399/577 - loss 0.24158817
2019-01-28 23:10:17,840 epoch 40 - iter 456/577 - loss 0.25004413
2019-01-28 23:10:25,983 epoch 40 - iter 513/577 - loss 0.24392524
2019-01-28 23:10:34,289 epoch 40 - iter 570/577 - loss 0.24674556
2019-01-28 23:10:35,959 ----------------------------------------------------------------------------------------------------
2019-01-28 23:10:35,959 EPOCH 40 done: loss 0.2465 - lr 0.1000 - bad epochs 1
2019-01-28 23:10:50,437 TEST : loss 0.99114102 - f-score 0.9268 - acc 0.9268
2019-01-28 23:10:50,447 ----------------------------------------------------------------------------------------------------
2019-01-28 23:10:50,596 epoch 41 - iter 0/577 - loss 0.23236781
2019-01-28 23:10:58,564 epoch 41 - iter 57/577 - loss 0.26050127
2019-01-28 23:11:06,531 epoch 41 - iter 114/577 - loss 0.27189361
2019-01-28 23:11:14,781 epoch 41 - iter 171/577 - loss 0.27283276
2019-01-28 23:11:22,717 epoch 41 - iter 228/577 - loss 0.26879740
2019-01-28 23:11:30,999 epoch 41 - iter 285/577 - loss 0.26907830
2019-01-28 23:11:39,283 epoch 41 - iter 342/577 - loss 0.26393353
2019-01-28 23:11:46,965 epoch 41 - iter 399/577 - loss 0.26618955
2019-01-28 23:11:55,001 epoch 41 - iter 456/577 - loss 0.26509067
2019-01-28 23:12:02,735 epoch 41 - iter 513/577 - loss 0.26038427
2019-01-28 23:12:10,801 epoch 41 - iter 570/577 - loss 0.25905948
2019-01-28 23:12:12,503 ----------------------------------------------------------------------------------------------------
2019-01-28 23:12:12,504 EPOCH 41 done: loss 0.2589 - lr 0.1000 - bad epochs 0
2019-01-28 23:12:27,067 TEST : loss 1.04890585 - f-score 0.9241 - acc 0.9240
2019-01-28 23:12:27,074 ----------------------------------------------------------------------------------------------------
2019-01-28 23:12:27,235 epoch 42 - iter 0/577 - loss 0.20194560
2019-01-28 23:12:35,193 epoch 42 - iter 57/577 - loss 0.24474150
2019-01-28 23:12:43,520 epoch 42 - iter 114/577 - loss 0.23196389
2019-01-28 23:12:51,471 epoch 42 - iter 171/577 - loss 0.25669357
2019-01-28 23:12:59,583 epoch 42 - iter 228/577 - loss 0.25693298
2019-01-28 23:13:07,621 epoch 42 - iter 285/577 - loss 0.24821422
2019-01-28 23:13:15,515 epoch 42 - iter 342/577 - loss 0.25032090
2019-01-28 23:13:23,574 epoch 42 - iter 399/577 - loss 0.24951946
2019-01-28 23:13:32,051 epoch 42 - iter 456/577 - loss 0.24804724
2019-01-28 23:13:40,142 epoch 42 - iter 513/577 - loss 0.25390895
2019-01-28 23:13:48,364 epoch 42 - iter 570/577 - loss 0.25280568
2019-01-28 23:13:50,067 ----------------------------------------------------------------------------------------------------
2019-01-28 23:13:50,067 EPOCH 42 done: loss 0.2532 - lr 0.1000 - bad epochs 1
2019-01-28 23:14:05,748 TEST : loss 1.00537467 - f-score 0.9261 - acc 0.9262
2019-01-28 23:14:05,754 ----------------------------------------------------------------------------------------------------
2019-01-28 23:14:05,882 epoch 43 - iter 0/577 - loss 0.15625197
2019-01-28 23:14:13,674 epoch 43 - iter 57/577 - loss 0.24365594
2019-01-28 23:14:21,800 epoch 43 - iter 114/577 - loss 0.27007566
2019-01-28 23:14:29,670 epoch 43 - iter 171/577 - loss 0.26411653
2019-01-28 23:14:37,792 epoch 43 - iter 228/577 - loss 0.25605967
2019-01-28 23:14:46,003 epoch 43 - iter 285/577 - loss 0.26829819
2019-01-28 23:14:54,232 epoch 43 - iter 342/577 - loss 0.26560468
2019-01-28 23:15:02,483 epoch 43 - iter 399/577 - loss 0.26038031
2019-01-28 23:15:10,752 epoch 43 - iter 456/577 - loss 0.25836896
2019-01-28 23:15:19,000 epoch 43 - iter 513/577 - loss 0.26194272
2019-01-28 23:15:27,090 epoch 43 - iter 570/577 - loss 0.26032982
2019-01-28 23:15:28,908 ----------------------------------------------------------------------------------------------------
2019-01-28 23:15:28,908 EPOCH 43 done: loss 0.2602 - lr 0.1000 - bad epochs 2
2019-01-28 23:15:43,492 TEST : loss 1.02338123 - f-score 0.9275 - acc 0.9275
2019-01-28 23:15:43,504 ----------------------------------------------------------------------------------------------------
2019-01-28 23:15:43,640 epoch 44 - iter 0/577 - loss 0.04894626
2019-01-28 23:15:52,135 epoch 44 - iter 57/577 - loss 0.25557805
2019-01-28 23:16:00,429 epoch 44 - iter 114/577 - loss 0.25964801
2019-01-28 23:16:08,691 epoch 44 - iter 171/577 - loss 0.25717162
2019-01-28 23:16:16,810 epoch 44 - iter 228/577 - loss 0.25799475
2019-01-28 23:16:24,726 epoch 44 - iter 285/577 - loss 0.25372574
2019-01-28 23:16:32,745 epoch 44 - iter 342/577 - loss 0.25011040
2019-01-28 23:16:40,793 epoch 44 - iter 399/577 - loss 0.24895669
2019-01-28 23:16:48,895 epoch 44 - iter 456/577 - loss 0.24861741
2019-01-28 23:16:56,791 epoch 44 - iter 513/577 - loss 0.24658199
2019-01-28 23:17:04,768 epoch 44 - iter 570/577 - loss 0.25062599
2019-01-28 23:17:06,340 ----------------------------------------------------------------------------------------------------
2019-01-28 23:17:06,340 EPOCH 44 done: loss 0.2512 - lr 0.1000 - bad epochs 3
2019-01-28 23:17:20,897 TEST : loss 1.00728059 - f-score 0.9249 - acc 0.9249
2019-01-28 23:17:20,907 ----------------------------------------------------------------------------------------------------
2019-01-28 23:17:21,073 epoch 45 - iter 0/577 - loss 0.32012925
2019-01-28 23:17:29,208 epoch 45 - iter 57/577 - loss 0.22968554
2019-01-28 23:17:37,291 epoch 45 - iter 114/577 - loss 0.21352214
2019-01-28 23:17:45,483 epoch 45 - iter 171/577 - loss 0.21028788
2019-01-28 23:17:53,640 epoch 45 - iter 228/577 - loss 0.20972690
2019-01-28 23:18:01,687 epoch 45 - iter 285/577 - loss 0.21518329
2019-01-28 23:18:09,871 epoch 45 - iter 342/577 - loss 0.21953610
2019-01-28 23:18:18,115 epoch 45 - iter 399/577 - loss 0.21354830
2019-01-28 23:18:26,614 epoch 45 - iter 456/577 - loss 0.21151859
2019-01-28 23:18:34,925 epoch 45 - iter 513/577 - loss 0.20790456
2019-01-28 23:18:42,932 epoch 45 - iter 570/577 - loss 0.21163334
2019-01-28 23:18:44,604 ----------------------------------------------------------------------------------------------------
2019-01-28 23:18:44,604 EPOCH 45 done: loss 0.2117 - lr 0.0500 - bad epochs 0
2019-01-28 23:18:59,237 TEST : loss 1.05078471 - f-score 0.9238 - acc 0.9238
2019-01-28 23:18:59,253 ----------------------------------------------------------------------------------------------------
2019-01-28 23:18:59,427 epoch 46 - iter 0/577 - loss 0.04444203
2019-01-28 23:19:07,614 epoch 46 - iter 57/577 - loss 0.16690634
2019-01-28 23:19:15,793 epoch 46 - iter 114/577 - loss 0.16349346
2019-01-28 23:19:23,954 epoch 46 - iter 171/577 - loss 0.17311374
2019-01-28 23:19:32,040 epoch 46 - iter 228/577 - loss 0.17843634
2019-01-28 23:19:40,251 epoch 46 - iter 285/577 - loss 0.20036538
2019-01-28 23:19:48,248 epoch 46 - iter 342/577 - loss 0.20494962
2019-01-28 23:19:56,310 epoch 46 - iter 399/577 - loss 0.20337618
2019-01-28 23:20:04,407 epoch 46 - iter 456/577 - loss 0.19923886
2019-01-28 23:20:12,483 epoch 46 - iter 513/577 - loss 0.20319155
2019-01-28 23:20:20,854 epoch 46 - iter 570/577 - loss 0.20245140
2019-01-28 23:20:22,629 ----------------------------------------------------------------------------------------------------
2019-01-28 23:20:22,630 EPOCH 46 done: loss 0.2020 - lr 0.0500 - bad epochs 0
2019-01-28 23:20:37,101 TEST : loss 1.03506565 - f-score 0.9291 - acc 0.9291
2019-01-28 23:20:37,116 ----------------------------------------------------------------------------------------------------
2019-01-28 23:20:37,290 epoch 47 - iter 0/577 - loss 0.36251098
2019-01-28 23:20:45,392 epoch 47 - iter 57/577 - loss 0.22350710
2019-01-28 23:20:53,802 epoch 47 - iter 114/577 - loss 0.19672407
2019-01-28 23:21:01,754 epoch 47 - iter 171/577 - loss 0.19751237
2019-01-28 23:21:09,647 epoch 47 - iter 228/577 - loss 0.19707307
2019-01-28 23:21:17,888 epoch 47 - iter 285/577 - loss 0.19854864
2019-01-28 23:21:25,950 epoch 47 - iter 342/577 - loss 0.19404702
2019-01-28 23:21:33,906 epoch 47 - iter 399/577 - loss 0.19659819
2019-01-28 23:21:41,751 epoch 47 - iter 456/577 - loss 0.19795273
2019-01-28 23:21:49,876 epoch 47 - iter 513/577 - loss 0.19813785
2019-01-28 23:21:57,912 epoch 47 - iter 570/577 - loss 0.19891212
2019-01-28 23:21:59,490 ----------------------------------------------------------------------------------------------------
2019-01-28 23:21:59,490 EPOCH 47 done: loss 0.1979 - lr 0.0500 - bad epochs 0
2019-01-28 23:22:14,056 TEST : loss 1.04395938 - f-score 0.9275 - acc 0.9276
2019-01-28 23:22:14,063 ----------------------------------------------------------------------------------------------------
2019-01-28 23:22:14,221 epoch 48 - iter 0/577 - loss 0.21154919
2019-01-28 23:22:22,393 epoch 48 - iter 57/577 - loss 0.24475288
2019-01-28 23:22:30,557 epoch 48 - iter 114/577 - loss 0.21184804
2019-01-28 23:22:38,507 epoch 48 - iter 171/577 - loss 0.21643130
2019-01-28 23:22:46,742 epoch 48 - iter 228/577 - loss 0.20800233
2019-01-28 23:22:54,686 epoch 48 - iter 285/577 - loss 0.21637671
2019-01-28 23:23:02,968 epoch 48 - iter 342/577 - loss 0.20613330
2019-01-28 23:23:11,340 epoch 48 - iter 399/577 - loss 0.20492508
2019-01-28 23:23:19,253 epoch 48 - iter 456/577 - loss 0.21091040
2019-01-28 23:23:27,509 epoch 48 - iter 513/577 - loss 0.21231949
2019-01-28 23:23:35,621 epoch 48 - iter 570/577 - loss 0.21023059
2019-01-28 23:23:37,284 ----------------------------------------------------------------------------------------------------
2019-01-28 23:23:37,285 EPOCH 48 done: loss 0.2094 - lr 0.0500 - bad epochs 0
2019-01-28 23:23:51,839 TEST : loss 1.08394587 - f-score 0.9282 - acc 0.9282
2019-01-28 23:23:51,845 ----------------------------------------------------------------------------------------------------
2019-01-28 23:23:51,998 epoch 49 - iter 0/577 - loss 0.06330419
2019-01-28 23:23:59,950 epoch 49 - iter 57/577 - loss 0.16638865
2019-01-28 23:24:08,241 epoch 49 - iter 114/577 - loss 0.17260293
2019-01-28 23:24:16,111 epoch 49 - iter 171/577 - loss 0.17520941
2019-01-28 23:24:24,050 epoch 49 - iter 228/577 - loss 0.17634320
2019-01-28 23:24:32,207 epoch 49 - iter 285/577 - loss 0.17611981
2019-01-28 23:24:40,535 epoch 49 - iter 342/577 - loss 0.17244222
2019-01-28 23:24:48,473 epoch 49 - iter 399/577 - loss 0.17983228
2019-01-28 23:24:56,755 epoch 49 - iter 456/577 - loss 0.18107045
2019-01-28 23:25:05,050 epoch 49 - iter 513/577 - loss 0.18683774
2019-01-28 23:25:13,326 epoch 49 - iter 570/577 - loss 0.19078888
2019-01-28 23:25:15,951 ----------------------------------------------------------------------------------------------------
2019-01-28 23:25:15,952 EPOCH 49 done: loss 0.1904 - lr 0.0500 - bad epochs 1
2019-01-28 23:25:30,459 TEST : loss 1.07619727 - f-score 0.9282 - acc 0.9282
2019-01-28 23:25:30,472 ----------------------------------------------------------------------------------------------------
2019-01-28 23:25:30,638 epoch 50 - iter 0/577 - loss 0.08742756
2019-01-28 23:25:38,920 epoch 50 - iter 57/577 - loss 0.15079218
2019-01-28 23:25:46,975 epoch 50 - iter 114/577 - loss 0.18123156
2019-01-28 23:25:54,984 epoch 50 - iter 171/577 - loss 0.17973996
2019-01-28 23:26:02,988 epoch 50 - iter 228/577 - loss 0.18133469
2019-01-28 23:26:11,166 epoch 50 - iter 285/577 - loss 0.17904090
2019-01-28 23:26:19,128 epoch 50 - iter 342/577 - loss 0.17747361
2019-01-28 23:26:26,878 epoch 50 - iter 399/577 - loss 0.18294411
2019-01-28 23:26:34,544 epoch 50 - iter 456/577 - loss 0.18519122
2019-01-28 23:26:42,873 epoch 50 - iter 513/577 - loss 0.19209222
2019-01-28 23:26:50,768 epoch 50 - iter 570/577 - loss 0.19368263
2019-01-28 23:26:52,320 ----------------------------------------------------------------------------------------------------
2019-01-28 23:26:52,321 EPOCH 50 done: loss 0.1933 - lr 0.0500 - bad epochs 0
2019-01-28 23:27:06,770 TEST : loss 1.06204915 - f-score 0.9257 - acc 0.9257
2019-01-28 23:27:06,785 ----------------------------------------------------------------------------------------------------
2019-01-28 23:27:06,935 epoch 51 - iter 0/577 - loss 0.08785677
2019-01-28 23:27:15,181 epoch 51 - iter 57/577 - loss 0.16676530
2019-01-28 23:27:23,425 epoch 51 - iter 114/577 - loss 0.18562470
2019-01-28 23:27:31,442 epoch 51 - iter 171/577 - loss 0.18866237
2019-01-28 23:27:39,449 epoch 51 - iter 228/577 - loss 0.19101401
2019-01-28 23:27:47,486 epoch 51 - iter 285/577 - loss 0.18854502
2019-01-28 23:27:55,690 epoch 51 - iter 342/577 - loss 0.18727675
2019-01-28 23:28:03,761 epoch 51 - iter 399/577 - loss 0.18557343
2019-01-28 23:28:11,662 epoch 51 - iter 456/577 - loss 0.18874721
2019-01-28 23:28:19,446 epoch 51 - iter 513/577 - loss 0.18571431
2019-01-28 23:28:27,173 epoch 51 - iter 570/577 - loss 0.18241741
2019-01-28 23:28:28,910 ----------------------------------------------------------------------------------------------------
2019-01-28 23:28:28,911 EPOCH 51 done: loss 0.1818 - lr 0.0500 - bad epochs 1
2019-01-28 23:28:43,305 TEST : loss 1.06622922 - f-score 0.9275 - acc 0.9276
2019-01-28 23:28:43,314 ----------------------------------------------------------------------------------------------------
2019-01-28 23:28:43,466 epoch 52 - iter 0/577 - loss 0.04023182
2019-01-28 23:28:51,661 epoch 52 - iter 57/577 - loss 0.19258459
2019-01-28 23:28:59,817 epoch 52 - iter 114/577 - loss 0.20179481
2019-01-28 23:29:08,408 epoch 52 - iter 171/577 - loss 0.19313144
2019-01-28 23:29:16,681 epoch 52 - iter 228/577 - loss 0.17346407
2019-01-28 23:29:24,991 epoch 52 - iter 285/577 - loss 0.17673249
2019-01-28 23:29:33,377 epoch 52 - iter 342/577 - loss 0.18326670
2019-01-28 23:29:41,360 epoch 52 - iter 399/577 - loss 0.17875064
2019-01-28 23:29:49,587 epoch 52 - iter 456/577 - loss 0.17795996
2019-01-28 23:29:57,976 epoch 52 - iter 513/577 - loss 0.17961482
2019-01-28 23:30:05,751 epoch 52 - iter 570/577 - loss 0.17926021
2019-01-28 23:30:07,435 ----------------------------------------------------------------------------------------------------
2019-01-28 23:30:07,435 EPOCH 52 done: loss 0.1791 - lr 0.0500 - bad epochs 0
2019-01-28 23:30:21,963 TEST : loss 1.07713079 - f-score 0.9283 - acc 0.9283
2019-01-28 23:30:21,973 ----------------------------------------------------------------------------------------------------
2019-01-28 23:30:22,126 epoch 53 - iter 0/577 - loss 0.42999750
2019-01-28 23:30:30,280 epoch 53 - iter 57/577 - loss 0.16799739
2019-01-28 23:30:38,339 epoch 53 - iter 114/577 - loss 0.15676577
2019-01-28 23:30:46,477 epoch 53 - iter 171/577 - loss 0.15495081
2019-01-28 23:30:54,571 epoch 53 - iter 228/577 - loss 0.15368217
2019-01-28 23:31:02,239 epoch 53 - iter 285/577 - loss 0.15258689
2019-01-28 23:31:10,121 epoch 53 - iter 342/577 - loss 0.15933101
2019-01-28 23:31:17,850 epoch 53 - iter 399/577 - loss 0.16251578
2019-01-28 23:31:25,756 epoch 53 - iter 456/577 - loss 0.16384654
2019-01-28 23:31:33,719 epoch 53 - iter 513/577 - loss 0.17047234
2019-01-28 23:31:41,868 epoch 53 - iter 570/577 - loss 0.17359890
2019-01-28 23:31:43,714 ----------------------------------------------------------------------------------------------------
2019-01-28 23:31:43,715 EPOCH 53 done: loss 0.1740 - lr 0.0500 - bad epochs 0
2019-01-28 23:31:58,122 TEST : loss 1.09383678 - f-score 0.9288 - acc 0.9288
2019-01-28 23:31:58,129 ----------------------------------------------------------------------------------------------------
2019-01-28 23:31:58,277 epoch 54 - iter 0/577 - loss 0.04186118
2019-01-28 23:32:06,283 epoch 54 - iter 57/577 - loss 0.17082348
2019-01-28 23:32:14,712 epoch 54 - iter 114/577 - loss 0.18845335
2019-01-28 23:32:22,750 epoch 54 - iter 171/577 - loss 0.17354238
2019-01-28 23:32:30,853 epoch 54 - iter 228/577 - loss 0.16985577
2019-01-28 23:32:38,853 epoch 54 - iter 285/577 - loss 0.17673877
2019-01-28 23:32:47,050 epoch 54 - iter 342/577 - loss 0.17724823
2019-01-28 23:32:55,084 epoch 54 - iter 399/577 - loss 0.17820180
2019-01-28 23:33:03,203 epoch 54 - iter 456/577 - loss 0.17297329
2019-01-28 23:33:11,295 epoch 54 - iter 513/577 - loss 0.17649743
2019-01-28 23:33:19,226 epoch 54 - iter 570/577 - loss 0.17805862
2019-01-28 23:33:20,993 ----------------------------------------------------------------------------------------------------
2019-01-28 23:33:20,997 EPOCH 54 done: loss 0.1776 - lr 0.0500 - bad epochs 0
2019-01-28 23:33:35,522 TEST : loss 1.10530376 - f-score 0.9282 - acc 0.9282
2019-01-28 23:33:35,532 ----------------------------------------------------------------------------------------------------
2019-01-28 23:33:35,676 epoch 55 - iter 0/577 - loss 0.01937306
2019-01-28 23:33:43,644 epoch 55 - iter 57/577 - loss 0.18476342
2019-01-28 23:33:51,644 epoch 55 - iter 114/577 - loss 0.17587471
2019-01-28 23:33:59,847 epoch 55 - iter 171/577 - loss 0.18660160
2019-01-28 23:34:08,249 epoch 55 - iter 228/577 - loss 0.18737862
2019-01-28 23:34:16,454 epoch 55 - iter 285/577 - loss 0.18477795
2019-01-28 23:34:24,677 epoch 55 - iter 342/577 - loss 0.18221503
2019-01-28 23:34:32,821 epoch 55 - iter 399/577 - loss 0.18401554
2019-01-28 23:34:41,062 epoch 55 - iter 456/577 - loss 0.18337341
2019-01-28 23:34:49,146 epoch 55 - iter 513/577 - loss 0.18072725
2019-01-28 23:34:57,412 epoch 55 - iter 570/577 - loss 0.17923167
2019-01-28 23:34:59,010 ----------------------------------------------------------------------------------------------------
2019-01-28 23:34:59,010 EPOCH 55 done: loss 0.1778 - lr 0.0500 - bad epochs 1
2019-01-28 23:35:13,514 TEST : loss 1.12413728 - f-score 0.9290 - acc 0.9290
2019-01-28 23:35:13,522 ----------------------------------------------------------------------------------------------------
2019-01-28 23:35:13,682 epoch 56 - iter 0/577 - loss 0.16212744
2019-01-28 23:35:21,433 epoch 56 - iter 57/577 - loss 0.18160909
2019-01-28 23:35:29,367 epoch 56 - iter 114/577 - loss 0.16818060
2019-01-28 23:35:37,295 epoch 56 - iter 171/577 - loss 0.15602882
2019-01-28 23:35:45,242 epoch 56 - iter 228/577 - loss 0.15971390
2019-01-28 23:35:53,154 epoch 56 - iter 285/577 - loss 0.16601299
2019-01-28 23:36:01,158 epoch 56 - iter 342/577 - loss 0.16276338
2019-01-28 23:36:08,908 epoch 56 - iter 399/577 - loss 0.16368493
2019-01-28 23:36:16,595 epoch 56 - iter 456/577 - loss 0.16594457
2019-01-28 23:36:24,967 epoch 56 - iter 513/577 - loss 0.16774584
2019-01-28 23:36:33,041 epoch 56 - iter 570/577 - loss 0.16330187
2019-01-28 23:36:34,817 ----------------------------------------------------------------------------------------------------
2019-01-28 23:36:34,817 EPOCH 56 done: loss 0.1627 - lr 0.0500 - bad epochs 2
2019-01-28 23:36:49,337 TEST : loss 1.12182713 - f-score 0.9286 - acc 0.9286
2019-01-28 23:36:49,346 ----------------------------------------------------------------------------------------------------
2019-01-28 23:36:49,490 epoch 57 - iter 0/577 - loss 0.05476481
2019-01-28 23:36:57,459 epoch 57 - iter 57/577 - loss 0.15248250
2019-01-28 23:37:05,633 epoch 57 - iter 114/577 - loss 0.16393421
2019-01-28 23:37:13,708 epoch 57 - iter 171/577 - loss 0.16297975
2019-01-28 23:37:21,768 epoch 57 - iter 228/577 - loss 0.16783823
2019-01-28 23:37:29,732 epoch 57 - iter 285/577 - loss 0.16582209
2019-01-28 23:37:37,875 epoch 57 - iter 342/577 - loss 0.17167642
2019-01-28 23:37:46,302 epoch 57 - iter 399/577 - loss 0.17562411
2019-01-28 23:37:54,645 epoch 57 - iter 456/577 - loss 0.17289974
2019-01-28 23:38:02,884 epoch 57 - iter 513/577 - loss 0.17441572
2019-01-28 23:38:10,999 epoch 57 - iter 570/577 - loss 0.17538407
2019-01-28 23:38:12,687 ----------------------------------------------------------------------------------------------------
2019-01-28 23:38:12,687 EPOCH 57 done: loss 0.1755 - lr 0.0500 - bad epochs 0
2019-01-28 23:38:27,079 TEST : loss 1.12619543 - f-score 0.9308 - acc 0.9308
2019-01-28 23:38:27,091 ----------------------------------------------------------------------------------------------------
2019-01-28 23:38:27,228 epoch 58 - iter 0/577 - loss 0.20295578
2019-01-28 23:38:35,213 epoch 58 - iter 57/577 - loss 0.12903755
2019-01-28 23:38:43,396 epoch 58 - iter 114/577 - loss 0.14573907
2019-01-28 23:38:51,574 epoch 58 - iter 171/577 - loss 0.14885813
2019-01-28 23:38:59,721 epoch 58 - iter 228/577 - loss 0.14862529
2019-01-28 23:39:07,898 epoch 58 - iter 285/577 - loss 0.15689581
2019-01-28 23:39:16,148 epoch 58 - iter 342/577 - loss 0.16033329
2019-01-28 23:39:24,201 epoch 58 - iter 399/577 - loss 0.16408186
2019-01-28 23:39:32,440 epoch 58 - iter 456/577 - loss 0.16842984
2019-01-28 23:39:40,782 epoch 58 - iter 513/577 - loss 0.16642943
2019-01-28 23:39:48,744 epoch 58 - iter 570/577 - loss 0.16722450
2019-01-28 23:39:50,882 ----------------------------------------------------------------------------------------------------
2019-01-28 23:39:50,882 EPOCH 58 done: loss 0.1683 - lr 0.0500 - bad epochs 1
2019-01-28 23:40:05,465 TEST : loss 1.13417232 - f-score 0.9282 - acc 0.9282
2019-01-28 23:40:05,475 ----------------------------------------------------------------------------------------------------
2019-01-28 23:40:05,629 epoch 59 - iter 0/577 - loss 0.19355261
2019-01-28 23:40:13,810 epoch 59 - iter 57/577 - loss 0.15868977
2019-01-28 23:40:21,502 epoch 59 - iter 114/577 - loss 0.17441383
2019-01-28 23:40:29,378 epoch 59 - iter 171/577 - loss 0.15870159
2019-01-28 23:40:37,297 epoch 59 - iter 228/577 - loss 0.16321387
2019-01-28 23:40:45,568 epoch 59 - iter 285/577 - loss 0.16116117
2019-01-28 23:40:53,745 epoch 59 - iter 342/577 - loss 0.16584893
2019-01-28 23:41:02,146 epoch 59 - iter 399/577 - loss 0.16480122
2019-01-28 23:41:10,323 epoch 59 - iter 456/577 - loss 0.16282847
2019-01-28 23:41:18,532 epoch 59 - iter 513/577 - loss 0.16286694
2019-01-28 23:41:26,915 epoch 59 - iter 570/577 - loss 0.16235790
2019-01-28 23:41:28,462 ----------------------------------------------------------------------------------------------------
2019-01-28 23:41:28,462 EPOCH 59 done: loss 0.1623 - lr 0.0500 - bad epochs 2
2019-01-28 23:41:42,844 TEST : loss 1.15835834 - f-score 0.9265 - acc 0.9265
2019-01-28 23:41:42,851 ----------------------------------------------------------------------------------------------------
2019-01-28 23:41:42,991 epoch 60 - iter 0/577 - loss 0.11438584
2019-01-28 23:41:50,996 epoch 60 - iter 57/577 - loss 0.19534555
2019-01-28 23:41:59,210 epoch 60 - iter 114/577 - loss 0.17850878
2019-01-28 23:42:07,177 epoch 60 - iter 171/577 - loss 0.16078406
2019-01-28 23:42:15,224 epoch 60 - iter 228/577 - loss 0.16438571
2019-01-28 23:42:23,237 epoch 60 - iter 285/577 - loss 0.16245314
2019-01-28 23:42:31,175 epoch 60 - iter 342/577 - loss 0.16088542
2019-01-28 23:42:39,377 epoch 60 - iter 399/577 - loss 0.16053672
2019-01-28 23:42:47,458 epoch 60 - iter 456/577 - loss 0.15847922
2019-01-28 23:42:55,816 epoch 60 - iter 513/577 - loss 0.16098928
2019-01-28 23:43:04,115 epoch 60 - iter 570/577 - loss 0.16084232
2019-01-28 23:43:05,712 ----------------------------------------------------------------------------------------------------
2019-01-28 23:43:05,712 EPOCH 60 done: loss 0.1608 - lr 0.0500 - bad epochs 0
2019-01-28 23:43:20,217 TEST : loss 1.19282496 - f-score 0.9265 - acc 0.9266
2019-01-28 23:43:20,228 ----------------------------------------------------------------------------------------------------
2019-01-28 23:43:20,373 epoch 61 - iter 0/577 - loss 0.10274959
2019-01-28 23:43:28,858 epoch 61 - iter 57/577 - loss 0.16066760
2019-01-28 23:43:37,015 epoch 61 - iter 114/577 - loss 0.14874858
2019-01-28 23:43:45,303 epoch 61 - iter 171/577 - loss 0.14716713
2019-01-28 23:43:53,556 epoch 61 - iter 228/577 - loss 0.14446385
2019-01-28 23:44:01,730 epoch 61 - iter 285/577 - loss 0.14944896
2019-01-28 23:44:09,778 epoch 61 - iter 342/577 - loss 0.15476645
2019-01-28 23:44:18,048 epoch 61 - iter 399/577 - loss 0.15943893
2019-01-28 23:44:25,892 epoch 61 - iter 456/577 - loss 0.15998949
2019-01-28 23:44:34,048 epoch 61 - iter 513/577 - loss 0.16726826
2019-01-28 23:44:42,053 epoch 61 - iter 570/577 - loss 0.17153905
2019-01-28 23:44:43,635 ----------------------------------------------------------------------------------------------------
2019-01-28 23:44:43,635 EPOCH 61 done: loss 0.1711 - lr 0.0500 - bad epochs 0
2019-01-28 23:44:59,437 TEST : loss 1.15117216 - f-score 0.9300 - acc 0.9301
2019-01-28 23:44:59,444 ----------------------------------------------------------------------------------------------------
2019-01-28 23:44:59,584 epoch 62 - iter 0/577 - loss 0.02731144
2019-01-28 23:45:07,390 epoch 62 - iter 57/577 - loss 0.12772257
2019-01-28 23:45:15,083 epoch 62 - iter 114/577 - loss 0.14451329
2019-01-28 23:45:23,152 epoch 62 - iter 171/577 - loss 0.15149809
2019-01-28 23:45:31,189 epoch 62 - iter 228/577 - loss 0.15247953
2019-01-28 23:45:39,093 epoch 62 - iter 285/577 - loss 0.15151560
2019-01-28 23:45:47,306 epoch 62 - iter 342/577 - loss 0.15439031
2019-01-28 23:45:55,514 epoch 62 - iter 399/577 - loss 0.16551793
2019-01-28 23:46:03,639 epoch 62 - iter 456/577 - loss 0.16884022
2019-01-28 23:46:11,786 epoch 62 - iter 513/577 - loss 0.16957860
2019-01-28 23:46:19,849 epoch 62 - iter 570/577 - loss 0.16552470
2019-01-28 23:46:21,916 ----------------------------------------------------------------------------------------------------
2019-01-28 23:46:21,917 EPOCH 62 done: loss 0.1653 - lr 0.0500 - bad epochs 1
2019-01-28 23:46:36,421 TEST : loss 1.16242230 - f-score 0.9275 - acc 0.9276
2019-01-28 23:46:36,430 ----------------------------------------------------------------------------------------------------
2019-01-28 23:46:36,566 epoch 63 - iter 0/577 - loss 0.03906164
2019-01-28 23:46:44,670 epoch 63 - iter 57/577 - loss 0.13425209
2019-01-28 23:46:52,898 epoch 63 - iter 114/577 - loss 0.16532073
2019-01-28 23:47:01,020 epoch 63 - iter 171/577 - loss 0.17461964
2019-01-28 23:47:08,996 epoch 63 - iter 228/577 - loss 0.17209727
2019-01-28 23:47:16,967 epoch 63 - iter 285/577 - loss 0.16886350
2019-01-28 23:47:25,054 epoch 63 - iter 342/577 - loss 0.16857418
2019-01-28 23:47:33,357 epoch 63 - iter 399/577 - loss 0.16740037
2019-01-28 23:47:41,555 epoch 63 - iter 456/577 - loss 0.16780293
2019-01-28 23:47:49,699 epoch 63 - iter 513/577 - loss 0.16999838
2019-01-28 23:47:57,882 epoch 63 - iter 570/577 - loss 0.17429415
2019-01-28 23:47:59,648 ----------------------------------------------------------------------------------------------------
2019-01-28 23:47:59,648 EPOCH 63 done: loss 0.1750 - lr 0.0500 - bad epochs 2
2019-01-28 23:48:14,202 TEST : loss 1.21670091 - f-score 0.9255 - acc 0.9255
2019-01-28 23:48:14,214 ----------------------------------------------------------------------------------------------------
2019-01-28 23:48:14,365 epoch 64 - iter 0/577 - loss 0.13804841
2019-01-28 23:48:22,307 epoch 64 - iter 57/577 - loss 0.19425770
2019-01-28 23:48:30,438 epoch 64 - iter 114/577 - loss 0.17205812
2019-01-28 23:48:38,584 epoch 64 - iter 171/577 - loss 0.16847166
2019-01-28 23:48:46,779 epoch 64 - iter 228/577 - loss 0.16629775
2019-01-28 23:48:54,924 epoch 64 - iter 285/577 - loss 0.16004001
2019-01-28 23:49:02,990 epoch 64 - iter 342/577 - loss 0.17042463
2019-01-28 23:49:11,011 epoch 64 - iter 399/577 - loss 0.17052767
2019-01-28 23:49:18,844 epoch 64 - iter 456/577 - loss 0.16726626
2019-01-28 23:49:26,817 epoch 64 - iter 513/577 - loss 0.16840289
2019-01-28 23:49:34,819 epoch 64 - iter 570/577 - loss 0.17149576
2019-01-28 23:49:36,341 ----------------------------------------------------------------------------------------------------
2019-01-28 23:49:36,342 EPOCH 64 done: loss 0.1717 - lr 0.0500 - bad epochs 3
2019-01-28 23:49:50,951 TEST : loss 1.18393302 - f-score 0.9263 - acc 0.9263
2019-01-28 23:49:50,962 ----------------------------------------------------------------------------------------------------
2019-01-28 23:49:51,137 epoch 65 - iter 0/577 - loss 0.20322615
2019-01-28 23:49:59,082 epoch 65 - iter 57/577 - loss 0.12516607
2019-01-28 23:50:06,985 epoch 65 - iter 114/577 - loss 0.14807925
2019-01-28 23:50:15,520 epoch 65 - iter 171/577 - loss 0.15673012
2019-01-28 23:50:23,527 epoch 65 - iter 228/577 - loss 0.15706226
2019-01-28 23:50:31,582 epoch 65 - iter 285/577 - loss 0.15011846
2019-01-28 23:50:39,516 epoch 65 - iter 342/577 - loss 0.15134482
2019-01-28 23:50:47,537 epoch 65 - iter 399/577 - loss 0.14797694
2019-01-28 23:50:55,882 epoch 65 - iter 456/577 - loss 0.14659512
2019-01-28 23:51:04,039 epoch 65 - iter 513/577 - loss 0.14481855
2019-01-28 23:51:12,209 epoch 65 - iter 570/577 - loss 0.13946220
2019-01-28 23:51:13,950 ----------------------------------------------------------------------------------------------------
2019-01-28 23:51:13,951 EPOCH 65 done: loss 0.1394 - lr 0.0250 - bad epochs 0
2019-01-28 23:51:28,447 TEST : loss 1.20341837 - f-score 0.9257 - acc 0.9258
2019-01-28 23:51:28,456 ----------------------------------------------------------------------------------------------------
2019-01-28 23:51:28,729 epoch 66 - iter 0/577 - loss 0.01868725
2019-01-28 23:51:36,847 epoch 66 - iter 57/577 - loss 0.16335235
2019-01-28 23:51:44,867 epoch 66 - iter 114/577 - loss 0.14819967
2019-01-28 23:51:52,851 epoch 66 - iter 171/577 - loss 0.14530566
2019-01-28 23:52:01,039 epoch 66 - iter 228/577 - loss 0.13763170
2019-01-28 23:52:08,982 epoch 66 - iter 285/577 - loss 0.14692056
2019-01-28 23:52:17,165 epoch 66 - iter 342/577 - loss 0.15084538
2019-01-28 23:52:25,193 epoch 66 - iter 399/577 - loss 0.15468724
2019-01-28 23:52:33,386 epoch 66 - iter 456/577 - loss 0.14976744
2019-01-28 23:52:41,781 epoch 66 - iter 513/577 - loss 0.15141590
2019-01-28 23:52:50,246 epoch 66 - iter 570/577 - loss 0.14820033
2019-01-28 23:52:51,984 ----------------------------------------------------------------------------------------------------
2019-01-28 23:52:51,984 EPOCH 66 done: loss 0.1478 - lr 0.0250 - bad epochs 0
2019-01-28 23:53:06,455 TEST : loss 1.19472349 - f-score 0.9275 - acc 0.9275
2019-01-28 23:53:06,466 ----------------------------------------------------------------------------------------------------
2019-01-28 23:53:06,642 epoch 67 - iter 0/577 - loss 0.14938164
2019-01-28 23:53:14,982 epoch 67 - iter 57/577 - loss 0.14821379
2019-01-28 23:53:23,211 epoch 67 - iter 114/577 - loss 0.14083707
2019-01-28 23:53:31,341 epoch 67 - iter 171/577 - loss 0.13428631
2019-01-28 23:53:39,445 epoch 67 - iter 228/577 - loss 0.13405812
2019-01-28 23:53:47,538 epoch 67 - iter 285/577 - loss 0.13363214
2019-01-28 23:53:55,545 epoch 67 - iter 342/577 - loss 0.13190559
2019-01-28 23:54:03,759 epoch 67 - iter 399/577 - loss 0.13884600
2019-01-28 23:54:11,476 epoch 67 - iter 456/577 - loss 0.14181376
2019-01-28 23:54:19,295 epoch 67 - iter 513/577 - loss 0.14255090
2019-01-28 23:54:27,317 epoch 67 - iter 570/577 - loss 0.14410925
2019-01-28 23:54:28,944 ----------------------------------------------------------------------------------------------------
2019-01-28 23:54:28,944 EPOCH 67 done: loss 0.1434 - lr 0.0250 - bad epochs 1
2019-01-28 23:54:43,395 TEST : loss 1.21807325 - f-score 0.9282 - acc 0.9282
2019-01-28 23:54:43,408 ----------------------------------------------------------------------------------------------------
2019-01-28 23:54:43,559 epoch 68 - iter 0/577 - loss 0.41368109
2019-01-28 23:54:51,538 epoch 68 - iter 57/577 - loss 0.15139533
2019-01-28 23:54:59,736 epoch 68 - iter 114/577 - loss 0.15393281
2019-01-28 23:55:07,772 epoch 68 - iter 171/577 - loss 0.16059008
2019-01-28 23:55:15,817 epoch 68 - iter 228/577 - loss 0.15196156
2019-01-28 23:55:24,020 epoch 68 - iter 285/577 - loss 0.14611026
2019-01-28 23:55:31,934 epoch 68 - iter 342/577 - loss 0.14550891
2019-01-28 23:55:40,223 epoch 68 - iter 399/577 - loss 0.14435079
2019-01-28 23:55:48,456 epoch 68 - iter 456/577 - loss 0.14441854
2019-01-28 23:55:56,597 epoch 68 - iter 513/577 - loss 0.14575766
2019-01-28 23:56:04,828 epoch 68 - iter 570/577 - loss 0.14650781
2019-01-28 23:56:06,591 ----------------------------------------------------------------------------------------------------
2019-01-28 23:56:06,592 EPOCH 68 done: loss 0.1462 - lr 0.0250 - bad epochs 2
2019-01-28 23:56:21,077 TEST : loss 1.23755443 - f-score 0.9283 - acc 0.9283
2019-01-28 23:56:21,087 ----------------------------------------------------------------------------------------------------
2019-01-28 23:56:21,257 epoch 69 - iter 0/577 - loss 0.18916017
2019-01-28 23:56:29,345 epoch 69 - iter 57/577 - loss 0.12933422
2019-01-28 23:56:37,529 epoch 69 - iter 114/577 - loss 0.13072418
2019-01-28 23:56:45,843 epoch 69 - iter 171/577 - loss 0.12821157
2019-01-28 23:56:54,035 epoch 69 - iter 228/577 - loss 0.13024568
2019-01-28 23:57:02,044 epoch 69 - iter 285/577 - loss 0.14065070
2019-01-28 23:57:10,226 epoch 69 - iter 342/577 - loss 0.14289001
2019-01-28 23:57:18,499 epoch 69 - iter 399/577 - loss 0.14614003
2019-01-28 23:57:26,628 epoch 69 - iter 456/577 - loss 0.14836752
2019-01-28 23:57:34,840 epoch 69 - iter 513/577 - loss 0.14560061
2019-01-28 23:57:43,199 epoch 69 - iter 570/577 - loss 0.14470169
2019-01-28 23:57:44,973 ----------------------------------------------------------------------------------------------------
2019-01-28 23:57:44,973 EPOCH 69 done: loss 0.1446 - lr 0.0250 - bad epochs 3
2019-01-28 23:57:59,574 TEST : loss 1.25287163 - f-score 0.9282 - acc 0.9282
2019-01-28 23:57:59,590 ----------------------------------------------------------------------------------------------------
2019-01-28 23:57:59,759 epoch 70 - iter 0/577 - loss 0.07363045
2019-01-28 23:58:08,051 epoch 70 - iter 57/577 - loss 0.12192925
2019-01-28 23:58:16,137 epoch 70 - iter 114/577 - loss 0.15035749
2019-01-28 23:58:24,336 epoch 70 - iter 171/577 - loss 0.14160242
2019-01-28 23:58:32,385 epoch 70 - iter 228/577 - loss 0.13789828
2019-01-28 23:58:40,214 epoch 70 - iter 285/577 - loss 0.13724292
2019-01-28 23:58:48,418 epoch 70 - iter 342/577 - loss 0.14056074
2019-01-28 23:58:56,632 epoch 70 - iter 399/577 - loss 0.13633674
2019-01-28 23:59:04,596 epoch 70 - iter 456/577 - loss 0.13871630
2019-01-28 23:59:12,458 epoch 70 - iter 513/577 - loss 0.13843437
2019-01-28 23:59:20,718 epoch 70 - iter 570/577 - loss 0.13579162
2019-01-28 23:59:22,383 ----------------------------------------------------------------------------------------------------
2019-01-28 23:59:22,384 EPOCH 70 done: loss 0.1359 - lr 0.0125 - bad epochs 0
2019-01-28 23:59:36,870 TEST : loss 1.25917614 - f-score 0.9295 - acc 0.9295
2019-01-28 23:59:36,878 ----------------------------------------------------------------------------------------------------
2019-01-28 23:59:37,013 epoch 71 - iter 0/577 - loss 0.27430344
2019-01-28 23:59:44,824 epoch 71 - iter 57/577 - loss 0.12895925
2019-01-28 23:59:52,762 epoch 71 - iter 114/577 - loss 0.12684786
2019-01-29 00:00:00,957 epoch 71 - iter 171/577 - loss 0.12564399
2019-01-29 00:00:08,742 epoch 71 - iter 228/577 - loss 0.12838117
2019-01-29 00:00:16,614 epoch 71 - iter 285/577 - loss 0.13041590
2019-01-29 00:00:25,053 epoch 71 - iter 342/577 - loss 0.13118169
2019-01-29 00:00:33,565 epoch 71 - iter 399/577 - loss 0.13225646
2019-01-29 00:00:41,984 epoch 71 - iter 456/577 - loss 0.13386623
2019-01-29 00:00:50,461 epoch 71 - iter 513/577 - loss 0.13587008
2019-01-29 00:00:58,569 epoch 71 - iter 570/577 - loss 0.13766744
2019-01-29 00:01:00,416 ----------------------------------------------------------------------------------------------------
2019-01-29 00:01:00,417 EPOCH 71 done: loss 0.1381 - lr 0.0125 - bad epochs 0
2019-01-29 00:01:14,928 TEST : loss 1.24375749 - f-score 0.9296 - acc 0.9296
2019-01-29 00:01:14,936 ----------------------------------------------------------------------------------------------------
2019-01-29 00:01:15,076 epoch 72 - iter 0/577 - loss 0.24891651
2019-01-29 00:01:23,554 epoch 72 - iter 57/577 - loss 0.14359522
2019-01-29 00:01:31,936 epoch 72 - iter 114/577 - loss 0.14724115
2019-01-29 00:01:40,319 epoch 72 - iter 171/577 - loss 0.14224051
2019-01-29 00:01:48,623 epoch 72 - iter 228/577 - loss 0.14831902
2019-01-29 00:01:56,992 epoch 72 - iter 285/577 - loss 0.14295941
2019-01-29 00:02:05,567 epoch 72 - iter 342/577 - loss 0.14072903
2019-01-29 00:02:14,065 epoch 72 - iter 399/577 - loss 0.13640410
2019-01-29 00:02:22,646 epoch 72 - iter 456/577 - loss 0.13347800
2019-01-29 00:02:30,966 epoch 72 - iter 513/577 - loss 0.13367365
2019-01-29 00:02:39,255 epoch 72 - iter 570/577 - loss 0.13295847
2019-01-29 00:02:41,168 ----------------------------------------------------------------------------------------------------
2019-01-29 00:02:41,168 EPOCH 72 done: loss 0.1334 - lr 0.0125 - bad epochs 1
2019-01-29 00:02:55,635 TEST : loss 1.24830115 - f-score 0.9299 - acc 0.9299
2019-01-29 00:02:55,649 ----------------------------------------------------------------------------------------------------
2019-01-29 00:02:55,785 epoch 73 - iter 0/577 - loss 0.03229946
2019-01-29 00:03:04,212 epoch 73 - iter 57/577 - loss 0.13745557
2019-01-29 00:03:13,223 epoch 73 - iter 114/577 - loss 0.15053998
2019-01-29 00:03:21,403 epoch 73 - iter 171/577 - loss 0.13516079
2019-01-29 00:03:29,692 epoch 73 - iter 228/577 - loss 0.13280567
2019-01-29 00:03:37,914 epoch 73 - iter 285/577 - loss 0.12748596
2019-01-29 00:03:46,385 epoch 73 - iter 342/577 - loss 0.13460100
2019-01-29 00:03:54,335 epoch 73 - iter 399/577 - loss 0.12829112
2019-01-29 00:04:02,441 epoch 73 - iter 456/577 - loss 0.13198621
2019-01-29 00:04:10,504 epoch 73 - iter 513/577 - loss 0.13147839
2019-01-29 00:04:18,399 epoch 73 - iter 570/577 - loss 0.13159820
2019-01-29 00:04:20,384 ----------------------------------------------------------------------------------------------------
2019-01-29 00:04:20,384 EPOCH 73 done: loss 0.1323 - lr 0.0125 - bad epochs 0
2019-01-29 00:04:34,870 TEST : loss 1.23626935 - f-score 0.9303 - acc 0.9303
2019-01-29 00:04:34,884 ----------------------------------------------------------------------------------------------------
2019-01-29 00:04:35,025 epoch 74 - iter 0/577 - loss 0.19702327
2019-01-29 00:04:43,214 epoch 74 - iter 57/577 - loss 0.15774122
2019-01-29 00:04:51,555 epoch 74 - iter 114/577 - loss 0.12537310
2019-01-29 00:04:59,808 epoch 74 - iter 171/577 - loss 0.12872673
2019-01-29 00:05:08,117 epoch 74 - iter 228/577 - loss 0.12341680
2019-01-29 00:05:16,444 epoch 74 - iter 285/577 - loss 0.12756684
2019-01-29 00:05:24,932 epoch 74 - iter 342/577 - loss 0.12938418
2019-01-29 00:05:33,387 epoch 74 - iter 399/577 - loss 0.13036484
2019-01-29 00:05:41,451 epoch 74 - iter 456/577 - loss 0.12736305
2019-01-29 00:05:49,904 epoch 74 - iter 513/577 - loss 0.12671994
2019-01-29 00:05:58,993 epoch 74 - iter 570/577 - loss 0.12640093
2019-01-29 00:06:01,838 ----------------------------------------------------------------------------------------------------
2019-01-29 00:06:01,839 EPOCH 74 done: loss 0.1259 - lr 0.0125 - bad epochs 0
2019-01-29 00:06:16,350 TEST : loss 1.23268175 - f-score 0.9298 - acc 0.9298
2019-01-29 00:06:16,364 ----------------------------------------------------------------------------------------------------
2019-01-29 00:06:16,499 epoch 75 - iter 0/577 - loss 0.13104621
2019-01-29 00:06:24,808 epoch 75 - iter 57/577 - loss 0.10858644
2019-01-29 00:06:33,275 epoch 75 - iter 114/577 - loss 0.12920892
2019-01-29 00:06:41,590 epoch 75 - iter 171/577 - loss 0.11733106
2019-01-29 00:06:50,063 epoch 75 - iter 228/577 - loss 0.11755991
2019-01-29 00:06:58,421 epoch 75 - iter 285/577 - loss 0.11993583
2019-01-29 00:07:06,729 epoch 75 - iter 342/577 - loss 0.12438607
2019-01-29 00:07:14,817 epoch 75 - iter 399/577 - loss 0.12408299
2019-01-29 00:07:23,075 epoch 75 - iter 456/577 - loss 0.12089537
2019-01-29 00:07:31,016 epoch 75 - iter 513/577 - loss 0.12307114
2019-01-29 00:07:39,501 epoch 75 - iter 570/577 - loss 0.12342973
2019-01-29 00:07:41,517 ----------------------------------------------------------------------------------------------------
2019-01-29 00:07:41,518 EPOCH 75 done: loss 0.1225 - lr 0.0125 - bad epochs 0
2019-01-29 00:07:56,085 TEST : loss 1.24651408 - f-score 0.9297 - acc 0.9297
2019-01-29 00:07:56,095 ----------------------------------------------------------------------------------------------------
2019-01-29 00:07:56,233 epoch 76 - iter 0/577 - loss 0.04789507
2019-01-29 00:08:04,649 epoch 76 - iter 57/577 - loss 0.11875243
2019-01-29 00:08:12,985 epoch 76 - iter 114/577 - loss 0.13525989
2019-01-29 00:08:21,580 epoch 76 - iter 171/577 - loss 0.12874186
2019-01-29 00:08:30,244 epoch 76 - iter 228/577 - loss 0.13126358
2019-01-29 00:08:38,537 epoch 76 - iter 285/577 - loss 0.12739304
2019-01-29 00:08:46,882 epoch 76 - iter 342/577 - loss 0.12847830
2019-01-29 00:08:54,741 epoch 76 - iter 399/577 - loss 0.12482977
2019-01-29 00:09:02,849 epoch 76 - iter 456/577 - loss 0.12711292
2019-01-29 00:09:11,014 epoch 76 - iter 513/577 - loss 0.12660804
2019-01-29 00:09:19,136 epoch 76 - iter 570/577 - loss 0.12617049
2019-01-29 00:09:20,604 ----------------------------------------------------------------------------------------------------
2019-01-29 00:09:20,605 EPOCH 76 done: loss 0.1254 - lr 0.0125 - bad epochs 0
2019-01-29 00:09:35,183 TEST : loss 1.24275947 - f-score 0.9299 - acc 0.9300
2019-01-29 00:09:35,197 ----------------------------------------------------------------------------------------------------
2019-01-29 00:09:35,337 epoch 77 - iter 0/577 - loss 0.13016415
2019-01-29 00:09:43,484 epoch 77 - iter 57/577 - loss 0.11396675
2019-01-29 00:09:51,685 epoch 77 - iter 114/577 - loss 0.12303320
2019-01-29 00:09:59,917 epoch 77 - iter 171/577 - loss 0.11950370
2019-01-29 00:10:08,005 epoch 77 - iter 228/577 - loss 0.11766185
2019-01-29 00:10:16,532 epoch 77 - iter 285/577 - loss 0.12073475
2019-01-29 00:10:24,430 epoch 77 - iter 342/577 - loss 0.12816302
2019-01-29 00:10:32,690 epoch 77 - iter 399/577 - loss 0.12996265
2019-01-29 00:10:40,696 epoch 77 - iter 456/577 - loss 0.13134803
2019-01-29 00:10:49,074 epoch 77 - iter 513/577 - loss 0.12846645
2019-01-29 00:10:57,275 epoch 77 - iter 570/577 - loss 0.12983758
2019-01-29 00:10:59,169 ----------------------------------------------------------------------------------------------------
2019-01-29 00:10:59,170 EPOCH 77 done: loss 0.1303 - lr 0.0125 - bad epochs 1
2019-01-29 00:11:13,632 TEST : loss 1.23549509 - f-score 0.9298 - acc 0.9299
2019-01-29 00:11:13,641 ----------------------------------------------------------------------------------------------------
2019-01-29 00:11:13,783 epoch 78 - iter 0/577 - loss 0.00379792
2019-01-29 00:11:22,109 epoch 78 - iter 57/577 - loss 0.10292214
2019-01-29 00:11:30,374 epoch 78 - iter 114/577 - loss 0.11547246
2019-01-29 00:11:38,816 epoch 78 - iter 171/577 - loss 0.11508957
2019-01-29 00:11:47,279 epoch 78 - iter 228/577 - loss 0.12388578
2019-01-29 00:11:55,602 epoch 78 - iter 285/577 - loss 0.12795609
2019-01-29 00:12:04,029 epoch 78 - iter 342/577 - loss 0.12674696
2019-01-29 00:12:12,313 epoch 78 - iter 399/577 - loss 0.12577715
2019-01-29 00:12:20,570 epoch 78 - iter 456/577 - loss 0.12256190
2019-01-29 00:12:28,782 epoch 78 - iter 513/577 - loss 0.12162724
2019-01-29 00:12:37,176 epoch 78 - iter 570/577 - loss 0.12446559
2019-01-29 00:12:38,981 ----------------------------------------------------------------------------------------------------
2019-01-29 00:12:38,990 EPOCH 78 done: loss 0.1241 - lr 0.0125 - bad epochs 2
2019-01-29 00:12:53,439 TEST : loss 1.25030267 - f-score 0.9291 - acc 0.9291
2019-01-29 00:12:53,451 ----------------------------------------------------------------------------------------------------
2019-01-29 00:12:53,596 epoch 79 - iter 0/577 - loss 0.36615139
2019-01-29 00:13:01,707 epoch 79 - iter 57/577 - loss 0.12183569
2019-01-29 00:13:10,060 epoch 79 - iter 114/577 - loss 0.10835640
2019-01-29 00:13:18,395 epoch 79 - iter 171/577 - loss 0.11074354
2019-01-29 00:13:26,716 epoch 79 - iter 228/577 - loss 0.11603146
2019-01-29 00:13:34,888 epoch 79 - iter 285/577 - loss 0.12254916
2019-01-29 00:13:43,147 epoch 79 - iter 342/577 - loss 0.12366245
2019-01-29 00:13:51,685 epoch 79 - iter 399/577 - loss 0.12354941
2019-01-29 00:13:59,848 epoch 79 - iter 456/577 - loss 0.12721721
2019-01-29 00:14:07,891 epoch 79 - iter 513/577 - loss 0.12878169
2019-01-29 00:14:16,102 epoch 79 - iter 570/577 - loss 0.12788969
2019-01-29 00:14:17,941 ----------------------------------------------------------------------------------------------------
2019-01-29 00:14:17,941 EPOCH 79 done: loss 0.1272 - lr 0.0125 - bad epochs 3
2019-01-29 00:14:32,512 TEST : loss 1.26080942 - f-score 0.9289 - acc 0.9290
2019-01-29 00:14:32,520 ----------------------------------------------------------------------------------------------------
2019-01-29 00:14:32,657 epoch 80 - iter 0/577 - loss 0.00455296
2019-01-29 00:14:40,855 epoch 80 - iter 57/577 - loss 0.12917965
2019-01-29 00:14:48,691 epoch 80 - iter 114/577 - loss 0.12433055
2019-01-29 00:14:56,617 epoch 80 - iter 171/577 - loss 0.12359859
2019-01-29 00:15:04,814 epoch 80 - iter 228/577 - loss 0.12588905
2019-01-29 00:15:12,961 epoch 80 - iter 285/577 - loss 0.12318337
2019-01-29 00:15:20,939 epoch 80 - iter 342/577 - loss 0.12571686
2019-01-29 00:15:28,961 epoch 80 - iter 399/577 - loss 0.12736345
2019-01-29 00:15:36,936 epoch 80 - iter 456/577 - loss 0.12816263
2019-01-29 00:15:45,198 epoch 80 - iter 513/577 - loss 0.13217862
2019-01-29 00:15:53,363 epoch 80 - iter 570/577 - loss 0.13401220
2019-01-29 00:15:55,123 ----------------------------------------------------------------------------------------------------
2019-01-29 00:15:55,123 EPOCH 80 done: loss 0.1330 - lr 0.0063 - bad epochs 0
2019-01-29 00:16:10,936 TEST : loss 1.24988937 - f-score 0.9289 - acc 0.9289
2019-01-29 00:16:10,943 ----------------------------------------------------------------------------------------------------
2019-01-29 00:16:11,087 epoch 81 - iter 0/577 - loss 0.01112664
2019-01-29 00:16:19,302 epoch 81 - iter 57/577 - loss 0.14540764
2019-01-29 00:16:27,676 epoch 81 - iter 114/577 - loss 0.12080085
2019-01-29 00:16:35,579 epoch 81 - iter 171/577 - loss 0.11539224
2019-01-29 00:16:43,595 epoch 81 - iter 228/577 - loss 0.11077263
2019-01-29 00:16:51,724 epoch 81 - iter 285/577 - loss 0.11700393
2019-01-29 00:16:59,604 epoch 81 - iter 342/577 - loss 0.12012349
2019-01-29 00:17:07,932 epoch 81 - iter 399/577 - loss 0.12208729
2019-01-29 00:17:16,276 epoch 81 - iter 456/577 - loss 0.12715319
2019-01-29 00:17:24,507 epoch 81 - iter 513/577 - loss 0.13073490
2019-01-29 00:17:32,832 epoch 81 - iter 570/577 - loss 0.12968567
2019-01-29 00:17:34,656 ----------------------------------------------------------------------------------------------------
2019-01-29 00:17:34,657 EPOCH 81 done: loss 0.1298 - lr 0.0063 - bad epochs 1
2019-01-29 00:17:49,138 TEST : loss 1.25328863 - f-score 0.9304 - acc 0.9304
2019-01-29 00:17:49,149 ----------------------------------------------------------------------------------------------------
2019-01-29 00:17:49,296 epoch 82 - iter 0/577 - loss 0.11400992
2019-01-29 00:17:57,523 epoch 82 - iter 57/577 - loss 0.12236425
2019-01-29 00:18:05,628 epoch 82 - iter 114/577 - loss 0.10924300
2019-01-29 00:18:13,851 epoch 82 - iter 171/577 - loss 0.11910066
2019-01-29 00:18:21,952 epoch 82 - iter 228/577 - loss 0.11260155
2019-01-29 00:18:30,341 epoch 82 - iter 285/577 - loss 0.11610775
2019-01-29 00:18:38,361 epoch 82 - iter 342/577 - loss 0.11769271
2019-01-29 00:18:46,608 epoch 82 - iter 399/577 - loss 0.12162688
2019-01-29 00:18:54,764 epoch 82 - iter 456/577 - loss 0.12013519
2019-01-29 00:19:03,344 epoch 82 - iter 513/577 - loss 0.12245707
2019-01-29 00:19:11,447 epoch 82 - iter 570/577 - loss 0.12218284
2019-01-29 00:19:12,970 ----------------------------------------------------------------------------------------------------
2019-01-29 00:19:12,970 EPOCH 82 done: loss 0.1227 - lr 0.0063 - bad epochs 2
2019-01-29 00:19:27,468 TEST : loss 1.24970090 - f-score 0.9306 - acc 0.9306
2019-01-29 00:19:27,477 ----------------------------------------------------------------------------------------------------
2019-01-29 00:19:27,611 epoch 83 - iter 0/577 - loss 0.17674166
2019-01-29 00:19:35,518 epoch 83 - iter 57/577 - loss 0.14760436
2019-01-29 00:19:43,207 epoch 83 - iter 114/577 - loss 0.13820413
2019-01-29 00:19:51,041 epoch 83 - iter 171/577 - loss 0.14200643
2019-01-29 00:19:58,878 epoch 83 - iter 228/577 - loss 0.14112756
2019-01-29 00:20:06,967 epoch 83 - iter 285/577 - loss 0.13353108
2019-01-29 00:20:15,136 epoch 83 - iter 342/577 - loss 0.13013303
2019-01-29 00:20:23,100 epoch 83 - iter 399/577 - loss 0.13177417
2019-01-29 00:20:31,331 epoch 83 - iter 456/577 - loss 0.13163240
2019-01-29 00:20:39,629 epoch 83 - iter 513/577 - loss 0.13080825
2019-01-29 00:20:47,688 epoch 83 - iter 570/577 - loss 0.12694294
2019-01-29 00:20:49,346 ----------------------------------------------------------------------------------------------------
2019-01-29 00:20:49,347 EPOCH 83 done: loss 0.1270 - lr 0.0063 - bad epochs 3
2019-01-29 00:21:03,879 TEST : loss 1.24965119 - f-score 0.9303 - acc 0.9303
2019-01-29 00:21:03,887 ----------------------------------------------------------------------------------------------------
2019-01-29 00:21:04,030 epoch 84 - iter 0/577 - loss 0.18979627
2019-01-29 00:21:12,352 epoch 84 - iter 57/577 - loss 0.10294130
2019-01-29 00:21:20,400 epoch 84 - iter 114/577 - loss 0.10911910
2019-01-29 00:21:28,373 epoch 84 - iter 171/577 - loss 0.11014804
2019-01-29 00:21:36,247 epoch 84 - iter 228/577 - loss 0.11568055
2019-01-29 00:21:44,420 epoch 84 - iter 285/577 - loss 0.11923721
2019-01-29 00:21:52,507 epoch 84 - iter 342/577 - loss 0.12621066
2019-01-29 00:22:00,597 epoch 84 - iter 399/577 - loss 0.12304336
2019-01-29 00:22:08,727 epoch 84 - iter 456/577 - loss 0.12508009
2019-01-29 00:22:16,730 epoch 84 - iter 513/577 - loss 0.12468960
2019-01-29 00:22:25,299 epoch 84 - iter 570/577 - loss 0.12491293
2019-01-29 00:22:27,108 ----------------------------------------------------------------------------------------------------
2019-01-29 00:22:27,118 EPOCH 84 done: loss 0.1254 - lr 0.0031 - bad epochs 0
2019-01-29 00:22:41,793 TEST : loss 1.25032985 - f-score 0.9304 - acc 0.9304
2019-01-29 00:22:41,803 ----------------------------------------------------------------------------------------------------
2019-01-29 00:22:41,945 epoch 85 - iter 0/577 - loss 0.01987958
2019-01-29 00:22:50,221 epoch 85 - iter 57/577 - loss 0.09300070
2019-01-29 00:22:58,462 epoch 85 - iter 114/577 - loss 0.11772907
2019-01-29 00:23:06,661 epoch 85 - iter 171/577 - loss 0.11620771
2019-01-29 00:23:15,035 epoch 85 - iter 228/577 - loss 0.11427403
2019-01-29 00:23:23,149 epoch 85 - iter 285/577 - loss 0.11619615
2019-01-29 00:23:31,180 epoch 85 - iter 342/577 - loss 0.11247137
2019-01-29 00:23:39,392 epoch 85 - iter 399/577 - loss 0.11662091
2019-01-29 00:23:47,597 epoch 85 - iter 456/577 - loss 0.11644320
2019-01-29 00:23:55,869 epoch 85 - iter 513/577 - loss 0.11757424
2019-01-29 00:24:03,825 epoch 85 - iter 570/577 - loss 0.12339623
2019-01-29 00:24:05,394 ----------------------------------------------------------------------------------------------------
2019-01-29 00:24:05,395 EPOCH 85 done: loss 0.1230 - lr 0.0031 - bad epochs 1
2019-01-29 00:24:19,961 TEST : loss 1.25216043 - f-score 0.9306 - acc 0.9307
2019-01-29 00:24:19,969 ----------------------------------------------------------------------------------------------------
2019-01-29 00:24:20,139 epoch 86 - iter 0/577 - loss 0.01762751
2019-01-29 00:24:28,187 epoch 86 - iter 57/577 - loss 0.15351029
2019-01-29 00:24:35,938 epoch 86 - iter 114/577 - loss 0.12917255
2019-01-29 00:24:44,054 epoch 86 - iter 171/577 - loss 0.13512526
2019-01-29 00:24:51,971 epoch 86 - iter 228/577 - loss 0.14210812
2019-01-29 00:25:00,100 epoch 86 - iter 285/577 - loss 0.14053648
2019-01-29 00:25:08,172 epoch 86 - iter 342/577 - loss 0.13702571
2019-01-29 00:25:16,024 epoch 86 - iter 399/577 - loss 0.13555840
2019-01-29 00:25:23,961 epoch 86 - iter 456/577 - loss 0.13312770
2019-01-29 00:25:32,206 epoch 86 - iter 513/577 - loss 0.13331578
2019-01-29 00:25:40,401 epoch 86 - iter 570/577 - loss 0.13369078
2019-01-29 00:25:42,175 ----------------------------------------------------------------------------------------------------
2019-01-29 00:25:42,176 EPOCH 86 done: loss 0.1334 - lr 0.0031 - bad epochs 2
2019-01-29 00:25:56,734 TEST : loss 1.25364852 - f-score 0.9303 - acc 0.9303
2019-01-29 00:25:56,747 ----------------------------------------------------------------------------------------------------
2019-01-29 00:25:56,905 epoch 87 - iter 0/577 - loss 0.02393109
2019-01-29 00:26:05,123 epoch 87 - iter 57/577 - loss 0.11820200
2019-01-29 00:26:13,467 epoch 87 - iter 114/577 - loss 0.12908715
2019-01-29 00:26:21,476 epoch 87 - iter 171/577 - loss 0.12518743
2019-01-29 00:26:29,423 epoch 87 - iter 228/577 - loss 0.13812927
2019-01-29 00:26:37,473 epoch 87 - iter 285/577 - loss 0.13770874
2019-01-29 00:26:45,505 epoch 87 - iter 342/577 - loss 0.13870325
2019-01-29 00:26:53,603 epoch 87 - iter 399/577 - loss 0.13253127
2019-01-29 00:27:01,682 epoch 87 - iter 456/577 - loss 0.13027599
2019-01-29 00:27:09,720 epoch 87 - iter 513/577 - loss 0.12854555
2019-01-29 00:27:17,841 epoch 87 - iter 570/577 - loss 0.12808135
2019-01-29 00:27:19,549 ----------------------------------------------------------------------------------------------------
2019-01-29 00:27:19,558 EPOCH 87 done: loss 0.1274 - lr 0.0031 - bad epochs 3
2019-01-29 00:27:34,010 TEST : loss 1.25613606 - f-score 0.9305 - acc 0.9306
2019-01-29 00:27:34,014 ----------------------------------------------------------------------------------------------------
2019-01-29 00:27:34,176 epoch 88 - iter 0/577 - loss 0.03379592
2019-01-29 00:27:42,486 epoch 88 - iter 57/577 - loss 0.10553502
2019-01-29 00:27:50,596 epoch 88 - iter 114/577 - loss 0.11679589
2019-01-29 00:27:58,702 epoch 88 - iter 171/577 - loss 0.12157841
2019-01-29 00:28:07,011 epoch 88 - iter 228/577 - loss 0.11805060
2019-01-29 00:28:15,109 epoch 88 - iter 285/577 - loss 0.11611924
2019-01-29 00:28:23,219 epoch 88 - iter 342/577 - loss 0.11160334
2019-01-29 00:28:31,411 epoch 88 - iter 399/577 - loss 0.11061172
2019-01-29 00:28:39,571 epoch 88 - iter 456/577 - loss 0.11131019
2019-01-29 00:28:47,484 epoch 88 - iter 513/577 - loss 0.11207752
2019-01-29 00:28:55,848 epoch 88 - iter 570/577 - loss 0.11342292
2019-01-29 00:28:57,271 ----------------------------------------------------------------------------------------------------
2019-01-29 00:28:57,272 EPOCH 88 done: loss 0.1142 - lr 0.0016 - bad epochs 0
2019-01-29 00:29:11,773 TEST : loss 1.26030493 - f-score 0.9306 - acc 0.9307
2019-01-29 00:29:11,779 ----------------------------------------------------------------------------------------------------
2019-01-29 00:29:11,952 epoch 89 - iter 0/577 - loss 0.14280766
2019-01-29 00:29:19,782 epoch 89 - iter 57/577 - loss 0.12316473
2019-01-29 00:29:27,500 epoch 89 - iter 114/577 - loss 0.11996152
2019-01-29 00:29:35,507 epoch 89 - iter 171/577 - loss 0.11390364
2019-01-29 00:29:43,826 epoch 89 - iter 228/577 - loss 0.11277117
2019-01-29 00:29:51,600 epoch 89 - iter 285/577 - loss 0.11352639
2019-01-29 00:29:59,617 epoch 89 - iter 342/577 - loss 0.11416375
2019-01-29 00:30:07,472 epoch 89 - iter 399/577 - loss 0.11414319
2019-01-29 00:30:15,324 epoch 89 - iter 456/577 - loss 0.11617956
2019-01-29 00:30:23,419 epoch 89 - iter 513/577 - loss 0.11932472
2019-01-29 00:30:31,236 epoch 89 - iter 570/577 - loss 0.12196816
2019-01-29 00:30:32,981 ----------------------------------------------------------------------------------------------------
2019-01-29 00:30:32,982 EPOCH 89 done: loss 0.1216 - lr 0.0016 - bad epochs 0
2019-01-29 00:30:47,433 TEST : loss 1.26095283 - f-score 0.9300 - acc 0.9300
2019-01-29 00:30:47,449 ----------------------------------------------------------------------------------------------------
2019-01-29 00:30:47,619 epoch 90 - iter 0/577 - loss 0.64315295
2019-01-29 00:30:55,689 epoch 90 - iter 57/577 - loss 0.14857687
2019-01-29 00:31:03,814 epoch 90 - iter 114/577 - loss 0.13006236
2019-01-29 00:31:11,655 epoch 90 - iter 171/577 - loss 0.11705940
2019-01-29 00:31:19,723 epoch 90 - iter 228/577 - loss 0.11660242
2019-01-29 00:31:27,673 epoch 90 - iter 285/577 - loss 0.11601888
2019-01-29 00:31:35,637 epoch 90 - iter 342/577 - loss 0.11960234
2019-01-29 00:31:43,691 epoch 90 - iter 399/577 - loss 0.12169853
2019-01-29 00:31:51,858 epoch 90 - iter 456/577 - loss 0.11763406
2019-01-29 00:31:59,866 epoch 90 - iter 513/577 - loss 0.11927644
2019-01-29 00:32:08,035 epoch 90 - iter 570/577 - loss 0.12282849
2019-01-29 00:32:09,864 ----------------------------------------------------------------------------------------------------
2019-01-29 00:32:09,864 EPOCH 90 done: loss 0.1229 - lr 0.0016 - bad epochs 1
2019-01-29 00:32:24,323 TEST : loss 1.25610328 - f-score 0.9304 - acc 0.9304
2019-01-29 00:32:24,333 ----------------------------------------------------------------------------------------------------
2019-01-29 00:32:24,488 epoch 91 - iter 0/577 - loss 0.01849985
2019-01-29 00:32:32,839 epoch 91 - iter 57/577 - loss 0.10806362
2019-01-29 00:32:41,059 epoch 91 - iter 114/577 - loss 0.09506683
2019-01-29 00:32:49,257 epoch 91 - iter 171/577 - loss 0.10592888
2019-01-29 00:32:57,497 epoch 91 - iter 228/577 - loss 0.10715950
2019-01-29 00:33:05,685 epoch 91 - iter 285/577 - loss 0.11232984
2019-01-29 00:33:13,837 epoch 91 - iter 342/577 - loss 0.11605183
2019-01-29 00:33:22,022 epoch 91 - iter 399/577 - loss 0.11869777
2019-01-29 00:33:30,045 epoch 91 - iter 456/577 - loss 0.11787295
2019-01-29 00:33:37,925 epoch 91 - iter 513/577 - loss 0.11752204
2019-01-29 00:33:46,023 epoch 91 - iter 570/577 - loss 0.11861964
2019-01-29 00:33:47,545 ----------------------------------------------------------------------------------------------------
2019-01-29 00:33:47,545 EPOCH 91 done: loss 0.1181 - lr 0.0016 - bad epochs 2
2019-01-29 00:34:01,996 TEST : loss 1.25738525 - f-score 0.9303 - acc 0.9303
2019-01-29 00:34:02,004 ----------------------------------------------------------------------------------------------------
2019-01-29 00:34:02,168 epoch 92 - iter 0/577 - loss 0.12302387
2019-01-29 00:34:10,178 epoch 92 - iter 57/577 - loss 0.12538542
2019-01-29 00:34:17,864 epoch 92 - iter 114/577 - loss 0.11417735
2019-01-29 00:34:25,776 epoch 92 - iter 171/577 - loss 0.12160171
2019-01-29 00:34:33,580 epoch 92 - iter 228/577 - loss 0.12619961
2019-01-29 00:34:41,624 epoch 92 - iter 285/577 - loss 0.12793058
2019-01-29 00:34:49,543 epoch 92 - iter 342/577 - loss 0.12607843
2019-01-29 00:34:57,881 epoch 92 - iter 399/577 - loss 0.12572516
2019-01-29 00:35:05,976 epoch 92 - iter 456/577 - loss 0.12405426
2019-01-29 00:35:14,318 epoch 92 - iter 513/577 - loss 0.12208348
2019-01-29 00:35:22,468 epoch 92 - iter 570/577 - loss 0.12051557
2019-01-29 00:35:24,143 ----------------------------------------------------------------------------------------------------
2019-01-29 00:35:24,144 EPOCH 92 done: loss 0.1203 - lr 0.0016 - bad epochs 3
2019-01-29 00:35:38,545 TEST : loss 1.25701475 - f-score 0.9301 - acc 0.9301
2019-01-29 00:35:38,556 ----------------------------------------------------------------------------------------------------
2019-01-29 00:35:38,713 epoch 93 - iter 0/577 - loss 0.23857307
2019-01-29 00:35:46,625 epoch 93 - iter 57/577 - loss 0.11257459
2019-01-29 00:35:54,896 epoch 93 - iter 114/577 - loss 0.10685113
2019-01-29 00:36:03,115 epoch 93 - iter 171/577 - loss 0.10935124
2019-01-29 00:36:11,213 epoch 93 - iter 228/577 - loss 0.11365329
2019-01-29 00:36:19,300 epoch 93 - iter 285/577 - loss 0.11425503
2019-01-29 00:36:27,446 epoch 93 - iter 342/577 - loss 0.11076259
2019-01-29 00:36:35,136 epoch 93 - iter 399/577 - loss 0.11359125
2019-01-29 00:36:43,083 epoch 93 - iter 456/577 - loss 0.11605530
2019-01-29 00:36:51,189 epoch 93 - iter 513/577 - loss 0.11719793
2019-01-29 00:36:59,430 epoch 93 - iter 570/577 - loss 0.11532705
2019-01-29 00:37:01,075 ----------------------------------------------------------------------------------------------------
2019-01-29 00:37:01,075 EPOCH 93 done: loss 0.1159 - lr 0.0008 - bad epochs 0
2019-01-29 00:37:15,571 TEST : loss 1.25870419 - f-score 0.9302 - acc 0.9302
2019-01-29 00:37:15,579 ----------------------------------------------------------------------------------------------------
2019-01-29 00:37:15,749 epoch 94 - iter 0/577 - loss 0.33155107
2019-01-29 00:37:23,708 epoch 94 - iter 57/577 - loss 0.11951057
2019-01-29 00:37:31,993 epoch 94 - iter 114/577 - loss 0.11869484
2019-01-29 00:37:40,196 epoch 94 - iter 171/577 - loss 0.12462961
2019-01-29 00:37:48,181 epoch 94 - iter 228/577 - loss 0.11732555
2019-01-29 00:37:56,262 epoch 94 - iter 285/577 - loss 0.12413296
2019-01-29 00:38:04,363 epoch 94 - iter 342/577 - loss 0.13191268
2019-01-29 00:38:12,432 epoch 94 - iter 399/577 - loss 0.12712844
2019-01-29 00:38:20,367 epoch 94 - iter 456/577 - loss 0.12768392
2019-01-29 00:38:28,284 epoch 94 - iter 513/577 - loss 0.12414783
2019-01-29 00:38:36,193 epoch 94 - iter 570/577 - loss 0.12507081
2019-01-29 00:38:37,638 ----------------------------------------------------------------------------------------------------
2019-01-29 00:38:37,639 EPOCH 94 done: loss 0.1246 - lr 0.0008 - bad epochs 1
2019-01-29 00:38:52,108 TEST : loss 1.25848639 - f-score 0.9302 - acc 0.9302
2019-01-29 00:38:52,116 ----------------------------------------------------------------------------------------------------
2019-01-29 00:38:52,252 epoch 95 - iter 0/577 - loss 0.17613369
2019-01-29 00:39:00,620 epoch 95 - iter 57/577 - loss 0.11873728
2019-01-29 00:39:08,383 epoch 95 - iter 114/577 - loss 0.11423169
2019-01-29 00:39:16,301 epoch 95 - iter 171/577 - loss 0.10832646
2019-01-29 00:39:23,734 epoch 95 - iter 228/577 - loss 0.10218859
2019-01-29 00:39:31,725 epoch 95 - iter 285/577 - loss 0.11270528
2019-01-29 00:39:39,629 epoch 95 - iter 342/577 - loss 0.11338181
2019-01-29 00:39:47,501 epoch 95 - iter 399/577 - loss 0.11293214
2019-01-29 00:39:55,463 epoch 95 - iter 456/577 - loss 0.11559467
2019-01-29 00:40:03,301 epoch 95 - iter 513/577 - loss 0.11556186
2019-01-29 00:40:11,331 epoch 95 - iter 570/577 - loss 0.11720517
2019-01-29 00:40:13,000 ----------------------------------------------------------------------------------------------------
2019-01-29 00:40:13,000 EPOCH 95 done: loss 0.1173 - lr 0.0008 - bad epochs 2
2019-01-29 00:40:27,602 TEST : loss 1.25865817 - f-score 0.9302 - acc 0.9302
2019-01-29 00:40:27,613 ----------------------------------------------------------------------------------------------------
2019-01-29 00:40:27,744 epoch 96 - iter 0/577 - loss 0.12559283
2019-01-29 00:40:35,565 epoch 96 - iter 57/577 - loss 0.12641966
2019-01-29 00:40:43,366 epoch 96 - iter 114/577 - loss 0.12014355
2019-01-29 00:40:51,215 epoch 96 - iter 171/577 - loss 0.11676883
2019-01-29 00:40:59,390 epoch 96 - iter 228/577 - loss 0.11822504
2019-01-29 00:41:07,363 epoch 96 - iter 285/577 - loss 0.11901539
2019-01-29 00:41:15,277 epoch 96 - iter 342/577 - loss 0.12209585
2019-01-29 00:41:23,100 epoch 96 - iter 399/577 - loss 0.12209811
2019-01-29 00:41:31,219 epoch 96 - iter 456/577 - loss 0.12195444
2019-01-29 00:41:39,215 epoch 96 - iter 513/577 - loss 0.12557562
2019-01-29 00:41:47,695 epoch 96 - iter 570/577 - loss 0.12834599
2019-01-29 00:41:49,348 ----------------------------------------------------------------------------------------------------
2019-01-29 00:41:49,349 EPOCH 96 done: loss 0.1282 - lr 0.0008 - bad epochs 3
2019-01-29 00:42:03,870 TEST : loss 1.25970411 - f-score 0.9304 - acc 0.9304
2019-01-29 00:42:03,880 ----------------------------------------------------------------------------------------------------
2019-01-29 00:42:04,023 epoch 97 - iter 0/577 - loss 0.06562668
2019-01-29 00:42:12,053 epoch 97 - iter 57/577 - loss 0.10337552
2019-01-29 00:42:20,209 epoch 97 - iter 114/577 - loss 0.09887289
2019-01-29 00:42:28,372 epoch 97 - iter 171/577 - loss 0.11932257
2019-01-29 00:42:36,421 epoch 97 - iter 228/577 - loss 0.12785998
2019-01-29 00:42:44,550 epoch 97 - iter 285/577 - loss 0.13149005
2019-01-29 00:42:52,523 epoch 97 - iter 342/577 - loss 0.12715224
2019-01-29 00:43:00,705 epoch 97 - iter 399/577 - loss 0.12561375
2019-01-29 00:43:08,789 epoch 97 - iter 456/577 - loss 0.12669671
2019-01-29 00:43:16,758 epoch 97 - iter 513/577 - loss 0.12382198
2019-01-29 00:43:24,550 epoch 97 - iter 570/577 - loss 0.12259217
2019-01-29 00:43:25,993 ----------------------------------------------------------------------------------------------------
2019-01-29 00:43:25,993 EPOCH 97 done: loss 0.1231 - lr 0.0004 - bad epochs 0
2019-01-29 00:43:40,428 TEST : loss 1.25968456 - f-score 0.9304 - acc 0.9304
2019-01-29 00:43:40,434 ----------------------------------------------------------------------------------------------------
2019-01-29 00:43:40,567 epoch 98 - iter 0/577 - loss 0.10100958
2019-01-29 00:43:48,222 epoch 98 - iter 57/577 - loss 0.12857314
2019-01-29 00:43:55,864 epoch 98 - iter 114/577 - loss 0.13736303
2019-01-29 00:44:03,544 epoch 98 - iter 171/577 - loss 0.13148948
2019-01-29 00:44:11,647 epoch 98 - iter 228/577 - loss 0.12523611
2019-01-29 00:44:19,638 epoch 98 - iter 285/577 - loss 0.12341987
2019-01-29 00:44:27,379 epoch 98 - iter 342/577 - loss 0.12350220
2019-01-29 00:44:35,566 epoch 98 - iter 399/577 - loss 0.12087948
2019-01-29 00:44:43,856 epoch 98 - iter 456/577 - loss 0.11801653
2019-01-29 00:44:51,940 epoch 98 - iter 513/577 - loss 0.12182065
2019-01-29 00:44:59,781 epoch 98 - iter 570/577 - loss 0.12210553
2019-01-29 00:45:01,343 ----------------------------------------------------------------------------------------------------
2019-01-29 00:45:01,343 EPOCH 98 done: loss 0.1230 - lr 0.0004 - bad epochs 1
2019-01-29 00:45:15,862 TEST : loss 1.26058543 - f-score 0.9304 - acc 0.9304
2019-01-29 00:45:15,873 ----------------------------------------------------------------------------------------------------
2019-01-29 00:45:16,003 epoch 99 - iter 0/577 - loss 0.06938514
2019-01-29 00:45:23,832 epoch 99 - iter 57/577 - loss 0.10528540
2019-01-29 00:45:31,800 epoch 99 - iter 114/577 - loss 0.11177871
2019-01-29 00:45:39,756 epoch 99 - iter 171/577 - loss 0.11145901
2019-01-29 00:45:47,474 epoch 99 - iter 228/577 - loss 0.10971102
2019-01-29 00:45:55,662 epoch 99 - iter 285/577 - loss 0.11283625
2019-01-29 00:46:03,508 epoch 99 - iter 342/577 - loss 0.11098437
2019-01-29 00:46:11,696 epoch 99 - iter 399/577 - loss 0.10936533
2019-01-29 00:46:19,529 epoch 99 - iter 456/577 - loss 0.11158084
2019-01-29 00:46:27,556 epoch 99 - iter 513/577 - loss 0.11066975
2019-01-29 00:46:35,757 epoch 99 - iter 570/577 - loss 0.10952762
2019-01-29 00:46:37,335 ----------------------------------------------------------------------------------------------------
2019-01-29 00:46:37,336 EPOCH 99 done: loss 0.1105 - lr 0.0004 - bad epochs 2
2019-01-29 00:46:51,803 TEST : loss 1.26070452 - f-score 0.9299 - acc 0.9299
2019-01-29 00:46:51,811 ----------------------------------------------------------------------------------------------------
2019-01-29 00:46:51,954 epoch 100 - iter 0/577 - loss 0.01420003
2019-01-29 00:46:59,562 epoch 100 - iter 57/577 - loss 0.11296642
2019-01-29 00:47:07,792 epoch 100 - iter 114/577 - loss 0.12261115
2019-01-29 00:47:15,991 epoch 100 - iter 171/577 - loss 0.12041112
2019-01-29 00:47:24,079 epoch 100 - iter 228/577 - loss 0.11876905
2019-01-29 00:47:32,041 epoch 100 - iter 285/577 - loss 0.11686034
2019-01-29 00:47:39,918 epoch 100 - iter 342/577 - loss 0.11380555
2019-01-29 00:47:47,691 epoch 100 - iter 399/577 - loss 0.11472502
2019-01-29 00:47:55,554 epoch 100 - iter 456/577 - loss 0.11254812
2019-01-29 00:48:03,544 epoch 100 - iter 513/577 - loss 0.11527640
2019-01-29 00:48:11,415 epoch 100 - iter 570/577 - loss 0.11822696
2019-01-29 00:48:12,876 ----------------------------------------------------------------------------------------------------
2019-01-29 00:48:12,876 EPOCH 100 done: loss 0.1182 - lr 0.0004 - bad epochs 0
2019-01-29 00:48:28,556 TEST : loss 1.26036882 - f-score 0.9302 - acc 0.9302
2019-01-29 00:48:28,559 ----------------------------------------------------------------------------------------------------
2019-01-29 00:48:28,712 epoch 101 - iter 0/577 - loss 0.15468860
2019-01-29 00:48:36,636 epoch 101 - iter 57/577 - loss 0.11864988
2019-01-29 00:48:44,468 epoch 101 - iter 114/577 - loss 0.11483973
2019-01-29 00:48:52,492 epoch 101 - iter 171/577 - loss 0.12725801
2019-01-29 00:49:00,731 epoch 101 - iter 228/577 - loss 0.12223653
2019-01-29 00:49:08,662 epoch 101 - iter 285/577 - loss 0.12142365
2019-01-29 00:49:16,646 epoch 101 - iter 342/577 - loss 0.11627271
2019-01-29 00:49:24,693 epoch 101 - iter 399/577 - loss 0.11797012
2019-01-29 00:49:32,616 epoch 101 - iter 456/577 - loss 0.12001459
2019-01-29 00:49:40,467 epoch 101 - iter 513/577 - loss 0.11915776
2019-01-29 00:49:48,494 epoch 101 - iter 570/577 - loss 0.11918118
2019-01-29 00:49:50,211 ----------------------------------------------------------------------------------------------------
2019-01-29 00:49:50,211 EPOCH 101 done: loss 0.1189 - lr 0.0004 - bad epochs 1
2019-01-29 00:50:04,674 TEST : loss 1.25994790 - f-score 0.9302 - acc 0.9302
2019-01-29 00:50:04,681 ----------------------------------------------------------------------------------------------------
2019-01-29 00:50:04,810 epoch 102 - iter 0/577 - loss 0.00774074
2019-01-29 00:50:12,926 epoch 102 - iter 57/577 - loss 0.08698696
2019-01-29 00:50:20,731 epoch 102 - iter 114/577 - loss 0.12493219
2019-01-29 00:50:28,835 epoch 102 - iter 171/577 - loss 0.12157083
2019-01-29 00:50:36,847 epoch 102 - iter 228/577 - loss 0.12334214
2019-01-29 00:50:44,535 epoch 102 - iter 285/577 - loss 0.12570530
2019-01-29 00:50:52,751 epoch 102 - iter 342/577 - loss 0.12048655
2019-01-29 00:51:00,825 epoch 102 - iter 399/577 - loss 0.11594564
2019-01-29 00:51:08,848 epoch 102 - iter 456/577 - loss 0.11980097
2019-01-29 00:51:16,903 epoch 102 - iter 513/577 - loss 0.12285452
2019-01-29 00:51:24,935 epoch 102 - iter 570/577 - loss 0.12247151
2019-01-29 00:51:26,597 ----------------------------------------------------------------------------------------------------
2019-01-29 00:51:26,598 EPOCH 102 done: loss 0.1217 - lr 0.0004 - bad epochs 2
2019-01-29 00:51:41,240 TEST : loss 1.26044536 - f-score 0.9302 - acc 0.9302
2019-01-29 00:51:41,252 ----------------------------------------------------------------------------------------------------
2019-01-29 00:51:41,399 epoch 103 - iter 0/577 - loss 0.04173124
2019-01-29 00:51:49,315 epoch 103 - iter 57/577 - loss 0.11281609
2019-01-29 00:51:57,481 epoch 103 - iter 114/577 - loss 0.11721004
2019-01-29 00:52:05,406 epoch 103 - iter 171/577 - loss 0.11496937
2019-01-29 00:52:13,356 epoch 103 - iter 228/577 - loss 0.11926955
2019-01-29 00:52:21,050 epoch 103 - iter 285/577 - loss 0.12783497
2019-01-29 00:52:29,215 epoch 103 - iter 342/577 - loss 0.13159343
2019-01-29 00:52:37,213 epoch 103 - iter 399/577 - loss 0.13105786
2019-01-29 00:52:45,217 epoch 103 - iter 456/577 - loss 0.13406271
2019-01-29 00:52:53,041 epoch 103 - iter 513/577 - loss 0.13062664
2019-01-29 00:53:00,932 epoch 103 - iter 570/577 - loss 0.12885255
2019-01-29 00:53:02,359 ----------------------------------------------------------------------------------------------------
2019-01-29 00:53:02,360 EPOCH 103 done: loss 0.1287 - lr 0.0004 - bad epochs 3
2019-01-29 00:53:17,008 TEST : loss 1.26087761 - f-score 0.9304 - acc 0.9304
2019-01-29 00:53:17,018 ----------------------------------------------------------------------------------------------------
2019-01-29 00:53:17,170 epoch 104 - iter 0/577 - loss 0.05679071
2019-01-29 00:53:25,249 epoch 104 - iter 57/577 - loss 0.15406782
2019-01-29 00:53:33,354 epoch 104 - iter 114/577 - loss 0.14119024
2019-01-29 00:53:41,617 epoch 104 - iter 171/577 - loss 0.13545201
2019-01-29 00:53:49,465 epoch 104 - iter 228/577 - loss 0.12966163
2019-01-29 00:53:57,392 epoch 104 - iter 285/577 - loss 0.12831768
2019-01-29 00:54:05,534 epoch 104 - iter 342/577 - loss 0.12589405
2019-01-29 00:54:13,544 epoch 104 - iter 399/577 - loss 0.12338093
2019-01-29 00:54:21,677 epoch 104 - iter 456/577 - loss 0.12825636
2019-01-29 00:54:29,723 epoch 104 - iter 513/577 - loss 0.12545530
2019-01-29 00:54:37,646 epoch 104 - iter 570/577 - loss 0.12355547
2019-01-29 00:54:39,300 ----------------------------------------------------------------------------------------------------
2019-01-29 00:54:39,300 EPOCH 104 done: loss 0.1242 - lr 0.0002 - bad epochs 0
2019-01-29 00:54:53,779 TEST : loss 1.26117480 - f-score 0.9302 - acc 0.9302
2019-01-29 00:54:53,794 ----------------------------------------------------------------------------------------------------
2019-01-29 00:54:53,953 epoch 105 - iter 0/577 - loss 0.24339312
2019-01-29 00:55:01,950 epoch 105 - iter 57/577 - loss 0.10930799
2019-01-29 00:55:10,095 epoch 105 - iter 114/577 - loss 0.11396204
2019-01-29 00:55:18,323 epoch 105 - iter 171/577 - loss 0.11340837
2019-01-29 00:55:26,255 epoch 105 - iter 228/577 - loss 0.12620831
2019-01-29 00:55:34,255 epoch 105 - iter 285/577 - loss 0.12012825
2019-01-29 00:55:42,245 epoch 105 - iter 342/577 - loss 0.11909685
2019-01-29 00:55:50,403 epoch 105 - iter 399/577 - loss 0.11880505
2019-01-29 00:55:58,582 epoch 105 - iter 456/577 - loss 0.11950478
2019-01-29 00:56:06,319 epoch 105 - iter 513/577 - loss 0.11775077
2019-01-29 00:56:14,239 epoch 105 - iter 570/577 - loss 0.12183364
2019-01-29 00:56:15,878 ----------------------------------------------------------------------------------------------------
2019-01-29 00:56:15,878 EPOCH 105 done: loss 0.1221 - lr 0.0002 - bad epochs 1
2019-01-29 00:56:30,493 TEST : loss 1.26126766 - f-score 0.9302 - acc 0.9302
2019-01-29 00:56:30,498 ----------------------------------------------------------------------------------------------------
2019-01-29 00:56:30,638 epoch 106 - iter 0/577 - loss 0.00391787
2019-01-29 00:56:38,620 epoch 106 - iter 57/577 - loss 0.11422559
2019-01-29 00:56:46,682 epoch 106 - iter 114/577 - loss 0.10365037
2019-01-29 00:56:54,367 epoch 106 - iter 171/577 - loss 0.10007328
2019-01-29 00:57:02,153 epoch 106 - iter 228/577 - loss 0.09844962
2019-01-29 00:57:10,240 epoch 106 - iter 285/577 - loss 0.09913735
2019-01-29 00:57:18,184 epoch 106 - iter 342/577 - loss 0.10670007
2019-01-29 00:57:26,346 epoch 106 - iter 399/577 - loss 0.11650461
2019-01-29 00:57:34,287 epoch 106 - iter 456/577 - loss 0.11944740
2019-01-29 00:57:42,354 epoch 106 - iter 513/577 - loss 0.11858749
2019-01-29 00:57:50,638 epoch 106 - iter 570/577 - loss 0.12068039
2019-01-29 00:57:52,177 ----------------------------------------------------------------------------------------------------
2019-01-29 00:57:52,178 EPOCH 106 done: loss 0.1203 - lr 0.0002 - bad epochs 2
2019-01-29 00:58:06,659 TEST : loss 1.26130915 - f-score 0.9302 - acc 0.9302
2019-01-29 00:58:06,669 ----------------------------------------------------------------------------------------------------
2019-01-29 00:58:06,815 epoch 107 - iter 0/577 - loss 0.24708343
2019-01-29 00:58:14,629 epoch 107 - iter 57/577 - loss 0.10935661
2019-01-29 00:58:22,643 epoch 107 - iter 114/577 - loss 0.10798439
2019-01-29 00:58:30,467 epoch 107 - iter 171/577 - loss 0.11170033
2019-01-29 00:58:38,326 epoch 107 - iter 228/577 - loss 0.12159347
2019-01-29 00:58:46,290 epoch 107 - iter 285/577 - loss 0.11952698
2019-01-29 00:58:54,823 epoch 107 - iter 342/577 - loss 0.12704613
2019-01-29 00:59:03,331 epoch 107 - iter 399/577 - loss 0.13043062
2019-01-29 00:59:11,446 epoch 107 - iter 456/577 - loss 0.12782136
2019-01-29 00:59:19,571 epoch 107 - iter 513/577 - loss 0.12608071
2019-01-29 00:59:27,572 epoch 107 - iter 570/577 - loss 0.12362267
2019-01-29 00:59:29,159 ----------------------------------------------------------------------------------------------------
2019-01-29 00:59:29,159 EPOCH 107 done: loss 0.1237 - lr 0.0002 - bad epochs 3
2019-01-29 00:59:43,742 TEST : loss 1.26109767 - f-score 0.9302 - acc 0.9302
2019-01-29 00:59:43,756 ----------------------------------------------------------------------------------------------------
2019-01-29 00:59:43,756 ----------------------------------------------------------------------------------------------------
2019-01-29 00:59:43,756 learning rate too small - quitting training!
2019-01-29 00:59:43,756 ----------------------------------------------------------------------------------------------------
2019-01-29 01:00:06,731 ----------------------------------------------------------------------------------------------------
2019-01-29 01:00:06,737 Testing using best model ...
2019-01-29 01:00:21,078 MICRO_AVG: acc 0.9302 - f1-score 0.9302
2019-01-29 01:00:21,084 MACRO_AVG: acc 0.9167 - f1-score 0.9132
2019-01-29 01:00:21,084 LOC        tp: 1571 - fp: 102 - fn: 97 - tn: 1571 - precision: 0.9390 - recall: 0.9418 - accuracy: 0.9404 - f1-score: 0.9404
2019-01-29 01:00:21,085 MISC       tp: 591 - fp: 124 - fn: 111 - tn: 591 - precision: 0.8266 - recall: 0.8419 - accuracy: 0.8342 - f1-score: 0.8342
2019-01-29 01:00:21,085 ORG        tp: 1537 - fp: 147 - fn: 124 - tn: 1537 - precision: 0.9127 - recall: 0.9253 - accuracy: 0.9190 - f1-score: 0.9190
2019-01-29 01:00:21,085 PER        tp: 1572 - fp: 41 - fn: 45 - tn: 1572 - precision: 0.9746 - recall: 0.9722 - accuracy: 0.9734 - f1-score: 0.9734
2019-01-29 01:00:21,085 ----------------------------------------------------------------------------------------------------
2019-01-29 01:00:21,094 Reading data from /home/aakbik/.flair/datasets/conll_03
2019-01-29 01:00:21,094 Train: /home/aakbik/.flair/datasets/conll_03/eng.train
2019-01-29 01:00:21,094 Dev: /home/aakbik/.flair/datasets/conll_03/eng.testa
2019-01-29 01:00:21,094 Test: /home/aakbik/.flair/datasets/conll_03/eng.testb
2019-01-29 01:00:28,062 ----------------------------------------------------------------------------------------------------
2019-01-29 01:00:28,066 Evaluation method: MICRO_F1_SCORE
2019-01-29 01:00:28,077 ----------------------------------------------------------------------------------------------------
2019-01-29 01:00:28,367 epoch 1 - iter 0/577 - loss 33.59393311
2019-01-29 01:00:42,480 epoch 1 - iter 57/577 - loss 9.00707858
2019-01-29 01:00:56,758 epoch 1 - iter 114/577 - loss 6.36790241
2019-01-29 01:01:10,594 epoch 1 - iter 171/577 - loss 5.21321150
2019-01-29 01:01:24,681 epoch 1 - iter 228/577 - loss 4.51594697
2019-01-29 01:01:38,045 epoch 1 - iter 285/577 - loss 4.01089775
2019-01-29 01:01:51,704 epoch 1 - iter 342/577 - loss 3.65743114
2019-01-29 01:02:05,608 epoch 1 - iter 399/577 - loss 3.37254430
2019-01-29 01:02:24,778 epoch 1 - iter 456/577 - loss 3.13984221
2019-01-29 01:02:38,887 epoch 1 - iter 513/577 - loss 2.96442370
2019-01-29 01:02:52,638 epoch 1 - iter 570/577 - loss 2.81414948
2019-01-29 01:02:54,936 ----------------------------------------------------------------------------------------------------
2019-01-29 01:02:54,936 EPOCH 1 done: loss 2.7980 - lr 0.1000 - bad epochs 0
2019-01-29 01:03:19,544 TEST : loss 1.01392806 - f-score 0.8752 - acc 0.8752
2019-01-29 01:03:19,561 ----------------------------------------------------------------------------------------------------
2019-01-29 01:03:19,710 epoch 2 - iter 0/577 - loss 1.86985469
2019-01-29 01:03:27,542 epoch 2 - iter 57/577 - loss 1.31893482
2019-01-29 01:03:35,541 epoch 2 - iter 114/577 - loss 1.35129197
2019-01-29 01:03:43,645 epoch 2 - iter 171/577 - loss 1.29098855
2019-01-29 01:03:51,680 epoch 2 - iter 228/577 - loss 1.26245847
2019-01-29 01:03:59,812 epoch 2 - iter 285/577 - loss 1.22970981
2019-01-29 01:04:07,904 epoch 2 - iter 342/577 - loss 1.20604476
2019-01-29 01:04:16,180 epoch 2 - iter 399/577 - loss 1.19718157
2019-01-29 01:04:24,260 epoch 2 - iter 456/577 - loss 1.18715948
2019-01-29 01:04:32,310 epoch 2 - iter 513/577 - loss 1.17226201
2019-01-29 01:04:40,285 epoch 2 - iter 570/577 - loss 1.15436235
2019-01-29 01:04:41,842 ----------------------------------------------------------------------------------------------------
2019-01-29 01:04:41,842 EPOCH 2 done: loss 1.1533 - lr 0.1000 - bad epochs 0
2019-01-29 01:04:56,330 TEST : loss 0.96561593 - f-score 0.8841 - acc 0.8841
2019-01-29 01:04:56,345 ----------------------------------------------------------------------------------------------------
2019-01-29 01:04:56,492 epoch 3 - iter 0/577 - loss 0.59276509
2019-01-29 01:05:04,433 epoch 3 - iter 57/577 - loss 0.91164135
2019-01-29 01:05:12,632 epoch 3 - iter 114/577 - loss 0.98738275
2019-01-29 01:05:20,567 epoch 3 - iter 171/577 - loss 0.96230379
2019-01-29 01:05:28,822 epoch 3 - iter 228/577 - loss 0.94665809
2019-01-29 01:05:37,255 epoch 3 - iter 285/577 - loss 0.95323375
2019-01-29 01:05:45,609 epoch 3 - iter 342/577 - loss 0.93203168
2019-01-29 01:05:53,450 epoch 3 - iter 399/577 - loss 0.92164617
2019-01-29 01:06:01,826 epoch 3 - iter 456/577 - loss 0.91274997
2019-01-29 01:06:09,710 epoch 3 - iter 513/577 - loss 0.90949384
2019-01-29 01:06:17,870 epoch 3 - iter 570/577 - loss 0.91036330
2019-01-29 01:06:19,436 ----------------------------------------------------------------------------------------------------
2019-01-29 01:06:19,436 EPOCH 3 done: loss 0.9077 - lr 0.1000 - bad epochs 0
2019-01-29 01:06:33,866 TEST : loss 0.75733072 - f-score 0.9120 - acc 0.9120
2019-01-29 01:06:33,875 ----------------------------------------------------------------------------------------------------
2019-01-29 01:06:34,012 epoch 4 - iter 0/577 - loss 0.57702684
2019-01-29 01:06:42,082 epoch 4 - iter 57/577 - loss 0.73972850
2019-01-29 01:06:50,281 epoch 4 - iter 114/577 - loss 0.73479445
2019-01-29 01:06:58,315 epoch 4 - iter 171/577 - loss 0.75004574
2019-01-29 01:07:06,617 epoch 4 - iter 228/577 - loss 0.77004498
2019-01-29 01:07:14,612 epoch 4 - iter 285/577 - loss 0.78676492
2019-01-29 01:07:22,487 epoch 4 - iter 342/577 - loss 0.78939256
2019-01-29 01:07:30,491 epoch 4 - iter 399/577 - loss 0.78873842
2019-01-29 01:07:38,425 epoch 4 - iter 456/577 - loss 0.77695616
2019-01-29 01:07:46,398 epoch 4 - iter 513/577 - loss 0.77289113
2019-01-29 01:07:54,728 epoch 4 - iter 570/577 - loss 0.76508174
2019-01-29 01:07:56,404 ----------------------------------------------------------------------------------------------------
2019-01-29 01:07:56,404 EPOCH 4 done: loss 0.7628 - lr 0.1000 - bad epochs 0
2019-01-29 01:08:10,874 TEST : loss 0.76808530 - f-score 0.9170 - acc 0.9170
2019-01-29 01:08:10,884 ----------------------------------------------------------------------------------------------------
2019-01-29 01:08:11,041 epoch 5 - iter 0/577 - loss 0.56891322
2019-01-29 01:08:19,018 epoch 5 - iter 57/577 - loss 0.65719474
2019-01-29 01:08:27,232 epoch 5 - iter 114/577 - loss 0.66578463
2019-01-29 01:08:35,481 epoch 5 - iter 171/577 - loss 0.65907287
2019-01-29 01:08:43,293 epoch 5 - iter 228/577 - loss 0.65954412
2019-01-29 01:08:51,053 epoch 5 - iter 285/577 - loss 0.66166095
2019-01-29 01:08:59,283 epoch 5 - iter 342/577 - loss 0.65930143
2019-01-29 01:09:07,438 epoch 5 - iter 399/577 - loss 0.66199453
2019-01-29 01:09:15,498 epoch 5 - iter 456/577 - loss 0.66738065
2019-01-29 01:09:23,699 epoch 5 - iter 513/577 - loss 0.66115521
2019-01-29 01:09:31,936 epoch 5 - iter 570/577 - loss 0.65950448
2019-01-29 01:09:33,660 ----------------------------------------------------------------------------------------------------
2019-01-29 01:09:33,660 EPOCH 5 done: loss 0.6601 - lr 0.1000 - bad epochs 0
2019-01-29 01:09:48,109 TEST : loss 0.74967456 - f-score 0.9179 - acc 0.9180
2019-01-29 01:09:48,118 ----------------------------------------------------------------------------------------------------
2019-01-29 01:09:48,278 epoch 6 - iter 0/577 - loss 0.18893769
2019-01-29 01:09:56,526 epoch 6 - iter 57/577 - loss 0.65349564
2019-01-29 01:10:04,568 epoch 6 - iter 114/577 - loss 0.63400169
2019-01-29 01:10:12,805 epoch 6 - iter 171/577 - loss 0.63461074
2019-01-29 01:10:20,887 epoch 6 - iter 228/577 - loss 0.62276107
2019-01-29 01:10:28,826 epoch 6 - iter 285/577 - loss 0.63387052
2019-01-29 01:10:36,909 epoch 6 - iter 342/577 - loss 0.65322407
2019-01-29 01:10:44,667 epoch 6 - iter 399/577 - loss 0.64083149
2019-01-29 01:10:52,518 epoch 6 - iter 456/577 - loss 0.63562384
2019-01-29 01:11:00,455 epoch 6 - iter 513/577 - loss 0.64514299
2019-01-29 01:11:08,512 epoch 6 - iter 570/577 - loss 0.63812366
2019-01-29 01:11:09,973 ----------------------------------------------------------------------------------------------------
2019-01-29 01:11:09,973 EPOCH 6 done: loss 0.6381 - lr 0.1000 - bad epochs 0
2019-01-29 01:11:24,521 TEST : loss 0.75661230 - f-score 0.9158 - acc 0.9158
2019-01-29 01:11:24,535 ----------------------------------------------------------------------------------------------------
2019-01-29 01:11:24,669 epoch 7 - iter 0/577 - loss 0.32615483
2019-01-29 01:11:32,914 epoch 7 - iter 57/577 - loss 0.56685176
2019-01-29 01:11:40,992 epoch 7 - iter 114/577 - loss 0.54380978
2019-01-29 01:11:49,101 epoch 7 - iter 171/577 - loss 0.55227326
2019-01-29 01:11:56,989 epoch 7 - iter 228/577 - loss 0.54786081
2019-01-29 01:12:05,072 epoch 7 - iter 285/577 - loss 0.55136546
2019-01-29 01:12:13,017 epoch 7 - iter 342/577 - loss 0.55728567
2019-01-29 01:12:21,032 epoch 7 - iter 399/577 - loss 0.55459585
2019-01-29 01:12:29,208 epoch 7 - iter 456/577 - loss 0.55698265
2019-01-29 01:12:37,085 epoch 7 - iter 513/577 - loss 0.56093879
2019-01-29 01:12:45,286 epoch 7 - iter 570/577 - loss 0.56622950
2019-01-29 01:12:46,943 ----------------------------------------------------------------------------------------------------
2019-01-29 01:12:46,944 EPOCH 7 done: loss 0.5657 - lr 0.1000 - bad epochs 0
2019-01-29 01:13:02,722 TEST : loss 0.76898348 - f-score 0.9203 - acc 0.9203
2019-01-29 01:13:02,735 ----------------------------------------------------------------------------------------------------
2019-01-29 01:13:02,908 epoch 8 - iter 0/577 - loss 0.48209134
2019-01-29 01:13:10,944 epoch 8 - iter 57/577 - loss 0.53561583
2019-01-29 01:13:18,896 epoch 8 - iter 114/577 - loss 0.52069328
2019-01-29 01:13:26,970 epoch 8 - iter 171/577 - loss 0.52703980
2019-01-29 01:13:35,247 epoch 8 - iter 228/577 - loss 0.51191157
2019-01-29 01:13:43,304 epoch 8 - iter 285/577 - loss 0.52295274
2019-01-29 01:13:51,533 epoch 8 - iter 342/577 - loss 0.52018705
2019-01-29 01:13:59,590 epoch 8 - iter 399/577 - loss 0.51625358
2019-01-29 01:14:07,514 epoch 8 - iter 456/577 - loss 0.51274354
2019-01-29 01:14:15,685 epoch 8 - iter 513/577 - loss 0.51739412
2019-01-29 01:14:23,815 epoch 8 - iter 570/577 - loss 0.51978977
2019-01-29 01:14:25,296 ----------------------------------------------------------------------------------------------------
2019-01-29 01:14:25,296 EPOCH 8 done: loss 0.5215 - lr 0.1000 - bad epochs 0
2019-01-29 01:14:39,820 TEST : loss 0.77402031 - f-score 0.9180 - acc 0.9180
2019-01-29 01:14:39,828 ----------------------------------------------------------------------------------------------------
2019-01-29 01:14:39,962 epoch 9 - iter 0/577 - loss 0.60450989
2019-01-29 01:14:48,135 epoch 9 - iter 57/577 - loss 0.51071742
2019-01-29 01:14:56,059 epoch 9 - iter 114/577 - loss 0.51270577
2019-01-29 01:15:04,103 epoch 9 - iter 171/577 - loss 0.52365286
2019-01-29 01:15:12,220 epoch 9 - iter 228/577 - loss 0.51965671
2019-01-29 01:15:20,140 epoch 9 - iter 285/577 - loss 0.51408058
2019-01-29 01:15:28,060 epoch 9 - iter 342/577 - loss 0.51220593
2019-01-29 01:15:36,153 epoch 9 - iter 399/577 - loss 0.50055262
2019-01-29 01:15:44,257 epoch 9 - iter 456/577 - loss 0.50637004
2019-01-29 01:15:52,531 epoch 9 - iter 513/577 - loss 0.50943996
2019-01-29 01:16:00,403 epoch 9 - iter 570/577 - loss 0.51114282
2019-01-29 01:16:01,938 ----------------------------------------------------------------------------------------------------
2019-01-29 01:16:01,943 EPOCH 9 done: loss 0.5094 - lr 0.1000 - bad epochs 0
2019-01-29 01:16:16,517 TEST : loss 0.73582244 - f-score 0.9208 - acc 0.9208
2019-01-29 01:16:16,525 ----------------------------------------------------------------------------------------------------
2019-01-29 01:16:16,666 epoch 10 - iter 0/577 - loss 0.05044287
2019-01-29 01:16:24,841 epoch 10 - iter 57/577 - loss 0.48627157
2019-01-29 01:16:32,796 epoch 10 - iter 114/577 - loss 0.50354754
2019-01-29 01:16:40,787 epoch 10 - iter 171/577 - loss 0.49519485
2019-01-29 01:16:48,763 epoch 10 - iter 228/577 - loss 0.48742099
2019-01-29 01:16:56,659 epoch 10 - iter 285/577 - loss 0.47611587
2019-01-29 01:17:04,744 epoch 10 - iter 342/577 - loss 0.48215932
2019-01-29 01:17:12,879 epoch 10 - iter 399/577 - loss 0.47834361
2019-01-29 01:17:21,043 epoch 10 - iter 456/577 - loss 0.47594544
2019-01-29 01:17:28,947 epoch 10 - iter 513/577 - loss 0.47956381
2019-01-29 01:17:37,009 epoch 10 - iter 570/577 - loss 0.48247230
2019-01-29 01:17:38,656 ----------------------------------------------------------------------------------------------------
2019-01-29 01:17:38,656 EPOCH 10 done: loss 0.4824 - lr 0.1000 - bad epochs 0
2019-01-29 01:17:53,316 TEST : loss 0.75691622 - f-score 0.9211 - acc 0.9211
2019-01-29 01:17:53,324 ----------------------------------------------------------------------------------------------------
2019-01-29 01:17:53,477 epoch 11 - iter 0/577 - loss 0.60950971
2019-01-29 01:18:01,648 epoch 11 - iter 57/577 - loss 0.42260518
2019-01-29 01:18:10,009 epoch 11 - iter 114/577 - loss 0.43753722
2019-01-29 01:18:17,949 epoch 11 - iter 171/577 - loss 0.46446260
2019-01-29 01:18:26,101 epoch 11 - iter 228/577 - loss 0.46594530
2019-01-29 01:18:34,212 epoch 11 - iter 285/577 - loss 0.46003020
2019-01-29 01:18:42,272 epoch 11 - iter 342/577 - loss 0.45873021
2019-01-29 01:18:50,306 epoch 11 - iter 399/577 - loss 0.46226784
2019-01-29 01:18:58,449 epoch 11 - iter 456/577 - loss 0.46145669
2019-01-29 01:19:06,440 epoch 11 - iter 513/577 - loss 0.45758787
2019-01-29 01:19:14,670 epoch 11 - iter 570/577 - loss 0.45990409
2019-01-29 01:19:16,246 ----------------------------------------------------------------------------------------------------
2019-01-29 01:19:16,246 EPOCH 11 done: loss 0.4610 - lr 0.1000 - bad epochs 0
2019-01-29 01:19:30,913 TEST : loss 0.75377804 - f-score 0.9216 - acc 0.9216
2019-01-29 01:19:30,925 ----------------------------------------------------------------------------------------------------
2019-01-29 01:19:31,072 epoch 12 - iter 0/577 - loss 0.37798950
2019-01-29 01:19:38,766 epoch 12 - iter 57/577 - loss 0.36161601
2019-01-29 01:19:46,456 epoch 12 - iter 114/577 - loss 0.44510916
2019-01-29 01:19:54,360 epoch 12 - iter 171/577 - loss 0.45300638
2019-01-29 01:20:02,368 epoch 12 - iter 228/577 - loss 0.46087971
2019-01-29 01:20:10,320 epoch 12 - iter 285/577 - loss 0.47439297
2019-01-29 01:20:18,605 epoch 12 - iter 342/577 - loss 0.46782338
2019-01-29 01:20:26,628 epoch 12 - iter 399/577 - loss 0.46716916
2019-01-29 01:20:34,595 epoch 12 - iter 456/577 - loss 0.46079891
2019-01-29 01:20:42,715 epoch 12 - iter 513/577 - loss 0.46290037
2019-01-29 01:20:50,807 epoch 12 - iter 570/577 - loss 0.46760491
2019-01-29 01:20:52,289 ----------------------------------------------------------------------------------------------------
2019-01-29 01:20:52,290 EPOCH 12 done: loss 0.4666 - lr 0.1000 - bad epochs 0
2019-01-29 01:21:06,759 TEST : loss 0.82338214 - f-score 0.9242 - acc 0.9242
2019-01-29 01:21:06,768 ----------------------------------------------------------------------------------------------------
2019-01-29 01:21:06,912 epoch 13 - iter 0/577 - loss 0.37448001
2019-01-29 01:21:15,022 epoch 13 - iter 57/577 - loss 0.37764651
2019-01-29 01:21:22,900 epoch 13 - iter 114/577 - loss 0.39624227
2019-01-29 01:21:30,939 epoch 13 - iter 171/577 - loss 0.40925015
2019-01-29 01:21:38,777 epoch 13 - iter 228/577 - loss 0.41576678
2019-01-29 01:21:46,810 epoch 13 - iter 285/577 - loss 0.41694127
2019-01-29 01:21:54,732 epoch 13 - iter 342/577 - loss 0.41324403
2019-01-29 01:22:02,838 epoch 13 - iter 399/577 - loss 0.41473534
2019-01-29 01:22:10,908 epoch 13 - iter 456/577 - loss 0.42309314
2019-01-29 01:22:19,333 epoch 13 - iter 513/577 - loss 0.42885900
2019-01-29 01:22:27,521 epoch 13 - iter 570/577 - loss 0.42956516
2019-01-29 01:22:29,161 ----------------------------------------------------------------------------------------------------
2019-01-29 01:22:29,162 EPOCH 13 done: loss 0.4297 - lr 0.1000 - bad epochs 1
2019-01-29 01:22:43,828 TEST : loss 0.83071774 - f-score 0.9254 - acc 0.9254
2019-01-29 01:22:43,837 ----------------------------------------------------------------------------------------------------
2019-01-29 01:22:43,977 epoch 14 - iter 0/577 - loss 0.39264208
2019-01-29 01:22:52,370 epoch 14 - iter 57/577 - loss 0.38522221
2019-01-29 01:23:00,209 epoch 14 - iter 114/577 - loss 0.39764224
2019-01-29 01:23:08,349 epoch 14 - iter 171/577 - loss 0.37313260
2019-01-29 01:23:16,412 epoch 14 - iter 228/577 - loss 0.37113117
2019-01-29 01:23:24,608 epoch 14 - iter 285/577 - loss 0.38175899
2019-01-29 01:23:32,491 epoch 14 - iter 342/577 - loss 0.39769961
2019-01-29 01:23:40,415 epoch 14 - iter 399/577 - loss 0.39893734
2019-01-29 01:23:48,398 epoch 14 - iter 456/577 - loss 0.39861357
2019-01-29 01:23:56,250 epoch 14 - iter 513/577 - loss 0.39902876
2019-01-29 01:24:04,190 epoch 14 - iter 570/577 - loss 0.40370198
2019-01-29 01:24:05,788 ----------------------------------------------------------------------------------------------------
2019-01-29 01:24:05,788 EPOCH 14 done: loss 0.4025 - lr 0.1000 - bad epochs 0
2019-01-29 01:24:20,386 TEST : loss 0.79967207 - f-score 0.9247 - acc 0.9247
2019-01-29 01:24:20,398 ----------------------------------------------------------------------------------------------------
2019-01-29 01:24:20,537 epoch 15 - iter 0/577 - loss 0.09775469
2019-01-29 01:24:28,582 epoch 15 - iter 57/577 - loss 0.39047854
2019-01-29 01:24:36,731 epoch 15 - iter 114/577 - loss 0.39303785
2019-01-29 01:24:45,128 epoch 15 - iter 171/577 - loss 0.37622057
2019-01-29 01:24:53,117 epoch 15 - iter 228/577 - loss 0.39882159
2019-01-29 01:25:01,136 epoch 15 - iter 285/577 - loss 0.39299296
2019-01-29 01:25:09,002 epoch 15 - iter 342/577 - loss 0.39818983
2019-01-29 01:25:17,141 epoch 15 - iter 399/577 - loss 0.40328834
2019-01-29 01:25:25,490 epoch 15 - iter 456/577 - loss 0.40218715
2019-01-29 01:25:33,498 epoch 15 - iter 513/577 - loss 0.39833184
2019-01-29 01:25:41,597 epoch 15 - iter 570/577 - loss 0.39252772
2019-01-29 01:25:43,179 ----------------------------------------------------------------------------------------------------
2019-01-29 01:25:43,179 EPOCH 15 done: loss 0.3932 - lr 0.1000 - bad epochs 0
2019-01-29 01:25:57,735 TEST : loss 0.77456194 - f-score 0.9255 - acc 0.9255
2019-01-29 01:25:57,745 ----------------------------------------------------------------------------------------------------
2019-01-29 01:25:57,901 epoch 16 - iter 0/577 - loss 0.29957345
2019-01-29 01:26:06,270 epoch 16 - iter 57/577 - loss 0.31479072
2019-01-29 01:26:14,313 epoch 16 - iter 114/577 - loss 0.35039789
2019-01-29 01:26:22,488 epoch 16 - iter 171/577 - loss 0.33690793
2019-01-29 01:26:30,895 epoch 16 - iter 228/577 - loss 0.35179627
2019-01-29 01:26:38,969 epoch 16 - iter 285/577 - loss 0.36166286
2019-01-29 01:26:47,148 epoch 16 - iter 342/577 - loss 0.36668053
2019-01-29 01:26:55,169 epoch 16 - iter 399/577 - loss 0.37386826
2019-01-29 01:27:03,570 epoch 16 - iter 456/577 - loss 0.37789239
2019-01-29 01:27:11,811 epoch 16 - iter 513/577 - loss 0.38288253
2019-01-29 01:27:20,052 epoch 16 - iter 570/577 - loss 0.38907228
2019-01-29 01:27:21,777 ----------------------------------------------------------------------------------------------------
2019-01-29 01:27:21,777 EPOCH 16 done: loss 0.3897 - lr 0.1000 - bad epochs 0
2019-01-29 01:27:36,315 TEST : loss 0.81258678 - f-score 0.9238 - acc 0.9239
2019-01-29 01:27:36,333 ----------------------------------------------------------------------------------------------------
2019-01-29 01:27:36,473 epoch 17 - iter 0/577 - loss 0.07454097
2019-01-29 01:27:44,656 epoch 17 - iter 57/577 - loss 0.33421675
2019-01-29 01:27:52,575 epoch 17 - iter 114/577 - loss 0.35632435
2019-01-29 01:28:00,557 epoch 17 - iter 171/577 - loss 0.36325244
2019-01-29 01:28:08,586 epoch 17 - iter 228/577 - loss 0.37035434
2019-01-29 01:28:16,709 epoch 17 - iter 285/577 - loss 0.36213406
2019-01-29 01:28:24,632 epoch 17 - iter 342/577 - loss 0.35938729
2019-01-29 01:28:32,501 epoch 17 - iter 399/577 - loss 0.35522124
2019-01-29 01:28:40,582 epoch 17 - iter 456/577 - loss 0.36101677
2019-01-29 01:28:49,000 epoch 17 - iter 513/577 - loss 0.36282539
2019-01-29 01:28:56,976 epoch 17 - iter 570/577 - loss 0.36241917
2019-01-29 01:28:59,430 ----------------------------------------------------------------------------------------------------
2019-01-29 01:28:59,430 EPOCH 17 done: loss 0.3632 - lr 0.1000 - bad epochs 0
2019-01-29 01:29:14,121 TEST : loss 0.80969173 - f-score 0.9247 - acc 0.9247
2019-01-29 01:29:14,138 ----------------------------------------------------------------------------------------------------
2019-01-29 01:29:14,284 epoch 18 - iter 0/577 - loss 0.23022810
2019-01-29 01:29:22,213 epoch 18 - iter 57/577 - loss 0.31194364
2019-01-29 01:29:30,140 epoch 18 - iter 114/577 - loss 0.33123263
2019-01-29 01:29:38,313 epoch 18 - iter 171/577 - loss 0.35973702
2019-01-29 01:29:46,292 epoch 18 - iter 228/577 - loss 0.36596905
2019-01-29 01:29:54,259 epoch 18 - iter 285/577 - loss 0.36437915
2019-01-29 01:30:02,322 epoch 18 - iter 342/577 - loss 0.36589832
2019-01-29 01:30:10,613 epoch 18 - iter 399/577 - loss 0.36517144
2019-01-29 01:30:18,636 epoch 18 - iter 456/577 - loss 0.36951376
2019-01-29 01:30:26,752 epoch 18 - iter 513/577 - loss 0.36615406
2019-01-29 01:30:34,549 epoch 18 - iter 570/577 - loss 0.36771158
2019-01-29 01:30:36,155 ----------------------------------------------------------------------------------------------------
2019-01-29 01:30:36,155 EPOCH 18 done: loss 0.3675 - lr 0.1000 - bad epochs 0
2019-01-29 01:30:50,775 TEST : loss 0.84041756 - f-score 0.9280 - acc 0.9280
2019-01-29 01:30:50,785 ----------------------------------------------------------------------------------------------------
2019-01-29 01:30:50,924 epoch 19 - iter 0/577 - loss 0.61450583
2019-01-29 01:30:58,882 epoch 19 - iter 57/577 - loss 0.34304922
2019-01-29 01:31:06,929 epoch 19 - iter 114/577 - loss 0.34402537
2019-01-29 01:31:14,947 epoch 19 - iter 171/577 - loss 0.32441738
2019-01-29 01:31:23,027 epoch 19 - iter 228/577 - loss 0.33978506
2019-01-29 01:31:30,942 epoch 19 - iter 285/577 - loss 0.33964347
2019-01-29 01:31:39,067 epoch 19 - iter 342/577 - loss 0.33620547
2019-01-29 01:31:47,084 epoch 19 - iter 399/577 - loss 0.34224808
2019-01-29 01:31:55,044 epoch 19 - iter 456/577 - loss 0.33832366
2019-01-29 01:32:03,471 epoch 19 - iter 513/577 - loss 0.33289666
2019-01-29 01:32:11,880 epoch 19 - iter 570/577 - loss 0.33454345
2019-01-29 01:32:13,423 ----------------------------------------------------------------------------------------------------
2019-01-29 01:32:13,423 EPOCH 19 done: loss 0.3355 - lr 0.1000 - bad epochs 1
2019-01-29 01:32:27,896 TEST : loss 0.82981783 - f-score 0.9245 - acc 0.9245
2019-01-29 01:32:27,909 ----------------------------------------------------------------------------------------------------
2019-01-29 01:32:28,065 epoch 20 - iter 0/577 - loss 0.13119534
2019-01-29 01:32:35,929 epoch 20 - iter 57/577 - loss 0.34414718
2019-01-29 01:32:44,199 epoch 20 - iter 114/577 - loss 0.32807661
2019-01-29 01:32:51,979 epoch 20 - iter 171/577 - loss 0.31922766
2019-01-29 01:32:59,842 epoch 20 - iter 228/577 - loss 0.33309319
2019-01-29 01:33:07,905 epoch 20 - iter 285/577 - loss 0.32836115
2019-01-29 01:33:15,895 epoch 20 - iter 342/577 - loss 0.33529438
2019-01-29 01:33:23,854 epoch 20 - iter 399/577 - loss 0.33491721
2019-01-29 01:33:31,954 epoch 20 - iter 456/577 - loss 0.33818469
2019-01-29 01:33:40,244 epoch 20 - iter 513/577 - loss 0.33832501
2019-01-29 01:33:48,314 epoch 20 - iter 570/577 - loss 0.34015216
2019-01-29 01:33:49,880 ----------------------------------------------------------------------------------------------------
2019-01-29 01:33:49,881 EPOCH 20 done: loss 0.3394 - lr 0.1000 - bad epochs 0
2019-01-29 01:34:04,367 TEST : loss 0.80841678 - f-score 0.9251 - acc 0.9251
2019-01-29 01:34:04,379 ----------------------------------------------------------------------------------------------------
2019-01-29 01:34:04,533 epoch 21 - iter 0/577 - loss 0.34584546
2019-01-29 01:34:12,481 epoch 21 - iter 57/577 - loss 0.36244306
2019-01-29 01:34:20,412 epoch 21 - iter 114/577 - loss 0.33309467
2019-01-29 01:34:28,598 epoch 21 - iter 171/577 - loss 0.35003460
2019-01-29 01:34:36,690 epoch 21 - iter 228/577 - loss 0.34771955
2019-01-29 01:34:44,676 epoch 21 - iter 285/577 - loss 0.34121322
2019-01-29 01:34:52,523 epoch 21 - iter 342/577 - loss 0.34075273
2019-01-29 01:35:00,317 epoch 21 - iter 399/577 - loss 0.34129525
2019-01-29 01:35:08,366 epoch 21 - iter 456/577 - loss 0.34112685
2019-01-29 01:35:16,533 epoch 21 - iter 513/577 - loss 0.34093083
2019-01-29 01:35:24,628 epoch 21 - iter 570/577 - loss 0.33944284
2019-01-29 01:35:26,433 ----------------------------------------------------------------------------------------------------
2019-01-29 01:35:26,433 EPOCH 21 done: loss 0.3388 - lr 0.1000 - bad epochs 1
2019-01-29 01:35:41,052 TEST : loss 0.83670878 - f-score 0.9261 - acc 0.9262
2019-01-29 01:35:41,062 ----------------------------------------------------------------------------------------------------
2019-01-29 01:35:41,202 epoch 22 - iter 0/577 - loss 1.02105594
2019-01-29 01:35:49,446 epoch 22 - iter 57/577 - loss 0.36756620
2019-01-29 01:35:57,516 epoch 22 - iter 114/577 - loss 0.37258202
2019-01-29 01:36:05,907 epoch 22 - iter 171/577 - loss 0.35068893
2019-01-29 01:36:14,013 epoch 22 - iter 228/577 - loss 0.34526752
2019-01-29 01:36:22,244 epoch 22 - iter 285/577 - loss 0.34437547
2019-01-29 01:36:30,340 epoch 22 - iter 342/577 - loss 0.34266365
2019-01-29 01:36:38,322 epoch 22 - iter 399/577 - loss 0.33727818
2019-01-29 01:36:46,485 epoch 22 - iter 456/577 - loss 0.33830513
2019-01-29 01:36:54,377 epoch 22 - iter 513/577 - loss 0.34281562
2019-01-29 01:37:02,093 epoch 22 - iter 570/577 - loss 0.33965118
2019-01-29 01:37:03,593 ----------------------------------------------------------------------------------------------------
2019-01-29 01:37:03,594 EPOCH 22 done: loss 0.3396 - lr 0.1000 - bad epochs 2
2019-01-29 01:37:18,087 TEST : loss 0.87241268 - f-score 0.9264 - acc 0.9265
2019-01-29 01:37:18,096 ----------------------------------------------------------------------------------------------------
2019-01-29 01:37:18,241 epoch 23 - iter 0/577 - loss 0.31269884
2019-01-29 01:37:26,162 epoch 23 - iter 57/577 - loss 0.37388879
2019-01-29 01:37:34,096 epoch 23 - iter 114/577 - loss 0.35432042
2019-01-29 01:37:41,969 epoch 23 - iter 171/577 - loss 0.36067555
2019-01-29 01:37:49,998 epoch 23 - iter 228/577 - loss 0.34953713
2019-01-29 01:37:57,876 epoch 23 - iter 285/577 - loss 0.34458683
2019-01-29 01:38:06,029 epoch 23 - iter 342/577 - loss 0.33806675
2019-01-29 01:38:14,299 epoch 23 - iter 399/577 - loss 0.33450418
2019-01-29 01:38:22,308 epoch 23 - iter 456/577 - loss 0.33187386
2019-01-29 01:38:30,261 epoch 23 - iter 513/577 - loss 0.32805313
2019-01-29 01:38:38,445 epoch 23 - iter 570/577 - loss 0.32345839
2019-01-29 01:38:40,150 ----------------------------------------------------------------------------------------------------
2019-01-29 01:38:40,150 EPOCH 23 done: loss 0.3236 - lr 0.1000 - bad epochs 3
2019-01-29 01:38:54,782 TEST : loss 0.85070103 - f-score 0.9270 - acc 0.9271
2019-01-29 01:38:54,790 ----------------------------------------------------------------------------------------------------
2019-01-29 01:38:54,941 epoch 24 - iter 0/577 - loss 0.22495395
2019-01-29 01:39:02,886 epoch 24 - iter 57/577 - loss 0.30796193
2019-01-29 01:39:10,811 epoch 24 - iter 114/577 - loss 0.28777925
2019-01-29 01:39:18,753 epoch 24 - iter 171/577 - loss 0.28922655
2019-01-29 01:39:26,806 epoch 24 - iter 228/577 - loss 0.28701931
2019-01-29 01:39:34,885 epoch 24 - iter 285/577 - loss 0.28804507
2019-01-29 01:39:43,151 epoch 24 - iter 342/577 - loss 0.29979445
2019-01-29 01:39:51,124 epoch 24 - iter 399/577 - loss 0.30068437
2019-01-29 01:39:59,056 epoch 24 - iter 456/577 - loss 0.31148035
2019-01-29 01:40:07,191 epoch 24 - iter 513/577 - loss 0.31336626
2019-01-29 01:40:15,225 epoch 24 - iter 570/577 - loss 0.31260470
2019-01-29 01:40:16,843 ----------------------------------------------------------------------------------------------------
2019-01-29 01:40:16,843 EPOCH 24 done: loss 0.3126 - lr 0.1000 - bad epochs 0
2019-01-29 01:40:31,518 TEST : loss 0.85600871 - f-score 0.9255 - acc 0.9255
2019-01-29 01:40:31,527 ----------------------------------------------------------------------------------------------------
2019-01-29 01:40:31,671 epoch 25 - iter 0/577 - loss 0.66244900
2019-01-29 01:40:39,727 epoch 25 - iter 57/577 - loss 0.34006258
2019-01-29 01:40:47,970 epoch 25 - iter 114/577 - loss 0.33263318
2019-01-29 01:40:56,186 epoch 25 - iter 171/577 - loss 0.31215267
2019-01-29 01:41:04,331 epoch 25 - iter 228/577 - loss 0.33229802
2019-01-29 01:41:12,443 epoch 25 - iter 285/577 - loss 0.33214750
2019-01-29 01:41:20,091 epoch 25 - iter 342/577 - loss 0.32657709
2019-01-29 01:41:28,194 epoch 25 - iter 399/577 - loss 0.32904795
2019-01-29 01:41:36,417 epoch 25 - iter 456/577 - loss 0.32619153
2019-01-29 01:41:44,279 epoch 25 - iter 513/577 - loss 0.32600396
2019-01-29 01:41:52,371 epoch 25 - iter 570/577 - loss 0.32465667
2019-01-29 01:41:53,846 ----------------------------------------------------------------------------------------------------
2019-01-29 01:41:53,846 EPOCH 25 done: loss 0.3237 - lr 0.1000 - bad epochs 0
2019-01-29 01:42:08,412 TEST : loss 0.87557030 - f-score 0.9261 - acc 0.9261
2019-01-29 01:42:08,422 ----------------------------------------------------------------------------------------------------
2019-01-29 01:42:08,559 epoch 26 - iter 0/577 - loss 0.04443073
2019-01-29 01:42:16,522 epoch 26 - iter 57/577 - loss 0.26954702
2019-01-29 01:42:24,535 epoch 26 - iter 114/577 - loss 0.28852405
2019-01-29 01:42:32,526 epoch 26 - iter 171/577 - loss 0.29903265
2019-01-29 01:42:40,594 epoch 26 - iter 228/577 - loss 0.29152215
2019-01-29 01:42:48,753 epoch 26 - iter 285/577 - loss 0.31150899
2019-01-29 01:42:56,798 epoch 26 - iter 342/577 - loss 0.31150314
2019-01-29 01:43:04,618 epoch 26 - iter 399/577 - loss 0.32024466
2019-01-29 01:43:12,640 epoch 26 - iter 456/577 - loss 0.32308374
2019-01-29 01:43:20,399 epoch 26 - iter 513/577 - loss 0.32347639
2019-01-29 01:43:28,613 epoch 26 - iter 570/577 - loss 0.32029182
2019-01-29 01:43:30,342 ----------------------------------------------------------------------------------------------------
2019-01-29 01:43:30,342 EPOCH 26 done: loss 0.3218 - lr 0.1000 - bad epochs 1
2019-01-29 01:43:46,179 TEST : loss 0.88879895 - f-score 0.9248 - acc 0.9248
2019-01-29 01:43:46,188 ----------------------------------------------------------------------------------------------------
2019-01-29 01:43:46,332 epoch 27 - iter 0/577 - loss 0.16656089
2019-01-29 01:43:54,219 epoch 27 - iter 57/577 - loss 0.30054767
2019-01-29 01:44:02,226 epoch 27 - iter 114/577 - loss 0.30279026
2019-01-29 01:44:10,169 epoch 27 - iter 171/577 - loss 0.29422560
2019-01-29 01:44:18,012 epoch 27 - iter 228/577 - loss 0.28756383
2019-01-29 01:44:26,244 epoch 27 - iter 285/577 - loss 0.29951074
2019-01-29 01:44:34,395 epoch 27 - iter 342/577 - loss 0.29483705
2019-01-29 01:44:42,685 epoch 27 - iter 399/577 - loss 0.29304440
2019-01-29 01:44:50,826 epoch 27 - iter 456/577 - loss 0.29038416
2019-01-29 01:44:59,222 epoch 27 - iter 513/577 - loss 0.29439529
2019-01-29 01:45:07,239 epoch 27 - iter 570/577 - loss 0.29404075
2019-01-29 01:45:08,827 ----------------------------------------------------------------------------------------------------
2019-01-29 01:45:08,827 EPOCH 27 done: loss 0.2947 - lr 0.1000 - bad epochs 2
2019-01-29 01:45:23,306 TEST : loss 0.90753078 - f-score 0.9269 - acc 0.9269
2019-01-29 01:45:23,315 ----------------------------------------------------------------------------------------------------
2019-01-29 01:45:23,462 epoch 28 - iter 0/577 - loss 0.39480326
2019-01-29 01:45:31,530 epoch 28 - iter 57/577 - loss 0.28320222
2019-01-29 01:45:39,362 epoch 28 - iter 114/577 - loss 0.31410535
2019-01-29 01:45:47,571 epoch 28 - iter 171/577 - loss 0.32109403
2019-01-29 01:45:55,284 epoch 28 - iter 228/577 - loss 0.31462630
2019-01-29 01:46:03,049 epoch 28 - iter 285/577 - loss 0.30520493
2019-01-29 01:46:10,933 epoch 28 - iter 342/577 - loss 0.30256003
2019-01-29 01:46:18,828 epoch 28 - iter 399/577 - loss 0.30568739
2019-01-29 01:46:26,763 epoch 28 - iter 456/577 - loss 0.30450815
2019-01-29 01:46:34,719 epoch 28 - iter 513/577 - loss 0.30272133
2019-01-29 01:46:42,800 epoch 28 - iter 570/577 - loss 0.29901615
2019-01-29 01:46:44,333 ----------------------------------------------------------------------------------------------------
2019-01-29 01:46:44,333 EPOCH 28 done: loss 0.2983 - lr 0.1000 - bad epochs 0
2019-01-29 01:46:58,831 TEST : loss 0.89319468 - f-score 0.9277 - acc 0.9277
2019-01-29 01:46:58,840 ----------------------------------------------------------------------------------------------------
2019-01-29 01:46:58,991 epoch 29 - iter 0/577 - loss 0.46383721
2019-01-29 01:47:06,901 epoch 29 - iter 57/577 - loss 0.26524011
2019-01-29 01:47:15,005 epoch 29 - iter 114/577 - loss 0.29978294
2019-01-29 01:47:23,017 epoch 29 - iter 171/577 - loss 0.28200068
2019-01-29 01:47:31,179 epoch 29 - iter 228/577 - loss 0.27615069
2019-01-29 01:47:39,468 epoch 29 - iter 285/577 - loss 0.28114333
2019-01-29 01:47:47,403 epoch 29 - iter 342/577 - loss 0.27329089
2019-01-29 01:47:55,381 epoch 29 - iter 399/577 - loss 0.28572810
2019-01-29 01:48:03,444 epoch 29 - iter 456/577 - loss 0.28282343
2019-01-29 01:48:11,746 epoch 29 - iter 513/577 - loss 0.28658301
2019-01-29 01:48:19,566 epoch 29 - iter 570/577 - loss 0.28601823
2019-01-29 01:48:21,064 ----------------------------------------------------------------------------------------------------
2019-01-29 01:48:21,072 EPOCH 29 done: loss 0.2888 - lr 0.1000 - bad epochs 1
2019-01-29 01:48:35,671 TEST : loss 0.87974787 - f-score 0.9267 - acc 0.9268
2019-01-29 01:48:35,680 ----------------------------------------------------------------------------------------------------
2019-01-29 01:48:35,840 epoch 30 - iter 0/577 - loss 0.09015554
2019-01-29 01:48:44,145 epoch 30 - iter 57/577 - loss 0.30992211
2019-01-29 01:48:52,516 epoch 30 - iter 114/577 - loss 0.28227119
2019-01-29 01:49:00,368 epoch 30 - iter 171/577 - loss 0.27314986
2019-01-29 01:49:08,502 epoch 30 - iter 228/577 - loss 0.26861384
2019-01-29 01:49:16,587 epoch 30 - iter 285/577 - loss 0.27519480
2019-01-29 01:49:24,711 epoch 30 - iter 342/577 - loss 0.27491031
2019-01-29 01:49:32,789 epoch 30 - iter 399/577 - loss 0.27449674
2019-01-29 01:49:40,626 epoch 30 - iter 456/577 - loss 0.28796918
2019-01-29 01:49:48,426 epoch 30 - iter 513/577 - loss 0.28842937
2019-01-29 01:49:56,452 epoch 30 - iter 570/577 - loss 0.28797524
2019-01-29 01:49:58,027 ----------------------------------------------------------------------------------------------------
2019-01-29 01:49:58,027 EPOCH 30 done: loss 0.2866 - lr 0.1000 - bad epochs 0
2019-01-29 01:50:12,581 TEST : loss 0.89963603 - f-score 0.9270 - acc 0.9270
2019-01-29 01:50:12,589 ----------------------------------------------------------------------------------------------------
2019-01-29 01:50:12,728 epoch 31 - iter 0/577 - loss 0.01979980
2019-01-29 01:50:20,934 epoch 31 - iter 57/577 - loss 0.26512424
2019-01-29 01:50:28,928 epoch 31 - iter 114/577 - loss 0.29860946
2019-01-29 01:50:36,816 epoch 31 - iter 171/577 - loss 0.29338548
2019-01-29 01:50:44,629 epoch 31 - iter 228/577 - loss 0.30176406
2019-01-29 01:50:52,606 epoch 31 - iter 285/577 - loss 0.28995894
2019-01-29 01:51:00,803 epoch 31 - iter 342/577 - loss 0.28574697
2019-01-29 01:51:08,758 epoch 31 - iter 399/577 - loss 0.28473304
2019-01-29 01:51:16,561 epoch 31 - iter 456/577 - loss 0.29384767
2019-01-29 01:51:24,525 epoch 31 - iter 513/577 - loss 0.29508930
2019-01-29 01:51:32,764 epoch 31 - iter 570/577 - loss 0.29221019
2019-01-29 01:51:34,185 ----------------------------------------------------------------------------------------------------
2019-01-29 01:51:34,186 EPOCH 31 done: loss 0.2931 - lr 0.1000 - bad epochs 0
2019-01-29 01:51:48,733 TEST : loss 0.87729812 - f-score 0.9277 - acc 0.9278
2019-01-29 01:51:48,736 ----------------------------------------------------------------------------------------------------
2019-01-29 01:51:48,873 epoch 32 - iter 0/577 - loss 0.26557672
2019-01-29 01:51:57,053 epoch 32 - iter 57/577 - loss 0.28960141
2019-01-29 01:52:05,003 epoch 32 - iter 114/577 - loss 0.30203676
2019-01-29 01:52:13,076 epoch 32 - iter 171/577 - loss 0.31260278
2019-01-29 01:52:21,215 epoch 32 - iter 228/577 - loss 0.30981505
2019-01-29 01:52:29,173 epoch 32 - iter 285/577 - loss 0.30741882
2019-01-29 01:52:37,074 epoch 32 - iter 342/577 - loss 0.30406560
2019-01-29 01:52:44,949 epoch 32 - iter 399/577 - loss 0.29734907
2019-01-29 01:52:52,895 epoch 32 - iter 456/577 - loss 0.29347689
2019-01-29 01:53:00,783 epoch 32 - iter 513/577 - loss 0.29482254
2019-01-29 01:53:08,865 epoch 32 - iter 570/577 - loss 0.29368089
2019-01-29 01:53:10,431 ----------------------------------------------------------------------------------------------------
2019-01-29 01:53:10,431 EPOCH 32 done: loss 0.2948 - lr 0.1000 - bad epochs 1
2019-01-29 01:53:24,981 TEST : loss 0.91038644 - f-score 0.9292 - acc 0.9292
2019-01-29 01:53:24,992 ----------------------------------------------------------------------------------------------------
2019-01-29 01:53:25,147 epoch 33 - iter 0/577 - loss 0.66097993
2019-01-29 01:53:33,265 epoch 33 - iter 57/577 - loss 0.29257801
2019-01-29 01:53:41,585 epoch 33 - iter 114/577 - loss 0.26712215
2019-01-29 01:53:49,814 epoch 33 - iter 171/577 - loss 0.28429041
2019-01-29 01:53:58,174 epoch 33 - iter 228/577 - loss 0.27744512
2019-01-29 01:54:06,182 epoch 33 - iter 285/577 - loss 0.28386624
2019-01-29 01:54:14,099 epoch 33 - iter 342/577 - loss 0.27859359
2019-01-29 01:54:22,028 epoch 33 - iter 399/577 - loss 0.27328191
2019-01-29 01:54:30,216 epoch 33 - iter 456/577 - loss 0.27786671
2019-01-29 01:54:38,048 epoch 33 - iter 513/577 - loss 0.28280535
2019-01-29 01:54:46,138 epoch 33 - iter 570/577 - loss 0.28123751
2019-01-29 01:54:47,669 ----------------------------------------------------------------------------------------------------
2019-01-29 01:54:47,669 EPOCH 33 done: loss 0.2823 - lr 0.1000 - bad epochs 2
2019-01-29 01:55:02,290 TEST : loss 0.95545667 - f-score 0.9241 - acc 0.9241
2019-01-29 01:55:02,300 ----------------------------------------------------------------------------------------------------
2019-01-29 01:55:02,437 epoch 34 - iter 0/577 - loss 0.27576408
2019-01-29 01:55:10,618 epoch 34 - iter 57/577 - loss 0.24761504
2019-01-29 01:55:18,696 epoch 34 - iter 114/577 - loss 0.26986745
2019-01-29 01:55:26,642 epoch 34 - iter 171/577 - loss 0.28188108
2019-01-29 01:55:34,618 epoch 34 - iter 228/577 - loss 0.27576304
2019-01-29 01:55:42,472 epoch 34 - iter 285/577 - loss 0.26675170
2019-01-29 01:55:50,436 epoch 34 - iter 342/577 - loss 0.26448517
2019-01-29 01:55:58,475 epoch 34 - iter 399/577 - loss 0.26765583
2019-01-29 01:56:06,626 epoch 34 - iter 456/577 - loss 0.27263825
2019-01-29 01:56:14,549 epoch 34 - iter 513/577 - loss 0.26846158
2019-01-29 01:56:22,532 epoch 34 - iter 570/577 - loss 0.27393897
2019-01-29 01:56:24,138 ----------------------------------------------------------------------------------------------------
2019-01-29 01:56:24,138 EPOCH 34 done: loss 0.2735 - lr 0.1000 - bad epochs 0
2019-01-29 01:56:38,790 TEST : loss 0.91710198 - f-score 0.9223 - acc 0.9223
2019-01-29 01:56:38,800 ----------------------------------------------------------------------------------------------------
2019-01-29 01:56:38,939 epoch 35 - iter 0/577 - loss 0.11329123
2019-01-29 01:56:46,970 epoch 35 - iter 57/577 - loss 0.26035388
2019-01-29 01:56:55,046 epoch 35 - iter 114/577 - loss 0.24998569
2019-01-29 01:57:03,359 epoch 35 - iter 171/577 - loss 0.25204112
2019-01-29 01:57:11,377 epoch 35 - iter 228/577 - loss 0.26831011
2019-01-29 01:57:19,287 epoch 35 - iter 285/577 - loss 0.27577022
2019-01-29 01:57:27,208 epoch 35 - iter 342/577 - loss 0.26752639
2019-01-29 01:57:35,302 epoch 35 - iter 399/577 - loss 0.27337181
2019-01-29 01:57:43,488 epoch 35 - iter 456/577 - loss 0.27973162
2019-01-29 01:57:51,485 epoch 35 - iter 513/577 - loss 0.27893420
2019-01-29 01:57:59,349 epoch 35 - iter 570/577 - loss 0.28260552
2019-01-29 01:58:00,997 ----------------------------------------------------------------------------------------------------
2019-01-29 01:58:00,997 EPOCH 35 done: loss 0.2823 - lr 0.1000 - bad epochs 0
2019-01-29 01:58:15,527 TEST : loss 0.92761028 - f-score 0.9249 - acc 0.9250
2019-01-29 01:58:15,540 ----------------------------------------------------------------------------------------------------
2019-01-29 01:58:15,701 epoch 36 - iter 0/577 - loss 0.17435110
2019-01-29 01:58:23,714 epoch 36 - iter 57/577 - loss 0.22142058
2019-01-29 01:58:31,972 epoch 36 - iter 114/577 - loss 0.22884548
2019-01-29 01:58:39,947 epoch 36 - iter 171/577 - loss 0.25207581
2019-01-29 01:58:48,289 epoch 36 - iter 228/577 - loss 0.24759462
2019-01-29 01:58:56,487 epoch 36 - iter 285/577 - loss 0.25334113
2019-01-29 01:59:04,503 epoch 36 - iter 342/577 - loss 0.25679507
2019-01-29 01:59:12,442 epoch 36 - iter 399/577 - loss 0.25440133
2019-01-29 01:59:20,486 epoch 36 - iter 456/577 - loss 0.25486194
2019-01-29 01:59:28,466 epoch 36 - iter 513/577 - loss 0.25782345
2019-01-29 01:59:36,297 epoch 36 - iter 570/577 - loss 0.25679317
2019-01-29 01:59:37,736 ----------------------------------------------------------------------------------------------------
2019-01-29 01:59:37,736 EPOCH 36 done: loss 0.2577 - lr 0.1000 - bad epochs 1
2019-01-29 01:59:52,227 TEST : loss 0.95226985 - f-score 0.9253 - acc 0.9253
2019-01-29 01:59:52,234 ----------------------------------------------------------------------------------------------------
2019-01-29 01:59:52,381 epoch 37 - iter 0/577 - loss 0.26639560
2019-01-29 02:00:00,511 epoch 37 - iter 57/577 - loss 0.29171077
2019-01-29 02:00:08,316 epoch 37 - iter 114/577 - loss 0.26573032
2019-01-29 02:00:16,345 epoch 37 - iter 171/577 - loss 0.25909462
2019-01-29 02:00:24,577 epoch 37 - iter 228/577 - loss 0.25211303
2019-01-29 02:00:32,586 epoch 37 - iter 285/577 - loss 0.25306888
2019-01-29 02:00:40,515 epoch 37 - iter 342/577 - loss 0.25182024
2019-01-29 02:00:48,527 epoch 37 - iter 399/577 - loss 0.25073255
2019-01-29 02:00:56,586 epoch 37 - iter 456/577 - loss 0.25007029
2019-01-29 02:01:04,767 epoch 37 - iter 513/577 - loss 0.25056390
2019-01-29 02:01:12,698 epoch 37 - iter 570/577 - loss 0.25676763
2019-01-29 02:01:14,257 ----------------------------------------------------------------------------------------------------
2019-01-29 02:01:14,257 EPOCH 37 done: loss 0.2561 - lr 0.1000 - bad epochs 0
2019-01-29 02:01:28,768 TEST : loss 0.95518690 - f-score 0.9248 - acc 0.9248
2019-01-29 02:01:28,782 ----------------------------------------------------------------------------------------------------
2019-01-29 02:01:28,928 epoch 38 - iter 0/577 - loss 0.64978570
2019-01-29 02:01:36,963 epoch 38 - iter 57/577 - loss 0.27087818
2019-01-29 02:01:45,127 epoch 38 - iter 114/577 - loss 0.25727946
2019-01-29 02:01:53,250 epoch 38 - iter 171/577 - loss 0.25736861
2019-01-29 02:02:01,271 epoch 38 - iter 228/577 - loss 0.25675114
2019-01-29 02:02:09,273 epoch 38 - iter 285/577 - loss 0.25459634
2019-01-29 02:02:17,048 epoch 38 - iter 342/577 - loss 0.24936514
2019-01-29 02:02:25,197 epoch 38 - iter 399/577 - loss 0.25560067
2019-01-29 02:02:36,913 epoch 38 - iter 456/577 - loss 0.26310662
2019-01-29 02:02:45,324 epoch 38 - iter 513/577 - loss 0.26044084
2019-01-29 02:02:53,597 epoch 38 - iter 570/577 - loss 0.26246225
2019-01-29 02:02:55,175 ----------------------------------------------------------------------------------------------------
2019-01-29 02:02:55,175 EPOCH 38 done: loss 0.2616 - lr 0.1000 - bad epochs 0
2019-01-29 02:03:09,800 TEST : loss 0.96475738 - f-score 0.9260 - acc 0.9260
2019-01-29 02:03:09,812 ----------------------------------------------------------------------------------------------------
2019-01-29 02:03:09,956 epoch 39 - iter 0/577 - loss 0.36417633
2019-01-29 02:03:17,990 epoch 39 - iter 57/577 - loss 0.26208023
2019-01-29 02:03:25,884 epoch 39 - iter 114/577 - loss 0.24087256
2019-01-29 02:03:33,736 epoch 39 - iter 171/577 - loss 0.24675919
2019-01-29 02:03:41,989 epoch 39 - iter 228/577 - loss 0.24118809
2019-01-29 02:03:49,873 epoch 39 - iter 285/577 - loss 0.25642868
2019-01-29 02:03:57,883 epoch 39 - iter 342/577 - loss 0.25058307
2019-01-29 02:04:05,680 epoch 39 - iter 399/577 - loss 0.24682893
2019-01-29 02:04:13,548 epoch 39 - iter 456/577 - loss 0.24977848
2019-01-29 02:04:21,391 epoch 39 - iter 513/577 - loss 0.25286021
2019-01-29 02:04:29,220 epoch 39 - iter 570/577 - loss 0.25543733
2019-01-29 02:04:30,731 ----------------------------------------------------------------------------------------------------
2019-01-29 02:04:30,732 EPOCH 39 done: loss 0.2573 - lr 0.1000 - bad epochs 1
2019-01-29 02:04:45,319 TEST : loss 0.93305320 - f-score 0.9287 - acc 0.9287
2019-01-29 02:04:45,324 ----------------------------------------------------------------------------------------------------
2019-01-29 02:04:45,459 epoch 40 - iter 0/577 - loss 0.15933686
2019-01-29 02:04:53,636 epoch 40 - iter 57/577 - loss 0.21681663
2019-01-29 02:05:01,572 epoch 40 - iter 114/577 - loss 0.23423962
2019-01-29 02:05:09,928 epoch 40 - iter 171/577 - loss 0.23735073
2019-01-29 02:05:18,070 epoch 40 - iter 228/577 - loss 0.23738248
2019-01-29 02:05:25,989 epoch 40 - iter 285/577 - loss 0.23916909
2019-01-29 02:05:34,114 epoch 40 - iter 342/577 - loss 0.23902305
2019-01-29 02:05:42,106 epoch 40 - iter 399/577 - loss 0.24009456
2019-01-29 02:05:50,063 epoch 40 - iter 456/577 - loss 0.24046971
2019-01-29 02:05:58,174 epoch 40 - iter 513/577 - loss 0.24281025
2019-01-29 02:06:06,089 epoch 40 - iter 570/577 - loss 0.24519436
2019-01-29 02:06:07,680 ----------------------------------------------------------------------------------------------------
2019-01-29 02:06:07,681 EPOCH 40 done: loss 0.2466 - lr 0.1000 - bad epochs 2
2019-01-29 02:06:22,213 TEST : loss 0.98067808 - f-score 0.9264 - acc 0.9264
2019-01-29 02:06:22,228 ----------------------------------------------------------------------------------------------------
2019-01-29 02:06:22,390 epoch 41 - iter 0/577 - loss 0.05554819
2019-01-29 02:06:30,663 epoch 41 - iter 57/577 - loss 0.22915991
2019-01-29 02:06:38,818 epoch 41 - iter 114/577 - loss 0.24429704
2019-01-29 02:06:46,716 epoch 41 - iter 171/577 - loss 0.26882540
2019-01-29 02:06:54,554 epoch 41 - iter 228/577 - loss 0.26765697
2019-01-29 02:07:02,832 epoch 41 - iter 285/577 - loss 0.26545669
2019-01-29 02:07:10,982 epoch 41 - iter 342/577 - loss 0.26251334
2019-01-29 02:07:19,044 epoch 41 - iter 399/577 - loss 0.26008145
2019-01-29 02:07:27,091 epoch 41 - iter 456/577 - loss 0.25612076
2019-01-29 02:07:35,224 epoch 41 - iter 513/577 - loss 0.25654591
2019-01-29 02:07:43,239 epoch 41 - iter 570/577 - loss 0.25402741
2019-01-29 02:07:44,996 ----------------------------------------------------------------------------------------------------
2019-01-29 02:07:44,996 EPOCH 41 done: loss 0.2550 - lr 0.1000 - bad epochs 0
2019-01-29 02:07:59,506 TEST : loss 0.98127615 - f-score 0.9284 - acc 0.9285
2019-01-29 02:07:59,513 ----------------------------------------------------------------------------------------------------
2019-01-29 02:07:59,638 epoch 42 - iter 0/577 - loss 0.25538176
2019-01-29 02:08:07,783 epoch 42 - iter 57/577 - loss 0.20562040
2019-01-29 02:08:15,984 epoch 42 - iter 114/577 - loss 0.21551877
2019-01-29 02:08:23,770 epoch 42 - iter 171/577 - loss 0.20725542
2019-01-29 02:08:31,917 epoch 42 - iter 228/577 - loss 0.21669182
2019-01-29 02:08:40,293 epoch 42 - iter 285/577 - loss 0.22755790
2019-01-29 02:08:48,047 epoch 42 - iter 342/577 - loss 0.24172874
2019-01-29 02:08:56,182 epoch 42 - iter 399/577 - loss 0.24795795
2019-01-29 02:09:04,292 epoch 42 - iter 456/577 - loss 0.24412289
2019-01-29 02:09:12,269 epoch 42 - iter 513/577 - loss 0.24641766
2019-01-29 02:09:20,451 epoch 42 - iter 570/577 - loss 0.24690330
2019-01-29 02:09:22,206 ----------------------------------------------------------------------------------------------------
2019-01-29 02:09:22,206 EPOCH 42 done: loss 0.2462 - lr 0.1000 - bad epochs 1
2019-01-29 02:09:36,763 TEST : loss 0.96770841 - f-score 0.9290 - acc 0.9290
2019-01-29 02:09:36,771 ----------------------------------------------------------------------------------------------------
2019-01-29 02:09:36,929 epoch 43 - iter 0/577 - loss 0.79749852
2019-01-29 02:09:44,919 epoch 43 - iter 57/577 - loss 0.29198973
2019-01-29 02:09:52,850 epoch 43 - iter 114/577 - loss 0.28045726
2019-01-29 02:10:00,552 epoch 43 - iter 171/577 - loss 0.26706971
2019-01-29 02:10:08,329 epoch 43 - iter 228/577 - loss 0.27156204
2019-01-29 02:10:16,581 epoch 43 - iter 285/577 - loss 0.27686857
2019-01-29 02:10:24,429 epoch 43 - iter 342/577 - loss 0.27452886
2019-01-29 02:10:32,437 epoch 43 - iter 399/577 - loss 0.27724421
2019-01-29 02:10:40,529 epoch 43 - iter 456/577 - loss 0.27007456
2019-01-29 02:10:48,511 epoch 43 - iter 513/577 - loss 0.26589377
2019-01-29 02:10:56,498 epoch 43 - iter 570/577 - loss 0.26633393
2019-01-29 02:10:57,996 ----------------------------------------------------------------------------------------------------
2019-01-29 02:10:57,996 EPOCH 43 done: loss 0.2667 - lr 0.1000 - bad epochs 0
2019-01-29 02:11:12,439 TEST : loss 0.99970162 - f-score 0.9253 - acc 0.9253
2019-01-29 02:11:12,449 ----------------------------------------------------------------------------------------------------
2019-01-29 02:11:12,593 epoch 44 - iter 0/577 - loss 0.18861714
2019-01-29 02:11:20,419 epoch 44 - iter 57/577 - loss 0.23970442
2019-01-29 02:11:28,774 epoch 44 - iter 114/577 - loss 0.24539055
2019-01-29 02:11:37,017 epoch 44 - iter 171/577 - loss 0.22956101
2019-01-29 02:11:45,197 epoch 44 - iter 228/577 - loss 0.22716516
2019-01-29 02:11:53,334 epoch 44 - iter 285/577 - loss 0.23323949
2019-01-29 02:12:01,485 epoch 44 - iter 342/577 - loss 0.23507814
2019-01-29 02:12:09,612 epoch 44 - iter 399/577 - loss 0.24044219
2019-01-29 02:12:17,694 epoch 44 - iter 456/577 - loss 0.24321443
2019-01-29 02:12:25,775 epoch 44 - iter 513/577 - loss 0.24377343
2019-01-29 02:12:33,922 epoch 44 - iter 570/577 - loss 0.24276697
2019-01-29 02:12:35,501 ----------------------------------------------------------------------------------------------------
2019-01-29 02:12:35,502 EPOCH 44 done: loss 0.2422 - lr 0.1000 - bad epochs 1
2019-01-29 02:12:49,936 TEST : loss 0.99874198 - f-score 0.9246 - acc 0.9246
2019-01-29 02:12:49,939 ----------------------------------------------------------------------------------------------------
2019-01-29 02:12:50,090 epoch 45 - iter 0/577 - loss 0.11837870
2019-01-29 02:12:57,978 epoch 45 - iter 57/577 - loss 0.18398951
2019-01-29 02:13:06,149 epoch 45 - iter 114/577 - loss 0.19326384
2019-01-29 02:13:13,928 epoch 45 - iter 171/577 - loss 0.21733560
2019-01-29 02:13:21,740 epoch 45 - iter 228/577 - loss 0.20886221
2019-01-29 02:13:29,655 epoch 45 - iter 285/577 - loss 0.22519249
2019-01-29 02:13:37,640 epoch 45 - iter 342/577 - loss 0.22436372
2019-01-29 02:13:45,520 epoch 45 - iter 399/577 - loss 0.22932115
2019-01-29 02:13:53,696 epoch 45 - iter 456/577 - loss 0.22950055
2019-01-29 02:14:01,966 epoch 45 - iter 513/577 - loss 0.23983793
2019-01-29 02:14:10,234 epoch 45 - iter 570/577 - loss 0.24329573
2019-01-29 02:14:11,966 ----------------------------------------------------------------------------------------------------
2019-01-29 02:14:11,966 EPOCH 45 done: loss 0.2437 - lr 0.1000 - bad epochs 0
2019-01-29 02:14:27,739 TEST : loss 0.93987715 - f-score 0.9276 - acc 0.9277
2019-01-29 02:14:27,752 ----------------------------------------------------------------------------------------------------
2019-01-29 02:14:27,889 epoch 46 - iter 0/577 - loss 0.34378791
2019-01-29 02:14:36,267 epoch 46 - iter 57/577 - loss 0.23355162
2019-01-29 02:14:44,651 epoch 46 - iter 114/577 - loss 0.23716647
2019-01-29 02:14:52,724 epoch 46 - iter 171/577 - loss 0.23579468
2019-01-29 02:15:01,060 epoch 46 - iter 228/577 - loss 0.25158776
2019-01-29 02:15:09,141 epoch 46 - iter 285/577 - loss 0.24080142
2019-01-29 02:15:17,437 epoch 46 - iter 342/577 - loss 0.23704490
2019-01-29 02:15:25,720 epoch 46 - iter 399/577 - loss 0.23780624
2019-01-29 02:15:33,676 epoch 46 - iter 456/577 - loss 0.24000978
2019-01-29 02:15:41,874 epoch 46 - iter 513/577 - loss 0.24054925
2019-01-29 02:15:50,512 epoch 46 - iter 570/577 - loss 0.24027933
2019-01-29 02:15:52,272 ----------------------------------------------------------------------------------------------------
2019-01-29 02:15:52,273 EPOCH 46 done: loss 0.2398 - lr 0.1000 - bad epochs 1
2019-01-29 02:16:06,831 TEST : loss 0.98308116 - f-score 0.9260 - acc 0.9261
2019-01-29 02:16:06,842 ----------------------------------------------------------------------------------------------------
2019-01-29 02:16:06,976 epoch 47 - iter 0/577 - loss 0.11997569
2019-01-29 02:16:15,188 epoch 47 - iter 57/577 - loss 0.18740702
2019-01-29 02:16:23,459 epoch 47 - iter 114/577 - loss 0.21942955
2019-01-29 02:16:31,826 epoch 47 - iter 171/577 - loss 0.22600776
2019-01-29 02:16:40,025 epoch 47 - iter 228/577 - loss 0.22476526
2019-01-29 02:16:48,542 epoch 47 - iter 285/577 - loss 0.22559841
2019-01-29 02:16:56,761 epoch 47 - iter 342/577 - loss 0.23089658
2019-01-29 02:17:04,770 epoch 47 - iter 399/577 - loss 0.23169047
2019-01-29 02:17:12,979 epoch 47 - iter 456/577 - loss 0.23749822
2019-01-29 02:17:21,472 epoch 47 - iter 513/577 - loss 0.23855644
2019-01-29 02:17:29,618 epoch 47 - iter 570/577 - loss 0.23828839
2019-01-29 02:17:31,118 ----------------------------------------------------------------------------------------------------
2019-01-29 02:17:31,118 EPOCH 47 done: loss 0.2384 - lr 0.1000 - bad epochs 0
2019-01-29 02:17:45,635 TEST : loss 1.05873990 - f-score 0.9238 - acc 0.9238
2019-01-29 02:17:45,643 ----------------------------------------------------------------------------------------------------
2019-01-29 02:17:45,802 epoch 48 - iter 0/577 - loss 0.24812385
2019-01-29 02:17:53,616 epoch 48 - iter 57/577 - loss 0.27087455
2019-01-29 02:18:01,319 epoch 48 - iter 114/577 - loss 0.26654304
2019-01-29 02:18:08,943 epoch 48 - iter 171/577 - loss 0.25737695
2019-01-29 02:18:16,829 epoch 48 - iter 228/577 - loss 0.25011591
2019-01-29 02:18:24,527 epoch 48 - iter 285/577 - loss 0.24652606
2019-01-29 02:18:33,031 epoch 48 - iter 342/577 - loss 0.24792800
2019-01-29 02:18:40,992 epoch 48 - iter 399/577 - loss 0.24442021
2019-01-29 02:18:49,110 epoch 48 - iter 456/577 - loss 0.24415483
2019-01-29 02:18:57,437 epoch 48 - iter 513/577 - loss 0.24361477
2019-01-29 02:19:05,780 epoch 48 - iter 570/577 - loss 0.23966702
2019-01-29 02:19:07,299 ----------------------------------------------------------------------------------------------------
2019-01-29 02:19:07,300 EPOCH 48 done: loss 0.2387 - lr 0.1000 - bad epochs 0
2019-01-29 02:19:21,803 TEST : loss 1.07168889 - f-score 0.9263 - acc 0.9263
2019-01-29 02:19:21,808 ----------------------------------------------------------------------------------------------------
2019-01-29 02:19:21,966 epoch 49 - iter 0/577 - loss 0.45647827
2019-01-29 02:19:30,240 epoch 49 - iter 57/577 - loss 0.23495944
2019-01-29 02:19:39,076 epoch 49 - iter 114/577 - loss 0.23854208
2019-01-29 02:19:47,124 epoch 49 - iter 171/577 - loss 0.23252580
2019-01-29 02:19:54,978 epoch 49 - iter 228/577 - loss 0.23529462
2019-01-29 02:20:03,345 epoch 49 - iter 285/577 - loss 0.22907229
2019-01-29 02:20:11,331 epoch 49 - iter 342/577 - loss 0.22875649
2019-01-29 02:20:19,446 epoch 49 - iter 399/577 - loss 0.23215771
2019-01-29 02:20:27,470 epoch 49 - iter 456/577 - loss 0.23334043
2019-01-29 02:20:35,393 epoch 49 - iter 513/577 - loss 0.23655322
2019-01-29 02:20:43,609 epoch 49 - iter 570/577 - loss 0.24270671
2019-01-29 02:20:45,236 ----------------------------------------------------------------------------------------------------
2019-01-29 02:20:45,236 EPOCH 49 done: loss 0.2450 - lr 0.1000 - bad epochs 1
2019-01-29 02:20:59,860 TEST : loss 1.04134905 - f-score 0.9258 - acc 0.9257
2019-01-29 02:20:59,869 ----------------------------------------------------------------------------------------------------
2019-01-29 02:21:00,005 epoch 50 - iter 0/577 - loss 0.46617383
2019-01-29 02:21:08,054 epoch 50 - iter 57/577 - loss 0.21825292
2019-01-29 02:21:16,308 epoch 50 - iter 114/577 - loss 0.23697274
2019-01-29 02:21:24,382 epoch 50 - iter 171/577 - loss 0.23417283
2019-01-29 02:21:32,402 epoch 50 - iter 228/577 - loss 0.24022563
2019-01-29 02:21:40,511 epoch 50 - iter 285/577 - loss 0.23736081
2019-01-29 02:21:48,750 epoch 50 - iter 342/577 - loss 0.23991228
2019-01-29 02:21:56,943 epoch 50 - iter 399/577 - loss 0.24551168
2019-01-29 02:22:04,871 epoch 50 - iter 456/577 - loss 0.24532496
2019-01-29 02:22:12,889 epoch 50 - iter 513/577 - loss 0.24591469
2019-01-29 02:22:21,154 epoch 50 - iter 570/577 - loss 0.24644677
2019-01-29 02:22:22,777 ----------------------------------------------------------------------------------------------------
2019-01-29 02:22:22,777 EPOCH 50 done: loss 0.2462 - lr 0.1000 - bad epochs 2
2019-01-29 02:22:37,301 TEST : loss 1.00135243 - f-score 0.9259 - acc 0.9259
2019-01-29 02:22:37,313 ----------------------------------------------------------------------------------------------------
2019-01-29 02:22:37,444 epoch 51 - iter 0/577 - loss 0.19619858
2019-01-29 02:22:45,395 epoch 51 - iter 57/577 - loss 0.23356481
2019-01-29 02:22:53,375 epoch 51 - iter 114/577 - loss 0.24066157
2019-01-29 02:23:01,194 epoch 51 - iter 171/577 - loss 0.22821298
2019-01-29 02:23:09,210 epoch 51 - iter 228/577 - loss 0.23576902
2019-01-29 02:23:17,427 epoch 51 - iter 285/577 - loss 0.23123778
2019-01-29 02:23:25,420 epoch 51 - iter 342/577 - loss 0.23562307
2019-01-29 02:23:33,387 epoch 51 - iter 399/577 - loss 0.24176564
2019-01-29 02:23:41,397 epoch 51 - iter 456/577 - loss 0.24134933
2019-01-29 02:23:49,641 epoch 51 - iter 513/577 - loss 0.24569795
2019-01-29 02:23:57,880 epoch 51 - iter 570/577 - loss 0.24579243
2019-01-29 02:23:59,471 ----------------------------------------------------------------------------------------------------
2019-01-29 02:23:59,479 EPOCH 51 done: loss 0.2452 - lr 0.1000 - bad epochs 3
2019-01-29 02:24:13,937 TEST : loss 1.02168441 - f-score 0.9275 - acc 0.9275
2019-01-29 02:24:13,947 ----------------------------------------------------------------------------------------------------
2019-01-29 02:24:14,093 epoch 52 - iter 0/577 - loss 0.21164984
2019-01-29 02:24:22,082 epoch 52 - iter 57/577 - loss 0.20863167
2019-01-29 02:24:30,292 epoch 52 - iter 114/577 - loss 0.22548291
2019-01-29 02:24:38,267 epoch 52 - iter 171/577 - loss 0.23346996
2019-01-29 02:24:46,219 epoch 52 - iter 228/577 - loss 0.22977660
2019-01-29 02:24:54,438 epoch 52 - iter 285/577 - loss 0.22616310
2019-01-29 02:25:02,445 epoch 52 - iter 342/577 - loss 0.22381008
2019-01-29 02:25:10,476 epoch 52 - iter 399/577 - loss 0.21729477
2019-01-29 02:25:18,958 epoch 52 - iter 456/577 - loss 0.21948054
2019-01-29 02:25:27,123 epoch 52 - iter 513/577 - loss 0.21767379
2019-01-29 02:25:35,386 epoch 52 - iter 570/577 - loss 0.21872193
2019-01-29 02:25:37,036 ----------------------------------------------------------------------------------------------------
2019-01-29 02:25:37,036 EPOCH 52 done: loss 0.2183 - lr 0.0500 - bad epochs 0
2019-01-29 02:25:51,628 TEST : loss 1.05966961 - f-score 0.9279 - acc 0.9279
2019-01-29 02:25:51,642 ----------------------------------------------------------------------------------------------------
2019-01-29 02:25:51,794 epoch 53 - iter 0/577 - loss 0.03640795
2019-01-29 02:25:59,809 epoch 53 - iter 57/577 - loss 0.18585805
2019-01-29 02:26:08,019 epoch 53 - iter 114/577 - loss 0.20457859
2019-01-29 02:26:16,008 epoch 53 - iter 171/577 - loss 0.20720315
2019-01-29 02:26:23,969 epoch 53 - iter 228/577 - loss 0.20609016
2019-01-29 02:26:31,710 epoch 53 - iter 285/577 - loss 0.20208284
2019-01-29 02:26:39,396 epoch 53 - iter 342/577 - loss 0.19636713
2019-01-29 02:26:47,710 epoch 53 - iter 399/577 - loss 0.19503270
2019-01-29 02:26:55,658 epoch 53 - iter 456/577 - loss 0.19398672
2019-01-29 02:27:03,506 epoch 53 - iter 513/577 - loss 0.19375433
2019-01-29 02:27:11,388 epoch 53 - iter 570/577 - loss 0.19455453
2019-01-29 02:27:12,874 ----------------------------------------------------------------------------------------------------
2019-01-29 02:27:12,874 EPOCH 53 done: loss 0.1942 - lr 0.0500 - bad epochs 0
2019-01-29 02:27:27,488 TEST : loss 1.07375503 - f-score 0.9292 - acc 0.9293
2019-01-29 02:27:27,500 ----------------------------------------------------------------------------------------------------
2019-01-29 02:27:27,660 epoch 54 - iter 0/577 - loss 0.24100283
2019-01-29 02:27:35,842 epoch 54 - iter 57/577 - loss 0.18199456
2019-01-29 02:27:44,086 epoch 54 - iter 114/577 - loss 0.19241429
2019-01-29 02:27:52,190 epoch 54 - iter 171/577 - loss 0.19857384
2019-01-29 02:28:00,229 epoch 54 - iter 228/577 - loss 0.19673772
2019-01-29 02:28:08,354 epoch 54 - iter 285/577 - loss 0.19359178
2019-01-29 02:28:16,371 epoch 54 - iter 342/577 - loss 0.19337397
2019-01-29 02:28:24,367 epoch 54 - iter 399/577 - loss 0.19104618
2019-01-29 02:28:32,577 epoch 54 - iter 456/577 - loss 0.19662766
2019-01-29 02:28:40,834 epoch 54 - iter 513/577 - loss 0.19617710
2019-01-29 02:28:48,775 epoch 54 - iter 570/577 - loss 0.19679053
2019-01-29 02:28:50,418 ----------------------------------------------------------------------------------------------------
2019-01-29 02:28:50,418 EPOCH 54 done: loss 0.1967 - lr 0.0500 - bad epochs 0
2019-01-29 02:29:04,871 TEST : loss 1.09857464 - f-score 0.9275 - acc 0.9275
2019-01-29 02:29:04,877 ----------------------------------------------------------------------------------------------------
2019-01-29 02:29:04,995 epoch 55 - iter 0/577 - loss 0.06673360
2019-01-29 02:29:13,176 epoch 55 - iter 57/577 - loss 0.21266263
2019-01-29 02:29:21,072 epoch 55 - iter 114/577 - loss 0.21351294
2019-01-29 02:29:28,918 epoch 55 - iter 171/577 - loss 0.19892668
2019-01-29 02:29:37,081 epoch 55 - iter 228/577 - loss 0.19349900
2019-01-29 02:29:44,963 epoch 55 - iter 285/577 - loss 0.18431882
2019-01-29 02:29:53,173 epoch 55 - iter 342/577 - loss 0.18516027
2019-01-29 02:30:01,214 epoch 55 - iter 399/577 - loss 0.18624819
2019-01-29 02:30:09,202 epoch 55 - iter 456/577 - loss 0.18546030
2019-01-29 02:30:17,360 epoch 55 - iter 513/577 - loss 0.18255332
2019-01-29 02:30:25,622 epoch 55 - iter 570/577 - loss 0.18324659
2019-01-29 02:30:27,251 ----------------------------------------------------------------------------------------------------
2019-01-29 02:30:27,252 EPOCH 55 done: loss 0.1832 - lr 0.0500 - bad epochs 1
2019-01-29 02:30:41,734 TEST : loss 1.08634520 - f-score 0.9283 - acc 0.9283
2019-01-29 02:30:41,745 ----------------------------------------------------------------------------------------------------
2019-01-29 02:30:41,874 epoch 56 - iter 0/577 - loss 0.18752789
2019-01-29 02:30:50,136 epoch 56 - iter 57/577 - loss 0.20427637
2019-01-29 02:30:58,023 epoch 56 - iter 114/577 - loss 0.17685247
2019-01-29 02:31:05,696 epoch 56 - iter 171/577 - loss 0.18471906
2019-01-29 02:31:13,666 epoch 56 - iter 228/577 - loss 0.18168154
2019-01-29 02:31:21,413 epoch 56 - iter 285/577 - loss 0.17540172
2019-01-29 02:31:29,281 epoch 56 - iter 342/577 - loss 0.17567601
2019-01-29 02:31:37,249 epoch 56 - iter 399/577 - loss 0.17849454
2019-01-29 02:31:45,353 epoch 56 - iter 456/577 - loss 0.17719421
2019-01-29 02:31:54,563 epoch 56 - iter 513/577 - loss 0.18490890
2019-01-29 02:32:02,377 epoch 56 - iter 570/577 - loss 0.18622750
2019-01-29 02:32:03,978 ----------------------------------------------------------------------------------------------------
2019-01-29 02:32:03,978 EPOCH 56 done: loss 0.1853 - lr 0.0500 - bad epochs 0
2019-01-29 02:32:18,446 TEST : loss 1.09414661 - f-score 0.9294 - acc 0.9294
2019-01-29 02:32:18,456 ----------------------------------------------------------------------------------------------------
2019-01-29 02:32:18,599 epoch 57 - iter 0/577 - loss 0.16970143
2019-01-29 02:32:26,589 epoch 57 - iter 57/577 - loss 0.22957533
2019-01-29 02:32:34,589 epoch 57 - iter 114/577 - loss 0.20963552
2019-01-29 02:32:42,546 epoch 57 - iter 171/577 - loss 0.21697760
2019-01-29 02:32:50,450 epoch 57 - iter 228/577 - loss 0.20997195
2019-01-29 02:32:58,437 epoch 57 - iter 285/577 - loss 0.19991871
2019-01-29 02:33:06,412 epoch 57 - iter 342/577 - loss 0.19338504
2019-01-29 02:33:14,469 epoch 57 - iter 399/577 - loss 0.18699823
2019-01-29 02:33:22,527 epoch 57 - iter 456/577 - loss 0.18501742
2019-01-29 02:33:30,740 epoch 57 - iter 513/577 - loss 0.18110995
2019-01-29 02:33:38,766 epoch 57 - iter 570/577 - loss 0.17535744
2019-01-29 02:33:40,371 ----------------------------------------------------------------------------------------------------
2019-01-29 02:33:40,371 EPOCH 57 done: loss 0.1746 - lr 0.0500 - bad epochs 1
2019-01-29 02:33:55,032 TEST : loss 1.12386763 - f-score 0.9295 - acc 0.9295
2019-01-29 02:33:55,044 ----------------------------------------------------------------------------------------------------
2019-01-29 02:33:55,202 epoch 58 - iter 0/577 - loss 0.12783733
2019-01-29 02:34:03,166 epoch 58 - iter 57/577 - loss 0.19800499
2019-01-29 02:34:11,310 epoch 58 - iter 114/577 - loss 0.18489784
2019-01-29 02:34:19,312 epoch 58 - iter 171/577 - loss 0.18747572
2019-01-29 02:34:27,715 epoch 58 - iter 228/577 - loss 0.18475169
2019-01-29 02:34:35,938 epoch 58 - iter 285/577 - loss 0.17437497
2019-01-29 02:34:44,072 epoch 58 - iter 342/577 - loss 0.16401882
2019-01-29 02:34:52,244 epoch 58 - iter 399/577 - loss 0.16457775
2019-01-29 02:35:00,346 epoch 58 - iter 456/577 - loss 0.17091594
2019-01-29 02:35:08,578 epoch 58 - iter 513/577 - loss 0.16912550
2019-01-29 02:35:16,735 epoch 58 - iter 570/577 - loss 0.16884791
2019-01-29 02:35:18,138 ----------------------------------------------------------------------------------------------------
2019-01-29 02:35:18,139 EPOCH 58 done: loss 0.1678 - lr 0.0500 - bad epochs 0
2019-01-29 02:35:32,797 TEST : loss 1.10738838 - f-score 0.9283 - acc 0.9283
2019-01-29 02:35:32,809 ----------------------------------------------------------------------------------------------------
2019-01-29 02:35:32,952 epoch 59 - iter 0/577 - loss 0.19901770
2019-01-29 02:35:41,114 epoch 59 - iter 57/577 - loss 0.21723546
2019-01-29 02:35:49,254 epoch 59 - iter 114/577 - loss 0.20508059
2019-01-29 02:35:57,295 epoch 59 - iter 171/577 - loss 0.21097640
2019-01-29 02:36:05,192 epoch 59 - iter 228/577 - loss 0.21398286
2019-01-29 02:36:13,243 epoch 59 - iter 285/577 - loss 0.20235204
2019-01-29 02:36:21,336 epoch 59 - iter 342/577 - loss 0.19847354
2019-01-29 02:36:29,317 epoch 59 - iter 399/577 - loss 0.19297551
2019-01-29 02:36:37,486 epoch 59 - iter 456/577 - loss 0.19216228
2019-01-29 02:36:45,763 epoch 59 - iter 513/577 - loss 0.18851291
2019-01-29 02:36:53,785 epoch 59 - iter 570/577 - loss 0.19148857
2019-01-29 02:36:55,461 ----------------------------------------------------------------------------------------------------
2019-01-29 02:36:55,462 EPOCH 59 done: loss 0.1913 - lr 0.0500 - bad epochs 0
2019-01-29 02:37:09,968 TEST : loss 1.12477112 - f-score 0.9279 - acc 0.9279
2019-01-29 02:37:09,984 ----------------------------------------------------------------------------------------------------
2019-01-29 02:37:10,147 epoch 60 - iter 0/577 - loss 0.05983269
2019-01-29 02:37:18,351 epoch 60 - iter 57/577 - loss 0.13546350
2019-01-29 02:37:26,404 epoch 60 - iter 114/577 - loss 0.15493692
2019-01-29 02:37:34,556 epoch 60 - iter 171/577 - loss 0.16836818
2019-01-29 02:37:42,548 epoch 60 - iter 228/577 - loss 0.17422783
2019-01-29 02:37:50,444 epoch 60 - iter 285/577 - loss 0.16998900
2019-01-29 02:37:58,583 epoch 60 - iter 342/577 - loss 0.17460134
2019-01-29 02:38:06,896 epoch 60 - iter 399/577 - loss 0.17797066
2019-01-29 02:38:14,918 epoch 60 - iter 456/577 - loss 0.17686417
2019-01-29 02:38:23,093 epoch 60 - iter 513/577 - loss 0.17546054
2019-01-29 02:38:31,206 epoch 60 - iter 570/577 - loss 0.17176242
2019-01-29 02:38:32,886 ----------------------------------------------------------------------------------------------------
2019-01-29 02:38:32,886 EPOCH 60 done: loss 0.1722 - lr 0.0500 - bad epochs 1
2019-01-29 02:38:47,487 TEST : loss 1.14029312 - f-score 0.9296 - acc 0.9296
2019-01-29 02:38:47,496 ----------------------------------------------------------------------------------------------------
2019-01-29 02:38:47,652 epoch 61 - iter 0/577 - loss 0.09945077
2019-01-29 02:38:55,695 epoch 61 - iter 57/577 - loss 0.17165983
2019-01-29 02:39:03,784 epoch 61 - iter 114/577 - loss 0.16677769
2019-01-29 02:39:11,943 epoch 61 - iter 171/577 - loss 0.18657074
2019-01-29 02:39:19,974 epoch 61 - iter 228/577 - loss 0.18191931
2019-01-29 02:39:28,079 epoch 61 - iter 285/577 - loss 0.17296181
2019-01-29 02:39:36,361 epoch 61 - iter 342/577 - loss 0.17570781
2019-01-29 02:39:44,742 epoch 61 - iter 399/577 - loss 0.17749846
2019-01-29 02:39:52,782 epoch 61 - iter 456/577 - loss 0.17447462
2019-01-29 02:40:00,888 epoch 61 - iter 513/577 - loss 0.17829527
2019-01-29 02:40:09,094 epoch 61 - iter 570/577 - loss 0.17480463
2019-01-29 02:40:10,587 ----------------------------------------------------------------------------------------------------
2019-01-29 02:40:10,588 EPOCH 61 done: loss 0.1739 - lr 0.0500 - bad epochs 2
2019-01-29 02:40:25,134 TEST : loss 1.14407945 - f-score 0.9309 - acc 0.9310
2019-01-29 02:40:25,142 ----------------------------------------------------------------------------------------------------
2019-01-29 02:40:25,295 epoch 62 - iter 0/577 - loss 0.05951598
2019-01-29 02:40:33,105 epoch 62 - iter 57/577 - loss 0.16024919
2019-01-29 02:40:40,924 epoch 62 - iter 114/577 - loss 0.16780961
2019-01-29 02:40:48,911 epoch 62 - iter 171/577 - loss 0.16663537
2019-01-29 02:40:57,225 epoch 62 - iter 228/577 - loss 0.16736388
2019-01-29 02:41:05,485 epoch 62 - iter 285/577 - loss 0.16456315
2019-01-29 02:41:13,636 epoch 62 - iter 342/577 - loss 0.16622144
2019-01-29 02:41:21,608 epoch 62 - iter 399/577 - loss 0.17584675
2019-01-29 02:41:29,504 epoch 62 - iter 456/577 - loss 0.17219803
2019-01-29 02:41:37,573 epoch 62 - iter 513/577 - loss 0.16988624
2019-01-29 02:41:45,713 epoch 62 - iter 570/577 - loss 0.16395197
2019-01-29 02:41:47,240 ----------------------------------------------------------------------------------------------------
2019-01-29 02:41:47,240 EPOCH 62 done: loss 0.1632 - lr 0.0500 - bad epochs 3
2019-01-29 02:42:01,853 TEST : loss 1.15243411 - f-score 0.9284 - acc 0.9285
2019-01-29 02:42:01,861 ----------------------------------------------------------------------------------------------------
2019-01-29 02:42:01,993 epoch 63 - iter 0/577 - loss 0.25660682
2019-01-29 02:42:09,813 epoch 63 - iter 57/577 - loss 0.16367478
2019-01-29 02:42:17,796 epoch 63 - iter 114/577 - loss 0.17016946
2019-01-29 02:42:25,930 epoch 63 - iter 171/577 - loss 0.17346362
2019-01-29 02:42:34,204 epoch 63 - iter 228/577 - loss 0.17484297
2019-01-29 02:42:42,190 epoch 63 - iter 285/577 - loss 0.16688819
2019-01-29 02:42:50,324 epoch 63 - iter 342/577 - loss 0.15960379
2019-01-29 02:42:58,557 epoch 63 - iter 399/577 - loss 0.16114352
2019-01-29 02:43:06,739 epoch 63 - iter 456/577 - loss 0.16045400
2019-01-29 02:43:14,760 epoch 63 - iter 513/577 - loss 0.15975297
2019-01-29 02:43:22,885 epoch 63 - iter 570/577 - loss 0.15920376
2019-01-29 02:43:24,585 ----------------------------------------------------------------------------------------------------
2019-01-29 02:43:24,585 EPOCH 63 done: loss 0.1590 - lr 0.0500 - bad epochs 0
2019-01-29 02:43:39,182 TEST : loss 1.16697288 - f-score 0.9296 - acc 0.9296
2019-01-29 02:43:39,193 ----------------------------------------------------------------------------------------------------
2019-01-29 02:43:39,333 epoch 64 - iter 0/577 - loss 0.04275471
2019-01-29 02:43:47,706 epoch 64 - iter 57/577 - loss 0.16594449
2019-01-29 02:43:55,705 epoch 64 - iter 114/577 - loss 0.16325348
2019-01-29 02:44:03,974 epoch 64 - iter 171/577 - loss 0.16746753
2019-01-29 02:44:12,136 epoch 64 - iter 228/577 - loss 0.16686436
2019-01-29 02:44:20,194 epoch 64 - iter 285/577 - loss 0.17147231
2019-01-29 02:44:28,360 epoch 64 - iter 342/577 - loss 0.16874061
2019-01-29 02:44:36,138 epoch 64 - iter 399/577 - loss 0.17105904
2019-01-29 02:44:43,888 epoch 64 - iter 456/577 - loss 0.16945570
2019-01-29 02:44:51,695 epoch 64 - iter 513/577 - loss 0.16815142
2019-01-29 02:44:59,817 epoch 64 - iter 570/577 - loss 0.16809439
2019-01-29 02:45:01,365 ----------------------------------------------------------------------------------------------------
2019-01-29 02:45:01,365 EPOCH 64 done: loss 0.1678 - lr 0.0500 - bad epochs 0
2019-01-29 02:45:15,866 TEST : loss 1.18649912 - f-score 0.9296 - acc 0.9297
2019-01-29 02:45:15,885 ----------------------------------------------------------------------------------------------------
2019-01-29 02:45:16,028 epoch 65 - iter 0/577 - loss 0.17952281
2019-01-29 02:45:24,144 epoch 65 - iter 57/577 - loss 0.15108430
2019-01-29 02:45:32,272 epoch 65 - iter 114/577 - loss 0.16001622
2019-01-29 02:45:40,185 epoch 65 - iter 171/577 - loss 0.16726040
2019-01-29 02:45:48,125 epoch 65 - iter 228/577 - loss 0.16925634
2019-01-29 02:45:56,279 epoch 65 - iter 285/577 - loss 0.17970816
2019-01-29 02:46:04,665 epoch 65 - iter 342/577 - loss 0.17704773
2019-01-29 02:46:12,583 epoch 65 - iter 399/577 - loss 0.17951556
2019-01-29 02:46:20,571 epoch 65 - iter 456/577 - loss 0.17636509
2019-01-29 02:46:28,785 epoch 65 - iter 513/577 - loss 0.17603023
2019-01-29 02:46:36,895 epoch 65 - iter 570/577 - loss 0.17381473
2019-01-29 02:46:38,457 ----------------------------------------------------------------------------------------------------
2019-01-29 02:46:38,457 EPOCH 65 done: loss 0.1732 - lr 0.0500 - bad epochs 1
2019-01-29 02:46:54,138 TEST : loss 1.20693731 - f-score 0.9278 - acc 0.9278
2019-01-29 02:46:54,145 ----------------------------------------------------------------------------------------------------
2019-01-29 02:46:54,299 epoch 66 - iter 0/577 - loss 0.18136129
2019-01-29 02:47:02,126 epoch 66 - iter 57/577 - loss 0.16314920
2019-01-29 02:47:09,972 epoch 66 - iter 114/577 - loss 0.16036107
2019-01-29 02:47:18,288 epoch 66 - iter 171/577 - loss 0.15925879
2019-01-29 02:47:26,717 epoch 66 - iter 228/577 - loss 0.16195496
2019-01-29 02:47:34,948 epoch 66 - iter 285/577 - loss 0.16052726
2019-01-29 02:47:42,950 epoch 66 - iter 342/577 - loss 0.16676827
2019-01-29 02:47:51,103 epoch 66 - iter 399/577 - loss 0.16670733
2019-01-29 02:47:59,082 epoch 66 - iter 456/577 - loss 0.16834863
2019-01-29 02:48:07,121 epoch 66 - iter 513/577 - loss 0.16309310
2019-01-29 02:48:14,874 epoch 66 - iter 570/577 - loss 0.15873629
2019-01-29 02:48:16,415 ----------------------------------------------------------------------------------------------------
2019-01-29 02:48:16,415 EPOCH 66 done: loss 0.1585 - lr 0.0500 - bad epochs 2
2019-01-29 02:48:31,094 TEST : loss 1.14997256 - f-score 0.9282 - acc 0.9283
2019-01-29 02:48:31,103 ----------------------------------------------------------------------------------------------------
2019-01-29 02:48:31,245 epoch 67 - iter 0/577 - loss 0.20868355
2019-01-29 02:48:39,236 epoch 67 - iter 57/577 - loss 0.15583633
2019-01-29 02:48:47,267 epoch 67 - iter 114/577 - loss 0.17144616
2019-01-29 02:48:55,346 epoch 67 - iter 171/577 - loss 0.16448666
2019-01-29 02:49:03,473 epoch 67 - iter 228/577 - loss 0.15823454
2019-01-29 02:49:11,445 epoch 67 - iter 285/577 - loss 0.15168455
2019-01-29 02:49:19,573 epoch 67 - iter 342/577 - loss 0.15701966
2019-01-29 02:49:27,622 epoch 67 - iter 399/577 - loss 0.15922944
2019-01-29 02:49:35,627 epoch 67 - iter 456/577 - loss 0.16553202
2019-01-29 02:49:43,935 epoch 67 - iter 513/577 - loss 0.16225109
2019-01-29 02:49:52,180 epoch 67 - iter 570/577 - loss 0.16158351
2019-01-29 02:49:53,774 ----------------------------------------------------------------------------------------------------
2019-01-29 02:49:53,775 EPOCH 67 done: loss 0.1619 - lr 0.0500 - bad epochs 0
2019-01-29 02:50:08,405 TEST : loss 1.13664699 - f-score 0.9288 - acc 0.9288
2019-01-29 02:50:08,415 ----------------------------------------------------------------------------------------------------
2019-01-29 02:50:08,554 epoch 68 - iter 0/577 - loss 0.20915359
2019-01-29 02:50:16,495 epoch 68 - iter 57/577 - loss 0.17398270
2019-01-29 02:50:24,533 epoch 68 - iter 114/577 - loss 0.15665838
2019-01-29 02:50:32,639 epoch 68 - iter 171/577 - loss 0.16105126
2019-01-29 02:50:40,568 epoch 68 - iter 228/577 - loss 0.16603303
2019-01-29 02:50:48,739 epoch 68 - iter 285/577 - loss 0.16479553
2019-01-29 02:50:56,825 epoch 68 - iter 342/577 - loss 0.17429485
2019-01-29 02:51:04,951 epoch 68 - iter 399/577 - loss 0.16777679
2019-01-29 02:51:13,075 epoch 68 - iter 456/577 - loss 0.16032023
2019-01-29 02:51:20,999 epoch 68 - iter 513/577 - loss 0.15738249
2019-01-29 02:51:29,259 epoch 68 - iter 570/577 - loss 0.15796165
2019-01-29 02:51:30,832 ----------------------------------------------------------------------------------------------------
2019-01-29 02:51:30,832 EPOCH 68 done: loss 0.1575 - lr 0.0500 - bad epochs 1
2019-01-29 02:51:45,412 TEST : loss 1.15866458 - f-score 0.9300 - acc 0.9300
2019-01-29 02:51:45,427 ----------------------------------------------------------------------------------------------------
2019-01-29 02:51:45,590 epoch 69 - iter 0/577 - loss 0.54343885
2019-01-29 02:51:53,547 epoch 69 - iter 57/577 - loss 0.14749429
2019-01-29 02:52:01,682 epoch 69 - iter 114/577 - loss 0.15424346
2019-01-29 02:52:09,881 epoch 69 - iter 171/577 - loss 0.15549659
2019-01-29 02:52:18,232 epoch 69 - iter 228/577 - loss 0.15434872
2019-01-29 02:52:26,334 epoch 69 - iter 285/577 - loss 0.14833174
2019-01-29 02:52:34,542 epoch 69 - iter 342/577 - loss 0.15020505
2019-01-29 02:52:42,709 epoch 69 - iter 399/577 - loss 0.15688127
2019-01-29 02:52:50,492 epoch 69 - iter 456/577 - loss 0.15884517
2019-01-29 02:52:58,133 epoch 69 - iter 513/577 - loss 0.15292412
2019-01-29 02:53:06,069 epoch 69 - iter 570/577 - loss 0.15452665
2019-01-29 02:53:07,594 ----------------------------------------------------------------------------------------------------
2019-01-29 02:53:07,594 EPOCH 69 done: loss 0.1550 - lr 0.0500 - bad epochs 0
2019-01-29 02:53:22,076 TEST : loss 1.14312696 - f-score 0.9285 - acc 0.9285
2019-01-29 02:53:22,084 ----------------------------------------------------------------------------------------------------
2019-01-29 02:53:22,221 epoch 70 - iter 0/577 - loss 0.36305654
2019-01-29 02:53:30,034 epoch 70 - iter 57/577 - loss 0.19204240
2019-01-29 02:53:37,914 epoch 70 - iter 114/577 - loss 0.16859165
2019-01-29 02:53:45,942 epoch 70 - iter 171/577 - loss 0.15970615
2019-01-29 02:53:53,737 epoch 70 - iter 228/577 - loss 0.16312033
2019-01-29 02:54:01,788 epoch 70 - iter 285/577 - loss 0.15846615
2019-01-29 02:54:09,779 epoch 70 - iter 342/577 - loss 0.15462070
2019-01-29 02:54:18,069 epoch 70 - iter 399/577 - loss 0.15787171
2019-01-29 02:54:26,021 epoch 70 - iter 456/577 - loss 0.15752846
2019-01-29 02:54:34,017 epoch 70 - iter 513/577 - loss 0.15526242
2019-01-29 02:54:42,021 epoch 70 - iter 570/577 - loss 0.15616854
2019-01-29 02:54:43,576 ----------------------------------------------------------------------------------------------------
2019-01-29 02:54:43,576 EPOCH 70 done: loss 0.1558 - lr 0.0500 - bad epochs 0
2019-01-29 02:54:58,061 TEST : loss 1.16904557 - f-score 0.9292 - acc 0.9292
2019-01-29 02:54:58,076 ----------------------------------------------------------------------------------------------------
2019-01-29 02:54:58,221 epoch 71 - iter 0/577 - loss 0.10010982
2019-01-29 02:55:06,307 epoch 71 - iter 57/577 - loss 0.14774217
2019-01-29 02:55:14,226 epoch 71 - iter 114/577 - loss 0.14704635
2019-01-29 02:55:22,411 epoch 71 - iter 171/577 - loss 0.14657119
2019-01-29 02:55:30,363 epoch 71 - iter 228/577 - loss 0.13871581
2019-01-29 02:55:38,518 epoch 71 - iter 285/577 - loss 0.14723909
2019-01-29 02:55:46,459 epoch 71 - iter 342/577 - loss 0.14390531
2019-01-29 02:55:54,576 epoch 71 - iter 399/577 - loss 0.14137059
2019-01-29 02:56:02,450 epoch 71 - iter 456/577 - loss 0.14316172
2019-01-29 02:56:10,348 epoch 71 - iter 513/577 - loss 0.14227203
2019-01-29 02:56:18,438 epoch 71 - iter 570/577 - loss 0.14505799
2019-01-29 02:56:20,080 ----------------------------------------------------------------------------------------------------
2019-01-29 02:56:20,080 EPOCH 71 done: loss 0.1461 - lr 0.0500 - bad epochs 1
2019-01-29 02:56:34,574 TEST : loss 1.18016422 - f-score 0.9278 - acc 0.9278
2019-01-29 02:56:34,592 ----------------------------------------------------------------------------------------------------
2019-01-29 02:56:34,726 epoch 72 - iter 0/577 - loss 0.15037411
2019-01-29 02:56:43,023 epoch 72 - iter 57/577 - loss 0.13251532
2019-01-29 02:56:51,015 epoch 72 - iter 114/577 - loss 0.15349110
2019-01-29 02:56:59,119 epoch 72 - iter 171/577 - loss 0.16167693
2019-01-29 02:57:07,052 epoch 72 - iter 228/577 - loss 0.16649500
2019-01-29 02:57:15,286 epoch 72 - iter 285/577 - loss 0.16510480
2019-01-29 02:57:23,520 epoch 72 - iter 342/577 - loss 0.16694235
2019-01-29 02:57:31,597 epoch 72 - iter 399/577 - loss 0.16211380
2019-01-29 02:57:39,939 epoch 72 - iter 456/577 - loss 0.15975836
2019-01-29 02:57:47,982 epoch 72 - iter 513/577 - loss 0.16327622
2019-01-29 02:57:55,689 epoch 72 - iter 570/577 - loss 0.16419591
2019-01-29 02:57:57,021 ----------------------------------------------------------------------------------------------------
2019-01-29 02:57:57,022 EPOCH 72 done: loss 0.1635 - lr 0.0500 - bad epochs 0
2019-01-29 02:58:11,577 TEST : loss 1.17427075 - f-score 0.9300 - acc 0.9300
2019-01-29 02:58:11,591 ----------------------------------------------------------------------------------------------------
2019-01-29 02:58:11,733 epoch 73 - iter 0/577 - loss 0.02741867
2019-01-29 02:58:19,942 epoch 73 - iter 57/577 - loss 0.14692167
2019-01-29 02:58:27,872 epoch 73 - iter 114/577 - loss 0.15592640
2019-01-29 02:58:35,918 epoch 73 - iter 171/577 - loss 0.15746287
2019-01-29 02:58:44,252 epoch 73 - iter 228/577 - loss 0.15241262
2019-01-29 02:58:52,129 epoch 73 - iter 285/577 - loss 0.15481971
2019-01-29 02:59:00,204 epoch 73 - iter 342/577 - loss 0.15268490
2019-01-29 02:59:08,317 epoch 73 - iter 399/577 - loss 0.15759542
2019-01-29 02:59:16,215 epoch 73 - iter 456/577 - loss 0.15712329
2019-01-29 02:59:24,126 epoch 73 - iter 513/577 - loss 0.15762768
2019-01-29 02:59:31,938 epoch 73 - iter 570/577 - loss 0.15612215
2019-01-29 02:59:33,470 ----------------------------------------------------------------------------------------------------
2019-01-29 02:59:33,471 EPOCH 73 done: loss 0.1553 - lr 0.0500 - bad epochs 1
2019-01-29 02:59:48,110 TEST : loss 1.22229314 - f-score 0.9306 - acc 0.9306
2019-01-29 02:59:48,124 ----------------------------------------------------------------------------------------------------
2019-01-29 02:59:48,259 epoch 74 - iter 0/577 - loss 0.06431800
2019-01-29 02:59:56,220 epoch 74 - iter 57/577 - loss 0.13436620
2019-01-29 03:00:04,279 epoch 74 - iter 114/577 - loss 0.13847724
2019-01-29 03:00:12,294 epoch 74 - iter 171/577 - loss 0.13860589
2019-01-29 03:00:20,391 epoch 74 - iter 228/577 - loss 0.14478193
2019-01-29 03:00:28,504 epoch 74 - iter 285/577 - loss 0.14728370
2019-01-29 03:00:37,062 epoch 74 - iter 342/577 - loss 0.14906671
2019-01-29 03:00:45,242 epoch 74 - iter 399/577 - loss 0.14870030
2019-01-29 03:00:53,484 epoch 74 - iter 456/577 - loss 0.14830667
2019-01-29 03:01:01,599 epoch 74 - iter 513/577 - loss 0.15471717
2019-01-29 03:01:09,586 epoch 74 - iter 570/577 - loss 0.14901389
2019-01-29 03:01:11,281 ----------------------------------------------------------------------------------------------------
2019-01-29 03:01:11,282 EPOCH 74 done: loss 0.1494 - lr 0.0500 - bad epochs 2
2019-01-29 03:01:25,916 TEST : loss 1.22302043 - f-score 0.9276 - acc 0.9276
2019-01-29 03:01:25,926 ----------------------------------------------------------------------------------------------------
2019-01-29 03:01:26,057 epoch 75 - iter 0/577 - loss 0.14344484
2019-01-29 03:01:34,440 epoch 75 - iter 57/577 - loss 0.14732717
2019-01-29 03:01:42,600 epoch 75 - iter 114/577 - loss 0.15705713
2019-01-29 03:01:50,795 epoch 75 - iter 171/577 - loss 0.15646593
2019-01-29 03:01:58,687 epoch 75 - iter 228/577 - loss 0.16132823
2019-01-29 03:02:06,642 epoch 75 - iter 285/577 - loss 0.15278409
2019-01-29 03:02:14,874 epoch 75 - iter 342/577 - loss 0.15309137
2019-01-29 03:02:22,699 epoch 75 - iter 399/577 - loss 0.15135448
2019-01-29 03:02:30,886 epoch 75 - iter 456/577 - loss 0.15824333
2019-01-29 03:02:38,883 epoch 75 - iter 513/577 - loss 0.15974651
2019-01-29 03:02:47,124 epoch 75 - iter 570/577 - loss 0.16007579
2019-01-29 03:02:48,916 ----------------------------------------------------------------------------------------------------
2019-01-29 03:02:48,917 EPOCH 75 done: loss 0.1597 - lr 0.0500 - bad epochs 3
2019-01-29 03:03:03,451 TEST : loss 1.19261265 - f-score 0.9289 - acc 0.9289
2019-01-29 03:03:03,482 ----------------------------------------------------------------------------------------------------
2019-01-29 03:03:03,636 epoch 76 - iter 0/577 - loss 0.00854427
2019-01-29 03:03:11,952 epoch 76 - iter 57/577 - loss 0.14844018
2019-01-29 03:03:19,867 epoch 76 - iter 114/577 - loss 0.17162634
2019-01-29 03:03:27,618 epoch 76 - iter 171/577 - loss 0.17411030
2019-01-29 03:03:35,597 epoch 76 - iter 228/577 - loss 0.17686357
2019-01-29 03:03:43,880 epoch 76 - iter 285/577 - loss 0.16638587
2019-01-29 03:03:52,004 epoch 76 - iter 342/577 - loss 0.15775426
2019-01-29 03:03:59,979 epoch 76 - iter 399/577 - loss 0.16365888
2019-01-29 03:04:08,130 epoch 76 - iter 456/577 - loss 0.16035617
2019-01-29 03:04:16,466 epoch 76 - iter 513/577 - loss 0.15674617
2019-01-29 03:04:24,731 epoch 76 - iter 570/577 - loss 0.15811294
2019-01-29 03:04:26,401 ----------------------------------------------------------------------------------------------------
2019-01-29 03:04:26,401 EPOCH 76 done: loss 0.1571 - lr 0.0250 - bad epochs 0
2019-01-29 03:04:40,975 TEST : loss 1.18249679 - f-score 0.9294 - acc 0.9294
2019-01-29 03:04:40,985 ----------------------------------------------------------------------------------------------------
2019-01-29 03:04:41,138 epoch 77 - iter 0/577 - loss 0.22210538
2019-01-29 03:04:49,253 epoch 77 - iter 57/577 - loss 0.15013000
2019-01-29 03:04:57,306 epoch 77 - iter 114/577 - loss 0.13968221
2019-01-29 03:05:05,320 epoch 77 - iter 171/577 - loss 0.13943734
2019-01-29 03:05:13,327 epoch 77 - iter 228/577 - loss 0.13910718
2019-01-29 03:05:21,514 epoch 77 - iter 285/577 - loss 0.14167858
2019-01-29 03:05:29,661 epoch 77 - iter 342/577 - loss 0.15143244
2019-01-29 03:05:37,530 epoch 77 - iter 399/577 - loss 0.15181187
2019-01-29 03:05:45,613 epoch 77 - iter 456/577 - loss 0.15438448
2019-01-29 03:05:53,880 epoch 77 - iter 513/577 - loss 0.15066380
2019-01-29 03:06:01,934 epoch 77 - iter 570/577 - loss 0.15116436
2019-01-29 03:06:03,591 ----------------------------------------------------------------------------------------------------
2019-01-29 03:06:03,591 EPOCH 77 done: loss 0.1514 - lr 0.0250 - bad epochs 1
2019-01-29 03:06:18,159 TEST : loss 1.21219337 - f-score 0.9298 - acc 0.9298
2019-01-29 03:06:18,169 ----------------------------------------------------------------------------------------------------
2019-01-29 03:06:18,309 epoch 78 - iter 0/577 - loss 0.06438982
2019-01-29 03:06:26,171 epoch 78 - iter 57/577 - loss 0.11906185
2019-01-29 03:06:34,154 epoch 78 - iter 114/577 - loss 0.15713656
2019-01-29 03:06:42,240 epoch 78 - iter 171/577 - loss 0.14423952
2019-01-29 03:06:50,073 epoch 78 - iter 228/577 - loss 0.13571660
2019-01-29 03:06:57,980 epoch 78 - iter 285/577 - loss 0.13056747
2019-01-29 03:07:05,795 epoch 78 - iter 342/577 - loss 0.13770633
2019-01-29 03:07:13,726 epoch 78 - iter 399/577 - loss 0.13932791
2019-01-29 03:07:21,653 epoch 78 - iter 456/577 - loss 0.14535679
2019-01-29 03:07:29,631 epoch 78 - iter 513/577 - loss 0.14393643
2019-01-29 03:07:37,709 epoch 78 - iter 570/577 - loss 0.14161821
2019-01-29 03:07:39,244 ----------------------------------------------------------------------------------------------------
2019-01-29 03:07:39,244 EPOCH 78 done: loss 0.1424 - lr 0.0250 - bad epochs 2
2019-01-29 03:07:53,731 TEST : loss 1.20754886 - f-score 0.9298 - acc 0.9298
2019-01-29 03:07:53,748 ----------------------------------------------------------------------------------------------------
2019-01-29 03:07:53,905 epoch 79 - iter 0/577 - loss 0.04516590
2019-01-29 03:08:01,830 epoch 79 - iter 57/577 - loss 0.14686093
2019-01-29 03:08:09,643 epoch 79 - iter 114/577 - loss 0.13242797
2019-01-29 03:08:17,583 epoch 79 - iter 171/577 - loss 0.12714481
2019-01-29 03:08:25,520 epoch 79 - iter 228/577 - loss 0.12020694
2019-01-29 03:08:33,545 epoch 79 - iter 285/577 - loss 0.12344925
2019-01-29 03:08:41,851 epoch 79 - iter 342/577 - loss 0.12636385
2019-01-29 03:08:49,890 epoch 79 - iter 399/577 - loss 0.12239163
2019-01-29 03:08:57,951 epoch 79 - iter 456/577 - loss 0.12641608
2019-01-29 03:09:05,911 epoch 79 - iter 513/577 - loss 0.12938682
2019-01-29 03:09:14,075 epoch 79 - iter 570/577 - loss 0.13171381
2019-01-29 03:09:15,641 ----------------------------------------------------------------------------------------------------
2019-01-29 03:09:15,642 EPOCH 79 done: loss 0.1319 - lr 0.0250 - bad epochs 0
2019-01-29 03:09:30,193 TEST : loss 1.24329329 - f-score 0.9299 - acc 0.9299
2019-01-29 03:09:30,205 ----------------------------------------------------------------------------------------------------
2019-01-29 03:09:30,341 epoch 80 - iter 0/577 - loss 0.18403286
2019-01-29 03:09:38,402 epoch 80 - iter 57/577 - loss 0.13448204
2019-01-29 03:09:46,387 epoch 80 - iter 114/577 - loss 0.14506422
2019-01-29 03:09:54,403 epoch 80 - iter 171/577 - loss 0.13933598
2019-01-29 03:10:02,523 epoch 80 - iter 228/577 - loss 0.14031001
2019-01-29 03:10:10,633 epoch 80 - iter 285/577 - loss 0.13657080
2019-01-29 03:10:18,691 epoch 80 - iter 342/577 - loss 0.14331271
2019-01-29 03:10:26,691 epoch 80 - iter 399/577 - loss 0.14094354
2019-01-29 03:10:34,919 epoch 80 - iter 456/577 - loss 0.14114421
2019-01-29 03:10:43,217 epoch 80 - iter 513/577 - loss 0.13885159
2019-01-29 03:10:51,108 epoch 80 - iter 570/577 - loss 0.14089275
2019-01-29 03:10:52,478 ----------------------------------------------------------------------------------------------------
2019-01-29 03:10:52,479 EPOCH 80 done: loss 0.1405 - lr 0.0250 - bad epochs 0
2019-01-29 03:11:07,018 TEST : loss 1.23899615 - f-score 0.9307 - acc 0.9307
2019-01-29 03:11:07,028 ----------------------------------------------------------------------------------------------------
2019-01-29 03:11:07,159 epoch 81 - iter 0/577 - loss 0.03100491
2019-01-29 03:11:15,613 epoch 81 - iter 57/577 - loss 0.12548832
2019-01-29 03:11:23,533 epoch 81 - iter 114/577 - loss 0.12930907
2019-01-29 03:11:31,367 epoch 81 - iter 171/577 - loss 0.14063286
2019-01-29 03:11:39,374 epoch 81 - iter 228/577 - loss 0.13844560
2019-01-29 03:11:47,364 epoch 81 - iter 285/577 - loss 0.14084751
2019-01-29 03:11:55,374 epoch 81 - iter 342/577 - loss 0.13550544
2019-01-29 03:12:03,454 epoch 81 - iter 399/577 - loss 0.13398450
2019-01-29 03:12:11,700 epoch 81 - iter 456/577 - loss 0.13305220
2019-01-29 03:12:19,875 epoch 81 - iter 513/577 - loss 0.13440873
2019-01-29 03:12:27,919 epoch 81 - iter 570/577 - loss 0.13366751
2019-01-29 03:12:29,399 ----------------------------------------------------------------------------------------------------
2019-01-29 03:12:29,399 EPOCH 81 done: loss 0.1330 - lr 0.0250 - bad epochs 1
2019-01-29 03:12:43,893 TEST : loss 1.25432420 - f-score 0.9295 - acc 0.9295
2019-01-29 03:12:43,911 ----------------------------------------------------------------------------------------------------
2019-01-29 03:12:44,071 epoch 82 - iter 0/577 - loss 0.06727907
2019-01-29 03:12:52,133 epoch 82 - iter 57/577 - loss 0.17371842
2019-01-29 03:13:00,307 epoch 82 - iter 114/577 - loss 0.15257785
2019-01-29 03:13:08,234 epoch 82 - iter 171/577 - loss 0.14612321
2019-01-29 03:13:16,256 epoch 82 - iter 228/577 - loss 0.14582295
2019-01-29 03:13:24,419 epoch 82 - iter 285/577 - loss 0.13958798
2019-01-29 03:13:32,514 epoch 82 - iter 342/577 - loss 0.14163751
2019-01-29 03:13:40,388 epoch 82 - iter 399/577 - loss 0.14288759
2019-01-29 03:13:48,325 epoch 82 - iter 456/577 - loss 0.13707957
2019-01-29 03:13:56,190 epoch 82 - iter 513/577 - loss 0.13409126
2019-01-29 03:14:04,185 epoch 82 - iter 570/577 - loss 0.13344227
2019-01-29 03:14:05,782 ----------------------------------------------------------------------------------------------------
2019-01-29 03:14:05,792 EPOCH 82 done: loss 0.1332 - lr 0.0250 - bad epochs 2
2019-01-29 03:14:20,343 TEST : loss 1.23776615 - f-score 0.9303 - acc 0.9303
2019-01-29 03:14:20,353 ----------------------------------------------------------------------------------------------------
2019-01-29 03:14:20,511 epoch 83 - iter 0/577 - loss 0.18229723
2019-01-29 03:14:28,732 epoch 83 - iter 57/577 - loss 0.12835919
2019-01-29 03:14:36,829 epoch 83 - iter 114/577 - loss 0.13423777
2019-01-29 03:14:45,187 epoch 83 - iter 171/577 - loss 0.13099952
2019-01-29 03:14:53,301 epoch 83 - iter 228/577 - loss 0.12951162
2019-01-29 03:15:01,220 epoch 83 - iter 285/577 - loss 0.12852106
2019-01-29 03:15:09,255 epoch 83 - iter 342/577 - loss 0.12670414
2019-01-29 03:15:17,325 epoch 83 - iter 399/577 - loss 0.12682299
2019-01-29 03:15:25,483 epoch 83 - iter 456/577 - loss 0.12846858
2019-01-29 03:15:33,501 epoch 83 - iter 513/577 - loss 0.13457556
2019-01-29 03:15:41,500 epoch 83 - iter 570/577 - loss 0.13110602
2019-01-29 03:15:43,006 ----------------------------------------------------------------------------------------------------
2019-01-29 03:15:43,007 EPOCH 83 done: loss 0.1311 - lr 0.0250 - bad epochs 3
2019-01-29 03:15:57,518 TEST : loss 1.25268710 - f-score 0.9307 - acc 0.9307
2019-01-29 03:15:57,527 ----------------------------------------------------------------------------------------------------
2019-01-29 03:15:57,684 epoch 84 - iter 0/577 - loss 0.46270132
2019-01-29 03:16:05,543 epoch 84 - iter 57/577 - loss 0.12312305
2019-01-29 03:16:13,715 epoch 84 - iter 114/577 - loss 0.10998089
2019-01-29 03:16:21,746 epoch 84 - iter 171/577 - loss 0.11821640
2019-01-29 03:16:30,057 epoch 84 - iter 228/577 - loss 0.12524581
2019-01-29 03:16:38,358 epoch 84 - iter 285/577 - loss 0.12966278
2019-01-29 03:16:46,408 epoch 84 - iter 342/577 - loss 0.12674643
2019-01-29 03:16:54,386 epoch 84 - iter 399/577 - loss 0.12783192
2019-01-29 03:17:02,299 epoch 84 - iter 456/577 - loss 0.12777743
2019-01-29 03:17:10,396 epoch 84 - iter 513/577 - loss 0.12803634
2019-01-29 03:17:18,364 epoch 84 - iter 570/577 - loss 0.12746686
2019-01-29 03:17:19,960 ----------------------------------------------------------------------------------------------------
2019-01-29 03:17:19,961 EPOCH 84 done: loss 0.1274 - lr 0.0250 - bad epochs 0
2019-01-29 03:17:35,643 TEST : loss 1.24481082 - f-score 0.9290 - acc 0.9290
2019-01-29 03:17:35,652 ----------------------------------------------------------------------------------------------------
2019-01-29 03:17:35,830 epoch 85 - iter 0/577 - loss 0.11032438
2019-01-29 03:17:43,960 epoch 85 - iter 57/577 - loss 0.12659371
2019-01-29 03:17:52,050 epoch 85 - iter 114/577 - loss 0.12624699
2019-01-29 03:18:00,056 epoch 85 - iter 171/577 - loss 0.12918728
2019-01-29 03:18:07,995 epoch 85 - iter 228/577 - loss 0.12369820
2019-01-29 03:18:15,909 epoch 85 - iter 285/577 - loss 0.12365775
2019-01-29 03:18:24,250 epoch 85 - iter 342/577 - loss 0.12985842
2019-01-29 03:18:32,356 epoch 85 - iter 399/577 - loss 0.13017287
2019-01-29 03:18:40,255 epoch 85 - iter 456/577 - loss 0.12539872
2019-01-29 03:18:48,638 epoch 85 - iter 513/577 - loss 0.12574172
2019-01-29 03:18:56,869 epoch 85 - iter 570/577 - loss 0.12949203
2019-01-29 03:18:58,678 ----------------------------------------------------------------------------------------------------
2019-01-29 03:18:58,678 EPOCH 85 done: loss 0.1296 - lr 0.0250 - bad epochs 0
2019-01-29 03:19:13,183 TEST : loss 1.23618054 - f-score 0.9293 - acc 0.9294
2019-01-29 03:19:13,197 ----------------------------------------------------------------------------------------------------
2019-01-29 03:19:13,337 epoch 86 - iter 0/577 - loss 0.24205855
2019-01-29 03:19:21,395 epoch 86 - iter 57/577 - loss 0.12437632
2019-01-29 03:19:29,394 epoch 86 - iter 114/577 - loss 0.13572799
2019-01-29 03:19:37,159 epoch 86 - iter 171/577 - loss 0.12941115
2019-01-29 03:19:44,819 epoch 86 - iter 228/577 - loss 0.12470849
2019-01-29 03:19:52,788 epoch 86 - iter 285/577 - loss 0.12765757
2019-01-29 03:20:00,636 epoch 86 - iter 342/577 - loss 0.13176034
2019-01-29 03:20:08,335 epoch 86 - iter 399/577 - loss 0.13340122
2019-01-29 03:20:16,126 epoch 86 - iter 456/577 - loss 0.13643344
2019-01-29 03:20:24,179 epoch 86 - iter 513/577 - loss 0.13710454
2019-01-29 03:20:32,166 epoch 86 - iter 570/577 - loss 0.13837430
2019-01-29 03:20:33,659 ----------------------------------------------------------------------------------------------------
2019-01-29 03:20:33,659 EPOCH 86 done: loss 0.1383 - lr 0.0250 - bad epochs 1
2019-01-29 03:20:48,251 TEST : loss 1.23754644 - f-score 0.9289 - acc 0.9289
2019-01-29 03:20:48,260 ----------------------------------------------------------------------------------------------------
2019-01-29 03:20:48,429 epoch 87 - iter 0/577 - loss 0.09491700
2019-01-29 03:20:56,491 epoch 87 - iter 57/577 - loss 0.10676649
2019-01-29 03:21:04,894 epoch 87 - iter 114/577 - loss 0.10807852
2019-01-29 03:21:13,038 epoch 87 - iter 171/577 - loss 0.10939251
2019-01-29 03:21:21,173 epoch 87 - iter 228/577 - loss 0.11945149
2019-01-29 03:21:29,119 epoch 87 - iter 285/577 - loss 0.12043263
2019-01-29 03:21:37,264 epoch 87 - iter 342/577 - loss 0.12041817
2019-01-29 03:21:45,488 epoch 87 - iter 399/577 - loss 0.11825756
2019-01-29 03:21:53,334 epoch 87 - iter 456/577 - loss 0.12172802
2019-01-29 03:22:01,363 epoch 87 - iter 513/577 - loss 0.12206783
2019-01-29 03:22:09,645 epoch 87 - iter 570/577 - loss 0.12096551
2019-01-29 03:22:11,161 ----------------------------------------------------------------------------------------------------
2019-01-29 03:22:11,162 EPOCH 87 done: loss 0.1210 - lr 0.0250 - bad epochs 2
2019-01-29 03:22:25,827 TEST : loss 1.25358486 - f-score 0.9298 - acc 0.9298
2019-01-29 03:22:25,830 ----------------------------------------------------------------------------------------------------
2019-01-29 03:22:25,970 epoch 88 - iter 0/577 - loss 0.17507970
2019-01-29 03:22:33,984 epoch 88 - iter 57/577 - loss 0.11235106
2019-01-29 03:22:42,127 epoch 88 - iter 114/577 - loss 0.13756177
2019-01-29 03:22:50,196 epoch 88 - iter 171/577 - loss 0.13363289
2019-01-29 03:22:58,329 epoch 88 - iter 228/577 - loss 0.13207041
2019-01-29 03:23:06,338 epoch 88 - iter 285/577 - loss 0.13517047
2019-01-29 03:23:14,334 epoch 88 - iter 342/577 - loss 0.13196556
2019-01-29 03:23:22,521 epoch 88 - iter 399/577 - loss 0.12509085
2019-01-29 03:23:30,842 epoch 88 - iter 456/577 - loss 0.12346965
2019-01-29 03:23:39,002 epoch 88 - iter 513/577 - loss 0.12373166
2019-01-29 03:23:47,339 epoch 88 - iter 570/577 - loss 0.12517225
2019-01-29 03:23:48,945 ----------------------------------------------------------------------------------------------------
2019-01-29 03:23:48,946 EPOCH 88 done: loss 0.1252 - lr 0.0250 - bad epochs 0
2019-01-29 03:24:03,446 TEST : loss 1.26458049 - f-score 0.9309 - acc 0.9310
2019-01-29 03:24:03,454 ----------------------------------------------------------------------------------------------------
2019-01-29 03:24:03,593 epoch 89 - iter 0/577 - loss 0.00340512
2019-01-29 03:24:11,548 epoch 89 - iter 57/577 - loss 0.10727912
2019-01-29 03:24:19,414 epoch 89 - iter 114/577 - loss 0.11570606
2019-01-29 03:24:27,698 epoch 89 - iter 171/577 - loss 0.12711332
2019-01-29 03:24:35,600 epoch 89 - iter 228/577 - loss 0.12203533
2019-01-29 03:24:44,077 epoch 89 - iter 285/577 - loss 0.12307074
2019-01-29 03:24:52,302 epoch 89 - iter 342/577 - loss 0.12081083
2019-01-29 03:25:00,084 epoch 89 - iter 399/577 - loss 0.11994486
2019-01-29 03:25:07,969 epoch 89 - iter 456/577 - loss 0.11889176
2019-01-29 03:25:16,392 epoch 89 - iter 513/577 - loss 0.11754652
2019-01-29 03:25:24,625 epoch 89 - iter 570/577 - loss 0.11800104
2019-01-29 03:25:26,255 ----------------------------------------------------------------------------------------------------
2019-01-29 03:25:26,256 EPOCH 89 done: loss 0.1178 - lr 0.0250 - bad epochs 1
2019-01-29 03:25:40,876 TEST : loss 1.25921893 - f-score 0.9312 - acc 0.9312
2019-01-29 03:25:40,884 ----------------------------------------------------------------------------------------------------
2019-01-29 03:25:41,023 epoch 90 - iter 0/577 - loss 0.14000332
2019-01-29 03:25:48,901 epoch 90 - iter 57/577 - loss 0.11168220
2019-01-29 03:25:56,937 epoch 90 - iter 114/577 - loss 0.11269372
2019-01-29 03:26:05,109 epoch 90 - iter 171/577 - loss 0.12258890
2019-01-29 03:26:13,053 epoch 90 - iter 228/577 - loss 0.12290034
2019-01-29 03:26:21,359 epoch 90 - iter 285/577 - loss 0.11836348
2019-01-29 03:26:29,512 epoch 90 - iter 342/577 - loss 0.12233561
2019-01-29 03:26:37,588 epoch 90 - iter 399/577 - loss 0.12343789
2019-01-29 03:26:45,567 epoch 90 - iter 456/577 - loss 0.12610397
2019-01-29 03:26:53,621 epoch 90 - iter 513/577 - loss 0.12591271
2019-01-29 03:27:01,719 epoch 90 - iter 570/577 - loss 0.12366359
2019-01-29 03:27:03,302 ----------------------------------------------------------------------------------------------------
2019-01-29 03:27:03,302 EPOCH 90 done: loss 0.1229 - lr 0.0250 - bad epochs 0
2019-01-29 03:27:17,850 TEST : loss 1.28927898 - f-score 0.9290 - acc 0.9290
2019-01-29 03:27:17,860 ----------------------------------------------------------------------------------------------------
2019-01-29 03:27:17,983 epoch 91 - iter 0/577 - loss 0.12541133
2019-01-29 03:27:25,955 epoch 91 - iter 57/577 - loss 0.12857949
2019-01-29 03:27:33,751 epoch 91 - iter 114/577 - loss 0.12835609
2019-01-29 03:27:41,835 epoch 91 - iter 171/577 - loss 0.13181001
2019-01-29 03:27:50,128 epoch 91 - iter 228/577 - loss 0.12833393
2019-01-29 03:27:58,476 epoch 91 - iter 285/577 - loss 0.12827192
2019-01-29 03:28:06,533 epoch 91 - iter 342/577 - loss 0.12322709
2019-01-29 03:28:14,830 epoch 91 - iter 399/577 - loss 0.12244893
2019-01-29 03:28:22,870 epoch 91 - iter 456/577 - loss 0.12547589
2019-01-29 03:28:31,018 epoch 91 - iter 513/577 - loss 0.12678946
2019-01-29 03:28:38,971 epoch 91 - iter 570/577 - loss 0.12750072
2019-01-29 03:28:40,458 ----------------------------------------------------------------------------------------------------
2019-01-29 03:28:40,459 EPOCH 91 done: loss 0.1285 - lr 0.0250 - bad epochs 1
2019-01-29 03:28:55,113 TEST : loss 1.29229915 - f-score 0.9290 - acc 0.9290
2019-01-29 03:28:55,121 ----------------------------------------------------------------------------------------------------
2019-01-29 03:28:55,281 epoch 92 - iter 0/577 - loss 0.00261992
2019-01-29 03:29:03,316 epoch 92 - iter 57/577 - loss 0.10039879
2019-01-29 03:29:11,478 epoch 92 - iter 114/577 - loss 0.11449797
2019-01-29 03:29:19,253 epoch 92 - iter 171/577 - loss 0.11944973
2019-01-29 03:29:27,265 epoch 92 - iter 228/577 - loss 0.11693340
2019-01-29 03:29:35,476 epoch 92 - iter 285/577 - loss 0.11886318
2019-01-29 03:29:43,503 epoch 92 - iter 342/577 - loss 0.11833068
2019-01-29 03:29:51,511 epoch 92 - iter 399/577 - loss 0.12072486
2019-01-29 03:29:59,443 epoch 92 - iter 456/577 - loss 0.11795565
2019-01-29 03:30:07,313 epoch 92 - iter 513/577 - loss 0.11776092
2019-01-29 03:30:15,385 epoch 92 - iter 570/577 - loss 0.12173968
2019-01-29 03:30:17,001 ----------------------------------------------------------------------------------------------------
2019-01-29 03:30:17,002 EPOCH 92 done: loss 0.1230 - lr 0.0250 - bad epochs 2
2019-01-29 03:30:31,591 TEST : loss 1.31026185 - f-score 0.9301 - acc 0.9300
2019-01-29 03:30:31,601 ----------------------------------------------------------------------------------------------------
2019-01-29 03:30:31,735 epoch 93 - iter 0/577 - loss 0.34624949
2019-01-29 03:30:40,214 epoch 93 - iter 57/577 - loss 0.11446926
2019-01-29 03:30:48,375 epoch 93 - iter 114/577 - loss 0.12166598
2019-01-29 03:30:56,407 epoch 93 - iter 171/577 - loss 0.12151299
2019-01-29 03:31:04,312 epoch 93 - iter 228/577 - loss 0.11492034
2019-01-29 03:31:12,324 epoch 93 - iter 285/577 - loss 0.12585651
2019-01-29 03:31:20,386 epoch 93 - iter 342/577 - loss 0.12186745
2019-01-29 03:31:28,505 epoch 93 - iter 399/577 - loss 0.12340719
2019-01-29 03:31:36,705 epoch 93 - iter 456/577 - loss 0.12624250
2019-01-29 03:31:44,944 epoch 93 - iter 513/577 - loss 0.12668041
2019-01-29 03:31:53,168 epoch 93 - iter 570/577 - loss 0.12655702
2019-01-29 03:31:54,960 ----------------------------------------------------------------------------------------------------
2019-01-29 03:31:54,960 EPOCH 93 done: loss 0.1262 - lr 0.0250 - bad epochs 3
2019-01-29 03:32:09,446 TEST : loss 1.28799498 - f-score 0.9289 - acc 0.9289
2019-01-29 03:32:09,461 ----------------------------------------------------------------------------------------------------
2019-01-29 03:32:09,610 epoch 94 - iter 0/577 - loss 0.27771121
2019-01-29 03:32:17,745 epoch 94 - iter 57/577 - loss 0.12592946
2019-01-29 03:32:25,814 epoch 94 - iter 114/577 - loss 0.11880512
2019-01-29 03:32:33,666 epoch 94 - iter 171/577 - loss 0.12890519
2019-01-29 03:32:41,568 epoch 94 - iter 228/577 - loss 0.12132622
2019-01-29 03:32:49,803 epoch 94 - iter 285/577 - loss 0.11770794
2019-01-29 03:32:57,751 epoch 94 - iter 342/577 - loss 0.11938792
2019-01-29 03:33:05,735 epoch 94 - iter 399/577 - loss 0.11942662
2019-01-29 03:33:13,902 epoch 94 - iter 456/577 - loss 0.12287867
2019-01-29 03:33:21,927 epoch 94 - iter 513/577 - loss 0.12392578
2019-01-29 03:33:29,714 epoch 94 - iter 570/577 - loss 0.12459778
2019-01-29 03:33:31,162 ----------------------------------------------------------------------------------------------------
2019-01-29 03:33:31,163 EPOCH 94 done: loss 0.1252 - lr 0.0125 - bad epochs 0
2019-01-29 03:33:45,676 TEST : loss 1.29122949 - f-score 0.9295 - acc 0.9295
2019-01-29 03:33:45,684 ----------------------------------------------------------------------------------------------------
2019-01-29 03:33:45,837 epoch 95 - iter 0/577 - loss 0.29825071
2019-01-29 03:33:54,017 epoch 95 - iter 57/577 - loss 0.09408256
2019-01-29 03:34:01,799 epoch 95 - iter 114/577 - loss 0.10239924
2019-01-29 03:34:09,904 epoch 95 - iter 171/577 - loss 0.11030354
2019-01-29 03:34:17,840 epoch 95 - iter 228/577 - loss 0.11318978
2019-01-29 03:34:25,834 epoch 95 - iter 285/577 - loss 0.11538766
2019-01-29 03:34:34,037 epoch 95 - iter 342/577 - loss 0.10873654
2019-01-29 03:34:41,993 epoch 95 - iter 399/577 - loss 0.11430177
2019-01-29 03:34:50,126 epoch 95 - iter 456/577 - loss 0.11422950
2019-01-29 03:34:58,470 epoch 95 - iter 513/577 - loss 0.11631482
2019-01-29 03:35:06,502 epoch 95 - iter 570/577 - loss 0.11412368
2019-01-29 03:35:08,088 ----------------------------------------------------------------------------------------------------
2019-01-29 03:35:08,088 EPOCH 95 done: loss 0.1134 - lr 0.0125 - bad epochs 1
2019-01-29 03:35:22,712 TEST : loss 1.29432428 - f-score 0.9302 - acc 0.9302
2019-01-29 03:35:22,722 ----------------------------------------------------------------------------------------------------
2019-01-29 03:35:22,848 epoch 96 - iter 0/577 - loss 0.00636739
2019-01-29 03:35:30,851 epoch 96 - iter 57/577 - loss 0.13975633
2019-01-29 03:35:38,982 epoch 96 - iter 114/577 - loss 0.11240215
2019-01-29 03:35:47,493 epoch 96 - iter 171/577 - loss 0.11793589
2019-01-29 03:35:55,607 epoch 96 - iter 228/577 - loss 0.11498100
2019-01-29 03:36:03,852 epoch 96 - iter 285/577 - loss 0.12583420
2019-01-29 03:36:11,963 epoch 96 - iter 342/577 - loss 0.12218978
2019-01-29 03:36:20,029 epoch 96 - iter 399/577 - loss 0.12187128
2019-01-29 03:36:28,054 epoch 96 - iter 456/577 - loss 0.12117196
2019-01-29 03:36:36,034 epoch 96 - iter 513/577 - loss 0.11911483
2019-01-29 03:36:44,128 epoch 96 - iter 570/577 - loss 0.11989090
2019-01-29 03:36:45,733 ----------------------------------------------------------------------------------------------------
2019-01-29 03:36:45,733 EPOCH 96 done: loss 0.1213 - lr 0.0125 - bad epochs 0
2019-01-29 03:37:00,318 TEST : loss 1.27824008 - f-score 0.9299 - acc 0.9299
2019-01-29 03:37:00,331 ----------------------------------------------------------------------------------------------------
2019-01-29 03:37:00,474 epoch 97 - iter 0/577 - loss 0.00215280
2019-01-29 03:37:08,888 epoch 97 - iter 57/577 - loss 0.09748571
2019-01-29 03:37:16,738 epoch 97 - iter 114/577 - loss 0.09997449
2019-01-29 03:37:24,770 epoch 97 - iter 171/577 - loss 0.09832166
2019-01-29 03:37:32,756 epoch 97 - iter 228/577 - loss 0.10433787
2019-01-29 03:37:40,966 epoch 97 - iter 285/577 - loss 0.10362346
2019-01-29 03:37:48,960 epoch 97 - iter 342/577 - loss 0.10546306
2019-01-29 03:37:57,050 epoch 97 - iter 399/577 - loss 0.11095526
2019-01-29 03:38:04,945 epoch 97 - iter 456/577 - loss 0.11224057
2019-01-29 03:38:12,857 epoch 97 - iter 513/577 - loss 0.11254279
2019-01-29 03:38:21,045 epoch 97 - iter 570/577 - loss 0.11373232
2019-01-29 03:38:22,653 ----------------------------------------------------------------------------------------------------
2019-01-29 03:38:22,654 EPOCH 97 done: loss 0.1132 - lr 0.0125 - bad epochs 1
2019-01-29 03:38:37,216 TEST : loss 1.29739153 - f-score 0.9307 - acc 0.9307
2019-01-29 03:38:37,226 ----------------------------------------------------------------------------------------------------
2019-01-29 03:38:37,485 epoch 98 - iter 0/577 - loss 0.19227159
2019-01-29 03:38:45,267 epoch 98 - iter 57/577 - loss 0.17163125
2019-01-29 03:38:53,402 epoch 98 - iter 114/577 - loss 0.14181258
2019-01-29 03:39:01,507 epoch 98 - iter 171/577 - loss 0.12998322
2019-01-29 03:39:09,599 epoch 98 - iter 228/577 - loss 0.13207932
2019-01-29 03:39:17,602 epoch 98 - iter 285/577 - loss 0.13632155
2019-01-29 03:39:25,843 epoch 98 - iter 342/577 - loss 0.13510829
2019-01-29 03:39:33,909 epoch 98 - iter 399/577 - loss 0.13085689
2019-01-29 03:39:42,126 epoch 98 - iter 456/577 - loss 0.13726849
2019-01-29 03:39:49,957 epoch 98 - iter 513/577 - loss 0.13301770
2019-01-29 03:39:57,901 epoch 98 - iter 570/577 - loss 0.13205559
2019-01-29 03:39:59,407 ----------------------------------------------------------------------------------------------------
2019-01-29 03:39:59,407 EPOCH 98 done: loss 0.1315 - lr 0.0125 - bad epochs 0
2019-01-29 03:40:13,944 TEST : loss 1.29743004 - f-score 0.9301 - acc 0.9302
2019-01-29 03:40:13,952 ----------------------------------------------------------------------------------------------------
2019-01-29 03:40:14,100 epoch 99 - iter 0/577 - loss 0.05040336
2019-01-29 03:40:22,349 epoch 99 - iter 57/577 - loss 0.14574463
2019-01-29 03:40:30,419 epoch 99 - iter 114/577 - loss 0.13705084
2019-01-29 03:40:38,368 epoch 99 - iter 171/577 - loss 0.12493319
2019-01-29 03:40:46,535 epoch 99 - iter 228/577 - loss 0.12776503
2019-01-29 03:40:54,591 epoch 99 - iter 285/577 - loss 0.12341513
2019-01-29 03:41:02,679 epoch 99 - iter 342/577 - loss 0.12291918
2019-01-29 03:41:10,744 epoch 99 - iter 399/577 - loss 0.12074504
2019-01-29 03:41:18,845 epoch 99 - iter 456/577 - loss 0.12225134
2019-01-29 03:41:26,996 epoch 99 - iter 513/577 - loss 0.12403819
2019-01-29 03:41:34,935 epoch 99 - iter 570/577 - loss 0.12468354
2019-01-29 03:41:36,582 ----------------------------------------------------------------------------------------------------
2019-01-29 03:41:36,582 EPOCH 99 done: loss 0.1243 - lr 0.0125 - bad epochs 1
2019-01-29 03:41:51,209 TEST : loss 1.30631769 - f-score 0.9299 - acc 0.9299
2019-01-29 03:41:51,212 ----------------------------------------------------------------------------------------------------
2019-01-29 03:41:51,373 epoch 100 - iter 0/577 - loss 0.05218488
2019-01-29 03:41:59,409 epoch 100 - iter 57/577 - loss 0.09985168
2019-01-29 03:42:07,386 epoch 100 - iter 114/577 - loss 0.10775888
2019-01-29 03:42:15,127 epoch 100 - iter 171/577 - loss 0.11342295
2019-01-29 03:42:23,085 epoch 100 - iter 228/577 - loss 0.11080531
2019-01-29 03:42:31,047 epoch 100 - iter 285/577 - loss 0.10823379
2019-01-29 03:42:38,849 epoch 100 - iter 342/577 - loss 0.10762913
2019-01-29 03:42:46,982 epoch 100 - iter 399/577 - loss 0.11193587
2019-01-29 03:42:55,099 epoch 100 - iter 456/577 - loss 0.11178763
2019-01-29 03:43:03,140 epoch 100 - iter 513/577 - loss 0.10969363
2019-01-29 03:43:10,975 epoch 100 - iter 570/577 - loss 0.11206804
2019-01-29 03:43:12,554 ----------------------------------------------------------------------------------------------------
2019-01-29 03:43:12,555 EPOCH 100 done: loss 0.1122 - lr 0.0125 - bad epochs 2
2019-01-29 03:43:27,033 TEST : loss 1.29890966 - f-score 0.9301 - acc 0.9301
2019-01-29 03:43:27,044 ----------------------------------------------------------------------------------------------------
2019-01-29 03:43:27,190 epoch 101 - iter 0/577 - loss 0.02909374
2019-01-29 03:43:35,387 epoch 101 - iter 57/577 - loss 0.09230815
2019-01-29 03:43:43,528 epoch 101 - iter 114/577 - loss 0.10685458
2019-01-29 03:43:51,504 epoch 101 - iter 171/577 - loss 0.10950279
2019-01-29 03:43:59,502 epoch 101 - iter 228/577 - loss 0.11226098
2019-01-29 03:44:07,474 epoch 101 - iter 285/577 - loss 0.12057812
2019-01-29 03:44:15,216 epoch 101 - iter 342/577 - loss 0.11846475
2019-01-29 03:44:23,425 epoch 101 - iter 399/577 - loss 0.11582623
2019-01-29 03:44:31,432 epoch 101 - iter 456/577 - loss 0.12078142
2019-01-29 03:44:39,431 epoch 101 - iter 513/577 - loss 0.11760447
2019-01-29 03:44:47,609 epoch 101 - iter 570/577 - loss 0.11326304
2019-01-29 03:44:49,255 ----------------------------------------------------------------------------------------------------
2019-01-29 03:44:49,255 EPOCH 101 done: loss 0.1134 - lr 0.0125 - bad epochs 0
2019-01-29 03:45:03,763 TEST : loss 1.31080222 - f-score 0.9301 - acc 0.9301
2019-01-29 03:45:03,779 ----------------------------------------------------------------------------------------------------
2019-01-29 03:45:03,936 epoch 102 - iter 0/577 - loss 0.03400314
2019-01-29 03:45:12,162 epoch 102 - iter 57/577 - loss 0.10040722
2019-01-29 03:45:20,230 epoch 102 - iter 114/577 - loss 0.11518858
2019-01-29 03:45:28,245 epoch 102 - iter 171/577 - loss 0.11295981
2019-01-29 03:45:36,603 epoch 102 - iter 228/577 - loss 0.11247202
2019-01-29 03:45:44,654 epoch 102 - iter 285/577 - loss 0.11604244
2019-01-29 03:45:52,810 epoch 102 - iter 342/577 - loss 0.11884686
2019-01-29 03:46:00,983 epoch 102 - iter 399/577 - loss 0.12078404
2019-01-29 03:46:09,293 epoch 102 - iter 456/577 - loss 0.11724651
2019-01-29 03:46:17,263 epoch 102 - iter 513/577 - loss 0.11683466
2019-01-29 03:46:25,154 epoch 102 - iter 570/577 - loss 0.11702532
2019-01-29 03:46:26,816 ----------------------------------------------------------------------------------------------------
2019-01-29 03:46:26,816 EPOCH 102 done: loss 0.1169 - lr 0.0125 - bad epochs 1
2019-01-29 03:46:41,366 TEST : loss 1.30958784 - f-score 0.9294 - acc 0.9295
2019-01-29 03:46:41,380 ----------------------------------------------------------------------------------------------------
2019-01-29 03:46:41,535 epoch 103 - iter 0/577 - loss 0.26664758
2019-01-29 03:46:49,541 epoch 103 - iter 57/577 - loss 0.11869216
2019-01-29 03:46:57,422 epoch 103 - iter 114/577 - loss 0.12173529
2019-01-29 03:47:05,665 epoch 103 - iter 171/577 - loss 0.12203767
2019-01-29 03:47:13,607 epoch 103 - iter 228/577 - loss 0.11620148
2019-01-29 03:47:21,711 epoch 103 - iter 285/577 - loss 0.11509748
2019-01-29 03:47:29,650 epoch 103 - iter 342/577 - loss 0.11622014
2019-01-29 03:47:37,938 epoch 103 - iter 399/577 - loss 0.11599074
2019-01-29 03:47:46,144 epoch 103 - iter 456/577 - loss 0.11455655
2019-01-29 03:47:54,109 epoch 103 - iter 513/577 - loss 0.11723048
2019-01-29 03:48:02,351 epoch 103 - iter 570/577 - loss 0.11481821
2019-01-29 03:48:04,001 ----------------------------------------------------------------------------------------------------
2019-01-29 03:48:04,002 EPOCH 103 done: loss 0.1143 - lr 0.0125 - bad epochs 2
2019-01-29 03:48:19,853 TEST : loss 1.31631553 - f-score 0.9308 - acc 0.9309
2019-01-29 03:48:19,862 ----------------------------------------------------------------------------------------------------
2019-01-29 03:48:20,041 epoch 104 - iter 0/577 - loss 0.12684739
2019-01-29 03:48:27,991 epoch 104 - iter 57/577 - loss 0.11689074
2019-01-29 03:48:36,139 epoch 104 - iter 114/577 - loss 0.10232342
2019-01-29 03:48:44,139 epoch 104 - iter 171/577 - loss 0.10369113
2019-01-29 03:48:52,173 epoch 104 - iter 228/577 - loss 0.10283423
2019-01-29 03:48:59,956 epoch 104 - iter 285/577 - loss 0.11350556
2019-01-29 03:49:08,446 epoch 104 - iter 342/577 - loss 0.11485282
2019-01-29 03:49:16,610 epoch 104 - iter 399/577 - loss 0.11285157
2019-01-29 03:49:24,919 epoch 104 - iter 456/577 - loss 0.11378241
2019-01-29 03:49:33,050 epoch 104 - iter 513/577 - loss 0.11287798
2019-01-29 03:49:41,011 epoch 104 - iter 570/577 - loss 0.11130144
2019-01-29 03:49:42,715 ----------------------------------------------------------------------------------------------------
2019-01-29 03:49:42,715 EPOCH 104 done: loss 0.1117 - lr 0.0125 - bad epochs 3
2019-01-29 03:49:57,383 TEST : loss 1.31921530 - f-score 0.9299 - acc 0.9299
2019-01-29 03:49:57,391 ----------------------------------------------------------------------------------------------------
2019-01-29 03:49:57,554 epoch 105 - iter 0/577 - loss 0.14073728
2019-01-29 03:50:05,321 epoch 105 - iter 57/577 - loss 0.09095921
2019-01-29 03:50:13,348 epoch 105 - iter 114/577 - loss 0.10379281
2019-01-29 03:50:21,421 epoch 105 - iter 171/577 - loss 0.09887537
2019-01-29 03:50:29,378 epoch 105 - iter 228/577 - loss 0.09636122
2019-01-29 03:50:37,919 epoch 105 - iter 285/577 - loss 0.09802898
2019-01-29 03:50:45,644 epoch 105 - iter 342/577 - loss 0.09884137
2019-01-29 03:50:53,541 epoch 105 - iter 399/577 - loss 0.10109794
2019-01-29 03:51:01,423 epoch 105 - iter 456/577 - loss 0.09967453
2019-01-29 03:51:09,013 epoch 105 - iter 513/577 - loss 0.10215050
2019-01-29 03:51:16,877 epoch 105 - iter 570/577 - loss 0.09893425
2019-01-29 03:51:18,373 ----------------------------------------------------------------------------------------------------
2019-01-29 03:51:18,373 EPOCH 105 done: loss 0.0982 - lr 0.0125 - bad epochs 0
2019-01-29 03:51:33,062 TEST : loss 1.32515931 - f-score 0.9302 - acc 0.9302
2019-01-29 03:51:33,071 ----------------------------------------------------------------------------------------------------
2019-01-29 03:51:33,209 epoch 106 - iter 0/577 - loss 0.00340670
2019-01-29 03:51:41,229 epoch 106 - iter 57/577 - loss 0.12144324
2019-01-29 03:51:49,015 epoch 106 - iter 114/577 - loss 0.11591440
2019-01-29 03:51:57,024 epoch 106 - iter 171/577 - loss 0.11437351
2019-01-29 03:52:05,127 epoch 106 - iter 228/577 - loss 0.11464406
2019-01-29 03:52:12,964 epoch 106 - iter 285/577 - loss 0.11751005
2019-01-29 03:52:21,193 epoch 106 - iter 342/577 - loss 0.11193304
2019-01-29 03:52:28,895 epoch 106 - iter 399/577 - loss 0.10981323
2019-01-29 03:52:37,017 epoch 106 - iter 456/577 - loss 0.11500688
2019-01-29 03:52:45,127 epoch 106 - iter 513/577 - loss 0.11442918
2019-01-29 03:52:53,432 epoch 106 - iter 570/577 - loss 0.11533600
2019-01-29 03:52:55,024 ----------------------------------------------------------------------------------------------------
2019-01-29 03:52:55,025 EPOCH 106 done: loss 0.1147 - lr 0.0125 - bad epochs 0
2019-01-29 03:53:09,536 TEST : loss 1.33089399 - f-score 0.9300 - acc 0.9300
2019-01-29 03:53:09,544 ----------------------------------------------------------------------------------------------------
2019-01-29 03:53:09,697 epoch 107 - iter 0/577 - loss 0.02467796
2019-01-29 03:53:17,638 epoch 107 - iter 57/577 - loss 0.15482427
2019-01-29 03:53:25,593 epoch 107 - iter 114/577 - loss 0.12933556
2019-01-29 03:53:33,792 epoch 107 - iter 171/577 - loss 0.12156571
2019-01-29 03:53:41,892 epoch 107 - iter 228/577 - loss 0.11843432
2019-01-29 03:53:50,081 epoch 107 - iter 285/577 - loss 0.12062063
2019-01-29 03:53:58,338 epoch 107 - iter 342/577 - loss 0.12678444
2019-01-29 03:54:06,536 epoch 107 - iter 399/577 - loss 0.13004070
2019-01-29 03:54:14,649 epoch 107 - iter 456/577 - loss 0.12702147
2019-01-29 03:54:22,749 epoch 107 - iter 513/577 - loss 0.12741053
2019-01-29 03:54:30,639 epoch 107 - iter 570/577 - loss 0.12673381
2019-01-29 03:54:32,219 ----------------------------------------------------------------------------------------------------
2019-01-29 03:54:32,220 EPOCH 107 done: loss 0.1262 - lr 0.0125 - bad epochs 1
2019-01-29 03:54:46,836 TEST : loss 1.33285344 - f-score 0.9295 - acc 0.9295
2019-01-29 03:54:46,846 ----------------------------------------------------------------------------------------------------
2019-01-29 03:54:47,019 epoch 108 - iter 0/577 - loss 0.06185043
2019-01-29 03:54:54,954 epoch 108 - iter 57/577 - loss 0.11128666
2019-01-29 03:55:02,963 epoch 108 - iter 114/577 - loss 0.10860761
2019-01-29 03:55:10,828 epoch 108 - iter 171/577 - loss 0.10117233
2019-01-29 03:55:19,030 epoch 108 - iter 228/577 - loss 0.10507978
2019-01-29 03:55:26,968 epoch 108 - iter 285/577 - loss 0.10397291
2019-01-29 03:55:34,751 epoch 108 - iter 342/577 - loss 0.10759526
2019-01-29 03:55:42,681 epoch 108 - iter 399/577 - loss 0.10737762
2019-01-29 03:55:50,919 epoch 108 - iter 456/577 - loss 0.10841392
2019-01-29 03:55:59,170 epoch 108 - iter 513/577 - loss 0.10963197
2019-01-29 03:56:06,897 epoch 108 - iter 570/577 - loss 0.10882331
2019-01-29 03:56:08,416 ----------------------------------------------------------------------------------------------------
2019-01-29 03:56:08,416 EPOCH 108 done: loss 0.1081 - lr 0.0125 - bad epochs 2
2019-01-29 03:56:22,859 TEST : loss 1.33870029 - f-score 0.9291 - acc 0.9291
2019-01-29 03:56:22,867 ----------------------------------------------------------------------------------------------------
2019-01-29 03:56:23,019 epoch 109 - iter 0/577 - loss 0.28189701
2019-01-29 03:56:31,026 epoch 109 - iter 57/577 - loss 0.10363174
2019-01-29 03:56:39,214 epoch 109 - iter 114/577 - loss 0.10457103
2019-01-29 03:56:47,342 epoch 109 - iter 171/577 - loss 0.11075408
2019-01-29 03:56:55,218 epoch 109 - iter 228/577 - loss 0.12018593
2019-01-29 03:57:03,098 epoch 109 - iter 285/577 - loss 0.12046419
2019-01-29 03:57:10,934 epoch 109 - iter 342/577 - loss 0.12065517
2019-01-29 03:57:18,763 epoch 109 - iter 399/577 - loss 0.12361593
2019-01-29 03:57:26,668 epoch 109 - iter 456/577 - loss 0.12170802
2019-01-29 03:57:34,687 epoch 109 - iter 513/577 - loss 0.11955900
2019-01-29 03:57:42,659 epoch 109 - iter 570/577 - loss 0.11862401
2019-01-29 03:57:44,270 ----------------------------------------------------------------------------------------------------
2019-01-29 03:57:44,270 EPOCH 109 done: loss 0.1184 - lr 0.0125 - bad epochs 3
2019-01-29 03:57:58,670 TEST : loss 1.32602346 - f-score 0.9303 - acc 0.9303
2019-01-29 03:57:58,681 ----------------------------------------------------------------------------------------------------
2019-01-29 03:57:58,825 epoch 110 - iter 0/577 - loss 0.04134476
2019-01-29 03:58:06,961 epoch 110 - iter 57/577 - loss 0.10248751
2019-01-29 03:58:15,030 epoch 110 - iter 114/577 - loss 0.10255789
2019-01-29 03:58:23,268 epoch 110 - iter 171/577 - loss 0.10186235
2019-01-29 03:58:31,414 epoch 110 - iter 228/577 - loss 0.10450739
2019-01-29 03:58:39,467 epoch 110 - iter 285/577 - loss 0.10460533
2019-01-29 03:58:47,599 epoch 110 - iter 342/577 - loss 0.10246006
2019-01-29 03:58:55,794 epoch 110 - iter 399/577 - loss 0.10353931
2019-01-29 03:59:03,888 epoch 110 - iter 456/577 - loss 0.10804271
2019-01-29 03:59:11,840 epoch 110 - iter 513/577 - loss 0.11320763
2019-01-29 03:59:20,236 epoch 110 - iter 570/577 - loss 0.11105080
2019-01-29 03:59:21,659 ----------------------------------------------------------------------------------------------------
2019-01-29 03:59:21,659 EPOCH 110 done: loss 0.1104 - lr 0.0063 - bad epochs 0
2019-01-29 03:59:36,288 TEST : loss 1.32068801 - f-score 0.9300 - acc 0.9301
2019-01-29 03:59:36,294 ----------------------------------------------------------------------------------------------------
2019-01-29 03:59:36,444 epoch 111 - iter 0/577 - loss 0.08917177
2019-01-29 03:59:44,533 epoch 111 - iter 57/577 - loss 0.13045728
2019-01-29 03:59:52,576 epoch 111 - iter 114/577 - loss 0.12308113
2019-01-29 04:00:00,548 epoch 111 - iter 171/577 - loss 0.11959943
2019-01-29 04:00:08,252 epoch 111 - iter 228/577 - loss 0.11201136
2019-01-29 04:00:16,555 epoch 111 - iter 285/577 - loss 0.11296659
2019-01-29 04:00:24,546 epoch 111 - iter 342/577 - loss 0.11398344
2019-01-29 04:00:32,539 epoch 111 - iter 399/577 - loss 0.10988099
2019-01-29 04:00:40,569 epoch 111 - iter 456/577 - loss 0.11266546
2019-01-29 04:00:48,492 epoch 111 - iter 513/577 - loss 0.11142129
2019-01-29 04:00:56,614 epoch 111 - iter 570/577 - loss 0.11002974
2019-01-29 04:00:58,060 ----------------------------------------------------------------------------------------------------
2019-01-29 04:00:58,061 EPOCH 111 done: loss 0.1102 - lr 0.0063 - bad epochs 1
2019-01-29 04:01:12,714 TEST : loss 1.33671951 - f-score 0.9306 - acc 0.9306
2019-01-29 04:01:12,722 ----------------------------------------------------------------------------------------------------
2019-01-29 04:01:12,868 epoch 112 - iter 0/577 - loss 0.46349537
2019-01-29 04:01:21,142 epoch 112 - iter 57/577 - loss 0.12602288
2019-01-29 04:01:29,146 epoch 112 - iter 114/577 - loss 0.11030237
2019-01-29 04:01:37,133 epoch 112 - iter 171/577 - loss 0.10022656
2019-01-29 04:01:44,892 epoch 112 - iter 228/577 - loss 0.09409911
2019-01-29 04:01:53,069 epoch 112 - iter 285/577 - loss 0.09491193
2019-01-29 04:02:00,978 epoch 112 - iter 342/577 - loss 0.09263864
2019-01-29 04:02:09,107 epoch 112 - iter 399/577 - loss 0.09591846
2019-01-29 04:02:17,094 epoch 112 - iter 456/577 - loss 0.09713276
2019-01-29 04:02:25,215 epoch 112 - iter 513/577 - loss 0.09640548
2019-01-29 04:02:33,402 epoch 112 - iter 570/577 - loss 0.09754278
2019-01-29 04:02:35,176 ----------------------------------------------------------------------------------------------------
2019-01-29 04:02:35,177 EPOCH 112 done: loss 0.0978 - lr 0.0063 - bad epochs 2
2019-01-29 04:02:49,738 TEST : loss 1.32943761 - f-score 0.9300 - acc 0.9300
2019-01-29 04:02:49,752 ----------------------------------------------------------------------------------------------------
2019-01-29 04:02:49,894 epoch 113 - iter 0/577 - loss 0.01912639
2019-01-29 04:02:57,902 epoch 113 - iter 57/577 - loss 0.13232822
2019-01-29 04:03:06,210 epoch 113 - iter 114/577 - loss 0.12231546
2019-01-29 04:03:14,194 epoch 113 - iter 171/577 - loss 0.13419893
2019-01-29 04:03:22,467 epoch 113 - iter 228/577 - loss 0.12873634
2019-01-29 04:03:30,285 epoch 113 - iter 285/577 - loss 0.12516615
2019-01-29 04:03:38,043 epoch 113 - iter 342/577 - loss 0.12209807
2019-01-29 04:03:46,137 epoch 113 - iter 399/577 - loss 0.12429442
2019-01-29 04:03:54,099 epoch 113 - iter 456/577 - loss 0.12599016
2019-01-29 04:04:01,900 epoch 113 - iter 513/577 - loss 0.12451710
2019-01-29 04:04:09,994 epoch 113 - iter 570/577 - loss 0.12337353
2019-01-29 04:04:11,375 ----------------------------------------------------------------------------------------------------
2019-01-29 04:04:11,375 EPOCH 113 done: loss 0.1229 - lr 0.0063 - bad epochs 0
2019-01-29 04:04:26,012 TEST : loss 1.32458425 - f-score 0.9301 - acc 0.9301
2019-01-29 04:04:26,024 ----------------------------------------------------------------------------------------------------
2019-01-29 04:04:26,199 epoch 114 - iter 0/577 - loss 0.06947112
2019-01-29 04:04:34,155 epoch 114 - iter 57/577 - loss 0.08925741
2019-01-29 04:04:42,454 epoch 114 - iter 114/577 - loss 0.08758421
2019-01-29 04:04:50,422 epoch 114 - iter 171/577 - loss 0.10369143
2019-01-29 04:04:58,287 epoch 114 - iter 228/577 - loss 0.09914579
2019-01-29 04:05:06,316 epoch 114 - iter 285/577 - loss 0.10303543
2019-01-29 04:05:14,354 epoch 114 - iter 342/577 - loss 0.10146454
2019-01-29 04:05:22,433 epoch 114 - iter 399/577 - loss 0.10267383
2019-01-29 04:05:31,290 epoch 114 - iter 456/577 - loss 0.10293170
2019-01-29 04:05:39,295 epoch 114 - iter 513/577 - loss 0.10338802
2019-01-29 04:05:47,360 epoch 114 - iter 570/577 - loss 0.10228752
2019-01-29 04:05:48,910 ----------------------------------------------------------------------------------------------------
2019-01-29 04:05:48,911 EPOCH 114 done: loss 0.1026 - lr 0.0063 - bad epochs 1
2019-01-29 04:06:03,437 TEST : loss 1.32648551 - f-score 0.9307 - acc 0.9307
2019-01-29 04:06:03,447 ----------------------------------------------------------------------------------------------------
2019-01-29 04:06:03,601 epoch 115 - iter 0/577 - loss 0.03033340
2019-01-29 04:06:11,708 epoch 115 - iter 57/577 - loss 0.09162924
2019-01-29 04:06:19,994 epoch 115 - iter 114/577 - loss 0.11540160
2019-01-29 04:06:28,091 epoch 115 - iter 171/577 - loss 0.10554839
2019-01-29 04:06:36,089 epoch 115 - iter 228/577 - loss 0.10880137
2019-01-29 04:06:44,180 epoch 115 - iter 285/577 - loss 0.11195766
2019-01-29 04:06:52,529 epoch 115 - iter 342/577 - loss 0.10870982
2019-01-29 04:07:00,192 epoch 115 - iter 399/577 - loss 0.10786937
2019-01-29 04:07:08,290 epoch 115 - iter 456/577 - loss 0.10791772
2019-01-29 04:07:16,372 epoch 115 - iter 513/577 - loss 0.10866918
2019-01-29 04:07:24,327 epoch 115 - iter 570/577 - loss 0.10873960
2019-01-29 04:07:25,928 ----------------------------------------------------------------------------------------------------
2019-01-29 04:07:25,929 EPOCH 115 done: loss 0.1104 - lr 0.0063 - bad epochs 2
2019-01-29 04:07:40,403 TEST : loss 1.31750119 - f-score 0.9301 - acc 0.9301
2019-01-29 04:07:40,411 ----------------------------------------------------------------------------------------------------
2019-01-29 04:07:40,564 epoch 116 - iter 0/577 - loss 0.74300295
2019-01-29 04:07:48,522 epoch 116 - iter 57/577 - loss 0.13080289
2019-01-29 04:07:56,672 epoch 116 - iter 114/577 - loss 0.12383338
2019-01-29 04:08:04,946 epoch 116 - iter 171/577 - loss 0.11608362
2019-01-29 04:08:13,157 epoch 116 - iter 228/577 - loss 0.11590892
2019-01-29 04:08:21,438 epoch 116 - iter 285/577 - loss 0.11557211
2019-01-29 04:08:29,213 epoch 116 - iter 342/577 - loss 0.11428553
2019-01-29 04:08:36,990 epoch 116 - iter 399/577 - loss 0.11150231
2019-01-29 04:08:45,099 epoch 116 - iter 456/577 - loss 0.10775467
2019-01-29 04:08:53,381 epoch 116 - iter 513/577 - loss 0.10724212
2019-01-29 04:09:01,650 epoch 116 - iter 570/577 - loss 0.10831017
2019-01-29 04:09:03,507 ----------------------------------------------------------------------------------------------------
2019-01-29 04:09:03,508 EPOCH 116 done: loss 0.1083 - lr 0.0063 - bad epochs 3
2019-01-29 04:09:17,982 TEST : loss 1.32319939 - f-score 0.9301 - acc 0.9301
2019-01-29 04:09:17,986 ----------------------------------------------------------------------------------------------------
2019-01-29 04:09:18,114 epoch 117 - iter 0/577 - loss 0.00566477
2019-01-29 04:09:25,978 epoch 117 - iter 57/577 - loss 0.08402700
2019-01-29 04:09:34,127 epoch 117 - iter 114/577 - loss 0.09586581
2019-01-29 04:09:42,457 epoch 117 - iter 171/577 - loss 0.09994708
2019-01-29 04:09:50,393 epoch 117 - iter 228/577 - loss 0.09836255
2019-01-29 04:09:58,415 epoch 117 - iter 285/577 - loss 0.10235588
2019-01-29 04:10:06,445 epoch 117 - iter 342/577 - loss 0.10552232
2019-01-29 04:10:14,497 epoch 117 - iter 399/577 - loss 0.10815229
2019-01-29 04:10:22,755 epoch 117 - iter 456/577 - loss 0.10825987
2019-01-29 04:10:31,045 epoch 117 - iter 513/577 - loss 0.10929566
2019-01-29 04:10:38,925 epoch 117 - iter 570/577 - loss 0.10579305
2019-01-29 04:10:40,571 ----------------------------------------------------------------------------------------------------
2019-01-29 04:10:40,571 EPOCH 117 done: loss 0.1063 - lr 0.0031 - bad epochs 0
2019-01-29 04:10:55,115 TEST : loss 1.32768261 - f-score 0.9298 - acc 0.9298
2019-01-29 04:10:55,130 ----------------------------------------------------------------------------------------------------
2019-01-29 04:10:55,280 epoch 118 - iter 0/577 - loss 0.03440285
2019-01-29 04:11:03,290 epoch 118 - iter 57/577 - loss 0.09298211
2019-01-29 04:11:11,427 epoch 118 - iter 114/577 - loss 0.10379071
2019-01-29 04:11:19,560 epoch 118 - iter 171/577 - loss 0.09628359
2019-01-29 04:11:28,104 epoch 118 - iter 228/577 - loss 0.09511452
2019-01-29 04:11:36,192 epoch 118 - iter 285/577 - loss 0.09455480
2019-01-29 04:11:44,371 epoch 118 - iter 342/577 - loss 0.09423909
2019-01-29 04:11:52,278 epoch 118 - iter 399/577 - loss 0.09725150
2019-01-29 04:12:00,289 epoch 118 - iter 456/577 - loss 0.10500390
2019-01-29 04:12:08,307 epoch 118 - iter 513/577 - loss 0.10725526
2019-01-29 04:12:16,362 epoch 118 - iter 570/577 - loss 0.10620802
2019-01-29 04:12:17,822 ----------------------------------------------------------------------------------------------------
2019-01-29 04:12:17,822 EPOCH 118 done: loss 0.1067 - lr 0.0031 - bad epochs 1
2019-01-29 04:12:32,381 TEST : loss 1.32849264 - f-score 0.9296 - acc 0.9296
2019-01-29 04:12:32,394 ----------------------------------------------------------------------------------------------------
2019-01-29 04:12:32,537 epoch 119 - iter 0/577 - loss 0.11818182
2019-01-29 04:12:40,809 epoch 119 - iter 57/577 - loss 0.11342788
2019-01-29 04:12:48,938 epoch 119 - iter 114/577 - loss 0.10245204
2019-01-29 04:12:57,107 epoch 119 - iter 171/577 - loss 0.09772674
2019-01-29 04:13:04,895 epoch 119 - iter 228/577 - loss 0.09800265
2019-01-29 04:13:12,964 epoch 119 - iter 285/577 - loss 0.09388001
2019-01-29 04:13:20,662 epoch 119 - iter 342/577 - loss 0.09727307
2019-01-29 04:13:28,796 epoch 119 - iter 399/577 - loss 0.10179430
2019-01-29 04:13:37,236 epoch 119 - iter 456/577 - loss 0.10128002
2019-01-29 04:13:45,197 epoch 119 - iter 513/577 - loss 0.10453070
2019-01-29 04:13:53,295 epoch 119 - iter 570/577 - loss 0.10694057
2019-01-29 04:13:54,828 ----------------------------------------------------------------------------------------------------
2019-01-29 04:13:54,829 EPOCH 119 done: loss 0.1061 - lr 0.0031 - bad epochs 2
2019-01-29 04:14:09,464 TEST : loss 1.32923663 - f-score 0.9299 - acc 0.9299
2019-01-29 04:14:09,475 ----------------------------------------------------------------------------------------------------
2019-01-29 04:14:09,626 epoch 120 - iter 0/577 - loss 0.33677423
2019-01-29 04:14:17,794 epoch 120 - iter 57/577 - loss 0.12562994
2019-01-29 04:14:25,877 epoch 120 - iter 114/577 - loss 0.11117088
2019-01-29 04:14:33,941 epoch 120 - iter 171/577 - loss 0.10663990
2019-01-29 04:14:41,761 epoch 120 - iter 228/577 - loss 0.11377861
2019-01-29 04:14:50,211 epoch 120 - iter 285/577 - loss 0.11124091
2019-01-29 04:14:58,157 epoch 120 - iter 342/577 - loss 0.11496343
2019-01-29 04:15:06,037 epoch 120 - iter 399/577 - loss 0.11048698
2019-01-29 04:15:13,939 epoch 120 - iter 456/577 - loss 0.10779633
2019-01-29 04:15:22,169 epoch 120 - iter 513/577 - loss 0.11022377
2019-01-29 04:15:30,078 epoch 120 - iter 570/577 - loss 0.11386668
2019-01-29 04:15:31,823 ----------------------------------------------------------------------------------------------------
2019-01-29 04:15:31,824 EPOCH 120 done: loss 0.1131 - lr 0.0031 - bad epochs 3
2019-01-29 04:15:46,477 TEST : loss 1.32975674 - f-score 0.9301 - acc 0.9301
2019-01-29 04:15:46,496 ----------------------------------------------------------------------------------------------------
2019-01-29 04:15:46,630 epoch 121 - iter 0/577 - loss 0.06062233
2019-01-29 04:15:54,730 epoch 121 - iter 57/577 - loss 0.09352423
2019-01-29 04:16:02,928 epoch 121 - iter 114/577 - loss 0.09802677
2019-01-29 04:16:10,965 epoch 121 - iter 171/577 - loss 0.09833084
2019-01-29 04:16:19,194 epoch 121 - iter 228/577 - loss 0.10609064
2019-01-29 04:16:27,336 epoch 121 - iter 285/577 - loss 0.10515181
2019-01-29 04:16:35,614 epoch 121 - iter 342/577 - loss 0.10394834
2019-01-29 04:16:43,902 epoch 121 - iter 399/577 - loss 0.10822669
2019-01-29 04:16:52,128 epoch 121 - iter 456/577 - loss 0.10722297
2019-01-29 04:17:00,189 epoch 121 - iter 513/577 - loss 0.10774693
2019-01-29 04:17:07,898 epoch 121 - iter 570/577 - loss 0.10733192
2019-01-29 04:17:09,236 ----------------------------------------------------------------------------------------------------
2019-01-29 04:17:09,236 EPOCH 121 done: loss 0.1080 - lr 0.0016 - bad epochs 0
2019-01-29 04:17:23,798 TEST : loss 1.33185303 - f-score 0.9301 - acc 0.9301
2019-01-29 04:17:23,806 ----------------------------------------------------------------------------------------------------
2019-01-29 04:17:23,944 epoch 122 - iter 0/577 - loss 0.09574199
2019-01-29 04:17:31,898 epoch 122 - iter 57/577 - loss 0.11709021
2019-01-29 04:17:39,694 epoch 122 - iter 114/577 - loss 0.10905048
2019-01-29 04:17:47,601 epoch 122 - iter 171/577 - loss 0.10987057
2019-01-29 04:17:55,753 epoch 122 - iter 228/577 - loss 0.12090739
2019-01-29 04:18:03,994 epoch 122 - iter 285/577 - loss 0.11809460
2019-01-29 04:18:11,898 epoch 122 - iter 342/577 - loss 0.11882407
2019-01-29 04:18:19,823 epoch 122 - iter 399/577 - loss 0.11406337
2019-01-29 04:18:28,204 epoch 122 - iter 456/577 - loss 0.11133437
2019-01-29 04:18:36,198 epoch 122 - iter 513/577 - loss 0.11123136
2019-01-29 04:18:44,253 epoch 122 - iter 570/577 - loss 0.11243616
2019-01-29 04:18:45,818 ----------------------------------------------------------------------------------------------------
2019-01-29 04:18:45,819 EPOCH 122 done: loss 0.1123 - lr 0.0016 - bad epochs 1
2019-01-29 04:19:01,496 TEST : loss 1.33465743 - f-score 0.9299 - acc 0.9299
2019-01-29 04:19:01,507 ----------------------------------------------------------------------------------------------------
2019-01-29 04:19:01,647 epoch 123 - iter 0/577 - loss 0.07987301
2019-01-29 04:19:09,442 epoch 123 - iter 57/577 - loss 0.09261615
2019-01-29 04:19:17,305 epoch 123 - iter 114/577 - loss 0.08982051
2019-01-29 04:19:25,254 epoch 123 - iter 171/577 - loss 0.09577739
2019-01-29 04:19:33,093 epoch 123 - iter 228/577 - loss 0.10118625
2019-01-29 04:19:41,007 epoch 123 - iter 285/577 - loss 0.10086811
2019-01-29 04:19:48,978 epoch 123 - iter 342/577 - loss 0.10366208
2019-01-29 04:19:57,200 epoch 123 - iter 399/577 - loss 0.10675776
2019-01-29 04:20:05,402 epoch 123 - iter 456/577 - loss 0.10918949
2019-01-29 04:20:13,349 epoch 123 - iter 513/577 - loss 0.10876978
2019-01-29 04:20:21,639 epoch 123 - iter 570/577 - loss 0.10896771
2019-01-29 04:20:23,357 ----------------------------------------------------------------------------------------------------
2019-01-29 04:20:23,357 EPOCH 123 done: loss 0.1091 - lr 0.0016 - bad epochs 2
2019-01-29 04:20:37,950 TEST : loss 1.33587873 - f-score 0.9301 - acc 0.9301
2019-01-29 04:20:37,960 ----------------------------------------------------------------------------------------------------
2019-01-29 04:20:38,124 epoch 124 - iter 0/577 - loss 0.01154745
2019-01-29 04:20:46,193 epoch 124 - iter 57/577 - loss 0.08910470
2019-01-29 04:20:54,292 epoch 124 - iter 114/577 - loss 0.11680638
2019-01-29 04:21:02,377 epoch 124 - iter 171/577 - loss 0.11275886
2019-01-29 04:21:10,279 epoch 124 - iter 228/577 - loss 0.11154600
2019-01-29 04:21:18,078 epoch 124 - iter 285/577 - loss 0.11076849
2019-01-29 04:21:26,176 epoch 124 - iter 342/577 - loss 0.10705450
2019-01-29 04:21:34,154 epoch 124 - iter 399/577 - loss 0.10495873
2019-01-29 04:21:42,036 epoch 124 - iter 456/577 - loss 0.10048159
2019-01-29 04:21:50,157 epoch 124 - iter 513/577 - loss 0.09686552
2019-01-29 04:21:58,136 epoch 124 - iter 570/577 - loss 0.09665925
2019-01-29 04:21:59,679 ----------------------------------------------------------------------------------------------------
2019-01-29 04:21:59,680 EPOCH 124 done: loss 0.0967 - lr 0.0016 - bad epochs 3
2019-01-29 04:22:14,280 TEST : loss 1.33545601 - f-score 0.9301 - acc 0.9301
2019-01-29 04:22:14,286 ----------------------------------------------------------------------------------------------------
2019-01-29 04:22:14,407 epoch 125 - iter 0/577 - loss 0.06064337
2019-01-29 04:22:22,574 epoch 125 - iter 57/577 - loss 0.09378060
2019-01-29 04:22:30,612 epoch 125 - iter 114/577 - loss 0.09297862
2019-01-29 04:22:38,625 epoch 125 - iter 171/577 - loss 0.10659763
2019-01-29 04:22:46,801 epoch 125 - iter 228/577 - loss 0.11348466
2019-01-29 04:22:54,677 epoch 125 - iter 285/577 - loss 0.11235876
2019-01-29 04:23:02,640 epoch 125 - iter 342/577 - loss 0.10849825
2019-01-29 04:23:10,703 epoch 125 - iter 399/577 - loss 0.10745160
2019-01-29 04:23:18,775 epoch 125 - iter 456/577 - loss 0.10667385
2019-01-29 04:23:26,942 epoch 125 - iter 513/577 - loss 0.10960549
2019-01-29 04:23:34,993 epoch 125 - iter 570/577 - loss 0.11333588
2019-01-29 04:23:36,562 ----------------------------------------------------------------------------------------------------
2019-01-29 04:23:36,562 EPOCH 125 done: loss 0.1135 - lr 0.0016 - bad epochs 0
2019-01-29 04:23:51,057 TEST : loss 1.33440936 - f-score 0.9299 - acc 0.9299
2019-01-29 04:23:51,068 ----------------------------------------------------------------------------------------------------
2019-01-29 04:23:51,210 epoch 126 - iter 0/577 - loss 0.11825860
2019-01-29 04:23:59,539 epoch 126 - iter 57/577 - loss 0.10960526
2019-01-29 04:24:07,460 epoch 126 - iter 114/577 - loss 0.11566074
2019-01-29 04:24:15,518 epoch 126 - iter 171/577 - loss 0.11528747
2019-01-29 04:24:23,757 epoch 126 - iter 228/577 - loss 0.11131326
2019-01-29 04:24:31,929 epoch 126 - iter 285/577 - loss 0.11195378
2019-01-29 04:24:40,060 epoch 126 - iter 342/577 - loss 0.10955929
2019-01-29 04:24:48,221 epoch 126 - iter 399/577 - loss 0.11234484
2019-01-29 04:24:56,280 epoch 126 - iter 456/577 - loss 0.10674403
2019-01-29 04:25:04,200 epoch 126 - iter 513/577 - loss 0.10788383
2019-01-29 04:25:12,285 epoch 126 - iter 570/577 - loss 0.10397622
2019-01-29 04:25:13,917 ----------------------------------------------------------------------------------------------------
2019-01-29 04:25:13,917 EPOCH 126 done: loss 0.1038 - lr 0.0016 - bad epochs 1
2019-01-29 04:25:28,531 TEST : loss 1.33483469 - f-score 0.9301 - acc 0.9301
2019-01-29 04:25:28,546 ----------------------------------------------------------------------------------------------------
2019-01-29 04:25:28,783 epoch 127 - iter 0/577 - loss 0.12114069
2019-01-29 04:25:37,144 epoch 127 - iter 57/577 - loss 0.14594662
2019-01-29 04:25:45,346 epoch 127 - iter 114/577 - loss 0.13537417
2019-01-29 04:25:53,386 epoch 127 - iter 171/577 - loss 0.12139379
2019-01-29 04:26:01,318 epoch 127 - iter 228/577 - loss 0.11400348
2019-01-29 04:26:09,112 epoch 127 - iter 285/577 - loss 0.11007563
2019-01-29 04:26:17,001 epoch 127 - iter 342/577 - loss 0.10347073
2019-01-29 04:26:25,186 epoch 127 - iter 399/577 - loss 0.10464290
2019-01-29 04:26:33,028 epoch 127 - iter 456/577 - loss 0.10830593
2019-01-29 04:26:40,751 epoch 127 - iter 513/577 - loss 0.10746708
2019-01-29 04:26:48,959 epoch 127 - iter 570/577 - loss 0.10518232
2019-01-29 04:26:50,686 ----------------------------------------------------------------------------------------------------
2019-01-29 04:26:50,686 EPOCH 127 done: loss 0.1049 - lr 0.0016 - bad epochs 2
2019-01-29 04:27:05,171 TEST : loss 1.33623147 - f-score 0.9296 - acc 0.9296
2019-01-29 04:27:05,179 ----------------------------------------------------------------------------------------------------
2019-01-29 04:27:05,393 epoch 128 - iter 0/577 - loss 0.10500813
2019-01-29 04:27:13,566 epoch 128 - iter 57/577 - loss 0.11615569
2019-01-29 04:27:21,939 epoch 128 - iter 114/577 - loss 0.10438285
2019-01-29 04:27:29,805 epoch 128 - iter 171/577 - loss 0.10879297
2019-01-29 04:27:38,039 epoch 128 - iter 228/577 - loss 0.10163154
2019-01-29 04:27:46,152 epoch 128 - iter 285/577 - loss 0.10601930
2019-01-29 04:27:54,122 epoch 128 - iter 342/577 - loss 0.10510352
2019-01-29 04:28:02,379 epoch 128 - iter 399/577 - loss 0.10310078
2019-01-29 04:28:10,513 epoch 128 - iter 456/577 - loss 0.10053763
2019-01-29 04:28:18,443 epoch 128 - iter 513/577 - loss 0.10148268
2019-01-29 04:28:26,252 epoch 128 - iter 570/577 - loss 0.09998217
2019-01-29 04:28:27,867 ----------------------------------------------------------------------------------------------------
2019-01-29 04:28:27,867 EPOCH 128 done: loss 0.0992 - lr 0.0016 - bad epochs 3
2019-01-29 04:28:42,410 TEST : loss 1.33993697 - f-score 0.9299 - acc 0.9299
2019-01-29 04:28:42,420 ----------------------------------------------------------------------------------------------------
2019-01-29 04:28:42,570 epoch 129 - iter 0/577 - loss 0.05083501
2019-01-29 04:28:50,568 epoch 129 - iter 57/577 - loss 0.09361010
2019-01-29 04:28:58,648 epoch 129 - iter 114/577 - loss 0.11812764
2019-01-29 04:29:06,792 epoch 129 - iter 171/577 - loss 0.11456157
2019-01-29 04:29:14,814 epoch 129 - iter 228/577 - loss 0.11238410
2019-01-29 04:29:23,020 epoch 129 - iter 285/577 - loss 0.10807249
2019-01-29 04:29:31,310 epoch 129 - iter 342/577 - loss 0.10859621
2019-01-29 04:29:39,373 epoch 129 - iter 399/577 - loss 0.10744570
2019-01-29 04:29:47,456 epoch 129 - iter 456/577 - loss 0.10499809
2019-01-29 04:29:55,528 epoch 129 - iter 513/577 - loss 0.10146029
2019-01-29 04:30:03,592 epoch 129 - iter 570/577 - loss 0.10115549
2019-01-29 04:30:05,245 ----------------------------------------------------------------------------------------------------
2019-01-29 04:30:05,245 EPOCH 129 done: loss 0.1007 - lr 0.0008 - bad epochs 0
2019-01-29 04:30:19,931 TEST : loss 1.33982706 - f-score 0.9299 - acc 0.9299
2019-01-29 04:30:19,939 ----------------------------------------------------------------------------------------------------
2019-01-29 04:30:20,084 epoch 130 - iter 0/577 - loss 0.01218271
2019-01-29 04:30:27,989 epoch 130 - iter 57/577 - loss 0.11319662
2019-01-29 04:30:35,922 epoch 130 - iter 114/577 - loss 0.10763621
2019-01-29 04:30:44,180 epoch 130 - iter 171/577 - loss 0.10584741
2019-01-29 04:30:52,270 epoch 130 - iter 228/577 - loss 0.11184369
2019-01-29 04:31:00,093 epoch 130 - iter 285/577 - loss 0.10885404
2019-01-29 04:31:08,236 epoch 130 - iter 342/577 - loss 0.10986070
2019-01-29 04:31:16,096 epoch 130 - iter 399/577 - loss 0.10724735
2019-01-29 04:31:24,135 epoch 130 - iter 456/577 - loss 0.10781058
2019-01-29 04:31:32,125 epoch 130 - iter 513/577 - loss 0.10659625
2019-01-29 04:31:40,153 epoch 130 - iter 570/577 - loss 0.11023761
2019-01-29 04:31:41,817 ----------------------------------------------------------------------------------------------------
2019-01-29 04:31:41,817 EPOCH 130 done: loss 0.1102 - lr 0.0008 - bad epochs 1
2019-01-29 04:31:56,395 TEST : loss 1.34015381 - f-score 0.9297 - acc 0.9297
2019-01-29 04:31:56,408 ----------------------------------------------------------------------------------------------------
2019-01-29 04:31:56,550 epoch 131 - iter 0/577 - loss 0.00167874
2019-01-29 04:32:04,638 epoch 131 - iter 57/577 - loss 0.09694285
2019-01-29 04:32:12,556 epoch 131 - iter 114/577 - loss 0.10352656
2019-01-29 04:32:20,512 epoch 131 - iter 171/577 - loss 0.10997695
2019-01-29 04:32:28,856 epoch 131 - iter 228/577 - loss 0.10861469
2019-01-29 04:32:36,877 epoch 131 - iter 285/577 - loss 0.10658607
2019-01-29 04:32:44,818 epoch 131 - iter 342/577 - loss 0.10622430
2019-01-29 04:32:53,312 epoch 131 - iter 399/577 - loss 0.10544236
2019-01-29 04:33:01,505 epoch 131 - iter 456/577 - loss 0.10527471
2019-01-29 04:33:09,531 epoch 131 - iter 513/577 - loss 0.10880378
2019-01-29 04:33:17,882 epoch 131 - iter 570/577 - loss 0.10867165
2019-01-29 04:33:19,414 ----------------------------------------------------------------------------------------------------
2019-01-29 04:33:19,414 EPOCH 131 done: loss 0.1081 - lr 0.0008 - bad epochs 2
2019-01-29 04:33:33,853 TEST : loss 1.34009135 - f-score 0.9297 - acc 0.9297
2019-01-29 04:33:33,866 ----------------------------------------------------------------------------------------------------
2019-01-29 04:33:34,015 epoch 132 - iter 0/577 - loss 0.14641821
2019-01-29 04:33:42,148 epoch 132 - iter 57/577 - loss 0.08827988
2019-01-29 04:33:50,355 epoch 132 - iter 114/577 - loss 0.09098393
2019-01-29 04:33:58,518 epoch 132 - iter 171/577 - loss 0.09116141
2019-01-29 04:34:07,070 epoch 132 - iter 228/577 - loss 0.09898627
2019-01-29 04:34:15,052 epoch 132 - iter 285/577 - loss 0.10386867
2019-01-29 04:34:23,416 epoch 132 - iter 342/577 - loss 0.10164631
2019-01-29 04:34:31,445 epoch 132 - iter 399/577 - loss 0.09958135
2019-01-29 04:34:39,460 epoch 132 - iter 456/577 - loss 0.09852426
2019-01-29 04:34:47,722 epoch 132 - iter 513/577 - loss 0.09915275
2019-01-29 04:34:55,649 epoch 132 - iter 570/577 - loss 0.10490131
2019-01-29 04:34:57,253 ----------------------------------------------------------------------------------------------------
2019-01-29 04:34:57,254 EPOCH 132 done: loss 0.1049 - lr 0.0008 - bad epochs 3
2019-01-29 04:35:11,753 TEST : loss 1.34123707 - f-score 0.9296 - acc 0.9296
2019-01-29 04:35:11,762 ----------------------------------------------------------------------------------------------------
2019-01-29 04:35:11,948 epoch 133 - iter 0/577 - loss 0.98427957
2019-01-29 04:35:20,075 epoch 133 - iter 57/577 - loss 0.12634354
2019-01-29 04:35:28,158 epoch 133 - iter 114/577 - loss 0.12952935
2019-01-29 04:35:36,257 epoch 133 - iter 171/577 - loss 0.12262227
2019-01-29 04:35:44,185 epoch 133 - iter 228/577 - loss 0.11399412
2019-01-29 04:35:51,983 epoch 133 - iter 285/577 - loss 0.10709501
2019-01-29 04:36:00,294 epoch 133 - iter 342/577 - loss 0.11046720
2019-01-29 04:36:08,388 epoch 133 - iter 399/577 - loss 0.11114058
2019-01-29 04:36:16,583 epoch 133 - iter 456/577 - loss 0.11083615
2019-01-29 04:36:24,494 epoch 133 - iter 513/577 - loss 0.10835082
2019-01-29 04:36:32,405 epoch 133 - iter 570/577 - loss 0.11076392
2019-01-29 04:36:34,039 ----------------------------------------------------------------------------------------------------
2019-01-29 04:36:34,039 EPOCH 133 done: loss 0.1107 - lr 0.0004 - bad epochs 0
2019-01-29 04:36:48,651 TEST : loss 1.34099567 - f-score 0.9299 - acc 0.9299
2019-01-29 04:36:48,660 ----------------------------------------------------------------------------------------------------
2019-01-29 04:36:48,794 epoch 134 - iter 0/577 - loss 0.11221069
2019-01-29 04:36:56,917 epoch 134 - iter 57/577 - loss 0.10674940
2019-01-29 04:37:04,718 epoch 134 - iter 114/577 - loss 0.09728042
2019-01-29 04:37:12,777 epoch 134 - iter 171/577 - loss 0.09903625
2019-01-29 04:37:20,925 epoch 134 - iter 228/577 - loss 0.11122851
2019-01-29 04:37:28,820 epoch 134 - iter 285/577 - loss 0.10493774
2019-01-29 04:37:36,683 epoch 134 - iter 342/577 - loss 0.10157837
2019-01-29 04:37:44,759 epoch 134 - iter 399/577 - loss 0.10253837
2019-01-29 04:37:52,668 epoch 134 - iter 456/577 - loss 0.10096396
2019-01-29 04:38:00,574 epoch 134 - iter 513/577 - loss 0.09732364
2019-01-29 04:38:08,812 epoch 134 - iter 570/577 - loss 0.09714040
2019-01-29 04:38:10,441 ----------------------------------------------------------------------------------------------------
2019-01-29 04:38:10,441 EPOCH 134 done: loss 0.0970 - lr 0.0004 - bad epochs 1
2019-01-29 04:38:25,055 TEST : loss 1.34051120 - f-score 0.9296 - acc 0.9296
2019-01-29 04:38:25,065 ----------------------------------------------------------------------------------------------------
2019-01-29 04:38:25,231 epoch 135 - iter 0/577 - loss 0.00467280
2019-01-29 04:38:33,486 epoch 135 - iter 57/577 - loss 0.12462258
2019-01-29 04:38:41,569 epoch 135 - iter 114/577 - loss 0.11099255
2019-01-29 04:38:49,288 epoch 135 - iter 171/577 - loss 0.11056018
2019-01-29 04:38:57,285 epoch 135 - iter 228/577 - loss 0.11197759
2019-01-29 04:39:05,320 epoch 135 - iter 285/577 - loss 0.10941120
2019-01-29 04:39:13,263 epoch 135 - iter 342/577 - loss 0.10295893
2019-01-29 04:39:21,102 epoch 135 - iter 399/577 - loss 0.10984399
2019-01-29 04:39:29,081 epoch 135 - iter 456/577 - loss 0.10829312
2019-01-29 04:39:37,024 epoch 135 - iter 513/577 - loss 0.11120173
2019-01-29 04:39:45,104 epoch 135 - iter 570/577 - loss 0.11089623
2019-01-29 04:39:46,561 ----------------------------------------------------------------------------------------------------
2019-01-29 04:39:46,561 EPOCH 135 done: loss 0.1108 - lr 0.0004 - bad epochs 2
2019-01-29 04:40:01,065 TEST : loss 1.34123504 - f-score 0.9298 - acc 0.9298
2019-01-29 04:40:01,076 ----------------------------------------------------------------------------------------------------
2019-01-29 04:40:01,195 epoch 136 - iter 0/577 - loss 0.03547454
2019-01-29 04:40:09,268 epoch 136 - iter 57/577 - loss 0.10137867
2019-01-29 04:40:17,224 epoch 136 - iter 114/577 - loss 0.12647868
2019-01-29 04:40:25,242 epoch 136 - iter 171/577 - loss 0.13148627
2019-01-29 04:40:33,591 epoch 136 - iter 228/577 - loss 0.12537892
2019-01-29 04:40:41,606 epoch 136 - iter 285/577 - loss 0.12159743
2019-01-29 04:40:49,701 epoch 136 - iter 342/577 - loss 0.11474516
2019-01-29 04:40:58,038 epoch 136 - iter 399/577 - loss 0.11199254
2019-01-29 04:41:05,852 epoch 136 - iter 456/577 - loss 0.11005390
2019-01-29 04:41:13,928 epoch 136 - iter 513/577 - loss 0.11084640
2019-01-29 04:41:21,981 epoch 136 - iter 570/577 - loss 0.10985150
2019-01-29 04:41:23,656 ----------------------------------------------------------------------------------------------------
2019-01-29 04:41:23,665 EPOCH 136 done: loss 0.1107 - lr 0.0004 - bad epochs 3
2019-01-29 04:41:38,171 TEST : loss 1.34114575 - f-score 0.9301 - acc 0.9301
2019-01-29 04:41:38,182 ----------------------------------------------------------------------------------------------------
2019-01-29 04:41:38,329 epoch 137 - iter 0/577 - loss 0.00756493
2019-01-29 04:41:46,638 epoch 137 - iter 57/577 - loss 0.10016596
2019-01-29 04:41:54,594 epoch 137 - iter 114/577 - loss 0.10437500
2019-01-29 04:42:02,560 epoch 137 - iter 171/577 - loss 0.10450684
2019-01-29 04:42:10,604 epoch 137 - iter 228/577 - loss 0.10395429
2019-01-29 04:42:18,534 epoch 137 - iter 285/577 - loss 0.10867071
2019-01-29 04:42:26,882 epoch 137 - iter 342/577 - loss 0.10969318
2019-01-29 04:42:35,258 epoch 137 - iter 399/577 - loss 0.10907249
2019-01-29 04:42:43,402 epoch 137 - iter 456/577 - loss 0.10788481
2019-01-29 04:42:51,718 epoch 137 - iter 513/577 - loss 0.10754578
2019-01-29 04:42:59,564 epoch 137 - iter 570/577 - loss 0.10654100
2019-01-29 04:43:01,073 ----------------------------------------------------------------------------------------------------
2019-01-29 04:43:01,073 EPOCH 137 done: loss 0.1063 - lr 0.0002 - bad epochs 0
2019-01-29 04:43:15,611 TEST : loss 1.34148169 - f-score 0.9301 - acc 0.9301
2019-01-29 04:43:15,618 ----------------------------------------------------------------------------------------------------
2019-01-29 04:43:15,761 epoch 138 - iter 0/577 - loss 1.17267859
2019-01-29 04:43:24,115 epoch 138 - iter 57/577 - loss 0.13277808
2019-01-29 04:43:32,265 epoch 138 - iter 114/577 - loss 0.12710513
2019-01-29 04:43:40,573 epoch 138 - iter 171/577 - loss 0.11853343
2019-01-29 04:43:48,213 epoch 138 - iter 228/577 - loss 0.11224630
2019-01-29 04:43:55,988 epoch 138 - iter 285/577 - loss 0.10917618
2019-01-29 04:44:03,996 epoch 138 - iter 342/577 - loss 0.10957225
2019-01-29 04:44:12,048 epoch 138 - iter 399/577 - loss 0.11086134
2019-01-29 04:44:19,914 epoch 138 - iter 456/577 - loss 0.10850636
2019-01-29 04:44:27,969 epoch 138 - iter 513/577 - loss 0.11072726
2019-01-29 04:44:35,876 epoch 138 - iter 570/577 - loss 0.11094944
2019-01-29 04:44:37,484 ----------------------------------------------------------------------------------------------------
2019-01-29 04:44:37,484 EPOCH 138 done: loss 0.1112 - lr 0.0002 - bad epochs 1
2019-01-29 04:44:51,977 TEST : loss 1.34066153 - f-score 0.9301 - acc 0.9301
2019-01-29 04:44:51,987 ----------------------------------------------------------------------------------------------------
2019-01-29 04:44:52,155 epoch 139 - iter 0/577 - loss 0.10868800
2019-01-29 04:45:00,044 epoch 139 - iter 57/577 - loss 0.16654470
2019-01-29 04:45:08,288 epoch 139 - iter 114/577 - loss 0.13506128
2019-01-29 04:45:16,342 epoch 139 - iter 171/577 - loss 0.12808657
2019-01-29 04:45:24,598 epoch 139 - iter 228/577 - loss 0.12106921
2019-01-29 04:45:32,719 epoch 139 - iter 285/577 - loss 0.11320100
2019-01-29 04:45:40,727 epoch 139 - iter 342/577 - loss 0.11860549
2019-01-29 04:45:48,949 epoch 139 - iter 399/577 - loss 0.11640935
2019-01-29 04:45:56,942 epoch 139 - iter 456/577 - loss 0.11990244
2019-01-29 04:46:04,938 epoch 139 - iter 513/577 - loss 0.11472234
2019-01-29 04:46:13,061 epoch 139 - iter 570/577 - loss 0.11435930
2019-01-29 04:46:14,650 ----------------------------------------------------------------------------------------------------
2019-01-29 04:46:14,651 EPOCH 139 done: loss 0.1135 - lr 0.0002 - bad epochs 2
2019-01-29 04:46:29,127 TEST : loss 1.34081030 - f-score 0.9301 - acc 0.9301
2019-01-29 04:46:29,135 ----------------------------------------------------------------------------------------------------
2019-01-29 04:46:29,302 epoch 140 - iter 0/577 - loss 0.01993632
2019-01-29 04:46:37,325 epoch 140 - iter 57/577 - loss 0.09088610
2019-01-29 04:46:45,684 epoch 140 - iter 114/577 - loss 0.09551524
2019-01-29 04:46:53,922 epoch 140 - iter 171/577 - loss 0.10765555
2019-01-29 04:47:01,895 epoch 140 - iter 228/577 - loss 0.10898845
2019-01-29 04:47:09,922 epoch 140 - iter 285/577 - loss 0.10618428
2019-01-29 04:47:18,093 epoch 140 - iter 342/577 - loss 0.10690468
2019-01-29 04:47:26,065 epoch 140 - iter 399/577 - loss 0.11172150
2019-01-29 04:47:33,959 epoch 140 - iter 456/577 - loss 0.10977799
2019-01-29 04:47:41,871 epoch 140 - iter 513/577 - loss 0.10831107
2019-01-29 04:47:49,724 epoch 140 - iter 570/577 - loss 0.10764365
2019-01-29 04:47:51,194 ----------------------------------------------------------------------------------------------------
2019-01-29 04:47:51,194 EPOCH 140 done: loss 0.1073 - lr 0.0002 - bad epochs 3
2019-01-29 04:48:05,687 TEST : loss 1.34089875 - f-score 0.9298 - acc 0.9298
2019-01-29 04:48:05,696 ----------------------------------------------------------------------------------------------------
2019-01-29 04:48:05,696 ----------------------------------------------------------------------------------------------------
2019-01-29 04:48:05,696 learning rate too small - quitting training!
2019-01-29 04:48:05,696 ----------------------------------------------------------------------------------------------------
2019-01-29 04:48:29,670 ----------------------------------------------------------------------------------------------------
2019-01-29 04:48:29,679 Testing using best model ...
2019-01-29 04:48:44,108 MICRO_AVG: acc 0.9298 - f1-score 0.9298
2019-01-29 04:48:44,115 MACRO_AVG: acc 0.9165 - f1-score 0.9138
2019-01-29 04:48:44,115 LOC        tp: 1567 - fp: 108 - fn: 101 - tn: 1567 - precision: 0.9355 - recall: 0.9394 - accuracy: 0.9375 - f1-score: 0.9374
2019-01-29 04:48:44,115 MISC       tp: 588 - fp: 118 - fn: 114 - tn: 588 - precision: 0.8329 - recall: 0.8376 - accuracy: 0.8352 - f1-score: 0.8352
2019-01-29 04:48:44,115 ORG        tp: 1536 - fp: 143 - fn: 125 - tn: 1536 - precision: 0.9148 - recall: 0.9247 - accuracy: 0.9198 - f1-score: 0.9197
2019-01-29 04:48:44,115 PER        tp: 1576 - fp: 45 - fn: 41 - tn: 1576 - precision: 0.9722 - recall: 0.9746 - accuracy: 0.9734 - f1-score: 0.9734
2019-01-29 04:48:44,115 ----------------------------------------------------------------------------------------------------