diff --git "a/training.log" "b/training.log"
--- "a/training.log"
+++ "b/training.log"
@@ -1,9151 +1,2141 @@
-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 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:35:54,451 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:35:54,452 Model: "SequenceTagger(
+  (embeddings): StackedEmbeddings(
+    (list_embedding_0): WordEmbeddings('glove')
+    (list_embedding_1): FlairEmbeddings(
+      (lm): LanguageModel(
+        (drop): Dropout(p=0.05, inplace=False)
+        (encoder): Embedding(300, 100)
+        (rnn): LSTM(100, 2048)
+        (decoder): Linear(in_features=2048, out_features=300, bias=True)
+      )
+    )
+    (list_embedding_2): FlairEmbeddings(
+      (lm): LanguageModel(
+        (drop): Dropout(p=0.05, inplace=False)
+        (encoder): Embedding(300, 100)
+        (rnn): LSTM(100, 2048)
+        (decoder): Linear(in_features=2048, out_features=300, bias=True)
+      )
+    )
+  )
+  (word_dropout): WordDropout(p=0.05)
+  (locked_dropout): LockedDropout(p=0.5)
+  (embedding2nn): Linear(in_features=4196, out_features=4196, bias=True)
+  (rnn): LSTM(4196, 256, batch_first=True, bidirectional=True)
+  (linear): Linear(in_features=512, out_features=20, bias=True)
+  (beta): 1.0
+  (weights): None
+  (weight_tensor) None
+)"
+2021-02-10 15:35:54,452 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:35:54,452 Corpus: "MultiCorpus: 16744 train + 3449 dev + 3658 test sentences
+ - CONLL_03 Corpus: 14903 train + 3449 dev + 3658 test sentences
+ - WIKIGOLD_NER Corpus: 1841 train + 0 dev + 0 test sentences"
+2021-02-10 15:35:54,452 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:35:54,452 Parameters:
+2021-02-10 15:35:54,452  - learning_rate: "0.1"
+2021-02-10 15:35:54,452  - mini_batch_size: "32"
+2021-02-10 15:35:54,452  - patience: "3"
+2021-02-10 15:35:54,452  - anneal_factor: "0.5"
+2021-02-10 15:35:54,452  - max_epochs: "150"
+2021-02-10 15:35:54,452  - shuffle: "True"
+2021-02-10 15:35:54,452  - train_with_dev: "True"
+2021-02-10 15:35:54,452  - batch_growth_annealing: "False"
+2021-02-10 15:35:54,453 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:35:54,453 Model training base path: "resources/taggers/ner-conll+wikigold-corrected-flair"
+2021-02-10 15:35:54,453 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:35:54,453 Device: cuda:1
+2021-02-10 15:35:54,453 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:35:54,453 Embeddings storage mode: cpu
+2021-02-10 15:35:54,456 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:36:07,879 epoch 1 - iter 63/632 - loss 10.02149631 - samples/sec: 150.27 - lr: 0.100000
+2021-02-10 15:36:21,722 epoch 1 - iter 126/632 - loss 6.96008527 - samples/sec: 145.70 - lr: 0.100000
+2021-02-10 15:36:31,887 epoch 1 - iter 189/632 - loss 5.39372389 - samples/sec: 198.44 - lr: 0.100000
+2021-02-10 15:36:44,942 epoch 1 - iter 252/632 - loss 4.57592269 - samples/sec: 154.51 - lr: 0.100000
+2021-02-10 15:36:58,478 epoch 1 - iter 315/632 - loss 4.12580009 - samples/sec: 149.01 - lr: 0.100000
+2021-02-10 15:37:12,249 epoch 1 - iter 378/632 - loss 3.80049169 - samples/sec: 146.47 - lr: 0.100000
+2021-02-10 15:37:27,278 epoch 1 - iter 441/632 - loss 3.54903770 - samples/sec: 134.20 - lr: 0.100000
+2021-02-10 15:37:44,996 epoch 1 - iter 504/632 - loss 3.56076640 - samples/sec: 113.83 - lr: 0.100000
+2021-02-10 15:38:02,254 epoch 1 - iter 567/632 - loss 3.42746563 - samples/sec: 116.86 - lr: 0.100000
+2021-02-10 15:38:16,689 epoch 1 - iter 630/632 - loss 3.25792492 - samples/sec: 139.72 - lr: 0.100000
+2021-02-10 15:38:16,987 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:38:16,987 EPOCH 1 done: loss 3.2509 - lr 0.1000000
+2021-02-10 15:38:16,987 BAD EPOCHS (no improvement): 0
+2021-02-10 15:38:17,110 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:38:26,078 epoch 2 - iter 63/632 - loss 1.66621640 - samples/sec: 225.05 - lr: 0.100000
+2021-02-10 15:38:34,584 epoch 2 - iter 126/632 - loss 1.58807031 - samples/sec: 237.23 - lr: 0.100000
+2021-02-10 15:38:43,315 epoch 2 - iter 189/632 - loss 1.57498014 - samples/sec: 231.12 - lr: 0.100000
+2021-02-10 15:38:52,144 epoch 2 - iter 252/632 - loss 1.58831821 - samples/sec: 228.55 - lr: 0.100000
+2021-02-10 15:39:01,034 epoch 2 - iter 315/632 - loss 1.55483839 - samples/sec: 226.99 - lr: 0.100000
+2021-02-10 15:39:09,814 epoch 2 - iter 378/632 - loss 1.53102953 - samples/sec: 229.84 - lr: 0.100000
+2021-02-10 15:39:18,473 epoch 2 - iter 441/632 - loss 1.51815910 - samples/sec: 233.06 - lr: 0.100000
+2021-02-10 15:39:27,165 epoch 2 - iter 504/632 - loss 1.50268290 - samples/sec: 232.18 - lr: 0.100000
+2021-02-10 15:39:35,620 epoch 2 - iter 567/632 - loss 1.48212237 - samples/sec: 238.69 - lr: 0.100000
+2021-02-10 15:39:44,065 epoch 2 - iter 630/632 - loss 1.45740938 - samples/sec: 238.95 - lr: 0.100000
+2021-02-10 15:39:44,212 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:39:44,212 EPOCH 2 done: loss 1.4552 - lr 0.1000000
+2021-02-10 15:39:44,212 BAD EPOCHS (no improvement): 0
+2021-02-10 15:39:44,215 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:39:52,569 epoch 3 - iter 63/632 - loss 1.16597141 - samples/sec: 241.57 - lr: 0.100000
+2021-02-10 15:40:01,219 epoch 3 - iter 126/632 - loss 1.17644796 - samples/sec: 233.31 - lr: 0.100000
+2021-02-10 15:40:10,163 epoch 3 - iter 189/632 - loss 1.20148827 - samples/sec: 225.61 - lr: 0.100000
+2021-02-10 15:40:18,801 epoch 3 - iter 252/632 - loss 1.22128473 - samples/sec: 233.61 - lr: 0.100000
+2021-02-10 15:40:27,188 epoch 3 - iter 315/632 - loss 1.18512771 - samples/sec: 240.59 - lr: 0.100000
+2021-02-10 15:40:36,227 epoch 3 - iter 378/632 - loss 1.17048112 - samples/sec: 223.23 - lr: 0.100000
+2021-02-10 15:40:44,927 epoch 3 - iter 441/632 - loss 1.15740383 - samples/sec: 231.91 - lr: 0.100000
+2021-02-10 15:40:53,826 epoch 3 - iter 504/632 - loss 1.15070667 - samples/sec: 226.77 - lr: 0.100000
+2021-02-10 15:41:02,931 epoch 3 - iter 567/632 - loss 1.13695066 - samples/sec: 221.62 - lr: 0.100000
+2021-02-10 15:41:11,438 epoch 3 - iter 630/632 - loss 1.12746617 - samples/sec: 237.20 - lr: 0.100000
+2021-02-10 15:41:11,591 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:41:11,591 EPOCH 3 done: loss 1.1321 - lr 0.1000000
+2021-02-10 15:41:11,591 BAD EPOCHS (no improvement): 0
+2021-02-10 15:41:11,594 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:41:20,168 epoch 4 - iter 63/632 - loss 0.96226639 - samples/sec: 235.37 - lr: 0.100000
+2021-02-10 15:41:29,030 epoch 4 - iter 126/632 - loss 0.97539538 - samples/sec: 227.69 - lr: 0.100000
+2021-02-10 15:41:37,933 epoch 4 - iter 189/632 - loss 0.97284296 - samples/sec: 226.67 - lr: 0.100000
+2021-02-10 15:41:46,416 epoch 4 - iter 252/632 - loss 0.96398390 - samples/sec: 237.89 - lr: 0.100000
+2021-02-10 15:41:55,159 epoch 4 - iter 315/632 - loss 0.96727696 - samples/sec: 230.81 - lr: 0.100000
+2021-02-10 15:42:03,656 epoch 4 - iter 378/632 - loss 0.96498398 - samples/sec: 237.47 - lr: 0.100000
+2021-02-10 15:42:12,472 epoch 4 - iter 441/632 - loss 0.96885962 - samples/sec: 228.89 - lr: 0.100000
+2021-02-10 15:42:21,130 epoch 4 - iter 504/632 - loss 0.97137140 - samples/sec: 233.08 - lr: 0.100000
+2021-02-10 15:42:29,503 epoch 4 - iter 567/632 - loss 0.96442616 - samples/sec: 241.01 - lr: 0.100000
+2021-02-10 15:42:38,427 epoch 4 - iter 630/632 - loss 0.97125828 - samples/sec: 226.11 - lr: 0.100000
+2021-02-10 15:42:38,576 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:42:38,576 EPOCH 4 done: loss 0.9698 - lr 0.1000000
+2021-02-10 15:42:38,576 BAD EPOCHS (no improvement): 0
+2021-02-10 15:42:38,579 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:42:46,946 epoch 5 - iter 63/632 - loss 0.83930861 - samples/sec: 241.19 - lr: 0.100000
+2021-02-10 15:42:55,670 epoch 5 - iter 126/632 - loss 0.86358721 - samples/sec: 231.32 - lr: 0.100000
+2021-02-10 15:43:04,532 epoch 5 - iter 189/632 - loss 0.87841167 - samples/sec: 227.67 - lr: 0.100000
+2021-02-10 15:43:13,338 epoch 5 - iter 252/632 - loss 0.87785712 - samples/sec: 229.14 - lr: 0.100000
+2021-02-10 15:43:21,930 epoch 5 - iter 315/632 - loss 0.89411355 - samples/sec: 234.87 - lr: 0.100000
+2021-02-10 15:43:30,884 epoch 5 - iter 378/632 - loss 0.89118955 - samples/sec: 225.37 - lr: 0.100000
+2021-02-10 15:43:39,529 epoch 5 - iter 441/632 - loss 0.87987782 - samples/sec: 233.42 - lr: 0.100000
+2021-02-10 15:43:48,093 epoch 5 - iter 504/632 - loss 0.86684263 - samples/sec: 235.63 - lr: 0.100000
+2021-02-10 15:43:56,568 epoch 5 - iter 567/632 - loss 0.85593021 - samples/sec: 238.11 - lr: 0.100000
+2021-02-10 15:44:05,579 epoch 5 - iter 630/632 - loss 0.85324767 - samples/sec: 223.92 - lr: 0.100000
+2021-02-10 15:44:05,800 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:44:05,800 EPOCH 5 done: loss 0.8618 - lr 0.1000000
+2021-02-10 15:44:05,800 BAD EPOCHS (no improvement): 0
+2021-02-10 15:44:05,802 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:44:14,834 epoch 6 - iter 63/632 - loss 0.78754193 - samples/sec: 223.44 - lr: 0.100000
+2021-02-10 15:44:23,522 epoch 6 - iter 126/632 - loss 0.74446731 - samples/sec: 232.25 - lr: 0.100000
+2021-02-10 15:44:32,155 epoch 6 - iter 189/632 - loss 0.79290459 - samples/sec: 233.77 - lr: 0.100000
+2021-02-10 15:44:40,696 epoch 6 - iter 252/632 - loss 0.76946656 - samples/sec: 236.25 - lr: 0.100000
+2021-02-10 15:44:49,495 epoch 6 - iter 315/632 - loss 0.78499455 - samples/sec: 229.33 - lr: 0.100000
+2021-02-10 15:44:58,157 epoch 6 - iter 378/632 - loss 0.80153841 - samples/sec: 232.97 - lr: 0.100000
+2021-02-10 15:45:06,680 epoch 6 - iter 441/632 - loss 0.79521945 - samples/sec: 236.75 - lr: 0.100000
+2021-02-10 15:45:15,498 epoch 6 - iter 504/632 - loss 0.79423436 - samples/sec: 228.83 - lr: 0.100000
+2021-02-10 15:45:24,478 epoch 6 - iter 567/632 - loss 0.79702264 - samples/sec: 224.71 - lr: 0.100000
+2021-02-10 15:45:33,339 epoch 6 - iter 630/632 - loss 0.79598001 - samples/sec: 227.72 - lr: 0.100000
+2021-02-10 15:45:33,497 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:45:33,497 EPOCH 6 done: loss 0.7950 - lr 0.1000000
+2021-02-10 15:45:33,498 BAD EPOCHS (no improvement): 0
+2021-02-10 15:45:33,503 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:45:42,446 epoch 7 - iter 63/632 - loss 0.75334298 - samples/sec: 225.63 - lr: 0.100000
+2021-02-10 15:45:51,293 epoch 7 - iter 126/632 - loss 0.74065830 - samples/sec: 228.08 - lr: 0.100000
+2021-02-10 15:46:00,037 epoch 7 - iter 189/632 - loss 0.73514170 - samples/sec: 230.79 - lr: 0.100000
+2021-02-10 15:46:08,469 epoch 7 - iter 252/632 - loss 0.72400649 - samples/sec: 239.32 - lr: 0.100000
+2021-02-10 15:46:16,932 epoch 7 - iter 315/632 - loss 0.72677704 - samples/sec: 238.45 - lr: 0.100000
+2021-02-10 15:46:25,442 epoch 7 - iter 378/632 - loss 0.72329849 - samples/sec: 237.12 - lr: 0.100000
+2021-02-10 15:46:34,359 epoch 7 - iter 441/632 - loss 0.72613190 - samples/sec: 226.28 - lr: 0.100000
+2021-02-10 15:46:42,849 epoch 7 - iter 504/632 - loss 0.72786934 - samples/sec: 237.66 - lr: 0.100000
+2021-02-10 15:46:51,401 epoch 7 - iter 567/632 - loss 0.72915495 - samples/sec: 235.95 - lr: 0.100000
+2021-02-10 15:47:00,237 epoch 7 - iter 630/632 - loss 0.72993239 - samples/sec: 228.37 - lr: 0.100000
+2021-02-10 15:47:00,415 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:47:00,415 EPOCH 7 done: loss 0.7290 - lr 0.1000000
+2021-02-10 15:47:00,415 BAD EPOCHS (no improvement): 0
+2021-02-10 15:47:00,418 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:47:09,056 epoch 8 - iter 63/632 - loss 0.61641351 - samples/sec: 233.62 - lr: 0.100000
+2021-02-10 15:47:18,047 epoch 8 - iter 126/632 - loss 0.64885774 - samples/sec: 224.44 - lr: 0.100000
+2021-02-10 15:47:26,645 epoch 8 - iter 189/632 - loss 0.64593617 - samples/sec: 234.67 - lr: 0.100000
+2021-02-10 15:47:35,217 epoch 8 - iter 252/632 - loss 0.67105862 - samples/sec: 235.42 - lr: 0.100000
+2021-02-10 15:47:43,732 epoch 8 - iter 315/632 - loss 0.67881174 - samples/sec: 236.97 - lr: 0.100000
+2021-02-10 15:47:52,247 epoch 8 - iter 378/632 - loss 0.67481453 - samples/sec: 236.98 - lr: 0.100000
+2021-02-10 15:48:00,898 epoch 8 - iter 441/632 - loss 0.68059961 - samples/sec: 233.25 - lr: 0.100000
+2021-02-10 15:48:09,221 epoch 8 - iter 504/632 - loss 0.67748160 - samples/sec: 242.45 - lr: 0.100000
+2021-02-10 15:48:18,165 epoch 8 - iter 567/632 - loss 0.67817091 - samples/sec: 225.61 - lr: 0.100000
+2021-02-10 15:48:26,893 epoch 8 - iter 630/632 - loss 0.68241120 - samples/sec: 231.19 - lr: 0.100000
+2021-02-10 15:48:27,028 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:48:27,028 EPOCH 8 done: loss 0.6816 - lr 0.1000000
+2021-02-10 15:48:27,028 BAD EPOCHS (no improvement): 0
+2021-02-10 15:48:27,031 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:48:35,357 epoch 9 - iter 63/632 - loss 0.61591054 - samples/sec: 242.38 - lr: 0.100000
+2021-02-10 15:48:43,928 epoch 9 - iter 126/632 - loss 0.64351370 - samples/sec: 235.44 - lr: 0.100000
+2021-02-10 15:48:52,720 epoch 9 - iter 189/632 - loss 0.64679772 - samples/sec: 229.50 - lr: 0.100000
+2021-02-10 15:49:01,534 epoch 9 - iter 252/632 - loss 0.66162922 - samples/sec: 228.91 - lr: 0.100000
+2021-02-10 15:49:10,488 epoch 9 - iter 315/632 - loss 0.65723171 - samples/sec: 225.38 - lr: 0.100000
+2021-02-10 15:49:19,064 epoch 9 - iter 378/632 - loss 0.66153742 - samples/sec: 235.31 - lr: 0.100000
+2021-02-10 15:49:27,832 epoch 9 - iter 441/632 - loss 0.65811618 - samples/sec: 230.13 - lr: 0.100000
+2021-02-10 15:49:36,294 epoch 9 - iter 504/632 - loss 0.64886278 - samples/sec: 238.48 - lr: 0.100000
+2021-02-10 15:49:45,210 epoch 9 - iter 567/632 - loss 0.64837159 - samples/sec: 226.30 - lr: 0.100000
+2021-02-10 15:49:53,948 epoch 9 - iter 630/632 - loss 0.64665966 - samples/sec: 230.94 - lr: 0.100000
+2021-02-10 15:49:54,094 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:49:54,094 EPOCH 9 done: loss 0.6456 - lr 0.1000000
+2021-02-10 15:49:54,094 BAD EPOCHS (no improvement): 0
+2021-02-10 15:49:54,126 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:50:03,033 epoch 10 - iter 63/632 - loss 0.60841202 - samples/sec: 226.57 - lr: 0.100000
+2021-02-10 15:50:12,043 epoch 10 - iter 126/632 - loss 0.61444803 - samples/sec: 223.94 - lr: 0.100000
+2021-02-10 15:50:20,824 epoch 10 - iter 189/632 - loss 0.62545991 - samples/sec: 229.77 - lr: 0.100000
+2021-02-10 15:50:29,568 epoch 10 - iter 252/632 - loss 0.61886420 - samples/sec: 230.78 - lr: 0.100000
+2021-02-10 15:50:38,398 epoch 10 - iter 315/632 - loss 0.61802905 - samples/sec: 228.51 - lr: 0.100000
+2021-02-10 15:50:47,097 epoch 10 - iter 378/632 - loss 0.60273511 - samples/sec: 231.98 - lr: 0.100000
+2021-02-10 15:50:55,789 epoch 10 - iter 441/632 - loss 0.60267713 - samples/sec: 232.15 - lr: 0.100000
+2021-02-10 15:51:04,329 epoch 10 - iter 504/632 - loss 0.60358083 - samples/sec: 236.31 - lr: 0.100000
+2021-02-10 15:51:12,960 epoch 10 - iter 567/632 - loss 0.60973555 - samples/sec: 233.77 - lr: 0.100000
+2021-02-10 15:51:21,776 epoch 10 - iter 630/632 - loss 0.60836270 - samples/sec: 228.91 - lr: 0.100000
+2021-02-10 15:51:21,925 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:51:21,925 EPOCH 10 done: loss 0.6094 - lr 0.1000000
+2021-02-10 15:51:21,925 BAD EPOCHS (no improvement): 0
+2021-02-10 15:51:21,928 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:51:30,603 epoch 11 - iter 63/632 - loss 0.57059315 - samples/sec: 232.64 - lr: 0.100000
+2021-02-10 15:51:39,357 epoch 11 - iter 126/632 - loss 0.58118577 - samples/sec: 230.51 - lr: 0.100000
+2021-02-10 15:51:47,804 epoch 11 - iter 189/632 - loss 0.58901673 - samples/sec: 238.90 - lr: 0.100000
+2021-02-10 15:51:56,340 epoch 11 - iter 252/632 - loss 0.59082030 - samples/sec: 236.41 - lr: 0.100000
+2021-02-10 15:52:05,382 epoch 11 - iter 315/632 - loss 0.58371403 - samples/sec: 223.16 - lr: 0.100000
+2021-02-10 15:52:13,962 epoch 11 - iter 378/632 - loss 0.58715600 - samples/sec: 235.20 - lr: 0.100000
+2021-02-10 15:52:22,465 epoch 11 - iter 441/632 - loss 0.58109795 - samples/sec: 237.30 - lr: 0.100000
+2021-02-10 15:52:30,955 epoch 11 - iter 504/632 - loss 0.57715524 - samples/sec: 237.68 - lr: 0.100000
+2021-02-10 15:52:39,695 epoch 11 - iter 567/632 - loss 0.57905172 - samples/sec: 230.90 - lr: 0.100000
+2021-02-10 15:52:48,612 epoch 11 - iter 630/632 - loss 0.58363519 - samples/sec: 226.29 - lr: 0.100000
+2021-02-10 15:52:48,769 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:52:48,769 EPOCH 11 done: loss 0.5832 - lr 0.1000000
+2021-02-10 15:52:48,769 BAD EPOCHS (no improvement): 0
+2021-02-10 15:52:48,771 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:52:57,377 epoch 12 - iter 63/632 - loss 0.51853344 - samples/sec: 234.50 - lr: 0.100000
+2021-02-10 15:53:06,127 epoch 12 - iter 126/632 - loss 0.54150793 - samples/sec: 230.62 - lr: 0.100000
+2021-02-10 15:53:15,052 epoch 12 - iter 189/632 - loss 0.54159605 - samples/sec: 226.09 - lr: 0.100000
+2021-02-10 15:53:23,754 epoch 12 - iter 252/632 - loss 0.55632162 - samples/sec: 231.89 - lr: 0.100000
+2021-02-10 15:53:32,552 epoch 12 - iter 315/632 - loss 0.55491949 - samples/sec: 229.36 - lr: 0.100000
+2021-02-10 15:53:41,265 epoch 12 - iter 378/632 - loss 0.56163471 - samples/sec: 231.57 - lr: 0.100000
+2021-02-10 15:53:49,768 epoch 12 - iter 441/632 - loss 0.56102137 - samples/sec: 237.32 - lr: 0.100000
+2021-02-10 15:53:58,380 epoch 12 - iter 504/632 - loss 0.55647904 - samples/sec: 234.33 - lr: 0.100000
+2021-02-10 15:54:07,075 epoch 12 - iter 567/632 - loss 0.55821427 - samples/sec: 232.06 - lr: 0.100000
+2021-02-10 15:54:15,575 epoch 12 - iter 630/632 - loss 0.55712707 - samples/sec: 237.41 - lr: 0.100000
+2021-02-10 15:54:15,751 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:54:15,751 EPOCH 12 done: loss 0.5559 - lr 0.1000000
+2021-02-10 15:54:15,751 BAD EPOCHS (no improvement): 0
+2021-02-10 15:54:15,753 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:54:24,373 epoch 13 - iter 63/632 - loss 0.56530709 - samples/sec: 234.13 - lr: 0.100000
+2021-02-10 15:54:32,907 epoch 13 - iter 126/632 - loss 0.54470526 - samples/sec: 236.46 - lr: 0.100000
+2021-02-10 15:54:41,542 epoch 13 - iter 189/632 - loss 0.52198040 - samples/sec: 233.70 - lr: 0.100000
+2021-02-10 15:54:50,212 epoch 13 - iter 252/632 - loss 0.52421415 - samples/sec: 232.75 - lr: 0.100000
+2021-02-10 15:54:58,662 epoch 13 - iter 315/632 - loss 0.52280811 - samples/sec: 238.80 - lr: 0.100000
+2021-02-10 15:55:08,758 epoch 13 - iter 378/632 - loss 0.53476830 - samples/sec: 199.85 - lr: 0.100000
+2021-02-10 15:55:17,245 epoch 13 - iter 441/632 - loss 0.54226524 - samples/sec: 237.74 - lr: 0.100000
+2021-02-10 15:55:25,924 epoch 13 - iter 504/632 - loss 0.54588748 - samples/sec: 232.50 - lr: 0.100000
+2021-02-10 15:55:34,833 epoch 13 - iter 567/632 - loss 0.54462009 - samples/sec: 226.51 - lr: 0.100000
+2021-02-10 15:55:43,563 epoch 13 - iter 630/632 - loss 0.54643083 - samples/sec: 231.14 - lr: 0.100000
+2021-02-10 15:55:43,727 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:55:43,727 EPOCH 13 done: loss 0.5455 - lr 0.1000000
+2021-02-10 15:55:43,727 BAD EPOCHS (no improvement): 0
+2021-02-10 15:55:43,730 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:55:52,250 epoch 14 - iter 63/632 - loss 0.47765877 - samples/sec: 236.86 - lr: 0.100000
+2021-02-10 15:56:00,651 epoch 14 - iter 126/632 - loss 0.47695202 - samples/sec: 240.20 - lr: 0.100000
+2021-02-10 15:56:09,464 epoch 14 - iter 189/632 - loss 0.49717767 - samples/sec: 228.97 - lr: 0.100000
+2021-02-10 15:56:18,406 epoch 14 - iter 252/632 - loss 0.49720034 - samples/sec: 225.64 - lr: 0.100000
+2021-02-10 15:56:26,940 epoch 14 - iter 315/632 - loss 0.49475677 - samples/sec: 236.44 - lr: 0.100000
+2021-02-10 15:56:35,470 epoch 14 - iter 378/632 - loss 0.49697465 - samples/sec: 236.59 - lr: 0.100000
+2021-02-10 15:56:44,264 epoch 14 - iter 441/632 - loss 0.50049356 - samples/sec: 229.45 - lr: 0.100000
+2021-02-10 15:56:53,061 epoch 14 - iter 504/632 - loss 0.50122468 - samples/sec: 229.39 - lr: 0.100000
+2021-02-10 15:57:01,876 epoch 14 - iter 567/632 - loss 0.50253072 - samples/sec: 228.91 - lr: 0.100000
+2021-02-10 15:57:10,653 epoch 14 - iter 630/632 - loss 0.50687738 - samples/sec: 229.89 - lr: 0.100000
+2021-02-10 15:57:10,818 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:57:10,818 EPOCH 14 done: loss 0.5060 - lr 0.1000000
+2021-02-10 15:57:10,818 BAD EPOCHS (no improvement): 0
+2021-02-10 15:57:10,821 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:57:19,267 epoch 15 - iter 63/632 - loss 0.49645281 - samples/sec: 238.94 - lr: 0.100000
+2021-02-10 15:57:27,784 epoch 15 - iter 126/632 - loss 0.48574395 - samples/sec: 236.93 - lr: 0.100000
+2021-02-10 15:57:36,514 epoch 15 - iter 189/632 - loss 0.48370802 - samples/sec: 231.14 - lr: 0.100000
+2021-02-10 15:57:45,359 epoch 15 - iter 252/632 - loss 0.48751484 - samples/sec: 228.13 - lr: 0.100000
+2021-02-10 15:57:54,078 epoch 15 - iter 315/632 - loss 0.48715321 - samples/sec: 231.46 - lr: 0.100000
+2021-02-10 15:58:02,768 epoch 15 - iter 378/632 - loss 0.49145449 - samples/sec: 232.19 - lr: 0.100000
+2021-02-10 15:58:11,416 epoch 15 - iter 441/632 - loss 0.49267610 - samples/sec: 233.34 - lr: 0.100000
+2021-02-10 15:58:20,092 epoch 15 - iter 504/632 - loss 0.49277606 - samples/sec: 232.58 - lr: 0.100000
+2021-02-10 15:58:28,634 epoch 15 - iter 567/632 - loss 0.49663350 - samples/sec: 236.21 - lr: 0.100000
+2021-02-10 15:58:37,779 epoch 15 - iter 630/632 - loss 0.49909500 - samples/sec: 220.67 - lr: 0.100000
+2021-02-10 15:58:37,975 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:58:37,975 EPOCH 15 done: loss 0.5002 - lr 0.1000000
+2021-02-10 15:58:37,975 BAD EPOCHS (no improvement): 0
+2021-02-10 15:58:37,978 ----------------------------------------------------------------------------------------------------
+2021-02-10 15:58:47,083 epoch 16 - iter 63/632 - loss 0.50191718 - samples/sec: 221.64 - lr: 0.100000
+2021-02-10 15:58:55,790 epoch 16 - iter 126/632 - loss 0.47222587 - samples/sec: 231.75 - lr: 0.100000
+2021-02-10 15:59:04,444 epoch 16 - iter 189/632 - loss 0.46387218 - samples/sec: 233.19 - lr: 0.100000
+2021-02-10 15:59:13,046 epoch 16 - iter 252/632 - loss 0.46731094 - samples/sec: 234.58 - lr: 0.100000
+2021-02-10 15:59:21,768 epoch 16 - iter 315/632 - loss 0.47694853 - samples/sec: 231.37 - lr: 0.100000
+2021-02-10 15:59:30,473 epoch 16 - iter 378/632 - loss 0.47032652 - samples/sec: 231.80 - lr: 0.100000
+2021-02-10 15:59:39,151 epoch 16 - iter 441/632 - loss 0.47632591 - samples/sec: 232.52 - lr: 0.100000
+2021-02-10 15:59:47,676 epoch 16 - iter 504/632 - loss 0.47833323 - samples/sec: 236.72 - lr: 0.100000
+2021-02-10 15:59:56,313 epoch 16 - iter 567/632 - loss 0.47850724 - samples/sec: 233.64 - lr: 0.100000
+2021-02-10 16:00:05,114 epoch 16 - iter 630/632 - loss 0.47889015 - samples/sec: 229.29 - lr: 0.100000
+2021-02-10 16:00:05,268 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:00:05,268 EPOCH 16 done: loss 0.4784 - lr 0.1000000
+2021-02-10 16:00:05,268 BAD EPOCHS (no improvement): 0
+2021-02-10 16:00:05,273 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:00:14,072 epoch 17 - iter 63/632 - loss 0.45766971 - samples/sec: 229.33 - lr: 0.100000
+2021-02-10 16:00:22,818 epoch 17 - iter 126/632 - loss 0.45550628 - samples/sec: 230.73 - lr: 0.100000
+2021-02-10 16:00:31,597 epoch 17 - iter 189/632 - loss 0.46019329 - samples/sec: 229.84 - lr: 0.100000
+2021-02-10 16:00:40,432 epoch 17 - iter 252/632 - loss 0.46913377 - samples/sec: 228.42 - lr: 0.100000
+2021-02-10 16:00:49,107 epoch 17 - iter 315/632 - loss 0.46928203 - samples/sec: 232.61 - lr: 0.100000
+2021-02-10 16:00:57,647 epoch 17 - iter 378/632 - loss 0.46300038 - samples/sec: 236.29 - lr: 0.100000
+2021-02-10 16:01:05,974 epoch 17 - iter 441/632 - loss 0.46580889 - samples/sec: 242.30 - lr: 0.100000
+2021-02-10 16:01:14,620 epoch 17 - iter 504/632 - loss 0.46563897 - samples/sec: 233.42 - lr: 0.100000
+2021-02-10 16:01:23,547 epoch 17 - iter 567/632 - loss 0.46665399 - samples/sec: 226.01 - lr: 0.100000
+2021-02-10 16:01:32,479 epoch 17 - iter 630/632 - loss 0.46460224 - samples/sec: 225.91 - lr: 0.100000
+2021-02-10 16:01:32,665 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:01:32,665 EPOCH 17 done: loss 0.4686 - lr 0.1000000
+2021-02-10 16:01:32,665 BAD EPOCHS (no improvement): 0
+2021-02-10 16:01:32,668 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:01:41,545 epoch 18 - iter 63/632 - loss 0.48332582 - samples/sec: 227.33 - lr: 0.100000
+2021-02-10 16:01:50,113 epoch 18 - iter 126/632 - loss 0.47688801 - samples/sec: 235.51 - lr: 0.100000
+2021-02-10 16:01:58,654 epoch 18 - iter 189/632 - loss 0.46453278 - samples/sec: 236.25 - lr: 0.100000
+2021-02-10 16:02:07,916 epoch 18 - iter 252/632 - loss 0.45269238 - samples/sec: 217.85 - lr: 0.100000
+2021-02-10 16:02:16,636 epoch 18 - iter 315/632 - loss 0.44908785 - samples/sec: 231.42 - lr: 0.100000
+2021-02-10 16:02:25,516 epoch 18 - iter 378/632 - loss 0.45538266 - samples/sec: 227.23 - lr: 0.100000
+2021-02-10 16:02:33,919 epoch 18 - iter 441/632 - loss 0.45347009 - samples/sec: 240.15 - lr: 0.100000
+2021-02-10 16:02:42,445 epoch 18 - iter 504/632 - loss 0.44860695 - samples/sec: 236.67 - lr: 0.100000
+2021-02-10 16:02:50,913 epoch 18 - iter 567/632 - loss 0.45124402 - samples/sec: 238.32 - lr: 0.100000
+2021-02-10 16:02:59,468 epoch 18 - iter 630/632 - loss 0.44581334 - samples/sec: 235.87 - lr: 0.100000
+2021-02-10 16:02:59,650 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:02:59,650 EPOCH 18 done: loss 0.4449 - lr 0.1000000
+2021-02-10 16:02:59,650 BAD EPOCHS (no improvement): 0
+2021-02-10 16:02:59,653 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:03:08,207 epoch 19 - iter 63/632 - loss 0.44565616 - samples/sec: 235.91 - lr: 0.100000
+2021-02-10 16:03:16,936 epoch 19 - iter 126/632 - loss 0.43802892 - samples/sec: 231.15 - lr: 0.100000
+2021-02-10 16:03:25,691 epoch 19 - iter 189/632 - loss 0.43934905 - samples/sec: 230.50 - lr: 0.100000
+2021-02-10 16:03:34,440 epoch 19 - iter 252/632 - loss 0.43169751 - samples/sec: 230.64 - lr: 0.100000
+2021-02-10 16:03:42,872 epoch 19 - iter 315/632 - loss 0.42188941 - samples/sec: 239.30 - lr: 0.100000
+2021-02-10 16:03:51,808 epoch 19 - iter 378/632 - loss 0.43423105 - samples/sec: 225.82 - lr: 0.100000
+2021-02-10 16:04:00,309 epoch 19 - iter 441/632 - loss 0.44214919 - samples/sec: 237.36 - lr: 0.100000
+2021-02-10 16:04:08,871 epoch 19 - iter 504/632 - loss 0.43631657 - samples/sec: 235.69 - lr: 0.100000
+2021-02-10 16:04:17,282 epoch 19 - iter 567/632 - loss 0.43564825 - samples/sec: 239.93 - lr: 0.100000
+2021-02-10 16:04:25,967 epoch 19 - iter 630/632 - loss 0.43185654 - samples/sec: 232.34 - lr: 0.100000
+2021-02-10 16:04:26,127 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:04:26,127 EPOCH 19 done: loss 0.4314 - lr 0.1000000
+2021-02-10 16:04:26,127 BAD EPOCHS (no improvement): 0
+2021-02-10 16:04:26,130 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:04:34,749 epoch 20 - iter 63/632 - loss 0.39230310 - samples/sec: 234.15 - lr: 0.100000
+2021-02-10 16:04:43,825 epoch 20 - iter 126/632 - loss 0.40709265 - samples/sec: 222.33 - lr: 0.100000
+2021-02-10 16:04:52,373 epoch 20 - iter 189/632 - loss 0.40636851 - samples/sec: 236.09 - lr: 0.100000
+2021-02-10 16:05:00,973 epoch 20 - iter 252/632 - loss 0.40880236 - samples/sec: 234.63 - lr: 0.100000
+2021-02-10 16:05:09,585 epoch 20 - iter 315/632 - loss 0.42161982 - samples/sec: 234.32 - lr: 0.100000
+2021-02-10 16:05:18,132 epoch 20 - iter 378/632 - loss 0.42846428 - samples/sec: 236.10 - lr: 0.100000
+2021-02-10 16:05:26,789 epoch 20 - iter 441/632 - loss 0.42575875 - samples/sec: 233.11 - lr: 0.100000
+2021-02-10 16:05:35,300 epoch 20 - iter 504/632 - loss 0.42309521 - samples/sec: 237.10 - lr: 0.100000
+2021-02-10 16:05:43,812 epoch 20 - iter 567/632 - loss 0.42471028 - samples/sec: 237.05 - lr: 0.100000
+2021-02-10 16:05:52,577 epoch 20 - iter 630/632 - loss 0.42447862 - samples/sec: 230.24 - lr: 0.100000
+2021-02-10 16:05:52,746 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:05:52,747 EPOCH 20 done: loss 0.4252 - lr 0.1000000
+2021-02-10 16:05:52,747 BAD EPOCHS (no improvement): 0
+2021-02-10 16:05:52,750 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:06:01,506 epoch 21 - iter 63/632 - loss 0.39897363 - samples/sec: 230.47 - lr: 0.100000
+2021-02-10 16:06:10,122 epoch 21 - iter 126/632 - loss 0.40744550 - samples/sec: 234.19 - lr: 0.100000
+2021-02-10 16:06:18,751 epoch 21 - iter 189/632 - loss 0.41357861 - samples/sec: 233.85 - lr: 0.100000
+2021-02-10 16:06:27,523 epoch 21 - iter 252/632 - loss 0.41740985 - samples/sec: 230.01 - lr: 0.100000
+2021-02-10 16:06:35,866 epoch 21 - iter 315/632 - loss 0.41657611 - samples/sec: 241.87 - lr: 0.100000
+2021-02-10 16:06:44,553 epoch 21 - iter 378/632 - loss 0.41068776 - samples/sec: 232.30 - lr: 0.100000
+2021-02-10 16:06:53,256 epoch 21 - iter 441/632 - loss 0.41035503 - samples/sec: 231.85 - lr: 0.100000
+2021-02-10 16:07:02,310 epoch 21 - iter 504/632 - loss 0.41583949 - samples/sec: 222.86 - lr: 0.100000
+2021-02-10 16:07:10,936 epoch 21 - iter 567/632 - loss 0.41854505 - samples/sec: 233.94 - lr: 0.100000
+2021-02-10 16:07:19,619 epoch 21 - iter 630/632 - loss 0.41855897 - samples/sec: 232.38 - lr: 0.100000
+2021-02-10 16:07:19,766 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:07:19,767 EPOCH 21 done: loss 0.4175 - lr 0.1000000
+2021-02-10 16:07:19,767 BAD EPOCHS (no improvement): 0
+2021-02-10 16:07:19,769 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:07:28,598 epoch 22 - iter 63/632 - loss 0.39966542 - samples/sec: 228.59 - lr: 0.100000
+2021-02-10 16:07:37,171 epoch 22 - iter 126/632 - loss 0.38967994 - samples/sec: 235.38 - lr: 0.100000
+2021-02-10 16:07:45,954 epoch 22 - iter 189/632 - loss 0.39430564 - samples/sec: 229.74 - lr: 0.100000
+2021-02-10 16:07:54,364 epoch 22 - iter 252/632 - loss 0.38991884 - samples/sec: 239.96 - lr: 0.100000
+2021-02-10 16:08:02,786 epoch 22 - iter 315/632 - loss 0.39252614 - samples/sec: 239.59 - lr: 0.100000
+2021-02-10 16:08:11,409 epoch 22 - iter 378/632 - loss 0.39572376 - samples/sec: 234.02 - lr: 0.100000
+2021-02-10 16:08:19,863 epoch 22 - iter 441/632 - loss 0.39915826 - samples/sec: 238.69 - lr: 0.100000
+2021-02-10 16:08:28,438 epoch 22 - iter 504/632 - loss 0.39679644 - samples/sec: 235.35 - lr: 0.100000
+2021-02-10 16:08:37,034 epoch 22 - iter 567/632 - loss 0.39590573 - samples/sec: 234.74 - lr: 0.100000
+2021-02-10 16:08:45,600 epoch 22 - iter 630/632 - loss 0.39867104 - samples/sec: 235.58 - lr: 0.100000
+2021-02-10 16:08:45,767 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:08:45,767 EPOCH 22 done: loss 0.3975 - lr 0.1000000
+2021-02-10 16:08:45,767 BAD EPOCHS (no improvement): 0
+2021-02-10 16:08:45,770 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:08:54,488 epoch 23 - iter 63/632 - loss 0.40130685 - samples/sec: 231.48 - lr: 0.100000
+2021-02-10 16:09:03,361 epoch 23 - iter 126/632 - loss 0.38679449 - samples/sec: 227.44 - lr: 0.100000
+2021-02-10 16:09:11,909 epoch 23 - iter 189/632 - loss 0.37733560 - samples/sec: 236.06 - lr: 0.100000
+2021-02-10 16:09:20,466 epoch 23 - iter 252/632 - loss 0.37661217 - samples/sec: 235.82 - lr: 0.100000
+2021-02-10 16:09:29,136 epoch 23 - iter 315/632 - loss 0.37000917 - samples/sec: 232.74 - lr: 0.100000
+2021-02-10 16:09:37,733 epoch 23 - iter 378/632 - loss 0.37780354 - samples/sec: 234.74 - lr: 0.100000
+2021-02-10 16:09:46,208 epoch 23 - iter 441/632 - loss 0.38215488 - samples/sec: 238.10 - lr: 0.100000
+2021-02-10 16:09:54,940 epoch 23 - iter 504/632 - loss 0.38325567 - samples/sec: 231.08 - lr: 0.100000
+2021-02-10 16:10:03,518 epoch 23 - iter 567/632 - loss 0.38981643 - samples/sec: 235.25 - lr: 0.100000
+2021-02-10 16:10:12,067 epoch 23 - iter 630/632 - loss 0.39591925 - samples/sec: 236.04 - lr: 0.100000
+2021-02-10 16:10:12,238 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:10:12,238 EPOCH 23 done: loss 0.3952 - lr 0.1000000
+2021-02-10 16:10:12,238 BAD EPOCHS (no improvement): 0
+2021-02-10 16:10:12,241 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:10:20,791 epoch 24 - iter 63/632 - loss 0.40344138 - samples/sec: 236.04 - lr: 0.100000
+2021-02-10 16:10:29,260 epoch 24 - iter 126/632 - loss 0.39143389 - samples/sec: 238.28 - lr: 0.100000
+2021-02-10 16:10:37,805 epoch 24 - iter 189/632 - loss 0.38793047 - samples/sec: 236.14 - lr: 0.100000
+2021-02-10 16:10:46,669 epoch 24 - iter 252/632 - loss 0.39009477 - samples/sec: 227.65 - lr: 0.100000
+2021-02-10 16:10:55,449 epoch 24 - iter 315/632 - loss 0.39481209 - samples/sec: 229.81 - lr: 0.100000
+2021-02-10 16:11:03,946 epoch 24 - iter 378/632 - loss 0.38977868 - samples/sec: 237.49 - lr: 0.100000
+2021-02-10 16:11:12,522 epoch 24 - iter 441/632 - loss 0.39578206 - samples/sec: 235.31 - lr: 0.100000
+2021-02-10 16:11:21,060 epoch 24 - iter 504/632 - loss 0.39115715 - samples/sec: 236.35 - lr: 0.100000
+2021-02-10 16:11:29,707 epoch 24 - iter 567/632 - loss 0.38846526 - samples/sec: 233.35 - lr: 0.100000
+2021-02-10 16:11:38,475 epoch 24 - iter 630/632 - loss 0.38552916 - samples/sec: 230.13 - lr: 0.100000
+2021-02-10 16:11:38,649 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:11:38,649 EPOCH 24 done: loss 0.3848 - lr 0.1000000
+2021-02-10 16:11:38,650 BAD EPOCHS (no improvement): 0
+2021-02-10 16:11:38,652 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:11:47,257 epoch 25 - iter 63/632 - loss 0.39979921 - samples/sec: 234.51 - lr: 0.100000
+2021-02-10 16:11:56,202 epoch 25 - iter 126/632 - loss 0.38293823 - samples/sec: 225.60 - lr: 0.100000
+2021-02-10 16:12:04,488 epoch 25 - iter 189/632 - loss 0.37433469 - samples/sec: 243.53 - lr: 0.100000
+2021-02-10 16:12:13,027 epoch 25 - iter 252/632 - loss 0.37176860 - samples/sec: 236.32 - lr: 0.100000
+2021-02-10 16:12:21,605 epoch 25 - iter 315/632 - loss 0.36909285 - samples/sec: 235.24 - lr: 0.100000
+2021-02-10 16:12:30,097 epoch 25 - iter 378/632 - loss 0.37302954 - samples/sec: 237.65 - lr: 0.100000
+2021-02-10 16:12:38,770 epoch 25 - iter 441/632 - loss 0.36980149 - samples/sec: 232.66 - lr: 0.100000
+2021-02-10 16:12:47,575 epoch 25 - iter 504/632 - loss 0.36828178 - samples/sec: 229.17 - lr: 0.100000
+2021-02-10 16:12:55,993 epoch 25 - iter 567/632 - loss 0.37085343 - samples/sec: 239.71 - lr: 0.100000
+2021-02-10 16:13:04,589 epoch 25 - iter 630/632 - loss 0.37319005 - samples/sec: 234.76 - lr: 0.100000
+2021-02-10 16:13:04,747 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:13:04,747 EPOCH 25 done: loss 0.3723 - lr 0.1000000
+2021-02-10 16:13:04,747 BAD EPOCHS (no improvement): 0
+2021-02-10 16:13:04,750 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:13:13,276 epoch 26 - iter 63/632 - loss 0.36826441 - samples/sec: 236.68 - lr: 0.100000
+2021-02-10 16:13:21,907 epoch 26 - iter 126/632 - loss 0.34643994 - samples/sec: 233.79 - lr: 0.100000
+2021-02-10 16:13:30,398 epoch 26 - iter 189/632 - loss 0.35531407 - samples/sec: 237.66 - lr: 0.100000
+2021-02-10 16:13:39,058 epoch 26 - iter 252/632 - loss 0.35581313 - samples/sec: 233.02 - lr: 0.100000
+2021-02-10 16:13:47,778 epoch 26 - iter 315/632 - loss 0.36401860 - samples/sec: 231.41 - lr: 0.100000
+2021-02-10 16:13:56,459 epoch 26 - iter 378/632 - loss 0.36859343 - samples/sec: 232.45 - lr: 0.100000
+2021-02-10 16:14:05,183 epoch 26 - iter 441/632 - loss 0.36906704 - samples/sec: 231.31 - lr: 0.100000
+2021-02-10 16:14:13,806 epoch 26 - iter 504/632 - loss 0.37258940 - samples/sec: 234.01 - lr: 0.100000
+2021-02-10 16:14:22,643 epoch 26 - iter 567/632 - loss 0.37317512 - samples/sec: 228.36 - lr: 0.100000
+2021-02-10 16:14:31,069 epoch 26 - iter 630/632 - loss 0.37601778 - samples/sec: 239.49 - lr: 0.100000
+2021-02-10 16:14:31,250 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:14:31,250 EPOCH 26 done: loss 0.3754 - lr 0.1000000
+2021-02-10 16:14:31,250 BAD EPOCHS (no improvement): 1
+2021-02-10 16:14:31,252 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:14:39,844 epoch 27 - iter 63/632 - loss 0.36133870 - samples/sec: 234.89 - lr: 0.100000
+2021-02-10 16:14:48,548 epoch 27 - iter 126/632 - loss 0.36799262 - samples/sec: 231.82 - lr: 0.100000
+2021-02-10 16:14:56,956 epoch 27 - iter 189/632 - loss 0.35856580 - samples/sec: 240.00 - lr: 0.100000
+2021-02-10 16:15:05,507 epoch 27 - iter 252/632 - loss 0.35247198 - samples/sec: 235.99 - lr: 0.100000
+2021-02-10 16:15:14,174 epoch 27 - iter 315/632 - loss 0.35069568 - samples/sec: 232.82 - lr: 0.100000
+2021-02-10 16:15:22,793 epoch 27 - iter 378/632 - loss 0.34631749 - samples/sec: 234.12 - lr: 0.100000
+2021-02-10 16:15:31,071 epoch 27 - iter 441/632 - loss 0.34887268 - samples/sec: 243.77 - lr: 0.100000
+2021-02-10 16:15:39,465 epoch 27 - iter 504/632 - loss 0.34976420 - samples/sec: 240.39 - lr: 0.100000
+2021-02-10 16:15:49,604 epoch 27 - iter 567/632 - loss 0.35165607 - samples/sec: 199.00 - lr: 0.100000
+2021-02-10 16:15:58,179 epoch 27 - iter 630/632 - loss 0.35695617 - samples/sec: 235.33 - lr: 0.100000
+2021-02-10 16:15:58,342 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:15:58,342 EPOCH 27 done: loss 0.3578 - lr 0.1000000
+2021-02-10 16:15:58,342 BAD EPOCHS (no improvement): 0
+2021-02-10 16:15:58,345 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:16:07,031 epoch 28 - iter 63/632 - loss 0.30103685 - samples/sec: 232.32 - lr: 0.100000
+2021-02-10 16:16:15,791 epoch 28 - iter 126/632 - loss 0.34054107 - samples/sec: 230.33 - lr: 0.100000
+2021-02-10 16:16:24,494 epoch 28 - iter 189/632 - loss 0.34203802 - samples/sec: 231.88 - lr: 0.100000
+2021-02-10 16:16:32,929 epoch 28 - iter 252/632 - loss 0.33705237 - samples/sec: 239.20 - lr: 0.100000
+2021-02-10 16:16:41,387 epoch 28 - iter 315/632 - loss 0.33621940 - samples/sec: 238.60 - lr: 0.100000
+2021-02-10 16:16:49,823 epoch 28 - iter 378/632 - loss 0.34553188 - samples/sec: 239.20 - lr: 0.100000
+2021-02-10 16:16:58,416 epoch 28 - iter 441/632 - loss 0.34730797 - samples/sec: 234.84 - lr: 0.100000
+2021-02-10 16:17:07,009 epoch 28 - iter 504/632 - loss 0.34705792 - samples/sec: 234.84 - lr: 0.100000
+2021-02-10 16:17:15,879 epoch 28 - iter 567/632 - loss 0.35307396 - samples/sec: 227.48 - lr: 0.100000
+2021-02-10 16:17:24,246 epoch 28 - iter 630/632 - loss 0.35630250 - samples/sec: 241.19 - lr: 0.100000
+2021-02-10 16:17:24,374 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:17:24,375 EPOCH 28 done: loss 0.3562 - lr 0.1000000
+2021-02-10 16:17:24,375 BAD EPOCHS (no improvement): 0
+2021-02-10 16:17:24,377 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:17:32,979 epoch 29 - iter 63/632 - loss 0.34246016 - samples/sec: 234.62 - lr: 0.100000
+2021-02-10 16:17:41,651 epoch 29 - iter 126/632 - loss 0.34696915 - samples/sec: 232.69 - lr: 0.100000
+2021-02-10 16:17:49,867 epoch 29 - iter 189/632 - loss 0.33661476 - samples/sec: 245.63 - lr: 0.100000
+2021-02-10 16:17:58,220 epoch 29 - iter 252/632 - loss 0.32625211 - samples/sec: 241.58 - lr: 0.100000
+2021-02-10 16:18:06,958 epoch 29 - iter 315/632 - loss 0.33611014 - samples/sec: 230.94 - lr: 0.100000
+2021-02-10 16:18:15,508 epoch 29 - iter 378/632 - loss 0.33611970 - samples/sec: 235.99 - lr: 0.100000
+2021-02-10 16:18:24,001 epoch 29 - iter 441/632 - loss 0.34033821 - samples/sec: 237.61 - lr: 0.100000
+2021-02-10 16:18:32,458 epoch 29 - iter 504/632 - loss 0.34258504 - samples/sec: 238.61 - lr: 0.100000
+2021-02-10 16:18:41,267 epoch 29 - iter 567/632 - loss 0.34550724 - samples/sec: 229.05 - lr: 0.100000
+2021-02-10 16:18:49,903 epoch 29 - iter 630/632 - loss 0.34565912 - samples/sec: 233.66 - lr: 0.100000
+2021-02-10 16:18:50,018 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:18:50,018 EPOCH 29 done: loss 0.3452 - lr 0.1000000
+2021-02-10 16:18:50,018 BAD EPOCHS (no improvement): 0
+2021-02-10 16:18:50,023 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:18:58,780 epoch 30 - iter 63/632 - loss 0.34147074 - samples/sec: 230.44 - lr: 0.100000
+2021-02-10 16:19:07,490 epoch 30 - iter 126/632 - loss 0.36776607 - samples/sec: 231.68 - lr: 0.100000
+2021-02-10 16:19:15,636 epoch 30 - iter 189/632 - loss 0.35532503 - samples/sec: 247.71 - lr: 0.100000
+2021-02-10 16:19:24,082 epoch 30 - iter 252/632 - loss 0.34810209 - samples/sec: 238.93 - lr: 0.100000
+2021-02-10 16:19:32,733 epoch 30 - iter 315/632 - loss 0.35163892 - samples/sec: 233.23 - lr: 0.100000
+2021-02-10 16:19:41,110 epoch 30 - iter 378/632 - loss 0.34403519 - samples/sec: 240.91 - lr: 0.100000
+2021-02-10 16:19:49,509 epoch 30 - iter 441/632 - loss 0.34823841 - samples/sec: 240.26 - lr: 0.100000
+2021-02-10 16:19:57,977 epoch 30 - iter 504/632 - loss 0.34388958 - samples/sec: 238.31 - lr: 0.100000
+2021-02-10 16:20:06,242 epoch 30 - iter 567/632 - loss 0.34390118 - samples/sec: 244.14 - lr: 0.100000
+2021-02-10 16:20:14,539 epoch 30 - iter 630/632 - loss 0.34534012 - samples/sec: 243.24 - lr: 0.100000
+2021-02-10 16:20:14,690 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:20:14,690 EPOCH 30 done: loss 0.3444 - lr 0.1000000
+2021-02-10 16:20:14,690 BAD EPOCHS (no improvement): 0
+2021-02-10 16:20:14,693 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:20:23,336 epoch 31 - iter 63/632 - loss 0.32394122 - samples/sec: 233.48 - lr: 0.100000
+2021-02-10 16:20:31,980 epoch 31 - iter 126/632 - loss 0.30814570 - samples/sec: 233.42 - lr: 0.100000
+2021-02-10 16:20:40,376 epoch 31 - iter 189/632 - loss 0.32265788 - samples/sec: 240.36 - lr: 0.100000
+2021-02-10 16:20:48,994 epoch 31 - iter 252/632 - loss 0.32291802 - samples/sec: 234.13 - lr: 0.100000
+2021-02-10 16:20:57,432 epoch 31 - iter 315/632 - loss 0.32214545 - samples/sec: 239.15 - lr: 0.100000
+2021-02-10 16:21:05,680 epoch 31 - iter 378/632 - loss 0.31992846 - samples/sec: 244.66 - lr: 0.100000
+2021-02-10 16:21:13,912 epoch 31 - iter 441/632 - loss 0.32651221 - samples/sec: 245.15 - lr: 0.100000
+2021-02-10 16:21:22,267 epoch 31 - iter 504/632 - loss 0.32643413 - samples/sec: 241.51 - lr: 0.100000
+2021-02-10 16:21:30,883 epoch 31 - iter 567/632 - loss 0.33030231 - samples/sec: 234.19 - lr: 0.100000
+2021-02-10 16:21:39,475 epoch 31 - iter 630/632 - loss 0.32644113 - samples/sec: 234.88 - lr: 0.100000
+2021-02-10 16:21:39,664 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:21:39,664 EPOCH 31 done: loss 0.3262 - lr 0.1000000
+2021-02-10 16:21:39,664 BAD EPOCHS (no improvement): 0
+2021-02-10 16:21:39,667 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:21:48,027 epoch 32 - iter 63/632 - loss 0.29772618 - samples/sec: 241.40 - lr: 0.100000
+2021-02-10 16:21:56,482 epoch 32 - iter 126/632 - loss 0.31578714 - samples/sec: 238.68 - lr: 0.100000
+2021-02-10 16:22:05,165 epoch 32 - iter 189/632 - loss 0.30933391 - samples/sec: 232.40 - lr: 0.100000
+2021-02-10 16:22:13,602 epoch 32 - iter 252/632 - loss 0.30836255 - samples/sec: 239.16 - lr: 0.100000
+2021-02-10 16:22:22,234 epoch 32 - iter 315/632 - loss 0.31649698 - samples/sec: 233.76 - lr: 0.100000
+2021-02-10 16:22:30,836 epoch 32 - iter 378/632 - loss 0.31676124 - samples/sec: 234.61 - lr: 0.100000
+2021-02-10 16:22:45,279 epoch 32 - iter 441/632 - loss 0.31502728 - samples/sec: 233.91 - lr: 0.100000
+2021-02-10 16:22:53,898 epoch 32 - iter 504/632 - loss 0.31125021 - samples/sec: 234.12 - lr: 0.100000
+2021-02-10 16:23:03,070 epoch 32 - iter 567/632 - loss 0.31563470 - samples/sec: 233.54 - lr: 0.100000
+2021-02-10 16:23:11,476 epoch 32 - iter 630/632 - loss 0.31732730 - samples/sec: 240.04 - lr: 0.100000
+2021-02-10 16:23:11,656 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:23:11,657 EPOCH 32 done: loss 0.3170 - lr 0.1000000
+2021-02-10 16:23:11,657 BAD EPOCHS (no improvement): 0
+2021-02-10 16:23:20,198 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:23:28,791 epoch 33 - iter 63/632 - loss 0.28984608 - samples/sec: 234.87 - lr: 0.100000
+2021-02-10 16:23:37,104 epoch 33 - iter 126/632 - loss 0.28854242 - samples/sec: 242.74 - lr: 0.100000
+2021-02-10 16:23:45,317 epoch 33 - iter 189/632 - loss 0.29338635 - samples/sec: 245.73 - lr: 0.100000
+2021-02-10 16:23:53,720 epoch 33 - iter 252/632 - loss 0.30587580 - samples/sec: 240.14 - lr: 0.100000
+2021-02-10 16:24:02,363 epoch 33 - iter 315/632 - loss 0.31143672 - samples/sec: 233.48 - lr: 0.100000
+2021-02-10 16:24:10,973 epoch 33 - iter 378/632 - loss 0.31824519 - samples/sec: 234.34 - lr: 0.100000
+2021-02-10 16:24:19,300 epoch 33 - iter 441/632 - loss 0.32261333 - samples/sec: 242.35 - lr: 0.100000
+2021-02-10 16:24:27,736 epoch 33 - iter 504/632 - loss 0.32143266 - samples/sec: 239.19 - lr: 0.100000
+2021-02-10 16:24:36,158 epoch 33 - iter 567/632 - loss 0.32512995 - samples/sec: 239.61 - lr: 0.100000
+2021-02-10 16:24:44,766 epoch 33 - iter 630/632 - loss 0.32971584 - samples/sec: 234.43 - lr: 0.100000
+2021-02-10 16:24:44,951 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:24:44,951 EPOCH 33 done: loss 0.3292 - lr 0.1000000
+2021-02-10 16:24:44,951 BAD EPOCHS (no improvement): 1
+2021-02-10 16:24:44,954 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:24:53,484 epoch 34 - iter 63/632 - loss 0.29859796 - samples/sec: 236.59 - lr: 0.100000
+2021-02-10 16:25:01,939 epoch 34 - iter 126/632 - loss 0.30396027 - samples/sec: 238.66 - lr: 0.100000
+2021-02-10 16:25:10,361 epoch 34 - iter 189/632 - loss 0.29761791 - samples/sec: 239.60 - lr: 0.100000
+2021-02-10 16:25:18,821 epoch 34 - iter 252/632 - loss 0.29214757 - samples/sec: 238.51 - lr: 0.100000
+2021-02-10 16:25:27,313 epoch 34 - iter 315/632 - loss 0.29244448 - samples/sec: 237.63 - lr: 0.100000
+2021-02-10 16:25:35,543 epoch 34 - iter 378/632 - loss 0.29865090 - samples/sec: 245.20 - lr: 0.100000
+2021-02-10 16:25:44,079 epoch 34 - iter 441/632 - loss 0.30506652 - samples/sec: 236.39 - lr: 0.100000
+2021-02-10 16:25:52,637 epoch 34 - iter 504/632 - loss 0.30567515 - samples/sec: 235.80 - lr: 0.100000
+2021-02-10 16:26:01,141 epoch 34 - iter 567/632 - loss 0.30918492 - samples/sec: 237.27 - lr: 0.100000
+2021-02-10 16:26:09,955 epoch 34 - iter 630/632 - loss 0.31032814 - samples/sec: 228.96 - lr: 0.100000
+2021-02-10 16:26:10,173 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:26:10,173 EPOCH 34 done: loss 0.3100 - lr 0.1000000
+2021-02-10 16:26:10,173 BAD EPOCHS (no improvement): 0
+2021-02-10 16:26:10,176 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:26:18,611 epoch 35 - iter 63/632 - loss 0.30666901 - samples/sec: 239.26 - lr: 0.100000
+2021-02-10 16:26:27,324 epoch 35 - iter 126/632 - loss 0.30786492 - samples/sec: 231.59 - lr: 0.100000
+2021-02-10 16:26:35,743 epoch 35 - iter 189/632 - loss 0.29469113 - samples/sec: 239.68 - lr: 0.100000
+2021-02-10 16:26:44,477 epoch 35 - iter 252/632 - loss 0.28886915 - samples/sec: 231.02 - lr: 0.100000
+2021-02-10 16:26:52,792 epoch 35 - iter 315/632 - loss 0.29566194 - samples/sec: 242.70 - lr: 0.100000
+2021-02-10 16:27:01,345 epoch 35 - iter 378/632 - loss 0.29673698 - samples/sec: 235.93 - lr: 0.100000
+2021-02-10 16:27:09,842 epoch 35 - iter 441/632 - loss 0.30677587 - samples/sec: 237.47 - lr: 0.100000
+2021-02-10 16:27:18,398 epoch 35 - iter 504/632 - loss 0.30376957 - samples/sec: 235.86 - lr: 0.100000
+2021-02-10 16:27:26,874 epoch 35 - iter 567/632 - loss 0.31073016 - samples/sec: 238.07 - lr: 0.100000
+2021-02-10 16:27:35,519 epoch 35 - iter 630/632 - loss 0.31085639 - samples/sec: 233.41 - lr: 0.100000
+2021-02-10 16:27:35,678 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:27:35,678 EPOCH 35 done: loss 0.3102 - lr 0.1000000
+2021-02-10 16:27:35,678 BAD EPOCHS (no improvement): 1
+2021-02-10 16:27:35,681 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:27:44,161 epoch 36 - iter 63/632 - loss 0.28147277 - samples/sec: 237.96 - lr: 0.100000
+2021-02-10 16:27:52,568 epoch 36 - iter 126/632 - loss 0.29792169 - samples/sec: 240.03 - lr: 0.100000
+2021-02-10 16:28:01,053 epoch 36 - iter 189/632 - loss 0.29401452 - samples/sec: 237.81 - lr: 0.100000
+2021-02-10 16:28:09,158 epoch 36 - iter 252/632 - loss 0.28548829 - samples/sec: 248.97 - lr: 0.100000
+2021-02-10 16:28:17,748 epoch 36 - iter 315/632 - loss 0.29077568 - samples/sec: 234.90 - lr: 0.100000
+2021-02-10 16:28:26,254 epoch 36 - iter 378/632 - loss 0.29634536 - samples/sec: 237.24 - lr: 0.100000
+2021-02-10 16:28:34,937 epoch 36 - iter 441/632 - loss 0.29900161 - samples/sec: 232.41 - lr: 0.100000
+2021-02-10 16:28:43,725 epoch 36 - iter 504/632 - loss 0.30273013 - samples/sec: 229.62 - lr: 0.100000
+2021-02-10 16:28:52,151 epoch 36 - iter 567/632 - loss 0.30352274 - samples/sec: 239.48 - lr: 0.100000
+2021-02-10 16:29:00,709 epoch 36 - iter 630/632 - loss 0.30315293 - samples/sec: 235.80 - lr: 0.100000
+2021-02-10 16:29:00,907 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:29:00,907 EPOCH 36 done: loss 0.3040 - lr 0.1000000
+2021-02-10 16:29:00,907 BAD EPOCHS (no improvement): 0
+2021-02-10 16:29:00,910 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:29:09,400 epoch 37 - iter 63/632 - loss 0.28329311 - samples/sec: 237.72 - lr: 0.100000
+2021-02-10 16:29:18,154 epoch 37 - iter 126/632 - loss 0.28454313 - samples/sec: 230.51 - lr: 0.100000
+2021-02-10 16:29:26,623 epoch 37 - iter 189/632 - loss 0.28753122 - samples/sec: 238.27 - lr: 0.100000
+2021-02-10 16:29:35,402 epoch 37 - iter 252/632 - loss 0.28511186 - samples/sec: 229.85 - lr: 0.100000
+2021-02-10 16:29:43,243 epoch 37 - iter 315/632 - loss 0.28614703 - samples/sec: 257.37 - lr: 0.100000
+2021-02-10 16:29:51,545 epoch 37 - iter 378/632 - loss 0.29154705 - samples/sec: 243.07 - lr: 0.100000
+2021-02-10 16:30:00,178 epoch 37 - iter 441/632 - loss 0.29617107 - samples/sec: 233.75 - lr: 0.100000
+2021-02-10 16:30:08,453 epoch 37 - iter 504/632 - loss 0.30119633 - samples/sec: 243.85 - lr: 0.100000
+2021-02-10 16:30:16,843 epoch 37 - iter 567/632 - loss 0.30278593 - samples/sec: 240.54 - lr: 0.100000
+2021-02-10 16:30:25,291 epoch 37 - iter 630/632 - loss 0.30336812 - samples/sec: 238.85 - lr: 0.100000
+2021-02-10 16:30:25,444 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:30:25,444 EPOCH 37 done: loss 0.3042 - lr 0.1000000
+2021-02-10 16:30:25,444 BAD EPOCHS (no improvement): 1
+2021-02-10 16:30:25,447 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:30:34,072 epoch 38 - iter 63/632 - loss 0.28992677 - samples/sec: 233.98 - lr: 0.100000
+2021-02-10 16:30:42,550 epoch 38 - iter 126/632 - loss 0.28641530 - samples/sec: 238.01 - lr: 0.100000
+2021-02-10 16:30:50,911 epoch 38 - iter 189/632 - loss 0.28835499 - samples/sec: 241.35 - lr: 0.100000
+2021-02-10 16:30:59,244 epoch 38 - iter 252/632 - loss 0.29304912 - samples/sec: 242.17 - lr: 0.100000
+2021-02-10 16:31:07,653 epoch 38 - iter 315/632 - loss 0.29278172 - samples/sec: 239.97 - lr: 0.100000
+2021-02-10 16:31:16,201 epoch 38 - iter 378/632 - loss 0.29364872 - samples/sec: 236.07 - lr: 0.100000
+2021-02-10 16:31:24,763 epoch 38 - iter 441/632 - loss 0.29299606 - samples/sec: 235.66 - lr: 0.100000
+2021-02-10 16:31:33,491 epoch 38 - iter 504/632 - loss 0.29502598 - samples/sec: 231.20 - lr: 0.100000
+2021-02-10 16:31:41,867 epoch 38 - iter 567/632 - loss 0.29474159 - samples/sec: 240.90 - lr: 0.100000
+2021-02-10 16:31:50,498 epoch 38 - iter 630/632 - loss 0.29312941 - samples/sec: 233.81 - lr: 0.100000
+2021-02-10 16:31:50,704 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:31:50,704 EPOCH 38 done: loss 0.2925 - lr 0.1000000
+2021-02-10 16:31:50,704 BAD EPOCHS (no improvement): 0
+2021-02-10 16:31:50,710 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:31:58,963 epoch 39 - iter 63/632 - loss 0.33340604 - samples/sec: 244.53 - lr: 0.100000
+2021-02-10 16:32:07,482 epoch 39 - iter 126/632 - loss 0.31614601 - samples/sec: 236.89 - lr: 0.100000
+2021-02-10 16:32:16,023 epoch 39 - iter 189/632 - loss 0.29320410 - samples/sec: 236.25 - lr: 0.100000
+2021-02-10 16:32:24,596 epoch 39 - iter 252/632 - loss 0.29596619 - samples/sec: 235.38 - lr: 0.100000
+2021-02-10 16:32:33,223 epoch 39 - iter 315/632 - loss 0.29310077 - samples/sec: 233.92 - lr: 0.100000
+2021-02-10 16:32:41,725 epoch 39 - iter 378/632 - loss 0.29494105 - samples/sec: 237.33 - lr: 0.100000
+2021-02-10 16:32:50,071 epoch 39 - iter 441/632 - loss 0.29579953 - samples/sec: 241.77 - lr: 0.100000
+2021-02-10 16:32:58,429 epoch 39 - iter 504/632 - loss 0.29689113 - samples/sec: 241.45 - lr: 0.100000
+2021-02-10 16:33:06,993 epoch 39 - iter 567/632 - loss 0.29479616 - samples/sec: 235.64 - lr: 0.100000
+2021-02-10 16:33:15,371 epoch 39 - iter 630/632 - loss 0.29185952 - samples/sec: 240.85 - lr: 0.100000
+2021-02-10 16:33:15,519 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:33:15,519 EPOCH 39 done: loss 0.2912 - lr 0.1000000
+2021-02-10 16:33:15,519 BAD EPOCHS (no improvement): 0
+2021-02-10 16:33:15,522 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:33:24,124 epoch 40 - iter 63/632 - loss 0.27610447 - samples/sec: 234.63 - lr: 0.100000
+2021-02-10 16:33:32,491 epoch 40 - iter 126/632 - loss 0.28556417 - samples/sec: 241.19 - lr: 0.100000
+2021-02-10 16:33:41,166 epoch 40 - iter 189/632 - loss 0.28309665 - samples/sec: 232.62 - lr: 0.100000
+2021-02-10 16:33:49,561 epoch 40 - iter 252/632 - loss 0.28049133 - samples/sec: 240.39 - lr: 0.100000
+2021-02-10 16:33:57,853 epoch 40 - iter 315/632 - loss 0.28370699 - samples/sec: 243.37 - lr: 0.100000
+2021-02-10 16:34:06,225 epoch 40 - iter 378/632 - loss 0.27821756 - samples/sec: 241.03 - lr: 0.100000
+2021-02-10 16:34:14,740 epoch 40 - iter 441/632 - loss 0.27452191 - samples/sec: 236.99 - lr: 0.100000
+2021-02-10 16:34:23,216 epoch 40 - iter 504/632 - loss 0.27502492 - samples/sec: 238.07 - lr: 0.100000
+2021-02-10 16:34:31,638 epoch 40 - iter 567/632 - loss 0.27588702 - samples/sec: 239.61 - lr: 0.100000
+2021-02-10 16:34:40,117 epoch 40 - iter 630/632 - loss 0.27936345 - samples/sec: 237.99 - lr: 0.100000
+2021-02-10 16:34:40,291 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:34:40,291 EPOCH 40 done: loss 0.2796 - lr 0.1000000
+2021-02-10 16:34:40,291 BAD EPOCHS (no improvement): 0
+2021-02-10 16:34:40,324 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:34:48,928 epoch 41 - iter 63/632 - loss 0.31025460 - samples/sec: 234.57 - lr: 0.100000
+2021-02-10 16:34:57,425 epoch 41 - iter 126/632 - loss 0.27347140 - samples/sec: 237.46 - lr: 0.100000
+2021-02-10 16:35:06,074 epoch 41 - iter 189/632 - loss 0.27360694 - samples/sec: 233.31 - lr: 0.100000
+2021-02-10 16:35:14,684 epoch 41 - iter 252/632 - loss 0.27721488 - samples/sec: 234.36 - lr: 0.100000
+2021-02-10 16:35:23,531 epoch 41 - iter 315/632 - loss 0.27963240 - samples/sec: 228.10 - lr: 0.100000
+2021-02-10 16:35:31,997 epoch 41 - iter 378/632 - loss 0.27738557 - samples/sec: 238.32 - lr: 0.100000
+2021-02-10 16:35:40,367 epoch 41 - iter 441/632 - loss 0.27921480 - samples/sec: 241.10 - lr: 0.100000
+2021-02-10 16:35:48,684 epoch 41 - iter 504/632 - loss 0.28154684 - samples/sec: 242.63 - lr: 0.100000
+2021-02-10 16:35:56,920 epoch 41 - iter 567/632 - loss 0.28034903 - samples/sec: 245.04 - lr: 0.100000
+2021-02-10 16:36:05,333 epoch 41 - iter 630/632 - loss 0.27787886 - samples/sec: 239.85 - lr: 0.100000
+2021-02-10 16:36:05,489 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:36:05,489 EPOCH 41 done: loss 0.2771 - lr 0.1000000
+2021-02-10 16:36:05,490 BAD EPOCHS (no improvement): 0
+2021-02-10 16:36:05,492 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:36:13,828 epoch 42 - iter 63/632 - loss 0.25497781 - samples/sec: 242.13 - lr: 0.100000
+2021-02-10 16:36:22,463 epoch 42 - iter 126/632 - loss 0.26611744 - samples/sec: 233.68 - lr: 0.100000
+2021-02-10 16:36:32,424 epoch 42 - iter 189/632 - loss 0.27791419 - samples/sec: 202.56 - lr: 0.100000
+2021-02-10 16:36:40,923 epoch 42 - iter 252/632 - loss 0.27450712 - samples/sec: 237.42 - lr: 0.100000
+2021-02-10 16:36:49,424 epoch 42 - iter 315/632 - loss 0.27148079 - samples/sec: 237.38 - lr: 0.100000
+2021-02-10 16:36:57,899 epoch 42 - iter 378/632 - loss 0.27641896 - samples/sec: 238.12 - lr: 0.100000
+2021-02-10 16:37:06,260 epoch 42 - iter 441/632 - loss 0.27295438 - samples/sec: 241.36 - lr: 0.100000
+2021-02-10 16:37:14,800 epoch 42 - iter 504/632 - loss 0.27283737 - samples/sec: 236.29 - lr: 0.100000
+2021-02-10 16:37:23,269 epoch 42 - iter 567/632 - loss 0.27606552 - samples/sec: 238.29 - lr: 0.100000
+2021-02-10 16:37:31,650 epoch 42 - iter 630/632 - loss 0.27940176 - samples/sec: 240.78 - lr: 0.100000
+2021-02-10 16:37:31,870 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:37:31,870 EPOCH 42 done: loss 0.2826 - lr 0.1000000
+2021-02-10 16:37:31,870 BAD EPOCHS (no improvement): 1
+2021-02-10 16:37:31,901 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:37:40,536 epoch 43 - iter 63/632 - loss 0.28286758 - samples/sec: 233.71 - lr: 0.100000
+2021-02-10 16:37:49,030 epoch 43 - iter 126/632 - loss 0.26746757 - samples/sec: 237.58 - lr: 0.100000
+2021-02-10 16:37:57,355 epoch 43 - iter 189/632 - loss 0.26376390 - samples/sec: 242.41 - lr: 0.100000
+2021-02-10 16:38:05,992 epoch 43 - iter 252/632 - loss 0.27057375 - samples/sec: 233.61 - lr: 0.100000
+2021-02-10 16:38:14,511 epoch 43 - iter 315/632 - loss 0.27183958 - samples/sec: 236.89 - lr: 0.100000
+2021-02-10 16:38:23,027 epoch 43 - iter 378/632 - loss 0.27538583 - samples/sec: 236.95 - lr: 0.100000
+2021-02-10 16:38:31,437 epoch 43 - iter 441/632 - loss 0.27878670 - samples/sec: 239.94 - lr: 0.100000
+2021-02-10 16:38:39,501 epoch 43 - iter 504/632 - loss 0.27907230 - samples/sec: 250.25 - lr: 0.100000
+2021-02-10 16:38:47,782 epoch 43 - iter 567/632 - loss 0.27690780 - samples/sec: 243.69 - lr: 0.100000
+2021-02-10 16:38:55,863 epoch 43 - iter 630/632 - loss 0.27568838 - samples/sec: 249.72 - lr: 0.100000
+2021-02-10 16:38:56,026 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:38:56,026 EPOCH 43 done: loss 0.2753 - lr 0.1000000
+2021-02-10 16:38:56,026 BAD EPOCHS (no improvement): 0
+2021-02-10 16:38:56,029 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:39:04,641 epoch 44 - iter 63/632 - loss 0.30749572 - samples/sec: 234.34 - lr: 0.100000
+2021-02-10 16:39:12,955 epoch 44 - iter 126/632 - loss 0.27328250 - samples/sec: 242.72 - lr: 0.100000
+2021-02-10 16:39:21,424 epoch 44 - iter 189/632 - loss 0.26428050 - samples/sec: 238.26 - lr: 0.100000
+2021-02-10 16:39:29,725 epoch 44 - iter 252/632 - loss 0.26781275 - samples/sec: 243.11 - lr: 0.100000
+2021-02-10 16:39:38,086 epoch 44 - iter 315/632 - loss 0.26979480 - samples/sec: 241.35 - lr: 0.100000
+2021-02-10 16:39:46,535 epoch 44 - iter 378/632 - loss 0.26926217 - samples/sec: 238.86 - lr: 0.100000
+2021-02-10 16:39:54,902 epoch 44 - iter 441/632 - loss 0.26750924 - samples/sec: 241.16 - lr: 0.100000
+2021-02-10 16:40:03,272 epoch 44 - iter 504/632 - loss 0.26832528 - samples/sec: 241.11 - lr: 0.100000
+2021-02-10 16:40:11,774 epoch 44 - iter 567/632 - loss 0.26714013 - samples/sec: 237.35 - lr: 0.100000
+2021-02-10 16:40:20,441 epoch 44 - iter 630/632 - loss 0.26702012 - samples/sec: 232.82 - lr: 0.100000
+2021-02-10 16:40:20,572 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:40:20,572 EPOCH 44 done: loss 0.2665 - lr 0.1000000
+2021-02-10 16:40:20,572 BAD EPOCHS (no improvement): 0
+2021-02-10 16:40:20,576 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:40:29,365 epoch 45 - iter 63/632 - loss 0.28042282 - samples/sec: 229.58 - lr: 0.100000
+2021-02-10 16:40:37,805 epoch 45 - iter 126/632 - loss 0.27122892 - samples/sec: 239.10 - lr: 0.100000
+2021-02-10 16:40:46,282 epoch 45 - iter 189/632 - loss 0.26593653 - samples/sec: 238.03 - lr: 0.100000
+2021-02-10 16:40:54,852 epoch 45 - iter 252/632 - loss 0.26664290 - samples/sec: 235.46 - lr: 0.100000
+2021-02-10 16:41:03,593 epoch 45 - iter 315/632 - loss 0.26326207 - samples/sec: 230.86 - lr: 0.100000
+2021-02-10 16:41:12,113 epoch 45 - iter 378/632 - loss 0.26713693 - samples/sec: 236.82 - lr: 0.100000
+2021-02-10 16:41:20,677 epoch 45 - iter 441/632 - loss 0.26619977 - samples/sec: 235.64 - lr: 0.100000
+2021-02-10 16:41:29,414 epoch 45 - iter 504/632 - loss 0.26544130 - samples/sec: 230.96 - lr: 0.100000
+2021-02-10 16:41:37,725 epoch 45 - iter 567/632 - loss 0.26546018 - samples/sec: 242.81 - lr: 0.100000
+2021-02-10 16:41:46,225 epoch 45 - iter 630/632 - loss 0.26498995 - samples/sec: 237.39 - lr: 0.100000
+2021-02-10 16:41:46,397 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:41:46,397 EPOCH 45 done: loss 0.2657 - lr 0.1000000
+2021-02-10 16:41:46,398 BAD EPOCHS (no improvement): 0
+2021-02-10 16:41:46,402 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:41:54,610 epoch 46 - iter 63/632 - loss 0.25277525 - samples/sec: 245.87 - lr: 0.100000
+2021-02-10 16:42:03,095 epoch 46 - iter 126/632 - loss 0.26699902 - samples/sec: 237.84 - lr: 0.100000
+2021-02-10 16:42:11,633 epoch 46 - iter 189/632 - loss 0.26194313 - samples/sec: 236.34 - lr: 0.100000
+2021-02-10 16:42:20,291 epoch 46 - iter 252/632 - loss 0.26054343 - samples/sec: 233.08 - lr: 0.100000
+2021-02-10 16:42:28,967 epoch 46 - iter 315/632 - loss 0.26307414 - samples/sec: 232.56 - lr: 0.100000
+2021-02-10 16:42:37,548 epoch 46 - iter 378/632 - loss 0.26224068 - samples/sec: 235.15 - lr: 0.100000
+2021-02-10 16:42:45,985 epoch 46 - iter 441/632 - loss 0.26255443 - samples/sec: 239.19 - lr: 0.100000
+2021-02-10 16:42:54,667 epoch 46 - iter 504/632 - loss 0.26163676 - samples/sec: 232.42 - lr: 0.100000
+2021-02-10 16:43:03,227 epoch 46 - iter 567/632 - loss 0.26136257 - samples/sec: 235.76 - lr: 0.100000
+2021-02-10 16:43:11,757 epoch 46 - iter 630/632 - loss 0.26348728 - samples/sec: 236.56 - lr: 0.100000
+2021-02-10 16:43:11,981 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:43:11,981 EPOCH 46 done: loss 0.2630 - lr 0.1000000
+2021-02-10 16:43:11,981 BAD EPOCHS (no improvement): 0
+2021-02-10 16:43:11,984 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:43:20,567 epoch 47 - iter 63/632 - loss 0.26419784 - samples/sec: 235.13 - lr: 0.100000
+2021-02-10 16:43:29,183 epoch 47 - iter 126/632 - loss 0.25983572 - samples/sec: 234.20 - lr: 0.100000
+2021-02-10 16:43:37,780 epoch 47 - iter 189/632 - loss 0.26002004 - samples/sec: 234.72 - lr: 0.100000
+2021-02-10 16:43:46,135 epoch 47 - iter 252/632 - loss 0.25440428 - samples/sec: 241.54 - lr: 0.100000
+2021-02-10 16:43:54,488 epoch 47 - iter 315/632 - loss 0.25173387 - samples/sec: 241.60 - lr: 0.100000
+2021-02-10 16:44:02,950 epoch 47 - iter 378/632 - loss 0.25311219 - samples/sec: 238.44 - lr: 0.100000
+2021-02-10 16:44:11,208 epoch 47 - iter 441/632 - loss 0.25476453 - samples/sec: 244.35 - lr: 0.100000
+2021-02-10 16:44:19,721 epoch 47 - iter 504/632 - loss 0.25445092 - samples/sec: 237.03 - lr: 0.100000
+2021-02-10 16:44:28,468 epoch 47 - iter 567/632 - loss 0.25330271 - samples/sec: 230.68 - lr: 0.100000
+2021-02-10 16:44:36,739 epoch 47 - iter 630/632 - loss 0.25384643 - samples/sec: 243.99 - lr: 0.100000
+2021-02-10 16:44:36,894 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:44:36,894 EPOCH 47 done: loss 0.2534 - lr 0.1000000
+2021-02-10 16:44:36,894 BAD EPOCHS (no improvement): 0
+2021-02-10 16:44:36,897 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:44:45,409 epoch 48 - iter 63/632 - loss 0.24609807 - samples/sec: 237.07 - lr: 0.100000
+2021-02-10 16:44:53,773 epoch 48 - iter 126/632 - loss 0.23369687 - samples/sec: 241.27 - lr: 0.100000
+2021-02-10 16:45:02,678 epoch 48 - iter 189/632 - loss 0.23870412 - samples/sec: 226.61 - lr: 0.100000
+2021-02-10 16:45:11,211 epoch 48 - iter 252/632 - loss 0.24109539 - samples/sec: 236.50 - lr: 0.100000
+2021-02-10 16:45:19,983 epoch 48 - iter 315/632 - loss 0.24406490 - samples/sec: 230.02 - lr: 0.100000
+2021-02-10 16:45:28,608 epoch 48 - iter 378/632 - loss 0.24216599 - samples/sec: 233.98 - lr: 0.100000
+2021-02-10 16:45:37,419 epoch 48 - iter 441/632 - loss 0.24576881 - samples/sec: 229.01 - lr: 0.100000
+2021-02-10 16:45:46,199 epoch 48 - iter 504/632 - loss 0.24539518 - samples/sec: 229.82 - lr: 0.100000
+2021-02-10 16:45:54,450 epoch 48 - iter 567/632 - loss 0.24523739 - samples/sec: 244.58 - lr: 0.100000
+2021-02-10 16:46:02,838 epoch 48 - iter 630/632 - loss 0.24878149 - samples/sec: 240.59 - lr: 0.100000
+2021-02-10 16:46:03,046 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:46:03,046 EPOCH 48 done: loss 0.2483 - lr 0.1000000
+2021-02-10 16:46:03,046 BAD EPOCHS (no improvement): 0
+2021-02-10 16:46:03,049 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:46:11,392 epoch 49 - iter 63/632 - loss 0.25287777 - samples/sec: 241.88 - lr: 0.100000
+2021-02-10 16:46:19,723 epoch 49 - iter 126/632 - loss 0.25302276 - samples/sec: 242.21 - lr: 0.100000
+2021-02-10 16:46:28,548 epoch 49 - iter 189/632 - loss 0.25752242 - samples/sec: 228.64 - lr: 0.100000
+2021-02-10 16:46:37,172 epoch 49 - iter 252/632 - loss 0.25320156 - samples/sec: 233.98 - lr: 0.100000
+2021-02-10 16:46:45,887 epoch 49 - iter 315/632 - loss 0.24841825 - samples/sec: 231.55 - lr: 0.100000
+2021-02-10 16:46:54,011 epoch 49 - iter 378/632 - loss 0.24570055 - samples/sec: 248.38 - lr: 0.100000
+2021-02-10 16:47:02,194 epoch 49 - iter 441/632 - loss 0.24229067 - samples/sec: 246.61 - lr: 0.100000
+2021-02-10 16:47:10,633 epoch 49 - iter 504/632 - loss 0.24316779 - samples/sec: 239.12 - lr: 0.100000
+2021-02-10 16:47:19,158 epoch 49 - iter 567/632 - loss 0.24843551 - samples/sec: 236.72 - lr: 0.100000
+2021-02-10 16:47:27,668 epoch 49 - iter 630/632 - loss 0.24818184 - samples/sec: 237.12 - lr: 0.100000
+2021-02-10 16:47:27,897 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:47:27,897 EPOCH 49 done: loss 0.2482 - lr 0.1000000
+2021-02-10 16:47:27,897 BAD EPOCHS (no improvement): 0
+2021-02-10 16:47:27,900 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:47:36,399 epoch 50 - iter 63/632 - loss 0.25435717 - samples/sec: 237.46 - lr: 0.100000
+2021-02-10 16:47:44,772 epoch 50 - iter 126/632 - loss 0.24705481 - samples/sec: 241.01 - lr: 0.100000
+2021-02-10 16:47:53,380 epoch 50 - iter 189/632 - loss 0.24785291 - samples/sec: 234.41 - lr: 0.100000
+2021-02-10 16:48:01,904 epoch 50 - iter 252/632 - loss 0.24646395 - samples/sec: 236.75 - lr: 0.100000
+2021-02-10 16:48:10,698 epoch 50 - iter 315/632 - loss 0.25007297 - samples/sec: 229.45 - lr: 0.100000
+2021-02-10 16:48:18,976 epoch 50 - iter 378/632 - loss 0.25170621 - samples/sec: 243.79 - lr: 0.100000
+2021-02-10 16:48:27,410 epoch 50 - iter 441/632 - loss 0.25517055 - samples/sec: 239.25 - lr: 0.100000
+2021-02-10 16:48:35,766 epoch 50 - iter 504/632 - loss 0.25801874 - samples/sec: 241.49 - lr: 0.100000
+2021-02-10 16:48:43,923 epoch 50 - iter 567/632 - loss 0.25812400 - samples/sec: 247.38 - lr: 0.100000
+2021-02-10 16:48:52,340 epoch 50 - iter 630/632 - loss 0.25823493 - samples/sec: 239.73 - lr: 0.100000
+2021-02-10 16:48:52,482 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:48:52,482 EPOCH 50 done: loss 0.2579 - lr 0.1000000
+2021-02-10 16:48:52,482 BAD EPOCHS (no improvement): 1
+2021-02-10 16:48:52,485 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:49:00,738 epoch 51 - iter 63/632 - loss 0.22814105 - samples/sec: 244.51 - lr: 0.100000
+2021-02-10 16:49:09,170 epoch 51 - iter 126/632 - loss 0.23420512 - samples/sec: 239.35 - lr: 0.100000
+2021-02-10 16:49:17,764 epoch 51 - iter 189/632 - loss 0.23576983 - samples/sec: 234.80 - lr: 0.100000
+2021-02-10 16:49:26,364 epoch 51 - iter 252/632 - loss 0.24475583 - samples/sec: 234.65 - lr: 0.100000
+2021-02-10 16:49:34,771 epoch 51 - iter 315/632 - loss 0.24091177 - samples/sec: 240.02 - lr: 0.100000
+2021-02-10 16:49:42,959 epoch 51 - iter 378/632 - loss 0.23993146 - samples/sec: 246.45 - lr: 0.100000
+2021-02-10 16:49:51,445 epoch 51 - iter 441/632 - loss 0.24375755 - samples/sec: 237.81 - lr: 0.100000
+2021-02-10 16:49:59,972 epoch 51 - iter 504/632 - loss 0.24169566 - samples/sec: 236.64 - lr: 0.100000
+2021-02-10 16:50:08,624 epoch 51 - iter 567/632 - loss 0.24515556 - samples/sec: 233.24 - lr: 0.100000
+2021-02-10 16:50:17,176 epoch 51 - iter 630/632 - loss 0.24646183 - samples/sec: 235.97 - lr: 0.100000
+2021-02-10 16:50:17,395 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:50:17,395 EPOCH 51 done: loss 0.2464 - lr 0.1000000
+2021-02-10 16:50:17,395 BAD EPOCHS (no improvement): 0
+2021-02-10 16:50:17,398 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:50:25,902 epoch 52 - iter 63/632 - loss 0.23945276 - samples/sec: 237.31 - lr: 0.100000
+2021-02-10 16:50:34,460 epoch 52 - iter 126/632 - loss 0.24062822 - samples/sec: 235.79 - lr: 0.100000
+2021-02-10 16:50:43,110 epoch 52 - iter 189/632 - loss 0.24191236 - samples/sec: 233.28 - lr: 0.100000
+2021-02-10 16:50:51,604 epoch 52 - iter 252/632 - loss 0.24473012 - samples/sec: 237.58 - lr: 0.100000
+2021-02-10 16:51:00,118 epoch 52 - iter 315/632 - loss 0.24489244 - samples/sec: 236.99 - lr: 0.100000
+2021-02-10 16:51:08,459 epoch 52 - iter 378/632 - loss 0.24522970 - samples/sec: 241.92 - lr: 0.100000
+2021-02-10 16:51:16,695 epoch 52 - iter 441/632 - loss 0.24184628 - samples/sec: 245.01 - lr: 0.100000
+2021-02-10 16:51:25,149 epoch 52 - iter 504/632 - loss 0.24284792 - samples/sec: 238.70 - lr: 0.100000
+2021-02-10 16:51:33,488 epoch 52 - iter 567/632 - loss 0.24448700 - samples/sec: 241.97 - lr: 0.100000
+2021-02-10 16:51:42,075 epoch 52 - iter 630/632 - loss 0.24693744 - samples/sec: 234.98 - lr: 0.100000
+2021-02-10 16:51:42,265 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:51:42,265 EPOCH 52 done: loss 0.2471 - lr 0.1000000
+2021-02-10 16:51:42,265 BAD EPOCHS (no improvement): 1
+2021-02-10 16:51:42,267 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:51:50,763 epoch 53 - iter 63/632 - loss 0.25106200 - samples/sec: 237.54 - lr: 0.100000
+2021-02-10 16:51:59,245 epoch 53 - iter 126/632 - loss 0.23188652 - samples/sec: 237.89 - lr: 0.100000
+2021-02-10 16:52:07,700 epoch 53 - iter 189/632 - loss 0.23833407 - samples/sec: 238.66 - lr: 0.100000
+2021-02-10 16:52:16,078 epoch 53 - iter 252/632 - loss 0.24070866 - samples/sec: 240.86 - lr: 0.100000
+2021-02-10 16:52:24,467 epoch 53 - iter 315/632 - loss 0.23171906 - samples/sec: 240.55 - lr: 0.100000
+2021-02-10 16:52:32,817 epoch 53 - iter 378/632 - loss 0.23965561 - samples/sec: 241.68 - lr: 0.100000
+2021-02-10 16:52:41,065 epoch 53 - iter 441/632 - loss 0.24331726 - samples/sec: 244.67 - lr: 0.100000
+2021-02-10 16:52:49,572 epoch 53 - iter 504/632 - loss 0.24211818 - samples/sec: 237.22 - lr: 0.100000
+2021-02-10 16:52:58,297 epoch 53 - iter 567/632 - loss 0.24279232 - samples/sec: 231.28 - lr: 0.100000
+2021-02-10 16:53:06,745 epoch 53 - iter 630/632 - loss 0.24262740 - samples/sec: 238.86 - lr: 0.100000
+2021-02-10 16:53:06,923 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:53:06,923 EPOCH 53 done: loss 0.2422 - lr 0.1000000
+2021-02-10 16:53:06,923 BAD EPOCHS (no improvement): 0
+2021-02-10 16:53:06,925 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:53:15,484 epoch 54 - iter 63/632 - loss 0.25830686 - samples/sec: 235.78 - lr: 0.100000
+2021-02-10 16:53:23,969 epoch 54 - iter 126/632 - loss 0.26046242 - samples/sec: 237.82 - lr: 0.100000
+2021-02-10 16:53:32,517 epoch 54 - iter 189/632 - loss 0.24517108 - samples/sec: 236.07 - lr: 0.100000
+2021-02-10 16:53:41,214 epoch 54 - iter 252/632 - loss 0.24684636 - samples/sec: 232.02 - lr: 0.100000
+2021-02-10 16:53:49,702 epoch 54 - iter 315/632 - loss 0.24639655 - samples/sec: 237.74 - lr: 0.100000
+2021-02-10 16:53:58,109 epoch 54 - iter 378/632 - loss 0.24675101 - samples/sec: 240.03 - lr: 0.100000
+2021-02-10 16:54:06,792 epoch 54 - iter 441/632 - loss 0.24482968 - samples/sec: 232.39 - lr: 0.100000
+2021-02-10 16:54:15,140 epoch 54 - iter 504/632 - loss 0.24767568 - samples/sec: 241.76 - lr: 0.100000
+2021-02-10 16:54:23,577 epoch 54 - iter 567/632 - loss 0.24689992 - samples/sec: 239.17 - lr: 0.100000
+2021-02-10 16:54:31,944 epoch 54 - iter 630/632 - loss 0.24764491 - samples/sec: 241.18 - lr: 0.100000
+2021-02-10 16:54:32,090 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:54:32,090 EPOCH 54 done: loss 0.2477 - lr 0.1000000
+2021-02-10 16:54:32,090 BAD EPOCHS (no improvement): 1
+2021-02-10 16:54:32,093 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:54:40,530 epoch 55 - iter 63/632 - loss 0.25612938 - samples/sec: 239.21 - lr: 0.100000
+2021-02-10 16:54:49,054 epoch 55 - iter 126/632 - loss 0.23834054 - samples/sec: 236.73 - lr: 0.100000
+2021-02-10 16:54:57,583 epoch 55 - iter 189/632 - loss 0.23776988 - samples/sec: 236.60 - lr: 0.100000
+2021-02-10 16:55:06,168 epoch 55 - iter 252/632 - loss 0.24234729 - samples/sec: 235.05 - lr: 0.100000
+2021-02-10 16:55:14,592 epoch 55 - iter 315/632 - loss 0.24063877 - samples/sec: 239.54 - lr: 0.100000
+2021-02-10 16:55:23,424 epoch 55 - iter 378/632 - loss 0.23991909 - samples/sec: 228.48 - lr: 0.100000
+2021-02-10 16:55:31,888 epoch 55 - iter 441/632 - loss 0.23859794 - samples/sec: 238.40 - lr: 0.100000
+2021-02-10 16:55:40,388 epoch 55 - iter 504/632 - loss 0.23652492 - samples/sec: 237.43 - lr: 0.100000
+2021-02-10 16:55:48,921 epoch 55 - iter 567/632 - loss 0.23611165 - samples/sec: 236.46 - lr: 0.100000
+2021-02-10 16:55:57,276 epoch 55 - iter 630/632 - loss 0.23676606 - samples/sec: 241.53 - lr: 0.100000
+2021-02-10 16:55:57,429 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:55:57,429 EPOCH 55 done: loss 0.2363 - lr 0.1000000
+2021-02-10 16:55:57,429 BAD EPOCHS (no improvement): 0
+2021-02-10 16:55:57,431 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:56:05,806 epoch 56 - iter 63/632 - loss 0.21798954 - samples/sec: 240.97 - lr: 0.100000
+2021-02-10 16:56:14,485 epoch 56 - iter 126/632 - loss 0.23238329 - samples/sec: 232.51 - lr: 0.100000
+2021-02-10 16:56:22,964 epoch 56 - iter 189/632 - loss 0.23219767 - samples/sec: 237.98 - lr: 0.100000
+2021-02-10 16:56:31,429 epoch 56 - iter 252/632 - loss 0.22284444 - samples/sec: 238.37 - lr: 0.100000
+2021-02-10 16:56:39,794 epoch 56 - iter 315/632 - loss 0.22070193 - samples/sec: 241.25 - lr: 0.100000
+2021-02-10 16:56:48,513 epoch 56 - iter 378/632 - loss 0.21573929 - samples/sec: 231.43 - lr: 0.100000
+2021-02-10 16:56:58,269 epoch 56 - iter 441/632 - loss 0.22049779 - samples/sec: 206.80 - lr: 0.100000
+2021-02-10 16:57:06,825 epoch 56 - iter 504/632 - loss 0.22379851 - samples/sec: 235.87 - lr: 0.100000
+2021-02-10 16:57:15,330 epoch 56 - iter 567/632 - loss 0.22454335 - samples/sec: 237.26 - lr: 0.100000
+2021-02-10 16:57:23,815 epoch 56 - iter 630/632 - loss 0.22191678 - samples/sec: 237.80 - lr: 0.100000
+2021-02-10 16:57:23,991 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:57:23,992 EPOCH 56 done: loss 0.2215 - lr 0.1000000
+2021-02-10 16:57:23,992 BAD EPOCHS (no improvement): 0
+2021-02-10 16:57:23,994 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:57:32,236 epoch 57 - iter 63/632 - loss 0.22851684 - samples/sec: 244.86 - lr: 0.100000
+2021-02-10 16:57:41,011 epoch 57 - iter 126/632 - loss 0.23714995 - samples/sec: 229.94 - lr: 0.100000
+2021-02-10 16:57:49,361 epoch 57 - iter 189/632 - loss 0.22464708 - samples/sec: 241.67 - lr: 0.100000
+2021-02-10 16:57:57,895 epoch 57 - iter 252/632 - loss 0.22609069 - samples/sec: 236.46 - lr: 0.100000
+2021-02-10 16:58:06,361 epoch 57 - iter 315/632 - loss 0.23065373 - samples/sec: 238.36 - lr: 0.100000
+2021-02-10 16:58:14,710 epoch 57 - iter 378/632 - loss 0.23464920 - samples/sec: 241.70 - lr: 0.100000
+2021-02-10 16:58:23,229 epoch 57 - iter 441/632 - loss 0.23122617 - samples/sec: 236.86 - lr: 0.100000
+2021-02-10 16:58:31,615 epoch 57 - iter 504/632 - loss 0.23218777 - samples/sec: 240.63 - lr: 0.100000
+2021-02-10 16:58:40,304 epoch 57 - iter 567/632 - loss 0.23199798 - samples/sec: 232.21 - lr: 0.100000
+2021-02-10 16:58:48,606 epoch 57 - iter 630/632 - loss 0.23208824 - samples/sec: 243.05 - lr: 0.100000
+2021-02-10 16:58:48,786 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:58:48,787 EPOCH 57 done: loss 0.2318 - lr 0.1000000
+2021-02-10 16:58:48,787 BAD EPOCHS (no improvement): 1
+2021-02-10 16:58:48,789 ----------------------------------------------------------------------------------------------------
+2021-02-10 16:58:57,208 epoch 58 - iter 63/632 - loss 0.20030279 - samples/sec: 239.70 - lr: 0.100000
+2021-02-10 16:59:05,818 epoch 58 - iter 126/632 - loss 0.19847820 - samples/sec: 234.37 - lr: 0.100000
+2021-02-10 16:59:14,307 epoch 58 - iter 189/632 - loss 0.21596281 - samples/sec: 237.70 - lr: 0.100000
+2021-02-10 16:59:22,689 epoch 58 - iter 252/632 - loss 0.21742087 - samples/sec: 240.75 - lr: 0.100000
+2021-02-10 16:59:31,039 epoch 58 - iter 315/632 - loss 0.21560810 - samples/sec: 241.67 - lr: 0.100000
+2021-02-10 16:59:39,490 epoch 58 - iter 378/632 - loss 0.22786280 - samples/sec: 238.77 - lr: 0.100000
+2021-02-10 16:59:48,219 epoch 58 - iter 441/632 - loss 0.22932694 - samples/sec: 231.18 - lr: 0.100000
+2021-02-10 16:59:57,007 epoch 58 - iter 504/632 - loss 0.23091326 - samples/sec: 229.61 - lr: 0.100000
+2021-02-10 17:00:05,323 epoch 58 - iter 567/632 - loss 0.23176167 - samples/sec: 242.64 - lr: 0.100000
+2021-02-10 17:00:13,873 epoch 58 - iter 630/632 - loss 0.23026454 - samples/sec: 236.00 - lr: 0.100000
+2021-02-10 17:00:14,009 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:00:14,009 EPOCH 58 done: loss 0.2302 - lr 0.1000000
+2021-02-10 17:00:14,009 BAD EPOCHS (no improvement): 2
+2021-02-10 17:00:14,032 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:00:22,512 epoch 59 - iter 63/632 - loss 0.19419858 - samples/sec: 237.96 - lr: 0.100000
+2021-02-10 17:00:30,934 epoch 59 - iter 126/632 - loss 0.20643287 - samples/sec: 239.60 - lr: 0.100000
+2021-02-10 17:00:39,327 epoch 59 - iter 189/632 - loss 0.21544146 - samples/sec: 240.39 - lr: 0.100000
+2021-02-10 17:00:47,546 epoch 59 - iter 252/632 - loss 0.21547105 - samples/sec: 245.53 - lr: 0.100000
+2021-02-10 17:00:55,983 epoch 59 - iter 315/632 - loss 0.21851201 - samples/sec: 239.15 - lr: 0.100000
+2021-02-10 17:01:04,634 epoch 59 - iter 378/632 - loss 0.21973454 - samples/sec: 233.25 - lr: 0.100000
+2021-02-10 17:01:13,162 epoch 59 - iter 441/632 - loss 0.22403101 - samples/sec: 236.63 - lr: 0.100000
+2021-02-10 17:01:21,684 epoch 59 - iter 504/632 - loss 0.22670591 - samples/sec: 236.77 - lr: 0.100000
+2021-02-10 17:01:29,940 epoch 59 - iter 567/632 - loss 0.22689462 - samples/sec: 244.41 - lr: 0.100000
+2021-02-10 17:01:38,409 epoch 59 - iter 630/632 - loss 0.22633462 - samples/sec: 238.26 - lr: 0.100000
+2021-02-10 17:01:38,584 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:01:38,585 EPOCH 59 done: loss 0.2264 - lr 0.1000000
+2021-02-10 17:01:38,585 BAD EPOCHS (no improvement): 3
+2021-02-10 17:01:38,590 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:01:46,870 epoch 60 - iter 63/632 - loss 0.21140304 - samples/sec: 243.71 - lr: 0.100000
+2021-02-10 17:01:55,071 epoch 60 - iter 126/632 - loss 0.21285714 - samples/sec: 246.05 - lr: 0.100000
+2021-02-10 17:02:03,573 epoch 60 - iter 189/632 - loss 0.21689868 - samples/sec: 237.35 - lr: 0.100000
+2021-02-10 17:02:12,238 epoch 60 - iter 252/632 - loss 0.22379524 - samples/sec: 232.87 - lr: 0.100000
+2021-02-10 17:02:20,767 epoch 60 - iter 315/632 - loss 0.22415880 - samples/sec: 236.58 - lr: 0.100000
+2021-02-10 17:02:29,105 epoch 60 - iter 378/632 - loss 0.22203727 - samples/sec: 241.99 - lr: 0.100000
+2021-02-10 17:02:37,589 epoch 60 - iter 441/632 - loss 0.22549188 - samples/sec: 237.82 - lr: 0.100000
+2021-02-10 17:02:46,028 epoch 60 - iter 504/632 - loss 0.22716706 - samples/sec: 239.11 - lr: 0.100000
+2021-02-10 17:02:54,296 epoch 60 - iter 567/632 - loss 0.22689254 - samples/sec: 244.07 - lr: 0.100000
+2021-02-10 17:03:02,947 epoch 60 - iter 630/632 - loss 0.22650114 - samples/sec: 233.24 - lr: 0.100000
+2021-02-10 17:03:03,102 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:03:03,103 EPOCH 60 done: loss 0.2260 - lr 0.1000000
+2021-02-10 17:03:03,103 BAD EPOCHS (no improvement): 4
+2021-02-10 17:03:03,105 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:03:11,554 epoch 61 - iter 63/632 - loss 0.24826792 - samples/sec: 238.87 - lr: 0.050000
+2021-02-10 17:03:20,150 epoch 61 - iter 126/632 - loss 0.22445817 - samples/sec: 234.72 - lr: 0.050000
+2021-02-10 17:03:28,587 epoch 61 - iter 189/632 - loss 0.22545152 - samples/sec: 239.18 - lr: 0.050000
+2021-02-10 17:03:37,049 epoch 61 - iter 252/632 - loss 0.21911518 - samples/sec: 238.44 - lr: 0.050000
+2021-02-10 17:03:45,569 epoch 61 - iter 315/632 - loss 0.21951266 - samples/sec: 236.83 - lr: 0.050000
+2021-02-10 17:03:54,120 epoch 61 - iter 378/632 - loss 0.21458717 - samples/sec: 236.00 - lr: 0.050000
+2021-02-10 17:04:02,521 epoch 61 - iter 441/632 - loss 0.21462647 - samples/sec: 240.19 - lr: 0.050000
+2021-02-10 17:04:11,180 epoch 61 - iter 504/632 - loss 0.21117381 - samples/sec: 233.03 - lr: 0.050000
+2021-02-10 17:04:19,671 epoch 61 - iter 567/632 - loss 0.21442720 - samples/sec: 237.65 - lr: 0.050000
+2021-02-10 17:04:28,113 epoch 61 - iter 630/632 - loss 0.21426566 - samples/sec: 238.99 - lr: 0.050000
+2021-02-10 17:04:28,276 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:04:28,276 EPOCH 61 done: loss 0.2138 - lr 0.0500000
+2021-02-10 17:04:28,276 BAD EPOCHS (no improvement): 0
+2021-02-10 17:04:28,279 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:04:36,919 epoch 62 - iter 63/632 - loss 0.19965704 - samples/sec: 233.56 - lr: 0.050000
+2021-02-10 17:04:45,494 epoch 62 - iter 126/632 - loss 0.20302096 - samples/sec: 235.30 - lr: 0.050000
+2021-02-10 17:04:53,733 epoch 62 - iter 189/632 - loss 0.20710877 - samples/sec: 244.93 - lr: 0.050000
+2021-02-10 17:05:02,253 epoch 62 - iter 252/632 - loss 0.20659291 - samples/sec: 236.82 - lr: 0.050000
+2021-02-10 17:05:10,555 epoch 62 - iter 315/632 - loss 0.20342856 - samples/sec: 243.08 - lr: 0.050000
+2021-02-10 17:05:19,025 epoch 62 - iter 378/632 - loss 0.20250029 - samples/sec: 238.23 - lr: 0.050000
+2021-02-10 17:05:27,401 epoch 62 - iter 441/632 - loss 0.20180350 - samples/sec: 240.90 - lr: 0.050000
+2021-02-10 17:05:35,853 epoch 62 - iter 504/632 - loss 0.20362102 - samples/sec: 238.74 - lr: 0.050000
+2021-02-10 17:05:44,450 epoch 62 - iter 567/632 - loss 0.20400912 - samples/sec: 234.72 - lr: 0.050000
+2021-02-10 17:05:52,728 epoch 62 - iter 630/632 - loss 0.20133716 - samples/sec: 243.78 - lr: 0.050000
+2021-02-10 17:05:52,875 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:05:52,875 EPOCH 62 done: loss 0.2007 - lr 0.0500000
+2021-02-10 17:05:52,875 BAD EPOCHS (no improvement): 0
+2021-02-10 17:05:52,878 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:06:01,351 epoch 63 - iter 63/632 - loss 0.17566243 - samples/sec: 238.17 - lr: 0.050000
+2021-02-10 17:06:09,879 epoch 63 - iter 126/632 - loss 0.18669244 - samples/sec: 236.61 - lr: 0.050000
+2021-02-10 17:06:18,640 epoch 63 - iter 189/632 - loss 0.19328824 - samples/sec: 230.29 - lr: 0.050000
+2021-02-10 17:06:26,945 epoch 63 - iter 252/632 - loss 0.19671995 - samples/sec: 242.97 - lr: 0.050000
+2021-02-10 17:06:35,533 epoch 63 - iter 315/632 - loss 0.19805394 - samples/sec: 234.96 - lr: 0.050000
+2021-02-10 17:06:44,066 epoch 63 - iter 378/632 - loss 0.19923145 - samples/sec: 236.46 - lr: 0.050000
+2021-02-10 17:06:52,373 epoch 63 - iter 441/632 - loss 0.19726712 - samples/sec: 242.89 - lr: 0.050000
+2021-02-10 17:07:00,620 epoch 63 - iter 504/632 - loss 0.19463551 - samples/sec: 244.67 - lr: 0.050000
+2021-02-10 17:07:08,960 epoch 63 - iter 567/632 - loss 0.19326613 - samples/sec: 241.97 - lr: 0.050000
+2021-02-10 17:07:17,289 epoch 63 - iter 630/632 - loss 0.19200615 - samples/sec: 242.28 - lr: 0.050000
+2021-02-10 17:07:17,421 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:07:17,421 EPOCH 63 done: loss 0.1919 - lr 0.0500000
+2021-02-10 17:07:17,421 BAD EPOCHS (no improvement): 0
+2021-02-10 17:07:17,424 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:07:26,027 epoch 64 - iter 63/632 - loss 0.18811221 - samples/sec: 234.56 - lr: 0.050000
+2021-02-10 17:07:34,563 epoch 64 - iter 126/632 - loss 0.19355516 - samples/sec: 236.39 - lr: 0.050000
+2021-02-10 17:07:42,728 epoch 64 - iter 189/632 - loss 0.19153948 - samples/sec: 247.13 - lr: 0.050000
+2021-02-10 17:07:51,107 epoch 64 - iter 252/632 - loss 0.19266562 - samples/sec: 240.84 - lr: 0.050000
+2021-02-10 17:07:59,696 epoch 64 - iter 315/632 - loss 0.19252482 - samples/sec: 234.92 - lr: 0.050000
+2021-02-10 17:08:07,971 epoch 64 - iter 378/632 - loss 0.19270565 - samples/sec: 243.85 - lr: 0.050000
+2021-02-10 17:08:16,271 epoch 64 - iter 441/632 - loss 0.19464694 - samples/sec: 243.13 - lr: 0.050000
+2021-02-10 17:08:25,006 epoch 64 - iter 504/632 - loss 0.19104221 - samples/sec: 230.99 - lr: 0.050000
+2021-02-10 17:08:33,286 epoch 64 - iter 567/632 - loss 0.19289098 - samples/sec: 243.72 - lr: 0.050000
+2021-02-10 17:08:42,231 epoch 64 - iter 630/632 - loss 0.19496539 - samples/sec: 225.60 - lr: 0.050000
+2021-02-10 17:08:42,413 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:08:42,414 EPOCH 64 done: loss 0.1945 - lr 0.0500000
+2021-02-10 17:08:42,414 BAD EPOCHS (no improvement): 1
+2021-02-10 17:08:42,418 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:08:50,800 epoch 65 - iter 63/632 - loss 0.22458665 - samples/sec: 240.77 - lr: 0.050000
+2021-02-10 17:08:59,408 epoch 65 - iter 126/632 - loss 0.21595446 - samples/sec: 234.41 - lr: 0.050000
+2021-02-10 17:09:07,884 epoch 65 - iter 189/632 - loss 0.21581171 - samples/sec: 238.05 - lr: 0.050000
+2021-02-10 17:09:16,270 epoch 65 - iter 252/632 - loss 0.20870699 - samples/sec: 240.64 - lr: 0.050000
+2021-02-10 17:09:24,675 epoch 65 - iter 315/632 - loss 0.20644281 - samples/sec: 240.07 - lr: 0.050000
+2021-02-10 17:09:33,180 epoch 65 - iter 378/632 - loss 0.20064569 - samples/sec: 237.26 - lr: 0.050000
+2021-02-10 17:09:41,659 epoch 65 - iter 441/632 - loss 0.19582692 - samples/sec: 237.97 - lr: 0.050000
+2021-02-10 17:09:50,198 epoch 65 - iter 504/632 - loss 0.19447816 - samples/sec: 236.32 - lr: 0.050000
+2021-02-10 17:09:58,594 epoch 65 - iter 567/632 - loss 0.19468860 - samples/sec: 240.34 - lr: 0.050000
+2021-02-10 17:10:07,126 epoch 65 - iter 630/632 - loss 0.19573085 - samples/sec: 236.48 - lr: 0.050000
+2021-02-10 17:10:07,321 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:10:07,321 EPOCH 65 done: loss 0.1953 - lr 0.0500000
+2021-02-10 17:10:07,321 BAD EPOCHS (no improvement): 2
+2021-02-10 17:10:07,325 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:10:15,721 epoch 66 - iter 63/632 - loss 0.16006495 - samples/sec: 240.37 - lr: 0.050000
+2021-02-10 17:10:24,073 epoch 66 - iter 126/632 - loss 0.16904584 - samples/sec: 241.61 - lr: 0.050000
+2021-02-10 17:10:32,493 epoch 66 - iter 189/632 - loss 0.17564690 - samples/sec: 239.65 - lr: 0.050000
+2021-02-10 17:10:40,910 epoch 66 - iter 252/632 - loss 0.17497146 - samples/sec: 239.73 - lr: 0.050000
+2021-02-10 17:10:49,267 epoch 66 - iter 315/632 - loss 0.17742629 - samples/sec: 241.46 - lr: 0.050000
+2021-02-10 17:10:57,720 epoch 66 - iter 378/632 - loss 0.17517136 - samples/sec: 238.71 - lr: 0.050000
+2021-02-10 17:11:06,112 epoch 66 - iter 441/632 - loss 0.17455020 - samples/sec: 240.43 - lr: 0.050000
+2021-02-10 17:11:14,713 epoch 66 - iter 504/632 - loss 0.17734958 - samples/sec: 234.60 - lr: 0.050000
+2021-02-10 17:11:23,001 epoch 66 - iter 567/632 - loss 0.17710533 - samples/sec: 243.46 - lr: 0.050000
+2021-02-10 17:11:31,639 epoch 66 - iter 630/632 - loss 0.17872253 - samples/sec: 233.58 - lr: 0.050000
+2021-02-10 17:11:31,780 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:11:31,780 EPOCH 66 done: loss 0.1786 - lr 0.0500000
+2021-02-10 17:11:31,780 BAD EPOCHS (no improvement): 0
+2021-02-10 17:11:31,783 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:11:40,100 epoch 67 - iter 63/632 - loss 0.20192759 - samples/sec: 242.60 - lr: 0.050000
+2021-02-10 17:11:48,489 epoch 67 - iter 126/632 - loss 0.18368942 - samples/sec: 240.53 - lr: 0.050000
+2021-02-10 17:11:56,862 epoch 67 - iter 189/632 - loss 0.18264949 - samples/sec: 241.00 - lr: 0.050000
+2021-02-10 17:12:05,278 epoch 67 - iter 252/632 - loss 0.18793794 - samples/sec: 239.75 - lr: 0.050000
+2021-02-10 17:12:13,592 epoch 67 - iter 315/632 - loss 0.18775345 - samples/sec: 242.71 - lr: 0.050000
+2021-02-10 17:12:21,913 epoch 67 - iter 378/632 - loss 0.18703215 - samples/sec: 242.53 - lr: 0.050000
+2021-02-10 17:12:30,270 epoch 67 - iter 441/632 - loss 0.18529600 - samples/sec: 241.45 - lr: 0.050000
+2021-02-10 17:12:38,736 epoch 67 - iter 504/632 - loss 0.18476414 - samples/sec: 238.34 - lr: 0.050000
+2021-02-10 17:12:47,001 epoch 67 - iter 567/632 - loss 0.18514061 - samples/sec: 244.16 - lr: 0.050000
+2021-02-10 17:12:55,296 epoch 67 - iter 630/632 - loss 0.18661549 - samples/sec: 243.26 - lr: 0.050000
+2021-02-10 17:12:55,461 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:12:55,461 EPOCH 67 done: loss 0.1861 - lr 0.0500000
+2021-02-10 17:12:55,462 BAD EPOCHS (no improvement): 1
+2021-02-10 17:12:55,468 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:13:03,860 epoch 68 - iter 63/632 - loss 0.16120260 - samples/sec: 240.47 - lr: 0.050000
+2021-02-10 17:13:12,396 epoch 68 - iter 126/632 - loss 0.16008478 - samples/sec: 236.40 - lr: 0.050000
+2021-02-10 17:13:20,821 epoch 68 - iter 189/632 - loss 0.16853883 - samples/sec: 239.50 - lr: 0.050000
+2021-02-10 17:13:29,372 epoch 68 - iter 252/632 - loss 0.17227425 - samples/sec: 235.98 - lr: 0.050000
+2021-02-10 17:13:37,849 epoch 68 - iter 315/632 - loss 0.16963599 - samples/sec: 238.05 - lr: 0.050000
+2021-02-10 17:13:46,206 epoch 68 - iter 378/632 - loss 0.17224209 - samples/sec: 241.47 - lr: 0.050000
+2021-02-10 17:13:54,578 epoch 68 - iter 441/632 - loss 0.17720899 - samples/sec: 241.00 - lr: 0.050000
+2021-02-10 17:14:03,037 epoch 68 - iter 504/632 - loss 0.17910774 - samples/sec: 238.57 - lr: 0.050000
+2021-02-10 17:14:11,553 epoch 68 - iter 567/632 - loss 0.18119215 - samples/sec: 236.94 - lr: 0.050000
+2021-02-10 17:14:20,082 epoch 68 - iter 630/632 - loss 0.18282455 - samples/sec: 236.57 - lr: 0.050000
+2021-02-10 17:14:20,288 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:14:20,289 EPOCH 68 done: loss 0.1827 - lr 0.0500000
+2021-02-10 17:14:20,289 BAD EPOCHS (no improvement): 2
+2021-02-10 17:14:20,292 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:14:28,648 epoch 69 - iter 63/632 - loss 0.17446685 - samples/sec: 241.50 - lr: 0.050000
+2021-02-10 17:14:36,857 epoch 69 - iter 126/632 - loss 0.18132785 - samples/sec: 245.81 - lr: 0.050000
+2021-02-10 17:14:45,298 epoch 69 - iter 189/632 - loss 0.18041810 - samples/sec: 239.06 - lr: 0.050000
+2021-02-10 17:14:53,547 epoch 69 - iter 252/632 - loss 0.17912445 - samples/sec: 244.64 - lr: 0.050000
+2021-02-10 17:15:02,050 epoch 69 - iter 315/632 - loss 0.17681069 - samples/sec: 237.33 - lr: 0.050000
+2021-02-10 17:15:10,819 epoch 69 - iter 378/632 - loss 0.17829750 - samples/sec: 230.09 - lr: 0.050000
+2021-02-10 17:15:19,297 epoch 69 - iter 441/632 - loss 0.17834161 - samples/sec: 238.03 - lr: 0.050000
+2021-02-10 17:15:27,938 epoch 69 - iter 504/632 - loss 0.17806361 - samples/sec: 233.52 - lr: 0.050000
+2021-02-10 17:15:36,446 epoch 69 - iter 567/632 - loss 0.17870461 - samples/sec: 237.16 - lr: 0.050000
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+2021-02-10 17:15:44,983 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:15:44,984 EPOCH 69 done: loss 0.1784 - lr 0.0500000
+2021-02-10 17:15:44,984 BAD EPOCHS (no improvement): 0
+2021-02-10 17:15:44,986 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:15:53,505 epoch 70 - iter 63/632 - loss 0.18908270 - samples/sec: 236.86 - lr: 0.050000
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+2021-02-10 17:16:10,340 epoch 70 - iter 189/632 - loss 0.17213955 - samples/sec: 244.52 - lr: 0.050000
+2021-02-10 17:16:19,150 epoch 70 - iter 252/632 - loss 0.17347559 - samples/sec: 229.04 - lr: 0.050000
+2021-02-10 17:16:28,043 epoch 70 - iter 315/632 - loss 0.17903703 - samples/sec: 226.89 - lr: 0.050000
+2021-02-10 17:16:36,402 epoch 70 - iter 378/632 - loss 0.17893042 - samples/sec: 241.41 - lr: 0.050000
+2021-02-10 17:16:44,813 epoch 70 - iter 441/632 - loss 0.17606056 - samples/sec: 239.91 - lr: 0.050000
+2021-02-10 17:16:52,996 epoch 70 - iter 504/632 - loss 0.17563968 - samples/sec: 246.61 - lr: 0.050000
+2021-02-10 17:17:01,513 epoch 70 - iter 567/632 - loss 0.17287581 - samples/sec: 236.92 - lr: 0.050000
+2021-02-10 17:17:09,706 epoch 70 - iter 630/632 - loss 0.17375668 - samples/sec: 246.30 - lr: 0.050000
+2021-02-10 17:17:09,868 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:17:09,868 EPOCH 70 done: loss 0.1734 - lr 0.0500000
+2021-02-10 17:17:09,868 BAD EPOCHS (no improvement): 0
+2021-02-10 17:17:09,873 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:17:19,741 epoch 71 - iter 63/632 - loss 0.17992265 - samples/sec: 204.49 - lr: 0.050000
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+2021-02-10 17:17:45,178 epoch 71 - iter 252/632 - loss 0.17364276 - samples/sec: 238.27 - lr: 0.050000
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+2021-02-10 17:18:02,008 epoch 71 - iter 378/632 - loss 0.16868304 - samples/sec: 236.34 - lr: 0.050000
+2021-02-10 17:18:10,399 epoch 71 - iter 441/632 - loss 0.16746791 - samples/sec: 240.46 - lr: 0.050000
+2021-02-10 17:18:19,028 epoch 71 - iter 504/632 - loss 0.16701244 - samples/sec: 233.86 - lr: 0.050000
+2021-02-10 17:18:27,631 epoch 71 - iter 567/632 - loss 0.16944998 - samples/sec: 234.52 - lr: 0.050000
+2021-02-10 17:18:36,156 epoch 71 - iter 630/632 - loss 0.16885916 - samples/sec: 236.70 - lr: 0.050000
+2021-02-10 17:18:36,354 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:18:36,354 EPOCH 71 done: loss 0.1687 - lr 0.0500000
+2021-02-10 17:18:36,354 BAD EPOCHS (no improvement): 0
+2021-02-10 17:18:36,357 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:18:44,860 epoch 72 - iter 63/632 - loss 0.16591066 - samples/sec: 237.32 - lr: 0.050000
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+2021-02-10 17:19:01,919 epoch 72 - iter 189/632 - loss 0.15549390 - samples/sec: 235.13 - lr: 0.050000
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+2021-02-10 17:19:18,985 epoch 72 - iter 315/632 - loss 0.15212989 - samples/sec: 231.59 - lr: 0.050000
+2021-02-10 17:19:27,321 epoch 72 - iter 378/632 - loss 0.15835308 - samples/sec: 242.07 - lr: 0.050000
+2021-02-10 17:19:35,792 epoch 72 - iter 441/632 - loss 0.16317157 - samples/sec: 238.21 - lr: 0.050000
+2021-02-10 17:19:44,170 epoch 72 - iter 504/632 - loss 0.16224219 - samples/sec: 240.85 - lr: 0.050000
+2021-02-10 17:19:52,615 epoch 72 - iter 567/632 - loss 0.16495248 - samples/sec: 238.96 - lr: 0.050000
+2021-02-10 17:20:00,869 epoch 72 - iter 630/632 - loss 0.16331171 - samples/sec: 244.46 - lr: 0.050000
+2021-02-10 17:20:01,043 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:20:01,043 EPOCH 72 done: loss 0.1638 - lr 0.0500000
+2021-02-10 17:20:01,043 BAD EPOCHS (no improvement): 0
+2021-02-10 17:20:01,046 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:20:09,534 epoch 73 - iter 63/632 - loss 0.17926160 - samples/sec: 237.75 - lr: 0.050000
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+2021-02-10 17:20:26,129 epoch 73 - iter 189/632 - loss 0.16343006 - samples/sec: 243.60 - lr: 0.050000
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+2021-02-10 17:20:44,292 epoch 73 - iter 315/632 - loss 0.16654819 - samples/sec: 230.50 - lr: 0.050000
+2021-02-10 17:20:59,840 epoch 73 - iter 378/632 - loss 0.16904917 - samples/sec: 238.04 - lr: 0.050000
+2021-02-10 17:21:08,468 epoch 73 - iter 441/632 - loss 0.17051712 - samples/sec: 233.88 - lr: 0.050000
+2021-02-10 17:21:16,884 epoch 73 - iter 504/632 - loss 0.17366030 - samples/sec: 239.75 - lr: 0.050000
+2021-02-10 17:21:25,203 epoch 73 - iter 567/632 - loss 0.17328081 - samples/sec: 242.57 - lr: 0.050000
+2021-02-10 17:21:33,733 epoch 73 - iter 630/632 - loss 0.17464742 - samples/sec: 236.55 - lr: 0.050000
+2021-02-10 17:21:33,903 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:21:33,903 EPOCH 73 done: loss 0.1748 - lr 0.0500000
+2021-02-10 17:21:33,903 BAD EPOCHS (no improvement): 1
+2021-02-10 17:21:33,906 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:21:42,476 epoch 74 - iter 63/632 - loss 0.18680064 - samples/sec: 235.45 - lr: 0.050000
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+2021-02-10 17:21:59,310 epoch 74 - iter 189/632 - loss 0.18054224 - samples/sec: 238.33 - lr: 0.050000
+2021-02-10 17:22:08,099 epoch 74 - iter 252/632 - loss 0.17825376 - samples/sec: 229.58 - lr: 0.050000
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+2021-02-10 17:22:24,740 epoch 74 - iter 378/632 - loss 0.17377044 - samples/sec: 238.89 - lr: 0.050000
+2021-02-10 17:22:33,234 epoch 74 - iter 441/632 - loss 0.17533056 - samples/sec: 237.57 - lr: 0.050000
+2021-02-10 17:22:41,543 epoch 74 - iter 504/632 - loss 0.17639532 - samples/sec: 242.84 - lr: 0.050000
+2021-02-10 17:22:50,054 epoch 74 - iter 567/632 - loss 0.17582131 - samples/sec: 237.10 - lr: 0.050000
+2021-02-10 17:22:58,913 epoch 74 - iter 630/632 - loss 0.17234327 - samples/sec: 227.77 - lr: 0.050000
+2021-02-10 17:22:59,047 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:22:59,047 EPOCH 74 done: loss 0.1720 - lr 0.0500000
+2021-02-10 17:22:59,048 BAD EPOCHS (no improvement): 2
+2021-02-10 17:22:59,052 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:23:07,616 epoch 75 - iter 63/632 - loss 0.16614418 - samples/sec: 235.62 - lr: 0.050000
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+2021-02-10 17:23:24,504 epoch 75 - iter 189/632 - loss 0.17692440 - samples/sec: 240.32 - lr: 0.050000
+2021-02-10 17:23:33,158 epoch 75 - iter 252/632 - loss 0.16832090 - samples/sec: 233.18 - lr: 0.050000
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+2021-02-10 17:23:50,437 epoch 75 - iter 378/632 - loss 0.17345341 - samples/sec: 233.15 - lr: 0.050000
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+2021-02-10 17:24:07,081 epoch 75 - iter 504/632 - loss 0.17766701 - samples/sec: 241.32 - lr: 0.050000
+2021-02-10 17:24:15,360 epoch 75 - iter 567/632 - loss 0.17850859 - samples/sec: 243.75 - lr: 0.050000
+2021-02-10 17:24:23,730 epoch 75 - iter 630/632 - loss 0.17799439 - samples/sec: 241.08 - lr: 0.050000
+2021-02-10 17:24:23,853 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:24:23,853 EPOCH 75 done: loss 0.1778 - lr 0.0500000
+2021-02-10 17:24:23,853 BAD EPOCHS (no improvement): 3
+2021-02-10 17:24:23,857 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:24:32,690 epoch 76 - iter 63/632 - loss 0.18302014 - samples/sec: 228.46 - lr: 0.050000
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+2021-02-10 17:24:49,678 epoch 76 - iter 189/632 - loss 0.16997615 - samples/sec: 239.23 - lr: 0.050000
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+2021-02-10 17:25:14,870 epoch 76 - iter 378/632 - loss 0.16186870 - samples/sec: 240.62 - lr: 0.050000
+2021-02-10 17:25:23,337 epoch 76 - iter 441/632 - loss 0.16184198 - samples/sec: 238.31 - lr: 0.050000
+2021-02-10 17:25:31,880 epoch 76 - iter 504/632 - loss 0.16159899 - samples/sec: 236.20 - lr: 0.050000
+2021-02-10 17:25:40,604 epoch 76 - iter 567/632 - loss 0.16444120 - samples/sec: 231.29 - lr: 0.050000
+2021-02-10 17:25:49,120 epoch 76 - iter 630/632 - loss 0.16399320 - samples/sec: 236.94 - lr: 0.050000
+2021-02-10 17:25:49,284 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:25:49,284 EPOCH 76 done: loss 0.1636 - lr 0.0500000
+2021-02-10 17:25:49,284 BAD EPOCHS (no improvement): 0
+2021-02-10 17:25:49,288 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:25:57,803 epoch 77 - iter 63/632 - loss 0.15430674 - samples/sec: 236.99 - lr: 0.050000
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+2021-02-10 17:26:48,860 epoch 77 - iter 441/632 - loss 0.16355067 - samples/sec: 242.58 - lr: 0.050000
+2021-02-10 17:26:57,515 epoch 77 - iter 504/632 - loss 0.16189654 - samples/sec: 233.14 - lr: 0.050000
+2021-02-10 17:27:05,952 epoch 77 - iter 567/632 - loss 0.16485379 - samples/sec: 239.15 - lr: 0.050000
+2021-02-10 17:27:14,511 epoch 77 - iter 630/632 - loss 0.16705428 - samples/sec: 235.75 - lr: 0.050000
+2021-02-10 17:27:14,641 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:27:14,641 EPOCH 77 done: loss 0.1668 - lr 0.0500000
+2021-02-10 17:27:14,641 BAD EPOCHS (no improvement): 1
+2021-02-10 17:27:14,644 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:27:22,929 epoch 78 - iter 63/632 - loss 0.17344252 - samples/sec: 243.58 - lr: 0.050000
+2021-02-10 17:27:31,532 epoch 78 - iter 126/632 - loss 0.17849634 - samples/sec: 234.56 - lr: 0.050000
+2021-02-10 17:27:40,075 epoch 78 - iter 189/632 - loss 0.17117978 - samples/sec: 236.20 - lr: 0.050000
+2021-02-10 17:27:48,592 epoch 78 - iter 252/632 - loss 0.16990619 - samples/sec: 236.93 - lr: 0.050000
+2021-02-10 17:27:57,329 epoch 78 - iter 315/632 - loss 0.16766584 - samples/sec: 230.94 - lr: 0.050000
+2021-02-10 17:28:05,715 epoch 78 - iter 378/632 - loss 0.16910177 - samples/sec: 240.61 - lr: 0.050000
+2021-02-10 17:28:14,379 epoch 78 - iter 441/632 - loss 0.16769673 - samples/sec: 232.88 - lr: 0.050000
+2021-02-10 17:28:22,770 epoch 78 - iter 504/632 - loss 0.16381738 - samples/sec: 240.48 - lr: 0.050000
+2021-02-10 17:28:31,335 epoch 78 - iter 567/632 - loss 0.16458516 - samples/sec: 235.59 - lr: 0.050000
+2021-02-10 17:28:39,684 epoch 78 - iter 630/632 - loss 0.16302567 - samples/sec: 241.71 - lr: 0.050000
+2021-02-10 17:28:39,884 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:28:39,885 EPOCH 78 done: loss 0.1629 - lr 0.0500000
+2021-02-10 17:28:39,885 BAD EPOCHS (no improvement): 0
+2021-02-10 17:28:39,888 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:28:48,413 epoch 79 - iter 63/632 - loss 0.16320853 - samples/sec: 236.73 - lr: 0.050000
+2021-02-10 17:28:56,916 epoch 79 - iter 126/632 - loss 0.16123089 - samples/sec: 237.31 - lr: 0.050000
+2021-02-10 17:29:05,343 epoch 79 - iter 189/632 - loss 0.15939813 - samples/sec: 239.47 - lr: 0.050000
+2021-02-10 17:29:13,620 epoch 79 - iter 252/632 - loss 0.16044046 - samples/sec: 243.79 - lr: 0.050000
+2021-02-10 17:29:22,096 epoch 79 - iter 315/632 - loss 0.15646585 - samples/sec: 238.07 - lr: 0.050000
+2021-02-10 17:29:30,388 epoch 79 - iter 378/632 - loss 0.16030467 - samples/sec: 243.36 - lr: 0.050000
+2021-02-10 17:29:38,687 epoch 79 - iter 441/632 - loss 0.16147954 - samples/sec: 243.13 - lr: 0.050000
+2021-02-10 17:29:46,996 epoch 79 - iter 504/632 - loss 0.16155467 - samples/sec: 242.86 - lr: 0.050000
+2021-02-10 17:29:55,663 epoch 79 - iter 567/632 - loss 0.16373134 - samples/sec: 232.82 - lr: 0.050000
+2021-02-10 17:30:04,324 epoch 79 - iter 630/632 - loss 0.16175599 - samples/sec: 232.99 - lr: 0.050000
+2021-02-10 17:30:04,526 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:30:04,526 EPOCH 79 done: loss 0.1618 - lr 0.0500000
+2021-02-10 17:30:04,526 BAD EPOCHS (no improvement): 0
+2021-02-10 17:30:04,542 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:30:13,092 epoch 80 - iter 63/632 - loss 0.16713164 - samples/sec: 236.03 - lr: 0.050000
+2021-02-10 17:30:21,630 epoch 80 - iter 126/632 - loss 0.17037963 - samples/sec: 236.31 - lr: 0.050000
+2021-02-10 17:30:30,150 epoch 80 - iter 189/632 - loss 0.16087777 - samples/sec: 236.84 - lr: 0.050000
+2021-02-10 17:30:38,247 epoch 80 - iter 252/632 - loss 0.16410140 - samples/sec: 249.23 - lr: 0.050000
+2021-02-10 17:30:46,898 epoch 80 - iter 315/632 - loss 0.16402907 - samples/sec: 233.25 - lr: 0.050000
+2021-02-10 17:30:55,375 epoch 80 - iter 378/632 - loss 0.16514745 - samples/sec: 238.03 - lr: 0.050000
+2021-02-10 17:31:03,971 epoch 80 - iter 441/632 - loss 0.16272551 - samples/sec: 234.74 - lr: 0.050000
+2021-02-10 17:31:12,446 epoch 80 - iter 504/632 - loss 0.16533068 - samples/sec: 238.08 - lr: 0.050000
+2021-02-10 17:31:21,274 epoch 80 - iter 567/632 - loss 0.16415853 - samples/sec: 228.56 - lr: 0.050000
+2021-02-10 17:31:29,742 epoch 80 - iter 630/632 - loss 0.16341549 - samples/sec: 238.28 - lr: 0.050000
+2021-02-10 17:31:29,888 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:31:29,888 EPOCH 80 done: loss 0.1630 - lr 0.0500000
+2021-02-10 17:31:29,888 BAD EPOCHS (no improvement): 1
+2021-02-10 17:31:29,891 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:31:38,183 epoch 81 - iter 63/632 - loss 0.16264237 - samples/sec: 243.34 - lr: 0.050000
+2021-02-10 17:31:46,679 epoch 81 - iter 126/632 - loss 0.16132655 - samples/sec: 237.51 - lr: 0.050000
+2021-02-10 17:31:55,184 epoch 81 - iter 189/632 - loss 0.16454172 - samples/sec: 237.25 - lr: 0.050000
+2021-02-10 17:32:03,402 epoch 81 - iter 252/632 - loss 0.16833074 - samples/sec: 245.53 - lr: 0.050000
+2021-02-10 17:32:11,787 epoch 81 - iter 315/632 - loss 0.16325257 - samples/sec: 240.66 - lr: 0.050000
+2021-02-10 17:32:20,269 epoch 81 - iter 378/632 - loss 0.16286750 - samples/sec: 237.90 - lr: 0.050000
+2021-02-10 17:32:28,902 epoch 81 - iter 441/632 - loss 0.16100463 - samples/sec: 233.73 - lr: 0.050000
+2021-02-10 17:32:37,683 epoch 81 - iter 504/632 - loss 0.16184484 - samples/sec: 229.77 - lr: 0.050000
+2021-02-10 17:32:46,055 epoch 81 - iter 567/632 - loss 0.16065415 - samples/sec: 241.04 - lr: 0.050000
+2021-02-10 17:32:54,580 epoch 81 - iter 630/632 - loss 0.16278864 - samples/sec: 236.68 - lr: 0.050000
+2021-02-10 17:32:54,712 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:32:54,712 EPOCH 81 done: loss 0.1631 - lr 0.0500000
+2021-02-10 17:32:54,712 BAD EPOCHS (no improvement): 2
+2021-02-10 17:32:54,715 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:33:03,078 epoch 82 - iter 63/632 - loss 0.15505977 - samples/sec: 241.30 - lr: 0.050000
+2021-02-10 17:33:11,744 epoch 82 - iter 126/632 - loss 0.16459430 - samples/sec: 232.83 - lr: 0.050000
+2021-02-10 17:33:20,016 epoch 82 - iter 189/632 - loss 0.16021764 - samples/sec: 243.95 - lr: 0.050000
+2021-02-10 17:33:28,465 epoch 82 - iter 252/632 - loss 0.16148271 - samples/sec: 238.82 - lr: 0.050000
+2021-02-10 17:33:36,868 epoch 82 - iter 315/632 - loss 0.16129570 - samples/sec: 240.14 - lr: 0.050000
+2021-02-10 17:33:45,306 epoch 82 - iter 378/632 - loss 0.15962684 - samples/sec: 239.15 - lr: 0.050000
+2021-02-10 17:33:53,816 epoch 82 - iter 441/632 - loss 0.15900377 - samples/sec: 237.10 - lr: 0.050000
+2021-02-10 17:34:02,321 epoch 82 - iter 504/632 - loss 0.16100898 - samples/sec: 237.24 - lr: 0.050000
+2021-02-10 17:34:11,098 epoch 82 - iter 567/632 - loss 0.16062990 - samples/sec: 229.90 - lr: 0.050000
+2021-02-10 17:34:19,575 epoch 82 - iter 630/632 - loss 0.16058871 - samples/sec: 238.03 - lr: 0.050000
+2021-02-10 17:34:19,739 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:34:19,739 EPOCH 82 done: loss 0.1606 - lr 0.0500000
+2021-02-10 17:34:19,739 BAD EPOCHS (no improvement): 0
+2021-02-10 17:34:19,742 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:34:28,160 epoch 83 - iter 63/632 - loss 0.17963622 - samples/sec: 239.70 - lr: 0.050000
+2021-02-10 17:34:36,521 epoch 83 - iter 126/632 - loss 0.17030210 - samples/sec: 241.34 - lr: 0.050000
+2021-02-10 17:34:45,012 epoch 83 - iter 189/632 - loss 0.16019408 - samples/sec: 237.64 - lr: 0.050000
+2021-02-10 17:34:53,465 epoch 83 - iter 252/632 - loss 0.16057937 - samples/sec: 238.71 - lr: 0.050000
+2021-02-10 17:35:02,067 epoch 83 - iter 315/632 - loss 0.16811533 - samples/sec: 234.58 - lr: 0.050000
+2021-02-10 17:35:10,275 epoch 83 - iter 378/632 - loss 0.16413691 - samples/sec: 245.85 - lr: 0.050000
+2021-02-10 17:35:18,678 epoch 83 - iter 441/632 - loss 0.15916966 - samples/sec: 240.12 - lr: 0.050000
+2021-02-10 17:35:27,396 epoch 83 - iter 504/632 - loss 0.16141689 - samples/sec: 231.43 - lr: 0.050000
+2021-02-10 17:35:35,764 epoch 83 - iter 567/632 - loss 0.16416156 - samples/sec: 241.16 - lr: 0.050000
+2021-02-10 17:35:43,993 epoch 83 - iter 630/632 - loss 0.16594960 - samples/sec: 245.20 - lr: 0.050000
+2021-02-10 17:35:44,198 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:35:44,198 EPOCH 83 done: loss 0.1659 - lr 0.0500000
+2021-02-10 17:35:44,198 BAD EPOCHS (no improvement): 1
+2021-02-10 17:35:44,203 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:35:52,779 epoch 84 - iter 63/632 - loss 0.14378500 - samples/sec: 235.31 - lr: 0.050000
+2021-02-10 17:36:01,125 epoch 84 - iter 126/632 - loss 0.14468562 - samples/sec: 241.78 - lr: 0.050000
+2021-02-10 17:36:09,460 epoch 84 - iter 189/632 - loss 0.14493884 - samples/sec: 242.07 - lr: 0.050000
+2021-02-10 17:36:17,868 epoch 84 - iter 252/632 - loss 0.14632981 - samples/sec: 240.01 - lr: 0.050000
+2021-02-10 17:36:26,595 epoch 84 - iter 315/632 - loss 0.15284974 - samples/sec: 231.21 - lr: 0.050000
+2021-02-10 17:36:34,993 epoch 84 - iter 378/632 - loss 0.15537971 - samples/sec: 240.26 - lr: 0.050000
+2021-02-10 17:36:43,498 epoch 84 - iter 441/632 - loss 0.16083707 - samples/sec: 237.27 - lr: 0.050000
+2021-02-10 17:36:52,007 epoch 84 - iter 504/632 - loss 0.15909424 - samples/sec: 237.13 - lr: 0.050000
+2021-02-10 17:37:00,509 epoch 84 - iter 567/632 - loss 0.16104837 - samples/sec: 237.34 - lr: 0.050000
+2021-02-10 17:37:09,192 epoch 84 - iter 630/632 - loss 0.16171429 - samples/sec: 232.38 - lr: 0.050000
+2021-02-10 17:37:09,358 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:37:09,358 EPOCH 84 done: loss 0.1613 - lr 0.0500000
+2021-02-10 17:37:09,358 BAD EPOCHS (no improvement): 2
+2021-02-10 17:37:09,361 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:37:17,926 epoch 85 - iter 63/632 - loss 0.16255552 - samples/sec: 235.60 - lr: 0.050000
+2021-02-10 17:37:26,464 epoch 85 - iter 126/632 - loss 0.16172789 - samples/sec: 236.34 - lr: 0.050000
+2021-02-10 17:37:35,193 epoch 85 - iter 189/632 - loss 0.16727839 - samples/sec: 231.14 - lr: 0.050000
+2021-02-10 17:37:43,684 epoch 85 - iter 252/632 - loss 0.16699870 - samples/sec: 237.65 - lr: 0.050000
+2021-02-10 17:37:53,476 epoch 85 - iter 315/632 - loss 0.17162639 - samples/sec: 206.04 - lr: 0.050000
+2021-02-10 17:38:01,613 epoch 85 - iter 378/632 - loss 0.16613282 - samples/sec: 247.98 - lr: 0.050000
+2021-02-10 17:38:09,863 epoch 85 - iter 441/632 - loss 0.16588957 - samples/sec: 244.58 - lr: 0.050000
+2021-02-10 17:38:18,080 epoch 85 - iter 504/632 - loss 0.16441911 - samples/sec: 245.56 - lr: 0.050000
+2021-02-10 17:38:26,466 epoch 85 - iter 567/632 - loss 0.16447308 - samples/sec: 240.62 - lr: 0.050000
+2021-02-10 17:38:35,220 epoch 85 - iter 630/632 - loss 0.16550950 - samples/sec: 230.49 - lr: 0.050000
+2021-02-10 17:38:35,368 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:38:35,368 EPOCH 85 done: loss 0.1651 - lr 0.0500000
+2021-02-10 17:38:35,368 BAD EPOCHS (no improvement): 3
+2021-02-10 17:38:35,373 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:38:44,301 epoch 86 - iter 63/632 - loss 0.17973150 - samples/sec: 226.03 - lr: 0.050000
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+2021-02-10 17:39:01,146 epoch 86 - iter 189/632 - loss 0.17013746 - samples/sec: 240.04 - lr: 0.050000
+2021-02-10 17:39:09,546 epoch 86 - iter 252/632 - loss 0.16856059 - samples/sec: 240.22 - lr: 0.050000
+2021-02-10 17:39:18,100 epoch 86 - iter 315/632 - loss 0.16668203 - samples/sec: 235.87 - lr: 0.050000
+2021-02-10 17:39:26,394 epoch 86 - iter 378/632 - loss 0.16551069 - samples/sec: 243.30 - lr: 0.050000
+2021-02-10 17:39:34,576 epoch 86 - iter 441/632 - loss 0.16445621 - samples/sec: 246.63 - lr: 0.050000
+2021-02-10 17:39:42,896 epoch 86 - iter 504/632 - loss 0.16335019 - samples/sec: 242.56 - lr: 0.050000
+2021-02-10 17:39:51,251 epoch 86 - iter 567/632 - loss 0.15839588 - samples/sec: 241.50 - lr: 0.050000
+2021-02-10 17:39:59,623 epoch 86 - iter 630/632 - loss 0.15601973 - samples/sec: 241.02 - lr: 0.050000
+2021-02-10 17:39:59,779 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:39:59,779 EPOCH 86 done: loss 0.1558 - lr 0.0500000
+2021-02-10 17:39:59,779 BAD EPOCHS (no improvement): 0
+2021-02-10 17:39:59,784 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:40:08,150 epoch 87 - iter 63/632 - loss 0.13906390 - samples/sec: 241.24 - lr: 0.050000
+2021-02-10 17:40:16,388 epoch 87 - iter 126/632 - loss 0.13974756 - samples/sec: 244.91 - lr: 0.050000
+2021-02-10 17:40:24,716 epoch 87 - iter 189/632 - loss 0.14825781 - samples/sec: 242.30 - lr: 0.050000
+2021-02-10 17:40:33,485 epoch 87 - iter 252/632 - loss 0.14687057 - samples/sec: 230.10 - lr: 0.050000
+2021-02-10 17:40:42,021 epoch 87 - iter 315/632 - loss 0.14625991 - samples/sec: 236.40 - lr: 0.050000
+2021-02-10 17:40:50,516 epoch 87 - iter 378/632 - loss 0.14846967 - samples/sec: 237.53 - lr: 0.050000
+2021-02-10 17:40:58,613 epoch 87 - iter 441/632 - loss 0.14728895 - samples/sec: 249.22 - lr: 0.050000
+2021-02-10 17:41:07,146 epoch 87 - iter 504/632 - loss 0.14756525 - samples/sec: 236.45 - lr: 0.050000
+2021-02-10 17:41:15,922 epoch 87 - iter 567/632 - loss 0.14770118 - samples/sec: 229.91 - lr: 0.050000
+2021-02-10 17:41:24,869 epoch 87 - iter 630/632 - loss 0.14757825 - samples/sec: 225.53 - lr: 0.050000
+2021-02-10 17:41:25,008 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:41:25,009 EPOCH 87 done: loss 0.1474 - lr 0.0500000
+2021-02-10 17:41:25,009 BAD EPOCHS (no improvement): 0
+2021-02-10 17:41:25,013 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:41:33,635 epoch 88 - iter 63/632 - loss 0.15889713 - samples/sec: 234.04 - lr: 0.050000
+2021-02-10 17:41:42,107 epoch 88 - iter 126/632 - loss 0.15333830 - samples/sec: 238.17 - lr: 0.050000
+2021-02-10 17:41:50,503 epoch 88 - iter 189/632 - loss 0.15190675 - samples/sec: 240.34 - lr: 0.050000
+2021-02-10 17:41:59,139 epoch 88 - iter 252/632 - loss 0.15331464 - samples/sec: 233.63 - lr: 0.050000
+2021-02-10 17:42:07,483 epoch 88 - iter 315/632 - loss 0.15169483 - samples/sec: 241.84 - lr: 0.050000
+2021-02-10 17:42:15,722 epoch 88 - iter 378/632 - loss 0.15323302 - samples/sec: 244.90 - lr: 0.050000
+2021-02-10 17:42:24,417 epoch 88 - iter 441/632 - loss 0.15212914 - samples/sec: 232.06 - lr: 0.050000
+2021-02-10 17:42:32,827 epoch 88 - iter 504/632 - loss 0.15323810 - samples/sec: 239.92 - lr: 0.050000
+2021-02-10 17:42:41,202 epoch 88 - iter 567/632 - loss 0.15407277 - samples/sec: 240.91 - lr: 0.050000
+2021-02-10 17:42:49,977 epoch 88 - iter 630/632 - loss 0.15290389 - samples/sec: 229.95 - lr: 0.050000
+2021-02-10 17:42:50,119 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:42:50,120 EPOCH 88 done: loss 0.1527 - lr 0.0500000
+2021-02-10 17:42:50,120 BAD EPOCHS (no improvement): 1
+2021-02-10 17:42:50,122 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:42:58,480 epoch 89 - iter 63/632 - loss 0.14251596 - samples/sec: 241.44 - lr: 0.050000
+2021-02-10 17:43:06,933 epoch 89 - iter 126/632 - loss 0.14913627 - samples/sec: 238.70 - lr: 0.050000
+2021-02-10 17:43:15,687 epoch 89 - iter 189/632 - loss 0.15132694 - samples/sec: 230.51 - lr: 0.050000
+2021-02-10 17:43:24,074 epoch 89 - iter 252/632 - loss 0.15071241 - samples/sec: 240.59 - lr: 0.050000
+2021-02-10 17:43:32,387 epoch 89 - iter 315/632 - loss 0.15595892 - samples/sec: 242.75 - lr: 0.050000
+2021-02-10 17:43:40,720 epoch 89 - iter 378/632 - loss 0.15394117 - samples/sec: 242.15 - lr: 0.050000
+2021-02-10 17:43:49,233 epoch 89 - iter 441/632 - loss 0.15537795 - samples/sec: 237.03 - lr: 0.050000
+2021-02-10 17:43:57,480 epoch 89 - iter 504/632 - loss 0.15565384 - samples/sec: 244.66 - lr: 0.050000
+2021-02-10 17:44:06,021 epoch 89 - iter 567/632 - loss 0.15621339 - samples/sec: 236.24 - lr: 0.050000
+2021-02-10 17:44:14,275 epoch 89 - iter 630/632 - loss 0.15614634 - samples/sec: 244.48 - lr: 0.050000
+2021-02-10 17:44:14,429 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:44:14,429 EPOCH 89 done: loss 0.1560 - lr 0.0500000
+2021-02-10 17:44:14,429 BAD EPOCHS (no improvement): 2
+2021-02-10 17:44:14,431 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:44:22,812 epoch 90 - iter 63/632 - loss 0.15229525 - samples/sec: 240.78 - lr: 0.050000
+2021-02-10 17:44:31,332 epoch 90 - iter 126/632 - loss 0.14780983 - samples/sec: 236.85 - lr: 0.050000
+2021-02-10 17:44:39,702 epoch 90 - iter 189/632 - loss 0.15329311 - samples/sec: 241.07 - lr: 0.050000
+2021-02-10 17:44:48,439 epoch 90 - iter 252/632 - loss 0.14573142 - samples/sec: 230.96 - lr: 0.050000
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+2021-02-10 17:45:04,986 epoch 90 - iter 378/632 - loss 0.15044929 - samples/sec: 245.79 - lr: 0.050000
+2021-02-10 17:45:13,377 epoch 90 - iter 441/632 - loss 0.15126491 - samples/sec: 240.48 - lr: 0.050000
+2021-02-10 17:45:22,175 epoch 90 - iter 504/632 - loss 0.15145797 - samples/sec: 229.32 - lr: 0.050000
+2021-02-10 17:45:30,870 epoch 90 - iter 567/632 - loss 0.15469162 - samples/sec: 232.07 - lr: 0.050000
+2021-02-10 17:45:39,188 epoch 90 - iter 630/632 - loss 0.15363365 - samples/sec: 242.58 - lr: 0.050000
+2021-02-10 17:45:39,355 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:45:39,355 EPOCH 90 done: loss 0.1532 - lr 0.0500000
+2021-02-10 17:45:39,356 BAD EPOCHS (no improvement): 3
+2021-02-10 17:45:39,360 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:45:47,689 epoch 91 - iter 63/632 - loss 0.12993684 - samples/sec: 242.30 - lr: 0.050000
+2021-02-10 17:45:56,200 epoch 91 - iter 126/632 - loss 0.14004082 - samples/sec: 237.07 - lr: 0.050000
+2021-02-10 17:46:04,463 epoch 91 - iter 189/632 - loss 0.14655954 - samples/sec: 244.24 - lr: 0.050000
+2021-02-10 17:46:12,979 epoch 91 - iter 252/632 - loss 0.14123994 - samples/sec: 236.95 - lr: 0.050000
+2021-02-10 17:46:21,438 epoch 91 - iter 315/632 - loss 0.14371360 - samples/sec: 238.54 - lr: 0.050000
+2021-02-10 17:46:30,024 epoch 91 - iter 378/632 - loss 0.14505326 - samples/sec: 234.99 - lr: 0.050000
+2021-02-10 17:46:38,569 epoch 91 - iter 441/632 - loss 0.14270311 - samples/sec: 236.16 - lr: 0.050000
+2021-02-10 17:46:47,114 epoch 91 - iter 504/632 - loss 0.14433606 - samples/sec: 236.12 - lr: 0.050000
+2021-02-10 17:46:55,738 epoch 91 - iter 567/632 - loss 0.14406337 - samples/sec: 234.00 - lr: 0.050000
+2021-02-10 17:47:04,677 epoch 91 - iter 630/632 - loss 0.14624197 - samples/sec: 225.71 - lr: 0.050000
+2021-02-10 17:47:04,821 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:47:04,821 EPOCH 91 done: loss 0.1458 - lr 0.0500000
+2021-02-10 17:47:04,821 BAD EPOCHS (no improvement): 0
+2021-02-10 17:47:04,824 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:47:13,409 epoch 92 - iter 63/632 - loss 0.14904101 - samples/sec: 235.06 - lr: 0.050000
+2021-02-10 17:47:21,867 epoch 92 - iter 126/632 - loss 0.15349527 - samples/sec: 238.56 - lr: 0.050000
+2021-02-10 17:47:39,954 epoch 92 - iter 189/632 - loss 0.14959497 - samples/sec: 237.12 - lr: 0.050000
+2021-02-10 17:47:48,464 epoch 92 - iter 252/632 - loss 0.14426310 - samples/sec: 237.11 - lr: 0.050000
+2021-02-10 17:47:57,045 epoch 92 - iter 315/632 - loss 0.14754842 - samples/sec: 235.15 - lr: 0.050000
+2021-02-10 17:48:05,420 epoch 92 - iter 378/632 - loss 0.14839473 - samples/sec: 240.93 - lr: 0.050000
+2021-02-10 17:48:13,725 epoch 92 - iter 441/632 - loss 0.14629035 - samples/sec: 243.00 - lr: 0.050000
+2021-02-10 17:48:22,096 epoch 92 - iter 504/632 - loss 0.14481031 - samples/sec: 241.03 - lr: 0.050000
+2021-02-10 17:48:30,760 epoch 92 - iter 567/632 - loss 0.14752610 - samples/sec: 232.91 - lr: 0.050000
+2021-02-10 17:48:39,047 epoch 92 - iter 630/632 - loss 0.14907703 - samples/sec: 243.50 - lr: 0.050000
+2021-02-10 17:48:39,197 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:48:39,197 EPOCH 92 done: loss 0.1517 - lr 0.0500000
+2021-02-10 17:48:39,197 BAD EPOCHS (no improvement): 1
+2021-02-10 17:48:39,200 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:48:47,425 epoch 93 - iter 63/632 - loss 0.17238553 - samples/sec: 245.35 - lr: 0.050000
+2021-02-10 17:48:56,068 epoch 93 - iter 126/632 - loss 0.16347807 - samples/sec: 233.47 - lr: 0.050000
+2021-02-10 17:49:04,528 epoch 93 - iter 189/632 - loss 0.15720978 - samples/sec: 238.51 - lr: 0.050000
+2021-02-10 17:49:12,930 epoch 93 - iter 252/632 - loss 0.15397798 - samples/sec: 240.19 - lr: 0.050000
+2021-02-10 17:49:21,379 epoch 93 - iter 315/632 - loss 0.15401706 - samples/sec: 238.82 - lr: 0.050000
+2021-02-10 17:49:30,454 epoch 93 - iter 378/632 - loss 0.15327130 - samples/sec: 222.34 - lr: 0.050000
+2021-02-10 17:49:38,989 epoch 93 - iter 441/632 - loss 0.15016945 - samples/sec: 236.40 - lr: 0.050000
+2021-02-10 17:49:47,435 epoch 93 - iter 504/632 - loss 0.14818113 - samples/sec: 238.93 - lr: 0.050000
+2021-02-10 17:49:55,859 epoch 93 - iter 567/632 - loss 0.14823487 - samples/sec: 239.51 - lr: 0.050000
+2021-02-10 17:50:04,140 epoch 93 - iter 630/632 - loss 0.14877888 - samples/sec: 243.69 - lr: 0.050000
+2021-02-10 17:50:04,337 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:50:04,337 EPOCH 93 done: loss 0.1485 - lr 0.0500000
+2021-02-10 17:50:04,337 BAD EPOCHS (no improvement): 2
+2021-02-10 17:50:04,341 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:50:12,669 epoch 94 - iter 63/632 - loss 0.14727230 - samples/sec: 242.32 - lr: 0.050000
+2021-02-10 17:50:21,372 epoch 94 - iter 126/632 - loss 0.15241301 - samples/sec: 231.83 - lr: 0.050000
+2021-02-10 17:50:29,937 epoch 94 - iter 189/632 - loss 0.14880899 - samples/sec: 235.62 - lr: 0.050000
+2021-02-10 17:50:38,323 epoch 94 - iter 252/632 - loss 0.15183422 - samples/sec: 240.63 - lr: 0.050000
+2021-02-10 17:50:46,811 epoch 94 - iter 315/632 - loss 0.15138311 - samples/sec: 237.72 - lr: 0.050000
+2021-02-10 17:50:55,306 epoch 94 - iter 378/632 - loss 0.14991918 - samples/sec: 237.52 - lr: 0.050000
+2021-02-10 17:51:03,842 epoch 94 - iter 441/632 - loss 0.14718191 - samples/sec: 236.39 - lr: 0.050000
+2021-02-10 17:51:12,298 epoch 94 - iter 504/632 - loss 0.14427190 - samples/sec: 238.64 - lr: 0.050000
+2021-02-10 17:51:20,564 epoch 94 - iter 567/632 - loss 0.14514656 - samples/sec: 244.09 - lr: 0.050000
+2021-02-10 17:51:28,800 epoch 94 - iter 630/632 - loss 0.14520431 - samples/sec: 244.99 - lr: 0.050000
+2021-02-10 17:51:28,966 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:51:28,966 EPOCH 94 done: loss 0.1452 - lr 0.0500000
+2021-02-10 17:51:28,967 BAD EPOCHS (no improvement): 0
+2021-02-10 17:51:28,969 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:51:37,496 epoch 95 - iter 63/632 - loss 0.15318581 - samples/sec: 236.65 - lr: 0.050000
+2021-02-10 17:51:46,222 epoch 95 - iter 126/632 - loss 0.15682776 - samples/sec: 231.23 - lr: 0.050000
+2021-02-10 17:51:54,709 epoch 95 - iter 189/632 - loss 0.14667821 - samples/sec: 237.75 - lr: 0.050000
+2021-02-10 17:52:03,283 epoch 95 - iter 252/632 - loss 0.14615035 - samples/sec: 235.34 - lr: 0.050000
+2021-02-10 17:52:11,600 epoch 95 - iter 315/632 - loss 0.14557058 - samples/sec: 242.64 - lr: 0.050000
+2021-02-10 17:52:20,115 epoch 95 - iter 378/632 - loss 0.14581488 - samples/sec: 236.96 - lr: 0.050000
+2021-02-10 17:52:28,720 epoch 95 - iter 441/632 - loss 0.14887743 - samples/sec: 234.51 - lr: 0.050000
+2021-02-10 17:52:37,209 epoch 95 - iter 504/632 - loss 0.14776498 - samples/sec: 237.68 - lr: 0.050000
+2021-02-10 17:52:45,608 epoch 95 - iter 567/632 - loss 0.14786483 - samples/sec: 240.27 - lr: 0.050000
+2021-02-10 17:52:54,205 epoch 95 - iter 630/632 - loss 0.14867799 - samples/sec: 234.71 - lr: 0.050000
+2021-02-10 17:52:54,356 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:52:54,356 EPOCH 95 done: loss 0.1484 - lr 0.0500000
+2021-02-10 17:52:54,356 BAD EPOCHS (no improvement): 1
+2021-02-10 17:52:54,359 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:53:02,728 epoch 96 - iter 63/632 - loss 0.15505395 - samples/sec: 241.13 - lr: 0.050000
+2021-02-10 17:53:11,051 epoch 96 - iter 126/632 - loss 0.14590442 - samples/sec: 242.42 - lr: 0.050000
+2021-02-10 17:53:19,562 epoch 96 - iter 189/632 - loss 0.14838541 - samples/sec: 237.07 - lr: 0.050000
+2021-02-10 17:53:27,919 epoch 96 - iter 252/632 - loss 0.14700538 - samples/sec: 241.47 - lr: 0.050000
+2021-02-10 17:53:36,337 epoch 96 - iter 315/632 - loss 0.14796724 - samples/sec: 239.69 - lr: 0.050000
+2021-02-10 17:53:44,808 epoch 96 - iter 378/632 - loss 0.14973428 - samples/sec: 238.22 - lr: 0.050000
+2021-02-10 17:53:53,023 epoch 96 - iter 441/632 - loss 0.14507017 - samples/sec: 245.64 - lr: 0.050000
+2021-02-10 17:54:01,356 epoch 96 - iter 504/632 - loss 0.14387574 - samples/sec: 242.14 - lr: 0.050000
+2021-02-10 17:54:10,183 epoch 96 - iter 567/632 - loss 0.14748078 - samples/sec: 228.59 - lr: 0.050000
+2021-02-10 17:54:18,559 epoch 96 - iter 630/632 - loss 0.14538799 - samples/sec: 240.91 - lr: 0.050000
+2021-02-10 17:54:18,720 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:54:18,721 EPOCH 96 done: loss 0.1451 - lr 0.0500000
+2021-02-10 17:54:18,721 BAD EPOCHS (no improvement): 0
+2021-02-10 17:54:18,726 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:54:27,185 epoch 97 - iter 63/632 - loss 0.16031202 - samples/sec: 238.56 - lr: 0.050000
+2021-02-10 17:54:35,416 epoch 97 - iter 126/632 - loss 0.15483729 - samples/sec: 245.17 - lr: 0.050000
+2021-02-10 17:54:43,731 epoch 97 - iter 189/632 - loss 0.15528714 - samples/sec: 242.66 - lr: 0.050000
+2021-02-10 17:54:52,041 epoch 97 - iter 252/632 - loss 0.15334088 - samples/sec: 242.84 - lr: 0.050000
+2021-02-10 17:55:00,487 epoch 97 - iter 315/632 - loss 0.15478263 - samples/sec: 238.90 - lr: 0.050000
+2021-02-10 17:55:09,017 epoch 97 - iter 378/632 - loss 0.15484966 - samples/sec: 236.55 - lr: 0.050000
+2021-02-10 17:55:17,614 epoch 97 - iter 441/632 - loss 0.15632686 - samples/sec: 234.73 - lr: 0.050000
+2021-02-10 17:55:26,223 epoch 97 - iter 504/632 - loss 0.15210801 - samples/sec: 234.36 - lr: 0.050000
+2021-02-10 17:55:34,776 epoch 97 - iter 567/632 - loss 0.14943864 - samples/sec: 235.93 - lr: 0.050000
+2021-02-10 17:55:43,416 epoch 97 - iter 630/632 - loss 0.15033455 - samples/sec: 233.52 - lr: 0.050000
+2021-02-10 17:55:43,600 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:55:43,601 EPOCH 97 done: loss 0.1506 - lr 0.0500000
+2021-02-10 17:55:43,601 BAD EPOCHS (no improvement): 1
+2021-02-10 17:55:43,603 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:55:52,181 epoch 98 - iter 63/632 - loss 0.16320911 - samples/sec: 235.25 - lr: 0.050000
+2021-02-10 17:56:00,480 epoch 98 - iter 126/632 - loss 0.15639698 - samples/sec: 243.15 - lr: 0.050000
+2021-02-10 17:56:09,011 epoch 98 - iter 189/632 - loss 0.15605094 - samples/sec: 236.54 - lr: 0.050000
+2021-02-10 17:56:17,373 epoch 98 - iter 252/632 - loss 0.15258823 - samples/sec: 241.29 - lr: 0.050000
+2021-02-10 17:56:25,929 epoch 98 - iter 315/632 - loss 0.14871188 - samples/sec: 235.85 - lr: 0.050000
+2021-02-10 17:56:34,599 epoch 98 - iter 378/632 - loss 0.15338891 - samples/sec: 232.75 - lr: 0.050000
+2021-02-10 17:56:42,980 epoch 98 - iter 441/632 - loss 0.15118254 - samples/sec: 240.76 - lr: 0.050000
+2021-02-10 17:56:51,302 epoch 98 - iter 504/632 - loss 0.14624834 - samples/sec: 242.49 - lr: 0.050000
+2021-02-10 17:56:59,714 epoch 98 - iter 567/632 - loss 0.14692808 - samples/sec: 239.88 - lr: 0.050000
+2021-02-10 17:57:08,193 epoch 98 - iter 630/632 - loss 0.14795148 - samples/sec: 237.98 - lr: 0.050000
+2021-02-10 17:57:08,346 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:57:08,346 EPOCH 98 done: loss 0.1476 - lr 0.0500000
+2021-02-10 17:57:08,346 BAD EPOCHS (no improvement): 2
+2021-02-10 17:57:08,349 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:57:17,053 epoch 99 - iter 63/632 - loss 0.12287742 - samples/sec: 231.83 - lr: 0.050000
+2021-02-10 17:57:25,755 epoch 99 - iter 126/632 - loss 0.14050242 - samples/sec: 231.88 - lr: 0.050000
+2021-02-10 17:57:34,285 epoch 99 - iter 189/632 - loss 0.14327996 - samples/sec: 236.57 - lr: 0.050000
+2021-02-10 17:57:42,305 epoch 99 - iter 252/632 - loss 0.14043922 - samples/sec: 251.59 - lr: 0.050000
+2021-02-10 17:57:50,610 epoch 99 - iter 315/632 - loss 0.14037221 - samples/sec: 242.96 - lr: 0.050000
+2021-02-10 17:57:58,885 epoch 99 - iter 378/632 - loss 0.13858958 - samples/sec: 243.85 - lr: 0.050000
+2021-02-10 17:58:07,436 epoch 99 - iter 441/632 - loss 0.13916979 - samples/sec: 235.96 - lr: 0.050000
+2021-02-10 17:58:17,204 epoch 99 - iter 504/632 - loss 0.13734192 - samples/sec: 206.55 - lr: 0.050000
+2021-02-10 17:58:25,737 epoch 99 - iter 567/632 - loss 0.13834449 - samples/sec: 236.47 - lr: 0.050000
+2021-02-10 17:58:34,296 epoch 99 - iter 630/632 - loss 0.13636826 - samples/sec: 235.77 - lr: 0.050000
+2021-02-10 17:58:34,462 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:58:34,462 EPOCH 99 done: loss 0.1360 - lr 0.0500000
+2021-02-10 17:58:34,462 BAD EPOCHS (no improvement): 0
+2021-02-10 17:58:34,466 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:58:43,005 epoch 100 - iter 63/632 - loss 0.14351709 - samples/sec: 236.36 - lr: 0.050000
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+2021-02-10 17:58:59,840 epoch 100 - iter 189/632 - loss 0.13780179 - samples/sec: 240.88 - lr: 0.050000
+2021-02-10 17:59:08,430 epoch 100 - iter 252/632 - loss 0.13977880 - samples/sec: 234.91 - lr: 0.050000
+2021-02-10 17:59:16,626 epoch 100 - iter 315/632 - loss 0.13735397 - samples/sec: 246.16 - lr: 0.050000
+2021-02-10 17:59:24,802 epoch 100 - iter 378/632 - loss 0.14111090 - samples/sec: 246.81 - lr: 0.050000
+2021-02-10 17:59:33,390 epoch 100 - iter 441/632 - loss 0.14067310 - samples/sec: 234.96 - lr: 0.050000
+2021-02-10 17:59:41,832 epoch 100 - iter 504/632 - loss 0.13960805 - samples/sec: 239.03 - lr: 0.050000
+2021-02-10 17:59:50,317 epoch 100 - iter 567/632 - loss 0.13840974 - samples/sec: 237.81 - lr: 0.050000
+2021-02-10 17:59:58,733 epoch 100 - iter 630/632 - loss 0.13775702 - samples/sec: 239.77 - lr: 0.050000
+2021-02-10 17:59:58,874 ----------------------------------------------------------------------------------------------------
+2021-02-10 17:59:58,874 EPOCH 100 done: loss 0.1376 - lr 0.0500000
+2021-02-10 17:59:58,874 BAD EPOCHS (no improvement): 1
+2021-02-10 17:59:58,876 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:00:07,289 epoch 101 - iter 63/632 - loss 0.12206253 - samples/sec: 239.88 - lr: 0.050000
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+2021-02-10 18:00:24,669 epoch 101 - iter 189/632 - loss 0.12899715 - samples/sec: 229.00 - lr: 0.050000
+2021-02-10 18:00:32,982 epoch 101 - iter 252/632 - loss 0.12876892 - samples/sec: 242.74 - lr: 0.050000
+2021-02-10 18:00:41,297 epoch 101 - iter 315/632 - loss 0.13426289 - samples/sec: 242.67 - lr: 0.050000
+2021-02-10 18:00:49,781 epoch 101 - iter 378/632 - loss 0.13471942 - samples/sec: 237.82 - lr: 0.050000
+2021-02-10 18:00:58,404 epoch 101 - iter 441/632 - loss 0.13488805 - samples/sec: 234.00 - lr: 0.050000
+2021-02-10 18:01:07,072 epoch 101 - iter 504/632 - loss 0.13631958 - samples/sec: 232.81 - lr: 0.050000
+2021-02-10 18:01:15,575 epoch 101 - iter 567/632 - loss 0.13732083 - samples/sec: 237.30 - lr: 0.050000
+2021-02-10 18:01:24,002 epoch 101 - iter 630/632 - loss 0.13906778 - samples/sec: 239.43 - lr: 0.050000
+2021-02-10 18:01:24,170 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:01:24,170 EPOCH 101 done: loss 0.1396 - lr 0.0500000
+2021-02-10 18:01:24,170 BAD EPOCHS (no improvement): 2
+2021-02-10 18:01:24,177 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:01:32,793 epoch 102 - iter 63/632 - loss 0.15222261 - samples/sec: 234.19 - lr: 0.050000
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+2021-02-10 18:01:49,912 epoch 102 - iter 189/632 - loss 0.16182036 - samples/sec: 240.20 - lr: 0.050000
+2021-02-10 18:01:58,206 epoch 102 - iter 252/632 - loss 0.15596675 - samples/sec: 243.30 - lr: 0.050000
+2021-02-10 18:02:06,519 epoch 102 - iter 315/632 - loss 0.15134077 - samples/sec: 242.74 - lr: 0.050000
+2021-02-10 18:02:15,060 epoch 102 - iter 378/632 - loss 0.14961137 - samples/sec: 236.25 - lr: 0.050000
+2021-02-10 18:02:23,590 epoch 102 - iter 441/632 - loss 0.14824122 - samples/sec: 236.56 - lr: 0.050000
+2021-02-10 18:02:32,102 epoch 102 - iter 504/632 - loss 0.14725092 - samples/sec: 237.07 - lr: 0.050000
+2021-02-10 18:02:40,774 epoch 102 - iter 567/632 - loss 0.14651330 - samples/sec: 232.69 - lr: 0.050000
+2021-02-10 18:02:49,188 epoch 102 - iter 630/632 - loss 0.14631182 - samples/sec: 239.82 - lr: 0.050000
+2021-02-10 18:02:49,354 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:02:49,354 EPOCH 102 done: loss 0.1462 - lr 0.0500000
+2021-02-10 18:02:49,354 BAD EPOCHS (no improvement): 3
+2021-02-10 18:02:49,360 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:02:57,881 epoch 103 - iter 63/632 - loss 0.15396993 - samples/sec: 236.84 - lr: 0.050000
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+2021-02-10 18:03:23,198 epoch 103 - iter 252/632 - loss 0.14222131 - samples/sec: 236.84 - lr: 0.050000
+2021-02-10 18:03:31,376 epoch 103 - iter 315/632 - loss 0.14043885 - samples/sec: 246.75 - lr: 0.050000
+2021-02-10 18:03:39,921 epoch 103 - iter 378/632 - loss 0.13885334 - samples/sec: 236.15 - lr: 0.050000
+2021-02-10 18:03:48,392 epoch 103 - iter 441/632 - loss 0.13904872 - samples/sec: 238.20 - lr: 0.050000
+2021-02-10 18:03:56,971 epoch 103 - iter 504/632 - loss 0.14086911 - samples/sec: 235.20 - lr: 0.050000
+2021-02-10 18:04:05,797 epoch 103 - iter 567/632 - loss 0.13977366 - samples/sec: 228.63 - lr: 0.050000
+2021-02-10 18:04:14,295 epoch 103 - iter 630/632 - loss 0.13918182 - samples/sec: 237.44 - lr: 0.050000
+2021-02-10 18:04:14,446 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:04:14,446 EPOCH 103 done: loss 0.1391 - lr 0.0500000
+2021-02-10 18:04:14,446 BAD EPOCHS (no improvement): 4
+2021-02-10 18:04:14,452 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:04:22,887 epoch 104 - iter 63/632 - loss 0.11860142 - samples/sec: 239.22 - lr: 0.025000
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+2021-02-10 18:04:39,738 epoch 104 - iter 189/632 - loss 0.13258533 - samples/sec: 240.15 - lr: 0.025000
+2021-02-10 18:04:48,217 epoch 104 - iter 252/632 - loss 0.13101165 - samples/sec: 238.00 - lr: 0.025000
+2021-02-10 18:04:56,822 epoch 104 - iter 315/632 - loss 0.13292647 - samples/sec: 234.50 - lr: 0.025000
+2021-02-10 18:05:05,425 epoch 104 - iter 378/632 - loss 0.13781685 - samples/sec: 234.55 - lr: 0.025000
+2021-02-10 18:05:13,603 epoch 104 - iter 441/632 - loss 0.13698247 - samples/sec: 246.73 - lr: 0.025000
+2021-02-10 18:05:22,004 epoch 104 - iter 504/632 - loss 0.13593227 - samples/sec: 240.20 - lr: 0.025000
+2021-02-10 18:05:30,600 epoch 104 - iter 567/632 - loss 0.13691489 - samples/sec: 234.73 - lr: 0.025000
+2021-02-10 18:05:39,209 epoch 104 - iter 630/632 - loss 0.13695641 - samples/sec: 234.37 - lr: 0.025000
+2021-02-10 18:05:39,363 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:05:39,363 EPOCH 104 done: loss 0.1369 - lr 0.0250000
+2021-02-10 18:05:39,364 BAD EPOCHS (no improvement): 1
+2021-02-10 18:05:39,366 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:05:47,805 epoch 105 - iter 63/632 - loss 0.14690529 - samples/sec: 239.14 - lr: 0.025000
+2021-02-10 18:05:56,318 epoch 105 - iter 126/632 - loss 0.13248340 - samples/sec: 237.00 - lr: 0.025000
+2021-02-10 18:06:04,645 epoch 105 - iter 189/632 - loss 0.12474294 - samples/sec: 242.34 - lr: 0.025000
+2021-02-10 18:06:13,103 epoch 105 - iter 252/632 - loss 0.13128264 - samples/sec: 238.57 - lr: 0.025000
+2021-02-10 18:06:21,925 epoch 105 - iter 315/632 - loss 0.13275648 - samples/sec: 228.72 - lr: 0.025000
+2021-02-10 18:06:30,170 epoch 105 - iter 378/632 - loss 0.13296755 - samples/sec: 244.71 - lr: 0.025000
+2021-02-10 18:06:38,480 epoch 105 - iter 441/632 - loss 0.13100385 - samples/sec: 242.85 - lr: 0.025000
+2021-02-10 18:06:47,046 epoch 105 - iter 504/632 - loss 0.13164371 - samples/sec: 235.55 - lr: 0.025000
+2021-02-10 18:06:55,362 epoch 105 - iter 567/632 - loss 0.13222397 - samples/sec: 242.65 - lr: 0.025000
+2021-02-10 18:07:03,774 epoch 105 - iter 630/632 - loss 0.13099526 - samples/sec: 239.86 - lr: 0.025000
+2021-02-10 18:07:03,910 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:07:03,910 EPOCH 105 done: loss 0.1307 - lr 0.0250000
+2021-02-10 18:07:03,910 BAD EPOCHS (no improvement): 0
+2021-02-10 18:07:03,918 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:07:12,438 epoch 106 - iter 63/632 - loss 0.13554237 - samples/sec: 236.87 - lr: 0.025000
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+2021-02-10 18:07:37,871 epoch 106 - iter 252/632 - loss 0.13369396 - samples/sec: 236.77 - lr: 0.025000
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+2021-02-10 18:07:54,612 epoch 106 - iter 378/632 - loss 0.13851632 - samples/sec: 243.90 - lr: 0.025000
+2021-02-10 18:08:03,017 epoch 106 - iter 441/632 - loss 0.13746964 - samples/sec: 240.09 - lr: 0.025000
+2021-02-10 18:08:11,417 epoch 106 - iter 504/632 - loss 0.13642730 - samples/sec: 240.20 - lr: 0.025000
+2021-02-10 18:08:20,005 epoch 106 - iter 567/632 - loss 0.13784808 - samples/sec: 234.96 - lr: 0.025000
+2021-02-10 18:08:28,670 epoch 106 - iter 630/632 - loss 0.13843078 - samples/sec: 232.88 - lr: 0.025000
+2021-02-10 18:08:28,808 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:08:28,809 EPOCH 106 done: loss 0.1383 - lr 0.0250000
+2021-02-10 18:08:28,809 BAD EPOCHS (no improvement): 1
+2021-02-10 18:08:28,812 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:08:37,375 epoch 107 - iter 63/632 - loss 0.15206806 - samples/sec: 235.64 - lr: 0.025000
+2021-02-10 18:08:45,697 epoch 107 - iter 126/632 - loss 0.14788757 - samples/sec: 242.49 - lr: 0.025000
+2021-02-10 18:08:54,120 epoch 107 - iter 189/632 - loss 0.14246400 - samples/sec: 239.55 - lr: 0.025000
+2021-02-10 18:09:02,624 epoch 107 - iter 252/632 - loss 0.14404705 - samples/sec: 237.30 - lr: 0.025000
+2021-02-10 18:09:11,072 epoch 107 - iter 315/632 - loss 0.13899337 - samples/sec: 238.85 - lr: 0.025000
+2021-02-10 18:09:19,371 epoch 107 - iter 378/632 - loss 0.13927710 - samples/sec: 243.13 - lr: 0.025000
+2021-02-10 18:09:27,701 epoch 107 - iter 441/632 - loss 0.13989981 - samples/sec: 242.25 - lr: 0.025000
+2021-02-10 18:09:36,302 epoch 107 - iter 504/632 - loss 0.13824449 - samples/sec: 234.60 - lr: 0.025000
+2021-02-10 18:09:44,713 epoch 107 - iter 567/632 - loss 0.13734774 - samples/sec: 239.92 - lr: 0.025000
+2021-02-10 18:09:53,565 epoch 107 - iter 630/632 - loss 0.13858725 - samples/sec: 227.95 - lr: 0.025000
+2021-02-10 18:09:53,743 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:09:53,743 EPOCH 107 done: loss 0.1383 - lr 0.0250000
+2021-02-10 18:09:53,743 BAD EPOCHS (no improvement): 2
+2021-02-10 18:09:53,747 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:10:02,265 epoch 108 - iter 63/632 - loss 0.12236256 - samples/sec: 236.90 - lr: 0.025000
+2021-02-10 18:10:10,802 epoch 108 - iter 126/632 - loss 0.13599004 - samples/sec: 236.38 - lr: 0.025000
+2021-02-10 18:10:19,285 epoch 108 - iter 189/632 - loss 0.12892972 - samples/sec: 237.88 - lr: 0.025000
+2021-02-10 18:10:27,495 epoch 108 - iter 252/632 - loss 0.12828962 - samples/sec: 245.79 - lr: 0.025000
+2021-02-10 18:10:35,981 epoch 108 - iter 315/632 - loss 0.12745142 - samples/sec: 237.78 - lr: 0.025000
+2021-02-10 18:10:44,888 epoch 108 - iter 378/632 - loss 0.12836386 - samples/sec: 226.54 - lr: 0.025000
+2021-02-10 18:10:53,127 epoch 108 - iter 441/632 - loss 0.13094178 - samples/sec: 244.91 - lr: 0.025000
+2021-02-10 18:11:01,488 epoch 108 - iter 504/632 - loss 0.13110118 - samples/sec: 241.36 - lr: 0.025000
+2021-02-10 18:11:09,971 epoch 108 - iter 567/632 - loss 0.13307203 - samples/sec: 237.87 - lr: 0.025000
+2021-02-10 18:11:18,731 epoch 108 - iter 630/632 - loss 0.13162737 - samples/sec: 230.33 - lr: 0.025000
+2021-02-10 18:11:18,992 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:11:18,993 EPOCH 108 done: loss 0.1318 - lr 0.0250000
+2021-02-10 18:11:18,993 BAD EPOCHS (no improvement): 3
+2021-02-10 18:11:18,997 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:11:27,468 epoch 109 - iter 63/632 - loss 0.14738728 - samples/sec: 238.20 - lr: 0.025000
+2021-02-10 18:11:36,175 epoch 109 - iter 126/632 - loss 0.13488076 - samples/sec: 231.74 - lr: 0.025000
+2021-02-10 18:11:44,423 epoch 109 - iter 189/632 - loss 0.13193420 - samples/sec: 244.64 - lr: 0.025000
+2021-02-10 18:11:52,816 epoch 109 - iter 252/632 - loss 0.13066013 - samples/sec: 240.44 - lr: 0.025000
+2021-02-10 18:12:01,164 epoch 109 - iter 315/632 - loss 0.13092968 - samples/sec: 241.73 - lr: 0.025000
+2021-02-10 18:12:09,659 epoch 109 - iter 378/632 - loss 0.13027489 - samples/sec: 237.52 - lr: 0.025000
+2021-02-10 18:12:18,041 epoch 109 - iter 441/632 - loss 0.13233763 - samples/sec: 240.75 - lr: 0.025000
+2021-02-10 18:12:26,646 epoch 109 - iter 504/632 - loss 0.13159123 - samples/sec: 234.48 - lr: 0.025000
+2021-02-10 18:12:35,175 epoch 109 - iter 567/632 - loss 0.13469669 - samples/sec: 236.59 - lr: 0.025000
+2021-02-10 18:12:43,867 epoch 109 - iter 630/632 - loss 0.13639915 - samples/sec: 232.16 - lr: 0.025000
+2021-02-10 18:12:44,020 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:12:44,020 EPOCH 109 done: loss 0.1361 - lr 0.0250000
+2021-02-10 18:12:44,020 BAD EPOCHS (no improvement): 4
+2021-02-10 18:12:44,023 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:12:52,592 epoch 110 - iter 63/632 - loss 0.14510068 - samples/sec: 235.49 - lr: 0.012500
+2021-02-10 18:13:01,012 epoch 110 - iter 126/632 - loss 0.13517114 - samples/sec: 239.66 - lr: 0.012500
+2021-02-10 18:13:09,494 epoch 110 - iter 189/632 - loss 0.13486893 - samples/sec: 237.88 - lr: 0.012500
+2021-02-10 18:13:18,048 epoch 110 - iter 252/632 - loss 0.13345408 - samples/sec: 235.90 - lr: 0.012500
+2021-02-10 18:13:26,365 epoch 110 - iter 315/632 - loss 0.13382878 - samples/sec: 242.62 - lr: 0.012500
+2021-02-10 18:13:34,513 epoch 110 - iter 378/632 - loss 0.13097311 - samples/sec: 247.65 - lr: 0.012500
+2021-02-10 18:13:43,053 epoch 110 - iter 441/632 - loss 0.13052955 - samples/sec: 236.30 - lr: 0.012500
+2021-02-10 18:13:51,565 epoch 110 - iter 504/632 - loss 0.13098427 - samples/sec: 237.06 - lr: 0.012500
+2021-02-10 18:13:59,917 epoch 110 - iter 567/632 - loss 0.13223788 - samples/sec: 241.60 - lr: 0.012500
+2021-02-10 18:14:08,576 epoch 110 - iter 630/632 - loss 0.13278988 - samples/sec: 233.03 - lr: 0.012500
+2021-02-10 18:14:08,727 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:14:08,727 EPOCH 110 done: loss 0.1327 - lr 0.0125000
+2021-02-10 18:14:08,727 BAD EPOCHS (no improvement): 1
+2021-02-10 18:14:08,734 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:14:17,321 epoch 111 - iter 63/632 - loss 0.11139661 - samples/sec: 235.03 - lr: 0.012500
+2021-02-10 18:14:25,651 epoch 111 - iter 126/632 - loss 0.11261350 - samples/sec: 242.24 - lr: 0.012500
+2021-02-10 18:14:34,129 epoch 111 - iter 189/632 - loss 0.11437224 - samples/sec: 238.00 - lr: 0.012500
+2021-02-10 18:14:42,590 epoch 111 - iter 252/632 - loss 0.11657006 - samples/sec: 238.49 - lr: 0.012500
+2021-02-10 18:14:51,488 epoch 111 - iter 315/632 - loss 0.12363446 - samples/sec: 226.79 - lr: 0.012500
+2021-02-10 18:15:00,008 epoch 111 - iter 378/632 - loss 0.12439576 - samples/sec: 236.81 - lr: 0.012500
+2021-02-10 18:15:08,394 epoch 111 - iter 441/632 - loss 0.12702845 - samples/sec: 240.64 - lr: 0.012500
+2021-02-10 18:15:16,968 epoch 111 - iter 504/632 - loss 0.12869492 - samples/sec: 235.34 - lr: 0.012500
+2021-02-10 18:15:25,339 epoch 111 - iter 567/632 - loss 0.12991457 - samples/sec: 241.06 - lr: 0.012500
+2021-02-10 18:15:33,920 epoch 111 - iter 630/632 - loss 0.13031573 - samples/sec: 235.15 - lr: 0.012500
+2021-02-10 18:15:34,098 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:15:34,098 EPOCH 111 done: loss 0.1301 - lr 0.0125000
+2021-02-10 18:15:34,098 BAD EPOCHS (no improvement): 0
+2021-02-10 18:15:34,113 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:15:42,491 epoch 112 - iter 63/632 - loss 0.12249683 - samples/sec: 240.88 - lr: 0.012500
+2021-02-10 18:15:50,960 epoch 112 - iter 126/632 - loss 0.12650944 - samples/sec: 238.28 - lr: 0.012500
+2021-02-10 18:15:59,437 epoch 112 - iter 189/632 - loss 0.12085280 - samples/sec: 238.03 - lr: 0.012500
+2021-02-10 18:16:08,043 epoch 112 - iter 252/632 - loss 0.12141031 - samples/sec: 234.47 - lr: 0.012500
+2021-02-10 18:16:16,226 epoch 112 - iter 315/632 - loss 0.11927386 - samples/sec: 246.60 - lr: 0.012500
+2021-02-10 18:16:24,450 epoch 112 - iter 378/632 - loss 0.12130919 - samples/sec: 245.36 - lr: 0.012500
+2021-02-10 18:16:33,153 epoch 112 - iter 441/632 - loss 0.12130503 - samples/sec: 231.85 - lr: 0.012500
+2021-02-10 18:16:42,092 epoch 112 - iter 504/632 - loss 0.12019487 - samples/sec: 225.73 - lr: 0.012500
+2021-02-10 18:16:50,552 epoch 112 - iter 567/632 - loss 0.12191284 - samples/sec: 238.51 - lr: 0.012500
+2021-02-10 18:16:58,940 epoch 112 - iter 630/632 - loss 0.12107155 - samples/sec: 240.55 - lr: 0.012500
+2021-02-10 18:16:59,099 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:16:59,099 EPOCH 112 done: loss 0.1208 - lr 0.0125000
+2021-02-10 18:16:59,100 BAD EPOCHS (no improvement): 0
+2021-02-10 18:16:59,103 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:17:07,339 epoch 113 - iter 63/632 - loss 0.10182566 - samples/sec: 245.02 - lr: 0.012500
+2021-02-10 18:17:15,648 epoch 113 - iter 126/632 - loss 0.11489396 - samples/sec: 242.85 - lr: 0.012500
+2021-02-10 18:17:24,232 epoch 113 - iter 189/632 - loss 0.12255173 - samples/sec: 235.06 - lr: 0.012500
+2021-02-10 18:17:32,668 epoch 113 - iter 252/632 - loss 0.12449595 - samples/sec: 239.21 - lr: 0.012500
+2021-02-10 18:17:41,152 epoch 113 - iter 315/632 - loss 0.12622409 - samples/sec: 237.83 - lr: 0.012500
+2021-02-10 18:17:49,414 epoch 113 - iter 378/632 - loss 0.12402297 - samples/sec: 244.24 - lr: 0.012500
+2021-02-10 18:17:57,940 epoch 113 - iter 441/632 - loss 0.12554692 - samples/sec: 236.66 - lr: 0.012500
+2021-02-10 18:18:06,218 epoch 113 - iter 504/632 - loss 0.12549302 - samples/sec: 243.75 - lr: 0.012500
+2021-02-10 18:18:25,441 epoch 113 - iter 567/632 - loss 0.12639988 - samples/sec: 228.56 - lr: 0.012500
+2021-02-10 18:18:34,093 epoch 113 - iter 630/632 - loss 0.12748923 - samples/sec: 233.21 - lr: 0.012500
+2021-02-10 18:18:34,276 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:18:34,276 EPOCH 113 done: loss 0.1273 - lr 0.0125000
+2021-02-10 18:18:34,276 BAD EPOCHS (no improvement): 1
+2021-02-10 18:18:45,975 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:18:54,406 epoch 114 - iter 63/632 - loss 0.11659544 - samples/sec: 239.37 - lr: 0.012500
+2021-02-10 18:19:04,487 epoch 114 - iter 126/632 - loss 0.12287171 - samples/sec: 200.13 - lr: 0.012500
+2021-02-10 18:19:12,773 epoch 114 - iter 189/632 - loss 0.12654210 - samples/sec: 243.49 - lr: 0.012500
+2021-02-10 18:19:21,401 epoch 114 - iter 252/632 - loss 0.12275678 - samples/sec: 233.86 - lr: 0.012500
+2021-02-10 18:19:29,880 epoch 114 - iter 315/632 - loss 0.12196717 - samples/sec: 237.97 - lr: 0.012500
+2021-02-10 18:19:38,267 epoch 114 - iter 378/632 - loss 0.12108622 - samples/sec: 240.60 - lr: 0.012500
+2021-02-10 18:19:46,686 epoch 114 - iter 441/632 - loss 0.12067901 - samples/sec: 239.69 - lr: 0.012500
+2021-02-10 18:19:55,160 epoch 114 - iter 504/632 - loss 0.11921487 - samples/sec: 238.12 - lr: 0.012500
+2021-02-10 18:20:03,580 epoch 114 - iter 567/632 - loss 0.11875058 - samples/sec: 239.66 - lr: 0.012500
+2021-02-10 18:20:12,040 epoch 114 - iter 630/632 - loss 0.12135315 - samples/sec: 238.51 - lr: 0.012500
+2021-02-10 18:20:12,189 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:20:12,189 EPOCH 114 done: loss 0.1211 - lr 0.0125000
+2021-02-10 18:20:12,189 BAD EPOCHS (no improvement): 2
+2021-02-10 18:20:12,192 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:20:20,548 epoch 115 - iter 63/632 - loss 0.11943464 - samples/sec: 241.49 - lr: 0.012500
+2021-02-10 18:20:29,086 epoch 115 - iter 126/632 - loss 0.12124593 - samples/sec: 236.32 - lr: 0.012500
+2021-02-10 18:20:37,846 epoch 115 - iter 189/632 - loss 0.13136084 - samples/sec: 230.34 - lr: 0.012500
+2021-02-10 18:20:46,321 epoch 115 - iter 252/632 - loss 0.13270938 - samples/sec: 238.08 - lr: 0.012500
+2021-02-10 18:20:54,617 epoch 115 - iter 315/632 - loss 0.12855188 - samples/sec: 243.23 - lr: 0.012500
+2021-02-10 18:21:03,201 epoch 115 - iter 378/632 - loss 0.12705645 - samples/sec: 235.05 - lr: 0.012500
+2021-02-10 18:21:11,662 epoch 115 - iter 441/632 - loss 0.12641171 - samples/sec: 238.49 - lr: 0.012500
+2021-02-10 18:21:20,275 epoch 115 - iter 504/632 - loss 0.12613333 - samples/sec: 234.27 - lr: 0.012500
+2021-02-10 18:21:28,434 epoch 115 - iter 567/632 - loss 0.12605413 - samples/sec: 247.30 - lr: 0.012500
+2021-02-10 18:21:36,907 epoch 115 - iter 630/632 - loss 0.12463015 - samples/sec: 238.16 - lr: 0.012500
+2021-02-10 18:21:37,032 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:21:37,032 EPOCH 115 done: loss 0.1247 - lr 0.0125000
+2021-02-10 18:21:37,032 BAD EPOCHS (no improvement): 3
+2021-02-10 18:21:37,058 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:21:45,368 epoch 116 - iter 63/632 - loss 0.11824221 - samples/sec: 242.86 - lr: 0.012500
+2021-02-10 18:21:53,884 epoch 116 - iter 126/632 - loss 0.12139028 - samples/sec: 236.93 - lr: 0.012500
+2021-02-10 18:22:02,395 epoch 116 - iter 189/632 - loss 0.12037539 - samples/sec: 237.11 - lr: 0.012500
+2021-02-10 18:22:10,724 epoch 116 - iter 252/632 - loss 0.12076820 - samples/sec: 242.28 - lr: 0.012500
+2021-02-10 18:22:19,245 epoch 116 - iter 315/632 - loss 0.11805986 - samples/sec: 236.81 - lr: 0.012500
+2021-02-10 18:22:28,020 epoch 116 - iter 378/632 - loss 0.11879072 - samples/sec: 229.92 - lr: 0.012500
+2021-02-10 18:22:36,670 epoch 116 - iter 441/632 - loss 0.11994522 - samples/sec: 233.27 - lr: 0.012500
+2021-02-10 18:22:45,089 epoch 116 - iter 504/632 - loss 0.11831586 - samples/sec: 239.68 - lr: 0.012500
+2021-02-10 18:22:53,442 epoch 116 - iter 567/632 - loss 0.11899422 - samples/sec: 241.56 - lr: 0.012500
+2021-02-10 18:23:01,884 epoch 116 - iter 630/632 - loss 0.12148101 - samples/sec: 239.01 - lr: 0.012500
+2021-02-10 18:23:02,062 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:23:02,062 EPOCH 116 done: loss 0.1215 - lr 0.0125000
+2021-02-10 18:23:02,062 BAD EPOCHS (no improvement): 4
+2021-02-10 18:23:02,065 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:23:10,705 epoch 117 - iter 63/632 - loss 0.11609050 - samples/sec: 233.55 - lr: 0.006250
+2021-02-10 18:23:19,093 epoch 117 - iter 126/632 - loss 0.11916886 - samples/sec: 240.57 - lr: 0.006250
+2021-02-10 18:23:27,702 epoch 117 - iter 189/632 - loss 0.12583577 - samples/sec: 234.38 - lr: 0.006250
+2021-02-10 18:23:35,801 epoch 117 - iter 252/632 - loss 0.12915552 - samples/sec: 249.16 - lr: 0.006250
+2021-02-10 18:23:44,061 epoch 117 - iter 315/632 - loss 0.12730506 - samples/sec: 244.28 - lr: 0.006250
+2021-02-10 18:23:52,517 epoch 117 - iter 378/632 - loss 0.12555011 - samples/sec: 238.62 - lr: 0.006250
+2021-02-10 18:24:00,717 epoch 117 - iter 441/632 - loss 0.12778878 - samples/sec: 246.10 - lr: 0.006250
+2021-02-10 18:24:09,182 epoch 117 - iter 504/632 - loss 0.12500904 - samples/sec: 238.37 - lr: 0.006250
+2021-02-10 18:24:17,878 epoch 117 - iter 567/632 - loss 0.12397765 - samples/sec: 232.06 - lr: 0.006250
+2021-02-10 18:24:26,099 epoch 117 - iter 630/632 - loss 0.12368386 - samples/sec: 245.44 - lr: 0.006250
+2021-02-10 18:24:26,302 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:24:26,302 EPOCH 117 done: loss 0.1243 - lr 0.0062500
+2021-02-10 18:24:26,302 BAD EPOCHS (no improvement): 1
+2021-02-10 18:24:26,306 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:24:34,699 epoch 118 - iter 63/632 - loss 0.11854375 - samples/sec: 240.46 - lr: 0.006250
+2021-02-10 18:24:43,037 epoch 118 - iter 126/632 - loss 0.11304414 - samples/sec: 242.00 - lr: 0.006250
+2021-02-10 18:24:51,256 epoch 118 - iter 189/632 - loss 0.11739147 - samples/sec: 245.51 - lr: 0.006250
+2021-02-10 18:24:59,779 epoch 118 - iter 252/632 - loss 0.11497980 - samples/sec: 236.76 - lr: 0.006250
+2021-02-10 18:25:08,349 epoch 118 - iter 315/632 - loss 0.11537714 - samples/sec: 235.45 - lr: 0.006250
+2021-02-10 18:25:16,761 epoch 118 - iter 378/632 - loss 0.11516655 - samples/sec: 239.90 - lr: 0.006250
+2021-02-10 18:25:25,198 epoch 118 - iter 441/632 - loss 0.11471641 - samples/sec: 239.17 - lr: 0.006250
+2021-02-10 18:25:33,784 epoch 118 - iter 504/632 - loss 0.11556196 - samples/sec: 235.01 - lr: 0.006250
+2021-02-10 18:25:42,142 epoch 118 - iter 567/632 - loss 0.11970688 - samples/sec: 241.43 - lr: 0.006250
+2021-02-10 18:25:50,608 epoch 118 - iter 630/632 - loss 0.12162790 - samples/sec: 238.33 - lr: 0.006250
+2021-02-10 18:25:50,750 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:25:50,750 EPOCH 118 done: loss 0.1213 - lr 0.0062500
+2021-02-10 18:25:50,750 BAD EPOCHS (no improvement): 2
+2021-02-10 18:25:50,753 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:25:59,472 epoch 119 - iter 63/632 - loss 0.13702916 - samples/sec: 231.44 - lr: 0.006250
+2021-02-10 18:26:07,799 epoch 119 - iter 126/632 - loss 0.13168664 - samples/sec: 242.31 - lr: 0.006250
+2021-02-10 18:26:16,334 epoch 119 - iter 189/632 - loss 0.12723453 - samples/sec: 236.43 - lr: 0.006250
+2021-02-10 18:26:25,083 epoch 119 - iter 252/632 - loss 0.12879646 - samples/sec: 230.62 - lr: 0.006250
+2021-02-10 18:26:33,482 epoch 119 - iter 315/632 - loss 0.12628547 - samples/sec: 240.26 - lr: 0.006250
+2021-02-10 18:26:42,117 epoch 119 - iter 378/632 - loss 0.12597898 - samples/sec: 233.68 - lr: 0.006250
+2021-02-10 18:26:50,711 epoch 119 - iter 441/632 - loss 0.12651364 - samples/sec: 234.78 - lr: 0.006250
+2021-02-10 18:26:59,251 epoch 119 - iter 504/632 - loss 0.12649686 - samples/sec: 236.25 - lr: 0.006250
+2021-02-10 18:27:07,539 epoch 119 - iter 567/632 - loss 0.12622540 - samples/sec: 243.48 - lr: 0.006250
+2021-02-10 18:27:15,731 epoch 119 - iter 630/632 - loss 0.12617111 - samples/sec: 246.30 - lr: 0.006250
+2021-02-10 18:27:15,885 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:27:15,886 EPOCH 119 done: loss 0.1259 - lr 0.0062500
+2021-02-10 18:27:15,886 BAD EPOCHS (no improvement): 3
+2021-02-10 18:27:15,891 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:27:24,076 epoch 120 - iter 63/632 - loss 0.09761096 - samples/sec: 246.53 - lr: 0.006250
+2021-02-10 18:27:32,558 epoch 120 - iter 126/632 - loss 0.10850477 - samples/sec: 237.87 - lr: 0.006250
+2021-02-10 18:27:41,002 epoch 120 - iter 189/632 - loss 0.11405252 - samples/sec: 238.98 - lr: 0.006250
+2021-02-10 18:27:49,453 epoch 120 - iter 252/632 - loss 0.10876587 - samples/sec: 238.74 - lr: 0.006250
+2021-02-10 18:27:57,897 epoch 120 - iter 315/632 - loss 0.11231193 - samples/sec: 238.96 - lr: 0.006250
+2021-02-10 18:28:05,978 epoch 120 - iter 378/632 - loss 0.11357662 - samples/sec: 249.71 - lr: 0.006250
+2021-02-10 18:28:14,590 epoch 120 - iter 441/632 - loss 0.11434362 - samples/sec: 234.30 - lr: 0.006250
+2021-02-10 18:28:23,142 epoch 120 - iter 504/632 - loss 0.11546779 - samples/sec: 235.95 - lr: 0.006250
+2021-02-10 18:28:31,395 epoch 120 - iter 567/632 - loss 0.11910463 - samples/sec: 244.52 - lr: 0.006250
+2021-02-10 18:28:39,808 epoch 120 - iter 630/632 - loss 0.12032500 - samples/sec: 239.85 - lr: 0.006250
+2021-02-10 18:28:39,963 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:28:39,963 EPOCH 120 done: loss 0.1202 - lr 0.0062500
+2021-02-10 18:28:39,963 BAD EPOCHS (no improvement): 0
+2021-02-10 18:28:39,966 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:28:48,363 epoch 121 - iter 63/632 - loss 0.12711464 - samples/sec: 240.33 - lr: 0.006250
+2021-02-10 18:28:56,692 epoch 121 - iter 126/632 - loss 0.12609882 - samples/sec: 242.25 - lr: 0.006250
+2021-02-10 18:29:05,042 epoch 121 - iter 189/632 - loss 0.12092892 - samples/sec: 241.66 - lr: 0.006250
+2021-02-10 18:29:13,422 epoch 121 - iter 252/632 - loss 0.12625321 - samples/sec: 240.81 - lr: 0.006250
+2021-02-10 18:29:21,946 epoch 121 - iter 315/632 - loss 0.12341450 - samples/sec: 236.70 - lr: 0.006250
+2021-02-10 18:29:30,568 epoch 121 - iter 378/632 - loss 0.12012613 - samples/sec: 234.05 - lr: 0.006250
+2021-02-10 18:29:39,099 epoch 121 - iter 441/632 - loss 0.12210557 - samples/sec: 236.53 - lr: 0.006250
+2021-02-10 18:29:47,481 epoch 121 - iter 504/632 - loss 0.11865018 - samples/sec: 240.72 - lr: 0.006250
+2021-02-10 18:29:55,946 epoch 121 - iter 567/632 - loss 0.11880800 - samples/sec: 238.39 - lr: 0.006250
+2021-02-10 18:30:04,384 epoch 121 - iter 630/632 - loss 0.12039620 - samples/sec: 239.13 - lr: 0.006250
+2021-02-10 18:30:04,544 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:30:04,544 EPOCH 121 done: loss 0.1201 - lr 0.0062500
+2021-02-10 18:30:04,545 BAD EPOCHS (no improvement): 0
+2021-02-10 18:30:04,549 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:30:13,373 epoch 122 - iter 63/632 - loss 0.12007046 - samples/sec: 228.66 - lr: 0.006250
+2021-02-10 18:30:22,020 epoch 122 - iter 126/632 - loss 0.11382482 - samples/sec: 233.35 - lr: 0.006250
+2021-02-10 18:30:30,537 epoch 122 - iter 189/632 - loss 0.11368548 - samples/sec: 236.92 - lr: 0.006250
+2021-02-10 18:30:39,146 epoch 122 - iter 252/632 - loss 0.11205525 - samples/sec: 234.38 - lr: 0.006250
+2021-02-10 18:30:47,382 epoch 122 - iter 315/632 - loss 0.11635375 - samples/sec: 245.02 - lr: 0.006250
+2021-02-10 18:30:55,819 epoch 122 - iter 378/632 - loss 0.11381703 - samples/sec: 239.16 - lr: 0.006250
+2021-02-10 18:31:04,442 epoch 122 - iter 441/632 - loss 0.11585299 - samples/sec: 234.00 - lr: 0.006250
+2021-02-10 18:31:12,940 epoch 122 - iter 504/632 - loss 0.11577622 - samples/sec: 237.43 - lr: 0.006250
+2021-02-10 18:31:21,231 epoch 122 - iter 567/632 - loss 0.11569927 - samples/sec: 243.41 - lr: 0.006250
+2021-02-10 18:31:29,447 epoch 122 - iter 630/632 - loss 0.11584512 - samples/sec: 245.59 - lr: 0.006250
+2021-02-10 18:31:29,618 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:31:29,618 EPOCH 122 done: loss 0.1162 - lr 0.0062500
+2021-02-10 18:31:29,618 BAD EPOCHS (no improvement): 0
+2021-02-10 18:31:29,621 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:31:37,825 epoch 123 - iter 63/632 - loss 0.12392205 - samples/sec: 245.99 - lr: 0.006250
+2021-02-10 18:31:46,207 epoch 123 - iter 126/632 - loss 0.11656699 - samples/sec: 240.72 - lr: 0.006250
+2021-02-10 18:31:54,659 epoch 123 - iter 189/632 - loss 0.12314478 - samples/sec: 238.76 - lr: 0.006250
+2021-02-10 18:32:03,379 epoch 123 - iter 252/632 - loss 0.12423428 - samples/sec: 231.39 - lr: 0.006250
+2021-02-10 18:32:11,705 epoch 123 - iter 315/632 - loss 0.12357983 - samples/sec: 242.36 - lr: 0.006250
+2021-02-10 18:32:20,022 epoch 123 - iter 378/632 - loss 0.12653785 - samples/sec: 242.64 - lr: 0.006250
+2021-02-10 18:32:28,500 epoch 123 - iter 441/632 - loss 0.12625223 - samples/sec: 238.00 - lr: 0.006250
+2021-02-10 18:32:36,612 epoch 123 - iter 504/632 - loss 0.12193138 - samples/sec: 248.76 - lr: 0.006250
+2021-02-10 18:32:45,348 epoch 123 - iter 567/632 - loss 0.12395472 - samples/sec: 230.97 - lr: 0.006250
+2021-02-10 18:32:53,719 epoch 123 - iter 630/632 - loss 0.12374914 - samples/sec: 241.03 - lr: 0.006250
+2021-02-10 18:32:53,880 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:32:53,880 EPOCH 123 done: loss 0.1234 - lr 0.0062500
+2021-02-10 18:32:53,880 BAD EPOCHS (no improvement): 1
+2021-02-10 18:32:53,883 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:33:02,476 epoch 124 - iter 63/632 - loss 0.11222096 - samples/sec: 234.82 - lr: 0.006250
+2021-02-10 18:33:10,701 epoch 124 - iter 126/632 - loss 0.11167117 - samples/sec: 245.34 - lr: 0.006250
+2021-02-10 18:33:19,088 epoch 124 - iter 189/632 - loss 0.11031051 - samples/sec: 240.58 - lr: 0.006250
+2021-02-10 18:33:27,486 epoch 124 - iter 252/632 - loss 0.11979787 - samples/sec: 240.28 - lr: 0.006250
+2021-02-10 18:33:35,995 epoch 124 - iter 315/632 - loss 0.12056673 - samples/sec: 237.14 - lr: 0.006250
+2021-02-10 18:33:44,445 epoch 124 - iter 378/632 - loss 0.11849233 - samples/sec: 238.81 - lr: 0.006250
+2021-02-10 18:33:52,946 epoch 124 - iter 441/632 - loss 0.11888521 - samples/sec: 237.39 - lr: 0.006250
+2021-02-10 18:34:01,400 epoch 124 - iter 504/632 - loss 0.12179626 - samples/sec: 238.68 - lr: 0.006250
+2021-02-10 18:34:09,839 epoch 124 - iter 567/632 - loss 0.12434970 - samples/sec: 239.11 - lr: 0.006250
+2021-02-10 18:34:18,386 epoch 124 - iter 630/632 - loss 0.12436281 - samples/sec: 236.07 - lr: 0.006250
+2021-02-10 18:34:18,509 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:34:18,510 EPOCH 124 done: loss 0.1240 - lr 0.0062500
+2021-02-10 18:34:18,510 BAD EPOCHS (no improvement): 2
+2021-02-10 18:34:18,512 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:34:26,888 epoch 125 - iter 63/632 - loss 0.12769208 - samples/sec: 240.94 - lr: 0.006250
+2021-02-10 18:34:35,684 epoch 125 - iter 126/632 - loss 0.12017592 - samples/sec: 229.40 - lr: 0.006250
+2021-02-10 18:34:43,892 epoch 125 - iter 189/632 - loss 0.12182657 - samples/sec: 245.82 - lr: 0.006250
+2021-02-10 18:34:52,321 epoch 125 - iter 252/632 - loss 0.12119343 - samples/sec: 239.39 - lr: 0.006250
+2021-02-10 18:35:00,660 epoch 125 - iter 315/632 - loss 0.11896981 - samples/sec: 241.97 - lr: 0.006250
+2021-02-10 18:35:08,931 epoch 125 - iter 378/632 - loss 0.11943225 - samples/sec: 243.96 - lr: 0.006250
+2021-02-10 18:35:17,400 epoch 125 - iter 441/632 - loss 0.12057313 - samples/sec: 238.26 - lr: 0.006250
+2021-02-10 18:35:26,014 epoch 125 - iter 504/632 - loss 0.12155195 - samples/sec: 234.26 - lr: 0.006250
+2021-02-10 18:35:34,340 epoch 125 - iter 567/632 - loss 0.12200718 - samples/sec: 242.36 - lr: 0.006250
+2021-02-10 18:35:42,913 epoch 125 - iter 630/632 - loss 0.12432788 - samples/sec: 235.38 - lr: 0.006250
+2021-02-10 18:35:43,082 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:35:43,083 EPOCH 125 done: loss 0.1245 - lr 0.0062500
+2021-02-10 18:35:43,083 BAD EPOCHS (no improvement): 3
+2021-02-10 18:35:43,085 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:35:51,476 epoch 126 - iter 63/632 - loss 0.12446041 - samples/sec: 240.51 - lr: 0.006250
+2021-02-10 18:36:00,098 epoch 126 - iter 126/632 - loss 0.12082428 - samples/sec: 234.03 - lr: 0.006250
+2021-02-10 18:36:08,716 epoch 126 - iter 189/632 - loss 0.12856699 - samples/sec: 234.13 - lr: 0.006250
+2021-02-10 18:36:17,192 epoch 126 - iter 252/632 - loss 0.12613087 - samples/sec: 238.07 - lr: 0.006250
+2021-02-10 18:36:25,442 epoch 126 - iter 315/632 - loss 0.12528984 - samples/sec: 244.59 - lr: 0.006250
+2021-02-10 18:36:33,916 epoch 126 - iter 378/632 - loss 0.12126891 - samples/sec: 238.13 - lr: 0.006250
+2021-02-10 18:36:42,606 epoch 126 - iter 441/632 - loss 0.12092543 - samples/sec: 232.18 - lr: 0.006250
+2021-02-10 18:36:51,246 epoch 126 - iter 504/632 - loss 0.12130065 - samples/sec: 233.53 - lr: 0.006250
+2021-02-10 18:36:59,555 epoch 126 - iter 567/632 - loss 0.12064036 - samples/sec: 242.84 - lr: 0.006250
+2021-02-10 18:37:07,912 epoch 126 - iter 630/632 - loss 0.12081743 - samples/sec: 241.47 - lr: 0.006250
+2021-02-10 18:37:08,069 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:37:08,069 EPOCH 126 done: loss 0.1205 - lr 0.0062500
+2021-02-10 18:37:08,069 BAD EPOCHS (no improvement): 4
+2021-02-10 18:37:08,089 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:37:16,713 epoch 127 - iter 63/632 - loss 0.12070847 - samples/sec: 234.02 - lr: 0.003125
+2021-02-10 18:37:25,078 epoch 127 - iter 126/632 - loss 0.11985195 - samples/sec: 241.20 - lr: 0.003125
+2021-02-10 18:37:33,678 epoch 127 - iter 189/632 - loss 0.12163483 - samples/sec: 234.66 - lr: 0.003125
+2021-02-10 18:37:42,181 epoch 127 - iter 252/632 - loss 0.12648991 - samples/sec: 237.31 - lr: 0.003125
+2021-02-10 18:37:50,663 epoch 127 - iter 315/632 - loss 0.12661660 - samples/sec: 237.89 - lr: 0.003125
+2021-02-10 18:37:58,860 epoch 127 - iter 378/632 - loss 0.12742763 - samples/sec: 246.17 - lr: 0.003125
+2021-02-10 18:38:07,621 epoch 127 - iter 441/632 - loss 0.12659907 - samples/sec: 230.32 - lr: 0.003125
+2021-02-10 18:38:16,196 epoch 127 - iter 504/632 - loss 0.12634611 - samples/sec: 235.32 - lr: 0.003125
+2021-02-10 18:38:24,473 epoch 127 - iter 567/632 - loss 0.12681180 - samples/sec: 243.79 - lr: 0.003125
+2021-02-10 18:38:32,615 epoch 127 - iter 630/632 - loss 0.12717064 - samples/sec: 247.81 - lr: 0.003125
+2021-02-10 18:38:32,738 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:38:32,738 EPOCH 127 done: loss 0.1269 - lr 0.0031250
+2021-02-10 18:38:32,738 BAD EPOCHS (no improvement): 1
+2021-02-10 18:38:32,747 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:38:40,961 epoch 128 - iter 63/632 - loss 0.12997483 - samples/sec: 245.68 - lr: 0.003125
+2021-02-10 18:38:49,697 epoch 128 - iter 126/632 - loss 0.12252755 - samples/sec: 231.00 - lr: 0.003125
+2021-02-10 18:38:58,243 epoch 128 - iter 189/632 - loss 0.12175554 - samples/sec: 236.11 - lr: 0.003125
+2021-02-10 18:39:06,736 epoch 128 - iter 252/632 - loss 0.12302071 - samples/sec: 237.57 - lr: 0.003125
+2021-02-10 18:39:14,969 epoch 128 - iter 315/632 - loss 0.12122430 - samples/sec: 245.11 - lr: 0.003125
+2021-02-10 18:39:25,146 epoch 128 - iter 378/632 - loss 0.12206952 - samples/sec: 198.26 - lr: 0.003125
+2021-02-10 18:39:33,554 epoch 128 - iter 441/632 - loss 0.12425833 - samples/sec: 239.98 - lr: 0.003125
+2021-02-10 18:39:41,796 epoch 128 - iter 504/632 - loss 0.12385245 - samples/sec: 244.85 - lr: 0.003125
+2021-02-10 18:39:50,103 epoch 128 - iter 567/632 - loss 0.12296173 - samples/sec: 242.91 - lr: 0.003125
+2021-02-10 18:39:58,492 epoch 128 - iter 630/632 - loss 0.12182317 - samples/sec: 240.56 - lr: 0.003125
+2021-02-10 18:39:58,648 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:39:58,648 EPOCH 128 done: loss 0.1219 - lr 0.0031250
+2021-02-10 18:39:58,648 BAD EPOCHS (no improvement): 2
+2021-02-10 18:39:58,651 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:40:07,414 epoch 129 - iter 63/632 - loss 0.14770136 - samples/sec: 230.28 - lr: 0.003125
+2021-02-10 18:40:15,921 epoch 129 - iter 126/632 - loss 0.12790605 - samples/sec: 237.20 - lr: 0.003125
+2021-02-10 18:40:24,424 epoch 129 - iter 189/632 - loss 0.12786226 - samples/sec: 237.30 - lr: 0.003125
+2021-02-10 18:40:32,485 epoch 129 - iter 252/632 - loss 0.12609815 - samples/sec: 250.29 - lr: 0.003125
+2021-02-10 18:40:40,859 epoch 129 - iter 315/632 - loss 0.12344253 - samples/sec: 240.98 - lr: 0.003125
+2021-02-10 18:40:49,195 epoch 129 - iter 378/632 - loss 0.12370789 - samples/sec: 242.06 - lr: 0.003125
+2021-02-10 18:40:57,476 epoch 129 - iter 441/632 - loss 0.12298068 - samples/sec: 243.68 - lr: 0.003125
+2021-02-10 18:41:05,861 epoch 129 - iter 504/632 - loss 0.12146754 - samples/sec: 240.64 - lr: 0.003125
+2021-02-10 18:41:14,186 epoch 129 - iter 567/632 - loss 0.12303901 - samples/sec: 242.38 - lr: 0.003125
+2021-02-10 18:41:22,655 epoch 129 - iter 630/632 - loss 0.12465404 - samples/sec: 238.26 - lr: 0.003125
+2021-02-10 18:41:22,849 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:41:22,849 EPOCH 129 done: loss 0.1334 - lr 0.0031250
+2021-02-10 18:41:22,849 BAD EPOCHS (no improvement): 3
+2021-02-10 18:41:22,851 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:41:31,278 epoch 130 - iter 63/632 - loss 0.12133976 - samples/sec: 239.45 - lr: 0.003125
+2021-02-10 18:41:39,743 epoch 130 - iter 126/632 - loss 0.12590433 - samples/sec: 238.37 - lr: 0.003125
+2021-02-10 18:41:47,870 epoch 130 - iter 189/632 - loss 0.12153545 - samples/sec: 248.29 - lr: 0.003125
+2021-02-10 18:41:56,408 epoch 130 - iter 252/632 - loss 0.12352518 - samples/sec: 236.32 - lr: 0.003125
+2021-02-10 18:42:04,994 epoch 130 - iter 315/632 - loss 0.12329032 - samples/sec: 235.02 - lr: 0.003125
+2021-02-10 18:42:13,698 epoch 130 - iter 378/632 - loss 0.12284368 - samples/sec: 231.84 - lr: 0.003125
+2021-02-10 18:42:22,339 epoch 130 - iter 441/632 - loss 0.12094733 - samples/sec: 233.51 - lr: 0.003125
+2021-02-10 18:42:31,021 epoch 130 - iter 504/632 - loss 0.12057429 - samples/sec: 232.41 - lr: 0.003125
+2021-02-10 18:42:39,411 epoch 130 - iter 567/632 - loss 0.12064828 - samples/sec: 240.50 - lr: 0.003125
+2021-02-10 18:42:47,845 epoch 130 - iter 630/632 - loss 0.12099855 - samples/sec: 239.25 - lr: 0.003125
+2021-02-10 18:42:48,049 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:42:48,049 EPOCH 130 done: loss 0.1209 - lr 0.0031250
+2021-02-10 18:42:48,049 BAD EPOCHS (no improvement): 4
+2021-02-10 18:42:48,053 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:42:56,426 epoch 131 - iter 63/632 - loss 0.14075049 - samples/sec: 241.01 - lr: 0.001563
+2021-02-10 18:43:05,126 epoch 131 - iter 126/632 - loss 0.13373060 - samples/sec: 231.93 - lr: 0.001563
+2021-02-10 18:43:13,282 epoch 131 - iter 189/632 - loss 0.12667385 - samples/sec: 247.39 - lr: 0.001563
+2021-02-10 18:43:21,895 epoch 131 - iter 252/632 - loss 0.13031205 - samples/sec: 234.28 - lr: 0.001563
+2021-02-10 18:43:30,405 epoch 131 - iter 315/632 - loss 0.12991285 - samples/sec: 237.10 - lr: 0.001563
+2021-02-10 18:43:38,972 epoch 131 - iter 378/632 - loss 0.12767003 - samples/sec: 235.56 - lr: 0.001563
+2021-02-10 18:43:47,396 epoch 131 - iter 441/632 - loss 0.12762542 - samples/sec: 239.51 - lr: 0.001563
+2021-02-10 18:43:55,685 epoch 131 - iter 504/632 - loss 0.12915916 - samples/sec: 243.46 - lr: 0.001563
+2021-02-10 18:44:04,300 epoch 131 - iter 567/632 - loss 0.12738553 - samples/sec: 234.21 - lr: 0.001563
+2021-02-10 18:44:12,913 epoch 131 - iter 630/632 - loss 0.12419121 - samples/sec: 234.30 - lr: 0.001563
+2021-02-10 18:44:13,124 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:44:13,124 EPOCH 131 done: loss 0.1241 - lr 0.0015625
+2021-02-10 18:44:13,124 BAD EPOCHS (no improvement): 1
+2021-02-10 18:44:13,127 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:44:21,580 epoch 132 - iter 63/632 - loss 0.12616769 - samples/sec: 238.74 - lr: 0.001563
+2021-02-10 18:44:30,097 epoch 132 - iter 126/632 - loss 0.11778754 - samples/sec: 236.91 - lr: 0.001563
+2021-02-10 18:44:38,598 epoch 132 - iter 189/632 - loss 0.11542176 - samples/sec: 237.37 - lr: 0.001563
+2021-02-10 18:44:47,234 epoch 132 - iter 252/632 - loss 0.11645653 - samples/sec: 233.65 - lr: 0.001563
+2021-02-10 18:44:55,765 epoch 132 - iter 315/632 - loss 0.11513898 - samples/sec: 236.54 - lr: 0.001563
+2021-02-10 18:45:04,535 epoch 132 - iter 378/632 - loss 0.11461116 - samples/sec: 230.07 - lr: 0.001563
+2021-02-10 18:45:12,921 epoch 132 - iter 441/632 - loss 0.11513420 - samples/sec: 240.62 - lr: 0.001563
+2021-02-10 18:45:21,405 epoch 132 - iter 504/632 - loss 0.11546429 - samples/sec: 237.85 - lr: 0.001563
+2021-02-10 18:45:29,730 epoch 132 - iter 567/632 - loss 0.11603771 - samples/sec: 242.39 - lr: 0.001563
+2021-02-10 18:45:38,175 epoch 132 - iter 630/632 - loss 0.11442844 - samples/sec: 238.93 - lr: 0.001563
+2021-02-10 18:45:38,342 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:45:38,342 EPOCH 132 done: loss 0.1149 - lr 0.0015625
+2021-02-10 18:45:38,342 BAD EPOCHS (no improvement): 0
+2021-02-10 18:45:38,344 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:45:46,775 epoch 133 - iter 63/632 - loss 0.11705060 - samples/sec: 239.38 - lr: 0.001563
+2021-02-10 18:45:55,078 epoch 133 - iter 126/632 - loss 0.10500518 - samples/sec: 243.02 - lr: 0.001563
+2021-02-10 18:46:03,566 epoch 133 - iter 189/632 - loss 0.11252236 - samples/sec: 237.73 - lr: 0.001563
+2021-02-10 18:46:12,601 epoch 133 - iter 252/632 - loss 0.11572954 - samples/sec: 223.33 - lr: 0.001563
+2021-02-10 18:46:21,010 epoch 133 - iter 315/632 - loss 0.11646899 - samples/sec: 239.99 - lr: 0.001563
+2021-02-10 18:46:29,316 epoch 133 - iter 378/632 - loss 0.11457307 - samples/sec: 242.95 - lr: 0.001563
+2021-02-10 18:46:37,762 epoch 133 - iter 441/632 - loss 0.11652268 - samples/sec: 238.88 - lr: 0.001563
+2021-02-10 18:46:46,417 epoch 133 - iter 504/632 - loss 0.11785062 - samples/sec: 233.16 - lr: 0.001563
+2021-02-10 18:46:54,924 epoch 133 - iter 567/632 - loss 0.12190521 - samples/sec: 237.20 - lr: 0.001563
+2021-02-10 18:47:03,623 epoch 133 - iter 630/632 - loss 0.12139018 - samples/sec: 231.96 - lr: 0.001563
+2021-02-10 18:47:03,780 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:47:03,780 EPOCH 133 done: loss 0.1211 - lr 0.0015625
+2021-02-10 18:47:03,780 BAD EPOCHS (no improvement): 1
+2021-02-10 18:47:03,783 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:47:12,090 epoch 134 - iter 63/632 - loss 0.10436479 - samples/sec: 242.95 - lr: 0.001563
+2021-02-10 18:47:20,521 epoch 134 - iter 126/632 - loss 0.10775250 - samples/sec: 239.33 - lr: 0.001563
+2021-02-10 18:47:29,086 epoch 134 - iter 189/632 - loss 0.11068857 - samples/sec: 235.58 - lr: 0.001563
+2021-02-10 18:47:37,595 epoch 134 - iter 252/632 - loss 0.11089673 - samples/sec: 237.15 - lr: 0.001563
+2021-02-10 18:47:46,032 epoch 134 - iter 315/632 - loss 0.11376776 - samples/sec: 239.18 - lr: 0.001563
+2021-02-10 18:47:54,451 epoch 134 - iter 378/632 - loss 0.11668788 - samples/sec: 239.67 - lr: 0.001563
+2021-02-10 18:48:02,845 epoch 134 - iter 441/632 - loss 0.11626466 - samples/sec: 240.40 - lr: 0.001563
+2021-02-10 18:48:11,485 epoch 134 - iter 504/632 - loss 0.11927670 - samples/sec: 233.52 - lr: 0.001563
+2021-02-10 18:48:20,055 epoch 134 - iter 567/632 - loss 0.12054563 - samples/sec: 235.47 - lr: 0.001563
+2021-02-10 18:48:28,512 epoch 134 - iter 630/632 - loss 0.12127258 - samples/sec: 238.60 - lr: 0.001563
+2021-02-10 18:48:28,756 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:48:28,756 EPOCH 134 done: loss 0.1227 - lr 0.0015625
+2021-02-10 18:48:28,756 BAD EPOCHS (no improvement): 2
+2021-02-10 18:48:28,759 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:48:37,393 epoch 135 - iter 63/632 - loss 0.09722961 - samples/sec: 233.74 - lr: 0.001563
+2021-02-10 18:48:45,798 epoch 135 - iter 126/632 - loss 0.10862188 - samples/sec: 240.06 - lr: 0.001563
+2021-02-10 18:48:54,242 epoch 135 - iter 189/632 - loss 0.11998471 - samples/sec: 238.97 - lr: 0.001563
+2021-02-10 18:49:02,580 epoch 135 - iter 252/632 - loss 0.11551638 - samples/sec: 241.98 - lr: 0.001563
+2021-02-10 18:49:10,782 epoch 135 - iter 315/632 - loss 0.11451100 - samples/sec: 246.04 - lr: 0.001563
+2021-02-10 18:49:19,285 epoch 135 - iter 378/632 - loss 0.11617414 - samples/sec: 237.32 - lr: 0.001563
+2021-02-10 18:49:27,561 epoch 135 - iter 441/632 - loss 0.11529307 - samples/sec: 243.83 - lr: 0.001563
+2021-02-10 18:49:36,073 epoch 135 - iter 504/632 - loss 0.11544011 - samples/sec: 237.04 - lr: 0.001563
+2021-02-10 18:49:44,411 epoch 135 - iter 567/632 - loss 0.11331250 - samples/sec: 242.00 - lr: 0.001563
+2021-02-10 18:49:52,819 epoch 135 - iter 630/632 - loss 0.11568280 - samples/sec: 240.01 - lr: 0.001563
+2021-02-10 18:49:52,956 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:49:52,957 EPOCH 135 done: loss 0.1154 - lr 0.0015625
+2021-02-10 18:49:52,957 BAD EPOCHS (no improvement): 3
+2021-02-10 18:49:52,960 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:50:01,452 epoch 136 - iter 63/632 - loss 0.11638238 - samples/sec: 237.63 - lr: 0.001563
+2021-02-10 18:50:09,948 epoch 136 - iter 126/632 - loss 0.12437670 - samples/sec: 237.50 - lr: 0.001563
+2021-02-10 18:50:18,342 epoch 136 - iter 189/632 - loss 0.11923409 - samples/sec: 240.40 - lr: 0.001563
+2021-02-10 18:50:26,790 epoch 136 - iter 252/632 - loss 0.11890012 - samples/sec: 238.86 - lr: 0.001563
+2021-02-10 18:50:35,203 epoch 136 - iter 315/632 - loss 0.11491005 - samples/sec: 239.83 - lr: 0.001563
+2021-02-10 18:50:43,903 epoch 136 - iter 378/632 - loss 0.11710378 - samples/sec: 231.94 - lr: 0.001563
+2021-02-10 18:50:52,438 epoch 136 - iter 441/632 - loss 0.11882738 - samples/sec: 236.42 - lr: 0.001563
+2021-02-10 18:51:01,091 epoch 136 - iter 504/632 - loss 0.11749263 - samples/sec: 233.19 - lr: 0.001563
+2021-02-10 18:51:09,761 epoch 136 - iter 567/632 - loss 0.12198981 - samples/sec: 232.71 - lr: 0.001563
+2021-02-10 18:51:18,471 epoch 136 - iter 630/632 - loss 0.12392808 - samples/sec: 231.67 - lr: 0.001563
+2021-02-10 18:51:18,604 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:51:18,604 EPOCH 136 done: loss 0.1238 - lr 0.0015625
+2021-02-10 18:51:18,604 BAD EPOCHS (no improvement): 4
+2021-02-10 18:51:18,607 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:51:27,220 epoch 137 - iter 63/632 - loss 0.11196368 - samples/sec: 234.28 - lr: 0.000781
+2021-02-10 18:51:35,553 epoch 137 - iter 126/632 - loss 0.12087530 - samples/sec: 242.16 - lr: 0.000781
+2021-02-10 18:51:43,921 epoch 137 - iter 189/632 - loss 0.12284094 - samples/sec: 241.15 - lr: 0.000781
+2021-02-10 18:51:52,311 epoch 137 - iter 252/632 - loss 0.12179081 - samples/sec: 240.50 - lr: 0.000781
+2021-02-10 18:52:00,759 epoch 137 - iter 315/632 - loss 0.11829284 - samples/sec: 238.85 - lr: 0.000781
+2021-02-10 18:52:08,935 epoch 137 - iter 378/632 - loss 0.11815120 - samples/sec: 246.81 - lr: 0.000781
+2021-02-10 18:52:17,165 epoch 137 - iter 441/632 - loss 0.11662731 - samples/sec: 245.16 - lr: 0.000781
+2021-02-10 18:52:25,500 epoch 137 - iter 504/632 - loss 0.11803480 - samples/sec: 242.11 - lr: 0.000781
+2021-02-10 18:52:33,953 epoch 137 - iter 567/632 - loss 0.11923549 - samples/sec: 238.71 - lr: 0.000781
+2021-02-10 18:52:42,236 epoch 137 - iter 630/632 - loss 0.12018875 - samples/sec: 243.58 - lr: 0.000781
+2021-02-10 18:52:42,378 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:52:42,378 EPOCH 137 done: loss 0.1203 - lr 0.0007813
+2021-02-10 18:52:42,378 BAD EPOCHS (no improvement): 1
+2021-02-10 18:52:42,381 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:52:50,727 epoch 138 - iter 63/632 - loss 0.11541355 - samples/sec: 241.82 - lr: 0.000781
+2021-02-10 18:52:59,397 epoch 138 - iter 126/632 - loss 0.12276214 - samples/sec: 232.71 - lr: 0.000781
+2021-02-10 18:53:07,994 epoch 138 - iter 189/632 - loss 0.11846120 - samples/sec: 234.73 - lr: 0.000781
+2021-02-10 18:53:16,744 epoch 138 - iter 252/632 - loss 0.11706607 - samples/sec: 230.59 - lr: 0.000781
+2021-02-10 18:53:25,490 epoch 138 - iter 315/632 - loss 0.11786315 - samples/sec: 230.71 - lr: 0.000781
+2021-02-10 18:53:33,917 epoch 138 - iter 378/632 - loss 0.12150069 - samples/sec: 239.47 - lr: 0.000781
+2021-02-10 18:53:42,338 epoch 138 - iter 441/632 - loss 0.12004620 - samples/sec: 239.64 - lr: 0.000781
+2021-02-10 18:53:50,789 epoch 138 - iter 504/632 - loss 0.12110239 - samples/sec: 238.76 - lr: 0.000781
+2021-02-10 18:53:59,004 epoch 138 - iter 567/632 - loss 0.12213499 - samples/sec: 245.62 - lr: 0.000781
+2021-02-10 18:54:07,246 epoch 138 - iter 630/632 - loss 0.12252728 - samples/sec: 244.83 - lr: 0.000781
+2021-02-10 18:54:07,410 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:54:07,410 EPOCH 138 done: loss 0.1223 - lr 0.0007813
+2021-02-10 18:54:07,410 BAD EPOCHS (no improvement): 2
+2021-02-10 18:54:07,462 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:54:15,844 epoch 139 - iter 63/632 - loss 0.12198392 - samples/sec: 240.76 - lr: 0.000781
+2021-02-10 18:54:24,470 epoch 139 - iter 126/632 - loss 0.11707854 - samples/sec: 233.92 - lr: 0.000781
+2021-02-10 18:54:32,907 epoch 139 - iter 189/632 - loss 0.12211660 - samples/sec: 239.17 - lr: 0.000781
+2021-02-10 18:54:41,507 epoch 139 - iter 252/632 - loss 0.12263273 - samples/sec: 234.61 - lr: 0.000781
+2021-02-10 18:54:49,895 epoch 139 - iter 315/632 - loss 0.11661589 - samples/sec: 240.59 - lr: 0.000781
+2021-02-10 18:54:58,275 epoch 139 - iter 378/632 - loss 0.11460026 - samples/sec: 240.78 - lr: 0.000781
+2021-02-10 18:55:06,627 epoch 139 - iter 441/632 - loss 0.11372536 - samples/sec: 241.59 - lr: 0.000781
+2021-02-10 18:55:15,098 epoch 139 - iter 504/632 - loss 0.11394547 - samples/sec: 238.23 - lr: 0.000781
+2021-02-10 18:55:23,517 epoch 139 - iter 567/632 - loss 0.11596667 - samples/sec: 239.68 - lr: 0.000781
+2021-02-10 18:55:31,889 epoch 139 - iter 630/632 - loss 0.11753302 - samples/sec: 241.02 - lr: 0.000781
+2021-02-10 18:55:32,029 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:55:32,029 EPOCH 139 done: loss 0.1174 - lr 0.0007813
+2021-02-10 18:55:32,029 BAD EPOCHS (no improvement): 3
+2021-02-10 18:55:32,032 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:55:40,109 epoch 140 - iter 63/632 - loss 0.11160141 - samples/sec: 249.87 - lr: 0.000781
+2021-02-10 18:55:48,489 epoch 140 - iter 126/632 - loss 0.11708466 - samples/sec: 240.76 - lr: 0.000781
+2021-02-10 18:55:57,030 epoch 140 - iter 189/632 - loss 0.12134734 - samples/sec: 236.27 - lr: 0.000781
+2021-02-10 18:56:05,772 epoch 140 - iter 252/632 - loss 0.11851964 - samples/sec: 230.81 - lr: 0.000781
+2021-02-10 18:56:14,378 epoch 140 - iter 315/632 - loss 0.11856408 - samples/sec: 234.48 - lr: 0.000781
+2021-02-10 18:56:23,005 epoch 140 - iter 378/632 - loss 0.11923459 - samples/sec: 233.88 - lr: 0.000781
+2021-02-10 18:56:31,327 epoch 140 - iter 441/632 - loss 0.11730647 - samples/sec: 242.47 - lr: 0.000781
+2021-02-10 18:56:40,125 epoch 140 - iter 504/632 - loss 0.11767531 - samples/sec: 236.36 - lr: 0.000781
+2021-02-10 18:56:55,454 epoch 140 - iter 567/632 - loss 0.11941735 - samples/sec: 238.62 - lr: 0.000781
+2021-02-10 18:57:03,807 epoch 140 - iter 630/632 - loss 0.11860670 - samples/sec: 241.55 - lr: 0.000781
+2021-02-10 18:57:03,944 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:57:03,944 EPOCH 140 done: loss 0.1183 - lr 0.0007813
+2021-02-10 18:57:03,944 BAD EPOCHS (no improvement): 4
+2021-02-10 18:57:13,363 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:57:21,963 epoch 141 - iter 63/632 - loss 0.10388225 - samples/sec: 234.64 - lr: 0.000391
+2021-02-10 18:57:30,350 epoch 141 - iter 126/632 - loss 0.11117028 - samples/sec: 240.60 - lr: 0.000391
+2021-02-10 18:57:39,730 epoch 141 - iter 189/632 - loss 0.10793009 - samples/sec: 244.58 - lr: 0.000391
+2021-02-10 18:57:48,066 epoch 141 - iter 252/632 - loss 0.11271542 - samples/sec: 242.06 - lr: 0.000391
+2021-02-10 18:57:56,408 epoch 141 - iter 315/632 - loss 0.11520779 - samples/sec: 241.90 - lr: 0.000391
+2021-02-10 18:58:04,659 epoch 141 - iter 378/632 - loss 0.11406059 - samples/sec: 244.55 - lr: 0.000391
+2021-02-10 18:58:13,125 epoch 141 - iter 441/632 - loss 0.11464734 - samples/sec: 238.38 - lr: 0.000391
+2021-02-10 18:58:21,902 epoch 141 - iter 504/632 - loss 0.11724065 - samples/sec: 229.87 - lr: 0.000391
+2021-02-10 18:58:30,432 epoch 141 - iter 567/632 - loss 0.11586883 - samples/sec: 236.57 - lr: 0.000391
+2021-02-10 18:58:38,984 epoch 141 - iter 630/632 - loss 0.11736141 - samples/sec: 235.97 - lr: 0.000391
+2021-02-10 18:58:39,176 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:58:39,176 EPOCH 141 done: loss 0.1184 - lr 0.0003906
+2021-02-10 18:58:39,176 BAD EPOCHS (no improvement): 1
+2021-02-10 18:58:39,178 ----------------------------------------------------------------------------------------------------
+2021-02-10 18:58:47,576 epoch 142 - iter 63/632 - loss 0.11691251 - samples/sec: 240.30 - lr: 0.000391
+2021-02-10 18:58:55,800 epoch 142 - iter 126/632 - loss 0.11928092 - samples/sec: 245.37 - lr: 0.000391
+2021-02-10 18:59:04,084 epoch 142 - iter 189/632 - loss 0.12017447 - samples/sec: 243.58 - lr: 0.000391
+2021-02-10 18:59:12,589 epoch 142 - iter 252/632 - loss 0.11850893 - samples/sec: 237.26 - lr: 0.000391
+2021-02-10 18:59:21,058 epoch 142 - iter 315/632 - loss 0.11748049 - samples/sec: 238.27 - lr: 0.000391
+2021-02-10 18:59:29,540 epoch 142 - iter 378/632 - loss 0.11755803 - samples/sec: 237.92 - lr: 0.000391
+2021-02-10 18:59:37,987 epoch 142 - iter 441/632 - loss 0.11751197 - samples/sec: 238.86 - lr: 0.000391
+2021-02-10 18:59:46,616 epoch 142 - iter 504/632 - loss 0.11520916 - samples/sec: 233.86 - lr: 0.000391
+2021-02-10 18:59:55,309 epoch 142 - iter 567/632 - loss 0.11584277 - samples/sec: 232.12 - lr: 0.000391
+2021-02-10 19:00:03,685 epoch 142 - iter 630/632 - loss 0.11516478 - samples/sec: 240.93 - lr: 0.000391
+2021-02-10 19:00:03,847 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:00:03,847 EPOCH 142 done: loss 0.1158 - lr 0.0003906
+2021-02-10 19:00:03,847 BAD EPOCHS (no improvement): 2
+2021-02-10 19:00:03,850 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:00:13,441 epoch 143 - iter 63/632 - loss 0.10844430 - samples/sec: 210.38 - lr: 0.000391
+2021-02-10 19:00:21,809 epoch 143 - iter 126/632 - loss 0.11875681 - samples/sec: 241.14 - lr: 0.000391
+2021-02-10 19:00:30,404 epoch 143 - iter 189/632 - loss 0.11305227 - samples/sec: 234.77 - lr: 0.000391
+2021-02-10 19:00:38,927 epoch 143 - iter 252/632 - loss 0.11514628 - samples/sec: 236.74 - lr: 0.000391
+2021-02-10 19:00:47,340 epoch 143 - iter 315/632 - loss 0.11831011 - samples/sec: 239.88 - lr: 0.000391
+2021-02-10 19:00:55,853 epoch 143 - iter 378/632 - loss 0.11888185 - samples/sec: 237.02 - lr: 0.000391
+2021-02-10 19:01:04,083 epoch 143 - iter 441/632 - loss 0.11760401 - samples/sec: 245.17 - lr: 0.000391
+2021-02-10 19:01:12,555 epoch 143 - iter 504/632 - loss 0.11767117 - samples/sec: 238.17 - lr: 0.000391
+2021-02-10 19:01:20,791 epoch 143 - iter 567/632 - loss 0.11775527 - samples/sec: 245.03 - lr: 0.000391
+2021-02-10 19:01:29,382 epoch 143 - iter 630/632 - loss 0.11973262 - samples/sec: 234.85 - lr: 0.000391
+2021-02-10 19:01:29,549 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:01:29,549 EPOCH 143 done: loss 0.1198 - lr 0.0003906
+2021-02-10 19:01:29,550 BAD EPOCHS (no improvement): 3
+2021-02-10 19:01:29,555 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:01:37,781 epoch 144 - iter 63/632 - loss 0.10725790 - samples/sec: 245.31 - lr: 0.000391
+2021-02-10 19:01:46,485 epoch 144 - iter 126/632 - loss 0.11438774 - samples/sec: 231.81 - lr: 0.000391
+2021-02-10 19:01:54,831 epoch 144 - iter 189/632 - loss 0.12607135 - samples/sec: 241.79 - lr: 0.000391
+2021-02-10 19:02:03,257 epoch 144 - iter 252/632 - loss 0.12412678 - samples/sec: 239.46 - lr: 0.000391
+2021-02-10 19:02:12,067 epoch 144 - iter 315/632 - loss 0.12236619 - samples/sec: 229.05 - lr: 0.000391
+2021-02-10 19:02:20,607 epoch 144 - iter 378/632 - loss 0.12170095 - samples/sec: 236.26 - lr: 0.000391
+2021-02-10 19:02:29,096 epoch 144 - iter 441/632 - loss 0.12080145 - samples/sec: 237.71 - lr: 0.000391
+2021-02-10 19:02:37,671 epoch 144 - iter 504/632 - loss 0.12214573 - samples/sec: 235.32 - lr: 0.000391
+2021-02-10 19:02:45,931 epoch 144 - iter 567/632 - loss 0.12385044 - samples/sec: 244.28 - lr: 0.000391
+2021-02-10 19:02:54,600 epoch 144 - iter 630/632 - loss 0.12122700 - samples/sec: 232.77 - lr: 0.000391
+2021-02-10 19:02:54,754 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:02:54,754 EPOCH 144 done: loss 0.1213 - lr 0.0003906
+2021-02-10 19:02:54,754 BAD EPOCHS (no improvement): 4
+2021-02-10 19:02:54,757 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:03:03,246 epoch 145 - iter 63/632 - loss 0.12977737 - samples/sec: 237.70 - lr: 0.000195
+2021-02-10 19:03:11,845 epoch 145 - iter 126/632 - loss 0.12066631 - samples/sec: 234.67 - lr: 0.000195
+2021-02-10 19:03:20,441 epoch 145 - iter 189/632 - loss 0.11969409 - samples/sec: 234.74 - lr: 0.000195
+2021-02-10 19:03:28,748 epoch 145 - iter 252/632 - loss 0.11703555 - samples/sec: 242.91 - lr: 0.000195
+2021-02-10 19:03:37,084 epoch 145 - iter 315/632 - loss 0.12138864 - samples/sec: 242.06 - lr: 0.000195
+2021-02-10 19:03:45,524 epoch 145 - iter 378/632 - loss 0.11907857 - samples/sec: 239.08 - lr: 0.000195
+2021-02-10 19:03:53,967 epoch 145 - iter 441/632 - loss 0.12167091 - samples/sec: 239.00 - lr: 0.000195
+2021-02-10 19:04:02,461 epoch 145 - iter 504/632 - loss 0.12044840 - samples/sec: 237.55 - lr: 0.000195
+2021-02-10 19:04:10,845 epoch 145 - iter 567/632 - loss 0.11957044 - samples/sec: 240.69 - lr: 0.000195
+2021-02-10 19:04:19,201 epoch 145 - iter 630/632 - loss 0.11934488 - samples/sec: 241.48 - lr: 0.000195
+2021-02-10 19:04:19,385 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:04:19,385 EPOCH 145 done: loss 0.1193 - lr 0.0001953
+2021-02-10 19:04:19,385 BAD EPOCHS (no improvement): 1
+2021-02-10 19:04:19,390 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:04:27,716 epoch 146 - iter 63/632 - loss 0.12690681 - samples/sec: 242.37 - lr: 0.000195
+2021-02-10 19:04:35,945 epoch 146 - iter 126/632 - loss 0.12182329 - samples/sec: 245.24 - lr: 0.000195
+2021-02-10 19:04:44,289 epoch 146 - iter 189/632 - loss 0.12432239 - samples/sec: 241.83 - lr: 0.000195
+2021-02-10 19:04:52,657 epoch 146 - iter 252/632 - loss 0.11900999 - samples/sec: 241.14 - lr: 0.000195
+2021-02-10 19:05:00,981 epoch 146 - iter 315/632 - loss 0.11538020 - samples/sec: 242.41 - lr: 0.000195
+2021-02-10 19:05:09,512 epoch 146 - iter 378/632 - loss 0.11948476 - samples/sec: 236.54 - lr: 0.000195
+2021-02-10 19:05:18,343 epoch 146 - iter 441/632 - loss 0.12110189 - samples/sec: 228.48 - lr: 0.000195
+2021-02-10 19:05:26,815 epoch 146 - iter 504/632 - loss 0.11987761 - samples/sec: 238.17 - lr: 0.000195
+2021-02-10 19:05:35,237 epoch 146 - iter 567/632 - loss 0.12081856 - samples/sec: 239.60 - lr: 0.000195
+2021-02-10 19:05:43,714 epoch 146 - iter 630/632 - loss 0.12063895 - samples/sec: 238.03 - lr: 0.000195
+2021-02-10 19:05:43,849 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:05:43,849 EPOCH 146 done: loss 0.1203 - lr 0.0001953
+2021-02-10 19:05:43,849 BAD EPOCHS (no improvement): 2
+2021-02-10 19:05:43,852 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:05:52,279 epoch 147 - iter 63/632 - loss 0.14253285 - samples/sec: 239.47 - lr: 0.000195
+2021-02-10 19:06:00,957 epoch 147 - iter 126/632 - loss 0.13553489 - samples/sec: 232.51 - lr: 0.000195
+2021-02-10 19:06:09,595 epoch 147 - iter 189/632 - loss 0.12641247 - samples/sec: 233.59 - lr: 0.000195
+2021-02-10 19:06:18,124 epoch 147 - iter 252/632 - loss 0.12384935 - samples/sec: 236.57 - lr: 0.000195
+2021-02-10 19:06:26,476 epoch 147 - iter 315/632 - loss 0.12064955 - samples/sec: 241.60 - lr: 0.000195
+2021-02-10 19:06:35,201 epoch 147 - iter 378/632 - loss 0.11792792 - samples/sec: 231.26 - lr: 0.000195
+2021-02-10 19:06:43,502 epoch 147 - iter 441/632 - loss 0.11520012 - samples/sec: 243.10 - lr: 0.000195
+2021-02-10 19:06:52,062 epoch 147 - iter 504/632 - loss 0.11891477 - samples/sec: 235.73 - lr: 0.000195
+2021-02-10 19:07:00,550 epoch 147 - iter 567/632 - loss 0.11948391 - samples/sec: 237.74 - lr: 0.000195
+2021-02-10 19:07:08,767 epoch 147 - iter 630/632 - loss 0.11853317 - samples/sec: 245.58 - lr: 0.000195
+2021-02-10 19:07:08,908 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:07:08,908 EPOCH 147 done: loss 0.1185 - lr 0.0001953
+2021-02-10 19:07:08,908 BAD EPOCHS (no improvement): 3
+2021-02-10 19:07:08,911 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:07:17,270 epoch 148 - iter 63/632 - loss 0.11850380 - samples/sec: 241.44 - lr: 0.000195
+2021-02-10 19:07:25,863 epoch 148 - iter 126/632 - loss 0.11324289 - samples/sec: 234.80 - lr: 0.000195
+2021-02-10 19:07:34,250 epoch 148 - iter 189/632 - loss 0.11766642 - samples/sec: 240.62 - lr: 0.000195
+2021-02-10 19:07:42,743 epoch 148 - iter 252/632 - loss 0.11539789 - samples/sec: 237.58 - lr: 0.000195
+2021-02-10 19:07:51,182 epoch 148 - iter 315/632 - loss 0.11491143 - samples/sec: 239.12 - lr: 0.000195
+2021-02-10 19:07:59,659 epoch 148 - iter 378/632 - loss 0.11452772 - samples/sec: 238.04 - lr: 0.000195
+2021-02-10 19:08:08,072 epoch 148 - iter 441/632 - loss 0.11540206 - samples/sec: 239.84 - lr: 0.000195
+2021-02-10 19:08:16,984 epoch 148 - iter 504/632 - loss 0.11571161 - samples/sec: 226.42 - lr: 0.000195
+2021-02-10 19:08:25,591 epoch 148 - iter 567/632 - loss 0.11364174 - samples/sec: 234.44 - lr: 0.000195
+2021-02-10 19:08:33,972 epoch 148 - iter 630/632 - loss 0.11566179 - samples/sec: 240.78 - lr: 0.000195
+2021-02-10 19:08:34,101 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:08:34,102 EPOCH 148 done: loss 0.1154 - lr 0.0001953
+2021-02-10 19:08:34,102 BAD EPOCHS (no improvement): 4
+2021-02-10 19:08:34,104 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:08:34,104 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:08:34,104 learning rate too small - quitting training!
+2021-02-10 19:08:34,104 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:08:45,818 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:08:45,819 Testing using best model ...
+2021-02-10 19:08:57,118 0.9307	0.9305	0.9306
+2021-02-10 19:08:57,119 
+Results:
+- F1-score (micro) 0.9306
+- F1-score (macro) 0.9241
+
+By class:
+LOC        tp: 1428 - fp: 141 - fn: 86 - precision: 0.9101 - recall: 0.9432 - f1-score: 0.9264
+MISC       tp: 599 - fp: 85 - fn: 79 - precision: 0.8757 - recall: 0.8835 - f1-score: 0.8796
+ORG        tp: 1647 - fp: 136 - fn: 206 - precision: 0.9237 - recall: 0.8888 - f1-score: 0.9059
+PER        tp: 1574 - fp: 29 - fn: 21 - precision: 0.9819 - recall: 0.9868 - f1-score: 0.9844
+2021-02-10 19:08:57,119 ----------------------------------------------------------------------------------------------------
+2021-02-10 19:08:57,119 ----------------------------------------------------------------------------------------------------