2019-06-13 00:01:55,326 ----------------------------------------------------------------------------------------------------
2019-06-13 00:01:55,326 Evaluation method: MICRO_F1_SCORE
2019-06-13 00:01:55,337 ----------------------------------------------------------------------------------------------------
2019-06-13 00:01:55,639 epoch 1 - iter 0/819 - loss 77.85911560
2019-06-13 00:02:19,429 epoch 1 - iter 81/819 - loss 11.31147545
2019-06-13 00:02:42,953 epoch 1 - iter 162/819 - loss 8.22296032
2019-06-13 00:03:06,555 epoch 1 - iter 243/819 - loss 6.95059906
2019-06-13 00:03:38,611 epoch 1 - iter 324/819 - loss 6.08081041
2019-06-13 00:04:02,216 epoch 1 - iter 405/819 - loss 5.54209358
2019-06-13 00:04:25,609 epoch 1 - iter 486/819 - loss 5.12757917
2019-06-13 00:04:49,108 epoch 1 - iter 567/819 - loss 4.78059844
2019-06-13 00:05:12,861 epoch 1 - iter 648/819 - loss 4.51728043
2019-06-13 00:05:38,385 epoch 1 - iter 729/819 - loss 4.30270697
2019-06-13 00:06:01,940 epoch 1 - iter 810/819 - loss 4.11566930
2019-06-13 00:06:04,136 ----------------------------------------------------------------------------------------------------
2019-06-13 00:06:04,136 EPOCH 1 done: loss 4.1002 - lr 0.1000 - bad epochs 0
2019-06-13 00:08:40,219 TEST : loss 1.8403313159942627 - score 0.7482
2019-06-13 00:08:40,249 ----------------------------------------------------------------------------------------------------
2019-06-13 00:08:40,416 epoch 2 - iter 0/819 - loss 1.90707004
2019-06-13 00:08:53,221 epoch 2 - iter 81/819 - loss 2.38048759
2019-06-13 00:09:05,865 epoch 2 - iter 162/819 - loss 2.33247404
2019-06-13 00:09:18,668 epoch 2 - iter 243/819 - loss 2.29948919
2019-06-13 00:09:31,636 epoch 2 - iter 324/819 - loss 2.27536594
2019-06-13 00:09:42,504 epoch 2 - iter 405/819 - loss 2.24365557
2019-06-13 00:09:53,369 epoch 2 - iter 486/819 - loss 2.19765400
2019-06-13 00:10:04,195 epoch 2 - iter 567/819 - loss 2.18129812
2019-06-13 00:10:15,120 epoch 2 - iter 648/819 - loss 2.16377975
2019-06-13 00:10:25,996 epoch 2 - iter 729/819 - loss 2.13819708
2019-06-13 00:10:36,941 epoch 2 - iter 810/819 - loss 2.13175199
2019-06-13 00:10:38,057 ----------------------------------------------------------------------------------------------------
2019-06-13 00:10:38,058 EPOCH 2 done: loss 2.1310 - lr 0.1000 - bad epochs 0
2019-06-13 00:12:33,706 TEST : loss 1.5120270252227783 - score 0.7813
2019-06-13 00:12:33,722 ----------------------------------------------------------------------------------------------------
2019-06-13 00:12:33,857 epoch 3 - iter 0/819 - loss 1.00284076
2019-06-13 00:12:46,574 epoch 3 - iter 81/819 - loss 1.85203247
2019-06-13 00:12:57,617 epoch 3 - iter 162/819 - loss 1.79799058
2019-06-13 00:13:08,350 epoch 3 - iter 243/819 - loss 1.78972892
2019-06-13 00:13:20,522 epoch 3 - iter 324/819 - loss 1.79414440
2019-06-13 00:13:33,197 epoch 3 - iter 405/819 - loss 1.81161890
2019-06-13 00:13:44,118 epoch 3 - iter 486/819 - loss 1.80964428
2019-06-13 00:13:56,679 epoch 3 - iter 567/819 - loss 1.81534772
2019-06-13 00:14:07,655 epoch 3 - iter 648/819 - loss 1.80249843
2019-06-13 00:14:19,350 epoch 3 - iter 729/819 - loss 1.79357386
2019-06-13 00:14:32,076 epoch 3 - iter 810/819 - loss 1.79286647
2019-06-13 00:14:33,386 ----------------------------------------------------------------------------------------------------
2019-06-13 00:14:33,386 EPOCH 3 done: loss 1.7924 - lr 0.1000 - bad epochs 0
2019-06-13 00:16:27,259 TEST : loss 1.321927547454834 - score 0.8037
2019-06-13 00:16:27,260 ----------------------------------------------------------------------------------------------------
2019-06-13 00:16:27,419 epoch 4 - iter 0/819 - loss 1.94469953
2019-06-13 00:16:38,438 epoch 4 - iter 81/819 - loss 1.68338560
2019-06-13 00:16:49,244 epoch 4 - iter 162/819 - loss 1.62612579
2019-06-13 00:17:01,068 epoch 4 - iter 243/819 - loss 1.66234720
2019-06-13 00:17:11,897 epoch 4 - iter 324/819 - loss 1.63864690
2019-06-13 00:17:22,962 epoch 4 - iter 405/819 - loss 1.63950542
2019-06-13 00:17:35,614 epoch 4 - iter 486/819 - loss 1.63435408
2019-06-13 00:17:48,310 epoch 4 - iter 567/819 - loss 1.62146819
2019-06-13 00:18:00,928 epoch 4 - iter 648/819 - loss 1.62252842
2019-06-13 00:18:13,660 epoch 4 - iter 729/819 - loss 1.62162610
2019-06-13 00:18:26,577 epoch 4 - iter 810/819 - loss 1.61953263
2019-06-13 00:18:27,896 ----------------------------------------------------------------------------------------------------
2019-06-13 00:18:27,896 EPOCH 4 done: loss 1.6204 - lr 0.1000 - bad epochs 0
2019-06-13 00:20:48,595 TEST : loss 1.2657647132873535 - score 0.799
2019-06-13 00:20:48,606 ----------------------------------------------------------------------------------------------------
2019-06-13 00:20:48,799 epoch 5 - iter 0/819 - loss 2.33896565
2019-06-13 00:21:01,635 epoch 5 - iter 81/819 - loss 1.68039346
2019-06-13 00:21:14,392 epoch 5 - iter 162/819 - loss 1.58590616
2019-06-13 00:21:27,326 epoch 5 - iter 243/819 - loss 1.56022104
2019-06-13 00:21:40,041 epoch 5 - iter 324/819 - loss 1.53761584
2019-06-13 00:21:53,007 epoch 5 - iter 405/819 - loss 1.53679286
2019-06-13 00:22:05,884 epoch 5 - iter 486/819 - loss 1.51677740
2019-06-13 00:22:18,810 epoch 5 - iter 567/819 - loss 1.52173481
2019-06-13 00:22:31,413 epoch 5 - iter 648/819 - loss 1.50928323
2019-06-13 00:22:44,118 epoch 5 - iter 729/819 - loss 1.50232403
2019-06-13 00:22:56,928 epoch 5 - iter 810/819 - loss 1.49932531
2019-06-13 00:22:58,272 ----------------------------------------------------------------------------------------------------
2019-06-13 00:22:58,272 EPOCH 5 done: loss 1.5011 - lr 0.1000 - bad epochs 0
2019-06-13 00:25:19,314 TEST : loss 1.1898529529571533 - score 0.806
2019-06-13 00:25:19,322 ----------------------------------------------------------------------------------------------------
2019-06-13 00:25:19,517 epoch 6 - iter 0/819 - loss 1.69046545
2019-06-13 00:25:32,296 epoch 6 - iter 81/819 - loss 1.44211411
2019-06-13 00:25:45,281 epoch 6 - iter 162/819 - loss 1.43842997
2019-06-13 00:25:57,945 epoch 6 - iter 243/819 - loss 1.41648785
2019-06-13 00:26:10,569 epoch 6 - iter 324/819 - loss 1.42855136
2019-06-13 00:26:23,366 epoch 6 - iter 405/819 - loss 1.42608477
2019-06-13 00:26:36,172 epoch 6 - iter 486/819 - loss 1.42789647
2019-06-13 00:26:48,964 epoch 6 - iter 567/819 - loss 1.44042160
2019-06-13 00:27:01,814 epoch 6 - iter 648/819 - loss 1.43630973
2019-06-13 00:27:14,964 epoch 6 - iter 729/819 - loss 1.43069157
2019-06-13 00:27:27,579 epoch 6 - iter 810/819 - loss 1.43431841
2019-06-13 00:27:28,897 ----------------------------------------------------------------------------------------------------
2019-06-13 00:27:28,898 EPOCH 6 done: loss 1.4352 - lr 0.1000 - bad epochs 0
2019-06-13 00:29:48,198 TEST : loss 1.1153547763824463 - score 0.8168
2019-06-13 00:29:48,199 ----------------------------------------------------------------------------------------------------
2019-06-13 00:29:48,387 epoch 7 - iter 0/819 - loss 1.11405993
2019-06-13 00:30:01,228 epoch 7 - iter 81/819 - loss 1.33767606
2019-06-13 00:30:12,213 epoch 7 - iter 162/819 - loss 1.33989935
2019-06-13 00:30:23,278 epoch 7 - iter 243/819 - loss 1.31872592
2019-06-13 00:30:34,289 epoch 7 - iter 324/819 - loss 1.34259104
2019-06-13 00:30:46,519 epoch 7 - iter 405/819 - loss 1.35799195
2019-06-13 00:30:59,183 epoch 7 - iter 486/819 - loss 1.34834607
2019-06-13 00:31:11,941 epoch 7 - iter 567/819 - loss 1.34833389
2019-06-13 00:31:24,595 epoch 7 - iter 648/819 - loss 1.35725434
2019-06-13 00:31:35,394 epoch 7 - iter 729/819 - loss 1.35545289
2019-06-13 00:31:46,326 epoch 7 - iter 810/819 - loss 1.36054304
2019-06-13 00:31:47,454 ----------------------------------------------------------------------------------------------------
2019-06-13 00:31:47,454 EPOCH 7 done: loss 1.3595 - lr 0.1000 - bad epochs 0
2019-06-13 00:33:41,740 TEST : loss 1.132169485092163 - score 0.8176
2019-06-13 00:33:41,741 ----------------------------------------------------------------------------------------------------
2019-06-13 00:33:41,877 epoch 8 - iter 0/819 - loss 1.45817733
2019-06-13 00:33:54,777 epoch 8 - iter 81/819 - loss 1.34087327
2019-06-13 00:34:07,465 epoch 8 - iter 162/819 - loss 1.28609009
2019-06-13 00:34:20,273 epoch 8 - iter 243/819 - loss 1.28332598
2019-06-13 00:34:32,931 epoch 8 - iter 324/819 - loss 1.27535669
2019-06-13 00:34:45,791 epoch 8 - iter 405/819 - loss 1.28390173
2019-06-13 00:34:58,699 epoch 8 - iter 486/819 - loss 1.30357667
2019-06-13 00:35:11,428 epoch 8 - iter 567/819 - loss 1.30748100
2019-06-13 00:35:24,200 epoch 8 - iter 648/819 - loss 1.29551162
2019-06-13 00:35:36,986 epoch 8 - iter 729/819 - loss 1.28690060
2019-06-13 00:35:49,805 epoch 8 - iter 810/819 - loss 1.29520159
2019-06-13 00:35:51,120 ----------------------------------------------------------------------------------------------------
2019-06-13 00:35:51,121 EPOCH 8 done: loss 1.2945 - lr 0.1000 - bad epochs 0
2019-06-13 00:38:10,588 TEST : loss 1.1723155975341797 - score 0.8167
2019-06-13 00:38:10,589 ----------------------------------------------------------------------------------------------------
2019-06-13 00:38:10,748 epoch 9 - iter 0/819 - loss 1.51270199
2019-06-13 00:38:21,769 epoch 9 - iter 81/819 - loss 1.19606974
2019-06-13 00:38:33,766 epoch 9 - iter 162/819 - loss 1.17631597
2019-06-13 00:38:44,659 epoch 9 - iter 243/819 - loss 1.17364843
2019-06-13 00:38:55,685 epoch 9 - iter 324/819 - loss 1.22808015
2019-06-13 00:39:07,839 epoch 9 - iter 405/819 - loss 1.24303170
2019-06-13 00:39:20,561 epoch 9 - iter 486/819 - loss 1.24350978
2019-06-13 00:39:33,155 epoch 9 - iter 567/819 - loss 1.24743581
2019-06-13 00:39:45,991 epoch 9 - iter 648/819 - loss 1.24172661
2019-06-13 00:39:57,346 epoch 9 - iter 729/819 - loss 1.24803611
2019-06-13 00:40:09,512 epoch 9 - iter 810/819 - loss 1.24506599
2019-06-13 00:40:10,808 ----------------------------------------------------------------------------------------------------
2019-06-13 00:40:10,809 EPOCH 9 done: loss 1.2453 - lr 0.1000 - bad epochs 0
2019-06-13 00:42:33,086 TEST : loss 1.0702046155929565 - score 0.8254
2019-06-13 00:42:33,087 ----------------------------------------------------------------------------------------------------
2019-06-13 00:42:33,257 epoch 10 - iter 0/819 - loss 0.92466569
2019-06-13 00:42:45,973 epoch 10 - iter 81/819 - loss 1.19998430
2019-06-13 00:42:58,804 epoch 10 - iter 162/819 - loss 1.20430169
2019-06-13 00:43:11,665 epoch 10 - iter 243/819 - loss 1.19810713
2019-06-13 00:43:24,459 epoch 10 - iter 324/819 - loss 1.19007574
2019-06-13 00:43:37,129 epoch 10 - iter 405/819 - loss 1.19519482
2019-06-13 00:43:49,869 epoch 10 - iter 486/819 - loss 1.18806353
2019-06-13 00:44:02,630 epoch 10 - iter 567/819 - loss 1.19395088
2019-06-13 00:44:13,661 epoch 10 - iter 648/819 - loss 1.18910009
2019-06-13 00:44:24,516 epoch 10 - iter 729/819 - loss 1.19541092
2019-06-13 00:44:38,223 epoch 10 - iter 810/819 - loss 1.20302181
2019-06-13 00:44:39,371 ----------------------------------------------------------------------------------------------------
2019-06-13 00:44:39,371 EPOCH 10 done: loss 1.2030 - lr 0.1000 - bad epochs 0
2019-06-13 00:46:57,364 TEST : loss 1.1030585765838623 - score 0.8273
2019-06-13 00:46:57,377 ----------------------------------------------------------------------------------------------------
2019-06-13 00:46:57,560 epoch 11 - iter 0/819 - loss 2.17074466
2019-06-13 00:47:10,299 epoch 11 - iter 81/819 - loss 1.23199386
2019-06-13 00:47:23,172 epoch 11 - iter 162/819 - loss 1.20962403
2019-06-13 00:47:36,111 epoch 11 - iter 243/819 - loss 1.17634292
2019-06-13 00:47:49,009 epoch 11 - iter 324/819 - loss 1.17105053
2019-06-13 00:47:59,895 epoch 11 - iter 405/819 - loss 1.16156077
2019-06-13 00:48:12,465 epoch 11 - iter 486/819 - loss 1.15861415
2019-06-13 00:48:23,228 epoch 11 - iter 567/819 - loss 1.16208972
2019-06-13 00:48:34,136 epoch 11 - iter 648/819 - loss 1.16759080
2019-06-13 00:48:45,205 epoch 11 - iter 729/819 - loss 1.17195372
2019-06-13 00:48:57,946 epoch 11 - iter 810/819 - loss 1.17178638
2019-06-13 00:48:59,243 ----------------------------------------------------------------------------------------------------
2019-06-13 00:48:59,243 EPOCH 11 done: loss 1.1738 - lr 0.1000 - bad epochs 0
2019-06-13 00:51:18,604 TEST : loss 1.0501279830932617 - score 0.829
2019-06-13 00:51:18,612 ----------------------------------------------------------------------------------------------------
2019-06-13 00:51:18,766 epoch 12 - iter 0/819 - loss 1.52153182
2019-06-13 00:51:29,647 epoch 12 - iter 81/819 - loss 1.06199471
2019-06-13 00:51:40,565 epoch 12 - iter 162/819 - loss 1.09357205
2019-06-13 00:51:52,683 epoch 12 - iter 243/819 - loss 1.12038142
2019-06-13 00:52:05,432 epoch 12 - iter 324/819 - loss 1.11937322
2019-06-13 00:52:18,259 epoch 12 - iter 405/819 - loss 1.10903315
2019-06-13 00:52:30,714 epoch 12 - iter 486/819 - loss 1.12047294
2019-06-13 00:52:43,682 epoch 12 - iter 567/819 - loss 1.12827057
2019-06-13 00:52:56,318 epoch 12 - iter 648/819 - loss 1.12972653
2019-06-13 00:53:09,082 epoch 12 - iter 729/819 - loss 1.14313390
2019-06-13 00:53:21,694 epoch 12 - iter 810/819 - loss 1.14876619
2019-06-13 00:53:22,988 ----------------------------------------------------------------------------------------------------
2019-06-13 00:53:22,988 EPOCH 12 done: loss 1.1483 - lr 0.1000 - bad epochs 0
2019-06-13 00:55:42,389 TEST : loss 1.047805905342102 - score 0.827
2019-06-13 00:55:42,400 ----------------------------------------------------------------------------------------------------
2019-06-13 00:55:42,588 epoch 13 - iter 0/819 - loss 0.90777564
2019-06-13 00:55:55,440 epoch 13 - iter 81/819 - loss 1.03682204
2019-06-13 00:56:08,305 epoch 13 - iter 162/819 - loss 1.03825785
2019-06-13 00:56:21,118 epoch 13 - iter 243/819 - loss 1.05108819
2019-06-13 00:56:33,957 epoch 13 - iter 324/819 - loss 1.07268196
2019-06-13 00:56:46,567 epoch 13 - iter 405/819 - loss 1.09095561
2019-06-13 00:56:57,573 epoch 13 - iter 486/819 - loss 1.10944593
2019-06-13 00:57:08,542 epoch 13 - iter 567/819 - loss 1.11865884
2019-06-13 00:57:19,460 epoch 13 - iter 648/819 - loss 1.11506915
2019-06-13 00:57:30,174 epoch 13 - iter 729/819 - loss 1.11738993
2019-06-13 00:57:41,648 epoch 13 - iter 810/819 - loss 1.11471946
2019-06-13 00:57:42,742 ----------------------------------------------------------------------------------------------------
2019-06-13 00:57:42,742 EPOCH 13 done: loss 1.1165 - lr 0.1000 - bad epochs 0
2019-06-13 00:59:37,239 TEST : loss 0.9903470277786255 - score 0.8306
2019-06-13 00:59:37,245 ----------------------------------------------------------------------------------------------------
2019-06-13 00:59:37,395 epoch 14 - iter 0/819 - loss 0.73840642
2019-06-13 00:59:50,070 epoch 14 - iter 81/819 - loss 1.00327116
2019-06-13 01:00:02,978 epoch 14 - iter 162/819 - loss 1.05560420
2019-06-13 01:00:15,798 epoch 14 - iter 243/819 - loss 1.05846747
2019-06-13 01:00:28,521 epoch 14 - iter 324/819 - loss 1.05307669
2019-06-13 01:00:41,303 epoch 14 - iter 405/819 - loss 1.05982850
2019-06-13 01:00:53,937 epoch 14 - iter 486/819 - loss 1.05187415
2019-06-13 01:01:06,786 epoch 14 - iter 567/819 - loss 1.05349716
2019-06-13 01:01:19,512 epoch 14 - iter 648/819 - loss 1.05853536
2019-06-13 01:01:32,105 epoch 14 - iter 729/819 - loss 1.07016397
2019-06-13 01:01:45,203 epoch 14 - iter 810/819 - loss 1.07859691
2019-06-13 01:01:46,555 ----------------------------------------------------------------------------------------------------
2019-06-13 01:01:46,555 EPOCH 14 done: loss 1.0800 - lr 0.1000 - bad epochs 0
2019-06-13 01:04:05,722 TEST : loss 1.0456784963607788 - score 0.8318
2019-06-13 01:04:05,736 ----------------------------------------------------------------------------------------------------
2019-06-13 01:04:05,902 epoch 15 - iter 0/819 - loss 1.51706314
2019-06-13 01:04:18,683 epoch 15 - iter 81/819 - loss 1.01584695
2019-06-13 01:04:31,329 epoch 15 - iter 162/819 - loss 1.01114205
2019-06-13 01:04:44,162 epoch 15 - iter 243/819 - loss 1.02210011
2019-06-13 01:04:56,829 epoch 15 - iter 324/819 - loss 1.03783338
2019-06-13 01:05:09,624 epoch 15 - iter 405/819 - loss 1.04031288
2019-06-13 01:05:22,351 epoch 15 - iter 486/819 - loss 1.04699312
2019-06-13 01:05:34,988 epoch 15 - iter 567/819 - loss 1.04916675
2019-06-13 01:05:47,766 epoch 15 - iter 648/819 - loss 1.05440067
2019-06-13 01:06:00,509 epoch 15 - iter 729/819 - loss 1.04724813
2019-06-13 01:06:13,319 epoch 15 - iter 810/819 - loss 1.05619380
2019-06-13 01:06:14,654 ----------------------------------------------------------------------------------------------------
2019-06-13 01:06:14,654 EPOCH 15 done: loss 1.0566 - lr 0.1000 - bad epochs 0
2019-06-13 01:08:13,925 TEST : loss 1.0420429706573486 - score 0.8343
2019-06-13 01:08:13,927 ----------------------------------------------------------------------------------------------------
2019-06-13 01:08:14,071 epoch 16 - iter 0/819 - loss 1.15836787
2019-06-13 01:08:25,041 epoch 16 - iter 81/819 - loss 1.03117186
2019-06-13 01:08:36,242 epoch 16 - iter 162/819 - loss 1.05905694
2019-06-13 01:08:47,624 epoch 16 - iter 243/819 - loss 1.05894142
2019-06-13 01:09:00,342 epoch 16 - iter 324/819 - loss 1.01852359
2019-06-13 01:09:13,047 epoch 16 - iter 405/819 - loss 1.01816134
2019-06-13 01:09:25,870 epoch 16 - iter 486/819 - loss 1.01100375
2019-06-13 01:09:38,672 epoch 16 - iter 567/819 - loss 1.02212230
2019-06-13 01:09:51,574 epoch 16 - iter 648/819 - loss 1.02295595
2019-06-13 01:10:03,039 epoch 16 - iter 729/819 - loss 1.02206294
2019-06-13 01:10:15,755 epoch 16 - iter 810/819 - loss 1.01951554
2019-06-13 01:10:17,086 ----------------------------------------------------------------------------------------------------
2019-06-13 01:10:17,268 EPOCH 16 done: loss 1.0194 - lr 0.1000 - bad epochs 0
2019-06-13 01:12:38,842 TEST : loss 1.0011179447174072 - score 0.8308
2019-06-13 01:12:38,843 ----------------------------------------------------------------------------------------------------
2019-06-13 01:12:39,018 epoch 17 - iter 0/819 - loss 1.84594464
2019-06-13 01:12:51,803 epoch 17 - iter 81/819 - loss 0.95688084
2019-06-13 01:13:04,492 epoch 17 - iter 162/819 - loss 0.98938786
2019-06-13 01:13:17,389 epoch 17 - iter 243/819 - loss 1.00855732
2019-06-13 01:13:30,060 epoch 17 - iter 324/819 - loss 1.01196715
2019-06-13 01:13:42,618 epoch 17 - iter 405/819 - loss 1.00663971
2019-06-13 01:13:55,434 epoch 17 - iter 486/819 - loss 0.99676830
2019-06-13 01:14:08,137 epoch 17 - iter 567/819 - loss 0.99391759
2019-06-13 01:14:20,942 epoch 17 - iter 648/819 - loss 0.99372824
2019-06-13 01:14:33,763 epoch 17 - iter 729/819 - loss 0.99983889
2019-06-13 01:14:46,559 epoch 17 - iter 810/819 - loss 1.00556559
2019-06-13 01:14:47,863 ----------------------------------------------------------------------------------------------------
2019-06-13 01:14:47,863 EPOCH 17 done: loss 1.0058 - lr 0.1000 - bad epochs 0
2019-06-13 01:17:07,585 TEST : loss 1.0121448040008545 - score 0.834
2019-06-13 01:17:07,598 ----------------------------------------------------------------------------------------------------
2019-06-13 01:17:07,762 epoch 18 - iter 0/819 - loss 1.18605113
2019-06-13 01:17:20,505 epoch 18 - iter 81/819 - loss 1.00036396
2019-06-13 01:17:33,199 epoch 18 - iter 162/819 - loss 0.98985447
2019-06-13 01:17:46,102 epoch 18 - iter 243/819 - loss 0.98066838
2019-06-13 01:17:58,792 epoch 18 - iter 324/819 - loss 0.96654564
2019-06-13 01:18:11,485 epoch 18 - iter 405/819 - loss 0.97107492
2019-06-13 01:18:22,278 epoch 18 - iter 486/819 - loss 0.97662952
2019-06-13 01:18:33,130 epoch 18 - iter 567/819 - loss 0.97772197
2019-06-13 01:18:44,138 epoch 18 - iter 648/819 - loss 0.98037047
2019-06-13 01:18:54,982 epoch 18 - iter 729/819 - loss 0.98071188
2019-06-13 01:19:07,901 epoch 18 - iter 810/819 - loss 0.98676141
2019-06-13 01:19:09,114 ----------------------------------------------------------------------------------------------------
2019-06-13 01:19:09,114 EPOCH 18 done: loss 0.9877 - lr 0.1000 - bad epochs 0
2019-06-13 01:21:04,104 TEST : loss 1.004882574081421 - score 0.8334
2019-06-13 01:21:04,131 ----------------------------------------------------------------------------------------------------
2019-06-13 01:21:04,275 epoch 19 - iter 0/819 - loss 0.25762522
2019-06-13 01:21:17,073 epoch 19 - iter 81/819 - loss 0.95491829
2019-06-13 01:21:27,973 epoch 19 - iter 162/819 - loss 0.97762377
2019-06-13 01:21:38,921 epoch 19 - iter 243/819 - loss 0.96666040
2019-06-13 01:21:50,678 epoch 19 - iter 324/819 - loss 0.96100635
2019-06-13 01:22:01,619 epoch 19 - iter 405/819 - loss 0.96824590
2019-06-13 01:22:13,831 epoch 19 - iter 486/819 - loss 0.97184817
2019-06-13 01:22:24,755 epoch 19 - iter 567/819 - loss 0.96453252
2019-06-13 01:22:35,762 epoch 19 - iter 648/819 - loss 0.97539628
2019-06-13 01:22:46,776 epoch 19 - iter 729/819 - loss 0.97635619
2019-06-13 01:22:57,651 epoch 19 - iter 810/819 - loss 0.98189897
2019-06-13 01:22:58,755 ----------------------------------------------------------------------------------------------------
2019-06-13 01:22:58,755 EPOCH 19 done: loss 0.9803 - lr 0.1000 - bad epochs 0
2019-06-13 01:24:53,478 TEST : loss 0.9970928430557251 - score 0.8372
2019-06-13 01:24:53,482 ----------------------------------------------------------------------------------------------------
2019-06-13 01:24:53,619 epoch 20 - iter 0/819 - loss 0.55916190
2019-06-13 01:25:04,493 epoch 20 - iter 81/819 - loss 0.91272063
2019-06-13 01:25:15,358 epoch 20 - iter 162/819 - loss 0.91285268
2019-06-13 01:25:26,301 epoch 20 - iter 243/819 - loss 0.92087883
2019-06-13 01:25:37,518 epoch 20 - iter 324/819 - loss 0.92721705
2019-06-13 01:25:50,273 epoch 20 - iter 405/819 - loss 0.93074772
2019-06-13 01:26:02,940 epoch 20 - iter 486/819 - loss 0.93637223
2019-06-13 01:26:13,820 epoch 20 - iter 567/819 - loss 0.94591380
2019-06-13 01:26:24,778 epoch 20 - iter 648/819 - loss 0.94662977
2019-06-13 01:26:35,731 epoch 20 - iter 729/819 - loss 0.95076375
2019-06-13 01:26:47,052 epoch 20 - iter 810/819 - loss 0.94612528
2019-06-13 01:26:48,190 ----------------------------------------------------------------------------------------------------
2019-06-13 01:26:48,190 EPOCH 20 done: loss 0.9447 - lr 0.1000 - bad epochs 0
2019-06-13 01:28:42,507 TEST : loss 1.0086601972579956 - score 0.8392
2019-06-13 01:28:42,512 ----------------------------------------------------------------------------------------------------
2019-06-13 01:28:42,698 epoch 21 - iter 0/819 - loss 0.77178741
2019-06-13 01:28:55,712 epoch 21 - iter 81/819 - loss 0.86621998
2019-06-13 01:29:08,083 epoch 21 - iter 162/819 - loss 0.93443602
2019-06-13 01:29:20,668 epoch 21 - iter 243/819 - loss 0.91544748
2019-06-13 01:29:33,459 epoch 21 - iter 324/819 - loss 0.91003284
2019-06-13 01:29:46,232 epoch 21 - iter 405/819 - loss 0.92340174
2019-06-13 01:29:57,069 epoch 21 - iter 486/819 - loss 0.93147874
2019-06-13 01:30:07,881 epoch 21 - iter 567/819 - loss 0.93170879
2019-06-13 01:30:18,599 epoch 21 - iter 648/819 - loss 0.93269328
2019-06-13 01:30:29,447 epoch 21 - iter 729/819 - loss 0.93006045
2019-06-13 01:30:41,381 epoch 21 - iter 810/819 - loss 0.92894553
2019-06-13 01:30:42,708 ----------------------------------------------------------------------------------------------------
2019-06-13 01:30:42,709 EPOCH 21 done: loss 0.9303 - lr 0.1000 - bad epochs 0
2019-06-13 01:33:01,888 TEST : loss 0.9861053824424744 - score 0.839
2019-06-13 01:33:01,899 ----------------------------------------------------------------------------------------------------
2019-06-13 01:33:02,059 epoch 22 - iter 0/819 - loss 0.55425644
2019-06-13 01:33:14,882 epoch 22 - iter 81/819 - loss 0.89350179
2019-06-13 01:33:27,711 epoch 22 - iter 162/819 - loss 0.91278267
2019-06-13 01:33:40,417 epoch 22 - iter 243/819 - loss 0.90942458
2019-06-13 01:33:52,618 epoch 22 - iter 324/819 - loss 0.91164808
2019-06-13 01:34:05,298 epoch 22 - iter 405/819 - loss 0.89690518
2019-06-13 01:34:18,007 epoch 22 - iter 486/819 - loss 0.89367011
2019-06-13 01:34:28,856 epoch 22 - iter 567/819 - loss 0.89086380
2019-06-13 01:34:39,810 epoch 22 - iter 648/819 - loss 0.89684602
2019-06-13 01:34:50,787 epoch 22 - iter 729/819 - loss 0.90247405
2019-06-13 01:35:01,677 epoch 22 - iter 810/819 - loss 0.90290189
2019-06-13 01:35:02,846 ----------------------------------------------------------------------------------------------------
2019-06-13 01:35:02,846 EPOCH 22 done: loss 0.9035 - lr 0.1000 - bad epochs 0
2019-06-13 01:36:59,705 TEST : loss 0.983242928981781 - score 0.8449
2019-06-13 01:36:59,715 ----------------------------------------------------------------------------------------------------
2019-06-13 01:36:59,843 epoch 23 - iter 0/819 - loss 0.57358289
2019-06-13 01:37:10,673 epoch 23 - iter 81/819 - loss 0.87162675
2019-06-13 01:37:22,154 epoch 23 - iter 162/819 - loss 0.84769436
2019-06-13 01:37:32,917 epoch 23 - iter 243/819 - loss 0.84267955
2019-06-13 01:37:43,843 epoch 23 - iter 324/819 - loss 0.84098344
2019-06-13 01:37:56,445 epoch 23 - iter 405/819 - loss 0.85855094
2019-06-13 01:38:07,462 epoch 23 - iter 486/819 - loss 0.87054215
2019-06-13 01:38:20,249 epoch 23 - iter 567/819 - loss 0.87567384
2019-06-13 01:38:33,054 epoch 23 - iter 648/819 - loss 0.88140129
2019-06-13 01:38:45,679 epoch 23 - iter 729/819 - loss 0.88244713
2019-06-13 01:38:58,457 epoch 23 - iter 810/819 - loss 0.88588256
2019-06-13 01:38:59,699 ----------------------------------------------------------------------------------------------------
2019-06-13 01:38:59,700 EPOCH 23 done: loss 0.8870 - lr 0.1000 - bad epochs 0
2019-06-13 01:41:19,419 TEST : loss 0.9906777739524841 - score 0.8449
2019-06-13 01:41:19,430 ----------------------------------------------------------------------------------------------------
2019-06-13 01:41:19,595 epoch 24 - iter 0/819 - loss 0.37892962
2019-06-13 01:41:32,397 epoch 24 - iter 81/819 - loss 0.82141887
2019-06-13 01:41:45,071 epoch 24 - iter 162/819 - loss 0.86943599
2019-06-13 01:41:57,779 epoch 24 - iter 243/819 - loss 0.87951963
2019-06-13 01:42:10,556 epoch 24 - iter 324/819 - loss 0.86822209
2019-06-13 01:42:23,314 epoch 24 - iter 405/819 - loss 0.86980517
2019-06-13 01:42:35,928 epoch 24 - iter 486/819 - loss 0.86795229
2019-06-13 01:42:48,559 epoch 24 - iter 567/819 - loss 0.87208753
2019-06-13 01:43:01,117 epoch 24 - iter 648/819 - loss 0.87313167
2019-06-13 01:43:13,628 epoch 24 - iter 729/819 - loss 0.87171773
2019-06-13 01:43:26,398 epoch 24 - iter 810/819 - loss 0.88169083
2019-06-13 01:43:27,759 ----------------------------------------------------------------------------------------------------
2019-06-13 01:43:27,759 EPOCH 24 done: loss 0.8830 - lr 0.1000 - bad epochs 0
2019-06-13 01:45:47,897 TEST : loss 0.9849717020988464 - score 0.8397
2019-06-13 01:45:47,908 ----------------------------------------------------------------------------------------------------
2019-06-13 01:45:48,103 epoch 25 - iter 0/819 - loss 0.44631886
2019-06-13 01:46:00,869 epoch 25 - iter 81/819 - loss 0.84431845
2019-06-13 01:46:13,661 epoch 25 - iter 162/819 - loss 0.85667012
2019-06-13 01:46:26,152 epoch 25 - iter 243/819 - loss 0.85013630
2019-06-13 01:46:38,928 epoch 25 - iter 324/819 - loss 0.84703748
2019-06-13 01:46:51,657 epoch 25 - iter 405/819 - loss 0.85286393
2019-06-13 01:47:04,200 epoch 25 - iter 486/819 - loss 0.85342361
2019-06-13 01:47:15,115 epoch 25 - iter 567/819 - loss 0.86047164
2019-06-13 01:47:26,186 epoch 25 - iter 648/819 - loss 0.85238407
2019-06-13 01:47:37,200 epoch 25 - iter 729/819 - loss 0.85285398
2019-06-13 01:47:48,980 epoch 25 - iter 810/819 - loss 0.86594424
2019-06-13 01:47:50,141 ----------------------------------------------------------------------------------------------------
2019-06-13 01:47:50,141 EPOCH 25 done: loss 0.8650 - lr 0.1000 - bad epochs 0
2019-06-13 01:49:44,678 TEST : loss 1.000940203666687 - score 0.8398
2019-06-13 01:49:44,679 ----------------------------------------------------------------------------------------------------
2019-06-13 01:49:44,812 epoch 26 - iter 0/819 - loss 0.47729754
2019-06-13 01:49:55,826 epoch 26 - iter 81/819 - loss 0.79510070
2019-06-13 01:50:06,673 epoch 26 - iter 162/819 - loss 0.82189954
2019-06-13 01:50:17,691 epoch 26 - iter 243/819 - loss 0.83099654
2019-06-13 01:50:28,479 epoch 26 - iter 324/819 - loss 0.83500921
2019-06-13 01:50:39,430 epoch 26 - iter 405/819 - loss 0.84447722
2019-06-13 01:50:50,288 epoch 26 - iter 486/819 - loss 0.83769205
2019-06-13 01:51:01,262 epoch 26 - iter 567/819 - loss 0.84210508
2019-06-13 01:51:12,176 epoch 26 - iter 648/819 - loss 0.84599310
2019-06-13 01:51:23,136 epoch 26 - iter 729/819 - loss 0.84262229
2019-06-13 01:51:33,816 epoch 26 - iter 810/819 - loss 0.84576385
2019-06-13 01:51:35,000 ----------------------------------------------------------------------------------------------------
2019-06-13 01:51:35,000 EPOCH 26 done: loss 0.8504 - lr 0.1000 - bad epochs 0
2019-06-13 01:53:29,501 TEST : loss 0.989037811756134 - score 0.8398
2019-06-13 01:53:29,502 ----------------------------------------------------------------------------------------------------
2019-06-13 01:53:29,673 epoch 27 - iter 0/819 - loss 1.00400281
2019-06-13 01:53:42,320 epoch 27 - iter 81/819 - loss 0.85147401
2019-06-13 01:53:55,100 epoch 27 - iter 162/819 - loss 0.83370289
2019-06-13 01:54:07,929 epoch 27 - iter 243/819 - loss 0.81917128
2019-06-13 01:54:18,889 epoch 27 - iter 324/819 - loss 0.82673242
2019-06-13 01:54:29,793 epoch 27 - iter 405/819 - loss 0.83623531
2019-06-13 01:54:40,791 epoch 27 - iter 486/819 - loss 0.83941668
2019-06-13 01:54:53,129 epoch 27 - iter 567/819 - loss 0.83886455
2019-06-13 01:55:05,910 epoch 27 - iter 648/819 - loss 0.84262229
2019-06-13 01:55:16,850 epoch 27 - iter 729/819 - loss 0.83853855
2019-06-13 01:55:27,915 epoch 27 - iter 810/819 - loss 0.84362396
2019-06-13 01:55:29,044 ----------------------------------------------------------------------------------------------------
2019-06-13 01:55:29,044 EPOCH 27 done: loss 0.8420 - lr 0.1000 - bad epochs 0
2019-06-13 01:57:24,407 TEST : loss 1.0181282758712769 - score 0.844
2019-06-13 01:57:24,408 ----------------------------------------------------------------------------------------------------
2019-06-13 01:57:24,541 epoch 28 - iter 0/819 - loss 1.29894090
2019-06-13 01:57:35,741 epoch 28 - iter 81/819 - loss 0.80064080
2019-06-13 01:57:46,617 epoch 28 - iter 162/819 - loss 0.78802015
2019-06-13 01:57:57,511 epoch 28 - iter 243/819 - loss 0.79255708
2019-06-13 01:58:09,787 epoch 28 - iter 324/819 - loss 0.80809667
2019-06-13 01:58:20,685 epoch 28 - iter 405/819 - loss 0.80539035
2019-06-13 01:58:31,442 epoch 28 - iter 486/819 - loss 0.81063418
2019-06-13 01:58:42,267 epoch 28 - iter 567/819 - loss 0.81439438
2019-06-13 01:58:53,247 epoch 28 - iter 648/819 - loss 0.81938899
2019-06-13 01:59:04,242 epoch 28 - iter 729/819 - loss 0.81379260
2019-06-13 01:59:15,038 epoch 28 - iter 810/819 - loss 0.81928769
2019-06-13 01:59:16,175 ----------------------------------------------------------------------------------------------------
2019-06-13 01:59:16,175 EPOCH 28 done: loss 0.8194 - lr 0.1000 - bad epochs 0
2019-06-13 02:01:10,932 TEST : loss 1.0251520872116089 - score 0.8415
2019-06-13 02:01:10,934 ----------------------------------------------------------------------------------------------------
2019-06-13 02:01:11,126 epoch 29 - iter 0/819 - loss 0.49480391
2019-06-13 02:01:23,987 epoch 29 - iter 81/819 - loss 0.84153527
2019-06-13 02:01:36,715 epoch 29 - iter 162/819 - loss 0.77418197
2019-06-13 02:01:49,368 epoch 29 - iter 243/819 - loss 0.76320010
2019-06-13 02:02:02,304 epoch 29 - iter 324/819 - loss 0.77436962
2019-06-13 02:02:15,143 epoch 29 - iter 405/819 - loss 0.78310670
2019-06-13 02:02:27,903 epoch 29 - iter 486/819 - loss 0.79829184
2019-06-13 02:02:40,484 epoch 29 - iter 567/819 - loss 0.79797937
2019-06-13 02:02:53,159 epoch 29 - iter 648/819 - loss 0.79752311
2019-06-13 02:03:05,914 epoch 29 - iter 729/819 - loss 0.79571050
2019-06-13 02:03:17,254 epoch 29 - iter 810/819 - loss 0.80025960
2019-06-13 02:03:18,602 ----------------------------------------------------------------------------------------------------
2019-06-13 02:03:18,603 EPOCH 29 done: loss 0.8008 - lr 0.1000 - bad epochs 0
2019-06-13 02:05:40,454 TEST : loss 1.0059031248092651 - score 0.8426
2019-06-13 02:05:40,477 ----------------------------------------------------------------------------------------------------
2019-06-13 02:05:40,647 epoch 30 - iter 0/819 - loss 0.68374920
2019-06-13 02:05:53,278 epoch 30 - iter 81/819 - loss 0.65284943
2019-06-13 02:06:06,160 epoch 30 - iter 162/819 - loss 0.68520573
2019-06-13 02:06:18,951 epoch 30 - iter 243/819 - loss 0.73082562
2019-06-13 02:06:31,855 epoch 30 - iter 324/819 - loss 0.74793241
2019-06-13 02:06:44,649 epoch 30 - iter 405/819 - loss 0.76688805
2019-06-13 02:06:57,441 epoch 30 - iter 486/819 - loss 0.78043913
2019-06-13 02:07:10,040 epoch 30 - iter 567/819 - loss 0.79037135
2019-06-13 02:07:22,858 epoch 30 - iter 648/819 - loss 0.79327851
2019-06-13 02:07:35,482 epoch 30 - iter 729/819 - loss 0.79603561
2019-06-13 02:07:46,831 epoch 30 - iter 810/819 - loss 0.80018218
2019-06-13 02:07:48,094 ----------------------------------------------------------------------------------------------------
2019-06-13 02:07:48,094 EPOCH 30 done: loss 0.7994 - lr 0.1000 - bad epochs 0
2019-06-13 02:10:07,457 TEST : loss 1.021479845046997 - score 0.8433
2019-06-13 02:10:07,467 ----------------------------------------------------------------------------------------------------
2019-06-13 02:10:07,645 epoch 31 - iter 0/819 - loss 0.91214371
2019-06-13 02:10:20,350 epoch 31 - iter 81/819 - loss 0.72380982
2019-06-13 02:10:33,114 epoch 31 - iter 162/819 - loss 0.72656899
2019-06-13 02:10:45,777 epoch 31 - iter 243/819 - loss 0.74861603
2019-06-13 02:10:58,511 epoch 31 - iter 324/819 - loss 0.74722299
2019-06-13 02:11:12,422 epoch 31 - iter 405/819 - loss 0.75909898
2019-06-13 02:11:25,183 epoch 31 - iter 486/819 - loss 0.76983514
2019-06-13 02:11:38,054 epoch 31 - iter 567/819 - loss 0.77839017
2019-06-13 02:11:50,800 epoch 31 - iter 648/819 - loss 0.78441385
2019-06-13 02:12:03,718 epoch 31 - iter 729/819 - loss 0.78505666
2019-06-13 02:12:16,604 epoch 31 - iter 810/819 - loss 0.78852429
2019-06-13 02:12:17,897 ----------------------------------------------------------------------------------------------------
2019-06-13 02:12:17,898 EPOCH 31 done: loss 0.7868 - lr 0.1000 - bad epochs 0
2019-06-13 02:14:12,561 TEST : loss 1.0539945363998413 - score 0.8414
2019-06-13 02:14:12,568 ----------------------------------------------------------------------------------------------------
2019-06-13 02:14:12,698 epoch 32 - iter 0/819 - loss 0.94169092
2019-06-13 02:14:23,627 epoch 32 - iter 81/819 - loss 0.71373168
2019-06-13 02:14:34,535 epoch 32 - iter 162/819 - loss 0.72667634
2019-06-13 02:14:45,610 epoch 32 - iter 243/819 - loss 0.75220970
2019-06-13 02:14:56,421 epoch 32 - iter 324/819 - loss 0.75981625
2019-06-13 02:15:07,314 epoch 32 - iter 405/819 - loss 0.76723786
2019-06-13 02:15:18,249 epoch 32 - iter 486/819 - loss 0.77385473
2019-06-13 02:15:29,231 epoch 32 - iter 567/819 - loss 0.76468187
2019-06-13 02:15:40,073 epoch 32 - iter 648/819 - loss 0.76889001
2019-06-13 02:15:52,029 epoch 32 - iter 729/819 - loss 0.77148743
2019-06-13 02:16:04,902 epoch 32 - iter 810/819 - loss 0.77341393
2019-06-13 02:16:06,123 ----------------------------------------------------------------------------------------------------
2019-06-13 02:16:06,124 EPOCH 32 done: loss 0.7732 - lr 0.1000 - bad epochs 0
2019-06-13 02:18:25,991 TEST : loss 1.0333601236343384 - score 0.8415
2019-06-13 02:18:25,997 ----------------------------------------------------------------------------------------------------
2019-06-13 02:18:26,166 epoch 33 - iter 0/819 - loss 0.39466667
2019-06-13 02:18:38,769 epoch 33 - iter 81/819 - loss 0.72356734
2019-06-13 02:18:51,431 epoch 33 - iter 162/819 - loss 0.72119717
2019-06-13 02:19:04,192 epoch 33 - iter 243/819 - loss 0.72431595
2019-06-13 02:19:17,207 epoch 33 - iter 324/819 - loss 0.73477910
2019-06-13 02:19:30,086 epoch 33 - iter 405/819 - loss 0.74046940
2019-06-13 02:19:42,982 epoch 33 - iter 486/819 - loss 0.75475065
2019-06-13 02:19:55,554 epoch 33 - iter 567/819 - loss 0.75246153
2019-06-13 02:20:06,364 epoch 33 - iter 648/819 - loss 0.75367318
2019-06-13 02:20:17,273 epoch 33 - iter 729/819 - loss 0.75747519
2019-06-13 02:20:28,194 epoch 33 - iter 810/819 - loss 0.75752978
2019-06-13 02:20:29,383 ----------------------------------------------------------------------------------------------------
2019-06-13 02:20:29,383 EPOCH 33 done: loss 0.7562 - lr 0.1000 - bad epochs 0
2019-06-13 02:22:23,912 TEST : loss 1.031929850578308 - score 0.8483
2019-06-13 02:22:23,932 ----------------------------------------------------------------------------------------------------
2019-06-13 02:22:24,093 epoch 34 - iter 0/819 - loss 0.45203853
2019-06-13 02:22:35,192 epoch 34 - iter 81/819 - loss 0.72671817
2019-06-13 02:22:46,130 epoch 34 - iter 162/819 - loss 0.73596864
2019-06-13 02:22:57,055 epoch 34 - iter 243/819 - loss 0.73732676
2019-06-13 02:23:08,064 epoch 34 - iter 324/819 - loss 0.73235500
2019-06-13 02:23:19,022 epoch 34 - iter 405/819 - loss 0.74124931
2019-06-13 02:23:30,125 epoch 34 - iter 486/819 - loss 0.75163191
2019-06-13 02:23:40,824 epoch 34 - iter 567/819 - loss 0.74880371
2019-06-13 02:23:51,846 epoch 34 - iter 648/819 - loss 0.75778618
2019-06-13 02:24:02,790 epoch 34 - iter 729/819 - loss 0.75675189
2019-06-13 02:24:13,683 epoch 34 - iter 810/819 - loss 0.75639069
2019-06-13 02:24:14,837 ----------------------------------------------------------------------------------------------------
2019-06-13 02:24:14,838 EPOCH 34 done: loss 0.7550 - lr 0.1000 - bad epochs 0
2019-06-13 02:26:09,295 TEST : loss 1.0219216346740723 - score 0.8416
2019-06-13 02:26:09,309 ----------------------------------------------------------------------------------------------------
2019-06-13 02:26:09,487 epoch 35 - iter 0/819 - loss 0.80994630
2019-06-13 02:26:22,271 epoch 35 - iter 81/819 - loss 0.74312401
2019-06-13 02:26:35,050 epoch 35 - iter 162/819 - loss 0.71673135
2019-06-13 02:26:47,699 epoch 35 - iter 243/819 - loss 0.70053014
2019-06-13 02:27:00,409 epoch 35 - iter 324/819 - loss 0.69797786
2019-06-13 02:27:13,248 epoch 35 - iter 405/819 - loss 0.71914907
2019-06-13 02:27:26,163 epoch 35 - iter 486/819 - loss 0.72996740
2019-06-13 02:27:39,991 epoch 35 - iter 567/819 - loss 0.73023945
2019-06-13 02:27:50,873 epoch 35 - iter 648/819 - loss 0.73951712
2019-06-13 02:28:03,386 epoch 35 - iter 729/819 - loss 0.74262884
2019-06-13 02:28:16,235 epoch 35 - iter 810/819 - loss 0.74035436
2019-06-13 02:28:17,631 ----------------------------------------------------------------------------------------------------
2019-06-13 02:28:17,631 EPOCH 35 done: loss 0.7423 - lr 0.1000 - bad epochs 0
2019-06-13 02:30:14,574 TEST : loss 1.056594967842102 - score 0.8424
2019-06-13 02:30:14,576 ----------------------------------------------------------------------------------------------------
2019-06-13 02:30:14,732 epoch 36 - iter 0/819 - loss 0.56861377
2019-06-13 02:30:27,606 epoch 36 - iter 81/819 - loss 0.70380759
2019-06-13 02:30:40,425 epoch 36 - iter 162/819 - loss 0.71676076
2019-06-13 02:30:52,008 epoch 36 - iter 243/819 - loss 0.71873907
2019-06-13 02:31:03,018 epoch 36 - iter 324/819 - loss 0.71257710
2019-06-13 02:31:13,966 epoch 36 - iter 405/819 - loss 0.73143139
2019-06-13 02:31:24,753 epoch 36 - iter 486/819 - loss 0.72882980
2019-06-13 02:31:35,504 epoch 36 - iter 567/819 - loss 0.72216140
2019-06-13 02:31:46,505 epoch 36 - iter 648/819 - loss 0.72918731
2019-06-13 02:31:57,399 epoch 36 - iter 729/819 - loss 0.73158651
2019-06-13 02:32:08,386 epoch 36 - iter 810/819 - loss 0.72868203
2019-06-13 02:32:09,622 ----------------------------------------------------------------------------------------------------
2019-06-13 02:32:09,623 EPOCH 36 done: loss 0.7309 - lr 0.1000 - bad epochs 0
2019-06-13 02:34:06,560 TEST : loss 1.028459906578064 - score 0.8435
2019-06-13 02:34:06,561 ----------------------------------------------------------------------------------------------------
2019-06-13 02:34:06,708 epoch 37 - iter 0/819 - loss 0.74098873
2019-06-13 02:34:19,586 epoch 37 - iter 81/819 - loss 0.69023335
2019-06-13 02:34:32,348 epoch 37 - iter 162/819 - loss 0.71859755
2019-06-13 02:34:45,065 epoch 37 - iter 243/819 - loss 0.72738601
2019-06-13 02:34:57,814 epoch 37 - iter 324/819 - loss 0.73443783
2019-06-13 02:35:10,528 epoch 37 - iter 405/819 - loss 0.73139237
2019-06-13 02:35:23,185 epoch 37 - iter 486/819 - loss 0.73406187
2019-06-13 02:35:35,809 epoch 37 - iter 567/819 - loss 0.72756530
2019-06-13 02:35:48,561 epoch 37 - iter 648/819 - loss 0.72579911
2019-06-13 02:36:01,350 epoch 37 - iter 729/819 - loss 0.71943583
2019-06-13 02:36:14,172 epoch 37 - iter 810/819 - loss 0.72178990
2019-06-13 02:36:15,477 ----------------------------------------------------------------------------------------------------
2019-06-13 02:36:15,477 EPOCH 37 done: loss 0.7207 - lr 0.1000 - bad epochs 0
2019-06-13 02:38:34,937 TEST : loss 1.045308232307434 - score 0.8437
2019-06-13 02:38:34,944 ----------------------------------------------------------------------------------------------------
2019-06-13 02:38:35,137 epoch 38 - iter 0/819 - loss 0.27766943
2019-06-13 02:38:47,914 epoch 38 - iter 81/819 - loss 0.70721503
2019-06-13 02:39:00,495 epoch 38 - iter 162/819 - loss 0.70010396
2019-06-13 02:39:13,406 epoch 38 - iter 243/819 - loss 0.69706861
2019-06-13 02:39:26,211 epoch 38 - iter 324/819 - loss 0.69737474
2019-06-13 02:39:38,882 epoch 38 - iter 405/819 - loss 0.68940306
2019-06-13 02:39:51,693 epoch 38 - iter 486/819 - loss 0.69588235
2019-06-13 02:40:04,359 epoch 38 - iter 567/819 - loss 0.70366151
2019-06-13 02:40:17,079 epoch 38 - iter 648/819 - loss 0.71369695
2019-06-13 02:40:29,678 epoch 38 - iter 729/819 - loss 0.72053098
2019-06-13 02:40:40,612 epoch 38 - iter 810/819 - loss 0.71868197
2019-06-13 02:40:41,758 ----------------------------------------------------------------------------------------------------
2019-06-13 02:40:41,758 EPOCH 38 done: loss 0.7173 - lr 0.1000 - bad epochs 0
2019-06-13 02:42:36,339 TEST : loss 1.05921471118927 - score 0.8428
2019-06-13 02:42:36,340 ----------------------------------------------------------------------------------------------------
2019-06-13 02:42:36,502 epoch 39 - iter 0/819 - loss 0.56226349
2019-06-13 02:42:49,263 epoch 39 - iter 81/819 - loss 0.72419290
2019-06-13 02:43:01,979 epoch 39 - iter 162/819 - loss 0.71560919
2019-06-13 02:43:14,346 epoch 39 - iter 243/819 - loss 0.71209433
2019-06-13 02:43:27,098 epoch 39 - iter 324/819 - loss 0.70858806
2019-06-13 02:43:39,813 epoch 39 - iter 405/819 - loss 0.71275925
2019-06-13 02:43:52,589 epoch 39 - iter 486/819 - loss 0.70712985
2019-06-13 02:44:05,457 epoch 39 - iter 567/819 - loss 0.70437072
2019-06-13 02:44:18,313 epoch 39 - iter 648/819 - loss 0.70391638
2019-06-13 02:44:29,212 epoch 39 - iter 729/819 - loss 0.70176668
2019-06-13 02:44:40,458 epoch 39 - iter 810/819 - loss 0.70377136
2019-06-13 02:44:41,803 ----------------------------------------------------------------------------------------------------
2019-06-13 02:44:41,803 EPOCH 39 done: loss 0.7040 - lr 0.1000 - bad epochs 0
2019-06-13 02:46:36,606 TEST : loss 1.0539404153823853 - score 0.8486
2019-06-13 02:46:36,621 ----------------------------------------------------------------------------------------------------
2019-06-13 02:46:36,755 epoch 40 - iter 0/819 - loss 0.20911956
2019-06-13 02:46:48,289 epoch 40 - iter 81/819 - loss 0.62634588
2019-06-13 02:47:01,154 epoch 40 - iter 162/819 - loss 0.67630530
2019-06-13 02:47:13,854 epoch 40 - iter 243/819 - loss 0.66404366
2019-06-13 02:47:26,461 epoch 40 - iter 324/819 - loss 0.67819526
2019-06-13 02:47:38,001 epoch 40 - iter 405/819 - loss 0.68112213
2019-06-13 02:47:50,768 epoch 40 - iter 486/819 - loss 0.68933207
2019-06-13 02:48:03,511 epoch 40 - iter 567/819 - loss 0.69238520
2019-06-13 02:48:16,334 epoch 40 - iter 648/819 - loss 0.70071167
2019-06-13 02:48:27,422 epoch 40 - iter 729/819 - loss 0.69900165
2019-06-13 02:48:38,159 epoch 40 - iter 810/819 - loss 0.70217764
2019-06-13 02:48:39,264 ----------------------------------------------------------------------------------------------------
2019-06-13 02:48:39,264 EPOCH 40 done: loss 0.7021 - lr 0.1000 - bad epochs 0
2019-06-13 02:50:34,115 TEST : loss 1.0495165586471558 - score 0.8428
2019-06-13 02:50:34,125 ----------------------------------------------------------------------------------------------------
2019-06-13 02:50:34,264 epoch 41 - iter 0/819 - loss 0.93762660
2019-06-13 02:50:47,055 epoch 41 - iter 81/819 - loss 0.65596036
2019-06-13 02:50:59,811 epoch 41 - iter 162/819 - loss 0.69086818
2019-06-13 02:51:12,478 epoch 41 - iter 243/819 - loss 0.68977830
2019-06-13 02:51:23,346 epoch 41 - iter 324/819 - loss 0.69094253
2019-06-13 02:51:34,286 epoch 41 - iter 405/819 - loss 0.70394387
2019-06-13 02:51:47,319 epoch 41 - iter 486/819 - loss 0.70333693
2019-06-13 02:52:00,064 epoch 41 - iter 567/819 - loss 0.71396331
2019-06-13 02:52:12,570 epoch 41 - iter 648/819 - loss 0.71355027
2019-06-13 02:52:25,049 epoch 41 - iter 729/819 - loss 0.70138779
2019-06-13 02:52:37,987 epoch 41 - iter 810/819 - loss 0.70207054
2019-06-13 02:52:39,097 ----------------------------------------------------------------------------------------------------
2019-06-13 02:52:39,097 EPOCH 41 done: loss 0.7020 - lr 0.1000 - bad epochs 0
2019-06-13 02:54:33,591 TEST : loss 1.0314888954162598 - score 0.8446
2019-06-13 02:54:33,603 ----------------------------------------------------------------------------------------------------
2019-06-13 02:54:33,746 epoch 42 - iter 0/819 - loss 0.54001021
2019-06-13 02:54:46,447 epoch 42 - iter 81/819 - loss 0.62698542
2019-06-13 02:54:59,087 epoch 42 - iter 162/819 - loss 0.64541978
2019-06-13 02:55:11,204 epoch 42 - iter 243/819 - loss 0.67099471
2019-06-13 02:55:22,245 epoch 42 - iter 324/819 - loss 0.67238530
2019-06-13 02:55:33,047 epoch 42 - iter 405/819 - loss 0.66938607
2019-06-13 02:55:45,648 epoch 42 - iter 486/819 - loss 0.67042815
2019-06-13 02:55:57,448 epoch 42 - iter 567/819 - loss 0.67482651
2019-06-13 02:56:08,432 epoch 42 - iter 648/819 - loss 0.66723609
2019-06-13 02:56:19,341 epoch 42 - iter 729/819 - loss 0.66570826
2019-06-13 02:56:30,214 epoch 42 - iter 810/819 - loss 0.67154965
2019-06-13 02:56:31,329 ----------------------------------------------------------------------------------------------------
2019-06-13 02:56:31,330 EPOCH 42 done: loss 0.6703 - lr 0.1000 - bad epochs 0
2019-06-13 02:58:25,875 TEST : loss 1.0920532941818237 - score 0.8421
2019-06-13 02:58:25,888 ----------------------------------------------------------------------------------------------------
2019-06-13 02:58:26,041 epoch 43 - iter 0/819 - loss 0.92843461
2019-06-13 02:58:38,953 epoch 43 - iter 81/819 - loss 0.62884774
2019-06-13 02:58:51,674 epoch 43 - iter 162/819 - loss 0.63775695
2019-06-13 02:59:04,429 epoch 43 - iter 243/819 - loss 0.65966914
2019-06-13 02:59:17,097 epoch 43 - iter 324/819 - loss 0.65389569
2019-06-13 02:59:29,906 epoch 43 - iter 405/819 - loss 0.66136612
2019-06-13 02:59:42,699 epoch 43 - iter 486/819 - loss 0.66569014
2019-06-13 02:59:55,539 epoch 43 - iter 567/819 - loss 0.66233569
2019-06-13 03:00:08,147 epoch 43 - iter 648/819 - loss 0.66346411
2019-06-13 03:00:20,906 epoch 43 - iter 729/819 - loss 0.66652581
2019-06-13 03:00:31,758 epoch 43 - iter 810/819 - loss 0.66667963
2019-06-13 03:00:32,923 ----------------------------------------------------------------------------------------------------
2019-06-13 03:00:32,923 EPOCH 43 done: loss 0.6673 - lr 0.1000 - bad epochs 0
2019-06-13 03:02:30,005 TEST : loss 1.0691322088241577 - score 0.8424
2019-06-13 03:02:30,020 ----------------------------------------------------------------------------------------------------
2019-06-13 03:02:30,168 epoch 44 - iter 0/819 - loss 0.41672897
2019-06-13 03:02:42,832 epoch 44 - iter 81/819 - loss 0.64749146
2019-06-13 03:02:53,831 epoch 44 - iter 162/819 - loss 0.62051037
2019-06-13 03:03:04,819 epoch 44 - iter 243/819 - loss 0.65573336
2019-06-13 03:03:15,653 epoch 44 - iter 324/819 - loss 0.64622351
2019-06-13 03:03:26,420 epoch 44 - iter 405/819 - loss 0.65009942
2019-06-13 03:03:37,336 epoch 44 - iter 486/819 - loss 0.65068465
2019-06-13 03:03:48,217 epoch 44 - iter 567/819 - loss 0.65165050
2019-06-13 03:03:59,056 epoch 44 - iter 648/819 - loss 0.65737958
2019-06-13 03:04:09,984 epoch 44 - iter 729/819 - loss 0.65247652
2019-06-13 03:04:20,868 epoch 44 - iter 810/819 - loss 0.64886710
2019-06-13 03:04:22,002 ----------------------------------------------------------------------------------------------------
2019-06-13 03:04:22,002 EPOCH 44 done: loss 0.6495 - lr 0.1000 - bad epochs 0
2019-06-13 03:06:40,558 TEST : loss 1.0701608657836914 - score 0.8432
2019-06-13 03:06:40,559 ----------------------------------------------------------------------------------------------------
2019-06-13 03:06:40,732 epoch 45 - iter 0/819 - loss 0.40281439
2019-06-13 03:06:53,342 epoch 45 - iter 81/819 - loss 0.56844796
2019-06-13 03:07:05,978 epoch 45 - iter 162/819 - loss 0.60715018
2019-06-13 03:07:20,095 epoch 45 - iter 243/819 - loss 0.63527358
2019-06-13 03:07:31,168 epoch 45 - iter 324/819 - loss 0.63591219
2019-06-13 03:07:42,054 epoch 45 - iter 405/819 - loss 0.64437361
2019-06-13 03:07:52,923 epoch 45 - iter 486/819 - loss 0.64008172
2019-06-13 03:08:05,341 epoch 45 - iter 567/819 - loss 0.64366472
2019-06-13 03:08:18,031 epoch 45 - iter 648/819 - loss 0.64185550
2019-06-13 03:08:30,783 epoch 45 - iter 729/819 - loss 0.65004599
2019-06-13 03:08:43,612 epoch 45 - iter 810/819 - loss 0.65320650
2019-06-13 03:08:44,936 ----------------------------------------------------------------------------------------------------
2019-06-13 03:08:44,936 EPOCH 45 done: loss 0.6547 - lr 0.1000 - bad epochs 0
2019-06-13 03:11:04,485 TEST : loss 1.059309482574463 - score 0.8475
2019-06-13 03:11:04,487 ----------------------------------------------------------------------------------------------------
2019-06-13 03:11:04,673 epoch 46 - iter 0/819 - loss 0.65024757
2019-06-13 03:11:17,598 epoch 46 - iter 81/819 - loss 0.67208798
2019-06-13 03:11:30,257 epoch 46 - iter 162/819 - loss 0.68036676
2019-06-13 03:11:42,224 epoch 46 - iter 243/819 - loss 0.66044170
2019-06-13 03:11:54,901 epoch 46 - iter 324/819 - loss 0.64364908
2019-06-13 03:12:07,416 epoch 46 - iter 405/819 - loss 0.65292939
2019-06-13 03:12:18,376 epoch 46 - iter 486/819 - loss 0.65214608
2019-06-13 03:12:29,891 epoch 46 - iter 567/819 - loss 0.66017065
2019-06-13 03:12:40,871 epoch 46 - iter 648/819 - loss 0.65334075
2019-06-13 03:12:51,983 epoch 46 - iter 729/819 - loss 0.65221243
2019-06-13 03:13:04,006 epoch 46 - iter 810/819 - loss 0.65018535
2019-06-13 03:13:05,328 ----------------------------------------------------------------------------------------------------
2019-06-13 03:13:05,328 EPOCH 46 done: loss 0.6510 - lr 0.1000 - bad epochs 1
2019-06-13 03:15:24,846 TEST : loss 1.0630018711090088 - score 0.8439
2019-06-13 03:15:24,853 ----------------------------------------------------------------------------------------------------
2019-06-13 03:15:25,033 epoch 47 - iter 0/819 - loss 0.61830378
2019-06-13 03:15:37,907 epoch 47 - iter 81/819 - loss 0.62258831
2019-06-13 03:15:49,729 epoch 47 - iter 162/819 - loss 0.62919160
2019-06-13 03:16:00,661 epoch 47 - iter 243/819 - loss 0.63094018
2019-06-13 03:16:11,652 epoch 47 - iter 324/819 - loss 0.63966147
2019-06-13 03:16:22,578 epoch 47 - iter 405/819 - loss 0.64341256
2019-06-13 03:16:33,452 epoch 47 - iter 486/819 - loss 0.64661975
2019-06-13 03:16:44,280 epoch 47 - iter 567/819 - loss 0.64265443
2019-06-13 03:16:55,331 epoch 47 - iter 648/819 - loss 0.64087599
2019-06-13 03:17:06,301 epoch 47 - iter 729/819 - loss 0.64344245
2019-06-13 03:17:17,995 epoch 47 - iter 810/819 - loss 0.64530687
2019-06-13 03:17:19,335 ----------------------------------------------------------------------------------------------------
2019-06-13 03:17:19,335 EPOCH 47 done: loss 0.6456 - lr 0.1000 - bad epochs 2
2019-06-13 03:19:13,948 TEST : loss 1.0580190420150757 - score 0.8405
2019-06-13 03:19:13,960 ----------------------------------------------------------------------------------------------------
2019-06-13 03:19:14,117 epoch 48 - iter 0/819 - loss 1.05676842
2019-06-13 03:19:25,085 epoch 48 - iter 81/819 - loss 0.62508516
2019-06-13 03:19:37,627 epoch 48 - iter 162/819 - loss 0.60595956
2019-06-13 03:19:50,461 epoch 48 - iter 243/819 - loss 0.61821522
2019-06-13 03:20:03,181 epoch 48 - iter 324/819 - loss 0.62228789
2019-06-13 03:20:16,041 epoch 48 - iter 405/819 - loss 0.62577042
2019-06-13 03:20:28,800 epoch 48 - iter 486/819 - loss 0.63457974
2019-06-13 03:20:41,664 epoch 48 - iter 567/819 - loss 0.63134546
2019-06-13 03:20:54,534 epoch 48 - iter 648/819 - loss 0.63581049
2019-06-13 03:21:05,456 epoch 48 - iter 729/819 - loss 0.63296844
2019-06-13 03:21:16,354 epoch 48 - iter 810/819 - loss 0.63176852
2019-06-13 03:21:17,482 ----------------------------------------------------------------------------------------------------
2019-06-13 03:21:17,483 EPOCH 48 done: loss 0.6303 - lr 0.1000 - bad epochs 0
2019-06-13 03:23:11,928 TEST : loss 1.1002610921859741 - score 0.8391
2019-06-13 03:23:11,938 ----------------------------------------------------------------------------------------------------
2019-06-13 03:23:12,091 epoch 49 - iter 0/819 - loss 0.72205544
2019-06-13 03:23:24,976 epoch 49 - iter 81/819 - loss 0.64517549
2019-06-13 03:23:37,689 epoch 49 - iter 162/819 - loss 0.60912254
2019-06-13 03:23:50,432 epoch 49 - iter 243/819 - loss 0.62123454
2019-06-13 03:24:02,837 epoch 49 - iter 324/819 - loss 0.60281475
2019-06-13 03:24:13,846 epoch 49 - iter 405/819 - loss 0.60096875
2019-06-13 03:24:24,820 epoch 49 - iter 486/819 - loss 0.59830241
2019-06-13 03:24:35,871 epoch 49 - iter 567/819 - loss 0.60316211
2019-06-13 03:24:48,020 epoch 49 - iter 648/819 - loss 0.60989118
2019-06-13 03:25:00,754 epoch 49 - iter 729/819 - loss 0.61319871
2019-06-13 03:25:13,637 epoch 49 - iter 810/819 - loss 0.61960951
2019-06-13 03:25:14,916 ----------------------------------------------------------------------------------------------------
2019-06-13 03:25:14,916 EPOCH 49 done: loss 0.6203 - lr 0.1000 - bad epochs 0
2019-06-13 03:27:36,947 TEST : loss 1.0679161548614502 - score 0.841
2019-06-13 03:27:36,948 ----------------------------------------------------------------------------------------------------
2019-06-13 03:27:37,084 epoch 50 - iter 0/819 - loss 0.68657207
2019-06-13 03:27:49,894 epoch 50 - iter 81/819 - loss 0.54841627
2019-06-13 03:28:02,510 epoch 50 - iter 162/819 - loss 0.59854716
2019-06-13 03:28:15,200 epoch 50 - iter 243/819 - loss 0.61339841
2019-06-13 03:28:27,671 epoch 50 - iter 324/819 - loss 0.60931830
2019-06-13 03:28:40,398 epoch 50 - iter 405/819 - loss 0.61530836
2019-06-13 03:28:52,928 epoch 50 - iter 486/819 - loss 0.61354053
2019-06-13 03:29:05,757 epoch 50 - iter 567/819 - loss 0.61669713
2019-06-13 03:29:18,636 epoch 50 - iter 648/819 - loss 0.61445826
2019-06-13 03:29:31,388 epoch 50 - iter 729/819 - loss 0.61366947
2019-06-13 03:29:44,104 epoch 50 - iter 810/819 - loss 0.61736629
2019-06-13 03:29:45,242 ----------------------------------------------------------------------------------------------------
2019-06-13 03:29:45,242 EPOCH 50 done: loss 0.6171 - lr 0.1000 - bad epochs 0
2019-06-13 03:31:39,985 TEST : loss 1.0616669654846191 - score 0.8444
2019-06-13 03:31:39,986 ----------------------------------------------------------------------------------------------------
2019-06-13 03:31:40,165 epoch 51 - iter 0/819 - loss 1.19513392
2019-06-13 03:31:51,104 epoch 51 - iter 81/819 - loss 0.56494807
2019-06-13 03:32:03,713 epoch 51 - iter 162/819 - loss 0.60451820
2019-06-13 03:32:16,715 epoch 51 - iter 243/819 - loss 0.58983610
2019-06-13 03:32:29,419 epoch 51 - iter 324/819 - loss 0.60127502
2019-06-13 03:32:42,219 epoch 51 - iter 405/819 - loss 0.60285213
2019-06-13 03:32:54,751 epoch 51 - iter 486/819 - loss 0.61211034
2019-06-13 03:33:07,413 epoch 51 - iter 567/819 - loss 0.60955864
2019-06-13 03:33:20,303 epoch 51 - iter 648/819 - loss 0.61420353
2019-06-13 03:33:33,190 epoch 51 - iter 729/819 - loss 0.61505231
2019-06-13 03:33:45,919 epoch 51 - iter 810/819 - loss 0.61192082
2019-06-13 03:33:47,228 ----------------------------------------------------------------------------------------------------
2019-06-13 03:33:47,228 EPOCH 51 done: loss 0.6143 - lr 0.1000 - bad epochs 0
2019-06-13 03:36:06,530 TEST : loss 1.065238356590271 - score 0.849
2019-06-13 03:36:06,532 ----------------------------------------------------------------------------------------------------
2019-06-13 03:36:06,667 epoch 52 - iter 0/819 - loss 0.41463757
2019-06-13 03:36:19,443 epoch 52 - iter 81/819 - loss 0.58174655
2019-06-13 03:36:32,238 epoch 52 - iter 162/819 - loss 0.56721687
2019-06-13 03:36:45,834 epoch 52 - iter 243/819 - loss 0.57306669
2019-06-13 03:36:58,607 epoch 52 - iter 324/819 - loss 0.57506942
2019-06-13 03:37:11,498 epoch 52 - iter 405/819 - loss 0.58952419
2019-06-13 03:37:24,329 epoch 52 - iter 486/819 - loss 0.58868042
2019-06-13 03:37:37,278 epoch 52 - iter 567/819 - loss 0.59576947
2019-06-13 03:37:49,955 epoch 52 - iter 648/819 - loss 0.59419528
2019-06-13 03:38:00,906 epoch 52 - iter 729/819 - loss 0.59998989
2019-06-13 03:38:11,884 epoch 52 - iter 810/819 - loss 0.59641958
2019-06-13 03:38:12,993 ----------------------------------------------------------------------------------------------------
2019-06-13 03:38:12,993 EPOCH 52 done: loss 0.5966 - lr 0.1000 - bad epochs 0
2019-06-13 03:40:07,563 TEST : loss 1.112634539604187 - score 0.8422
2019-06-13 03:40:07,564 ----------------------------------------------------------------------------------------------------
2019-06-13 03:40:07,713 epoch 53 - iter 0/819 - loss 0.53027725
2019-06-13 03:40:18,700 epoch 53 - iter 81/819 - loss 0.56695778
2019-06-13 03:40:29,679 epoch 53 - iter 162/819 - loss 0.56163560
2019-06-13 03:40:40,469 epoch 53 - iter 243/819 - loss 0.57207226
2019-06-13 03:40:51,399 epoch 53 - iter 324/819 - loss 0.57674429
2019-06-13 03:41:02,216 epoch 53 - iter 405/819 - loss 0.59071638
2019-06-13 03:41:13,212 epoch 53 - iter 486/819 - loss 0.59436649
2019-06-13 03:41:23,992 epoch 53 - iter 567/819 - loss 0.59068659
2019-06-13 03:41:34,957 epoch 53 - iter 648/819 - loss 0.59120452
2019-06-13 03:41:45,961 epoch 53 - iter 729/819 - loss 0.59075325
2019-06-13 03:41:56,989 epoch 53 - iter 810/819 - loss 0.59313700
2019-06-13 03:41:58,165 ----------------------------------------------------------------------------------------------------
2019-06-13 03:41:58,165 EPOCH 53 done: loss 0.5937 - lr 0.1000 - bad epochs 0
2019-06-13 03:43:52,949 TEST : loss 1.1384849548339844 - score 0.8426
2019-06-13 03:43:52,951 ----------------------------------------------------------------------------------------------------
2019-06-13 03:43:53,106 epoch 54 - iter 0/819 - loss 0.89373946
2019-06-13 03:44:05,991 epoch 54 - iter 81/819 - loss 0.59549729
2019-06-13 03:44:16,971 epoch 54 - iter 162/819 - loss 0.59180408
2019-06-13 03:44:27,856 epoch 54 - iter 243/819 - loss 0.58246143
2019-06-13 03:44:38,761 epoch 54 - iter 324/819 - loss 0.57595576
2019-06-13 03:44:49,563 epoch 54 - iter 405/819 - loss 0.58967279
2019-06-13 03:45:00,497 epoch 54 - iter 486/819 - loss 0.59015851
2019-06-13 03:45:11,585 epoch 54 - iter 567/819 - loss 0.58534847
2019-06-13 03:45:22,534 epoch 54 - iter 648/819 - loss 0.58655979
2019-06-13 03:45:33,261 epoch 54 - iter 729/819 - loss 0.58865935
2019-06-13 03:45:44,271 epoch 54 - iter 810/819 - loss 0.58974826
2019-06-13 03:45:45,641 ----------------------------------------------------------------------------------------------------
2019-06-13 03:45:45,641 EPOCH 54 done: loss 0.5897 - lr 0.1000 - bad epochs 0
2019-06-13 03:48:04,999 TEST : loss 1.1095722913742065 - score 0.8442
2019-06-13 03:48:05,001 ----------------------------------------------------------------------------------------------------
2019-06-13 03:48:05,192 epoch 55 - iter 0/819 - loss 0.71005678
2019-06-13 03:48:18,002 epoch 55 - iter 81/819 - loss 0.54248179
2019-06-13 03:48:30,616 epoch 55 - iter 162/819 - loss 0.57229170
2019-06-13 03:48:41,689 epoch 55 - iter 243/819 - loss 0.56741547
2019-06-13 03:48:53,673 epoch 55 - iter 324/819 - loss 0.57348086
2019-06-13 03:49:04,698 epoch 55 - iter 405/819 - loss 0.57812244
2019-06-13 03:49:15,670 epoch 55 - iter 486/819 - loss 0.57933148
2019-06-13 03:49:28,296 epoch 55 - iter 567/819 - loss 0.58581249
2019-06-13 03:49:41,050 epoch 55 - iter 648/819 - loss 0.58004268
2019-06-13 03:49:53,335 epoch 55 - iter 729/819 - loss 0.58773194
2019-06-13 03:50:06,143 epoch 55 - iter 810/819 - loss 0.58594494
2019-06-13 03:50:07,465 ----------------------------------------------------------------------------------------------------
2019-06-13 03:50:07,465 EPOCH 55 done: loss 0.5860 - lr 0.1000 - bad epochs 0
2019-06-13 03:52:02,046 TEST : loss 1.1165605783462524 - score 0.8443
2019-06-13 03:52:02,047 ----------------------------------------------------------------------------------------------------
2019-06-13 03:52:02,186 epoch 56 - iter 0/819 - loss 0.83914661
2019-06-13 03:52:14,842 epoch 56 - iter 81/819 - loss 0.60043724
2019-06-13 03:52:26,011 epoch 56 - iter 162/819 - loss 0.60040490
2019-06-13 03:52:37,128 epoch 56 - iter 243/819 - loss 0.59239556
2019-06-13 03:52:48,621 epoch 56 - iter 324/819 - loss 0.59602727
2019-06-13 03:53:01,264 epoch 56 - iter 405/819 - loss 0.59212672
2019-06-13 03:53:14,026 epoch 56 - iter 486/819 - loss 0.58387720
2019-06-13 03:53:26,665 epoch 56 - iter 567/819 - loss 0.57680688
2019-06-13 03:53:39,405 epoch 56 - iter 648/819 - loss 0.58156585
2019-06-13 03:53:52,043 epoch 56 - iter 729/819 - loss 0.59052108
2019-06-13 03:54:04,719 epoch 56 - iter 810/819 - loss 0.59407950
2019-06-13 03:54:06,036 ----------------------------------------------------------------------------------------------------
2019-06-13 03:54:06,036 EPOCH 56 done: loss 0.5958 - lr 0.1000 - bad epochs 0
2019-06-13 03:56:28,140 TEST : loss 1.1026191711425781 - score 0.8437
2019-06-13 03:56:28,153 ----------------------------------------------------------------------------------------------------
2019-06-13 03:56:28,332 epoch 57 - iter 0/819 - loss 0.66559649
2019-06-13 03:56:41,003 epoch 57 - iter 81/819 - loss 0.55724676
2019-06-13 03:56:51,840 epoch 57 - iter 162/819 - loss 0.58299207
2019-06-13 03:57:02,708 epoch 57 - iter 243/819 - loss 0.56795142
2019-06-13 03:57:13,538 epoch 57 - iter 324/819 - loss 0.56584782
2019-06-13 03:57:24,441 epoch 57 - iter 405/819 - loss 0.55896914
2019-06-13 03:57:35,548 epoch 57 - iter 486/819 - loss 0.56020612
2019-06-13 03:57:48,265 epoch 57 - iter 567/819 - loss 0.56079189
2019-06-13 03:58:00,917 epoch 57 - iter 648/819 - loss 0.56076021
2019-06-13 03:58:13,710 epoch 57 - iter 729/819 - loss 0.56865272
2019-06-13 03:58:26,610 epoch 57 - iter 810/819 - loss 0.57190002
2019-06-13 03:58:27,897 ----------------------------------------------------------------------------------------------------
2019-06-13 03:58:27,897 EPOCH 57 done: loss 0.5711 - lr 0.1000 - bad epochs 1
2019-06-13 04:00:47,232 TEST : loss 1.1420069932937622 - score 0.8422
2019-06-13 04:00:47,241 ----------------------------------------------------------------------------------------------------
2019-06-13 04:00:47,416 epoch 58 - iter 0/819 - loss 0.34783912
2019-06-13 04:01:00,105 epoch 58 - iter 81/819 - loss 0.56009161
2019-06-13 04:01:10,929 epoch 58 - iter 162/819 - loss 0.54365130
2019-06-13 04:01:21,852 epoch 58 - iter 243/819 - loss 0.54889948
2019-06-13 04:01:32,796 epoch 58 - iter 324/819 - loss 0.54837036
2019-06-13 04:01:43,762 epoch 58 - iter 405/819 - loss 0.55371788
2019-06-13 04:01:54,705 epoch 58 - iter 486/819 - loss 0.55116847
2019-06-13 04:02:05,834 epoch 58 - iter 567/819 - loss 0.56416434
2019-06-13 04:02:16,577 epoch 58 - iter 648/819 - loss 0.56822156
2019-06-13 04:02:28,131 epoch 58 - iter 729/819 - loss 0.56761894
2019-06-13 04:02:40,898 epoch 58 - iter 810/819 - loss 0.56848969
2019-06-13 04:02:42,227 ----------------------------------------------------------------------------------------------------
2019-06-13 04:02:42,227 EPOCH 58 done: loss 0.5685 - lr 0.1000 - bad epochs 0
2019-06-13 04:05:01,579 TEST : loss 1.1011204719543457 - score 0.8454
2019-06-13 04:05:01,593 ----------------------------------------------------------------------------------------------------
2019-06-13 04:05:01,765 epoch 59 - iter 0/819 - loss 0.45514011
2019-06-13 04:05:14,768 epoch 59 - iter 81/819 - loss 0.54195904
2019-06-13 04:05:27,595 epoch 59 - iter 162/819 - loss 0.57090797
2019-06-13 04:05:40,486 epoch 59 - iter 243/819 - loss 0.56205386
2019-06-13 04:05:51,204 epoch 59 - iter 324/819 - loss 0.55774077
2019-06-13 04:06:03,151 epoch 59 - iter 405/819 - loss 0.55887541
2019-06-13 04:06:15,869 epoch 59 - iter 486/819 - loss 0.56270134
2019-06-13 04:06:28,777 epoch 59 - iter 567/819 - loss 0.56610538
2019-06-13 04:06:39,619 epoch 59 - iter 648/819 - loss 0.56160476
2019-06-13 04:06:51,564 epoch 59 - iter 729/819 - loss 0.56761456
2019-06-13 04:07:04,298 epoch 59 - iter 810/819 - loss 0.56853145
2019-06-13 04:07:05,608 ----------------------------------------------------------------------------------------------------
2019-06-13 04:07:05,608 EPOCH 59 done: loss 0.5691 - lr 0.1000 - bad epochs 0
2019-06-13 04:09:25,766 TEST : loss 1.113141417503357 - score 0.8422
2019-06-13 04:09:25,777 ----------------------------------------------------------------------------------------------------
2019-06-13 04:09:25,948 epoch 60 - iter 0/819 - loss 1.20515418
2019-06-13 04:09:38,901 epoch 60 - iter 81/819 - loss 0.54672629
2019-06-13 04:09:51,773 epoch 60 - iter 162/819 - loss 0.54231236
2019-06-13 04:10:04,358 epoch 60 - iter 243/819 - loss 0.53939054
2019-06-13 04:10:18,274 epoch 60 - iter 324/819 - loss 0.53387050
2019-06-13 04:10:30,995 epoch 60 - iter 405/819 - loss 0.53757636
2019-06-13 04:10:43,854 epoch 60 - iter 486/819 - loss 0.54136189
2019-06-13 04:10:56,562 epoch 60 - iter 567/819 - loss 0.54682283
2019-06-13 04:11:09,323 epoch 60 - iter 648/819 - loss 0.55519177
2019-06-13 04:11:22,123 epoch 60 - iter 729/819 - loss 0.55632922
2019-06-13 04:11:34,940 epoch 60 - iter 810/819 - loss 0.56314719
2019-06-13 04:11:36,316 ----------------------------------------------------------------------------------------------------
2019-06-13 04:11:36,316 EPOCH 60 done: loss 0.5660 - lr 0.1000 - bad epochs 1
2019-06-13 04:13:55,448 TEST : loss 1.142405390739441 - score 0.8374
2019-06-13 04:13:55,462 ----------------------------------------------------------------------------------------------------
2019-06-13 04:13:55,646 epoch 61 - iter 0/819 - loss 0.55989408
2019-06-13 04:14:08,667 epoch 61 - iter 81/819 - loss 0.58850927
2019-06-13 04:14:21,226 epoch 61 - iter 162/819 - loss 0.55376940
2019-06-13 04:14:33,924 epoch 61 - iter 243/819 - loss 0.55140803
2019-06-13 04:14:46,677 epoch 61 - iter 324/819 - loss 0.55720152
2019-06-13 04:14:59,557 epoch 61 - iter 405/819 - loss 0.55482877
2019-06-13 04:15:10,509 epoch 61 - iter 486/819 - loss 0.55920321
2019-06-13 04:15:21,586 epoch 61 - iter 567/819 - loss 0.56575675
2019-06-13 04:15:32,635 epoch 61 - iter 648/819 - loss 0.56041288
2019-06-13 04:15:43,684 epoch 61 - iter 729/819 - loss 0.56300194
2019-06-13 04:15:56,246 epoch 61 - iter 810/819 - loss 0.56641361
2019-06-13 04:15:57,556 ----------------------------------------------------------------------------------------------------
2019-06-13 04:15:57,556 EPOCH 61 done: loss 0.5662 - lr 0.1000 - bad epochs 0
2019-06-13 04:18:16,678 TEST : loss 1.1068607568740845 - score 0.8429
2019-06-13 04:18:16,688 ----------------------------------------------------------------------------------------------------
2019-06-13 04:18:16,871 epoch 62 - iter 0/819 - loss 0.30832195
2019-06-13 04:18:30,005 epoch 62 - iter 81/819 - loss 0.56487667
2019-06-13 04:18:42,938 epoch 62 - iter 162/819 - loss 0.55915453
2019-06-13 04:18:55,639 epoch 62 - iter 243/819 - loss 0.55640094
2019-06-13 04:19:06,578 epoch 62 - iter 324/819 - loss 0.55577912
2019-06-13 04:19:17,783 epoch 62 - iter 405/819 - loss 0.54727165
2019-06-13 04:19:30,887 epoch 62 - iter 486/819 - loss 0.55826328
2019-06-13 04:19:43,715 epoch 62 - iter 567/819 - loss 0.55523606
2019-06-13 04:19:56,288 epoch 62 - iter 648/819 - loss 0.56152959
2019-06-13 04:20:08,976 epoch 62 - iter 729/819 - loss 0.56440148
2019-06-13 04:20:21,716 epoch 62 - iter 810/819 - loss 0.55718618
2019-06-13 04:20:22,864 ----------------------------------------------------------------------------------------------------
2019-06-13 04:20:22,865 EPOCH 62 done: loss 0.5574 - lr 0.1000 - bad epochs 1
2019-06-13 04:22:17,879 TEST : loss 1.1732232570648193 - score 0.8457
2019-06-13 04:22:17,890 ----------------------------------------------------------------------------------------------------
2019-06-13 04:22:18,043 epoch 63 - iter 0/819 - loss 0.38586831
2019-06-13 04:22:30,870 epoch 63 - iter 81/819 - loss 0.51680383
2019-06-13 04:22:43,824 epoch 63 - iter 162/819 - loss 0.54950728
2019-06-13 04:22:56,518 epoch 63 - iter 243/819 - loss 0.53761323
2019-06-13 04:23:07,234 epoch 63 - iter 324/819 - loss 0.52819601
2019-06-13 04:23:21,705 epoch 63 - iter 405/819 - loss 0.53185653
2019-06-13 04:23:34,513 epoch 63 - iter 486/819 - loss 0.54146372
2019-06-13 04:23:47,135 epoch 63 - iter 567/819 - loss 0.55315327
2019-06-13 04:23:58,038 epoch 63 - iter 648/819 - loss 0.54539079
2019-06-13 04:24:09,157 epoch 63 - iter 729/819 - loss 0.55182071
2019-06-13 04:24:20,148 epoch 63 - iter 810/819 - loss 0.55717006
2019-06-13 04:24:21,317 ----------------------------------------------------------------------------------------------------
2019-06-13 04:24:21,318 EPOCH 63 done: loss 0.5571 - lr 0.1000 - bad epochs 0
2019-06-13 04:26:18,230 TEST : loss 1.1192245483398438 - score 0.8455
2019-06-13 04:26:18,247 ----------------------------------------------------------------------------------------------------
2019-06-13 04:26:18,385 epoch 64 - iter 0/819 - loss 0.42513418
2019-06-13 04:26:31,076 epoch 64 - iter 81/819 - loss 0.46104808
2019-06-13 04:26:44,482 epoch 64 - iter 162/819 - loss 0.49715078
2019-06-13 04:26:57,275 epoch 64 - iter 243/819 - loss 0.50851172
2019-06-13 04:27:10,168 epoch 64 - iter 324/819 - loss 0.51905197
2019-06-13 04:27:21,022 epoch 64 - iter 405/819 - loss 0.52941376
2019-06-13 04:27:32,114 epoch 64 - iter 486/819 - loss 0.52539919
2019-06-13 04:27:42,992 epoch 64 - iter 567/819 - loss 0.52859957
2019-06-13 04:27:53,938 epoch 64 - iter 648/819 - loss 0.53042965
2019-06-13 04:28:04,979 epoch 64 - iter 729/819 - loss 0.53542200
2019-06-13 04:28:16,026 epoch 64 - iter 810/819 - loss 0.53980915
2019-06-13 04:28:17,151 ----------------------------------------------------------------------------------------------------
2019-06-13 04:28:17,151 EPOCH 64 done: loss 0.5394 - lr 0.1000 - bad epochs 0
2019-06-13 04:30:11,667 TEST : loss 1.154679775238037 - score 0.8399
2019-06-13 04:30:11,677 ----------------------------------------------------------------------------------------------------
2019-06-13 04:30:11,812 epoch 65 - iter 0/819 - loss 0.73432493
2019-06-13 04:30:22,887 epoch 65 - iter 81/819 - loss 0.54087588
2019-06-13 04:30:33,717 epoch 65 - iter 162/819 - loss 0.54240605
2019-06-13 04:30:46,336 epoch 65 - iter 243/819 - loss 0.54871470
2019-06-13 04:30:59,070 epoch 65 - iter 324/819 - loss 0.54999091
2019-06-13 04:31:11,604 epoch 65 - iter 405/819 - loss 0.54771044
2019-06-13 04:31:23,231 epoch 65 - iter 486/819 - loss 0.53852302
2019-06-13 04:31:34,219 epoch 65 - iter 567/819 - loss 0.53912064
2019-06-13 04:31:46,830 epoch 65 - iter 648/819 - loss 0.53769312
2019-06-13 04:31:59,935 epoch 65 - iter 729/819 - loss 0.53962393
2019-06-13 04:32:12,745 epoch 65 - iter 810/819 - loss 0.54157671
2019-06-13 04:32:14,234 ----------------------------------------------------------------------------------------------------
2019-06-13 04:32:14,234 EPOCH 65 done: loss 0.5418 - lr 0.1000 - bad epochs 0
2019-06-13 04:34:08,953 TEST : loss 1.1706598997116089 - score 0.8408
2019-06-13 04:34:08,954 ----------------------------------------------------------------------------------------------------
2019-06-13 04:34:09,088 epoch 66 - iter 0/819 - loss 0.23247242
2019-06-13 04:34:20,074 epoch 66 - iter 81/819 - loss 0.50042233
2019-06-13 04:34:31,030 epoch 66 - iter 162/819 - loss 0.52275611
2019-06-13 04:34:41,922 epoch 66 - iter 243/819 - loss 0.52784857
2019-06-13 04:34:53,081 epoch 66 - iter 324/819 - loss 0.53463928
2019-06-13 04:35:05,928 epoch 66 - iter 405/819 - loss 0.53366656
2019-06-13 04:35:16,744 epoch 66 - iter 486/819 - loss 0.52313375
2019-06-13 04:35:29,450 epoch 66 - iter 567/819 - loss 0.53649760
2019-06-13 04:35:41,998 epoch 66 - iter 648/819 - loss 0.53220129
2019-06-13 04:35:54,783 epoch 66 - iter 729/819 - loss 0.53089360
2019-06-13 04:36:07,543 epoch 66 - iter 810/819 - loss 0.53295446
2019-06-13 04:36:09,894 ----------------------------------------------------------------------------------------------------
2019-06-13 04:36:09,894 EPOCH 66 done: loss 0.5322 - lr 0.1000 - bad epochs 1
2019-06-13 04:38:29,266 TEST : loss 1.1676888465881348 - score 0.8427
2019-06-13 04:38:29,279 ----------------------------------------------------------------------------------------------------
2019-06-13 04:38:29,500 epoch 67 - iter 0/819 - loss 0.53369153
2019-06-13 04:38:42,293 epoch 67 - iter 81/819 - loss 0.51034885
2019-06-13 04:38:54,723 epoch 67 - iter 162/819 - loss 0.49723251
2019-06-13 04:39:05,584 epoch 67 - iter 243/819 - loss 0.50886319
2019-06-13 04:39:18,415 epoch 67 - iter 324/819 - loss 0.50863729
2019-06-13 04:39:32,968 epoch 67 - iter 405/819 - loss 0.51330012
2019-06-13 04:39:45,732 epoch 67 - iter 486/819 - loss 0.50832619
2019-06-13 04:39:58,486 epoch 67 - iter 567/819 - loss 0.51379276
2019-06-13 04:40:11,517 epoch 67 - iter 648/819 - loss 0.52305887
2019-06-13 04:40:24,564 epoch 67 - iter 729/819 - loss 0.52615282
2019-06-13 04:40:37,411 epoch 67 - iter 810/819 - loss 0.52962067
2019-06-13 04:40:38,790 ----------------------------------------------------------------------------------------------------
2019-06-13 04:40:38,790 EPOCH 67 done: loss 0.5301 - lr 0.1000 - bad epochs 0
2019-06-13 04:42:33,194 TEST : loss 1.139377474784851 - score 0.8454
2019-06-13 04:42:33,205 ----------------------------------------------------------------------------------------------------
2019-06-13 04:42:33,346 epoch 68 - iter 0/819 - loss 0.59362459
2019-06-13 04:42:46,273 epoch 68 - iter 81/819 - loss 0.55757744
2019-06-13 04:42:59,016 epoch 68 - iter 162/819 - loss 0.54119038
2019-06-13 04:43:11,806 epoch 68 - iter 243/819 - loss 0.54881329
2019-06-13 04:43:22,666 epoch 68 - iter 324/819 - loss 0.55233235
2019-06-13 04:43:33,652 epoch 68 - iter 405/819 - loss 0.54618404
2019-06-13 04:43:44,549 epoch 68 - iter 486/819 - loss 0.53184483
2019-06-13 04:43:57,337 epoch 68 - iter 567/819 - loss 0.52684725
2019-06-13 04:44:10,116 epoch 68 - iter 648/819 - loss 0.52662243
2019-06-13 04:44:22,804 epoch 68 - iter 729/819 - loss 0.52612910
2019-06-13 04:44:35,610 epoch 68 - iter 810/819 - loss 0.52326689
2019-06-13 04:44:36,895 ----------------------------------------------------------------------------------------------------
2019-06-13 04:44:36,895 EPOCH 68 done: loss 0.5240 - lr 0.1000 - bad epochs 0
2019-06-13 04:46:31,294 TEST : loss 1.1784240007400513 - score 0.8427
2019-06-13 04:46:31,320 ----------------------------------------------------------------------------------------------------
2019-06-13 04:46:31,461 epoch 69 - iter 0/819 - loss 0.09297752
2019-06-13 04:46:42,464 epoch 69 - iter 81/819 - loss 0.53121249
2019-06-13 04:46:54,843 epoch 69 - iter 162/819 - loss 0.51343353
2019-06-13 04:47:05,778 epoch 69 - iter 243/819 - loss 0.50795701
2019-06-13 04:47:18,703 epoch 69 - iter 324/819 - loss 0.50828976
2019-06-13 04:47:31,572 epoch 69 - iter 405/819 - loss 0.51258317
2019-06-13 04:47:44,439 epoch 69 - iter 486/819 - loss 0.52099293
2019-06-13 04:47:57,195 epoch 69 - iter 567/819 - loss 0.52360539
2019-06-13 04:48:10,099 epoch 69 - iter 648/819 - loss 0.52074605
2019-06-13 04:48:22,883 epoch 69 - iter 729/819 - loss 0.52513259
2019-06-13 04:48:33,827 epoch 69 - iter 810/819 - loss 0.53087670
2019-06-13 04:48:35,018 ----------------------------------------------------------------------------------------------------
2019-06-13 04:48:35,018 EPOCH 69 done: loss 0.5317 - lr 0.1000 - bad epochs 0
2019-06-13 04:50:31,697 TEST : loss 1.1582412719726562 - score 0.8428
2019-06-13 04:50:31,709 ----------------------------------------------------------------------------------------------------
2019-06-13 04:50:31,856 epoch 70 - iter 0/819 - loss 0.63453054
2019-06-13 04:50:42,786 epoch 70 - iter 81/819 - loss 0.47980989
2019-06-13 04:50:55,411 epoch 70 - iter 162/819 - loss 0.51324943
2019-06-13 04:51:08,028 epoch 70 - iter 243/819 - loss 0.50128585
2019-06-13 04:51:20,825 epoch 70 - iter 324/819 - loss 0.50221536
2019-06-13 04:51:33,602 epoch 70 - iter 405/819 - loss 0.50489648
2019-06-13 04:51:44,598 epoch 70 - iter 486/819 - loss 0.50998494
2019-06-13 04:51:55,664 epoch 70 - iter 567/819 - loss 0.51029912
2019-06-13 04:52:06,493 epoch 70 - iter 648/819 - loss 0.50828398
2019-06-13 04:52:18,438 epoch 70 - iter 729/819 - loss 0.51176612
2019-06-13 04:52:30,880 epoch 70 - iter 810/819 - loss 0.51383109
2019-06-13 04:52:32,229 ----------------------------------------------------------------------------------------------------
2019-06-13 04:52:32,229 EPOCH 70 done: loss 0.5147 - lr 0.1000 - bad epochs 1
2019-06-13 04:54:52,303 TEST : loss 1.1728459596633911 - score 0.8421
2019-06-13 04:54:52,318 ----------------------------------------------------------------------------------------------------
2019-06-13 04:54:52,507 epoch 71 - iter 0/819 - loss 0.68945932
2019-06-13 04:55:05,425 epoch 71 - iter 81/819 - loss 0.51179073
2019-06-13 04:55:18,097 epoch 71 - iter 162/819 - loss 0.50731824
2019-06-13 04:55:30,726 epoch 71 - iter 243/819 - loss 0.51877835
2019-06-13 04:55:43,472 epoch 71 - iter 324/819 - loss 0.51495362
2019-06-13 04:55:56,521 epoch 71 - iter 405/819 - loss 0.52433908
2019-06-13 04:56:09,334 epoch 71 - iter 486/819 - loss 0.52686739
2019-06-13 04:56:21,839 epoch 71 - iter 567/819 - loss 0.52639403
2019-06-13 04:56:34,833 epoch 71 - iter 648/819 - loss 0.52668915
2019-06-13 04:56:45,718 epoch 71 - iter 729/819 - loss 0.52266611
2019-06-13 04:56:56,523 epoch 71 - iter 810/819 - loss 0.52847875
2019-06-13 04:56:57,641 ----------------------------------------------------------------------------------------------------
2019-06-13 04:56:57,642 EPOCH 71 done: loss 0.5276 - lr 0.1000 - bad epochs 0
2019-06-13 04:58:52,261 TEST : loss 1.1627291440963745 - score 0.841
2019-06-13 04:58:52,262 ----------------------------------------------------------------------------------------------------
2019-06-13 04:58:52,403 epoch 72 - iter 0/819 - loss 0.35764170
2019-06-13 04:59:03,404 epoch 72 - iter 81/819 - loss 0.48828991
2019-06-13 04:59:14,286 epoch 72 - iter 162/819 - loss 0.49513736
2019-06-13 04:59:25,193 epoch 72 - iter 243/819 - loss 0.50038943
2019-06-13 04:59:36,136 epoch 72 - iter 324/819 - loss 0.49497704
2019-06-13 04:59:54,525 epoch 72 - iter 405/819 - loss 0.51020652
2019-06-13 05:00:06,417 epoch 72 - iter 486/819 - loss 0.51479724
2019-06-13 05:00:19,079 epoch 72 - iter 567/819 - loss 0.51784302
2019-06-13 05:00:31,995 epoch 72 - iter 648/819 - loss 0.51757312
2019-06-13 05:00:44,755 epoch 72 - iter 729/819 - loss 0.51558906
2019-06-13 05:00:57,554 epoch 72 - iter 810/819 - loss 0.51563625
2019-06-13 05:00:58,805 ----------------------------------------------------------------------------------------------------
2019-06-13 05:00:58,806 EPOCH 72 done: loss 0.5155 - lr 0.1000 - bad epochs 1
2019-06-13 05:03:19,863 TEST : loss 1.1653188467025757 - score 0.8415
2019-06-13 05:03:19,879 ----------------------------------------------------------------------------------------------------
2019-06-13 05:03:20,046 epoch 73 - iter 0/819 - loss 0.55821252
2019-06-13 05:03:32,696 epoch 73 - iter 81/819 - loss 0.49991606
2019-06-13 05:03:45,514 epoch 73 - iter 162/819 - loss 0.49109380
2019-06-13 05:03:58,334 epoch 73 - iter 243/819 - loss 0.48825051
2019-06-13 05:04:10,983 epoch 73 - iter 324/819 - loss 0.48795282
2019-06-13 05:04:23,627 epoch 73 - iter 405/819 - loss 0.48678618
2019-06-13 05:04:36,309 epoch 73 - iter 486/819 - loss 0.49203090
2019-06-13 05:04:47,397 epoch 73 - iter 567/819 - loss 0.50103597
2019-06-13 05:04:58,324 epoch 73 - iter 648/819 - loss 0.49858425
2019-06-13 05:05:09,154 epoch 73 - iter 729/819 - loss 0.50880568
2019-06-13 05:05:21,863 epoch 73 - iter 810/819 - loss 0.50773971
2019-06-13 05:05:23,230 ----------------------------------------------------------------------------------------------------
2019-06-13 05:05:23,230 EPOCH 73 done: loss 0.5098 - lr 0.1000 - bad epochs 2
2019-06-13 05:07:43,022 TEST : loss 1.1591657400131226 - score 0.8412
2019-06-13 05:07:43,031 ----------------------------------------------------------------------------------------------------
2019-06-13 05:07:43,204 epoch 74 - iter 0/819 - loss 0.47805524
2019-06-13 05:07:56,175 epoch 74 - iter 81/819 - loss 0.47784971
2019-06-13 05:08:09,083 epoch 74 - iter 162/819 - loss 0.49089738
2019-06-13 05:08:22,065 epoch 74 - iter 243/819 - loss 0.50517725
2019-06-13 05:08:34,776 epoch 74 - iter 324/819 - loss 0.50094816
2019-06-13 05:08:47,546 epoch 74 - iter 405/819 - loss 0.50303290
2019-06-13 05:09:00,264 epoch 74 - iter 486/819 - loss 0.50792553
2019-06-13 05:09:12,915 epoch 74 - iter 567/819 - loss 0.50672209
2019-06-13 05:09:25,659 epoch 74 - iter 648/819 - loss 0.50405051
2019-06-13 05:09:38,440 epoch 74 - iter 729/819 - loss 0.50190555
2019-06-13 05:09:49,675 epoch 74 - iter 810/819 - loss 0.50507818
2019-06-13 05:09:50,855 ----------------------------------------------------------------------------------------------------
2019-06-13 05:09:50,855 EPOCH 74 done: loss 0.5072 - lr 0.1000 - bad epochs 0
2019-06-13 05:11:45,243 TEST : loss 1.1618572473526 - score 0.8423
2019-06-13 05:11:45,255 ----------------------------------------------------------------------------------------------------
2019-06-13 05:11:45,392 epoch 75 - iter 0/819 - loss 0.63170624
2019-06-13 05:11:58,295 epoch 75 - iter 81/819 - loss 0.49819684
2019-06-13 05:12:11,015 epoch 75 - iter 162/819 - loss 0.48734718
2019-06-13 05:12:23,851 epoch 75 - iter 243/819 - loss 0.49863184
2019-06-13 05:12:36,663 epoch 75 - iter 324/819 - loss 0.51448471
2019-06-13 05:12:49,580 epoch 75 - iter 405/819 - loss 0.50982923
2019-06-13 05:13:02,176 epoch 75 - iter 486/819 - loss 0.50887316
2019-06-13 05:13:14,847 epoch 75 - iter 567/819 - loss 0.51494334
2019-06-13 05:13:26,006 epoch 75 - iter 648/819 - loss 0.51465746
2019-06-13 05:13:38,745 epoch 75 - iter 729/819 - loss 0.51312523
2019-06-13 05:13:51,545 epoch 75 - iter 810/819 - loss 0.51346011
2019-06-13 05:13:52,919 ----------------------------------------------------------------------------------------------------
2019-06-13 05:13:52,920 EPOCH 75 done: loss 0.5142 - lr 0.1000 - bad epochs 0
2019-06-13 05:15:47,784 TEST : loss 1.175477385520935 - score 0.8426
2019-06-13 05:15:47,805 ----------------------------------------------------------------------------------------------------
2019-06-13 05:15:47,957 epoch 76 - iter 0/819 - loss 0.71420670
2019-06-13 05:16:00,819 epoch 76 - iter 81/819 - loss 0.46364854
2019-06-13 05:16:13,483 epoch 76 - iter 162/819 - loss 0.49490558
2019-06-13 05:16:26,322 epoch 76 - iter 243/819 - loss 0.50050857
2019-06-13 05:16:39,191 epoch 76 - iter 324/819 - loss 0.49743620
2019-06-13 05:16:51,909 epoch 76 - iter 405/819 - loss 0.49687206
2019-06-13 05:17:05,270 epoch 76 - iter 486/819 - loss 0.49651328
2019-06-13 05:17:16,202 epoch 76 - iter 567/819 - loss 0.49652068
2019-06-13 05:17:26,967 epoch 76 - iter 648/819 - loss 0.49853366
2019-06-13 05:17:38,020 epoch 76 - iter 729/819 - loss 0.49791560
2019-06-13 05:17:48,815 epoch 76 - iter 810/819 - loss 0.49848666
2019-06-13 05:17:49,929 ----------------------------------------------------------------------------------------------------
2019-06-13 05:17:49,929 EPOCH 76 done: loss 0.4988 - lr 0.1000 - bad epochs 1
2019-06-13 05:19:48,962 TEST : loss 1.2112809419631958 - score 0.8388
2019-06-13 05:19:48,975 ----------------------------------------------------------------------------------------------------
2019-06-13 05:19:49,096 epoch 77 - iter 0/819 - loss 0.44314504
2019-06-13 05:20:00,045 epoch 77 - iter 81/819 - loss 0.46183529
2019-06-13 05:20:11,024 epoch 77 - iter 162/819 - loss 0.47417611
2019-06-13 05:20:21,959 epoch 77 - iter 243/819 - loss 0.47794923
2019-06-13 05:20:32,824 epoch 77 - iter 324/819 - loss 0.48323352
2019-06-13 05:20:43,782 epoch 77 - iter 405/819 - loss 0.49561157
2019-06-13 05:20:54,859 epoch 77 - iter 486/819 - loss 0.49500984
2019-06-13 05:21:05,792 epoch 77 - iter 567/819 - loss 0.49754859
2019-06-13 05:21:16,938 epoch 77 - iter 648/819 - loss 0.49970806
2019-06-13 05:21:27,871 epoch 77 - iter 729/819 - loss 0.50215551
2019-06-13 05:21:38,840 epoch 77 - iter 810/819 - loss 0.50143754
2019-06-13 05:21:40,372 ----------------------------------------------------------------------------------------------------
2019-06-13 05:21:40,372 EPOCH 77 done: loss 0.5019 - lr 0.1000 - bad epochs 0
2019-06-13 05:23:35,060 TEST : loss 1.1841267347335815 - score 0.845
2019-06-13 05:23:35,071 ----------------------------------------------------------------------------------------------------
2019-06-13 05:23:35,210 epoch 78 - iter 0/819 - loss 0.46327877
2019-06-13 05:23:46,587 epoch 78 - iter 81/819 - loss 0.48913206
2019-06-13 05:23:59,107 epoch 78 - iter 162/819 - loss 0.46258561
2019-06-13 05:24:10,025 epoch 78 - iter 243/819 - loss 0.46548185
2019-06-13 05:24:21,755 epoch 78 - iter 324/819 - loss 0.47023742
2019-06-13 05:24:34,476 epoch 78 - iter 405/819 - loss 0.48615596
2019-06-13 05:24:45,389 epoch 78 - iter 486/819 - loss 0.49253964
2019-06-13 05:24:58,097 epoch 78 - iter 567/819 - loss 0.49538157
2019-06-13 05:25:09,896 epoch 78 - iter 648/819 - loss 0.48966541
2019-06-13 05:25:22,632 epoch 78 - iter 729/819 - loss 0.49134231
2019-06-13 05:25:33,534 epoch 78 - iter 810/819 - loss 0.49206291
2019-06-13 05:25:34,675 ----------------------------------------------------------------------------------------------------
2019-06-13 05:25:34,675 EPOCH 78 done: loss 0.4924 - lr 0.1000 - bad epochs 1
2019-06-13 05:27:29,346 TEST : loss 1.2000082731246948 - score 0.8416
2019-06-13 05:27:29,354 ----------------------------------------------------------------------------------------------------
2019-06-13 05:27:29,496 epoch 79 - iter 0/819 - loss 0.44532061
2019-06-13 05:27:42,202 epoch 79 - iter 81/819 - loss 0.44504886
2019-06-13 05:27:55,134 epoch 79 - iter 162/819 - loss 0.46604297
2019-06-13 05:28:07,805 epoch 79 - iter 243/819 - loss 0.47802000
2019-06-13 05:28:20,322 epoch 79 - iter 324/819 - loss 0.47760160
2019-06-13 05:28:33,134 epoch 79 - iter 405/819 - loss 0.48198081
2019-06-13 05:28:45,788 epoch 79 - iter 486/819 - loss 0.48365298
2019-06-13 05:28:58,581 epoch 79 - iter 567/819 - loss 0.49066095
2019-06-13 05:29:11,362 epoch 79 - iter 648/819 - loss 0.48756580
2019-06-13 05:29:24,121 epoch 79 - iter 729/819 - loss 0.48898393
2019-06-13 05:29:36,988 epoch 79 - iter 810/819 - loss 0.49163193
2019-06-13 05:29:38,151 ----------------------------------------------------------------------------------------------------
2019-06-13 05:29:38,151 EPOCH 79 done: loss 0.4920 - lr 0.1000 - bad epochs 0
2019-06-13 05:31:32,761 TEST : loss 1.1816089153289795 - score 0.8429
2019-06-13 05:31:32,762 ----------------------------------------------------------------------------------------------------
2019-06-13 05:31:32,888 epoch 80 - iter 0/819 - loss 0.53799701
2019-06-13 05:31:43,872 epoch 80 - iter 81/819 - loss 0.47994333
2019-06-13 05:31:56,507 epoch 80 - iter 162/819 - loss 0.48186117
2019-06-13 05:32:09,183 epoch 80 - iter 243/819 - loss 0.47557566
2019-06-13 05:32:21,945 epoch 80 - iter 324/819 - loss 0.47936436
2019-06-13 05:32:34,658 epoch 80 - iter 405/819 - loss 0.48448308
2019-06-13 05:32:47,409 epoch 80 - iter 486/819 - loss 0.48498936
2019-06-13 05:32:58,337 epoch 80 - iter 567/819 - loss 0.48598935
2019-06-13 05:33:09,244 epoch 80 - iter 648/819 - loss 0.49097688
2019-06-13 05:33:21,643 epoch 80 - iter 729/819 - loss 0.48786203
2019-06-13 05:33:35,149 epoch 80 - iter 810/819 - loss 0.48685877
2019-06-13 05:33:36,459 ----------------------------------------------------------------------------------------------------
2019-06-13 05:33:36,459 EPOCH 80 done: loss 0.4866 - lr 0.1000 - bad epochs 0
2019-06-13 05:35:56,180 TEST : loss 1.1941595077514648 - score 0.8403
2019-06-13 05:35:56,181 ----------------------------------------------------------------------------------------------------
2019-06-13 05:35:56,359 epoch 81 - iter 0/819 - loss 0.20981932
2019-06-13 05:36:09,051 epoch 81 - iter 81/819 - loss 0.45777138
2019-06-13 05:36:20,010 epoch 81 - iter 162/819 - loss 0.46557496
2019-06-13 05:36:30,933 epoch 81 - iter 243/819 - loss 0.48029652
2019-06-13 05:36:41,957 epoch 81 - iter 324/819 - loss 0.47972244
2019-06-13 05:36:54,405 epoch 81 - iter 405/819 - loss 0.48440669
2019-06-13 05:37:07,094 epoch 81 - iter 486/819 - loss 0.48990394
2019-06-13 05:37:19,886 epoch 81 - iter 567/819 - loss 0.48851280
2019-06-13 05:37:32,632 epoch 81 - iter 648/819 - loss 0.48630126
2019-06-13 05:37:45,432 epoch 81 - iter 729/819 - loss 0.48269852
2019-06-13 05:37:58,079 epoch 81 - iter 810/819 - loss 0.48329455
2019-06-13 05:37:59,201 ----------------------------------------------------------------------------------------------------
2019-06-13 05:37:59,201 EPOCH 81 done: loss 0.4836 - lr 0.1000 - bad epochs 0
2019-06-13 05:39:53,447 TEST : loss 1.1853543519973755 - score 0.8443
2019-06-13 05:39:53,448 ----------------------------------------------------------------------------------------------------
2019-06-13 05:39:53,582 epoch 82 - iter 0/819 - loss 0.91478968
2019-06-13 05:40:06,238 epoch 82 - iter 81/819 - loss 0.49661292
2019-06-13 05:40:19,170 epoch 82 - iter 162/819 - loss 0.50831513
2019-06-13 05:40:31,894 epoch 82 - iter 243/819 - loss 0.51219412
2019-06-13 05:40:44,725 epoch 82 - iter 324/819 - loss 0.52085822
2019-06-13 05:40:55,577 epoch 82 - iter 405/819 - loss 0.50709144
2019-06-13 05:41:06,553 epoch 82 - iter 486/819 - loss 0.50575447
2019-06-13 05:41:17,300 epoch 82 - iter 567/819 - loss 0.49675051
2019-06-13 05:41:28,241 epoch 82 - iter 648/819 - loss 0.49616148
2019-06-13 05:41:39,192 epoch 82 - iter 729/819 - loss 0.49743656
2019-06-13 05:41:51,212 epoch 82 - iter 810/819 - loss 0.49822684
2019-06-13 05:41:52,583 ----------------------------------------------------------------------------------------------------
2019-06-13 05:41:52,583 EPOCH 82 done: loss 0.4979 - lr 0.1000 - bad epochs 0
2019-06-13 05:44:12,036 TEST : loss 1.178773283958435 - score 0.8451
2019-06-13 05:44:12,069 ----------------------------------------------------------------------------------------------------
2019-06-13 05:44:12,242 epoch 83 - iter 0/819 - loss 0.22715068
2019-06-13 05:44:25,324 epoch 83 - iter 81/819 - loss 0.44158907
2019-06-13 05:44:38,066 epoch 83 - iter 162/819 - loss 0.45906605
2019-06-13 05:44:49,914 epoch 83 - iter 243/819 - loss 0.45180972
2019-06-13 05:45:00,742 epoch 83 - iter 324/819 - loss 0.45365437
2019-06-13 05:45:12,291 epoch 83 - iter 405/819 - loss 0.45168219
2019-06-13 05:45:23,219 epoch 83 - iter 486/819 - loss 0.45959828
2019-06-13 05:45:35,232 epoch 83 - iter 567/819 - loss 0.45573084
2019-06-13 05:45:47,963 epoch 83 - iter 648/819 - loss 0.45472052
2019-06-13 05:46:00,645 epoch 83 - iter 729/819 - loss 0.46098871
2019-06-13 05:46:13,484 epoch 83 - iter 810/819 - loss 0.46571614
2019-06-13 05:46:14,795 ----------------------------------------------------------------------------------------------------
2019-06-13 05:46:14,796 EPOCH 83 done: loss 0.4672 - lr 0.1000 - bad epochs 1
2019-06-13 05:48:37,101 TEST : loss 1.2163394689559937 - score 0.8442
2019-06-13 05:48:37,111 ----------------------------------------------------------------------------------------------------
2019-06-13 05:48:37,280 epoch 84 - iter 0/819 - loss 0.36538458
2019-06-13 05:48:50,020 epoch 84 - iter 81/819 - loss 0.41910486
2019-06-13 05:49:03,116 epoch 84 - iter 162/819 - loss 0.42931329
2019-06-13 05:49:15,848 epoch 84 - iter 243/819 - loss 0.43839493
2019-06-13 05:49:28,476 epoch 84 - iter 324/819 - loss 0.45528639
2019-06-13 05:49:41,041 epoch 84 - iter 405/819 - loss 0.46862038
2019-06-13 05:49:53,920 epoch 84 - iter 486/819 - loss 0.47697942
2019-06-13 05:50:06,756 epoch 84 - iter 567/819 - loss 0.47608356
2019-06-13 05:50:19,376 epoch 84 - iter 648/819 - loss 0.47614511
2019-06-13 05:50:32,443 epoch 84 - iter 729/819 - loss 0.47598111
2019-06-13 05:50:45,030 epoch 84 - iter 810/819 - loss 0.47371790
2019-06-13 05:50:46,353 ----------------------------------------------------------------------------------------------------
2019-06-13 05:50:46,353 EPOCH 84 done: loss 0.4736 - lr 0.1000 - bad epochs 0
2019-06-13 05:53:05,530 TEST : loss 1.26498281955719 - score 0.8432
2019-06-13 05:53:05,537 ----------------------------------------------------------------------------------------------------
2019-06-13 05:53:05,713 epoch 85 - iter 0/819 - loss 0.33539820
2019-06-13 05:53:18,552 epoch 85 - iter 81/819 - loss 0.47304699
2019-06-13 05:53:31,294 epoch 85 - iter 162/819 - loss 0.47972754
2019-06-13 05:53:43,971 epoch 85 - iter 243/819 - loss 0.46770984
2019-06-13 05:53:56,914 epoch 85 - iter 324/819 - loss 0.46781807
2019-06-13 05:54:09,724 epoch 85 - iter 405/819 - loss 0.47324077
2019-06-13 05:54:21,588 epoch 85 - iter 486/819 - loss 0.47542319
2019-06-13 05:54:33,776 epoch 85 - iter 567/819 - loss 0.47390405
2019-06-13 05:54:46,656 epoch 85 - iter 648/819 - loss 0.47776936
2019-06-13 05:54:59,424 epoch 85 - iter 729/819 - loss 0.47464975
2019-06-13 05:55:12,124 epoch 85 - iter 810/819 - loss 0.47133951
2019-06-13 05:55:13,446 ----------------------------------------------------------------------------------------------------
2019-06-13 05:55:13,447 EPOCH 85 done: loss 0.4704 - lr 0.1000 - bad epochs 1
2019-06-13 05:57:32,938 TEST : loss 1.1909945011138916 - score 0.8443
2019-06-13 05:57:32,949 ----------------------------------------------------------------------------------------------------
2019-06-13 05:57:33,097 epoch 86 - iter 0/819 - loss 0.92913914
2019-06-13 05:57:44,200 epoch 86 - iter 81/819 - loss 0.47865169
2019-06-13 05:57:55,174 epoch 86 - iter 162/819 - loss 0.50345784
2019-06-13 05:58:07,647 epoch 86 - iter 243/819 - loss 0.47617311
2019-06-13 05:58:20,425 epoch 86 - iter 324/819 - loss 0.48911788
2019-06-13 05:58:33,172 epoch 86 - iter 405/819 - loss 0.48468640
2019-06-13 05:58:45,923 epoch 86 - iter 486/819 - loss 0.48298709
2019-06-13 05:58:56,811 epoch 86 - iter 567/819 - loss 0.48152327
2019-06-13 05:59:07,908 epoch 86 - iter 648/819 - loss 0.48339269
2019-06-13 05:59:18,777 epoch 86 - iter 729/819 - loss 0.48712560
2019-06-13 05:59:29,648 epoch 86 - iter 810/819 - loss 0.48940175
2019-06-13 05:59:30,799 ----------------------------------------------------------------------------------------------------
2019-06-13 05:59:30,799 EPOCH 86 done: loss 0.4889 - lr 0.1000 - bad epochs 2
2019-06-13 06:01:25,178 TEST : loss 1.2556644678115845 - score 0.843
2019-06-13 06:01:25,189 ----------------------------------------------------------------------------------------------------
2019-06-13 06:01:25,323 epoch 87 - iter 0/819 - loss 0.42283869
2019-06-13 06:01:36,242 epoch 87 - iter 81/819 - loss 0.41671994
2019-06-13 06:01:48,538 epoch 87 - iter 162/819 - loss 0.42425996
2019-06-13 06:01:59,311 epoch 87 - iter 243/819 - loss 0.45066588
2019-06-13 06:02:10,886 epoch 87 - iter 324/819 - loss 0.45610710
2019-06-13 06:02:21,760 epoch 87 - iter 405/819 - loss 0.45165419
2019-06-13 06:02:32,703 epoch 87 - iter 486/819 - loss 0.45931320
2019-06-13 06:02:43,631 epoch 87 - iter 567/819 - loss 0.46175392
2019-06-13 06:02:54,596 epoch 87 - iter 648/819 - loss 0.46508688
2019-06-13 06:03:07,053 epoch 87 - iter 729/819 - loss 0.46568851
2019-06-13 06:03:19,754 epoch 87 - iter 810/819 - loss 0.46771878
2019-06-13 06:03:21,076 ----------------------------------------------------------------------------------------------------
2019-06-13 06:03:21,076 EPOCH 87 done: loss 0.4668 - lr 0.1000 - bad epochs 3
2019-06-13 06:05:40,305 TEST : loss 1.2360854148864746 - score 0.8426
2019-06-13 06:05:40,313 ----------------------------------------------------------------------------------------------------
2019-06-13 06:05:40,480 epoch 88 - iter 0/819 - loss 0.15123320
2019-06-13 06:05:53,511 epoch 88 - iter 81/819 - loss 0.44735831
2019-06-13 06:06:06,273 epoch 88 - iter 162/819 - loss 0.45636684
2019-06-13 06:06:18,972 epoch 88 - iter 243/819 - loss 0.45464068
2019-06-13 06:06:31,693 epoch 88 - iter 324/819 - loss 0.44800373
2019-06-13 06:06:44,481 epoch 88 - iter 405/819 - loss 0.45229227
2019-06-13 06:06:55,467 epoch 88 - iter 486/819 - loss 0.45741029
2019-06-13 06:07:06,423 epoch 88 - iter 567/819 - loss 0.45656341
2019-06-13 06:07:18,161 epoch 88 - iter 648/819 - loss 0.45973334
2019-06-13 06:07:30,977 epoch 88 - iter 729/819 - loss 0.46883822
2019-06-13 06:07:43,751 epoch 88 - iter 810/819 - loss 0.47094484
2019-06-13 06:07:45,109 ----------------------------------------------------------------------------------------------------
2019-06-13 06:07:45,109 EPOCH 88 done: loss 0.4696 - lr 0.1000 - bad epochs 0
2019-06-13 06:09:39,766 TEST : loss 1.267137885093689 - score 0.8458
2019-06-13 06:09:39,767 ----------------------------------------------------------------------------------------------------
2019-06-13 06:09:39,905 epoch 89 - iter 0/819 - loss 0.28084040
2019-06-13 06:09:52,709 epoch 89 - iter 81/819 - loss 0.42916653
2019-06-13 06:10:05,312 epoch 89 - iter 162/819 - loss 0.44998227
2019-06-13 06:10:17,805 epoch 89 - iter 243/819 - loss 0.43806506
2019-06-13 06:10:30,511 epoch 89 - iter 324/819 - loss 0.44543097
2019-06-13 06:10:41,600 epoch 89 - iter 405/819 - loss 0.44563676
2019-06-13 06:10:53,770 epoch 89 - iter 486/819 - loss 0.45030759
2019-06-13 06:11:06,485 epoch 89 - iter 567/819 - loss 0.45482723
2019-06-13 06:11:19,369 epoch 89 - iter 648/819 - loss 0.46254374
2019-06-13 06:11:32,448 epoch 89 - iter 729/819 - loss 0.46289475
2019-06-13 06:11:45,184 epoch 89 - iter 810/819 - loss 0.46014560
2019-06-13 06:11:50,150 ----------------------------------------------------------------------------------------------------
2019-06-13 06:11:50,150 EPOCH 89 done: loss 0.4603 - lr 0.1000 - bad epochs 1
2019-06-13 06:13:44,979 TEST : loss 1.2039899826049805 - score 0.8444
2019-06-13 06:13:45,002 ----------------------------------------------------------------------------------------------------
2019-06-13 06:13:45,147 epoch 90 - iter 0/819 - loss 0.21889210
2019-06-13 06:13:57,901 epoch 90 - iter 81/819 - loss 0.49629500
2019-06-13 06:14:10,674 epoch 90 - iter 162/819 - loss 0.46828241
2019-06-13 06:14:23,474 epoch 90 - iter 243/819 - loss 0.45613800
2019-06-13 06:14:37,061 epoch 90 - iter 324/819 - loss 0.46017895
2019-06-13 06:14:48,601 epoch 90 - iter 405/819 - loss 0.46608930
2019-06-13 06:15:01,074 epoch 90 - iter 486/819 - loss 0.46787496
2019-06-13 06:15:13,906 epoch 90 - iter 567/819 - loss 0.47312775
2019-06-13 06:15:24,794 epoch 90 - iter 648/819 - loss 0.47904785
2019-06-13 06:15:35,848 epoch 90 - iter 729/819 - loss 0.48162062
2019-06-13 06:15:47,376 epoch 90 - iter 810/819 - loss 0.48237552
2019-06-13 06:15:48,726 ----------------------------------------------------------------------------------------------------
2019-06-13 06:15:48,727 EPOCH 90 done: loss 0.4808 - lr 0.1000 - bad epochs 0
2019-06-13 06:18:10,689 TEST : loss 1.2567859888076782 - score 0.8445
2019-06-13 06:18:10,691 ----------------------------------------------------------------------------------------------------
2019-06-13 06:18:10,855 epoch 91 - iter 0/819 - loss 0.30911541
2019-06-13 06:18:23,619 epoch 91 - iter 81/819 - loss 0.45827161
2019-06-13 06:18:36,388 epoch 91 - iter 162/819 - loss 0.44473318
2019-06-13 06:18:49,074 epoch 91 - iter 243/819 - loss 0.45334863
2019-06-13 06:19:01,895 epoch 91 - iter 324/819 - loss 0.44961311
2019-06-13 06:19:20,320 epoch 91 - iter 405/819 - loss 0.45216799
2019-06-13 06:19:33,106 epoch 91 - iter 486/819 - loss 0.45068556
2019-06-13 06:19:45,835 epoch 91 - iter 567/819 - loss 0.45247161
2019-06-13 06:19:58,592 epoch 91 - iter 648/819 - loss 0.45733383
2019-06-13 06:20:11,118 epoch 91 - iter 729/819 - loss 0.46190734
2019-06-13 06:20:24,017 epoch 91 - iter 810/819 - loss 0.46026175
2019-06-13 06:20:25,144 ----------------------------------------------------------------------------------------------------
2019-06-13 06:20:25,144 EPOCH 91 done: loss 0.4610 - lr 0.1000 - bad epochs 1
2019-06-13 06:22:19,558 TEST : loss 1.2552021741867065 - score 0.8439
2019-06-13 06:22:19,559 ----------------------------------------------------------------------------------------------------
2019-06-13 06:22:19,745 epoch 92 - iter 0/819 - loss 0.29417515
2019-06-13 06:22:32,314 epoch 92 - iter 81/819 - loss 0.45040476
2019-06-13 06:22:44,980 epoch 92 - iter 162/819 - loss 0.43815168
2019-06-13 06:22:58,110 epoch 92 - iter 243/819 - loss 0.44310988
2019-06-13 06:23:15,051 epoch 92 - iter 324/819 - loss 0.46093370
2019-06-13 06:23:30,196 epoch 92 - iter 405/819 - loss 0.46676145
2019-06-13 06:23:42,974 epoch 92 - iter 486/819 - loss 0.46346736
2019-06-13 06:23:55,668 epoch 92 - iter 567/819 - loss 0.46362993
2019-06-13 06:24:08,308 epoch 92 - iter 648/819 - loss 0.46560516
2019-06-13 06:24:19,372 epoch 92 - iter 729/819 - loss 0.47290141
2019-06-13 06:24:30,312 epoch 92 - iter 810/819 - loss 0.47497352
2019-06-13 06:24:31,491 ----------------------------------------------------------------------------------------------------
2019-06-13 06:24:31,491 EPOCH 92 done: loss 0.4761 - lr 0.1000 - bad epochs 2
2019-06-13 06:26:26,171 TEST : loss 1.2078970670700073 - score 0.8454
2019-06-13 06:26:26,172 ----------------------------------------------------------------------------------------------------
2019-06-13 06:26:26,366 epoch 93 - iter 0/819 - loss 0.35497952
2019-06-13 06:26:39,055 epoch 93 - iter 81/819 - loss 0.47831461
2019-06-13 06:26:51,802 epoch 93 - iter 162/819 - loss 0.47919768
2019-06-13 06:27:04,519 epoch 93 - iter 243/819 - loss 0.47619284
2019-06-13 06:27:17,326 epoch 93 - iter 324/819 - loss 0.47592849
2019-06-13 06:27:29,877 epoch 93 - iter 405/819 - loss 0.47096805
2019-06-13 06:27:45,553 epoch 93 - iter 486/819 - loss 0.47352189
2019-06-13 06:27:58,560 epoch 93 - iter 567/819 - loss 0.46503006
2019-06-13 06:28:11,548 epoch 93 - iter 648/819 - loss 0.46132549
2019-06-13 06:28:24,454 epoch 93 - iter 729/819 - loss 0.46596086
2019-06-13 06:28:37,099 epoch 93 - iter 810/819 - loss 0.47049192
2019-06-13 06:28:38,405 ----------------------------------------------------------------------------------------------------
2019-06-13 06:28:38,406 EPOCH 93 done: loss 0.4710 - lr 0.1000 - bad epochs 3
2019-06-13 06:30:41,177 TEST : loss 1.2472890615463257 - score 0.843
2019-06-13 06:30:48,959 ----------------------------------------------------------------------------------------------------
2019-06-13 06:30:49,098 epoch 94 - iter 0/819 - loss 0.48321080
2019-06-13 06:31:05,435 epoch 94 - iter 81/819 - loss 0.41350151
2019-06-13 06:31:38,764 epoch 94 - iter 162/819 - loss 0.40210635
2019-06-13 06:32:11,029 epoch 94 - iter 243/819 - loss 0.41151679
2019-06-13 06:32:33,969 epoch 94 - iter 324/819 - loss 0.41382615
2019-06-13 06:32:46,696 epoch 94 - iter 405/819 - loss 0.41472713
2019-06-13 06:32:59,521 epoch 94 - iter 486/819 - loss 0.41788953
2019-06-13 06:33:12,569 epoch 94 - iter 567/819 - loss 0.41554587
2019-06-13 06:33:25,268 epoch 94 - iter 648/819 - loss 0.41416445
2019-06-13 06:33:38,125 epoch 94 - iter 729/819 - loss 0.41488609
2019-06-13 06:33:50,744 epoch 94 - iter 810/819 - loss 0.41677661
2019-06-13 06:33:52,082 ----------------------------------------------------------------------------------------------------
2019-06-13 06:33:52,083 EPOCH 94 done: loss 0.4168 - lr 0.0500 - bad epochs 0
2019-06-13 06:36:11,468 TEST : loss 1.2426774501800537 - score 0.8468
2019-06-13 06:36:11,482 ----------------------------------------------------------------------------------------------------
2019-06-13 06:36:11,639 epoch 95 - iter 0/819 - loss 0.56649566
2019-06-13 06:36:24,387 epoch 95 - iter 81/819 - loss 0.39533130
2019-06-13 06:36:37,276 epoch 95 - iter 162/819 - loss 0.42624483
2019-06-13 06:36:51,683 epoch 95 - iter 243/819 - loss 0.42751116
2019-06-13 06:37:02,596 epoch 95 - iter 324/819 - loss 0.42160183
2019-06-13 06:37:14,323 epoch 95 - iter 405/819 - loss 0.42453178
2019-06-13 06:37:27,047 epoch 95 - iter 486/819 - loss 0.41820405
2019-06-13 06:37:39,807 epoch 95 - iter 567/819 - loss 0.41573208
2019-06-13 06:37:52,534 epoch 95 - iter 648/819 - loss 0.41093447
2019-06-13 06:38:03,521 epoch 95 - iter 729/819 - loss 0.41469075
2019-06-13 06:38:14,567 epoch 95 - iter 810/819 - loss 0.41317383
2019-06-13 06:38:15,733 ----------------------------------------------------------------------------------------------------
2019-06-13 06:38:15,733 EPOCH 95 done: loss 0.4126 - lr 0.0500 - bad epochs 0
2019-06-13 06:40:10,880 TEST : loss 1.243903398513794 - score 0.8465
2019-06-13 06:40:10,928 ----------------------------------------------------------------------------------------------------
2019-06-13 06:40:11,084 epoch 96 - iter 0/819 - loss 0.42375135
2019-06-13 06:40:24,083 epoch 96 - iter 81/819 - loss 0.38266326
2019-06-13 06:40:45,259 epoch 96 - iter 162/819 - loss 0.37185056
2019-06-13 06:40:58,006 epoch 96 - iter 243/819 - loss 0.37348839
2019-06-13 06:41:10,739 epoch 96 - iter 324/819 - loss 0.37835476
2019-06-13 06:41:23,523 epoch 96 - iter 405/819 - loss 0.38581706
2019-06-13 06:41:36,340 epoch 96 - iter 486/819 - loss 0.38108626
2019-06-13 06:41:49,266 epoch 96 - iter 567/819 - loss 0.37911548
2019-06-13 06:42:03,924 epoch 96 - iter 648/819 - loss 0.38191512
2019-06-13 06:42:14,851 epoch 96 - iter 729/819 - loss 0.39095776
2019-06-13 06:42:25,861 epoch 96 - iter 810/819 - loss 0.39174539
2019-06-13 06:42:27,058 ----------------------------------------------------------------------------------------------------
2019-06-13 06:42:27,058 EPOCH 96 done: loss 0.3915 - lr 0.0500 - bad epochs 0
2019-06-13 06:44:23,568 TEST : loss 1.2519654035568237 - score 0.8432
2019-06-13 06:44:23,569 ----------------------------------------------------------------------------------------------------
2019-06-13 06:44:23,729 epoch 97 - iter 0/819 - loss 0.15267777
2019-06-13 06:44:36,540 epoch 97 - iter 81/819 - loss 0.39897930
2019-06-13 06:44:49,373 epoch 97 - iter 162/819 - loss 0.40961812
2019-06-13 06:45:14,398 epoch 97 - iter 243/819 - loss 0.40391150
2019-06-13 06:45:41,904 epoch 97 - iter 324/819 - loss 0.39350059
2019-06-13 06:46:18,821 epoch 97 - iter 405/819 - loss 0.39443659
2019-06-13 06:46:29,756 epoch 97 - iter 486/819 - loss 0.39922989
2019-06-13 06:46:40,566 epoch 97 - iter 567/819 - loss 0.39575102
2019-06-13 06:46:52,828 epoch 97 - iter 648/819 - loss 0.39469634
2019-06-13 06:47:05,618 epoch 97 - iter 729/819 - loss 0.39570275
2019-06-13 06:47:18,307 epoch 97 - iter 810/819 - loss 0.39711896
2019-06-13 06:47:19,659 ----------------------------------------------------------------------------------------------------
2019-06-13 06:47:19,659 EPOCH 97 done: loss 0.3965 - lr 0.0500 - bad epochs 0
2019-06-13 06:49:14,394 TEST : loss 1.2963794469833374 - score 0.8448
2019-06-13 06:49:14,421 ----------------------------------------------------------------------------------------------------
2019-06-13 06:49:14,567 epoch 98 - iter 0/819 - loss 0.50421000
2019-06-13 06:49:25,480 epoch 98 - iter 81/819 - loss 0.37056053
2019-06-13 06:49:39,417 epoch 98 - iter 162/819 - loss 0.38619133
2019-06-13 06:49:51,347 epoch 98 - iter 243/819 - loss 0.37142575
2019-06-13 06:50:03,886 epoch 98 - iter 324/819 - loss 0.36599468
2019-06-13 06:50:16,653 epoch 98 - iter 405/819 - loss 0.36567810
2019-06-13 06:50:29,432 epoch 98 - iter 486/819 - loss 0.36105388
2019-06-13 06:50:40,562 epoch 98 - iter 567/819 - loss 0.37027318
2019-06-13 06:51:05,102 epoch 98 - iter 648/819 - loss 0.36869773
2019-06-13 06:51:30,257 epoch 98 - iter 729/819 - loss 0.37446645
2019-06-13 06:51:57,127 epoch 98 - iter 810/819 - loss 0.37928682
2019-06-13 06:52:14,467 ----------------------------------------------------------------------------------------------------
2019-06-13 06:52:14,467 EPOCH 98 done: loss 0.3800 - lr 0.0500 - bad epochs 1
2019-06-13 06:54:33,780 TEST : loss 1.2339805364608765 - score 0.8461
2019-06-13 06:54:33,789 ----------------------------------------------------------------------------------------------------
2019-06-13 06:54:33,980 epoch 99 - iter 0/819 - loss 0.20386791
2019-06-13 06:54:46,537 epoch 99 - iter 81/819 - loss 0.38659033
2019-06-13 06:54:59,258 epoch 99 - iter 162/819 - loss 0.37016449
2019-06-13 06:55:12,050 epoch 99 - iter 243/819 - loss 0.37403746
2019-06-13 06:55:24,765 epoch 99 - iter 324/819 - loss 0.37406151
2019-06-13 06:55:37,364 epoch 99 - iter 405/819 - loss 0.37443554
2019-06-13 06:55:50,056 epoch 99 - iter 486/819 - loss 0.37254336
2019-06-13 06:56:02,965 epoch 99 - iter 567/819 - loss 0.37306633
2019-06-13 06:56:20,243 epoch 99 - iter 648/819 - loss 0.37160049
2019-06-13 06:56:42,543 epoch 99 - iter 729/819 - loss 0.37372803
2019-06-13 06:57:08,467 epoch 99 - iter 810/819 - loss 0.37608592
2019-06-13 06:57:09,720 ----------------------------------------------------------------------------------------------------
2019-06-13 06:57:09,720 EPOCH 99 done: loss 0.3772 - lr 0.0500 - bad epochs 0
2019-06-13 06:59:05,061 TEST : loss 1.261361002922058 - score 0.8466
2019-06-13 06:59:05,135 ----------------------------------------------------------------------------------------------------
2019-06-13 06:59:05,271 epoch 100 - iter 0/819 - loss 0.49014616
2019-06-13 06:59:16,345 epoch 100 - iter 81/819 - loss 0.40576467
2019-06-13 06:59:27,140 epoch 100 - iter 162/819 - loss 0.38147910
2019-06-13 06:59:38,879 epoch 100 - iter 243/819 - loss 0.38079802
2019-06-13 06:59:50,553 epoch 100 - iter 324/819 - loss 0.38104101
2019-06-13 07:00:14,060 epoch 100 - iter 405/819 - loss 0.37243922
2019-06-13 07:00:26,686 epoch 100 - iter 486/819 - loss 0.37320201
2019-06-13 07:00:39,357 epoch 100 - iter 567/819 - loss 0.37225454
2019-06-13 07:00:57,582 epoch 100 - iter 648/819 - loss 0.37725890
2019-06-13 07:01:10,439 epoch 100 - iter 729/819 - loss 0.37229640
2019-06-13 07:01:23,045 epoch 100 - iter 810/819 - loss 0.37222783
2019-06-13 07:01:31,284 ----------------------------------------------------------------------------------------------------
2019-06-13 07:01:31,285 EPOCH 100 done: loss 0.3726 - lr 0.0500 - bad epochs 0
2019-06-13 07:03:50,438 TEST : loss 1.2772213220596313 - score 0.8458
2019-06-13 07:03:50,449 ----------------------------------------------------------------------------------------------------
2019-06-13 07:03:50,637 epoch 101 - iter 0/819 - loss 0.48282719
2019-06-13 07:04:03,358 epoch 101 - iter 81/819 - loss 0.36265835
2019-06-13 07:04:16,063 epoch 101 - iter 162/819 - loss 0.35436022
2019-06-13 07:04:28,680 epoch 101 - iter 243/819 - loss 0.35729705
2019-06-13 07:04:41,239 epoch 101 - iter 324/819 - loss 0.35124486
2019-06-13 07:05:08,133 epoch 101 - iter 405/819 - loss 0.35966250
2019-06-13 07:05:41,534 epoch 101 - iter 486/819 - loss 0.35579451
2019-06-13 07:06:05,102 epoch 101 - iter 567/819 - loss 0.35923625
2019-06-13 07:06:17,800 epoch 101 - iter 648/819 - loss 0.36132063
2019-06-13 07:06:30,662 epoch 101 - iter 729/819 - loss 0.36534228
2019-06-13 07:06:43,329 epoch 101 - iter 810/819 - loss 0.36963108
2019-06-13 07:06:44,637 ----------------------------------------------------------------------------------------------------
2019-06-13 07:06:44,638 EPOCH 101 done: loss 0.3691 - lr 0.0500 - bad epochs 0
2019-06-13 07:09:03,978 TEST : loss 1.2691878080368042 - score 0.8459
2019-06-13 07:09:03,990 ----------------------------------------------------------------------------------------------------
2019-06-13 07:09:04,166 epoch 102 - iter 0/819 - loss 0.96225357
2019-06-13 07:09:17,113 epoch 102 - iter 81/819 - loss 0.31373735
2019-06-13 07:09:29,879 epoch 102 - iter 162/819 - loss 0.34106384
2019-06-13 07:09:53,348 epoch 102 - iter 243/819 - loss 0.35204535
2019-06-13 07:10:15,557 epoch 102 - iter 324/819 - loss 0.35601302
2019-06-13 07:10:38,531 epoch 102 - iter 405/819 - loss 0.35339207
2019-06-13 07:11:08,568 epoch 102 - iter 486/819 - loss 0.35599807
2019-06-13 07:11:35,087 epoch 102 - iter 567/819 - loss 0.35916844
2019-06-13 07:12:00,390 epoch 102 - iter 648/819 - loss 0.36382797
2019-06-13 07:12:11,236 epoch 102 - iter 729/819 - loss 0.36664260
2019-06-13 07:12:25,382 epoch 102 - iter 810/819 - loss 0.36617146
2019-06-13 07:12:26,571 ----------------------------------------------------------------------------------------------------
2019-06-13 07:12:26,571 EPOCH 102 done: loss 0.3653 - lr 0.0500 - bad epochs 0
2019-06-13 07:14:20,830 TEST : loss 1.2678415775299072 - score 0.8463
2019-06-13 07:14:20,875 ----------------------------------------------------------------------------------------------------
2019-06-13 07:14:21,031 epoch 103 - iter 0/819 - loss 0.32283831
2019-06-13 07:15:08,651 epoch 103 - iter 81/819 - loss 0.36689929
2019-06-13 07:15:21,430 epoch 103 - iter 162/819 - loss 0.36111629
2019-06-13 07:15:34,315 epoch 103 - iter 243/819 - loss 0.36015776
2019-06-13 07:15:47,157 epoch 103 - iter 324/819 - loss 0.37056986
2019-06-13 07:15:59,918 epoch 103 - iter 405/819 - loss 0.36764684
2019-06-13 07:16:12,806 epoch 103 - iter 486/819 - loss 0.36980867
2019-06-13 07:16:25,677 epoch 103 - iter 567/819 - loss 0.36724645
2019-06-13 07:16:38,572 epoch 103 - iter 648/819 - loss 0.36570614
2019-06-13 07:16:51,633 epoch 103 - iter 729/819 - loss 0.36496963
2019-06-13 07:17:04,593 epoch 103 - iter 810/819 - loss 0.36386701
2019-06-13 07:17:05,766 ----------------------------------------------------------------------------------------------------
2019-06-13 07:17:05,766 EPOCH 103 done: loss 0.3647 - lr 0.0500 - bad epochs 0
2019-06-13 07:19:09,630 TEST : loss 1.2626214027404785 - score 0.8473
2019-06-13 07:19:13,143 ----------------------------------------------------------------------------------------------------
2019-06-13 07:19:13,307 epoch 104 - iter 0/819 - loss 0.61847234
2019-06-13 07:19:39,518 epoch 104 - iter 81/819 - loss 0.37763283
2019-06-13 07:20:18,035 epoch 104 - iter 162/819 - loss 0.34946783
2019-06-13 07:21:19,509 epoch 104 - iter 243/819 - loss 0.35092210
2019-06-13 07:21:34,088 epoch 104 - iter 324/819 - loss 0.36697858
2019-06-13 07:21:46,918 epoch 104 - iter 405/819 - loss 0.36577320
2019-06-13 07:23:07,684 epoch 104 - iter 486/819 - loss 0.36790085
2019-06-13 07:23:34,859 epoch 104 - iter 567/819 - loss 0.37051053
2019-06-13 07:26:18,480 epoch 104 - iter 648/819 - loss 0.36709702
2019-06-13 07:26:31,907 epoch 104 - iter 729/819 - loss 0.36312024
2019-06-13 07:34:47,387 epoch 104 - iter 810/819 - loss 0.36213268
2019-06-13 07:34:48,784 ----------------------------------------------------------------------------------------------------
2019-06-13 07:34:48,785 EPOCH 104 done: loss 0.3622 - lr 0.0500 - bad epochs 0
2019-06-13 07:37:07,773 TEST : loss 1.2547434568405151 - score 0.8471
2019-06-13 07:37:07,784 ----------------------------------------------------------------------------------------------------
2019-06-13 07:37:07,940 epoch 105 - iter 0/819 - loss 0.57107878
2019-06-13 07:37:20,670 epoch 105 - iter 81/819 - loss 0.37525223
2019-06-13 07:37:33,231 epoch 105 - iter 162/819 - loss 0.34717082
2019-06-13 07:37:45,828 epoch 105 - iter 243/819 - loss 0.34124812
2019-06-13 07:37:58,777 epoch 105 - iter 324/819 - loss 0.33889373
2019-06-13 07:38:11,562 epoch 105 - iter 405/819 - loss 0.34405673
2019-06-13 07:38:24,230 epoch 105 - iter 486/819 - loss 0.34191120
2019-06-13 07:38:37,009 epoch 105 - iter 567/819 - loss 0.34535753
2019-06-13 07:38:49,733 epoch 105 - iter 648/819 - loss 0.35151993
2019-06-13 07:39:02,302 epoch 105 - iter 729/819 - loss 0.35107458
2019-06-13 07:39:13,155 epoch 105 - iter 810/819 - loss 0.34996259
2019-06-13 07:39:14,288 ----------------------------------------------------------------------------------------------------
2019-06-13 07:39:14,288 EPOCH 105 done: loss 0.3501 - lr 0.0500 - bad epochs 0
2019-06-13 07:41:08,191 TEST : loss 1.2770512104034424 - score 0.8467
2019-06-13 07:41:08,198 ----------------------------------------------------------------------------------------------------
2019-06-13 07:41:08,328 epoch 106 - iter 0/819 - loss 0.19441795
2019-06-13 07:41:19,336 epoch 106 - iter 81/819 - loss 0.33157661
2019-06-13 07:41:30,188 epoch 106 - iter 162/819 - loss 0.32510288
2019-06-13 07:41:41,037 epoch 106 - iter 243/819 - loss 0.32970271
2019-06-13 07:41:51,899 epoch 106 - iter 324/819 - loss 0.32864204
2019-06-13 07:42:02,876 epoch 106 - iter 405/819 - loss 0.33045382
2019-06-13 07:42:13,703 epoch 106 - iter 486/819 - loss 0.33155939
2019-06-13 07:42:24,606 epoch 106 - iter 567/819 - loss 0.33526424
2019-06-13 07:42:35,496 epoch 106 - iter 648/819 - loss 0.33825371
2019-06-13 07:42:46,444 epoch 106 - iter 729/819 - loss 0.33732253
2019-06-13 07:42:57,306 epoch 106 - iter 810/819 - loss 0.33896594
2019-06-13 07:42:58,462 ----------------------------------------------------------------------------------------------------
2019-06-13 07:42:58,462 EPOCH 106 done: loss 0.3385 - lr 0.0500 - bad epochs 0
2019-06-13 07:44:52,371 TEST : loss 1.284273624420166 - score 0.8477
2019-06-13 07:44:52,386 ----------------------------------------------------------------------------------------------------
2019-06-13 07:44:52,526 epoch 107 - iter 0/819 - loss 0.48721433
2019-06-13 07:45:05,329 epoch 107 - iter 81/819 - loss 0.35668702
2019-06-13 07:45:18,072 epoch 107 - iter 162/819 - loss 0.35075420
2019-06-13 07:45:30,525 epoch 107 - iter 243/819 - loss 0.35508033
2019-06-13 07:45:43,255 epoch 107 - iter 324/819 - loss 0.36592884
2019-06-13 07:45:56,161 epoch 107 - iter 405/819 - loss 0.37005239
2019-06-13 07:46:07,145 epoch 107 - iter 486/819 - loss 0.36701111
2019-06-13 07:46:18,006 epoch 107 - iter 567/819 - loss 0.36398255
2019-06-13 07:46:28,893 epoch 107 - iter 648/819 - loss 0.36307763
2019-06-13 07:46:39,740 epoch 107 - iter 729/819 - loss 0.35877440
2019-06-13 07:46:51,051 epoch 107 - iter 810/819 - loss 0.35748731
2019-06-13 07:46:52,166 ----------------------------------------------------------------------------------------------------
2019-06-13 07:46:52,166 EPOCH 107 done: loss 0.3566 - lr 0.0500 - bad epochs 0
2019-06-13 07:48:46,159 TEST : loss 1.2896316051483154 - score 0.847
2019-06-13 07:48:46,168 ----------------------------------------------------------------------------------------------------
2019-06-13 07:48:46,315 epoch 108 - iter 0/819 - loss 0.06016910
2019-06-13 07:48:57,306 epoch 108 - iter 81/819 - loss 0.35858981
2019-06-13 07:49:08,188 epoch 108 - iter 162/819 - loss 0.35354714
2019-06-13 07:49:19,048 epoch 108 - iter 243/819 - loss 0.34697729
2019-06-13 07:49:29,996 epoch 108 - iter 324/819 - loss 0.34016420
2019-06-13 07:49:40,925 epoch 108 - iter 405/819 - loss 0.34262087
2019-06-13 07:49:51,903 epoch 108 - iter 486/819 - loss 0.35240599
2019-06-13 07:50:02,755 epoch 108 - iter 567/819 - loss 0.34927978
2019-06-13 07:50:14,332 epoch 108 - iter 648/819 - loss 0.34756668
2019-06-13 07:50:26,979 epoch 108 - iter 729/819 - loss 0.34936692
2019-06-13 07:50:39,708 epoch 108 - iter 810/819 - loss 0.34895250
2019-06-13 07:50:41,004 ----------------------------------------------------------------------------------------------------
2019-06-13 07:50:41,004 EPOCH 108 done: loss 0.3500 - lr 0.0500 - bad epochs 1
2019-06-13 07:52:59,737 TEST : loss 1.318562388420105 - score 0.8462
2019-06-13 07:52:59,753 ----------------------------------------------------------------------------------------------------
2019-06-13 07:52:59,894 epoch 109 - iter 0/819 - loss 0.20395803
2019-06-13 07:53:10,746 epoch 109 - iter 81/819 - loss 0.32697911
2019-06-13 07:53:21,636 epoch 109 - iter 162/819 - loss 0.34063064
2019-06-13 07:53:32,729 epoch 109 - iter 243/819 - loss 0.34409430
2019-06-13 07:53:43,737 epoch 109 - iter 324/819 - loss 0.33523567
2019-06-13 07:53:56,172 epoch 109 - iter 405/819 - loss 0.33742679
2019-06-13 07:54:09,094 epoch 109 - iter 486/819 - loss 0.33660838
2019-06-13 07:54:21,804 epoch 109 - iter 567/819 - loss 0.33948353
2019-06-13 07:54:34,351 epoch 109 - iter 648/819 - loss 0.33780834
2019-06-13 07:54:47,044 epoch 109 - iter 729/819 - loss 0.34395693
2019-06-13 07:54:59,735 epoch 109 - iter 810/819 - loss 0.34477181
2019-06-13 07:55:01,066 ----------------------------------------------------------------------------------------------------
2019-06-13 07:55:01,066 EPOCH 109 done: loss 0.3437 - lr 0.0500 - bad epochs 2
2019-06-13 07:57:19,952 TEST : loss 1.3049089908599854 - score 0.8458
2019-06-13 07:57:19,963 ----------------------------------------------------------------------------------------------------
2019-06-13 07:57:20,138 epoch 110 - iter 0/819 - loss 0.86305618
2019-06-13 07:57:32,788 epoch 110 - iter 81/819 - loss 0.35958617
2019-06-13 07:57:45,549 epoch 110 - iter 162/819 - loss 0.33758641
2019-06-13 07:57:58,254 epoch 110 - iter 243/819 - loss 0.34300597
2019-06-13 07:58:10,815 epoch 110 - iter 324/819 - loss 0.33265383
2019-06-13 07:58:23,348 epoch 110 - iter 405/819 - loss 0.33859295
2019-06-13 07:58:36,104 epoch 110 - iter 486/819 - loss 0.34317477
2019-06-13 07:58:48,954 epoch 110 - iter 567/819 - loss 0.34240832
2019-06-13 07:59:01,727 epoch 110 - iter 648/819 - loss 0.33958716
2019-06-13 07:59:14,473 epoch 110 - iter 729/819 - loss 0.33776850
2019-06-13 07:59:27,263 epoch 110 - iter 810/819 - loss 0.33706631
2019-06-13 07:59:28,588 ----------------------------------------------------------------------------------------------------
2019-06-13 07:59:28,588 EPOCH 110 done: loss 0.3379 - lr 0.0500 - bad epochs 3
2019-06-13 08:01:49,564 TEST : loss 1.2777814865112305 - score 0.848
2019-06-13 08:01:49,573 ----------------------------------------------------------------------------------------------------
2019-06-13 08:01:49,767 epoch 111 - iter 0/819 - loss 0.11071873
2019-06-13 08:02:02,546 epoch 111 - iter 81/819 - loss 0.33192628
2019-06-13 08:02:15,340 epoch 111 - iter 162/819 - loss 0.32520422
2019-06-13 08:02:28,306 epoch 111 - iter 243/819 - loss 0.32858591
2019-06-13 08:02:40,942 epoch 111 - iter 324/819 - loss 0.32995400
2019-06-13 08:02:53,697 epoch 111 - iter 405/819 - loss 0.33049849
2019-06-13 08:03:04,576 epoch 111 - iter 486/819 - loss 0.33229031
2019-06-13 08:03:15,376 epoch 111 - iter 567/819 - loss 0.33034274
2019-06-13 08:03:26,186 epoch 111 - iter 648/819 - loss 0.33321804
2019-06-13 08:03:36,963 epoch 111 - iter 729/819 - loss 0.33826272
2019-06-13 08:03:48,814 epoch 111 - iter 810/819 - loss 0.33885474
2019-06-13 08:03:50,121 ----------------------------------------------------------------------------------------------------
2019-06-13 08:03:50,121 EPOCH 111 done: loss 0.3390 - lr 0.0500 - bad epochs 0
2019-06-13 08:06:08,862 TEST : loss 1.31967294216156 - score 0.8469
2019-06-13 08:06:08,871 ----------------------------------------------------------------------------------------------------
2019-06-13 08:06:09,056 epoch 112 - iter 0/819 - loss 0.44918108
2019-06-13 08:06:22,037 epoch 112 - iter 81/819 - loss 0.34418059
2019-06-13 08:06:34,511 epoch 112 - iter 162/819 - loss 0.34189487
2019-06-13 08:06:47,679 epoch 112 - iter 243/819 - loss 0.33864755
2019-06-13 08:07:00,444 epoch 112 - iter 324/819 - loss 0.33726020
2019-06-13 08:07:13,305 epoch 112 - iter 405/819 - loss 0.32886741
2019-06-13 08:07:25,954 epoch 112 - iter 486/819 - loss 0.33525403
2019-06-13 08:07:38,624 epoch 112 - iter 567/819 - loss 0.33271409
2019-06-13 08:07:50,884 epoch 112 - iter 648/819 - loss 0.33669520
2019-06-13 08:08:03,714 epoch 112 - iter 729/819 - loss 0.33611402
2019-06-13 08:08:16,227 epoch 112 - iter 810/819 - loss 0.33410798
2019-06-13 08:08:17,522 ----------------------------------------------------------------------------------------------------
2019-06-13 08:08:17,523 EPOCH 112 done: loss 0.3340 - lr 0.0500 - bad epochs 1
2019-06-13 08:10:36,763 TEST : loss 1.303804636001587 - score 0.8457
2019-06-13 08:10:36,837 ----------------------------------------------------------------------------------------------------
2019-06-13 08:10:37,032 epoch 113 - iter 0/819 - loss 0.48477077
2019-06-13 08:10:49,778 epoch 113 - iter 81/819 - loss 0.29455938
2019-06-13 08:11:02,558 epoch 113 - iter 162/819 - loss 0.30261551
2019-06-13 08:11:15,328 epoch 113 - iter 243/819 - loss 0.32020666
2019-06-13 08:11:28,122 epoch 113 - iter 324/819 - loss 0.32276885
2019-06-13 08:11:39,083 epoch 113 - iter 405/819 - loss 0.32664632
2019-06-13 08:11:49,975 epoch 113 - iter 486/819 - loss 0.32932183
2019-06-13 08:12:00,729 epoch 113 - iter 567/819 - loss 0.33087977
2019-06-13 08:12:11,650 epoch 113 - iter 648/819 - loss 0.32857012
2019-06-13 08:12:22,559 epoch 113 - iter 729/819 - loss 0.32662682
2019-06-13 08:12:33,372 epoch 113 - iter 810/819 - loss 0.32949215
2019-06-13 08:12:34,533 ----------------------------------------------------------------------------------------------------
2019-06-13 08:12:34,533 EPOCH 113 done: loss 0.3300 - lr 0.0500 - bad epochs 0
2019-06-13 08:14:28,449 TEST : loss 1.3144389390945435 - score 0.8479
2019-06-13 08:14:28,450 ----------------------------------------------------------------------------------------------------
2019-06-13 08:14:28,595 epoch 114 - iter 0/819 - loss 0.57272148
2019-06-13 08:14:41,251 epoch 114 - iter 81/819 - loss 0.37913052
2019-06-13 08:14:54,055 epoch 114 - iter 162/819 - loss 0.37240545
2019-06-13 08:15:06,771 epoch 114 - iter 243/819 - loss 0.36390381
2019-06-13 08:15:19,531 epoch 114 - iter 324/819 - loss 0.36336042
2019-06-13 08:15:32,270 epoch 114 - iter 405/819 - loss 0.36776864
2019-06-13 08:15:44,629 epoch 114 - iter 486/819 - loss 0.36408708
2019-06-13 08:15:55,615 epoch 114 - iter 567/819 - loss 0.36126971
2019-06-13 08:16:06,454 epoch 114 - iter 648/819 - loss 0.35993556
2019-06-13 08:16:17,415 epoch 114 - iter 729/819 - loss 0.35885076
2019-06-13 08:16:28,191 epoch 114 - iter 810/819 - loss 0.35487367
2019-06-13 08:16:29,327 ----------------------------------------------------------------------------------------------------
2019-06-13 08:16:29,327 EPOCH 114 done: loss 0.3569 - lr 0.0500 - bad epochs 0
2019-06-13 08:18:23,119 TEST : loss 1.2837592363357544 - score 0.8471
2019-06-13 08:18:23,133 ----------------------------------------------------------------------------------------------------
2019-06-13 08:18:23,287 epoch 115 - iter 0/819 - loss 0.52799678
2019-06-13 08:18:36,093 epoch 115 - iter 81/819 - loss 0.36385732
2019-06-13 08:18:48,806 epoch 115 - iter 162/819 - loss 0.34681593
2019-06-13 08:19:01,540 epoch 115 - iter 243/819 - loss 0.34185760
2019-06-13 08:19:14,228 epoch 115 - iter 324/819 - loss 0.33066415
2019-06-13 08:19:26,791 epoch 115 - iter 405/819 - loss 0.33162515
2019-06-13 08:19:39,537 epoch 115 - iter 486/819 - loss 0.33800325
2019-06-13 08:19:52,112 epoch 115 - iter 567/819 - loss 0.33788770
2019-06-13 08:20:03,074 epoch 115 - iter 648/819 - loss 0.33432627
2019-06-13 08:20:14,076 epoch 115 - iter 729/819 - loss 0.33576783
2019-06-13 08:20:26,406 epoch 115 - iter 810/819 - loss 0.33927362
2019-06-13 08:20:27,749 ----------------------------------------------------------------------------------------------------
2019-06-13 08:20:27,750 EPOCH 115 done: loss 0.3393 - lr 0.0500 - bad epochs 1
2019-06-13 08:22:46,222 TEST : loss 1.3349556922912598 - score 0.8494
2019-06-13 08:22:46,235 ----------------------------------------------------------------------------------------------------
2019-06-13 08:22:46,421 epoch 116 - iter 0/819 - loss 0.91834235
2019-06-13 08:22:59,170 epoch 116 - iter 81/819 - loss 0.34126466
2019-06-13 08:23:11,941 epoch 116 - iter 162/819 - loss 0.33839960
2019-06-13 08:23:24,518 epoch 116 - iter 243/819 - loss 0.32273906
2019-06-13 08:23:37,023 epoch 116 - iter 324/819 - loss 0.32102546
2019-06-13 08:23:49,807 epoch 116 - iter 405/819 - loss 0.32860584
2019-06-13 08:24:02,633 epoch 116 - iter 486/819 - loss 0.33414342
2019-06-13 08:24:15,422 epoch 116 - iter 567/819 - loss 0.33197728
2019-06-13 08:24:26,369 epoch 116 - iter 648/819 - loss 0.32995276
2019-06-13 08:24:37,161 epoch 116 - iter 729/819 - loss 0.32700847
2019-06-13 08:24:48,057 epoch 116 - iter 810/819 - loss 0.32605703
2019-06-13 08:24:49,212 ----------------------------------------------------------------------------------------------------
2019-06-13 08:24:49,212 EPOCH 116 done: loss 0.3269 - lr 0.0500 - bad epochs 2
2019-06-13 08:26:45,530 TEST : loss 1.2991176843643188 - score 0.8448
2019-06-13 08:26:45,562 ----------------------------------------------------------------------------------------------------
2019-06-13 08:26:45,716 epoch 117 - iter 0/819 - loss 0.34591341
2019-06-13 08:26:58,312 epoch 117 - iter 81/819 - loss 0.28786469
2019-06-13 08:27:11,044 epoch 117 - iter 162/819 - loss 0.29633916
2019-06-13 08:27:23,496 epoch 117 - iter 243/819 - loss 0.30294080
2019-06-13 08:27:36,106 epoch 117 - iter 324/819 - loss 0.30126616
2019-06-13 08:27:48,969 epoch 117 - iter 405/819 - loss 0.31130433
2019-06-13 08:28:01,580 epoch 117 - iter 486/819 - loss 0.30925630
2019-06-13 08:28:14,397 epoch 117 - iter 567/819 - loss 0.31313520
2019-06-13 08:28:27,070 epoch 117 - iter 648/819 - loss 0.31026489
2019-06-13 08:28:39,866 epoch 117 - iter 729/819 - loss 0.31045965
2019-06-13 08:28:52,477 epoch 117 - iter 810/819 - loss 0.31079740
2019-06-13 08:28:53,870 ----------------------------------------------------------------------------------------------------
2019-06-13 08:28:53,870 EPOCH 117 done: loss 0.3102 - lr 0.0500 - bad epochs 0
2019-06-13 08:31:12,574 TEST : loss 1.3120529651641846 - score 0.8433
2019-06-13 08:31:12,584 ----------------------------------------------------------------------------------------------------
2019-06-13 08:31:12,774 epoch 118 - iter 0/819 - loss 0.16204214
2019-06-13 08:31:25,279 epoch 118 - iter 81/819 - loss 0.30471445
2019-06-13 08:31:38,185 epoch 118 - iter 162/819 - loss 0.30329871
2019-06-13 08:31:49,873 epoch 118 - iter 243/819 - loss 0.31079559
2019-06-13 08:32:00,691 epoch 118 - iter 324/819 - loss 0.31461211
2019-06-13 08:32:11,715 epoch 118 - iter 405/819 - loss 0.31978592
2019-06-13 08:32:22,665 epoch 118 - iter 486/819 - loss 0.32398804
2019-06-13 08:32:33,654 epoch 118 - iter 567/819 - loss 0.32593752
2019-06-13 08:32:44,495 epoch 118 - iter 648/819 - loss 0.32337989
2019-06-13 08:32:55,335 epoch 118 - iter 729/819 - loss 0.32335670
2019-06-13 08:33:06,294 epoch 118 - iter 810/819 - loss 0.32585166
2019-06-13 08:33:07,395 ----------------------------------------------------------------------------------------------------
2019-06-13 08:33:07,395 EPOCH 118 done: loss 0.3255 - lr 0.0500 - bad epochs 0
2019-06-13 08:35:02,120 TEST : loss 1.3101643323898315 - score 0.8466
2019-06-13 08:35:02,135 ----------------------------------------------------------------------------------------------------
2019-06-13 08:35:02,282 epoch 119 - iter 0/819 - loss 0.33389759
2019-06-13 08:35:15,000 epoch 119 - iter 81/819 - loss 0.30754114
2019-06-13 08:35:27,710 epoch 119 - iter 162/819 - loss 0.30336302
2019-06-13 08:35:40,395 epoch 119 - iter 243/819 - loss 0.30374143
2019-06-13 08:35:53,110 epoch 119 - iter 324/819 - loss 0.30758388
2019-06-13 08:36:05,633 epoch 119 - iter 405/819 - loss 0.30253080
2019-06-13 08:36:18,514 epoch 119 - iter 486/819 - loss 0.30303811
2019-06-13 08:36:31,289 epoch 119 - iter 567/819 - loss 0.30586127
2019-06-13 08:36:44,090 epoch 119 - iter 648/819 - loss 0.30778775
2019-06-13 08:36:56,798 epoch 119 - iter 729/819 - loss 0.31264414
2019-06-13 08:37:09,518 epoch 119 - iter 810/819 - loss 0.31428506
2019-06-13 08:37:10,843 ----------------------------------------------------------------------------------------------------
2019-06-13 08:37:10,843 EPOCH 119 done: loss 0.3142 - lr 0.0500 - bad epochs 1
2019-06-13 08:39:30,179 TEST : loss 1.3105086088180542 - score 0.8475
2019-06-13 08:39:30,205 ----------------------------------------------------------------------------------------------------
2019-06-13 08:39:30,409 epoch 120 - iter 0/819 - loss 0.31332588
2019-06-13 08:39:43,328 epoch 120 - iter 81/819 - loss 0.30497429
2019-06-13 08:39:56,001 epoch 120 - iter 162/819 - loss 0.30561718
2019-06-13 08:40:08,952 epoch 120 - iter 243/819 - loss 0.32131289
2019-06-13 08:40:21,745 epoch 120 - iter 324/819 - loss 0.31836338
2019-06-13 08:40:34,547 epoch 120 - iter 405/819 - loss 0.31827547
2019-06-13 08:40:47,266 epoch 120 - iter 486/819 - loss 0.32197265
2019-06-13 08:40:59,903 epoch 120 - iter 567/819 - loss 0.32008643
2019-06-13 08:41:12,449 epoch 120 - iter 648/819 - loss 0.31584872
2019-06-13 08:41:25,179 epoch 120 - iter 729/819 - loss 0.31745549
2019-06-13 08:41:38,070 epoch 120 - iter 810/819 - loss 0.31622677
2019-06-13 08:41:39,455 ----------------------------------------------------------------------------------------------------
2019-06-13 08:41:39,456 EPOCH 120 done: loss 0.3180 - lr 0.0500 - bad epochs 2
2019-06-13 08:43:34,187 TEST : loss 1.2904380559921265 - score 0.8444
2019-06-13 08:43:34,209 ----------------------------------------------------------------------------------------------------
2019-06-13 08:43:34,382 epoch 121 - iter 0/819 - loss 0.37649727
2019-06-13 08:43:45,202 epoch 121 - iter 81/819 - loss 0.26681565
2019-06-13 08:43:56,145 epoch 121 - iter 162/819 - loss 0.28129416
2019-06-13 08:44:07,055 epoch 121 - iter 243/819 - loss 0.28325026
2019-06-13 08:44:18,028 epoch 121 - iter 324/819 - loss 0.29140602
2019-06-13 08:44:30,358 epoch 121 - iter 405/819 - loss 0.29681171
2019-06-13 08:44:41,239 epoch 121 - iter 486/819 - loss 0.29662390
2019-06-13 08:44:52,055 epoch 121 - iter 567/819 - loss 0.30183011
2019-06-13 08:45:02,944 epoch 121 - iter 648/819 - loss 0.30500862
2019-06-13 08:45:16,003 epoch 121 - iter 729/819 - loss 0.30972510
2019-06-13 08:45:28,656 epoch 121 - iter 810/819 - loss 0.31045445
2019-06-13 08:45:29,967 ----------------------------------------------------------------------------------------------------
2019-06-13 08:45:29,967 EPOCH 121 done: loss 0.3097 - lr 0.0500 - bad epochs 3
2019-06-13 08:47:49,018 TEST : loss 1.3056193590164185 - score 0.8462
2019-06-13 08:47:49,019 ----------------------------------------------------------------------------------------------------
2019-06-13 08:47:49,188 epoch 122 - iter 0/819 - loss 0.43385053
2019-06-13 08:48:01,765 epoch 122 - iter 81/819 - loss 0.31540053
2019-06-13 08:48:14,595 epoch 122 - iter 162/819 - loss 0.31808064
2019-06-13 08:48:27,394 epoch 122 - iter 243/819 - loss 0.30672840
2019-06-13 08:48:40,007 epoch 122 - iter 324/819 - loss 0.30571240
2019-06-13 08:48:52,764 epoch 122 - iter 405/819 - loss 0.30535238
2019-06-13 08:49:05,535 epoch 122 - iter 486/819 - loss 0.30300517
2019-06-13 08:49:18,108 epoch 122 - iter 567/819 - loss 0.30045934
2019-06-13 08:49:30,629 epoch 122 - iter 648/819 - loss 0.30099965
2019-06-13 08:49:43,430 epoch 122 - iter 729/819 - loss 0.30313399
2019-06-13 08:49:56,215 epoch 122 - iter 810/819 - loss 0.30430629
2019-06-13 08:49:57,529 ----------------------------------------------------------------------------------------------------
2019-06-13 08:49:57,529 EPOCH 122 done: loss 0.3040 - lr 0.0500 - bad epochs 0
2019-06-13 08:52:16,889 TEST : loss 1.3428877592086792 - score 0.8454
2019-06-13 08:52:16,895 ----------------------------------------------------------------------------------------------------
2019-06-13 08:52:17,063 epoch 123 - iter 0/819 - loss 0.32784367
2019-06-13 08:52:29,818 epoch 123 - iter 81/819 - loss 0.31660491
2019-06-13 08:52:42,607 epoch 123 - iter 162/819 - loss 0.31534063
2019-06-13 08:52:55,390 epoch 123 - iter 243/819 - loss 0.30651038
2019-06-13 08:53:08,063 epoch 123 - iter 324/819 - loss 0.30749816
2019-06-13 08:53:20,828 epoch 123 - iter 405/819 - loss 0.31375501
2019-06-13 08:53:33,369 epoch 123 - iter 486/819 - loss 0.31264591
2019-06-13 08:53:45,950 epoch 123 - iter 567/819 - loss 0.31100710
2019-06-13 08:53:56,739 epoch 123 - iter 648/819 - loss 0.30990783
2019-06-13 08:54:07,707 epoch 123 - iter 729/819 - loss 0.31249485
2019-06-13 08:54:20,265 epoch 123 - iter 810/819 - loss 0.31196094
2019-06-13 08:54:21,606 ----------------------------------------------------------------------------------------------------
2019-06-13 08:54:21,606 EPOCH 123 done: loss 0.3115 - lr 0.0500 - bad epochs 0
2019-06-13 08:56:42,886 TEST : loss 1.3294283151626587 - score 0.8431
2019-06-13 08:56:42,888 ----------------------------------------------------------------------------------------------------
2019-06-13 08:56:43,059 epoch 124 - iter 0/819 - loss 0.16016436
2019-06-13 08:56:55,679 epoch 124 - iter 81/819 - loss 0.29323927
2019-06-13 08:57:08,258 epoch 124 - iter 162/819 - loss 0.29785148
2019-06-13 08:57:21,069 epoch 124 - iter 243/819 - loss 0.30316344
2019-06-13 08:57:33,802 epoch 124 - iter 324/819 - loss 0.31098430
2019-06-13 08:57:46,458 epoch 124 - iter 405/819 - loss 0.31205371
2019-06-13 08:57:59,295 epoch 124 - iter 486/819 - loss 0.31348793
2019-06-13 08:58:12,119 epoch 124 - iter 567/819 - loss 0.31476431
2019-06-13 08:58:24,703 epoch 124 - iter 648/819 - loss 0.31732142
2019-06-13 08:58:37,517 epoch 124 - iter 729/819 - loss 0.31813505
2019-06-13 08:58:50,252 epoch 124 - iter 810/819 - loss 0.31979393
2019-06-13 08:58:51,566 ----------------------------------------------------------------------------------------------------
2019-06-13 08:58:51,566 EPOCH 124 done: loss 0.3194 - lr 0.0500 - bad epochs 1
2019-06-13 09:01:10,337 TEST : loss 1.3334535360336304 - score 0.8453
2019-06-13 09:01:10,352 ----------------------------------------------------------------------------------------------------
2019-06-13 09:01:10,534 epoch 125 - iter 0/819 - loss 0.15574861
2019-06-13 09:01:23,262 epoch 125 - iter 81/819 - loss 0.26320201
2019-06-13 09:01:36,042 epoch 125 - iter 162/819 - loss 0.27962175
2019-06-13 09:01:48,665 epoch 125 - iter 243/819 - loss 0.28728673
2019-06-13 09:02:01,391 epoch 125 - iter 324/819 - loss 0.28961020
2019-06-13 09:02:14,167 epoch 125 - iter 405/819 - loss 0.28766618
2019-06-13 09:02:24,942 epoch 125 - iter 486/819 - loss 0.28954431
2019-06-13 09:02:35,943 epoch 125 - iter 567/819 - loss 0.30019212
2019-06-13 09:02:46,957 epoch 125 - iter 648/819 - loss 0.30247435
2019-06-13 09:02:57,813 epoch 125 - iter 729/819 - loss 0.30657061
2019-06-13 09:03:08,682 epoch 125 - iter 810/819 - loss 0.31068114
2019-06-13 09:03:09,834 ----------------------------------------------------------------------------------------------------
2019-06-13 09:03:09,834 EPOCH 125 done: loss 0.3119 - lr 0.0500 - bad epochs 2
2019-06-13 09:05:03,783 TEST : loss 1.3472859859466553 - score 0.8443
2019-06-13 09:05:03,785 ----------------------------------------------------------------------------------------------------
2019-06-13 09:05:03,923 epoch 126 - iter 0/819 - loss 0.27162981
2019-06-13 09:05:14,698 epoch 126 - iter 81/819 - loss 0.27988978
2019-06-13 09:05:25,568 epoch 126 - iter 162/819 - loss 0.29191266
2019-06-13 09:05:36,451 epoch 126 - iter 243/819 - loss 0.29666764
2019-06-13 09:05:47,375 epoch 126 - iter 324/819 - loss 0.29645900
2019-06-13 09:05:58,342 epoch 126 - iter 405/819 - loss 0.29397145
2019-06-13 09:06:09,241 epoch 126 - iter 486/819 - loss 0.30656034
2019-06-13 09:06:20,120 epoch 126 - iter 567/819 - loss 0.31151287
2019-06-13 09:06:30,916 epoch 126 - iter 648/819 - loss 0.31130277
2019-06-13 09:06:41,703 epoch 126 - iter 729/819 - loss 0.30870605
2019-06-13 09:06:53,844 epoch 126 - iter 810/819 - loss 0.31009420
2019-06-13 09:06:55,191 ----------------------------------------------------------------------------------------------------
2019-06-13 09:06:55,192 EPOCH 126 done: loss 0.3108 - lr 0.0500 - bad epochs 3
2019-06-13 09:09:14,226 TEST : loss 1.3382103443145752 - score 0.8431
2019-06-13 09:09:14,233 ----------------------------------------------------------------------------------------------------
2019-06-13 09:09:14,401 epoch 127 - iter 0/819 - loss 0.37984896
2019-06-13 09:09:27,047 epoch 127 - iter 81/819 - loss 0.30266418
2019-06-13 09:09:40,231 epoch 127 - iter 162/819 - loss 0.28797382
2019-06-13 09:09:53,094 epoch 127 - iter 243/819 - loss 0.28701649
2019-06-13 09:10:05,953 epoch 127 - iter 324/819 - loss 0.30366136
2019-06-13 09:10:18,639 epoch 127 - iter 405/819 - loss 0.29768087
2019-06-13 09:10:31,245 epoch 127 - iter 486/819 - loss 0.30678683
2019-06-13 09:10:44,062 epoch 127 - iter 567/819 - loss 0.30787711
2019-06-13 09:10:56,904 epoch 127 - iter 648/819 - loss 0.30761558
2019-06-13 09:11:09,719 epoch 127 - iter 729/819 - loss 0.30819994
2019-06-13 09:11:22,371 epoch 127 - iter 810/819 - loss 0.30636386
2019-06-13 09:11:23,724 ----------------------------------------------------------------------------------------------------
2019-06-13 09:11:23,725 EPOCH 127 done: loss 0.3080 - lr 0.0250 - bad epochs 0
2019-06-13 09:13:42,694 TEST : loss 1.320351481437683 - score 0.8438
2019-06-13 09:13:42,700 ----------------------------------------------------------------------------------------------------
2019-06-13 09:13:42,870 epoch 128 - iter 0/819 - loss 0.05063391
2019-06-13 09:13:55,557 epoch 128 - iter 81/819 - loss 0.29171655
2019-06-13 09:14:08,325 epoch 128 - iter 162/819 - loss 0.28679053
2019-06-13 09:14:21,192 epoch 128 - iter 243/819 - loss 0.30846013
2019-06-13 09:14:33,828 epoch 128 - iter 324/819 - loss 0.30894222
2019-06-13 09:14:46,409 epoch 128 - iter 405/819 - loss 0.30662160
2019-06-13 09:14:59,168 epoch 128 - iter 486/819 - loss 0.29800355
2019-06-13 09:15:11,844 epoch 128 - iter 567/819 - loss 0.29460503
2019-06-13 09:15:24,820 epoch 128 - iter 648/819 - loss 0.29213196
2019-06-13 09:15:38,133 epoch 128 - iter 729/819 - loss 0.29501995
2019-06-13 09:15:50,769 epoch 128 - iter 810/819 - loss 0.29609433
2019-06-13 09:15:52,037 ----------------------------------------------------------------------------------------------------
2019-06-13 09:15:52,037 EPOCH 128 done: loss 0.2971 - lr 0.0250 - bad epochs 1
2019-06-13 09:18:11,388 TEST : loss 1.3336372375488281 - score 0.8439
2019-06-13 09:18:11,525 ----------------------------------------------------------------------------------------------------
2019-06-13 09:18:11,722 epoch 129 - iter 0/819 - loss 0.07794094
2019-06-13 09:18:24,381 epoch 129 - iter 81/819 - loss 0.31115184
2019-06-13 09:18:37,050 epoch 129 - iter 162/819 - loss 0.29633746
2019-06-13 09:18:49,938 epoch 129 - iter 243/819 - loss 0.29842027
2019-06-13 09:19:02,776 epoch 129 - iter 324/819 - loss 0.30165071
2019-06-13 09:19:13,764 epoch 129 - iter 405/819 - loss 0.30208646
2019-06-13 09:19:24,603 epoch 129 - iter 486/819 - loss 0.30231412
2019-06-13 09:19:35,439 epoch 129 - iter 567/819 - loss 0.30446105
2019-06-13 09:19:46,225 epoch 129 - iter 648/819 - loss 0.30278056
2019-06-13 09:19:57,226 epoch 129 - iter 729/819 - loss 0.30326552
2019-06-13 09:20:08,136 epoch 129 - iter 810/819 - loss 0.30125721
2019-06-13 09:20:09,316 ----------------------------------------------------------------------------------------------------
2019-06-13 09:20:09,316 EPOCH 129 done: loss 0.3009 - lr 0.0250 - bad epochs 0
2019-06-13 09:22:03,158 TEST : loss 1.3375308513641357 - score 0.8472
2019-06-13 09:22:03,159 ----------------------------------------------------------------------------------------------------
2019-06-13 09:22:03,305 epoch 130 - iter 0/819 - loss 0.48281431
2019-06-13 09:22:16,248 epoch 130 - iter 81/819 - loss 0.27705253
2019-06-13 09:22:29,004 epoch 130 - iter 162/819 - loss 0.27851968
2019-06-13 09:22:41,807 epoch 130 - iter 243/819 - loss 0.30934484
2019-06-13 09:22:54,435 epoch 130 - iter 324/819 - loss 0.31038271
2019-06-13 09:23:07,034 epoch 130 - iter 405/819 - loss 0.30352928
2019-06-13 09:23:19,843 epoch 130 - iter 486/819 - loss 0.30740719
2019-06-13 09:23:32,637 epoch 130 - iter 567/819 - loss 0.30684585
2019-06-13 09:23:45,499 epoch 130 - iter 648/819 - loss 0.30478841
2019-06-13 09:23:58,264 epoch 130 - iter 729/819 - loss 0.30292256
2019-06-13 09:24:10,944 epoch 130 - iter 810/819 - loss 0.29986059
2019-06-13 09:24:12,243 ----------------------------------------------------------------------------------------------------
2019-06-13 09:24:12,243 EPOCH 130 done: loss 0.2996 - lr 0.0250 - bad epochs 1
2019-06-13 09:26:34,392 TEST : loss 1.3350306749343872 - score 0.8468
2019-06-13 09:26:34,422 ----------------------------------------------------------------------------------------------------
2019-06-13 09:26:34,612 epoch 131 - iter 0/819 - loss 0.41937947
2019-06-13 09:26:47,534 epoch 131 - iter 81/819 - loss 0.30099788
2019-06-13 09:27:00,043 epoch 131 - iter 162/819 - loss 0.27960324
2019-06-13 09:27:12,599 epoch 131 - iter 243/819 - loss 0.27001894
2019-06-13 09:27:25,246 epoch 131 - iter 324/819 - loss 0.26462622
2019-06-13 09:27:37,850 epoch 131 - iter 405/819 - loss 0.26888555
2019-06-13 09:27:50,503 epoch 131 - iter 486/819 - loss 0.27542943
2019-06-13 09:28:03,300 epoch 131 - iter 567/819 - loss 0.27423017
2019-06-13 09:28:16,202 epoch 131 - iter 648/819 - loss 0.27800940
2019-06-13 09:28:28,876 epoch 131 - iter 729/819 - loss 0.27912304
2019-06-13 09:28:41,549 epoch 131 - iter 810/819 - loss 0.27564343
2019-06-13 09:28:42,905 ----------------------------------------------------------------------------------------------------
2019-06-13 09:28:42,906 EPOCH 131 done: loss 0.2764 - lr 0.0250 - bad epochs 2
2019-06-13 09:31:02,088 TEST : loss 1.3300975561141968 - score 0.847
2019-06-13 09:31:02,090 ----------------------------------------------------------------------------------------------------
2019-06-13 09:31:02,286 epoch 132 - iter 0/819 - loss 0.08788967
2019-06-13 09:31:15,141 epoch 132 - iter 81/819 - loss 0.30930900
2019-06-13 09:31:27,736 epoch 132 - iter 162/819 - loss 0.29016635
2019-06-13 09:31:38,668 epoch 132 - iter 243/819 - loss 0.27985452
2019-06-13 09:31:49,645 epoch 132 - iter 324/819 - loss 0.27622405
2019-06-13 09:32:00,285 epoch 132 - iter 405/819 - loss 0.27559388
2019-06-13 09:32:11,296 epoch 132 - iter 486/819 - loss 0.27334108
2019-06-13 09:32:22,178 epoch 132 - iter 567/819 - loss 0.27539600
2019-06-13 09:32:34,021 epoch 132 - iter 648/819 - loss 0.27609734
2019-06-13 09:32:46,579 epoch 132 - iter 729/819 - loss 0.27622502
2019-06-13 09:32:59,388 epoch 132 - iter 810/819 - loss 0.27906788
2019-06-13 09:33:00,735 ----------------------------------------------------------------------------------------------------
2019-06-13 09:33:00,735 EPOCH 132 done: loss 0.2792 - lr 0.0250 - bad epochs 0
2019-06-13 09:35:19,669 TEST : loss 1.3211764097213745 - score 0.8471
2019-06-13 09:35:19,670 ----------------------------------------------------------------------------------------------------
2019-06-13 09:35:19,808 epoch 133 - iter 0/819 - loss 0.28254986
2019-06-13 09:35:32,719 epoch 133 - iter 81/819 - loss 0.26593325
2019-06-13 09:35:45,631 epoch 133 - iter 162/819 - loss 0.25696533
2019-06-13 09:35:58,349 epoch 133 - iter 243/819 - loss 0.27324196
2019-06-13 09:36:11,088 epoch 133 - iter 324/819 - loss 0.28179805
2019-06-13 09:36:23,614 epoch 133 - iter 405/819 - loss 0.27984106
2019-06-13 09:36:36,422 epoch 133 - iter 486/819 - loss 0.28775202
2019-06-13 09:36:49,055 epoch 133 - iter 567/819 - loss 0.28801841
2019-06-13 09:36:59,941 epoch 133 - iter 648/819 - loss 0.28660087
2019-06-13 09:37:10,845 epoch 133 - iter 729/819 - loss 0.28710920
2019-06-13 09:37:21,769 epoch 133 - iter 810/819 - loss 0.28489890
2019-06-13 09:37:22,871 ----------------------------------------------------------------------------------------------------
2019-06-13 09:37:22,871 EPOCH 133 done: loss 0.2856 - lr 0.0250 - bad epochs 1
2019-06-13 09:39:16,888 TEST : loss 1.3420430421829224 - score 0.8463
2019-06-13 09:39:16,907 ----------------------------------------------------------------------------------------------------
2019-06-13 09:39:17,055 epoch 134 - iter 0/819 - loss 0.27381849
2019-06-13 09:39:29,787 epoch 134 - iter 81/819 - loss 0.28781345
2019-06-13 09:39:42,641 epoch 134 - iter 162/819 - loss 0.27381045
2019-06-13 09:39:55,376 epoch 134 - iter 243/819 - loss 0.26938568
2019-06-13 09:40:08,140 epoch 134 - iter 324/819 - loss 0.27022585
2019-06-13 09:40:21,120 epoch 134 - iter 405/819 - loss 0.27195651
2019-06-13 09:40:33,858 epoch 134 - iter 486/819 - loss 0.27371370
2019-06-13 09:40:46,473 epoch 134 - iter 567/819 - loss 0.27153371
2019-06-13 09:40:59,180 epoch 134 - iter 648/819 - loss 0.27753083
2019-06-13 09:41:11,954 epoch 134 - iter 729/819 - loss 0.27954549
2019-06-13 09:41:24,705 epoch 134 - iter 810/819 - loss 0.27782243
2019-06-13 09:41:26,085 ----------------------------------------------------------------------------------------------------
2019-06-13 09:41:26,085 EPOCH 134 done: loss 0.2776 - lr 0.0250 - bad epochs 2
2019-06-13 09:43:45,196 TEST : loss 1.335840106010437 - score 0.8482
2019-06-13 09:43:45,204 ----------------------------------------------------------------------------------------------------
2019-06-13 09:43:45,385 epoch 135 - iter 0/819 - loss 0.26721573
2019-06-13 09:43:58,048 epoch 135 - iter 81/819 - loss 0.27473860
2019-06-13 09:44:10,872 epoch 135 - iter 162/819 - loss 0.29679998
2019-06-13 09:44:23,638 epoch 135 - iter 243/819 - loss 0.29609727
2019-06-13 09:44:36,380 epoch 135 - iter 324/819 - loss 0.29756647
2019-06-13 09:44:49,038 epoch 135 - iter 405/819 - loss 0.29781147
2019-06-13 09:45:01,767 epoch 135 - iter 486/819 - loss 0.29576946
2019-06-13 09:45:14,486 epoch 135 - iter 567/819 - loss 0.29058306
2019-06-13 09:45:27,306 epoch 135 - iter 648/819 - loss 0.28996281
2019-06-13 09:45:38,154 epoch 135 - iter 729/819 - loss 0.28988227
2019-06-13 09:45:49,035 epoch 135 - iter 810/819 - loss 0.28997075
2019-06-13 09:45:50,151 ----------------------------------------------------------------------------------------------------
2019-06-13 09:45:50,151 EPOCH 135 done: loss 0.2920 - lr 0.0250 - bad epochs 3
2019-06-13 09:47:44,237 TEST : loss 1.3298434019088745 - score 0.8455
2019-06-13 09:47:44,253 ----------------------------------------------------------------------------------------------------
2019-06-13 09:47:44,402 epoch 136 - iter 0/819 - loss 0.24168897
2019-06-13 09:47:55,282 epoch 136 - iter 81/819 - loss 0.31307450
2019-06-13 09:48:06,275 epoch 136 - iter 162/819 - loss 0.29839075
2019-06-13 09:48:17,211 epoch 136 - iter 243/819 - loss 0.29527245
2019-06-13 09:48:28,091 epoch 136 - iter 324/819 - loss 0.28630523
2019-06-13 09:48:38,951 epoch 136 - iter 405/819 - loss 0.28457375
2019-06-13 09:48:49,749 epoch 136 - iter 486/819 - loss 0.28393585
2019-06-13 09:49:00,719 epoch 136 - iter 567/819 - loss 0.28255933
2019-06-13 09:49:11,790 epoch 136 - iter 648/819 - loss 0.27964523
2019-06-13 09:49:22,488 epoch 136 - iter 729/819 - loss 0.27946014
2019-06-13 09:49:33,214 epoch 136 - iter 810/819 - loss 0.27585410
2019-06-13 09:49:34,342 ----------------------------------------------------------------------------------------------------
2019-06-13 09:49:34,342 EPOCH 136 done: loss 0.2764 - lr 0.0125 - bad epochs 0
2019-06-13 09:51:28,150 TEST : loss 1.3318674564361572 - score 0.8461
2019-06-13 09:51:28,166 ----------------------------------------------------------------------------------------------------
2019-06-13 09:51:28,343 epoch 137 - iter 0/819 - loss 0.12069845
2019-06-13 09:51:40,992 epoch 137 - iter 81/819 - loss 0.22642976
2019-06-13 09:51:53,679 epoch 137 - iter 162/819 - loss 0.24976614
2019-06-13 09:52:06,374 epoch 137 - iter 243/819 - loss 0.26103061
2019-06-13 09:52:19,019 epoch 137 - iter 324/819 - loss 0.26250133
2019-06-13 09:52:31,661 epoch 137 - iter 405/819 - loss 0.26262415
2019-06-13 09:52:44,662 epoch 137 - iter 486/819 - loss 0.25667777
2019-06-13 09:52:57,217 epoch 137 - iter 567/819 - loss 0.26185009
2019-06-13 09:53:09,804 epoch 137 - iter 648/819 - loss 0.26203695
2019-06-13 09:53:22,607 epoch 137 - iter 729/819 - loss 0.26347489
2019-06-13 09:53:35,440 epoch 137 - iter 810/819 - loss 0.26674857
2019-06-13 09:53:36,724 ----------------------------------------------------------------------------------------------------
2019-06-13 09:53:36,725 EPOCH 137 done: loss 0.2671 - lr 0.0125 - bad epochs 1
2019-06-13 09:55:58,073 TEST : loss 1.3386261463165283 - score 0.8481
2019-06-13 09:55:58,083 ----------------------------------------------------------------------------------------------------
2019-06-13 09:55:58,276 epoch 138 - iter 0/819 - loss 0.47582054
2019-06-13 09:56:10,997 epoch 138 - iter 81/819 - loss 0.26487292
2019-06-13 09:56:23,704 epoch 138 - iter 162/819 - loss 0.27602658
2019-06-13 09:56:36,332 epoch 138 - iter 243/819 - loss 0.27427251
2019-06-13 09:56:49,005 epoch 138 - iter 324/819 - loss 0.27004761
2019-06-13 09:57:01,709 epoch 138 - iter 405/819 - loss 0.26843575
2019-06-13 09:57:14,417 epoch 138 - iter 486/819 - loss 0.26963836
2019-06-13 09:57:27,316 epoch 138 - iter 567/819 - loss 0.26759179
2019-06-13 09:57:40,019 epoch 138 - iter 648/819 - loss 0.26724588
2019-06-13 09:57:52,722 epoch 138 - iter 729/819 - loss 0.26824240
2019-06-13 09:58:05,437 epoch 138 - iter 810/819 - loss 0.26693878
2019-06-13 09:58:06,781 ----------------------------------------------------------------------------------------------------
2019-06-13 09:58:06,782 EPOCH 138 done: loss 0.2666 - lr 0.0125 - bad epochs 0
2019-06-13 10:00:25,508 TEST : loss 1.3532816171646118 - score 0.8456
2019-06-13 10:00:25,516 ----------------------------------------------------------------------------------------------------
2019-06-13 10:00:25,703 epoch 139 - iter 0/819 - loss 0.21296835
2019-06-13 10:00:38,401 epoch 139 - iter 81/819 - loss 0.27073143
2019-06-13 10:00:51,129 epoch 139 - iter 162/819 - loss 0.25344773
2019-06-13 10:01:03,770 epoch 139 - iter 243/819 - loss 0.25665107
2019-06-13 10:01:16,421 epoch 139 - iter 324/819 - loss 0.26087154
2019-06-13 10:01:29,123 epoch 139 - iter 405/819 - loss 0.26357734
2019-06-13 10:01:41,843 epoch 139 - iter 486/819 - loss 0.26815645
2019-06-13 10:01:54,630 epoch 139 - iter 567/819 - loss 0.26877824
2019-06-13 10:02:07,404 epoch 139 - iter 648/819 - loss 0.26565978
2019-06-13 10:02:20,006 epoch 139 - iter 729/819 - loss 0.26177363
2019-06-13 10:02:32,702 epoch 139 - iter 810/819 - loss 0.26395408
2019-06-13 10:02:34,078 ----------------------------------------------------------------------------------------------------
2019-06-13 10:02:34,079 EPOCH 139 done: loss 0.2650 - lr 0.0125 - bad epochs 0
2019-06-13 10:04:52,599 TEST : loss 1.3560713529586792 - score 0.8452
2019-06-13 10:04:52,606 ----------------------------------------------------------------------------------------------------
2019-06-13 10:04:52,771 epoch 140 - iter 0/819 - loss 0.30784893
2019-06-13 10:05:05,618 epoch 140 - iter 81/819 - loss 0.23638344
2019-06-13 10:05:18,317 epoch 140 - iter 162/819 - loss 0.25828015
2019-06-13 10:05:31,044 epoch 140 - iter 243/819 - loss 0.25492252
2019-06-13 10:05:43,588 epoch 140 - iter 324/819 - loss 0.26675517
2019-06-13 10:05:56,411 epoch 140 - iter 405/819 - loss 0.26426402
2019-06-13 10:06:08,962 epoch 140 - iter 486/819 - loss 0.26857421
2019-06-13 10:06:21,790 epoch 140 - iter 567/819 - loss 0.26838105
2019-06-13 10:06:34,604 epoch 140 - iter 648/819 - loss 0.26903510
2019-06-13 10:06:47,153 epoch 140 - iter 729/819 - loss 0.27137869
2019-06-13 10:06:59,926 epoch 140 - iter 810/819 - loss 0.27456067
2019-06-13 10:07:01,237 ----------------------------------------------------------------------------------------------------
2019-06-13 10:07:01,237 EPOCH 140 done: loss 0.2754 - lr 0.0125 - bad epochs 0
2019-06-13 10:09:19,728 TEST : loss 1.360910177230835 - score 0.8461
2019-06-13 10:09:19,740 ----------------------------------------------------------------------------------------------------
2019-06-13 10:09:19,908 epoch 141 - iter 0/819 - loss 0.25927925
2019-06-13 10:09:32,469 epoch 141 - iter 81/819 - loss 0.25687128
2019-06-13 10:09:45,348 epoch 141 - iter 162/819 - loss 0.28092133
2019-06-13 10:09:58,125 epoch 141 - iter 243/819 - loss 0.27887762
2019-06-13 10:10:10,709 epoch 141 - iter 324/819 - loss 0.27513972
2019-06-13 10:10:23,358 epoch 141 - iter 405/819 - loss 0.27287432
2019-06-13 10:10:36,139 epoch 141 - iter 486/819 - loss 0.27045527
2019-06-13 10:10:49,019 epoch 141 - iter 567/819 - loss 0.27124320
2019-06-13 10:11:01,840 epoch 141 - iter 648/819 - loss 0.27309055
2019-06-13 10:11:14,700 epoch 141 - iter 729/819 - loss 0.26727686
2019-06-13 10:11:27,494 epoch 141 - iter 810/819 - loss 0.26612680
2019-06-13 10:11:28,838 ----------------------------------------------------------------------------------------------------
2019-06-13 10:11:28,839 EPOCH 141 done: loss 0.2667 - lr 0.0125 - bad epochs 1
2019-06-13 10:13:22,600 TEST : loss 1.3564835786819458 - score 0.8464
2019-06-13 10:13:22,605 ----------------------------------------------------------------------------------------------------
2019-06-13 10:13:22,740 epoch 142 - iter 0/819 - loss 0.26822543
2019-06-13 10:13:35,321 epoch 142 - iter 81/819 - loss 0.27329263
2019-06-13 10:13:48,069 epoch 142 - iter 162/819 - loss 0.25625889
2019-06-13 10:13:58,872 epoch 142 - iter 243/819 - loss 0.26153562
2019-06-13 10:14:09,711 epoch 142 - iter 324/819 - loss 0.25610172
2019-06-13 10:14:20,590 epoch 142 - iter 405/819 - loss 0.26239733
2019-06-13 10:14:31,487 epoch 142 - iter 486/819 - loss 0.26573402
2019-06-13 10:14:42,525 epoch 142 - iter 567/819 - loss 0.26785450
2019-06-13 10:14:53,390 epoch 142 - iter 648/819 - loss 0.26397973
2019-06-13 10:15:04,138 epoch 142 - iter 729/819 - loss 0.26614737
2019-06-13 10:15:15,201 epoch 142 - iter 810/819 - loss 0.26366257
2019-06-13 10:15:16,320 ----------------------------------------------------------------------------------------------------
2019-06-13 10:15:16,320 EPOCH 142 done: loss 0.2628 - lr 0.0125 - bad epochs 2
2019-06-13 10:17:09,847 TEST : loss 1.3666763305664062 - score 0.8464
2019-06-13 10:17:09,860 ----------------------------------------------------------------------------------------------------
2019-06-13 10:17:10,033 epoch 143 - iter 0/819 - loss 0.29164076
2019-06-13 10:17:22,761 epoch 143 - iter 81/819 - loss 0.30449679
2019-06-13 10:17:35,448 epoch 143 - iter 162/819 - loss 0.29287183
2019-06-13 10:17:48,213 epoch 143 - iter 243/819 - loss 0.27835098
2019-06-13 10:17:59,092 epoch 143 - iter 324/819 - loss 0.28048468
2019-06-13 10:18:09,887 epoch 143 - iter 405/819 - loss 0.28459250
2019-06-13 10:18:20,745 epoch 143 - iter 486/819 - loss 0.28093958
2019-06-13 10:18:33,362 epoch 143 - iter 567/819 - loss 0.28489912
2019-06-13 10:18:46,143 epoch 143 - iter 648/819 - loss 0.28189337
2019-06-13 10:18:57,139 epoch 143 - iter 729/819 - loss 0.28105384
2019-06-13 10:19:08,080 epoch 143 - iter 810/819 - loss 0.27950477
2019-06-13 10:19:09,220 ----------------------------------------------------------------------------------------------------
2019-06-13 10:19:09,220 EPOCH 143 done: loss 0.2800 - lr 0.0125 - bad epochs 0
2019-06-13 10:21:05,063 TEST : loss 1.3534791469573975 - score 0.8458
2019-06-13 10:21:05,077 ----------------------------------------------------------------------------------------------------
2019-06-13 10:21:05,227 epoch 144 - iter 0/819 - loss 0.15700293
2019-06-13 10:21:18,033 epoch 144 - iter 81/819 - loss 0.24907812
2019-06-13 10:21:30,742 epoch 144 - iter 162/819 - loss 0.24391778
2019-06-13 10:21:43,382 epoch 144 - iter 243/819 - loss 0.24760833
2019-06-13 10:21:56,008 epoch 144 - iter 324/819 - loss 0.24757871
2019-06-13 10:22:08,703 epoch 144 - iter 405/819 - loss 0.25247290
2019-06-13 10:22:21,426 epoch 144 - iter 486/819 - loss 0.25707648
2019-06-13 10:22:34,129 epoch 144 - iter 567/819 - loss 0.25681635
2019-06-13 10:22:46,756 epoch 144 - iter 648/819 - loss 0.25373475
2019-06-13 10:22:59,555 epoch 144 - iter 729/819 - loss 0.25428941
2019-06-13 10:23:12,280 epoch 144 - iter 810/819 - loss 0.25470901
2019-06-13 10:23:13,569 ----------------------------------------------------------------------------------------------------
2019-06-13 10:23:13,569 EPOCH 144 done: loss 0.2544 - lr 0.0125 - bad epochs 1
2019-06-13 10:25:31,954 TEST : loss 1.3596879243850708 - score 0.8459
2019-06-13 10:25:31,959 ----------------------------------------------------------------------------------------------------
2019-06-13 10:25:32,130 epoch 145 - iter 0/819 - loss 0.57146168
2019-06-13 10:25:44,879 epoch 145 - iter 81/819 - loss 0.27076760
2019-06-13 10:25:57,521 epoch 145 - iter 162/819 - loss 0.26313528
2019-06-13 10:26:10,034 epoch 145 - iter 243/819 - loss 0.24816604
2019-06-13 10:26:22,755 epoch 145 - iter 324/819 - loss 0.25728015
2019-06-13 10:26:35,381 epoch 145 - iter 405/819 - loss 0.26111220
2019-06-13 10:26:48,047 epoch 145 - iter 486/819 - loss 0.25719485
2019-06-13 10:27:00,884 epoch 145 - iter 567/819 - loss 0.25790361
2019-06-13 10:27:13,627 epoch 145 - iter 648/819 - loss 0.25840431
2019-06-13 10:27:26,263 epoch 145 - iter 729/819 - loss 0.26021091
2019-06-13 10:27:38,924 epoch 145 - iter 810/819 - loss 0.26447537
2019-06-13 10:27:40,280 ----------------------------------------------------------------------------------------------------
2019-06-13 10:27:40,280 EPOCH 145 done: loss 0.2642 - lr 0.0125 - bad epochs 0
2019-06-13 10:29:58,904 TEST : loss 1.3563809394836426 - score 0.8482
2019-06-13 10:29:58,935 ----------------------------------------------------------------------------------------------------
2019-06-13 10:29:59,140 epoch 146 - iter 0/819 - loss 0.28296328
2019-06-13 10:30:12,018 epoch 146 - iter 81/819 - loss 0.28290482
2019-06-13 10:30:24,566 epoch 146 - iter 162/819 - loss 0.26957067
2019-06-13 10:30:37,235 epoch 146 - iter 243/819 - loss 0.26524597
2019-06-13 10:30:49,879 epoch 146 - iter 324/819 - loss 0.26306348
2019-06-13 10:31:00,703 epoch 146 - iter 405/819 - loss 0.26715730
2019-06-13 10:31:11,596 epoch 146 - iter 486/819 - loss 0.27353678
2019-06-13 10:31:22,496 epoch 146 - iter 567/819 - loss 0.27175397
2019-06-13 10:31:33,308 epoch 146 - iter 648/819 - loss 0.27641960
2019-06-13 10:31:44,199 epoch 146 - iter 729/819 - loss 0.27783220
2019-06-13 10:31:55,191 epoch 146 - iter 810/819 - loss 0.27714500
2019-06-13 10:31:56,333 ----------------------------------------------------------------------------------------------------
2019-06-13 10:31:56,333 EPOCH 146 done: loss 0.2767 - lr 0.0125 - bad epochs 1
2019-06-13 10:33:50,128 TEST : loss 1.3364291191101074 - score 0.8494
2019-06-13 10:33:50,142 ----------------------------------------------------------------------------------------------------
2019-06-13 10:33:50,288 epoch 147 - iter 0/819 - loss 0.47213888
2019-06-13 10:34:03,143 epoch 147 - iter 81/819 - loss 0.26358730
2019-06-13 10:34:15,635 epoch 147 - iter 162/819 - loss 0.27949534
2019-06-13 10:34:28,369 epoch 147 - iter 243/819 - loss 0.27038971
2019-06-13 10:34:40,959 epoch 147 - iter 324/819 - loss 0.26455347
2019-06-13 10:34:53,775 epoch 147 - iter 405/819 - loss 0.25975215
2019-06-13 10:35:06,410 epoch 147 - iter 486/819 - loss 0.25780734
2019-06-13 10:35:19,102 epoch 147 - iter 567/819 - loss 0.25453752
2019-06-13 10:35:31,481 epoch 147 - iter 648/819 - loss 0.25703008
2019-06-13 10:35:44,227 epoch 147 - iter 729/819 - loss 0.26078199
2019-06-13 10:35:56,946 epoch 147 - iter 810/819 - loss 0.26177840
2019-06-13 10:35:58,272 ----------------------------------------------------------------------------------------------------
2019-06-13 10:35:58,272 EPOCH 147 done: loss 0.2625 - lr 0.0125 - bad epochs 2
2019-06-13 10:38:17,025 TEST : loss 1.3536776304244995 - score 0.8459
2019-06-13 10:38:17,039 ----------------------------------------------------------------------------------------------------
2019-06-13 10:38:17,233 epoch 148 - iter 0/819 - loss 0.33695912
2019-06-13 10:38:30,128 epoch 148 - iter 81/819 - loss 0.27781751
2019-06-13 10:38:42,842 epoch 148 - iter 162/819 - loss 0.26815708
2019-06-13 10:38:55,441 epoch 148 - iter 243/819 - loss 0.27083179
2019-06-13 10:39:08,201 epoch 148 - iter 324/819 - loss 0.26283766
2019-06-13 10:39:20,853 epoch 148 - iter 405/819 - loss 0.26619363
2019-06-13 10:39:33,544 epoch 148 - iter 486/819 - loss 0.27448443
2019-06-13 10:39:46,266 epoch 148 - iter 567/819 - loss 0.27133024
2019-06-13 10:39:58,776 epoch 148 - iter 648/819 - loss 0.27292143
2019-06-13 10:40:11,340 epoch 148 - iter 729/819 - loss 0.27170703
2019-06-13 10:40:24,036 epoch 148 - iter 810/819 - loss 0.26964851
2019-06-13 10:40:25,351 ----------------------------------------------------------------------------------------------------
2019-06-13 10:40:25,351 EPOCH 148 done: loss 0.2687 - lr 0.0125 - bad epochs 3
2019-06-13 10:42:44,090 TEST : loss 1.348181128501892 - score 0.8481
2019-06-13 10:42:44,106 ----------------------------------------------------------------------------------------------------
2019-06-13 10:42:44,257 epoch 149 - iter 0/819 - loss 0.35153723
2019-06-13 10:42:57,057 epoch 149 - iter 81/819 - loss 0.28931310
2019-06-13 10:43:09,812 epoch 149 - iter 162/819 - loss 0.28429009
2019-06-13 10:43:22,526 epoch 149 - iter 243/819 - loss 0.27479900
2019-06-13 10:43:35,323 epoch 149 - iter 324/819 - loss 0.26569817
2019-06-13 10:43:48,012 epoch 149 - iter 405/819 - loss 0.26675234
2019-06-13 10:43:59,013 epoch 149 - iter 486/819 - loss 0.26550866
2019-06-13 10:44:09,901 epoch 149 - iter 567/819 - loss 0.26755530
2019-06-13 10:44:20,826 epoch 149 - iter 648/819 - loss 0.26690867
2019-06-13 10:44:31,683 epoch 149 - iter 729/819 - loss 0.26752898
2019-06-13 10:44:42,519 epoch 149 - iter 810/819 - loss 0.26373435
2019-06-13 10:44:43,626 ----------------------------------------------------------------------------------------------------
2019-06-13 10:44:43,627 EPOCH 149 done: loss 0.2639 - lr 0.0063 - bad epochs 0
2019-06-13 10:46:37,265 TEST : loss 1.3638701438903809 - score 0.8484
2019-06-13 10:46:37,280 ----------------------------------------------------------------------------------------------------
2019-06-13 10:46:37,433 epoch 150 - iter 0/819 - loss 0.08844423
2019-06-13 10:46:49,579 epoch 150 - iter 81/819 - loss 0.22519948
2019-06-13 10:47:00,489 epoch 150 - iter 162/819 - loss 0.22980573
2019-06-13 10:47:11,330 epoch 150 - iter 243/819 - loss 0.24421192
2019-06-13 10:47:22,115 epoch 150 - iter 324/819 - loss 0.23622897
2019-06-13 10:47:32,957 epoch 150 - iter 405/819 - loss 0.24210894
2019-06-13 10:47:43,809 epoch 150 - iter 486/819 - loss 0.24571661
2019-06-13 10:47:54,789 epoch 150 - iter 567/819 - loss 0.25142531
2019-06-13 10:48:05,607 epoch 150 - iter 648/819 - loss 0.24985883
2019-06-13 10:48:16,549 epoch 150 - iter 729/819 - loss 0.24760137
2019-06-13 10:48:27,530 epoch 150 - iter 810/819 - loss 0.24954539
2019-06-13 10:48:28,663 ----------------------------------------------------------------------------------------------------
2019-06-13 10:48:28,664 EPOCH 150 done: loss 0.2501 - lr 0.0063 - bad epochs 1
2019-06-13 10:50:24,589 TEST : loss 1.3610371351242065 - score 0.8485
2019-06-13 10:51:21,388 ----------------------------------------------------------------------------------------------------
2019-06-13 10:51:21,389 Testing using best model ...
2019-06-13 10:53:39,625 0.8642	0.8333	0.8485
2019-06-13 10:53:39,626 
MICRO_AVG: acc 0.7368 - f1-score 0.8485
MACRO_AVG: acc 0.4965 - f1-score 0.6249833333333333
LOC        tp: 1554 - fp: 192 - fn: 152 - tn: 1554 - precision: 0.8900 - recall: 0.9109 - accuracy: 0.8188 - f1-score: 0.9003
LOCderiv   tp: 525 - fp: 65 - fn: 36 - tn: 525 - precision: 0.8898 - recall: 0.9358 - accuracy: 0.8387 - f1-score: 0.9122
LOCpart    tp: 60 - fp: 6 - fn: 49 - tn: 60 - precision: 0.9091 - recall: 0.5505 - accuracy: 0.5217 - f1-score: 0.6857
ORG        tp: 884 - fp: 196 - fn: 266 - tn: 884 - precision: 0.8185 - recall: 0.7687 - accuracy: 0.6568 - f1-score: 0.7928
ORGderiv   tp: 2 - fp: 1 - fn: 6 - tn: 2 - precision: 0.6667 - recall: 0.2500 - accuracy: 0.2222 - f1-score: 0.3636
ORGpart    tp: 107 - fp: 44 - fn: 65 - tn: 107 - precision: 0.7086 - recall: 0.6221 - accuracy: 0.4954 - f1-score: 0.6625
OTH        tp: 444 - fp: 134 - fn: 253 - tn: 444 - precision: 0.7682 - recall: 0.6370 - accuracy: 0.5343 - f1-score: 0.6965
OTHderiv   tp: 23 - fp: 13 - fn: 16 - tn: 23 - precision: 0.6389 - recall: 0.5897 - accuracy: 0.4423 - f1-score: 0.6133
OTHpart    tp: 11 - fp: 4 - fn: 31 - tn: 11 - precision: 0.7333 - recall: 0.2619 - accuracy: 0.2391 - f1-score: 0.3860
PER        tp: 1528 - fp: 140 - fn: 111 - tn: 1528 - precision: 0.9161 - recall: 0.9323 - accuracy: 0.8589 - f1-score: 0.9241
PERderiv   tp: 3 - fp: 4 - fn: 8 - tn: 3 - precision: 0.4286 - recall: 0.2727 - accuracy: 0.2000 - f1-score: 0.3333
PERpart    tp: 7 - fp: 10 - fn: 37 - tn: 7 - precision: 0.4118 - recall: 0.1591 - accuracy: 0.1296 - f1-score: 0.2295
2019-06-13 10:53:39,626 ----------------------------------------------------------------------------------------------------
2019-06-13 10:53:39,667 Reading data from /home/aakbik/.flair/datasets/germeval
2019-06-13 10:53:39,668 Train: /home/aakbik/.flair/datasets/germeval/NER-de-train.tsv
2019-06-13 10:53:39,668 Dev: /home/aakbik/.flair/datasets/germeval/NER-de-dev.tsv
2019-06-13 10:53:39,668 Test: /home/aakbik/.flair/datasets/germeval/NER-de-test.tsv
2019-06-13 10:53:53,322 Model training base path: "resources/taggers//NER-germeval--h512-l1-b32-p3-0.5-+de+german-forward+german-backward-normal-locked0.5-word0.05--redo_2"
2019-06-13 10:53:53,324 ----------------------------------------------------------------------------------------------------
2019-06-13 10:53:53,324 Evaluation method: MICRO_F1_SCORE
2019-06-13 10:53:53,337 ----------------------------------------------------------------------------------------------------
2019-06-13 10:53:53,666 epoch 1 - iter 0/819 - loss 86.91945648
2019-06-13 10:54:17,074 epoch 1 - iter 81/819 - loss 10.17830174
2019-06-13 10:54:40,892 epoch 1 - iter 162/819 - loss 7.83076978
2019-06-13 10:55:04,274 epoch 1 - iter 243/819 - loss 6.58618905
2019-06-13 10:55:28,157 epoch 1 - iter 324/819 - loss 5.86607077
2019-06-13 10:55:51,830 epoch 1 - iter 405/819 - loss 5.29911613
2019-06-13 10:56:15,559 epoch 1 - iter 486/819 - loss 4.91621506
2019-06-13 10:56:38,969 epoch 1 - iter 567/819 - loss 4.59591170
2019-06-13 10:57:03,137 epoch 1 - iter 648/819 - loss 4.37787174
2019-06-13 10:57:27,011 epoch 1 - iter 729/819 - loss 4.20199080
2019-06-13 10:58:00,491 epoch 1 - iter 810/819 - loss 4.04476432
2019-06-13 10:58:02,953 ----------------------------------------------------------------------------------------------------
2019-06-13 10:58:02,954 EPOCH 1 done: loss 4.0334 - lr 0.1000 - bad epochs 0
2019-06-13 11:00:43,719 TEST : loss 1.7864512205123901 - score 0.7693
2019-06-13 11:00:43,728 ----------------------------------------------------------------------------------------------------
2019-06-13 11:00:43,919 epoch 2 - iter 0/819 - loss 2.00467873
2019-06-13 11:00:56,453 epoch 2 - iter 81/819 - loss 2.45528388
2019-06-13 11:01:09,245 epoch 2 - iter 162/819 - loss 2.42512070
2019-06-13 11:01:22,038 epoch 2 - iter 243/819 - loss 2.35795601
2019-06-13 11:01:34,759 epoch 2 - iter 324/819 - loss 2.32886375
2019-06-13 11:01:47,629 epoch 2 - iter 405/819 - loss 2.27953979
2019-06-13 11:02:00,435 epoch 2 - iter 486/819 - loss 2.26270756
2019-06-13 11:02:13,234 epoch 2 - iter 567/819 - loss 2.22176518
2019-06-13 11:02:26,267 epoch 2 - iter 648/819 - loss 2.19812158
2019-06-13 11:02:38,969 epoch 2 - iter 729/819 - loss 2.16258846
2019-06-13 11:02:51,823 epoch 2 - iter 810/819 - loss 2.13533917
2019-06-13 11:02:53,165 ----------------------------------------------------------------------------------------------------
2019-06-13 11:02:53,165 EPOCH 2 done: loss 2.1316 - lr 0.1000 - bad epochs 0
2019-06-13 11:05:11,760 TEST : loss 1.4532504081726074 - score 0.7868
2019-06-13 11:05:11,781 ----------------------------------------------------------------------------------------------------
2019-06-13 11:05:11,961 epoch 3 - iter 0/819 - loss 2.11081982
2019-06-13 11:05:24,634 epoch 3 - iter 81/819 - loss 1.82332866
2019-06-13 11:05:37,455 epoch 3 - iter 162/819 - loss 1.84531128
2019-06-13 11:05:50,248 epoch 3 - iter 243/819 - loss 1.82474885
2019-06-13 11:06:03,063 epoch 3 - iter 324/819 - loss 1.82123626
2019-06-13 11:06:15,847 epoch 3 - iter 405/819 - loss 1.80756558
2019-06-13 11:06:28,663 epoch 3 - iter 486/819 - loss 1.82156376
2019-06-13 11:06:41,651 epoch 3 - iter 567/819 - loss 1.80835709
2019-06-13 11:06:54,469 epoch 3 - iter 648/819 - loss 1.80146258
2019-06-13 11:07:07,355 epoch 3 - iter 729/819 - loss 1.79614493
2019-06-13 11:07:20,210 epoch 3 - iter 810/819 - loss 1.79078525
2019-06-13 11:07:21,553 ----------------------------------------------------------------------------------------------------
2019-06-13 11:07:21,553 EPOCH 3 done: loss 1.7880 - lr 0.1000 - bad epochs 0
2019-06-13 11:09:42,562 TEST : loss 1.4077575206756592 - score 0.8001
2019-06-13 11:09:42,567 ----------------------------------------------------------------------------------------------------
2019-06-13 11:09:42,737 epoch 4 - iter 0/819 - loss 1.72771454
2019-06-13 11:09:53,776 epoch 4 - iter 81/819 - loss 1.46397570
2019-06-13 11:10:04,789 epoch 4 - iter 162/819 - loss 1.53004370
2019-06-13 11:10:15,710 epoch 4 - iter 243/819 - loss 1.58016748
2019-06-13 11:10:26,633 epoch 4 - iter 324/819 - loss 1.61950335
2019-06-13 11:10:37,604 epoch 4 - iter 405/819 - loss 1.61649327
2019-06-13 11:10:48,496 epoch 4 - iter 486/819 - loss 1.60929196
2019-06-13 11:10:59,504 epoch 4 - iter 567/819 - loss 1.60426036
2019-06-13 11:11:10,542 epoch 4 - iter 648/819 - loss 1.60587476
2019-06-13 11:11:21,599 epoch 4 - iter 729/819 - loss 1.60282796
2019-06-13 11:11:32,583 epoch 4 - iter 810/819 - loss 1.59420970
2019-06-13 11:11:33,710 ----------------------------------------------------------------------------------------------------
2019-06-13 11:11:33,710 EPOCH 4 done: loss 1.5937 - lr 0.1000 - bad epochs 0
2019-06-13 11:13:28,249 TEST : loss 1.2537873983383179 - score 0.8076
2019-06-13 11:13:28,262 ----------------------------------------------------------------------------------------------------
2019-06-13 11:13:28,417 epoch 5 - iter 0/819 - loss 1.30868638
2019-06-13 11:13:39,452 epoch 5 - iter 81/819 - loss 1.42568071
2019-06-13 11:13:51,470 epoch 5 - iter 162/819 - loss 1.47496783
2019-06-13 11:14:04,352 epoch 5 - iter 243/819 - loss 1.49684018
2019-06-13 11:14:17,006 epoch 5 - iter 324/819 - loss 1.50689223
2019-06-13 11:14:29,671 epoch 5 - iter 405/819 - loss 1.50243162
2019-06-13 11:14:42,552 epoch 5 - iter 486/819 - loss 1.50071252
2019-06-13 11:14:53,721 epoch 5 - iter 567/819 - loss 1.49384868
2019-06-13 11:15:04,722 epoch 5 - iter 648/819 - loss 1.49436811
2019-06-13 11:15:15,687 epoch 5 - iter 729/819 - loss 1.49167940
2019-06-13 11:15:26,742 epoch 5 - iter 810/819 - loss 1.49590457
2019-06-13 11:15:27,901 ----------------------------------------------------------------------------------------------------
2019-06-13 11:15:27,901 EPOCH 5 done: loss 1.4963 - lr 0.1000 - bad epochs 0
2019-06-13 11:17:21,984 TEST : loss 1.1615347862243652 - score 0.8099
2019-06-13 11:17:21,995 ----------------------------------------------------------------------------------------------------
2019-06-13 11:17:22,151 epoch 6 - iter 0/819 - loss 1.18080854
2019-06-13 11:17:33,162 epoch 6 - iter 81/819 - loss 1.42700516
2019-06-13 11:17:44,065 epoch 6 - iter 162/819 - loss 1.38655262
2019-06-13 11:17:55,691 epoch 6 - iter 243/819 - loss 1.40989408
2019-06-13 11:18:08,463 epoch 6 - iter 324/819 - loss 1.42284476
2019-06-13 11:18:21,324 epoch 6 - iter 405/819 - loss 1.43171935
2019-06-13 11:18:34,200 epoch 6 - iter 486/819 - loss 1.43389985
2019-06-13 11:18:46,900 epoch 6 - iter 567/819 - loss 1.43729565
2019-06-13 11:18:58,009 epoch 6 - iter 648/819 - loss 1.42947509
2019-06-13 11:19:08,869 epoch 6 - iter 729/819 - loss 1.42490306
2019-06-13 11:19:19,741 epoch 6 - iter 810/819 - loss 1.42131311
2019-06-13 11:19:20,911 ----------------------------------------------------------------------------------------------------
2019-06-13 11:19:20,911 EPOCH 6 done: loss 1.4193 - lr 0.1000 - bad epochs 0
2019-06-13 11:21:14,996 TEST : loss 1.1488866806030273 - score 0.8143
2019-06-13 11:21:15,007 ----------------------------------------------------------------------------------------------------
2019-06-13 11:21:15,159 epoch 7 - iter 0/819 - loss 1.30159497
2019-06-13 11:21:26,177 epoch 7 - iter 81/819 - loss 1.16983281
2019-06-13 11:21:37,330 epoch 7 - iter 162/819 - loss 1.22787021
2019-06-13 11:21:48,207 epoch 7 - iter 243/819 - loss 1.27192787
2019-06-13 11:21:59,215 epoch 7 - iter 324/819 - loss 1.28671829
2019-06-13 11:22:10,331 epoch 7 - iter 405/819 - loss 1.30046952
2019-06-13 11:22:21,396 epoch 7 - iter 486/819 - loss 1.30859978
2019-06-13 11:22:32,476 epoch 7 - iter 567/819 - loss 1.31228699
2019-06-13 11:22:43,482 epoch 7 - iter 648/819 - loss 1.32512155
2019-06-13 11:22:54,379 epoch 7 - iter 729/819 - loss 1.33303290
2019-06-13 11:23:05,399 epoch 7 - iter 810/819 - loss 1.33883339
2019-06-13 11:23:06,565 ----------------------------------------------------------------------------------------------------
2019-06-13 11:23:06,566 EPOCH 7 done: loss 1.3374 - lr 0.1000 - bad epochs 0
2019-06-13 11:25:00,641 TEST : loss 1.163392424583435 - score 0.821
2019-06-13 11:25:00,647 ----------------------------------------------------------------------------------------------------
2019-06-13 11:25:00,819 epoch 8 - iter 0/819 - loss 2.06042647
2019-06-13 11:25:13,692 epoch 8 - iter 81/819 - loss 1.24990140
2019-06-13 11:25:26,547 epoch 8 - iter 162/819 - loss 1.25630196
2019-06-13 11:25:39,492 epoch 8 - iter 243/819 - loss 1.27438818
2019-06-13 11:25:52,295 epoch 8 - iter 324/819 - loss 1.27780458
2019-06-13 11:26:05,114 epoch 8 - iter 405/819 - loss 1.28331143
2019-06-13 11:26:17,893 epoch 8 - iter 486/819 - loss 1.27687076
2019-06-13 11:26:30,656 epoch 8 - iter 567/819 - loss 1.27586707
2019-06-13 11:26:43,302 epoch 8 - iter 648/819 - loss 1.28509262
2019-06-13 11:26:56,097 epoch 8 - iter 729/819 - loss 1.28162079
2019-06-13 11:27:08,874 epoch 8 - iter 810/819 - loss 1.28092209
2019-06-13 11:27:10,256 ----------------------------------------------------------------------------------------------------
2019-06-13 11:27:10,257 EPOCH 8 done: loss 1.2787 - lr 0.1000 - bad epochs 0
2019-06-13 11:29:29,292 TEST : loss 1.0756102800369263 - score 0.8265
2019-06-13 11:29:29,305 ----------------------------------------------------------------------------------------------------
2019-06-13 11:29:29,440 epoch 9 - iter 0/819 - loss 0.77588058
2019-06-13 11:29:40,595 epoch 9 - iter 81/819 - loss 1.24332924
2019-06-13 11:29:52,510 epoch 9 - iter 162/819 - loss 1.21332129
2019-06-13 11:30:05,263 epoch 9 - iter 243/819 - loss 1.23115083
2019-06-13 11:30:18,333 epoch 9 - iter 324/819 - loss 1.25326711
2019-06-13 11:30:29,320 epoch 9 - iter 405/819 - loss 1.25822018
2019-06-13 11:30:40,318 epoch 9 - iter 486/819 - loss 1.26256563
2019-06-13 11:30:51,345 epoch 9 - iter 567/819 - loss 1.25373676
2019-06-13 11:31:02,279 epoch 9 - iter 648/819 - loss 1.24508069
2019-06-13 11:31:13,199 epoch 9 - iter 729/819 - loss 1.24494307
2019-06-13 11:31:24,238 epoch 9 - iter 810/819 - loss 1.25134668
2019-06-13 11:31:25,377 ----------------------------------------------------------------------------------------------------
2019-06-13 11:31:25,377 EPOCH 9 done: loss 1.2539 - lr 0.1000 - bad epochs 0
2019-06-13 11:33:19,241 TEST : loss 1.0516163110733032 - score 0.8249
2019-06-13 11:33:19,256 ----------------------------------------------------------------------------------------------------
2019-06-13 11:33:19,420 epoch 10 - iter 0/819 - loss 0.63314891
2019-06-13 11:33:32,329 epoch 10 - iter 81/819 - loss 1.20493256
2019-06-13 11:33:45,120 epoch 10 - iter 162/819 - loss 1.20250262
2019-06-13 11:33:58,052 epoch 10 - iter 243/819 - loss 1.19505598
2019-06-13 11:34:10,831 epoch 10 - iter 324/819 - loss 1.20822711
2019-06-13 11:34:23,570 epoch 10 - iter 405/819 - loss 1.21598797
2019-06-13 11:34:36,272 epoch 10 - iter 486/819 - loss 1.21893836
2019-06-13 11:34:49,092 epoch 10 - iter 567/819 - loss 1.21698469
2019-06-13 11:35:01,970 epoch 10 - iter 648/819 - loss 1.21778996
2019-06-13 11:35:14,787 epoch 10 - iter 729/819 - loss 1.20902306
2019-06-13 11:35:27,461 epoch 10 - iter 810/819 - loss 1.20092547
2019-06-13 11:35:28,769 ----------------------------------------------------------------------------------------------------
2019-06-13 11:35:28,770 EPOCH 10 done: loss 1.2000 - lr 0.1000 - bad epochs 0
2019-06-13 11:37:49,952 TEST : loss 1.0377711057662964 - score 0.8298
2019-06-13 11:37:49,963 ----------------------------------------------------------------------------------------------------
2019-06-13 11:37:50,142 epoch 11 - iter 0/819 - loss 0.41599679
2019-06-13 11:38:03,086 epoch 11 - iter 81/819 - loss 1.08027362
2019-06-13 11:38:15,977 epoch 11 - iter 162/819 - loss 1.15896239
2019-06-13 11:38:28,777 epoch 11 - iter 243/819 - loss 1.15888904
2019-06-13 11:38:41,440 epoch 11 - iter 324/819 - loss 1.15290057
2019-06-13 11:38:54,283 epoch 11 - iter 405/819 - loss 1.15459029
2019-06-13 11:39:05,357 epoch 11 - iter 486/819 - loss 1.15608370
2019-06-13 11:39:16,359 epoch 11 - iter 567/819 - loss 1.16330110
2019-06-13 11:39:27,232 epoch 11 - iter 648/819 - loss 1.16808816
2019-06-13 11:39:38,257 epoch 11 - iter 729/819 - loss 1.16424256
2019-06-13 11:39:49,319 epoch 11 - iter 810/819 - loss 1.16651180
2019-06-13 11:39:50,468 ----------------------------------------------------------------------------------------------------
2019-06-13 11:39:50,468 EPOCH 11 done: loss 1.1657 - lr 0.1000 - bad epochs 0
2019-06-13 11:41:44,485 TEST : loss 1.0296610593795776 - score 0.8278
2019-06-13 11:41:44,497 ----------------------------------------------------------------------------------------------------
2019-06-13 11:41:44,613 epoch 12 - iter 0/819 - loss 1.18693399
2019-06-13 11:41:57,323 epoch 12 - iter 81/819 - loss 1.08332795
2019-06-13 11:42:10,106 epoch 12 - iter 162/819 - loss 1.11949579
2019-06-13 11:42:22,937 epoch 12 - iter 243/819 - loss 1.12371997
2019-06-13 11:42:33,969 epoch 12 - iter 324/819 - loss 1.12246558
2019-06-13 11:42:44,968 epoch 12 - iter 405/819 - loss 1.13760759
2019-06-13 11:42:56,021 epoch 12 - iter 486/819 - loss 1.12351122
2019-06-13 11:43:06,987 epoch 12 - iter 567/819 - loss 1.12108186
2019-06-13 11:43:17,969 epoch 12 - iter 648/819 - loss 1.12044216
2019-06-13 11:43:28,914 epoch 12 - iter 729/819 - loss 1.12790678
2019-06-13 11:43:39,958 epoch 12 - iter 810/819 - loss 1.12469375
2019-06-13 11:43:41,166 ----------------------------------------------------------------------------------------------------
2019-06-13 11:43:41,167 EPOCH 12 done: loss 1.1264 - lr 0.1000 - bad epochs 0
2019-06-13 11:45:35,408 TEST : loss 1.0244231224060059 - score 0.8325
2019-06-13 11:45:35,409 ----------------------------------------------------------------------------------------------------
2019-06-13 11:45:35,554 epoch 13 - iter 0/819 - loss 1.34253669
2019-06-13 11:45:48,394 epoch 13 - iter 81/819 - loss 1.09594553
2019-06-13 11:46:01,227 epoch 13 - iter 162/819 - loss 1.10842151
2019-06-13 11:46:14,029 epoch 13 - iter 243/819 - loss 1.11491414
2019-06-13 11:46:26,841 epoch 13 - iter 324/819 - loss 1.12504846
2019-06-13 11:46:39,556 epoch 13 - iter 405/819 - loss 1.11367110
2019-06-13 11:46:52,347 epoch 13 - iter 486/819 - loss 1.10023215
2019-06-13 11:47:03,550 epoch 13 - iter 567/819 - loss 1.10078366
2019-06-13 11:47:14,433 epoch 13 - iter 648/819 - loss 1.10130618
2019-06-13 11:47:25,357 epoch 13 - iter 729/819 - loss 1.09811494
2019-06-13 11:47:36,274 epoch 13 - iter 810/819 - loss 1.10074105
2019-06-13 11:47:37,444 ----------------------------------------------------------------------------------------------------
2019-06-13 11:47:37,444 EPOCH 13 done: loss 1.1022 - lr 0.1000 - bad epochs 0
2019-06-13 11:49:31,499 TEST : loss 1.0059336423873901 - score 0.8311
2019-06-13 11:49:31,509 ----------------------------------------------------------------------------------------------------
2019-06-13 11:49:31,665 epoch 14 - iter 0/819 - loss 1.72641468
2019-06-13 11:49:44,642 epoch 14 - iter 81/819 - loss 1.07878120
2019-06-13 11:49:57,393 epoch 14 - iter 162/819 - loss 1.05232785
2019-06-13 11:50:10,095 epoch 14 - iter 243/819 - loss 1.04575359
2019-06-13 11:50:22,853 epoch 14 - iter 324/819 - loss 1.05054874
2019-06-13 11:50:35,682 epoch 14 - iter 405/819 - loss 1.06431933
2019-06-13 11:50:48,603 epoch 14 - iter 486/819 - loss 1.06643628
2019-06-13 11:50:59,523 epoch 14 - iter 567/819 - loss 1.05631824
2019-06-13 11:51:10,687 epoch 14 - iter 648/819 - loss 1.06596166
2019-06-13 11:51:21,696 epoch 14 - iter 729/819 - loss 1.06023637
2019-06-13 11:51:32,713 epoch 14 - iter 810/819 - loss 1.06998394
2019-06-13 11:51:33,878 ----------------------------------------------------------------------------------------------------
2019-06-13 11:51:33,878 EPOCH 14 done: loss 1.0699 - lr 0.1000 - bad epochs 0
2019-06-13 11:53:27,906 TEST : loss 1.0223894119262695 - score 0.8319
2019-06-13 11:53:27,908 ----------------------------------------------------------------------------------------------------
2019-06-13 11:53:28,039 epoch 15 - iter 0/819 - loss 0.39320111
2019-06-13 11:53:41,113 epoch 15 - iter 81/819 - loss 1.07607184
2019-06-13 11:53:53,855 epoch 15 - iter 162/819 - loss 1.03018357
2019-06-13 11:54:06,425 epoch 15 - iter 243/819 - loss 1.02753816
2019-06-13 11:54:19,080 epoch 15 - iter 324/819 - loss 1.01741650
2019-06-13 11:54:32,009 epoch 15 - iter 405/819 - loss 1.01106901
2019-06-13 11:54:44,874 epoch 15 - iter 486/819 - loss 1.01638615
2019-06-13 11:54:57,632 epoch 15 - iter 567/819 - loss 1.03653085
2019-06-13 11:55:10,523 epoch 15 - iter 648/819 - loss 1.03637656
2019-06-13 11:55:23,603 epoch 15 - iter 729/819 - loss 1.04136818
2019-06-13 11:55:36,185 epoch 15 - iter 810/819 - loss 1.04659032
2019-06-13 11:55:37,509 ----------------------------------------------------------------------------------------------------
2019-06-13 11:55:37,509 EPOCH 15 done: loss 1.0480 - lr 0.1000 - bad epochs 0
2019-06-13 11:57:52,453 TEST : loss 1.0065993070602417 - score 0.8357
2019-06-13 11:57:52,461 ----------------------------------------------------------------------------------------------------
2019-06-13 11:57:52,665 epoch 16 - iter 0/819 - loss 0.80512547
2019-06-13 11:58:05,595 epoch 16 - iter 81/819 - loss 0.98157268
2019-06-13 11:58:18,393 epoch 16 - iter 162/819 - loss 0.99111925
2019-06-13 11:58:31,435 epoch 16 - iter 243/819 - loss 0.98859804
2019-06-13 11:58:44,435 epoch 16 - iter 324/819 - loss 1.00651677
2019-06-13 11:58:57,281 epoch 16 - iter 405/819 - loss 1.01954373
2019-06-13 11:59:10,032 epoch 16 - iter 486/819 - loss 1.02189972
2019-06-13 11:59:22,765 epoch 16 - iter 567/819 - loss 1.01901243
2019-06-13 11:59:35,501 epoch 16 - iter 648/819 - loss 1.02202575
2019-06-13 11:59:48,462 epoch 16 - iter 729/819 - loss 1.02535359
2019-06-13 12:00:01,221 epoch 16 - iter 810/819 - loss 1.02981243
2019-06-13 12:00:02,607 ----------------------------------------------------------------------------------------------------
2019-06-13 12:00:02,607 EPOCH 16 done: loss 1.0306 - lr 0.1000 - bad epochs 0
2019-06-13 12:02:21,974 TEST : loss 1.0146363973617554 - score 0.8328
2019-06-13 12:02:21,989 ----------------------------------------------------------------------------------------------------
2019-06-13 12:02:22,149 epoch 17 - iter 0/819 - loss 1.04378319
2019-06-13 12:02:34,955 epoch 17 - iter 81/819 - loss 0.89585486
2019-06-13 12:02:48,165 epoch 17 - iter 162/819 - loss 0.98395963
2019-06-13 12:03:00,992 epoch 17 - iter 243/819 - loss 0.96617930
2019-06-13 12:03:13,472 epoch 17 - iter 324/819 - loss 0.98545771
2019-06-13 12:03:26,207 epoch 17 - iter 405/819 - loss 0.99871423
2019-06-13 12:03:38,932 epoch 17 - iter 486/819 - loss 0.98523403
2019-06-13 12:03:52,069 epoch 17 - iter 567/819 - loss 0.98843214
2019-06-13 12:04:05,030 epoch 17 - iter 648/819 - loss 0.99092821
2019-06-13 12:04:18,005 epoch 17 - iter 729/819 - loss 0.99770190
2019-06-13 12:04:30,902 epoch 17 - iter 810/819 - loss 1.00273290
2019-06-13 12:04:32,287 ----------------------------------------------------------------------------------------------------
2019-06-13 12:04:32,287 EPOCH 17 done: loss 1.0043 - lr 0.1000 - bad epochs 0
2019-06-13 12:06:54,050 TEST : loss 0.9737850427627563 - score 0.8379
2019-06-13 12:06:54,064 ----------------------------------------------------------------------------------------------------
2019-06-13 12:06:54,202 epoch 18 - iter 0/819 - loss 0.50094008
2019-06-13 12:07:05,268 epoch 18 - iter 81/819 - loss 0.97182855
2019-06-13 12:07:16,287 epoch 18 - iter 162/819 - loss 0.95170222
2019-06-13 12:07:27,398 epoch 18 - iter 243/819 - loss 0.95555279
2019-06-13 12:07:38,399 epoch 18 - iter 324/819 - loss 0.95739423
2019-06-13 12:07:51,038 epoch 18 - iter 405/819 - loss 0.96019718
2019-06-13 12:08:03,709 epoch 18 - iter 486/819 - loss 0.96371026
2019-06-13 12:08:16,497 epoch 18 - iter 567/819 - loss 0.96436607
2019-06-13 12:08:29,182 epoch 18 - iter 648/819 - loss 0.96378671
2019-06-13 12:08:42,078 epoch 18 - iter 729/819 - loss 0.97125592
2019-06-13 12:08:54,982 epoch 18 - iter 810/819 - loss 0.98323335
2019-06-13 12:08:56,264 ----------------------------------------------------------------------------------------------------
2019-06-13 12:08:56,265 EPOCH 18 done: loss 0.9845 - lr 0.1000 - bad epochs 0
2019-06-13 12:11:15,371 TEST : loss 0.9788556098937988 - score 0.8363
2019-06-13 12:11:15,372 ----------------------------------------------------------------------------------------------------
2019-06-13 12:11:15,549 epoch 19 - iter 0/819 - loss 1.04950213
2019-06-13 12:11:28,294 epoch 19 - iter 81/819 - loss 0.91159897
2019-06-13 12:11:41,080 epoch 19 - iter 162/819 - loss 0.94975906
2019-06-13 12:11:53,973 epoch 19 - iter 243/819 - loss 0.98007235
2019-06-13 12:12:06,723 epoch 19 - iter 324/819 - loss 0.95922606
2019-06-13 12:12:19,483 epoch 19 - iter 405/819 - loss 0.95616997
2019-06-13 12:12:32,063 epoch 19 - iter 486/819 - loss 0.95974080
2019-06-13 12:12:44,785 epoch 19 - iter 567/819 - loss 0.96667175
2019-06-13 12:12:57,601 epoch 19 - iter 648/819 - loss 0.96039778
2019-06-13 12:13:10,391 epoch 19 - iter 729/819 - loss 0.95988961
2019-06-13 12:13:23,286 epoch 19 - iter 810/819 - loss 0.96211908
2019-06-13 12:13:24,611 ----------------------------------------------------------------------------------------------------
2019-06-13 12:13:24,611 EPOCH 19 done: loss 0.9646 - lr 0.1000 - bad epochs 0