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2019-08-14 16:50:12,209 ----------------------------------------------------------------------------------------------------
2019-08-14 16:50:12,209 Model: "SequenceTagger(
(embeddings): StackedEmbeddings(
(list_embedding_0): FlairEmbeddings(
(lm): LanguageModel(
(drop): Dropout(p=0.25)
(encoder): Embedding(275, 100)
(rnn): LSTM(100, 1024)
(decoder): Linear(in_features=1024, out_features=275, bias=True)
)
)
(list_embedding_1): FlairEmbeddings(
(lm): LanguageModel(
(drop): Dropout(p=0.25)
(encoder): Embedding(275, 100)
(rnn): LSTM(100, 1024)
(decoder): Linear(in_features=1024, out_features=275, bias=True)
)
)
)
(word_dropout): WordDropout(p=0.05)
(locked_dropout): LockedDropout(p=0.5)
(embedding2nn): Linear(in_features=2048, out_features=2048, bias=True)
(rnn): LSTM(2048, 256, bidirectional=True)
(linear): Linear(in_features=512, out_features=20, bias=True)
)"
2019-08-14 16:50:12,209 ----------------------------------------------------------------------------------------------------
2019-08-14 16:50:12,210 Corpus: "Corpus: 75187 train + 9603 dev + 9479 test sentences"
2019-08-14 16:50:12,210 ----------------------------------------------------------------------------------------------------
2019-08-14 16:50:12,210 Parameters:
2019-08-14 16:50:12,210 - learning_rate: "0.1"
2019-08-14 16:50:12,210 - mini_batch_size: "32"
2019-08-14 16:50:12,210 - patience: "3"
2019-08-14 16:50:12,210 - anneal_factor: "0.5"
2019-08-14 16:50:12,210 - max_epochs: "150"
2019-08-14 16:50:12,210 - shuffle: "True"
2019-08-14 16:50:12,210 - train_with_dev: "True"
2019-08-14 16:50:12,210 ----------------------------------------------------------------------------------------------------
2019-08-14 16:50:12,210 Model training base path: "resources/taggers/release-pos-fast-0"
2019-08-14 16:50:12,210 ----------------------------------------------------------------------------------------------------
2019-08-14 16:50:12,210 Device: cuda:0
2019-08-14 16:50:12,210 ----------------------------------------------------------------------------------------------------
2019-08-14 16:50:12,210 Embeddings storage mode: cpu
2019-08-14 16:50:12,211 ----------------------------------------------------------------------------------------------------
2019-08-14 16:50:12,427 epoch 1 - iter 0/2650 - loss 47.22290802
2019-08-14 16:51:28,258 epoch 1 - iter 265/2650 - loss 10.14097182
2019-08-14 16:52:54,728 epoch 1 - iter 530/2650 - loss 7.30299574
2019-08-14 16:54:15,564 epoch 1 - iter 795/2650 - loss 6.16410925
2019-08-14 16:55:38,494 epoch 1 - iter 1060/2650 - loss 5.46064902
2019-08-14 16:57:02,318 epoch 1 - iter 1325/2650 - loss 4.99030940
2019-08-14 16:58:27,833 epoch 1 - iter 1590/2650 - loss 4.66206639
2019-08-14 16:59:55,056 epoch 1 - iter 1855/2650 - loss 4.40489324
2019-08-14 17:01:10,446 epoch 1 - iter 2120/2650 - loss 4.19529960
2019-08-14 17:02:25,175 epoch 1 - iter 2385/2650 - loss 4.04150742
2019-08-14 17:03:39,305 ----------------------------------------------------------------------------------------------------
2019-08-14 17:03:39,305 EPOCH 1 done: loss 3.8984 - lr 0.1000
2019-08-14 17:03:39,305 BAD EPOCHS (no improvement): 0
2019-08-14 17:03:39,305 ----------------------------------------------------------------------------------------------------
2019-08-14 17:03:39,521 epoch 2 - iter 0/2650 - loss 2.36879373
2019-08-14 17:04:26,261 epoch 2 - iter 265/2650 - loss 2.62102360
2019-08-14 17:05:14,149 epoch 2 - iter 530/2650 - loss 2.56607622
2019-08-14 17:06:01,237 epoch 2 - iter 795/2650 - loss 2.53567347
2019-08-14 17:06:48,496 epoch 2 - iter 1060/2650 - loss 2.51784452
2019-08-14 17:07:36,335 epoch 2 - iter 1325/2650 - loss 2.48957904
2019-08-14 17:08:24,202 epoch 2 - iter 1590/2650 - loss 2.46598899
2019-08-14 17:09:11,254 epoch 2 - iter 1855/2650 - loss 2.44175370
2019-08-14 17:09:58,859 epoch 2 - iter 2120/2650 - loss 2.42985888
2019-08-14 17:10:46,377 epoch 2 - iter 2385/2650 - loss 2.42311805
2019-08-14 17:11:32,753 ----------------------------------------------------------------------------------------------------
2019-08-14 17:11:32,753 EPOCH 2 done: loss 2.3965 - lr 0.1000
2019-08-14 17:11:32,753 BAD EPOCHS (no improvement): 0
2019-08-14 17:11:32,753 ----------------------------------------------------------------------------------------------------
2019-08-14 17:11:32,905 epoch 3 - iter 0/2650 - loss 2.45508742
2019-08-14 17:12:20,084 epoch 3 - iter 265/2650 - loss 2.30015879
2019-08-14 17:13:05,553 epoch 3 - iter 530/2650 - loss 2.22101109
2019-08-14 17:13:51,913 epoch 3 - iter 795/2650 - loss 2.20058528
2019-08-14 17:14:38,137 epoch 3 - iter 1060/2650 - loss 2.20452322
2019-08-14 17:15:24,221 epoch 3 - iter 1325/2650 - loss 2.17525287
2019-08-14 17:16:10,642 epoch 3 - iter 1590/2650 - loss 2.16040508
2019-08-14 17:16:57,098 epoch 3 - iter 1855/2650 - loss 2.15135274
2019-08-14 17:17:43,416 epoch 3 - iter 2120/2650 - loss 2.14427329
2019-08-14 17:18:29,533 epoch 3 - iter 2385/2650 - loss 2.13723334
2019-08-14 17:19:17,139 ----------------------------------------------------------------------------------------------------
2019-08-14 17:19:17,140 EPOCH 3 done: loss 2.1226 - lr 0.1000
2019-08-14 17:19:17,140 BAD EPOCHS (no improvement): 0
2019-08-14 17:19:17,140 ----------------------------------------------------------------------------------------------------
2019-08-14 17:19:17,313 epoch 4 - iter 0/2650 - loss 4.61673450
2019-08-14 17:20:05,044 epoch 4 - iter 265/2650 - loss 2.06656785
2019-08-14 17:20:52,545 epoch 4 - iter 530/2650 - loss 2.06366721
2019-08-14 17:21:39,440 epoch 4 - iter 795/2650 - loss 2.03820923
2019-08-14 17:22:27,241 epoch 4 - iter 1060/2650 - loss 2.03473775
2019-08-14 17:23:13,779 epoch 4 - iter 1325/2650 - loss 2.02867269
2019-08-14 17:24:02,001 epoch 4 - iter 1590/2650 - loss 2.02375412
2019-08-14 17:24:49,452 epoch 4 - iter 1855/2650 - loss 2.00858119
2019-08-14 17:25:35,937 epoch 4 - iter 2120/2650 - loss 1.99596752
2019-08-14 17:26:24,000 epoch 4 - iter 2385/2650 - loss 1.99518586
2019-08-14 17:27:11,288 ----------------------------------------------------------------------------------------------------
2019-08-14 17:27:11,289 EPOCH 4 done: loss 1.9885 - lr 0.1000
2019-08-14 17:27:11,289 BAD EPOCHS (no improvement): 0
2019-08-14 17:27:11,289 ----------------------------------------------------------------------------------------------------
2019-08-14 17:27:11,447 epoch 5 - iter 0/2650 - loss 1.45761931
2019-08-14 17:27:59,894 epoch 5 - iter 265/2650 - loss 1.91612204
2019-08-14 17:28:46,664 epoch 5 - iter 530/2650 - loss 1.86683654
2019-08-14 17:29:34,244 epoch 5 - iter 795/2650 - loss 1.90167972
2019-08-14 17:30:22,051 epoch 5 - iter 1060/2650 - loss 1.91007726
2019-08-14 17:31:09,426 epoch 5 - iter 1325/2650 - loss 1.90977541
2019-08-14 17:31:56,550 epoch 5 - iter 1590/2650 - loss 1.89256172
2019-08-14 17:32:43,572 epoch 5 - iter 1855/2650 - loss 1.88933575
2019-08-14 17:33:30,696 epoch 5 - iter 2120/2650 - loss 1.88785515
2019-08-14 17:34:18,774 epoch 5 - iter 2385/2650 - loss 1.88969069
2019-08-14 17:35:04,890 ----------------------------------------------------------------------------------------------------
2019-08-14 17:35:04,891 EPOCH 5 done: loss 1.8856 - lr 0.1000
2019-08-14 17:35:04,891 BAD EPOCHS (no improvement): 0
2019-08-14 17:35:04,891 ----------------------------------------------------------------------------------------------------
2019-08-14 17:35:05,073 epoch 6 - iter 0/2650 - loss 1.65756679
2019-08-14 17:35:52,848 epoch 6 - iter 265/2650 - loss 1.89540425
2019-08-14 17:36:40,409 epoch 6 - iter 530/2650 - loss 1.90769151
2019-08-14 17:37:27,724 epoch 6 - iter 795/2650 - loss 1.87315071
2019-08-14 17:38:14,982 epoch 6 - iter 1060/2650 - loss 1.88018266
2019-08-14 17:39:01,599 epoch 6 - iter 1325/2650 - loss 1.87768900
2019-08-14 17:39:48,831 epoch 6 - iter 1590/2650 - loss 1.86207210
2019-08-14 17:40:36,794 epoch 6 - iter 1855/2650 - loss 1.86520414
2019-08-14 17:41:24,417 epoch 6 - iter 2120/2650 - loss 1.85601868
2019-08-14 17:42:12,287 epoch 6 - iter 2385/2650 - loss 1.84632971
2019-08-14 17:42:58,628 ----------------------------------------------------------------------------------------------------
2019-08-14 17:42:58,628 EPOCH 6 done: loss 1.8396 - lr 0.1000
2019-08-14 17:42:58,628 BAD EPOCHS (no improvement): 0
2019-08-14 17:42:58,629 ----------------------------------------------------------------------------------------------------
2019-08-14 17:42:58,792 epoch 7 - iter 0/2650 - loss 2.50193858
2019-08-14 17:43:46,470 epoch 7 - iter 265/2650 - loss 1.78734463
2019-08-14 17:44:35,022 epoch 7 - iter 530/2650 - loss 1.78998384
2019-08-14 17:45:22,546 epoch 7 - iter 795/2650 - loss 1.78650415
2019-08-14 17:46:08,803 epoch 7 - iter 1060/2650 - loss 1.77521206
2019-08-14 17:46:56,158 epoch 7 - iter 1325/2650 - loss 1.76838500
2019-08-14 17:47:43,617 epoch 7 - iter 1590/2650 - loss 1.75563782
2019-08-14 17:48:31,160 epoch 7 - iter 1855/2650 - loss 1.76431105
2019-08-14 17:49:18,609 epoch 7 - iter 2120/2650 - loss 1.76270021
2019-08-14 17:50:05,812 epoch 7 - iter 2385/2650 - loss 1.75800193
2019-08-14 17:50:52,666 ----------------------------------------------------------------------------------------------------
2019-08-14 17:50:52,666 EPOCH 7 done: loss 1.7672 - lr 0.1000
2019-08-14 17:50:52,666 BAD EPOCHS (no improvement): 0
2019-08-14 17:50:52,666 ----------------------------------------------------------------------------------------------------
2019-08-14 17:50:52,887 epoch 8 - iter 0/2650 - loss 1.83372653
2019-08-14 17:51:38,856 epoch 8 - iter 265/2650 - loss 1.73918878
2019-08-14 17:52:24,914 epoch 8 - iter 530/2650 - loss 1.75244591
2019-08-14 17:53:10,050 epoch 8 - iter 795/2650 - loss 1.72118395
2019-08-14 17:53:55,896 epoch 8 - iter 1060/2650 - loss 1.71404340
2019-08-14 17:54:41,246 epoch 8 - iter 1325/2650 - loss 1.71610413
2019-08-14 17:55:28,287 epoch 8 - iter 1590/2650 - loss 1.70933287
2019-08-14 17:56:14,330 epoch 8 - iter 1855/2650 - loss 1.71751480
2019-08-14 17:57:00,675 epoch 8 - iter 2120/2650 - loss 1.72155926
2019-08-14 17:57:46,627 epoch 8 - iter 2385/2650 - loss 1.72183493
2019-08-14 17:58:33,635 ----------------------------------------------------------------------------------------------------
2019-08-14 17:58:33,635 EPOCH 8 done: loss 1.7209 - lr 0.1000
2019-08-14 17:58:33,635 BAD EPOCHS (no improvement): 0
2019-08-14 17:58:33,635 ----------------------------------------------------------------------------------------------------
2019-08-14 17:58:33,795 epoch 9 - iter 0/2650 - loss 1.49838102
2019-08-14 17:59:20,861 epoch 9 - iter 265/2650 - loss 1.72890173
2019-08-14 18:00:08,177 epoch 9 - iter 530/2650 - loss 1.73265104
2019-08-14 18:00:54,561 epoch 9 - iter 795/2650 - loss 1.72291881
2019-08-14 18:01:39,522 epoch 9 - iter 1060/2650 - loss 1.71037458
2019-08-14 18:02:25,105 epoch 9 - iter 1325/2650 - loss 1.70214031
2019-08-14 18:03:10,940 epoch 9 - iter 1590/2650 - loss 1.69938907
2019-08-14 18:03:56,748 epoch 9 - iter 1855/2650 - loss 1.68905366
2019-08-14 18:04:43,718 epoch 9 - iter 2120/2650 - loss 1.68574939
2019-08-14 18:05:28,608 epoch 9 - iter 2385/2650 - loss 1.68582126
2019-08-14 18:06:14,328 ----------------------------------------------------------------------------------------------------
2019-08-14 18:06:14,328 EPOCH 9 done: loss 1.6848 - lr 0.1000
2019-08-14 18:06:14,328 BAD EPOCHS (no improvement): 0
2019-08-14 18:06:14,328 ----------------------------------------------------------------------------------------------------
2019-08-14 18:06:14,484 epoch 10 - iter 0/2650 - loss 1.61381018
2019-08-14 18:06:59,905 epoch 10 - iter 265/2650 - loss 1.64032263
2019-08-14 18:07:44,412 epoch 10 - iter 530/2650 - loss 1.64191506
2019-08-14 18:08:30,929 epoch 10 - iter 795/2650 - loss 1.64238091
2019-08-14 18:09:17,141 epoch 10 - iter 1060/2650 - loss 1.64342489
2019-08-14 18:10:04,159 epoch 10 - iter 1325/2650 - loss 1.66633141
2019-08-14 18:10:51,893 epoch 10 - iter 1590/2650 - loss 1.67865413
2019-08-14 18:11:37,480 epoch 10 - iter 1855/2650 - loss 1.68606437
2019-08-14 18:12:23,261 epoch 10 - iter 2120/2650 - loss 1.68192806
2019-08-14 18:13:08,957 epoch 10 - iter 2385/2650 - loss 1.67453907
2019-08-14 18:13:54,153 ----------------------------------------------------------------------------------------------------
2019-08-14 18:13:54,153 EPOCH 10 done: loss 1.6757 - lr 0.1000
2019-08-14 18:13:54,153 BAD EPOCHS (no improvement): 0
2019-08-14 18:13:54,154 ----------------------------------------------------------------------------------------------------
2019-08-14 18:13:54,349 epoch 11 - iter 0/2650 - loss 1.29981017
2019-08-14 18:14:40,823 epoch 11 - iter 265/2650 - loss 1.59709615
2019-08-14 18:15:26,711 epoch 11 - iter 530/2650 - loss 1.65721453
2019-08-14 18:16:13,018 epoch 11 - iter 795/2650 - loss 1.66706166
2019-08-14 18:16:59,550 epoch 11 - iter 1060/2650 - loss 1.65739489
2019-08-14 18:17:45,710 epoch 11 - iter 1325/2650 - loss 1.64743407
2019-08-14 18:18:30,234 epoch 11 - iter 1590/2650 - loss 1.64286239
2019-08-14 18:19:15,744 epoch 11 - iter 1855/2650 - loss 1.64547393
2019-08-14 18:20:01,874 epoch 11 - iter 2120/2650 - loss 1.64138491
2019-08-14 18:20:47,317 epoch 11 - iter 2385/2650 - loss 1.63542627
2019-08-14 18:21:33,049 ----------------------------------------------------------------------------------------------------
2019-08-14 18:21:33,049 EPOCH 11 done: loss 1.6347 - lr 0.1000
2019-08-14 18:21:33,050 BAD EPOCHS (no improvement): 0
2019-08-14 18:21:33,050 ----------------------------------------------------------------------------------------------------
2019-08-14 18:21:33,266 epoch 12 - iter 0/2650 - loss 0.50805306
2019-08-14 18:22:19,106 epoch 12 - iter 265/2650 - loss 1.56983039
2019-08-14 18:23:05,063 epoch 12 - iter 530/2650 - loss 1.61415243
2019-08-14 18:23:50,679 epoch 12 - iter 795/2650 - loss 1.61235080
2019-08-14 18:24:35,102 epoch 12 - iter 1060/2650 - loss 1.61361325
2019-08-14 18:25:21,332 epoch 12 - iter 1325/2650 - loss 1.59868025
2019-08-14 18:26:08,509 epoch 12 - iter 1590/2650 - loss 1.59729268
2019-08-14 18:26:54,763 epoch 12 - iter 1855/2650 - loss 1.59711383
2019-08-14 18:27:40,958 epoch 12 - iter 2120/2650 - loss 1.59818129
2019-08-14 18:28:28,066 epoch 12 - iter 2385/2650 - loss 1.59614918
2019-08-14 18:29:15,591 ----------------------------------------------------------------------------------------------------
2019-08-14 18:29:15,591 EPOCH 12 done: loss 1.5976 - lr 0.1000
2019-08-14 18:29:15,591 BAD EPOCHS (no improvement): 0
2019-08-14 18:29:15,591 ----------------------------------------------------------------------------------------------------
2019-08-14 18:29:15,777 epoch 13 - iter 0/2650 - loss 1.19365060
2019-08-14 18:30:03,167 epoch 13 - iter 265/2650 - loss 1.53486646
2019-08-14 18:30:50,969 epoch 13 - iter 530/2650 - loss 1.55658598
2019-08-14 18:31:38,058 epoch 13 - iter 795/2650 - loss 1.58137606
2019-08-14 18:32:25,248 epoch 13 - iter 1060/2650 - loss 1.57544326
2019-08-14 18:33:11,977 epoch 13 - iter 1325/2650 - loss 1.57300963
2019-08-14 18:33:57,313 epoch 13 - iter 1590/2650 - loss 1.58038353
2019-08-14 18:34:42,893 epoch 13 - iter 1855/2650 - loss 1.57560210
2019-08-14 18:35:29,179 epoch 13 - iter 2120/2650 - loss 1.57884983
2019-08-14 18:36:15,888 epoch 13 - iter 2385/2650 - loss 1.56974469
2019-08-14 18:37:02,341 ----------------------------------------------------------------------------------------------------
2019-08-14 18:37:02,341 EPOCH 13 done: loss 1.5729 - lr 0.1000
2019-08-14 18:37:02,341 BAD EPOCHS (no improvement): 0
2019-08-14 18:37:02,342 ----------------------------------------------------------------------------------------------------
2019-08-14 18:37:02,569 epoch 14 - iter 0/2650 - loss 1.31102633
2019-08-14 18:37:49,257 epoch 14 - iter 265/2650 - loss 1.50224600
2019-08-14 18:38:35,997 epoch 14 - iter 530/2650 - loss 1.57768240
2019-08-14 18:39:22,974 epoch 14 - iter 795/2650 - loss 1.60186406
2019-08-14 18:40:09,054 epoch 14 - iter 1060/2650 - loss 1.58364921
2019-08-14 18:40:54,961 epoch 14 - iter 1325/2650 - loss 1.57626040
2019-08-14 18:41:40,853 epoch 14 - iter 1590/2650 - loss 1.56704292
2019-08-14 18:42:27,288 epoch 14 - iter 1855/2650 - loss 1.56170887
2019-08-14 18:43:13,874 epoch 14 - iter 2120/2650 - loss 1.56589886
2019-08-14 18:44:01,116 epoch 14 - iter 2385/2650 - loss 1.56225692
2019-08-14 18:44:47,800 ----------------------------------------------------------------------------------------------------
2019-08-14 18:44:47,800 EPOCH 14 done: loss 1.5622 - lr 0.1000
2019-08-14 18:44:47,800 BAD EPOCHS (no improvement): 0
2019-08-14 18:44:47,801 ----------------------------------------------------------------------------------------------------
2019-08-14 18:44:47,980 epoch 15 - iter 0/2650 - loss 2.32774973
2019-08-14 18:45:34,851 epoch 15 - iter 265/2650 - loss 1.60283350
2019-08-14 18:46:21,084 epoch 15 - iter 530/2650 - loss 1.55974969
2019-08-14 18:47:07,097 epoch 15 - iter 795/2650 - loss 1.54290213
2019-08-14 18:47:53,923 epoch 15 - iter 1060/2650 - loss 1.52787492
2019-08-14 18:48:41,327 epoch 15 - iter 1325/2650 - loss 1.54087290
2019-08-14 18:49:27,314 epoch 15 - iter 1590/2650 - loss 1.54147257
2019-08-14 18:50:15,602 epoch 15 - iter 1855/2650 - loss 1.54187548
2019-08-14 18:51:00,756 epoch 15 - iter 2120/2650 - loss 1.53875436
2019-08-14 18:51:46,542 epoch 15 - iter 2385/2650 - loss 1.53614233
2019-08-14 18:52:31,233 ----------------------------------------------------------------------------------------------------
2019-08-14 18:52:31,233 EPOCH 15 done: loss 1.5344 - lr 0.1000
2019-08-14 18:52:31,234 BAD EPOCHS (no improvement): 0
2019-08-14 18:52:31,234 ----------------------------------------------------------------------------------------------------
2019-08-14 18:52:31,396 epoch 16 - iter 0/2650 - loss 1.04879880
2019-08-14 18:53:17,136 epoch 16 - iter 265/2650 - loss 1.51173201
2019-08-14 18:54:02,679 epoch 16 - iter 530/2650 - loss 1.50590661
2019-08-14 18:54:48,411 epoch 16 - iter 795/2650 - loss 1.51175370
2019-08-14 18:55:33,758 epoch 16 - iter 1060/2650 - loss 1.51251768
2019-08-14 18:56:18,759 epoch 16 - iter 1325/2650 - loss 1.52426457
2019-08-14 18:57:04,863 epoch 16 - iter 1590/2650 - loss 1.52846774
2019-08-14 18:57:50,913 epoch 16 - iter 1855/2650 - loss 1.53039080
2019-08-14 18:58:36,938 epoch 16 - iter 2120/2650 - loss 1.52396865
2019-08-14 18:59:23,368 epoch 16 - iter 2385/2650 - loss 1.52748515
2019-08-14 19:00:09,995 ----------------------------------------------------------------------------------------------------
2019-08-14 19:00:09,995 EPOCH 16 done: loss 1.5281 - lr 0.1000
2019-08-14 19:00:09,995 BAD EPOCHS (no improvement): 0
2019-08-14 19:00:09,995 ----------------------------------------------------------------------------------------------------
2019-08-14 19:00:10,145 epoch 17 - iter 0/2650 - loss 1.38999796
2019-08-14 19:00:55,632 epoch 17 - iter 265/2650 - loss 1.49461386
2019-08-14 19:01:41,934 epoch 17 - iter 530/2650 - loss 1.50022615
2019-08-14 19:02:27,505 epoch 17 - iter 795/2650 - loss 1.50509264
2019-08-14 19:03:13,332 epoch 17 - iter 1060/2650 - loss 1.51075098
2019-08-14 19:03:59,523 epoch 17 - iter 1325/2650 - loss 1.52855370
2019-08-14 19:04:44,483 epoch 17 - iter 1590/2650 - loss 1.52402234
2019-08-14 19:05:30,728 epoch 17 - iter 1855/2650 - loss 1.51388602
2019-08-14 19:06:16,748 epoch 17 - iter 2120/2650 - loss 1.49762329
2019-08-14 19:07:03,848 epoch 17 - iter 2385/2650 - loss 1.49439512
2019-08-14 19:07:50,197 ----------------------------------------------------------------------------------------------------
2019-08-14 19:07:50,197 EPOCH 17 done: loss 1.5019 - lr 0.1000
2019-08-14 19:07:50,197 BAD EPOCHS (no improvement): 0
2019-08-14 19:07:50,197 ----------------------------------------------------------------------------------------------------
2019-08-14 19:07:50,435 epoch 18 - iter 0/2650 - loss 1.22802210
2019-08-14 19:08:36,939 epoch 18 - iter 265/2650 - loss 1.47704501
2019-08-14 19:09:23,091 epoch 18 - iter 530/2650 - loss 1.48818443
2019-08-14 19:10:08,957 epoch 18 - iter 795/2650 - loss 1.49663528
2019-08-14 19:10:55,223 epoch 18 - iter 1060/2650 - loss 1.49360576
2019-08-14 19:11:40,561 epoch 18 - iter 1325/2650 - loss 1.50503976
2019-08-14 19:12:26,356 epoch 18 - iter 1590/2650 - loss 1.49720459
2019-08-14 19:13:12,255 epoch 18 - iter 1855/2650 - loss 1.48792630
2019-08-14 19:13:57,805 epoch 18 - iter 2120/2650 - loss 1.49664966
2019-08-14 19:14:43,290 epoch 18 - iter 2385/2650 - loss 1.50350825
2019-08-14 19:15:29,431 ----------------------------------------------------------------------------------------------------
2019-08-14 19:15:29,432 EPOCH 18 done: loss 1.5057 - lr 0.1000
2019-08-14 19:15:29,432 BAD EPOCHS (no improvement): 1
2019-08-14 19:15:29,432 ----------------------------------------------------------------------------------------------------
2019-08-14 19:15:29,562 epoch 19 - iter 0/2650 - loss 1.52221394
2019-08-14 19:16:15,392 epoch 19 - iter 265/2650 - loss 1.46976157
2019-08-14 19:17:02,102 epoch 19 - iter 530/2650 - loss 1.50998624
2019-08-14 19:17:46,984 epoch 19 - iter 795/2650 - loss 1.49999683
2019-08-14 19:18:32,819 epoch 19 - iter 1060/2650 - loss 1.48996465
2019-08-14 19:19:18,603 epoch 19 - iter 1325/2650 - loss 1.48447774
2019-08-14 19:20:04,539 epoch 19 - iter 1590/2650 - loss 1.47927693
2019-08-14 19:20:49,792 epoch 19 - iter 1855/2650 - loss 1.47380258
2019-08-14 19:21:37,493 epoch 19 - iter 2120/2650 - loss 1.47899804
2019-08-14 19:22:22,825 epoch 19 - iter 2385/2650 - loss 1.47277957
2019-08-14 19:23:08,075 ----------------------------------------------------------------------------------------------------
2019-08-14 19:23:08,075 EPOCH 19 done: loss 1.4737 - lr 0.1000
2019-08-14 19:23:08,075 BAD EPOCHS (no improvement): 0
2019-08-14 19:23:08,076 ----------------------------------------------------------------------------------------------------
2019-08-14 19:23:08,266 epoch 20 - iter 0/2650 - loss 5.91753626
2019-08-14 19:23:53,924 epoch 20 - iter 265/2650 - loss 1.49985255
2019-08-14 19:24:39,682 epoch 20 - iter 530/2650 - loss 1.47889216
2019-08-14 19:25:25,716 epoch 20 - iter 795/2650 - loss 1.47055729
2019-08-14 19:26:12,220 epoch 20 - iter 1060/2650 - loss 1.46526157
2019-08-14 19:26:57,784 epoch 20 - iter 1325/2650 - loss 1.46368746
2019-08-14 19:27:45,645 epoch 20 - iter 1590/2650 - loss 1.47327904
2019-08-14 19:28:32,933 epoch 20 - iter 1855/2650 - loss 1.47973485
2019-08-14 19:29:18,405 epoch 20 - iter 2120/2650 - loss 1.47778987
2019-08-14 19:30:04,913 epoch 20 - iter 2385/2650 - loss 1.48385280
2019-08-14 19:30:50,204 ----------------------------------------------------------------------------------------------------
2019-08-14 19:30:50,204 EPOCH 20 done: loss 1.4840 - lr 0.1000
2019-08-14 19:30:50,204 BAD EPOCHS (no improvement): 1
2019-08-14 19:30:50,204 ----------------------------------------------------------------------------------------------------
2019-08-14 19:30:50,426 epoch 21 - iter 0/2650 - loss 1.60087013
2019-08-14 19:31:36,116 epoch 21 - iter 265/2650 - loss 1.43031248
2019-08-14 19:32:22,377 epoch 21 - iter 530/2650 - loss 1.40759551
2019-08-14 19:33:08,779 epoch 21 - iter 795/2650 - loss 1.42141234
2019-08-14 19:33:55,781 epoch 21 - iter 1060/2650 - loss 1.44851300
2019-08-14 19:34:43,055 epoch 21 - iter 1325/2650 - loss 1.45331189
2019-08-14 19:35:29,907 epoch 21 - iter 1590/2650 - loss 1.46736702
2019-08-14 19:36:17,234 epoch 21 - iter 1855/2650 - loss 1.47106340
2019-08-14 19:37:03,413 epoch 21 - iter 2120/2650 - loss 1.47202833
2019-08-14 19:37:49,852 epoch 21 - iter 2385/2650 - loss 1.47387023
2019-08-14 19:38:35,080 ----------------------------------------------------------------------------------------------------
2019-08-14 19:38:35,081 EPOCH 21 done: loss 1.4585 - lr 0.1000
2019-08-14 19:38:35,081 BAD EPOCHS (no improvement): 0
2019-08-14 19:38:35,081 ----------------------------------------------------------------------------------------------------
2019-08-14 19:38:35,233 epoch 22 - iter 0/2650 - loss 0.51408553
2019-08-14 19:39:21,787 epoch 22 - iter 265/2650 - loss 1.40720257
2019-08-14 19:40:07,040 epoch 22 - iter 530/2650 - loss 1.41266860
2019-08-14 19:40:54,527 epoch 22 - iter 795/2650 - loss 1.41421623
2019-08-14 19:41:41,448 epoch 22 - iter 1060/2650 - loss 1.42480830
2019-08-14 19:42:29,236 epoch 22 - iter 1325/2650 - loss 1.44055586
2019-08-14 19:43:14,879 epoch 22 - iter 1590/2650 - loss 1.44143703
2019-08-14 19:44:00,771 epoch 22 - iter 1855/2650 - loss 1.44556566
2019-08-14 19:44:46,415 epoch 22 - iter 2120/2650 - loss 1.45459345
2019-08-14 19:45:31,947 epoch 22 - iter 2385/2650 - loss 1.46118318
2019-08-14 19:46:19,350 ----------------------------------------------------------------------------------------------------
2019-08-14 19:46:19,351 EPOCH 22 done: loss 1.4610 - lr 0.1000
2019-08-14 19:46:19,351 BAD EPOCHS (no improvement): 1
2019-08-14 19:46:19,351 ----------------------------------------------------------------------------------------------------
2019-08-14 19:46:19,503 epoch 23 - iter 0/2650 - loss 0.87855619
2019-08-14 19:47:06,690 epoch 23 - iter 265/2650 - loss 1.41853428
2019-08-14 19:47:54,746 epoch 23 - iter 530/2650 - loss 1.43547070
2019-08-14 19:48:42,421 epoch 23 - iter 795/2650 - loss 1.45543756
2019-08-14 19:49:29,433 epoch 23 - iter 1060/2650 - loss 1.46179525
2019-08-14 19:50:16,805 epoch 23 - iter 1325/2650 - loss 1.45365323
2019-08-14 19:51:04,293 epoch 23 - iter 1590/2650 - loss 1.45064648
2019-08-14 19:51:50,929 epoch 23 - iter 1855/2650 - loss 1.45045593
2019-08-14 19:52:38,565 epoch 23 - iter 2120/2650 - loss 1.44889871
2019-08-14 19:53:25,454 epoch 23 - iter 2385/2650 - loss 1.44328896
2019-08-14 19:54:12,660 ----------------------------------------------------------------------------------------------------
2019-08-14 19:54:12,660 EPOCH 23 done: loss 1.4372 - lr 0.1000
2019-08-14 19:54:12,660 BAD EPOCHS (no improvement): 0
2019-08-14 19:54:12,661 ----------------------------------------------------------------------------------------------------
2019-08-14 19:54:12,812 epoch 24 - iter 0/2650 - loss 0.95055181
2019-08-14 19:54:58,276 epoch 24 - iter 265/2650 - loss 1.40785269
2019-08-14 19:55:44,765 epoch 24 - iter 530/2650 - loss 1.39789181
2019-08-14 19:56:30,201 epoch 24 - iter 795/2650 - loss 1.40185470
2019-08-14 19:57:16,546 epoch 24 - iter 1060/2650 - loss 1.41600480
2019-08-14 19:58:03,136 epoch 24 - iter 1325/2650 - loss 1.42958788
2019-08-14 19:58:48,993 epoch 24 - iter 1590/2650 - loss 1.41807662
2019-08-14 19:59:35,081 epoch 24 - iter 1855/2650 - loss 1.41708076
2019-08-14 20:00:21,395 epoch 24 - iter 2120/2650 - loss 1.41906468
2019-08-14 20:01:06,122 epoch 24 - iter 2385/2650 - loss 1.41841283
2019-08-14 20:01:52,238 ----------------------------------------------------------------------------------------------------
2019-08-14 20:01:52,238 EPOCH 24 done: loss 1.4223 - lr 0.1000
2019-08-14 20:01:52,239 BAD EPOCHS (no improvement): 0
2019-08-14 20:01:52,239 ----------------------------------------------------------------------------------------------------
2019-08-14 20:01:52,367 epoch 25 - iter 0/2650 - loss 1.44532871
2019-08-14 20:02:37,895 epoch 25 - iter 265/2650 - loss 1.41750367
2019-08-14 20:03:23,752 epoch 25 - iter 530/2650 - loss 1.38291696
2019-08-14 20:04:10,176 epoch 25 - iter 795/2650 - loss 1.38681553
2019-08-14 20:04:55,784 epoch 25 - iter 1060/2650 - loss 1.39927259
2019-08-14 20:05:42,098 epoch 25 - iter 1325/2650 - loss 1.40976947
2019-08-14 20:06:27,057 epoch 25 - iter 1590/2650 - loss 1.41445831
2019-08-14 20:07:13,924 epoch 25 - iter 1855/2650 - loss 1.40384376
2019-08-14 20:07:59,731 epoch 25 - iter 2120/2650 - loss 1.39640094
2019-08-14 20:08:47,038 epoch 25 - iter 2385/2650 - loss 1.39775495
2019-08-14 20:09:33,672 ----------------------------------------------------------------------------------------------------
2019-08-14 20:09:33,672 EPOCH 25 done: loss 1.4003 - lr 0.1000
2019-08-14 20:09:33,672 BAD EPOCHS (no improvement): 0
2019-08-14 20:09:33,672 ----------------------------------------------------------------------------------------------------
2019-08-14 20:09:33,855 epoch 26 - iter 0/2650 - loss 1.37334394
2019-08-14 20:10:20,211 epoch 26 - iter 265/2650 - loss 1.36847971
2019-08-14 20:11:07,154 epoch 26 - iter 530/2650 - loss 1.38535824
2019-08-14 20:11:52,398 epoch 26 - iter 795/2650 - loss 1.38196007
2019-08-14 20:12:38,760 epoch 26 - iter 1060/2650 - loss 1.38806448
2019-08-14 20:13:24,520 epoch 26 - iter 1325/2650 - loss 1.40401803
2019-08-14 20:14:10,883 epoch 26 - iter 1590/2650 - loss 1.41175497
2019-08-14 20:14:57,960 epoch 26 - iter 1855/2650 - loss 1.41163602
2019-08-14 20:15:45,198 epoch 26 - iter 2120/2650 - loss 1.40923480
2019-08-14 20:16:31,302 epoch 26 - iter 2385/2650 - loss 1.41315045
2019-08-14 20:17:17,414 ----------------------------------------------------------------------------------------------------
2019-08-14 20:17:17,414 EPOCH 26 done: loss 1.4162 - lr 0.1000
2019-08-14 20:17:17,414 BAD EPOCHS (no improvement): 1
2019-08-14 20:17:17,415 ----------------------------------------------------------------------------------------------------
2019-08-14 20:17:17,546 epoch 27 - iter 0/2650 - loss 0.65372813
2019-08-14 20:18:03,412 epoch 27 - iter 265/2650 - loss 1.39517365
2019-08-14 20:18:49,927 epoch 27 - iter 530/2650 - loss 1.38876586
2019-08-14 20:19:35,502 epoch 27 - iter 795/2650 - loss 1.39155850
2019-08-14 20:20:20,912 epoch 27 - iter 1060/2650 - loss 1.40903531
2019-08-14 20:21:05,021 epoch 27 - iter 1325/2650 - loss 1.40651582
2019-08-14 20:21:50,418 epoch 27 - iter 1590/2650 - loss 1.40923118
2019-08-14 20:22:35,973 epoch 27 - iter 1855/2650 - loss 1.39624468
2019-08-14 20:23:22,913 epoch 27 - iter 2120/2650 - loss 1.40195573
2019-08-14 20:24:08,262 epoch 27 - iter 2385/2650 - loss 1.40153172
2019-08-14 20:24:54,056 ----------------------------------------------------------------------------------------------------
2019-08-14 20:24:54,056 EPOCH 27 done: loss 1.4021 - lr 0.1000
2019-08-14 20:24:54,056 BAD EPOCHS (no improvement): 2
2019-08-14 20:24:54,056 ----------------------------------------------------------------------------------------------------
2019-08-14 20:24:54,224 epoch 28 - iter 0/2650 - loss 1.27082694
2019-08-14 20:25:40,178 epoch 28 - iter 265/2650 - loss 1.43742136
2019-08-14 20:26:25,682 epoch 28 - iter 530/2650 - loss 1.40188011
2019-08-14 20:27:10,600 epoch 28 - iter 795/2650 - loss 1.41353974
2019-08-14 20:27:55,843 epoch 28 - iter 1060/2650 - loss 1.41621795
2019-08-14 20:28:41,846 epoch 28 - iter 1325/2650 - loss 1.41487088
2019-08-14 20:29:27,085 epoch 28 - iter 1590/2650 - loss 1.40987105
2019-08-14 20:30:13,407 epoch 28 - iter 1855/2650 - loss 1.40194675
2019-08-14 20:31:00,324 epoch 28 - iter 2120/2650 - loss 1.39678460
2019-08-14 20:31:46,035 epoch 28 - iter 2385/2650 - loss 1.39812047
2019-08-14 20:32:32,327 ----------------------------------------------------------------------------------------------------
2019-08-14 20:32:32,327 EPOCH 28 done: loss 1.3987 - lr 0.1000
2019-08-14 20:32:32,327 BAD EPOCHS (no improvement): 0
2019-08-14 20:32:32,327 ----------------------------------------------------------------------------------------------------
2019-08-14 20:32:32,507 epoch 29 - iter 0/2650 - loss 0.95371431
2019-08-14 20:33:17,617 epoch 29 - iter 265/2650 - loss 1.28892098
2019-08-14 20:34:03,363 epoch 29 - iter 530/2650 - loss 1.35966873
2019-08-14 20:34:49,458 epoch 29 - iter 795/2650 - loss 1.36813882
2019-08-14 20:35:35,556 epoch 29 - iter 1060/2650 - loss 1.37657398
2019-08-14 20:36:22,624 epoch 29 - iter 1325/2650 - loss 1.37269759
2019-08-14 20:37:09,094 epoch 29 - iter 1590/2650 - loss 1.36337974
2019-08-14 20:37:55,180 epoch 29 - iter 1855/2650 - loss 1.36283626
2019-08-14 20:38:40,128 epoch 29 - iter 2120/2650 - loss 1.35758812
2019-08-14 20:39:25,474 epoch 29 - iter 2385/2650 - loss 1.35146173
2019-08-14 20:40:11,789 ----------------------------------------------------------------------------------------------------
2019-08-14 20:40:11,790 EPOCH 29 done: loss 1.3626 - lr 0.1000
2019-08-14 20:40:11,790 BAD EPOCHS (no improvement): 0
2019-08-14 20:40:11,790 ----------------------------------------------------------------------------------------------------
2019-08-14 20:40:11,942 epoch 30 - iter 0/2650 - loss 1.37631178
2019-08-14 20:40:59,237 epoch 30 - iter 265/2650 - loss 1.33356854
2019-08-14 20:41:43,956 epoch 30 - iter 530/2650 - loss 1.35354026
2019-08-14 20:42:30,127 epoch 30 - iter 795/2650 - loss 1.36406595
2019-08-14 20:43:16,688 epoch 30 - iter 1060/2650 - loss 1.37836852
2019-08-14 20:44:02,680 epoch 30 - iter 1325/2650 - loss 1.37254059
2019-08-14 20:44:48,608 epoch 30 - iter 1590/2650 - loss 1.38551171
2019-08-14 20:45:34,235 epoch 30 - iter 1855/2650 - loss 1.38553372
2019-08-14 20:46:19,930 epoch 30 - iter 2120/2650 - loss 1.38234812
2019-08-14 20:47:06,027 epoch 30 - iter 2385/2650 - loss 1.38393920
2019-08-14 20:47:51,007 ----------------------------------------------------------------------------------------------------
2019-08-14 20:47:51,007 EPOCH 30 done: loss 1.3812 - lr 0.1000
2019-08-14 20:47:51,007 BAD EPOCHS (no improvement): 1
2019-08-14 20:47:51,007 ----------------------------------------------------------------------------------------------------
2019-08-14 20:47:51,164 epoch 31 - iter 0/2650 - loss 3.64194155
2019-08-14 20:48:37,091 epoch 31 - iter 265/2650 - loss 1.40875037
2019-08-14 20:49:22,647 epoch 31 - iter 530/2650 - loss 1.36538477
2019-08-14 20:50:08,787 epoch 31 - iter 795/2650 - loss 1.37206971
2019-08-14 20:50:55,048 epoch 31 - iter 1060/2650 - loss 1.36672622
2019-08-14 20:51:41,247 epoch 31 - iter 1325/2650 - loss 1.37195463
2019-08-14 20:52:28,330 epoch 31 - iter 1590/2650 - loss 1.37269264
2019-08-14 20:53:13,982 epoch 31 - iter 1855/2650 - loss 1.37583637
2019-08-14 20:53:59,739 epoch 31 - iter 2120/2650 - loss 1.37819129
2019-08-14 20:54:44,235 epoch 31 - iter 2385/2650 - loss 1.36828600
2019-08-14 20:55:30,143 ----------------------------------------------------------------------------------------------------
2019-08-14 20:55:30,144 EPOCH 31 done: loss 1.3702 - lr 0.1000
2019-08-14 20:55:30,144 BAD EPOCHS (no improvement): 2
2019-08-14 20:55:30,144 ----------------------------------------------------------------------------------------------------
2019-08-14 20:55:30,329 epoch 32 - iter 0/2650 - loss 1.33521032
2019-08-14 20:56:15,765 epoch 32 - iter 265/2650 - loss 1.35386388
2019-08-14 20:57:02,113 epoch 32 - iter 530/2650 - loss 1.37918620
2019-08-14 20:57:48,650 epoch 32 - iter 795/2650 - loss 1.38172831
2019-08-14 20:58:36,248 epoch 32 - iter 1060/2650 - loss 1.38015409
2019-08-14 20:59:23,112 epoch 32 - iter 1325/2650 - loss 1.37729117
2019-08-14 21:00:09,425 epoch 32 - iter 1590/2650 - loss 1.36410305
2019-08-14 21:00:56,954 epoch 32 - iter 1855/2650 - loss 1.36237521
2019-08-14 21:01:44,463 epoch 32 - iter 2120/2650 - loss 1.36275602
2019-08-14 21:02:30,080 epoch 32 - iter 2385/2650 - loss 1.36549722
2019-08-14 21:03:17,675 ----------------------------------------------------------------------------------------------------
2019-08-14 21:03:17,675 EPOCH 32 done: loss 1.3631 - lr 0.1000
2019-08-14 21:03:17,675 BAD EPOCHS (no improvement): 3
2019-08-14 21:03:17,675 ----------------------------------------------------------------------------------------------------
2019-08-14 21:03:17,842 epoch 33 - iter 0/2650 - loss 0.95417035
2019-08-14 21:04:04,337 epoch 33 - iter 265/2650 - loss 1.37209214
2019-08-14 21:04:50,622 epoch 33 - iter 530/2650 - loss 1.33213994
2019-08-14 21:05:36,933 epoch 33 - iter 795/2650 - loss 1.33282148
2019-08-14 21:06:24,759 epoch 33 - iter 1060/2650 - loss 1.33624924
2019-08-14 21:07:12,302 epoch 33 - iter 1325/2650 - loss 1.34086347
2019-08-14 21:07:58,964 epoch 33 - iter 1590/2650 - loss 1.34185550
2019-08-14 21:08:46,356 epoch 33 - iter 1855/2650 - loss 1.34041708
2019-08-14 21:09:33,931 epoch 33 - iter 2120/2650 - loss 1.34332973
2019-08-14 21:10:19,885 epoch 33 - iter 2385/2650 - loss 1.34476122
2019-08-14 21:11:05,895 ----------------------------------------------------------------------------------------------------
2019-08-14 21:11:05,895 EPOCH 33 done: loss 1.3467 - lr 0.1000
2019-08-14 21:11:05,895 BAD EPOCHS (no improvement): 0
2019-08-14 21:11:05,895 ----------------------------------------------------------------------------------------------------
2019-08-14 21:11:06,084 epoch 34 - iter 0/2650 - loss 2.20507336
2019-08-14 21:11:51,824 epoch 34 - iter 265/2650 - loss 1.38022273
2019-08-14 21:12:39,424 epoch 34 - iter 530/2650 - loss 1.36685756
2019-08-14 21:13:26,258 epoch 34 - iter 795/2650 - loss 1.34622906
2019-08-14 21:14:12,836 epoch 34 - iter 1060/2650 - loss 1.33851599
2019-08-14 21:15:00,497 epoch 34 - iter 1325/2650 - loss 1.33786910
2019-08-14 21:15:47,693 epoch 34 - iter 1590/2650 - loss 1.34182624
2019-08-14 21:16:34,026 epoch 34 - iter 1855/2650 - loss 1.34158066
2019-08-14 21:17:20,958 epoch 34 - iter 2120/2650 - loss 1.35160055
2019-08-14 21:18:07,891 epoch 34 - iter 2385/2650 - loss 1.34751393
2019-08-14 21:18:54,666 ----------------------------------------------------------------------------------------------------
2019-08-14 21:18:54,666 EPOCH 34 done: loss 1.3495 - lr 0.1000
2019-08-14 21:18:54,666 BAD EPOCHS (no improvement): 1
2019-08-14 21:18:54,666 ----------------------------------------------------------------------------------------------------
2019-08-14 21:18:54,913 epoch 35 - iter 0/2650 - loss 3.00881672
2019-08-14 21:19:40,956 epoch 35 - iter 265/2650 - loss 1.32941455
2019-08-14 21:20:27,127 epoch 35 - iter 530/2650 - loss 1.35026929
2019-08-14 21:21:15,970 epoch 35 - iter 795/2650 - loss 1.33485083
2019-08-14 21:22:03,276 epoch 35 - iter 1060/2650 - loss 1.32401217
2019-08-14 21:22:49,901 epoch 35 - iter 1325/2650 - loss 1.32112306
2019-08-14 21:23:36,744 epoch 35 - iter 1590/2650 - loss 1.32504067
2019-08-14 21:24:23,252 epoch 35 - iter 1855/2650 - loss 1.32893149
2019-08-14 21:25:10,647 epoch 35 - iter 2120/2650 - loss 1.33546185
2019-08-14 21:25:57,809 epoch 35 - iter 2385/2650 - loss 1.33729519
2019-08-14 21:26:44,666 ----------------------------------------------------------------------------------------------------
2019-08-14 21:26:44,666 EPOCH 35 done: loss 1.3404 - lr 0.1000
2019-08-14 21:26:44,666 BAD EPOCHS (no improvement): 0
2019-08-14 21:26:44,666 ----------------------------------------------------------------------------------------------------
2019-08-14 21:26:44,873 epoch 36 - iter 0/2650 - loss 1.72051442
2019-08-14 21:27:30,939 epoch 36 - iter 265/2650 - loss 1.35160422
2019-08-14 21:28:18,665 epoch 36 - iter 530/2650 - loss 1.35270743
2019-08-14 21:29:05,722 epoch 36 - iter 795/2650 - loss 1.32782012
2019-08-14 21:29:53,028 epoch 36 - iter 1060/2650 - loss 1.32441252
2019-08-14 21:30:41,152 epoch 36 - iter 1325/2650 - loss 1.33030564
2019-08-14 21:31:27,792 epoch 36 - iter 1590/2650 - loss 1.33320435
2019-08-14 21:32:14,266 epoch 36 - iter 1855/2650 - loss 1.32571521
2019-08-14 21:33:01,389 epoch 36 - iter 2120/2650 - loss 1.32499941
2019-08-14 21:33:48,341 epoch 36 - iter 2385/2650 - loss 1.32800068
2019-08-14 21:34:35,613 ----------------------------------------------------------------------------------------------------
2019-08-14 21:34:35,613 EPOCH 36 done: loss 1.3256 - lr 0.1000
2019-08-14 21:34:35,613 BAD EPOCHS (no improvement): 0
2019-08-14 21:34:35,614 ----------------------------------------------------------------------------------------------------
2019-08-14 21:34:35,763 epoch 37 - iter 0/2650 - loss 1.93415427
2019-08-14 21:35:24,727 epoch 37 - iter 265/2650 - loss 1.35945417
2019-08-14 21:36:12,594 epoch 37 - iter 530/2650 - loss 1.30253454
2019-08-14 21:36:59,511 epoch 37 - iter 795/2650 - loss 1.31020370
2019-08-14 21:37:45,975 epoch 37 - iter 1060/2650 - loss 1.32133584
2019-08-14 21:38:32,473 epoch 37 - iter 1325/2650 - loss 1.32970217
2019-08-14 21:39:19,123 epoch 37 - iter 1590/2650 - loss 1.33731752
2019-08-14 21:40:06,486 epoch 37 - iter 1855/2650 - loss 1.34318292
2019-08-14 21:40:53,511 epoch 37 - iter 2120/2650 - loss 1.34097345
2019-08-14 21:41:39,960 epoch 37 - iter 2385/2650 - loss 1.33686374
2019-08-14 21:42:28,218 ----------------------------------------------------------------------------------------------------
2019-08-14 21:42:28,219 EPOCH 37 done: loss 1.3411 - lr 0.1000
2019-08-14 21:42:28,219 BAD EPOCHS (no improvement): 1
2019-08-14 21:42:28,219 ----------------------------------------------------------------------------------------------------
2019-08-14 21:42:28,383 epoch 38 - iter 0/2650 - loss 0.87429893
2019-08-14 21:43:15,561 epoch 38 - iter 265/2650 - loss 1.32156258
2019-08-14 21:44:03,432 epoch 38 - iter 530/2650 - loss 1.33733223
2019-08-14 21:44:50,403 epoch 38 - iter 795/2650 - loss 1.33357134
2019-08-14 21:45:36,807 epoch 38 - iter 1060/2650 - loss 1.32407422
2019-08-14 21:46:24,272 epoch 38 - iter 1325/2650 - loss 1.32264597
2019-08-14 21:47:10,833 epoch 38 - iter 1590/2650 - loss 1.33124893
2019-08-14 21:47:57,050 epoch 38 - iter 1855/2650 - loss 1.32921198
2019-08-14 21:48:44,645 epoch 38 - iter 2120/2650 - loss 1.32866962
2019-08-14 21:49:30,738 epoch 38 - iter 2385/2650 - loss 1.33533686
2019-08-14 21:50:16,251 ----------------------------------------------------------------------------------------------------
2019-08-14 21:50:16,252 EPOCH 38 done: loss 1.3301 - lr 0.1000
2019-08-14 21:50:16,252 BAD EPOCHS (no improvement): 2
2019-08-14 21:50:16,252 ----------------------------------------------------------------------------------------------------
2019-08-14 21:50:16,397 epoch 39 - iter 0/2650 - loss 0.78374046
2019-08-14 21:51:02,588 epoch 39 - iter 265/2650 - loss 1.33044919
2019-08-14 21:51:50,726 epoch 39 - iter 530/2650 - loss 1.34571043
2019-08-14 21:52:37,301 epoch 39 - iter 795/2650 - loss 1.33015611
2019-08-14 21:53:24,524 epoch 39 - iter 1060/2650 - loss 1.32759134
2019-08-14 21:54:10,960 epoch 39 - iter 1325/2650 - loss 1.32225780
2019-08-14 21:54:59,071 epoch 39 - iter 1590/2650 - loss 1.32562012
2019-08-14 21:55:45,696 epoch 39 - iter 1855/2650 - loss 1.32836433
2019-08-14 21:56:32,192 epoch 39 - iter 2120/2650 - loss 1.32586808
2019-08-14 21:57:18,788 epoch 39 - iter 2385/2650 - loss 1.31845596
2019-08-14 21:58:05,739 ----------------------------------------------------------------------------------------------------
2019-08-14 21:58:05,739 EPOCH 39 done: loss 1.3155 - lr 0.1000
2019-08-14 21:58:05,739 BAD EPOCHS (no improvement): 0
2019-08-14 21:58:05,739 ----------------------------------------------------------------------------------------------------
2019-08-14 21:58:05,888 epoch 40 - iter 0/2650 - loss 1.29533017
2019-08-14 21:58:52,963 epoch 40 - iter 265/2650 - loss 1.29546182
2019-08-14 21:59:40,094 epoch 40 - iter 530/2650 - loss 1.29593641
2019-08-14 22:00:26,211 epoch 40 - iter 795/2650 - loss 1.29405361
2019-08-14 22:01:13,035 epoch 40 - iter 1060/2650 - loss 1.30172387
2019-08-14 22:01:59,456 epoch 40 - iter 1325/2650 - loss 1.31277143
2019-08-14 22:02:47,655 epoch 40 - iter 1590/2650 - loss 1.31225227
2019-08-14 22:03:34,783 epoch 40 - iter 1855/2650 - loss 1.31514315
2019-08-14 22:04:21,217 epoch 40 - iter 2120/2650 - loss 1.31529140
2019-08-14 22:05:08,308 epoch 40 - iter 2385/2650 - loss 1.31943539
2019-08-14 22:05:53,467 ----------------------------------------------------------------------------------------------------
2019-08-14 22:05:53,467 EPOCH 40 done: loss 1.3180 - lr 0.1000
2019-08-14 22:05:53,467 BAD EPOCHS (no improvement): 1
2019-08-14 22:05:53,467 ----------------------------------------------------------------------------------------------------
2019-08-14 22:05:53,628 epoch 41 - iter 0/2650 - loss 0.58444411
2019-08-14 22:06:38,544 epoch 41 - iter 265/2650 - loss 1.27167881
2019-08-14 22:07:23,629 epoch 41 - iter 530/2650 - loss 1.30128924
2019-08-14 22:08:09,274 epoch 41 - iter 795/2650 - loss 1.30682852
2019-08-14 22:08:56,988 epoch 41 - iter 1060/2650 - loss 1.31395518
2019-08-14 22:09:42,853 epoch 41 - iter 1325/2650 - loss 1.31607148
2019-08-14 22:10:29,077 epoch 41 - iter 1590/2650 - loss 1.30655506
2019-08-14 22:11:15,697 epoch 41 - iter 1855/2650 - loss 1.31281739
2019-08-14 22:12:01,417 epoch 41 - iter 2120/2650 - loss 1.30795500
2019-08-14 22:12:47,237 epoch 41 - iter 2385/2650 - loss 1.31237936
2019-08-14 22:13:33,372 ----------------------------------------------------------------------------------------------------
2019-08-14 22:13:33,372 EPOCH 41 done: loss 1.3101 - lr 0.1000
2019-08-14 22:13:33,373 BAD EPOCHS (no improvement): 0
2019-08-14 22:13:33,373 ----------------------------------------------------------------------------------------------------
2019-08-14 22:13:33,611 epoch 42 - iter 0/2650 - loss 1.22453332
2019-08-14 22:14:19,708 epoch 42 - iter 265/2650 - loss 1.31496858
2019-08-14 22:15:05,858 epoch 42 - iter 530/2650 - loss 1.28051862
2019-08-14 22:15:50,267 epoch 42 - iter 795/2650 - loss 1.30756057
2019-08-14 22:16:37,591 epoch 42 - iter 1060/2650 - loss 1.32707904
2019-08-14 22:17:24,104 epoch 42 - iter 1325/2650 - loss 1.32415330
2019-08-14 22:18:10,063 epoch 42 - iter 1590/2650 - loss 1.32598523
2019-08-14 22:18:56,941 epoch 42 - iter 1855/2650 - loss 1.32326149
2019-08-14 22:19:42,941 epoch 42 - iter 2120/2650 - loss 1.31892183
2019-08-14 22:20:29,305 epoch 42 - iter 2385/2650 - loss 1.31702907
2019-08-14 22:21:15,265 ----------------------------------------------------------------------------------------------------
2019-08-14 22:21:15,265 EPOCH 42 done: loss 1.3239 - lr 0.1000
2019-08-14 22:21:15,265 BAD EPOCHS (no improvement): 1
2019-08-14 22:21:15,266 ----------------------------------------------------------------------------------------------------
2019-08-14 22:21:15,452 epoch 43 - iter 0/2650 - loss 2.27094078
2019-08-14 22:22:00,611 epoch 43 - iter 265/2650 - loss 1.26684839
2019-08-14 22:22:46,197 epoch 43 - iter 530/2650 - loss 1.28605367
2019-08-14 22:23:32,766 epoch 43 - iter 795/2650 - loss 1.27273218
2019-08-14 22:24:19,515 epoch 43 - iter 1060/2650 - loss 1.28172223
2019-08-14 22:25:05,898 epoch 43 - iter 1325/2650 - loss 1.28907780
2019-08-14 22:25:52,548 epoch 43 - iter 1590/2650 - loss 1.29578653
2019-08-14 22:26:38,869 epoch 43 - iter 1855/2650 - loss 1.30174511
2019-08-14 22:27:23,757 epoch 43 - iter 2120/2650 - loss 1.30283271
2019-08-14 22:28:10,147 epoch 43 - iter 2385/2650 - loss 1.30002098
2019-08-14 22:28:55,782 ----------------------------------------------------------------------------------------------------
2019-08-14 22:28:55,782 EPOCH 43 done: loss 1.2986 - lr 0.1000
2019-08-14 22:28:55,782 BAD EPOCHS (no improvement): 0
2019-08-14 22:28:55,782 ----------------------------------------------------------------------------------------------------
2019-08-14 22:28:55,969 epoch 44 - iter 0/2650 - loss 1.53509939
2019-08-14 22:29:40,983 epoch 44 - iter 265/2650 - loss 1.32554771
2019-08-14 22:30:27,161 epoch 44 - iter 530/2650 - loss 1.29484066
2019-08-14 22:31:12,892 epoch 44 - iter 795/2650 - loss 1.29345733
2019-08-14 22:32:00,475 epoch 44 - iter 1060/2650 - loss 1.29861852
2019-08-14 22:32:46,219 epoch 44 - iter 1325/2650 - loss 1.30295104
2019-08-14 22:33:31,464 epoch 44 - iter 1590/2650 - loss 1.29558549
2019-08-14 22:34:17,895 epoch 44 - iter 1855/2650 - loss 1.29627099
2019-08-14 22:35:04,824 epoch 44 - iter 2120/2650 - loss 1.29074739
2019-08-14 22:35:50,184 epoch 44 - iter 2385/2650 - loss 1.30259542
2019-08-14 22:36:36,310 ----------------------------------------------------------------------------------------------------
2019-08-14 22:36:36,311 EPOCH 44 done: loss 1.2988 - lr 0.1000
2019-08-14 22:36:36,311 BAD EPOCHS (no improvement): 1
2019-08-14 22:36:36,311 ----------------------------------------------------------------------------------------------------
2019-08-14 22:36:36,534 epoch 45 - iter 0/2650 - loss 1.68978405
2019-08-14 22:37:22,118 epoch 45 - iter 265/2650 - loss 1.30709845
2019-08-14 22:38:08,343 epoch 45 - iter 530/2650 - loss 1.32650825
2019-08-14 22:38:54,225 epoch 45 - iter 795/2650 - loss 1.29954179
2019-08-14 22:39:40,312 epoch 45 - iter 1060/2650 - loss 1.30592518
2019-08-14 22:40:28,348 epoch 45 - iter 1325/2650 - loss 1.30610523
2019-08-14 22:41:14,377 epoch 45 - iter 1590/2650 - loss 1.30278741
2019-08-14 22:41:59,768 epoch 45 - iter 1855/2650 - loss 1.29235021
2019-08-14 22:42:45,020 epoch 45 - iter 2120/2650 - loss 1.29789766
2019-08-14 22:43:31,218 epoch 45 - iter 2385/2650 - loss 1.29443650
2019-08-14 22:44:16,401 ----------------------------------------------------------------------------------------------------
2019-08-14 22:44:16,402 EPOCH 45 done: loss 1.2933 - lr 0.1000
2019-08-14 22:44:16,402 BAD EPOCHS (no improvement): 0
2019-08-14 22:44:16,402 ----------------------------------------------------------------------------------------------------
2019-08-14 22:44:16,578 epoch 46 - iter 0/2650 - loss 1.07559502
2019-08-14 22:45:02,800 epoch 46 - iter 265/2650 - loss 1.29381727
2019-08-14 22:45:49,791 epoch 46 - iter 530/2650 - loss 1.28735445
2019-08-14 22:46:34,857 epoch 46 - iter 795/2650 - loss 1.27546565
2019-08-14 22:47:20,580 epoch 46 - iter 1060/2650 - loss 1.28362199
2019-08-14 22:48:06,440 epoch 46 - iter 1325/2650 - loss 1.28849391
2019-08-14 22:48:52,116 epoch 46 - iter 1590/2650 - loss 1.29476052
2019-08-14 22:49:38,007 epoch 46 - iter 1855/2650 - loss 1.29211974
2019-08-14 22:50:24,400 epoch 46 - iter 2120/2650 - loss 1.29001419
2019-08-14 22:51:10,419 epoch 46 - iter 2385/2650 - loss 1.29125435
2019-08-14 22:51:55,544 ----------------------------------------------------------------------------------------------------
2019-08-14 22:51:55,544 EPOCH 46 done: loss 1.2935 - lr 0.1000
2019-08-14 22:51:55,544 BAD EPOCHS (no improvement): 1
2019-08-14 22:51:55,545 ----------------------------------------------------------------------------------------------------
2019-08-14 22:51:55,695 epoch 47 - iter 0/2650 - loss 1.08343565
2019-08-14 22:52:41,943 epoch 47 - iter 265/2650 - loss 1.21491238
2019-08-14 22:53:27,475 epoch 47 - iter 530/2650 - loss 1.23117787
2019-08-14 22:54:13,246 epoch 47 - iter 795/2650 - loss 1.24684741
2019-08-14 22:54:59,744 epoch 47 - iter 1060/2650 - loss 1.25717572
2019-08-14 22:55:45,347 epoch 47 - iter 1325/2650 - loss 1.25999679
2019-08-14 22:56:30,478 epoch 47 - iter 1590/2650 - loss 1.26806246
2019-08-14 22:57:16,879 epoch 47 - iter 1855/2650 - loss 1.27079094
2019-08-14 22:58:02,171 epoch 47 - iter 2120/2650 - loss 1.27318588
2019-08-14 22:58:48,507 epoch 47 - iter 2385/2650 - loss 1.27212827
2019-08-14 22:59:35,439 ----------------------------------------------------------------------------------------------------
2019-08-14 22:59:35,439 EPOCH 47 done: loss 1.2743 - lr 0.1000
2019-08-14 22:59:35,439 BAD EPOCHS (no improvement): 0
2019-08-14 22:59:35,439 ----------------------------------------------------------------------------------------------------
2019-08-14 22:59:35,596 epoch 48 - iter 0/2650 - loss 1.08852577
2019-08-14 23:00:22,422 epoch 48 - iter 265/2650 - loss 1.22699742
2019-08-14 23:01:08,193 epoch 48 - iter 530/2650 - loss 1.23107019
2019-08-14 23:01:53,355 epoch 48 - iter 795/2650 - loss 1.24201412
2019-08-14 23:02:38,853 epoch 48 - iter 1060/2650 - loss 1.24429681
2019-08-14 23:03:25,194 epoch 48 - iter 1325/2650 - loss 1.24968074
2019-08-14 23:04:11,747 epoch 48 - iter 1590/2650 - loss 1.24736540
2019-08-14 23:04:57,057 epoch 48 - iter 1855/2650 - loss 1.24879994
2019-08-14 23:05:43,331 epoch 48 - iter 2120/2650 - loss 1.25511744
2019-08-14 23:06:29,621 epoch 48 - iter 2385/2650 - loss 1.26049928
2019-08-14 23:07:16,246 ----------------------------------------------------------------------------------------------------
2019-08-14 23:07:16,246 EPOCH 48 done: loss 1.2579 - lr 0.1000
2019-08-14 23:07:16,246 BAD EPOCHS (no improvement): 0
2019-08-14 23:07:16,246 ----------------------------------------------------------------------------------------------------
2019-08-14 23:07:16,429 epoch 49 - iter 0/2650 - loss 0.93857652
2019-08-14 23:08:02,671 epoch 49 - iter 265/2650 - loss 1.28162677
2019-08-14 23:08:48,282 epoch 49 - iter 530/2650 - loss 1.25832444
2019-08-14 23:09:34,756 epoch 49 - iter 795/2650 - loss 1.26964531
2019-08-14 23:10:20,604 epoch 49 - iter 1060/2650 - loss 1.25823533
2019-08-14 23:11:06,153 epoch 49 - iter 1325/2650 - loss 1.26313011
2019-08-14 23:11:52,177 epoch 49 - iter 1590/2650 - loss 1.26240828
2019-08-14 23:12:38,904 epoch 49 - iter 1855/2650 - loss 1.27047349
2019-08-14 23:13:24,734 epoch 49 - iter 2120/2650 - loss 1.26461715
2019-08-14 23:14:11,345 epoch 49 - iter 2385/2650 - loss 1.26362647
2019-08-14 23:14:57,029 ----------------------------------------------------------------------------------------------------
2019-08-14 23:14:57,029 EPOCH 49 done: loss 1.2636 - lr 0.1000
2019-08-14 23:14:57,029 BAD EPOCHS (no improvement): 1
2019-08-14 23:14:57,030 ----------------------------------------------------------------------------------------------------
2019-08-14 23:14:57,240 epoch 50 - iter 0/2650 - loss 1.39875484
2019-08-14 23:15:43,335 epoch 50 - iter 265/2650 - loss 1.31200046
2019-08-14 23:16:29,318 epoch 50 - iter 530/2650 - loss 1.27571797
2019-08-14 23:17:15,210 epoch 50 - iter 795/2650 - loss 1.26306062
2019-08-14 23:18:01,709 epoch 50 - iter 1060/2650 - loss 1.25171900
2019-08-14 23:18:47,377 epoch 50 - iter 1325/2650 - loss 1.24999939
2019-08-14 23:19:33,396 epoch 50 - iter 1590/2650 - loss 1.25354458
2019-08-14 23:20:19,145 epoch 50 - iter 1855/2650 - loss 1.26013476
2019-08-14 23:21:04,114 epoch 50 - iter 2120/2650 - loss 1.26418353
2019-08-14 23:21:50,376 epoch 50 - iter 2385/2650 - loss 1.25947182
2019-08-14 23:22:35,751 ----------------------------------------------------------------------------------------------------
2019-08-14 23:22:35,751 EPOCH 50 done: loss 1.2605 - lr 0.1000
2019-08-14 23:22:35,751 BAD EPOCHS (no improvement): 2
2019-08-14 23:22:35,751 ----------------------------------------------------------------------------------------------------
2019-08-14 23:22:35,927 epoch 51 - iter 0/2650 - loss 1.04327941
2019-08-14 23:23:21,503 epoch 51 - iter 265/2650 - loss 1.29174524
2019-08-14 23:24:07,503 epoch 51 - iter 530/2650 - loss 1.24687008
2019-08-14 23:24:52,962 epoch 51 - iter 795/2650 - loss 1.24068219
2019-08-14 23:25:39,546 epoch 51 - iter 1060/2650 - loss 1.24347015
2019-08-14 23:26:24,902 epoch 51 - iter 1325/2650 - loss 1.24715858
2019-08-14 23:27:11,633 epoch 51 - iter 1590/2650 - loss 1.24934015
2019-08-14 23:27:58,304 epoch 51 - iter 1855/2650 - loss 1.25319592
2019-08-14 23:28:43,167 epoch 51 - iter 2120/2650 - loss 1.25258297
2019-08-14 23:29:29,601 epoch 51 - iter 2385/2650 - loss 1.25465213
2019-08-14 23:30:15,297 ----------------------------------------------------------------------------------------------------
2019-08-14 23:30:15,297 EPOCH 51 done: loss 1.2628 - lr 0.1000
2019-08-14 23:30:15,297 BAD EPOCHS (no improvement): 3
2019-08-14 23:30:15,297 ----------------------------------------------------------------------------------------------------
2019-08-14 23:30:15,447 epoch 52 - iter 0/2650 - loss 1.75891781
2019-08-14 23:31:02,418 epoch 52 - iter 265/2650 - loss 1.29569208
2019-08-14 23:31:48,310 epoch 52 - iter 530/2650 - loss 1.29562977
2019-08-14 23:32:34,063 epoch 52 - iter 795/2650 - loss 1.28454303
2019-08-14 23:33:19,995 epoch 52 - iter 1060/2650 - loss 1.27960326
2019-08-14 23:34:06,032 epoch 52 - iter 1325/2650 - loss 1.27651489
2019-08-14 23:34:51,931 epoch 52 - iter 1590/2650 - loss 1.27145938
2019-08-14 23:35:38,214 epoch 52 - iter 1855/2650 - loss 1.26825333
2019-08-14 23:36:22,943 epoch 52 - iter 2120/2650 - loss 1.26790106
2019-08-14 23:37:08,921 epoch 52 - iter 2385/2650 - loss 1.26577602
2019-08-14 23:37:55,401 ----------------------------------------------------------------------------------------------------
2019-08-14 23:37:55,402 EPOCH 52 done: loss 1.2682 - lr 0.1000
2019-08-14 23:37:55,402 BAD EPOCHS (no improvement): 4
2019-08-14 23:37:55,402 ----------------------------------------------------------------------------------------------------
2019-08-14 23:37:55,550 epoch 53 - iter 0/2650 - loss 0.96925652
2019-08-14 23:38:40,516 epoch 53 - iter 265/2650 - loss 1.21643017
2019-08-14 23:39:25,188 epoch 53 - iter 530/2650 - loss 1.22703166
2019-08-14 23:40:11,583 epoch 53 - iter 795/2650 - loss 1.23698090
2019-08-14 23:40:57,614 epoch 53 - iter 1060/2650 - loss 1.24460178
2019-08-14 23:41:44,411 epoch 53 - iter 1325/2650 - loss 1.24465696
2019-08-14 23:42:30,699 epoch 53 - iter 1590/2650 - loss 1.23642542
2019-08-14 23:43:17,273 epoch 53 - iter 1855/2650 - loss 1.23552507
2019-08-14 23:44:03,496 epoch 53 - iter 2120/2650 - loss 1.22687416
2019-08-14 23:44:49,654 epoch 53 - iter 2385/2650 - loss 1.22257593
2019-08-14 23:45:35,845 ----------------------------------------------------------------------------------------------------
2019-08-14 23:45:35,845 EPOCH 53 done: loss 1.2193 - lr 0.0500
2019-08-14 23:45:35,845 BAD EPOCHS (no improvement): 0
2019-08-14 23:45:35,845 ----------------------------------------------------------------------------------------------------
2019-08-14 23:45:36,021 epoch 54 - iter 0/2650 - loss 0.74844790
2019-08-14 23:46:22,598 epoch 54 - iter 265/2650 - loss 1.20597898
2019-08-14 23:47:07,737 epoch 54 - iter 530/2650 - loss 1.16587431
2019-08-14 23:47:53,288 epoch 54 - iter 795/2650 - loss 1.17420973
2019-08-14 23:48:38,902 epoch 54 - iter 1060/2650 - loss 1.18046040
2019-08-14 23:49:25,293 epoch 54 - iter 1325/2650 - loss 1.18619317
2019-08-14 23:50:11,876 epoch 54 - iter 1590/2650 - loss 1.17608411
2019-08-14 23:50:58,097 epoch 54 - iter 1855/2650 - loss 1.18330844
2019-08-14 23:51:43,978 epoch 54 - iter 2120/2650 - loss 1.18239756
2019-08-14 23:52:30,106 epoch 54 - iter 2385/2650 - loss 1.18940164
2019-08-14 23:53:15,814 ----------------------------------------------------------------------------------------------------
2019-08-14 23:53:15,814 EPOCH 54 done: loss 1.1897 - lr 0.0500
2019-08-14 23:53:15,814 BAD EPOCHS (no improvement): 0
2019-08-14 23:53:15,814 ----------------------------------------------------------------------------------------------------
2019-08-14 23:53:16,031 epoch 55 - iter 0/2650 - loss 1.62955892
2019-08-14 23:54:01,753 epoch 55 - iter 265/2650 - loss 1.12747721
2019-08-14 23:54:47,954 epoch 55 - iter 530/2650 - loss 1.16789489
2019-08-14 23:55:34,346 epoch 55 - iter 795/2650 - loss 1.15311009
2019-08-14 23:56:20,809 epoch 55 - iter 1060/2650 - loss 1.15529367
2019-08-14 23:57:07,013 epoch 55 - iter 1325/2650 - loss 1.16529619
2019-08-14 23:57:52,951 epoch 55 - iter 1590/2650 - loss 1.17873950
2019-08-14 23:58:38,764 epoch 55 - iter 1855/2650 - loss 1.18086530
2019-08-14 23:59:24,425 epoch 55 - iter 2120/2650 - loss 1.17985729
2019-08-15 00:00:10,749 epoch 55 - iter 2385/2650 - loss 1.18348394
2019-08-15 00:00:56,110 ----------------------------------------------------------------------------------------------------
2019-08-15 00:00:56,110 EPOCH 55 done: loss 1.1813 - lr 0.0500
2019-08-15 00:00:56,110 BAD EPOCHS (no improvement): 0
2019-08-15 00:00:56,110 ----------------------------------------------------------------------------------------------------
2019-08-15 00:00:56,286 epoch 56 - iter 0/2650 - loss 1.54755056
2019-08-15 00:01:42,489 epoch 56 - iter 265/2650 - loss 1.26038441
2019-08-15 00:02:27,948 epoch 56 - iter 530/2650 - loss 1.20079461
2019-08-15 00:03:14,889 epoch 56 - iter 795/2650 - loss 1.19533453
2019-08-15 00:04:01,446 epoch 56 - iter 1060/2650 - loss 1.19357892
2019-08-15 00:04:47,552 epoch 56 - iter 1325/2650 - loss 1.19766463
2019-08-15 00:05:33,487 epoch 56 - iter 1590/2650 - loss 1.18893813
2019-08-15 00:06:19,759 epoch 56 - iter 1855/2650 - loss 1.18634523
2019-08-15 00:07:05,417 epoch 56 - iter 2120/2650 - loss 1.18336457
2019-08-15 00:07:51,133 epoch 56 - iter 2385/2650 - loss 1.18218179
2019-08-15 00:08:36,934 ----------------------------------------------------------------------------------------------------
2019-08-15 00:08:36,935 EPOCH 56 done: loss 1.1813 - lr 0.0500
2019-08-15 00:08:36,935 BAD EPOCHS (no improvement): 1
2019-08-15 00:08:36,935 ----------------------------------------------------------------------------------------------------
2019-08-15 00:08:37,070 epoch 57 - iter 0/2650 - loss 1.43195200
2019-08-15 00:09:23,023 epoch 57 - iter 265/2650 - loss 1.17537908
2019-08-15 00:10:08,044 epoch 57 - iter 530/2650 - loss 1.13831957
2019-08-15 00:10:54,883 epoch 57 - iter 795/2650 - loss 1.13678493
2019-08-15 00:11:41,234 epoch 57 - iter 1060/2650 - loss 1.14797856
2019-08-15 00:12:26,328 epoch 57 - iter 1325/2650 - loss 1.14912520
2019-08-15 00:13:11,867 epoch 57 - iter 1590/2650 - loss 1.14104318
2019-08-15 00:13:58,308 epoch 57 - iter 1855/2650 - loss 1.14502390
2019-08-15 00:14:44,277 epoch 57 - iter 2120/2650 - loss 1.14906829
2019-08-15 00:15:30,928 epoch 57 - iter 2385/2650 - loss 1.15267701
2019-08-15 00:16:15,625 ----------------------------------------------------------------------------------------------------
2019-08-15 00:16:15,625 EPOCH 57 done: loss 1.1491 - lr 0.0500
2019-08-15 00:16:15,625 BAD EPOCHS (no improvement): 0
2019-08-15 00:16:15,625 ----------------------------------------------------------------------------------------------------
2019-08-15 00:16:15,772 epoch 58 - iter 0/2650 - loss 1.14777172
2019-08-15 00:17:01,068 epoch 58 - iter 265/2650 - loss 1.13117256
2019-08-15 00:17:47,127 epoch 58 - iter 530/2650 - loss 1.11699123
2019-08-15 00:18:33,720 epoch 58 - iter 795/2650 - loss 1.12455155
2019-08-15 00:19:20,478 epoch 58 - iter 1060/2650 - loss 1.15511189
2019-08-15 00:20:06,036 epoch 58 - iter 1325/2650 - loss 1.15227286
2019-08-15 00:20:54,774 epoch 58 - iter 1590/2650 - loss 1.14771436
2019-08-15 00:21:41,714 epoch 58 - iter 1855/2650 - loss 1.14900140
2019-08-15 00:22:29,528 epoch 58 - iter 2120/2650 - loss 1.15270053
2019-08-15 00:23:17,686 epoch 58 - iter 2385/2650 - loss 1.15389183
2019-08-15 00:24:04,576 ----------------------------------------------------------------------------------------------------
2019-08-15 00:24:04,576 EPOCH 58 done: loss 1.1506 - lr 0.0500
2019-08-15 00:24:04,576 BAD EPOCHS (no improvement): 1
2019-08-15 00:24:04,576 ----------------------------------------------------------------------------------------------------
2019-08-15 00:24:04,754 epoch 59 - iter 0/2650 - loss 0.84586549
2019-08-15 00:24:52,218 epoch 59 - iter 265/2650 - loss 1.14340491
2019-08-15 00:25:39,454 epoch 59 - iter 530/2650 - loss 1.11976848
2019-08-15 00:26:27,369 epoch 59 - iter 795/2650 - loss 1.13930852
2019-08-15 00:27:14,014 epoch 59 - iter 1060/2650 - loss 1.14297602
2019-08-15 00:28:01,592 epoch 59 - iter 1325/2650 - loss 1.15054877
2019-08-15 00:28:50,116 epoch 59 - iter 1590/2650 - loss 1.14631301
2019-08-15 00:29:36,427 epoch 59 - iter 1855/2650 - loss 1.14448575
2019-08-15 00:30:24,138 epoch 59 - iter 2120/2650 - loss 1.14627052
2019-08-15 00:31:11,530 epoch 59 - iter 2385/2650 - loss 1.15243638
2019-08-15 00:31:59,094 ----------------------------------------------------------------------------------------------------
2019-08-15 00:31:59,094 EPOCH 59 done: loss 1.1538 - lr 0.0500
2019-08-15 00:31:59,094 BAD EPOCHS (no improvement): 2
2019-08-15 00:31:59,094 ----------------------------------------------------------------------------------------------------
2019-08-15 00:31:59,262 epoch 60 - iter 0/2650 - loss 1.16035819
2019-08-15 00:32:47,905 epoch 60 - iter 265/2650 - loss 1.11398235
2019-08-15 00:33:36,384 epoch 60 - iter 530/2650 - loss 1.15274349
2019-08-15 00:34:24,454 epoch 60 - iter 795/2650 - loss 1.14639204
2019-08-15 00:35:11,134 epoch 60 - iter 1060/2650 - loss 1.15242793
2019-08-15 00:35:57,863 epoch 60 - iter 1325/2650 - loss 1.15292540
2019-08-15 00:36:44,555 epoch 60 - iter 1590/2650 - loss 1.15499704
2019-08-15 00:37:31,113 epoch 60 - iter 1855/2650 - loss 1.14672401
2019-08-15 00:38:19,688 epoch 60 - iter 2120/2650 - loss 1.14710654
2019-08-15 00:39:06,242 epoch 60 - iter 2385/2650 - loss 1.15077140
2019-08-15 00:39:53,739 ----------------------------------------------------------------------------------------------------
2019-08-15 00:39:53,740 EPOCH 60 done: loss 1.1547 - lr 0.0500
2019-08-15 00:39:53,740 BAD EPOCHS (no improvement): 3
2019-08-15 00:39:53,740 ----------------------------------------------------------------------------------------------------
2019-08-15 00:39:54,025 epoch 61 - iter 0/2650 - loss 1.68016315
2019-08-15 00:40:42,197 epoch 61 - iter 265/2650 - loss 1.08753873
2019-08-15 00:41:30,556 epoch 61 - iter 530/2650 - loss 1.12874098
2019-08-15 00:42:17,784 epoch 61 - iter 795/2650 - loss 1.13989158
2019-08-15 00:43:02,395 epoch 61 - iter 1060/2650 - loss 1.14226817
2019-08-15 00:43:47,177 epoch 61 - iter 1325/2650 - loss 1.13289989
2019-08-15 00:44:33,252 epoch 61 - iter 1590/2650 - loss 1.13222755
2019-08-15 00:45:20,412 epoch 61 - iter 1855/2650 - loss 1.13598485
2019-08-15 00:46:05,820 epoch 61 - iter 2120/2650 - loss 1.13686090
2019-08-15 00:46:51,897 epoch 61 - iter 2385/2650 - loss 1.13841935
2019-08-15 00:47:36,949 ----------------------------------------------------------------------------------------------------
2019-08-15 00:47:36,949 EPOCH 61 done: loss 1.1381 - lr 0.0500
2019-08-15 00:47:36,949 BAD EPOCHS (no improvement): 0
2019-08-15 00:47:36,949 ----------------------------------------------------------------------------------------------------
2019-08-15 00:47:37,120 epoch 62 - iter 0/2650 - loss 0.58122206
2019-08-15 00:48:22,745 epoch 62 - iter 265/2650 - loss 1.16694996
2019-08-15 00:49:09,210 epoch 62 - iter 530/2650 - loss 1.15900232
2019-08-15 00:49:54,733 epoch 62 - iter 795/2650 - loss 1.14333127
2019-08-15 00:50:40,282 epoch 62 - iter 1060/2650 - loss 1.13595141
2019-08-15 00:51:26,970 epoch 62 - iter 1325/2650 - loss 1.14684491
2019-08-15 00:52:13,298 epoch 62 - iter 1590/2650 - loss 1.15195039
2019-08-15 00:52:59,508 epoch 62 - iter 1855/2650 - loss 1.15115992
2019-08-15 00:53:46,001 epoch 62 - iter 2120/2650 - loss 1.14711922
2019-08-15 00:54:31,325 epoch 62 - iter 2385/2650 - loss 1.14753056
2019-08-15 00:55:17,453 ----------------------------------------------------------------------------------------------------
2019-08-15 00:55:17,453 EPOCH 62 done: loss 1.1523 - lr 0.0500
2019-08-15 00:55:17,453 BAD EPOCHS (no improvement): 1
2019-08-15 00:55:17,453 ----------------------------------------------------------------------------------------------------
2019-08-15 00:55:17,601 epoch 63 - iter 0/2650 - loss 1.45608103
2019-08-15 00:56:03,292 epoch 63 - iter 265/2650 - loss 1.03769649
2019-08-15 00:56:50,679 epoch 63 - iter 530/2650 - loss 1.04900948
2019-08-15 00:57:38,171 epoch 63 - iter 795/2650 - loss 1.07014529
2019-08-15 00:58:24,485 epoch 63 - iter 1060/2650 - loss 1.07716131
2019-08-15 00:59:11,182 epoch 63 - iter 1325/2650 - loss 1.09418136
2019-08-15 00:59:58,842 epoch 63 - iter 1590/2650 - loss 1.09642513
2019-08-15 01:00:46,510 epoch 63 - iter 1855/2650 - loss 1.11592188
2019-08-15 01:01:32,926 epoch 63 - iter 2120/2650 - loss 1.11372445
2019-08-15 01:02:19,891 epoch 63 - iter 2385/2650 - loss 1.11548750
2019-08-15 01:03:07,905 ----------------------------------------------------------------------------------------------------
2019-08-15 01:03:07,906 EPOCH 63 done: loss 1.1202 - lr 0.0500
2019-08-15 01:03:07,906 BAD EPOCHS (no improvement): 0
2019-08-15 01:03:07,906 ----------------------------------------------------------------------------------------------------
2019-08-15 01:03:08,069 epoch 64 - iter 0/2650 - loss 0.78440869
2019-08-15 01:03:55,641 epoch 64 - iter 265/2650 - loss 1.12984787
2019-08-15 01:04:43,565 epoch 64 - iter 530/2650 - loss 1.12185631
2019-08-15 01:05:31,289 epoch 64 - iter 795/2650 - loss 1.13156608
2019-08-15 01:06:18,859 epoch 64 - iter 1060/2650 - loss 1.13623957
2019-08-15 01:07:06,497 epoch 64 - iter 1325/2650 - loss 1.13853298
2019-08-15 01:07:53,048 epoch 64 - iter 1590/2650 - loss 1.14828367
2019-08-15 01:08:39,947 epoch 64 - iter 1855/2650 - loss 1.14254981
2019-08-15 01:09:27,971 epoch 64 - iter 2120/2650 - loss 1.13773270
2019-08-15 01:10:15,695 epoch 64 - iter 2385/2650 - loss 1.13326450
2019-08-15 01:11:03,057 ----------------------------------------------------------------------------------------------------
2019-08-15 01:11:03,057 EPOCH 64 done: loss 1.1401 - lr 0.0500
2019-08-15 01:11:03,057 BAD EPOCHS (no improvement): 1
2019-08-15 01:11:03,058 ----------------------------------------------------------------------------------------------------
2019-08-15 01:11:03,225 epoch 65 - iter 0/2650 - loss 0.98134828
2019-08-15 01:11:50,499 epoch 65 - iter 265/2650 - loss 1.12109966
2019-08-15 01:12:37,790 epoch 65 - iter 530/2650 - loss 1.11390165
2019-08-15 01:13:26,161 epoch 65 - iter 795/2650 - loss 1.12508446
2019-08-15 01:14:14,142 epoch 65 - iter 1060/2650 - loss 1.12827463
2019-08-15 01:15:01,220 epoch 65 - iter 1325/2650 - loss 1.12773533
2019-08-15 01:15:48,455 epoch 65 - iter 1590/2650 - loss 1.13700252
2019-08-15 01:16:36,077 epoch 65 - iter 1855/2650 - loss 1.13952639
2019-08-15 01:17:22,843 epoch 65 - iter 2120/2650 - loss 1.13362484
2019-08-15 01:18:10,167 epoch 65 - iter 2385/2650 - loss 1.13050815
2019-08-15 01:18:57,057 ----------------------------------------------------------------------------------------------------
2019-08-15 01:18:57,058 EPOCH 65 done: loss 1.1306 - lr 0.0500
2019-08-15 01:18:57,058 BAD EPOCHS (no improvement): 2
2019-08-15 01:18:57,058 ----------------------------------------------------------------------------------------------------
2019-08-15 01:18:57,252 epoch 66 - iter 0/2650 - loss 0.66244876
2019-08-15 01:19:44,635 epoch 66 - iter 265/2650 - loss 1.08784418
2019-08-15 01:20:32,082 epoch 66 - iter 530/2650 - loss 1.14690379
2019-08-15 01:21:18,411 epoch 66 - iter 795/2650 - loss 1.14492827
2019-08-15 01:22:05,429 epoch 66 - iter 1060/2650 - loss 1.14441834
2019-08-15 01:22:50,971 epoch 66 - iter 1325/2650 - loss 1.13649192
2019-08-15 01:23:36,434 epoch 66 - iter 1590/2650 - loss 1.14122513
2019-08-15 01:24:22,620 epoch 66 - iter 1855/2650 - loss 1.14812196
2019-08-15 01:25:09,637 epoch 66 - iter 2120/2650 - loss 1.14188969
2019-08-15 01:25:56,889 epoch 66 - iter 2385/2650 - loss 1.13964367
2019-08-15 01:26:43,729 ----------------------------------------------------------------------------------------------------
2019-08-15 01:26:43,729 EPOCH 66 done: loss 1.1392 - lr 0.0500
2019-08-15 01:26:43,729 BAD EPOCHS (no improvement): 3
2019-08-15 01:26:43,729 ----------------------------------------------------------------------------------------------------
2019-08-15 01:26:43,922 epoch 67 - iter 0/2650 - loss 1.11196280
2019-08-15 01:27:29,962 epoch 67 - iter 265/2650 - loss 1.10959856
2019-08-15 01:28:16,839 epoch 67 - iter 530/2650 - loss 1.13084254
2019-08-15 01:29:03,243 epoch 67 - iter 795/2650 - loss 1.11607450
2019-08-15 01:29:50,826 epoch 67 - iter 1060/2650 - loss 1.11834248
2019-08-15 01:30:38,425 epoch 67 - iter 1325/2650 - loss 1.11559751
2019-08-15 01:31:24,714 epoch 67 - iter 1590/2650 - loss 1.12541440
2019-08-15 01:32:10,868 epoch 67 - iter 1855/2650 - loss 1.12352136
2019-08-15 01:32:57,689 epoch 67 - iter 2120/2650 - loss 1.11841077
2019-08-15 01:33:44,076 epoch 67 - iter 2385/2650 - loss 1.13082473
2019-08-15 01:34:30,382 ----------------------------------------------------------------------------------------------------
2019-08-15 01:34:30,382 EPOCH 67 done: loss 1.1320 - lr 0.0500
2019-08-15 01:34:30,382 BAD EPOCHS (no improvement): 4
2019-08-15 01:34:30,382 ----------------------------------------------------------------------------------------------------
2019-08-15 01:34:30,655 epoch 68 - iter 0/2650 - loss 1.42244053
2019-08-15 01:35:16,938 epoch 68 - iter 265/2650 - loss 1.06391883
2019-08-15 01:36:03,868 epoch 68 - iter 530/2650 - loss 1.09671656
2019-08-15 01:36:49,624 epoch 68 - iter 795/2650 - loss 1.09131383
2019-08-15 01:37:35,732 epoch 68 - iter 1060/2650 - loss 1.08787418
2019-08-15 01:38:22,278 epoch 68 - iter 1325/2650 - loss 1.09301968
2019-08-15 01:39:09,560 epoch 68 - iter 1590/2650 - loss 1.10371669
2019-08-15 01:39:55,499 epoch 68 - iter 1855/2650 - loss 1.09533894
2019-08-15 01:40:41,459 epoch 68 - iter 2120/2650 - loss 1.09639715
2019-08-15 01:41:28,056 epoch 68 - iter 2385/2650 - loss 1.09225331
2019-08-15 01:42:13,741 ----------------------------------------------------------------------------------------------------
2019-08-15 01:42:13,742 EPOCH 68 done: loss 1.0932 - lr 0.0250
2019-08-15 01:42:13,742 BAD EPOCHS (no improvement): 0
2019-08-15 01:42:13,742 ----------------------------------------------------------------------------------------------------
2019-08-15 01:42:13,952 epoch 69 - iter 0/2650 - loss 1.16377246
2019-08-15 01:42:59,955 epoch 69 - iter 265/2650 - loss 1.08658829
2019-08-15 01:43:46,941 epoch 69 - iter 530/2650 - loss 1.08339041
2019-08-15 01:44:34,209 epoch 69 - iter 795/2650 - loss 1.08983078
2019-08-15 01:45:22,157 epoch 69 - iter 1060/2650 - loss 1.08563843
2019-08-15 01:46:08,974 epoch 69 - iter 1325/2650 - loss 1.10244200
2019-08-15 01:46:56,402 epoch 69 - iter 1590/2650 - loss 1.09963659
2019-08-15 01:47:43,737 epoch 69 - iter 1855/2650 - loss 1.09380390
2019-08-15 01:48:31,476 epoch 69 - iter 2120/2650 - loss 1.09115014
2019-08-15 01:49:18,193 epoch 69 - iter 2385/2650 - loss 1.09644083
2019-08-15 01:50:05,358 ----------------------------------------------------------------------------------------------------
2019-08-15 01:50:05,359 EPOCH 69 done: loss 1.0934 - lr 0.0250
2019-08-15 01:50:05,359 BAD EPOCHS (no improvement): 1
2019-08-15 01:50:05,359 ----------------------------------------------------------------------------------------------------
2019-08-15 01:50:05,567 epoch 70 - iter 0/2650 - loss 1.46633911
2019-08-15 01:50:52,994 epoch 70 - iter 265/2650 - loss 1.05359136
2019-08-15 01:51:39,810 epoch 70 - iter 530/2650 - loss 1.05199730
2019-08-15 01:52:26,712 epoch 70 - iter 795/2650 - loss 1.05463741
2019-08-15 01:53:14,667 epoch 70 - iter 1060/2650 - loss 1.05785351
2019-08-15 01:54:03,316 epoch 70 - iter 1325/2650 - loss 1.05921892
2019-08-15 01:54:50,908 epoch 70 - iter 1590/2650 - loss 1.06632562
2019-08-15 01:55:38,514 epoch 70 - iter 1855/2650 - loss 1.07201880
2019-08-15 01:56:26,298 epoch 70 - iter 2120/2650 - loss 1.07727267
2019-08-15 01:57:12,410 epoch 70 - iter 2385/2650 - loss 1.07631411
2019-08-15 01:57:59,752 ----------------------------------------------------------------------------------------------------
2019-08-15 01:57:59,752 EPOCH 70 done: loss 1.0767 - lr 0.0250
2019-08-15 01:57:59,752 BAD EPOCHS (no improvement): 0
2019-08-15 01:57:59,752 ----------------------------------------------------------------------------------------------------
2019-08-15 01:57:59,911 epoch 71 - iter 0/2650 - loss 0.61671120
2019-08-15 01:58:46,649 epoch 71 - iter 265/2650 - loss 1.07629707
2019-08-15 01:59:34,614 epoch 71 - iter 530/2650 - loss 1.08341941
2019-08-15 02:00:22,381 epoch 71 - iter 795/2650 - loss 1.08294665
2019-08-15 02:01:08,938 epoch 71 - iter 1060/2650 - loss 1.09487641
2019-08-15 02:01:56,396 epoch 71 - iter 1325/2650 - loss 1.09004721
2019-08-15 02:02:42,366 epoch 71 - iter 1590/2650 - loss 1.08407045
2019-08-15 02:03:28,764 epoch 71 - iter 1855/2650 - loss 1.08496946
2019-08-15 02:04:14,860 epoch 71 - iter 2120/2650 - loss 1.08161666
2019-08-15 02:05:01,253 epoch 71 - iter 2385/2650 - loss 1.08439988
2019-08-15 02:05:47,324 ----------------------------------------------------------------------------------------------------
2019-08-15 02:05:47,324 EPOCH 71 done: loss 1.0854 - lr 0.0250
2019-08-15 02:05:47,324 BAD EPOCHS (no improvement): 1
2019-08-15 02:05:47,324 ----------------------------------------------------------------------------------------------------
2019-08-15 02:05:47,492 epoch 72 - iter 0/2650 - loss 0.96010411
2019-08-15 02:06:32,419 epoch 72 - iter 265/2650 - loss 1.01281344
2019-08-15 02:07:19,049 epoch 72 - iter 530/2650 - loss 1.06080620
2019-08-15 02:08:06,164 epoch 72 - iter 795/2650 - loss 1.06492314
2019-08-15 02:08:52,640 epoch 72 - iter 1060/2650 - loss 1.06461169
2019-08-15 02:09:39,456 epoch 72 - iter 1325/2650 - loss 1.07161480
2019-08-15 02:10:26,596 epoch 72 - iter 1590/2650 - loss 1.08271547
2019-08-15 02:11:13,843 epoch 72 - iter 1855/2650 - loss 1.08419382
2019-08-15 02:11:59,900 epoch 72 - iter 2120/2650 - loss 1.08828683
2019-08-15 02:12:45,984 epoch 72 - iter 2385/2650 - loss 1.08582429
2019-08-15 02:13:32,039 ----------------------------------------------------------------------------------------------------
2019-08-15 02:13:32,039 EPOCH 72 done: loss 1.0840 - lr 0.0250
2019-08-15 02:13:32,039 BAD EPOCHS (no improvement): 2
2019-08-15 02:13:32,039 ----------------------------------------------------------------------------------------------------
2019-08-15 02:13:32,179 epoch 73 - iter 0/2650 - loss 1.32186699
2019-08-15 02:14:18,178 epoch 73 - iter 265/2650 - loss 1.07680530
2019-08-15 02:15:05,446 epoch 73 - iter 530/2650 - loss 1.07480065
2019-08-15 02:15:52,333 epoch 73 - iter 795/2650 - loss 1.07420136
2019-08-15 02:16:39,416 epoch 73 - iter 1060/2650 - loss 1.07941263
2019-08-15 02:17:26,984 epoch 73 - iter 1325/2650 - loss 1.08087083
2019-08-15 02:18:14,998 epoch 73 - iter 1590/2650 - loss 1.08879627
2019-08-15 02:19:02,068 epoch 73 - iter 1855/2650 - loss 1.09245162
2019-08-15 02:19:49,577 epoch 73 - iter 2120/2650 - loss 1.08973674
2019-08-15 02:20:37,143 epoch 73 - iter 2385/2650 - loss 1.09281255
2019-08-15 02:21:24,523 ----------------------------------------------------------------------------------------------------
2019-08-15 02:21:24,523 EPOCH 73 done: loss 1.0943 - lr 0.0250
2019-08-15 02:21:24,523 BAD EPOCHS (no improvement): 3
2019-08-15 02:21:24,523 ----------------------------------------------------------------------------------------------------
2019-08-15 02:21:24,661 epoch 74 - iter 0/2650 - loss 0.24742615
2019-08-15 02:22:11,392 epoch 74 - iter 265/2650 - loss 1.09131786
2019-08-15 02:22:58,528 epoch 74 - iter 530/2650 - loss 1.09933981
2019-08-15 02:23:45,809 epoch 74 - iter 795/2650 - loss 1.09100494
2019-08-15 02:24:33,827 epoch 74 - iter 1060/2650 - loss 1.08509712
2019-08-15 02:25:21,391 epoch 74 - iter 1325/2650 - loss 1.08115346
2019-08-15 02:26:07,477 epoch 74 - iter 1590/2650 - loss 1.07726906
2019-08-15 02:26:55,327 epoch 74 - iter 1855/2650 - loss 1.06958069
2019-08-15 02:27:41,410 epoch 74 - iter 2120/2650 - loss 1.07114150
2019-08-15 02:28:27,994 epoch 74 - iter 2385/2650 - loss 1.07109683
2019-08-15 02:29:13,905 ----------------------------------------------------------------------------------------------------
2019-08-15 02:29:13,906 EPOCH 74 done: loss 1.0741 - lr 0.0250
2019-08-15 02:29:13,906 BAD EPOCHS (no improvement): 0
2019-08-15 02:29:13,906 ----------------------------------------------------------------------------------------------------
2019-08-15 02:29:14,065 epoch 75 - iter 0/2650 - loss 0.44107726
2019-08-15 02:29:59,861 epoch 75 - iter 265/2650 - loss 1.07727588
2019-08-15 02:30:46,011 epoch 75 - iter 530/2650 - loss 1.06078846
2019-08-15 02:31:31,650 epoch 75 - iter 795/2650 - loss 1.07233812
2019-08-15 02:32:18,564 epoch 75 - iter 1060/2650 - loss 1.08108439
2019-08-15 02:33:04,003 epoch 75 - iter 1325/2650 - loss 1.07831446
2019-08-15 02:33:51,041 epoch 75 - iter 1590/2650 - loss 1.08227815
2019-08-15 02:34:37,458 epoch 75 - iter 1855/2650 - loss 1.07741034
2019-08-15 02:35:24,794 epoch 75 - iter 2120/2650 - loss 1.07411825
2019-08-15 02:36:12,080 epoch 75 - iter 2385/2650 - loss 1.08260251
2019-08-15 02:36:59,807 ----------------------------------------------------------------------------------------------------
2019-08-15 02:36:59,807 EPOCH 75 done: loss 1.0775 - lr 0.0250
2019-08-15 02:36:59,807 BAD EPOCHS (no improvement): 1
2019-08-15 02:36:59,807 ----------------------------------------------------------------------------------------------------
2019-08-15 02:36:59,955 epoch 76 - iter 0/2650 - loss 0.63586831
2019-08-15 02:37:46,767 epoch 76 - iter 265/2650 - loss 1.07600671
2019-08-15 02:38:33,001 epoch 76 - iter 530/2650 - loss 1.05388880
2019-08-15 02:39:18,378 epoch 76 - iter 795/2650 - loss 1.05121441
2019-08-15 02:40:04,164 epoch 76 - iter 1060/2650 - loss 1.06411784
2019-08-15 02:40:50,673 epoch 76 - iter 1325/2650 - loss 1.06889263
2019-08-15 02:41:38,369 epoch 76 - iter 1590/2650 - loss 1.06920137
2019-08-15 02:42:25,720 epoch 76 - iter 1855/2650 - loss 1.06971510
2019-08-15 02:43:12,174 epoch 76 - iter 2120/2650 - loss 1.07480329
2019-08-15 02:43:58,734 epoch 76 - iter 2385/2650 - loss 1.07397799
2019-08-15 02:44:45,222 ----------------------------------------------------------------------------------------------------
2019-08-15 02:44:45,223 EPOCH 76 done: loss 1.0724 - lr 0.0250
2019-08-15 02:44:45,223 BAD EPOCHS (no improvement): 0
2019-08-15 02:44:45,223 ----------------------------------------------------------------------------------------------------
2019-08-15 02:44:45,405 epoch 77 - iter 0/2650 - loss 1.56052637
2019-08-15 02:45:33,344 epoch 77 - iter 265/2650 - loss 1.04075063
2019-08-15 02:46:19,770 epoch 77 - iter 530/2650 - loss 1.06874426
2019-08-15 02:47:06,875 epoch 77 - iter 795/2650 - loss 1.05329965
2019-08-15 02:47:52,946 epoch 77 - iter 1060/2650 - loss 1.03993093
2019-08-15 02:48:38,834 epoch 77 - iter 1325/2650 - loss 1.03697286
2019-08-15 02:49:25,292 epoch 77 - iter 1590/2650 - loss 1.04863872
2019-08-15 02:50:10,753 epoch 77 - iter 1855/2650 - loss 1.05495098
2019-08-15 02:50:55,711 epoch 77 - iter 2120/2650 - loss 1.06086982
2019-08-15 02:51:41,432 epoch 77 - iter 2385/2650 - loss 1.06862906
2019-08-15 02:52:28,059 ----------------------------------------------------------------------------------------------------
2019-08-15 02:52:28,059 EPOCH 77 done: loss 1.0675 - lr 0.0250
2019-08-15 02:52:28,059 BAD EPOCHS (no improvement): 0
2019-08-15 02:52:28,060 ----------------------------------------------------------------------------------------------------
2019-08-15 02:52:28,206 epoch 78 - iter 0/2650 - loss 0.81664693
2019-08-15 02:53:14,832 epoch 78 - iter 265/2650 - loss 1.01763322
2019-08-15 02:54:00,553 epoch 78 - iter 530/2650 - loss 1.00921180
2019-08-15 02:54:47,008 epoch 78 - iter 795/2650 - loss 1.02157412
2019-08-15 02:55:33,041 epoch 78 - iter 1060/2650 - loss 1.03467007
2019-08-15 02:56:20,514 epoch 78 - iter 1325/2650 - loss 1.04282639
2019-08-15 02:57:06,141 epoch 78 - iter 1590/2650 - loss 1.05207091
2019-08-15 02:57:53,183 epoch 78 - iter 1855/2650 - loss 1.05672358
2019-08-15 02:58:40,363 epoch 78 - iter 2120/2650 - loss 1.06143695
2019-08-15 02:59:27,541 epoch 78 - iter 2385/2650 - loss 1.06027456
2019-08-15 03:00:14,471 ----------------------------------------------------------------------------------------------------
2019-08-15 03:00:14,471 EPOCH 78 done: loss 1.0628 - lr 0.0250
2019-08-15 03:00:14,471 BAD EPOCHS (no improvement): 0
2019-08-15 03:00:14,471 ----------------------------------------------------------------------------------------------------
2019-08-15 03:00:14,634 epoch 79 - iter 0/2650 - loss 0.66206360
2019-08-15 03:01:00,439 epoch 79 - iter 265/2650 - loss 1.07018930
2019-08-15 03:01:46,408 epoch 79 - iter 530/2650 - loss 1.04488000
2019-08-15 03:02:32,687 epoch 79 - iter 795/2650 - loss 1.04638747
2019-08-15 03:03:19,031 epoch 79 - iter 1060/2650 - loss 1.06367248
2019-08-15 03:04:05,273 epoch 79 - iter 1325/2650 - loss 1.06006916
2019-08-15 03:04:51,957 epoch 79 - iter 1590/2650 - loss 1.05969247
2019-08-15 03:05:38,220 epoch 79 - iter 1855/2650 - loss 1.06321342
2019-08-15 03:06:24,045 epoch 79 - iter 2120/2650 - loss 1.06207884
2019-08-15 03:07:09,922 epoch 79 - iter 2385/2650 - loss 1.06230744
2019-08-15 03:07:55,138 ----------------------------------------------------------------------------------------------------
2019-08-15 03:07:55,138 EPOCH 79 done: loss 1.0638 - lr 0.0250
2019-08-15 03:07:55,138 BAD EPOCHS (no improvement): 1
2019-08-15 03:07:55,139 ----------------------------------------------------------------------------------------------------
2019-08-15 03:07:55,277 epoch 80 - iter 0/2650 - loss 0.45642048
2019-08-15 03:08:40,993 epoch 80 - iter 265/2650 - loss 1.01328569
2019-08-15 03:09:27,088 epoch 80 - iter 530/2650 - loss 1.04312571
2019-08-15 03:10:13,077 epoch 80 - iter 795/2650 - loss 1.04420121
2019-08-15 03:10:58,568 epoch 80 - iter 1060/2650 - loss 1.04472734
2019-08-15 03:11:44,202 epoch 80 - iter 1325/2650 - loss 1.05821059
2019-08-15 03:12:29,822 epoch 80 - iter 1590/2650 - loss 1.05812392
2019-08-15 03:13:16,173 epoch 80 - iter 1855/2650 - loss 1.06418810
2019-08-15 03:14:02,261 epoch 80 - iter 2120/2650 - loss 1.06033055
2019-08-15 03:14:48,181 epoch 80 - iter 2385/2650 - loss 1.05743154
2019-08-15 03:15:34,409 ----------------------------------------------------------------------------------------------------
2019-08-15 03:15:34,409 EPOCH 80 done: loss 1.0551 - lr 0.0250
2019-08-15 03:15:34,409 BAD EPOCHS (no improvement): 0
2019-08-15 03:15:34,409 ----------------------------------------------------------------------------------------------------
2019-08-15 03:15:34,563 epoch 81 - iter 0/2650 - loss 0.49059701
2019-08-15 03:16:20,490 epoch 81 - iter 265/2650 - loss 1.03431694
2019-08-15 03:17:06,999 epoch 81 - iter 530/2650 - loss 1.03844553
2019-08-15 03:17:52,544 epoch 81 - iter 795/2650 - loss 1.05045586
2019-08-15 03:18:37,878 epoch 81 - iter 1060/2650 - loss 1.05330004
2019-08-15 03:19:24,425 epoch 81 - iter 1325/2650 - loss 1.06541960
2019-08-15 03:20:11,337 epoch 81 - iter 1590/2650 - loss 1.06611858
2019-08-15 03:20:57,628 epoch 81 - iter 1855/2650 - loss 1.06612168
2019-08-15 03:21:42,804 epoch 81 - iter 2120/2650 - loss 1.06328768
2019-08-15 03:22:28,776 epoch 81 - iter 2385/2650 - loss 1.06022234
2019-08-15 03:23:13,621 ----------------------------------------------------------------------------------------------------
2019-08-15 03:23:13,622 EPOCH 81 done: loss 1.0541 - lr 0.0250
2019-08-15 03:23:13,622 BAD EPOCHS (no improvement): 0
2019-08-15 03:23:13,622 ----------------------------------------------------------------------------------------------------
2019-08-15 03:23:13,765 epoch 82 - iter 0/2650 - loss 1.18208659
2019-08-15 03:23:59,861 epoch 82 - iter 265/2650 - loss 1.05607269
2019-08-15 03:24:46,635 epoch 82 - iter 530/2650 - loss 1.06871857
2019-08-15 03:25:32,802 epoch 82 - iter 795/2650 - loss 1.05191653
2019-08-15 03:26:17,874 epoch 82 - iter 1060/2650 - loss 1.05202497
2019-08-15 03:27:04,289 epoch 82 - iter 1325/2650 - loss 1.04966413
2019-08-15 03:27:50,486 epoch 82 - iter 1590/2650 - loss 1.05748632
2019-08-15 03:28:35,646 epoch 82 - iter 1855/2650 - loss 1.05574160
2019-08-15 03:29:21,397 epoch 82 - iter 2120/2650 - loss 1.05296806
2019-08-15 03:30:07,562 epoch 82 - iter 2385/2650 - loss 1.04530436
2019-08-15 03:30:54,108 ----------------------------------------------------------------------------------------------------
2019-08-15 03:30:54,108 EPOCH 82 done: loss 1.0486 - lr 0.0250
2019-08-15 03:30:54,108 BAD EPOCHS (no improvement): 0
2019-08-15 03:30:54,108 ----------------------------------------------------------------------------------------------------
2019-08-15 03:30:54,272 epoch 83 - iter 0/2650 - loss 0.46365499
2019-08-15 03:31:40,928 epoch 83 - iter 265/2650 - loss 1.03733723
2019-08-15 03:32:26,759 epoch 83 - iter 530/2650 - loss 1.05323447
2019-08-15 03:33:13,075 epoch 83 - iter 795/2650 - loss 1.04540145
2019-08-15 03:33:59,792 epoch 83 - iter 1060/2650 - loss 1.04169120
2019-08-15 03:34:45,741 epoch 83 - iter 1325/2650 - loss 1.04906724
2019-08-15 03:35:31,243 epoch 83 - iter 1590/2650 - loss 1.05221871
2019-08-15 03:36:17,322 epoch 83 - iter 1855/2650 - loss 1.05684149
2019-08-15 03:37:05,188 epoch 83 - iter 2120/2650 - loss 1.05539779
2019-08-15 03:37:53,101 epoch 83 - iter 2385/2650 - loss 1.05672281
2019-08-15 03:38:39,233 ----------------------------------------------------------------------------------------------------
2019-08-15 03:38:39,233 EPOCH 83 done: loss 1.0579 - lr 0.0250
2019-08-15 03:38:39,233 BAD EPOCHS (no improvement): 1
2019-08-15 03:38:39,234 ----------------------------------------------------------------------------------------------------
2019-08-15 03:38:39,400 epoch 84 - iter 0/2650 - loss 0.78022826
2019-08-15 03:39:27,433 epoch 84 - iter 265/2650 - loss 1.02584446
2019-08-15 03:40:15,335 epoch 84 - iter 530/2650 - loss 1.04565459
2019-08-15 03:41:01,958 epoch 84 - iter 795/2650 - loss 1.04140000
2019-08-15 03:41:48,970 epoch 84 - iter 1060/2650 - loss 1.03472188
2019-08-15 03:42:36,699 epoch 84 - iter 1325/2650 - loss 1.04278128
2019-08-15 03:43:24,452 epoch 84 - iter 1590/2650 - loss 1.04394940
2019-08-15 03:44:11,693 epoch 84 - iter 1855/2650 - loss 1.04840997
2019-08-15 03:44:57,665 epoch 84 - iter 2120/2650 - loss 1.05032300
2019-08-15 03:45:43,921 epoch 84 - iter 2385/2650 - loss 1.05038906
2019-08-15 03:46:29,866 ----------------------------------------------------------------------------------------------------
2019-08-15 03:46:29,866 EPOCH 84 done: loss 1.0509 - lr 0.0250
2019-08-15 03:46:29,866 BAD EPOCHS (no improvement): 2
2019-08-15 03:46:29,866 ----------------------------------------------------------------------------------------------------
2019-08-15 03:46:30,025 epoch 85 - iter 0/2650 - loss 0.74045980
2019-08-15 03:47:16,232 epoch 85 - iter 265/2650 - loss 1.03806902
2019-08-15 03:48:02,427 epoch 85 - iter 530/2650 - loss 1.04736389
2019-08-15 03:48:48,466 epoch 85 - iter 795/2650 - loss 1.03814817
2019-08-15 03:49:35,716 epoch 85 - iter 1060/2650 - loss 1.04559126
2019-08-15 03:50:23,779 epoch 85 - iter 1325/2650 - loss 1.04557116
2019-08-15 03:51:10,933 epoch 85 - iter 1590/2650 - loss 1.05055124
2019-08-15 03:51:57,960 epoch 85 - iter 1855/2650 - loss 1.04802903
2019-08-15 03:52:46,093 epoch 85 - iter 2120/2650 - loss 1.05105963
2019-08-15 03:53:34,119 epoch 85 - iter 2385/2650 - loss 1.04984152
2019-08-15 03:54:21,172 ----------------------------------------------------------------------------------------------------
2019-08-15 03:54:21,173 EPOCH 85 done: loss 1.0444 - lr 0.0250
2019-08-15 03:54:21,173 BAD EPOCHS (no improvement): 0
2019-08-15 03:54:21,173 ----------------------------------------------------------------------------------------------------
2019-08-15 03:54:21,425 epoch 86 - iter 0/2650 - loss 0.43987346
2019-08-15 03:55:09,558 epoch 86 - iter 265/2650 - loss 1.04889850
2019-08-15 03:55:57,190 epoch 86 - iter 530/2650 - loss 1.05274136
2019-08-15 03:56:45,304 epoch 86 - iter 795/2650 - loss 1.05435721
2019-08-15 03:57:33,326 epoch 86 - iter 1060/2650 - loss 1.05432996
2019-08-15 03:58:20,595 epoch 86 - iter 1325/2650 - loss 1.04618503
2019-08-15 03:59:07,701 epoch 86 - iter 1590/2650 - loss 1.04650831
2019-08-15 03:59:55,054 epoch 86 - iter 1855/2650 - loss 1.04221857
2019-08-15 04:00:42,872 epoch 86 - iter 2120/2650 - loss 1.04012705
2019-08-15 04:01:29,673 epoch 86 - iter 2385/2650 - loss 1.03518747
2019-08-15 04:02:17,417 ----------------------------------------------------------------------------------------------------
2019-08-15 04:02:17,417 EPOCH 86 done: loss 1.0367 - lr 0.0250
2019-08-15 04:02:17,417 BAD EPOCHS (no improvement): 0
2019-08-15 04:02:17,417 ----------------------------------------------------------------------------------------------------
2019-08-15 04:02:17,641 epoch 87 - iter 0/2650 - loss 1.42178106
2019-08-15 04:03:06,138 epoch 87 - iter 265/2650 - loss 1.03546917
2019-08-15 04:03:53,369 epoch 87 - iter 530/2650 - loss 1.06169985
2019-08-15 04:04:40,937 epoch 87 - iter 795/2650 - loss 1.05809178
2019-08-15 04:05:26,941 epoch 87 - iter 1060/2650 - loss 1.05416205
2019-08-15 04:06:12,375 epoch 87 - iter 1325/2650 - loss 1.04779537
2019-08-15 04:06:58,621 epoch 87 - iter 1590/2650 - loss 1.04465602
2019-08-15 04:07:44,398 epoch 87 - iter 1855/2650 - loss 1.04325790
2019-08-15 04:08:30,766 epoch 87 - iter 2120/2650 - loss 1.04205776
2019-08-15 04:09:18,954 epoch 87 - iter 2385/2650 - loss 1.04211839
2019-08-15 04:10:04,695 ----------------------------------------------------------------------------------------------------
2019-08-15 04:10:04,695 EPOCH 87 done: loss 1.0423 - lr 0.0250
2019-08-15 04:10:04,696 BAD EPOCHS (no improvement): 1
2019-08-15 04:10:04,696 ----------------------------------------------------------------------------------------------------
2019-08-15 04:10:04,867 epoch 88 - iter 0/2650 - loss 0.79933906
2019-08-15 04:10:51,904 epoch 88 - iter 265/2650 - loss 1.05334821
2019-08-15 04:11:38,621 epoch 88 - iter 530/2650 - loss 1.03951833
2019-08-15 04:12:25,860 epoch 88 - iter 795/2650 - loss 1.04182665
2019-08-15 04:13:12,796 epoch 88 - iter 1060/2650 - loss 1.04619925
2019-08-15 04:14:01,122 epoch 88 - iter 1325/2650 - loss 1.05239629
2019-08-15 04:14:47,872 epoch 88 - iter 1590/2650 - loss 1.05019680
2019-08-15 04:15:34,919 epoch 88 - iter 1855/2650 - loss 1.05066614
2019-08-15 04:16:21,619 epoch 88 - iter 2120/2650 - loss 1.05016025
2019-08-15 04:17:09,732 epoch 88 - iter 2385/2650 - loss 1.05340078
2019-08-15 04:17:57,793 ----------------------------------------------------------------------------------------------------
2019-08-15 04:17:57,793 EPOCH 88 done: loss 1.0532 - lr 0.0250
2019-08-15 04:17:57,793 BAD EPOCHS (no improvement): 2
2019-08-15 04:17:57,793 ----------------------------------------------------------------------------------------------------
2019-08-15 04:17:57,997 epoch 89 - iter 0/2650 - loss 0.83817673
2019-08-15 04:18:45,781 epoch 89 - iter 265/2650 - loss 0.99696324
2019-08-15 04:19:33,126 epoch 89 - iter 530/2650 - loss 1.02684129
2019-08-15 04:20:20,519 epoch 89 - iter 795/2650 - loss 1.03292976
2019-08-15 04:21:07,778 epoch 89 - iter 1060/2650 - loss 1.04638987
2019-08-15 04:21:55,119 epoch 89 - iter 1325/2650 - loss 1.04897926
2019-08-15 04:22:42,737 epoch 89 - iter 1590/2650 - loss 1.05409910
2019-08-15 04:23:30,120 epoch 89 - iter 1855/2650 - loss 1.05609435
2019-08-15 04:24:16,942 epoch 89 - iter 2120/2650 - loss 1.05320503
2019-08-15 04:25:04,052 epoch 89 - iter 2385/2650 - loss 1.05463504
2019-08-15 04:25:50,147 ----------------------------------------------------------------------------------------------------
2019-08-15 04:25:50,147 EPOCH 89 done: loss 1.0567 - lr 0.0250
2019-08-15 04:25:50,147 BAD EPOCHS (no improvement): 3
2019-08-15 04:25:50,148 ----------------------------------------------------------------------------------------------------
2019-08-15 04:25:50,314 epoch 90 - iter 0/2650 - loss 1.18015456
2019-08-15 04:26:37,375 epoch 90 - iter 265/2650 - loss 1.00133555
2019-08-15 04:27:23,957 epoch 90 - iter 530/2650 - loss 1.01725197
2019-08-15 04:28:10,947 epoch 90 - iter 795/2650 - loss 1.01794706
2019-08-15 04:28:58,701 epoch 90 - iter 1060/2650 - loss 1.02522970
2019-08-15 04:29:45,658 epoch 90 - iter 1325/2650 - loss 1.02715827
2019-08-15 04:30:33,110 epoch 90 - iter 1590/2650 - loss 1.03559411
2019-08-15 04:31:20,986 epoch 90 - iter 1855/2650 - loss 1.03166004
2019-08-15 04:32:07,244 epoch 90 - iter 2120/2650 - loss 1.02836792
2019-08-15 04:32:54,022 epoch 90 - iter 2385/2650 - loss 1.03163017
2019-08-15 04:33:41,137 ----------------------------------------------------------------------------------------------------
2019-08-15 04:33:41,137 EPOCH 90 done: loss 1.0386 - lr 0.0250
2019-08-15 04:33:41,137 BAD EPOCHS (no improvement): 4
2019-08-15 04:33:41,137 ----------------------------------------------------------------------------------------------------
2019-08-15 04:33:41,329 epoch 91 - iter 0/2650 - loss 1.77109969
2019-08-15 04:34:27,395 epoch 91 - iter 265/2650 - loss 1.06706861
2019-08-15 04:35:15,190 epoch 91 - iter 530/2650 - loss 1.05927085
2019-08-15 04:36:02,196 epoch 91 - iter 795/2650 - loss 1.06493555
2019-08-15 04:36:48,152 epoch 91 - iter 1060/2650 - loss 1.06168681
2019-08-15 04:37:35,151 epoch 91 - iter 1325/2650 - loss 1.05400704
2019-08-15 04:38:23,075 epoch 91 - iter 1590/2650 - loss 1.04600088
2019-08-15 04:39:10,544 epoch 91 - iter 1855/2650 - loss 1.04525147
2019-08-15 04:39:57,863 epoch 91 - iter 2120/2650 - loss 1.04444067
2019-08-15 04:40:45,142 epoch 91 - iter 2385/2650 - loss 1.04176218
2019-08-15 04:41:31,218 ----------------------------------------------------------------------------------------------------
2019-08-15 04:41:31,219 EPOCH 91 done: loss 1.0403 - lr 0.0125
2019-08-15 04:41:31,219 BAD EPOCHS (no improvement): 1
2019-08-15 04:41:31,219 ----------------------------------------------------------------------------------------------------
2019-08-15 04:41:31,379 epoch 92 - iter 0/2650 - loss 0.68882167
2019-08-15 04:42:17,925 epoch 92 - iter 265/2650 - loss 1.04769600
2019-08-15 04:43:05,091 epoch 92 - iter 530/2650 - loss 1.02784449
2019-08-15 04:43:52,382 epoch 92 - iter 795/2650 - loss 1.02636025
2019-08-15 04:44:38,634 epoch 92 - iter 1060/2650 - loss 1.02197142
2019-08-15 04:45:25,618 epoch 92 - iter 1325/2650 - loss 1.01980493
2019-08-15 04:46:11,582 epoch 92 - iter 1590/2650 - loss 1.01890623
2019-08-15 04:46:58,164 epoch 92 - iter 1855/2650 - loss 1.01998111
2019-08-15 04:47:43,747 epoch 92 - iter 2120/2650 - loss 1.02349537
2019-08-15 04:48:29,528 epoch 92 - iter 2385/2650 - loss 1.02328605
2019-08-15 04:49:15,345 ----------------------------------------------------------------------------------------------------
2019-08-15 04:49:15,345 EPOCH 92 done: loss 1.0200 - lr 0.0125
2019-08-15 04:49:15,345 BAD EPOCHS (no improvement): 0
2019-08-15 04:49:15,346 ----------------------------------------------------------------------------------------------------
2019-08-15 04:49:15,515 epoch 93 - iter 0/2650 - loss 0.86976731
2019-08-15 04:50:00,791 epoch 93 - iter 265/2650 - loss 1.05480506
2019-08-15 04:50:47,219 epoch 93 - iter 530/2650 - loss 1.05229831
2019-08-15 04:51:32,692 epoch 93 - iter 795/2650 - loss 1.02241998
2019-08-15 04:52:19,277 epoch 93 - iter 1060/2650 - loss 1.01283789
2019-08-15 04:53:05,811 epoch 93 - iter 1325/2650 - loss 1.01863975
2019-08-15 04:53:50,954 epoch 93 - iter 1590/2650 - loss 1.03564019
2019-08-15 04:54:37,668 epoch 93 - iter 1855/2650 - loss 1.03616235
2019-08-15 04:55:24,637 epoch 93 - iter 2120/2650 - loss 1.03988349
2019-08-15 04:56:11,393 epoch 93 - iter 2385/2650 - loss 1.03426211
2019-08-15 04:56:57,406 ----------------------------------------------------------------------------------------------------
2019-08-15 04:56:57,406 EPOCH 93 done: loss 1.0333 - lr 0.0125
2019-08-15 04:56:57,406 BAD EPOCHS (no improvement): 1
2019-08-15 04:56:57,407 ----------------------------------------------------------------------------------------------------
2019-08-15 04:56:57,598 epoch 94 - iter 0/2650 - loss 1.87652147
2019-08-15 04:57:43,390 epoch 94 - iter 265/2650 - loss 1.03663148
2019-08-15 04:58:29,475 epoch 94 - iter 530/2650 - loss 1.03218195
2019-08-15 04:59:16,634 epoch 94 - iter 795/2650 - loss 1.03085488
2019-08-15 05:00:03,441 epoch 94 - iter 1060/2650 - loss 1.04188711
2019-08-15 05:00:49,125 epoch 94 - iter 1325/2650 - loss 1.02965823
2019-08-15 05:01:34,748 epoch 94 - iter 1590/2650 - loss 1.02323524
2019-08-15 05:02:21,683 epoch 94 - iter 1855/2650 - loss 1.02228041
2019-08-15 05:03:09,433 epoch 94 - iter 2120/2650 - loss 1.01949698
2019-08-15 05:03:56,993 epoch 94 - iter 2385/2650 - loss 1.02414495
2019-08-15 05:04:44,129 ----------------------------------------------------------------------------------------------------
2019-08-15 05:04:44,129 EPOCH 94 done: loss 1.0236 - lr 0.0125
2019-08-15 05:04:44,129 BAD EPOCHS (no improvement): 2
2019-08-15 05:04:44,130 ----------------------------------------------------------------------------------------------------
2019-08-15 05:04:44,321 epoch 95 - iter 0/2650 - loss 1.37688768
2019-08-15 05:05:30,759 epoch 95 - iter 265/2650 - loss 1.02810807
2019-08-15 05:06:17,573 epoch 95 - iter 530/2650 - loss 1.02529573
2019-08-15 05:07:06,134 epoch 95 - iter 795/2650 - loss 1.04839916
2019-08-15 05:07:55,085 epoch 95 - iter 1060/2650 - loss 1.04414786
2019-08-15 05:08:42,452 epoch 95 - iter 1325/2650 - loss 1.03811479
2019-08-15 05:09:29,791 epoch 95 - iter 1590/2650 - loss 1.03448845
2019-08-15 05:10:16,427 epoch 95 - iter 1855/2650 - loss 1.03590002
2019-08-15 05:11:03,947 epoch 95 - iter 2120/2650 - loss 1.03014363
2019-08-15 05:11:51,870 epoch 95 - iter 2385/2650 - loss 1.02993374
2019-08-15 05:12:38,473 ----------------------------------------------------------------------------------------------------
2019-08-15 05:12:38,473 EPOCH 95 done: loss 1.0309 - lr 0.0125
2019-08-15 05:12:38,473 BAD EPOCHS (no improvement): 3
2019-08-15 05:12:38,473 ----------------------------------------------------------------------------------------------------
2019-08-15 05:12:38,737 epoch 96 - iter 0/2650 - loss 1.05045056
2019-08-15 05:13:26,805 epoch 96 - iter 265/2650 - loss 1.05194323
2019-08-15 05:14:13,990 epoch 96 - iter 530/2650 - loss 1.02103557
2019-08-15 05:15:01,993 epoch 96 - iter 795/2650 - loss 1.04283983
2019-08-15 05:15:50,555 epoch 96 - iter 1060/2650 - loss 1.04327147
2019-08-15 05:16:37,473 epoch 96 - iter 1325/2650 - loss 1.02975745
2019-08-15 05:17:25,429 epoch 96 - iter 1590/2650 - loss 1.03197314
2019-08-15 05:18:11,685 epoch 96 - iter 1855/2650 - loss 1.02839309
2019-08-15 05:18:58,733 epoch 96 - iter 2120/2650 - loss 1.03098126
2019-08-15 05:19:45,844 epoch 96 - iter 2385/2650 - loss 1.03137205
2019-08-15 05:20:33,271 ----------------------------------------------------------------------------------------------------
2019-08-15 05:20:33,271 EPOCH 96 done: loss 1.0303 - lr 0.0125
2019-08-15 05:20:33,271 BAD EPOCHS (no improvement): 4
2019-08-15 05:20:33,271 ----------------------------------------------------------------------------------------------------
2019-08-15 05:20:33,477 epoch 97 - iter 0/2650 - loss 0.96177399
2019-08-15 05:21:19,934 epoch 97 - iter 265/2650 - loss 1.05273143
2019-08-15 05:22:06,092 epoch 97 - iter 530/2650 - loss 1.03897780
2019-08-15 05:22:52,977 epoch 97 - iter 795/2650 - loss 1.05392248
2019-08-15 05:23:41,226 epoch 97 - iter 1060/2650 - loss 1.05273648
2019-08-15 05:24:29,113 epoch 97 - iter 1325/2650 - loss 1.05240857
2019-08-15 05:25:17,896 epoch 97 - iter 1590/2650 - loss 1.05050021
2019-08-15 05:26:04,873 epoch 97 - iter 1855/2650 - loss 1.04012981
2019-08-15 05:26:52,028 epoch 97 - iter 2120/2650 - loss 1.03731845
2019-08-15 05:27:41,220 epoch 97 - iter 2385/2650 - loss 1.03894366
2019-08-15 05:28:29,140 ----------------------------------------------------------------------------------------------------
2019-08-15 05:28:29,141 EPOCH 97 done: loss 1.0327 - lr 0.0063
2019-08-15 05:28:29,141 BAD EPOCHS (no improvement): 1
2019-08-15 05:28:29,141 ----------------------------------------------------------------------------------------------------
2019-08-15 05:28:29,304 epoch 98 - iter 0/2650 - loss 0.53769344
2019-08-15 05:29:16,914 epoch 98 - iter 265/2650 - loss 1.04748883
2019-08-15 05:30:04,890 epoch 98 - iter 530/2650 - loss 1.01163791
2019-08-15 05:30:52,281 epoch 98 - iter 795/2650 - loss 1.01136765
2019-08-15 05:31:39,725 epoch 98 - iter 1060/2650 - loss 1.01501314
2019-08-15 05:32:27,306 epoch 98 - iter 1325/2650 - loss 1.00852342
2019-08-15 05:33:13,893 epoch 98 - iter 1590/2650 - loss 1.01453435
2019-08-15 05:34:01,415 epoch 98 - iter 1855/2650 - loss 1.01004902
2019-08-15 05:34:49,269 epoch 98 - iter 2120/2650 - loss 1.01216162
2019-08-15 05:35:36,387 epoch 98 - iter 2385/2650 - loss 1.01298179
2019-08-15 05:36:24,038 ----------------------------------------------------------------------------------------------------
2019-08-15 05:36:24,038 EPOCH 98 done: loss 1.0145 - lr 0.0063
2019-08-15 05:36:24,038 BAD EPOCHS (no improvement): 0
2019-08-15 05:36:24,039 ----------------------------------------------------------------------------------------------------
2019-08-15 05:36:24,199 epoch 99 - iter 0/2650 - loss 0.90740275
2019-08-15 05:37:11,359 epoch 99 - iter 265/2650 - loss 0.97570311
2019-08-15 05:37:59,462 epoch 99 - iter 530/2650 - loss 1.00996804
2019-08-15 05:38:45,698 epoch 99 - iter 795/2650 - loss 0.99421890
2019-08-15 05:39:33,177 epoch 99 - iter 1060/2650 - loss 1.00127604
2019-08-15 05:40:20,590 epoch 99 - iter 1325/2650 - loss 1.01493254
2019-08-15 05:41:07,615 epoch 99 - iter 1590/2650 - loss 1.00481645
2019-08-15 05:41:56,081 epoch 99 - iter 1855/2650 - loss 1.00922251
2019-08-15 05:42:43,708 epoch 99 - iter 2120/2650 - loss 1.00956637
2019-08-15 05:43:30,652 epoch 99 - iter 2385/2650 - loss 1.01024066
2019-08-15 05:44:18,751 ----------------------------------------------------------------------------------------------------
2019-08-15 05:44:18,752 EPOCH 99 done: loss 1.0040 - lr 0.0063
2019-08-15 05:44:18,752 BAD EPOCHS (no improvement): 0
2019-08-15 05:44:18,752 ----------------------------------------------------------------------------------------------------
2019-08-15 05:44:18,920 epoch 100 - iter 0/2650 - loss 1.36764574
2019-08-15 05:45:06,233 epoch 100 - iter 265/2650 - loss 0.98714410
2019-08-15 05:45:53,872 epoch 100 - iter 530/2650 - loss 1.02113539
2019-08-15 05:46:41,059 epoch 100 - iter 795/2650 - loss 1.01287358
2019-08-15 05:47:28,469 epoch 100 - iter 1060/2650 - loss 1.01382383
2019-08-15 05:48:16,655 epoch 100 - iter 1325/2650 - loss 1.00612952
2019-08-15 05:49:04,471 epoch 100 - iter 1590/2650 - loss 1.00480587
2019-08-15 05:49:52,361 epoch 100 - iter 1855/2650 - loss 1.00925678
2019-08-15 05:50:40,732 epoch 100 - iter 2120/2650 - loss 1.00670043
2019-08-15 05:51:27,993 epoch 100 - iter 2385/2650 - loss 1.00723446
2019-08-15 05:52:14,748 ----------------------------------------------------------------------------------------------------
2019-08-15 05:52:14,748 EPOCH 100 done: loss 1.0066 - lr 0.0063
2019-08-15 05:52:14,748 BAD EPOCHS (no improvement): 1
2019-08-15 05:52:14,748 ----------------------------------------------------------------------------------------------------
2019-08-15 05:52:15,041 epoch 101 - iter 0/2650 - loss 0.84115243
2019-08-15 05:53:02,671 epoch 101 - iter 265/2650 - loss 1.00124692
2019-08-15 05:53:49,494 epoch 101 - iter 530/2650 - loss 0.97349225
2019-08-15 05:54:35,928 epoch 101 - iter 795/2650 - loss 0.99173901
2019-08-15 05:55:21,845 epoch 101 - iter 1060/2650 - loss 0.98680648
2019-08-15 05:56:08,547 epoch 101 - iter 1325/2650 - loss 0.98091920
2019-08-15 05:56:54,869 epoch 101 - iter 1590/2650 - loss 0.98627575
2019-08-15 05:57:40,703 epoch 101 - iter 1855/2650 - loss 0.99430402
2019-08-15 05:58:27,068 epoch 101 - iter 2120/2650 - loss 1.00129527
2019-08-15 05:59:14,169 epoch 101 - iter 2385/2650 - loss 1.00889583
2019-08-15 06:00:01,610 ----------------------------------------------------------------------------------------------------
2019-08-15 06:00:01,610 EPOCH 101 done: loss 1.0042 - lr 0.0063
2019-08-15 06:00:01,610 BAD EPOCHS (no improvement): 2
2019-08-15 06:00:01,611 ----------------------------------------------------------------------------------------------------
2019-08-15 06:00:01,776 epoch 102 - iter 0/2650 - loss 0.43696135
2019-08-15 06:00:48,706 epoch 102 - iter 265/2650 - loss 1.03841131
2019-08-15 06:01:35,459 epoch 102 - iter 530/2650 - loss 1.03312356
2019-08-15 06:02:22,059 epoch 102 - iter 795/2650 - loss 1.03884824
2019-08-15 06:03:07,851 epoch 102 - iter 1060/2650 - loss 1.03667679
2019-08-15 06:03:54,705 epoch 102 - iter 1325/2650 - loss 1.03040250
2019-08-15 06:04:40,244 epoch 102 - iter 1590/2650 - loss 1.02118873
2019-08-15 06:05:27,016 epoch 102 - iter 1855/2650 - loss 1.02539820
2019-08-15 06:06:12,982 epoch 102 - iter 2120/2650 - loss 1.02520433
2019-08-15 06:06:59,296 epoch 102 - iter 2385/2650 - loss 1.02115833
2019-08-15 06:07:45,477 ----------------------------------------------------------------------------------------------------
2019-08-15 06:07:45,477 EPOCH 102 done: loss 1.0222 - lr 0.0063
2019-08-15 06:07:45,477 BAD EPOCHS (no improvement): 3
2019-08-15 06:07:45,477 ----------------------------------------------------------------------------------------------------
2019-08-15 06:07:45,623 epoch 103 - iter 0/2650 - loss 1.59544849
2019-08-15 06:08:31,215 epoch 103 - iter 265/2650 - loss 0.98886591
2019-08-15 06:09:17,465 epoch 103 - iter 530/2650 - loss 1.01276120
2019-08-15 06:10:02,878 epoch 103 - iter 795/2650 - loss 1.01029413
2019-08-15 06:10:48,531 epoch 103 - iter 1060/2650 - loss 1.00120581
2019-08-15 06:11:34,719 epoch 103 - iter 1325/2650 - loss 0.99901621
2019-08-15 06:12:20,806 epoch 103 - iter 1590/2650 - loss 1.00247466
2019-08-15 06:13:06,968 epoch 103 - iter 1855/2650 - loss 1.00570122
2019-08-15 06:13:53,141 epoch 103 - iter 2120/2650 - loss 1.00673066
2019-08-15 06:14:40,161 epoch 103 - iter 2385/2650 - loss 1.01023228
2019-08-15 06:15:28,235 ----------------------------------------------------------------------------------------------------
2019-08-15 06:15:28,236 EPOCH 103 done: loss 1.0172 - lr 0.0063
2019-08-15 06:15:28,236 BAD EPOCHS (no improvement): 4
2019-08-15 06:15:28,236 ----------------------------------------------------------------------------------------------------
2019-08-15 06:15:28,419 epoch 104 - iter 0/2650 - loss 1.44052291
2019-08-15 06:16:15,575 epoch 104 - iter 265/2650 - loss 0.96066845
2019-08-15 06:17:02,438 epoch 104 - iter 530/2650 - loss 1.00763431
2019-08-15 06:17:49,179 epoch 104 - iter 795/2650 - loss 1.00257566
2019-08-15 06:18:35,494 epoch 104 - iter 1060/2650 - loss 1.00598124
2019-08-15 06:19:21,182 epoch 104 - iter 1325/2650 - loss 1.01140500
2019-08-15 06:20:06,530 epoch 104 - iter 1590/2650 - loss 1.01038973
2019-08-15 06:20:52,577 epoch 104 - iter 1855/2650 - loss 1.01205027
2019-08-15 06:21:37,942 epoch 104 - iter 2120/2650 - loss 1.00616451
2019-08-15 06:22:23,830 epoch 104 - iter 2385/2650 - loss 1.00656345
2019-08-15 06:23:10,068 ----------------------------------------------------------------------------------------------------
2019-08-15 06:23:10,068 EPOCH 104 done: loss 1.0051 - lr 0.0031
2019-08-15 06:23:10,068 BAD EPOCHS (no improvement): 1
2019-08-15 06:23:10,068 ----------------------------------------------------------------------------------------------------
2019-08-15 06:23:10,247 epoch 105 - iter 0/2650 - loss 1.37693155
2019-08-15 06:23:55,941 epoch 105 - iter 265/2650 - loss 0.98108800
2019-08-15 06:24:42,527 epoch 105 - iter 530/2650 - loss 0.98755261
2019-08-15 06:25:29,151 epoch 105 - iter 795/2650 - loss 0.99046043
2019-08-15 06:26:16,830 epoch 105 - iter 1060/2650 - loss 0.99729009
2019-08-15 06:27:02,995 epoch 105 - iter 1325/2650 - loss 0.99094188
2019-08-15 06:27:48,278 epoch 105 - iter 1590/2650 - loss 0.98102596
2019-08-15 06:28:34,630 epoch 105 - iter 1855/2650 - loss 0.99332820
2019-08-15 06:29:20,638 epoch 105 - iter 2120/2650 - loss 0.98510810
2019-08-15 06:30:07,911 epoch 105 - iter 2385/2650 - loss 0.99026881
2019-08-15 06:30:52,712 ----------------------------------------------------------------------------------------------------
2019-08-15 06:30:52,712 EPOCH 105 done: loss 0.9895 - lr 0.0031
2019-08-15 06:30:52,712 BAD EPOCHS (no improvement): 0
2019-08-15 06:30:52,712 ----------------------------------------------------------------------------------------------------
2019-08-15 06:30:52,910 epoch 106 - iter 0/2650 - loss 0.92489868
2019-08-15 06:31:38,931 epoch 106 - iter 265/2650 - loss 1.02321804
2019-08-15 06:32:25,603 epoch 106 - iter 530/2650 - loss 1.01295404
2019-08-15 06:33:11,963 epoch 106 - iter 795/2650 - loss 1.01908721
2019-08-15 06:33:58,128 epoch 106 - iter 1060/2650 - loss 1.00510744
2019-08-15 06:34:45,179 epoch 106 - iter 1325/2650 - loss 1.00289622
2019-08-15 06:35:31,735 epoch 106 - iter 1590/2650 - loss 1.00140169
2019-08-15 06:36:17,316 epoch 106 - iter 1855/2650 - loss 0.99544575
2019-08-15 06:37:03,093 epoch 106 - iter 2120/2650 - loss 0.99773532
2019-08-15 06:37:48,679 epoch 106 - iter 2385/2650 - loss 0.99850692
2019-08-15 06:38:35,454 ----------------------------------------------------------------------------------------------------
2019-08-15 06:38:35,455 EPOCH 106 done: loss 0.9949 - lr 0.0031
2019-08-15 06:38:35,455 BAD EPOCHS (no improvement): 1
2019-08-15 06:38:35,455 ----------------------------------------------------------------------------------------------------
2019-08-15 06:38:35,623 epoch 107 - iter 0/2650 - loss 0.97920275
2019-08-15 06:39:21,872 epoch 107 - iter 265/2650 - loss 0.95223629
2019-08-15 06:40:07,656 epoch 107 - iter 530/2650 - loss 0.98775625
2019-08-15 06:40:53,398 epoch 107 - iter 795/2650 - loss 1.00067555
2019-08-15 06:41:39,720 epoch 107 - iter 1060/2650 - loss 1.00614068
2019-08-15 06:42:26,180 epoch 107 - iter 1325/2650 - loss 1.00872306
2019-08-15 06:43:12,349 epoch 107 - iter 1590/2650 - loss 1.00934913
2019-08-15 06:43:59,153 epoch 107 - iter 1855/2650 - loss 1.00593047
2019-08-15 06:44:46,791 epoch 107 - iter 2120/2650 - loss 1.00385867
2019-08-15 06:45:33,878 epoch 107 - iter 2385/2650 - loss 1.00449827
2019-08-15 06:46:21,957 ----------------------------------------------------------------------------------------------------
2019-08-15 06:46:21,957 EPOCH 107 done: loss 1.0100 - lr 0.0031
2019-08-15 06:46:21,957 BAD EPOCHS (no improvement): 2
2019-08-15 06:46:21,957 ----------------------------------------------------------------------------------------------------
2019-08-15 06:46:22,109 epoch 108 - iter 0/2650 - loss 0.77697062
2019-08-15 06:47:08,661 epoch 108 - iter 265/2650 - loss 1.03416626
2019-08-15 06:47:55,799 epoch 108 - iter 530/2650 - loss 1.01424754
2019-08-15 06:48:43,116 epoch 108 - iter 795/2650 - loss 1.01442001
2019-08-15 06:49:31,648 epoch 108 - iter 1060/2650 - loss 1.00415665
2019-08-15 06:50:19,391 epoch 108 - iter 1325/2650 - loss 0.99965891
2019-08-15 06:51:07,206 epoch 108 - iter 1590/2650 - loss 0.99945565
2019-08-15 06:51:54,810 epoch 108 - iter 1855/2650 - loss 1.00505892
2019-08-15 06:52:41,735 epoch 108 - iter 2120/2650 - loss 1.01201977
2019-08-15 06:53:30,652 epoch 108 - iter 2385/2650 - loss 1.01387827
2019-08-15 06:54:17,256 ----------------------------------------------------------------------------------------------------
2019-08-15 06:54:17,256 EPOCH 108 done: loss 1.0111 - lr 0.0031
2019-08-15 06:54:17,256 BAD EPOCHS (no improvement): 3
2019-08-15 06:54:17,257 ----------------------------------------------------------------------------------------------------
2019-08-15 06:54:17,429 epoch 109 - iter 0/2650 - loss 1.73721576
2019-08-15 06:55:04,176 epoch 109 - iter 265/2650 - loss 1.04764451
2019-08-15 06:55:52,350 epoch 109 - iter 530/2650 - loss 1.00543469
2019-08-15 06:56:39,401 epoch 109 - iter 795/2650 - loss 1.00652408
2019-08-15 06:57:26,911 epoch 109 - iter 1060/2650 - loss 0.99519519
2019-08-15 06:58:14,696 epoch 109 - iter 1325/2650 - loss 0.98952422
2019-08-15 06:59:01,255 epoch 109 - iter 1590/2650 - loss 0.97608702
2019-08-15 06:59:48,539 epoch 109 - iter 1855/2650 - loss 0.98365538
2019-08-15 07:00:36,083 epoch 109 - iter 2120/2650 - loss 0.98214895
2019-08-15 07:01:21,440 epoch 109 - iter 2385/2650 - loss 0.98332693
2019-08-15 07:02:09,372 ----------------------------------------------------------------------------------------------------
2019-08-15 07:02:09,372 EPOCH 109 done: loss 0.9901 - lr 0.0031
2019-08-15 07:02:09,372 BAD EPOCHS (no improvement): 4
2019-08-15 07:02:09,372 ----------------------------------------------------------------------------------------------------
2019-08-15 07:02:09,540 epoch 110 - iter 0/2650 - loss 2.70388508
2019-08-15 07:02:56,044 epoch 110 - iter 265/2650 - loss 1.02468524
2019-08-15 07:03:41,981 epoch 110 - iter 530/2650 - loss 1.01564005
2019-08-15 07:04:27,764 epoch 110 - iter 795/2650 - loss 1.00716029
2019-08-15 07:05:13,703 epoch 110 - iter 1060/2650 - loss 1.00937334
2019-08-15 07:06:00,092 epoch 110 - iter 1325/2650 - loss 1.01308388
2019-08-15 07:06:47,114 epoch 110 - iter 1590/2650 - loss 1.00273310
2019-08-15 07:07:32,954 epoch 110 - iter 1855/2650 - loss 1.00223834
2019-08-15 07:08:18,861 epoch 110 - iter 2120/2650 - loss 1.00126387
2019-08-15 07:09:06,891 epoch 110 - iter 2385/2650 - loss 0.99715189
2019-08-15 07:09:53,285 ----------------------------------------------------------------------------------------------------
2019-08-15 07:09:53,285 EPOCH 110 done: loss 0.9966 - lr 0.0016
2019-08-15 07:09:53,285 BAD EPOCHS (no improvement): 1
2019-08-15 07:09:53,285 ----------------------------------------------------------------------------------------------------
2019-08-15 07:09:53,427 epoch 111 - iter 0/2650 - loss 0.65635145
2019-08-15 07:10:40,849 epoch 111 - iter 265/2650 - loss 0.97974330
2019-08-15 07:11:27,989 epoch 111 - iter 530/2650 - loss 0.98950282
2019-08-15 07:12:15,204 epoch 111 - iter 795/2650 - loss 0.98834830
2019-08-15 07:13:02,361 epoch 111 - iter 1060/2650 - loss 0.98709030
2019-08-15 07:13:48,789 epoch 111 - iter 1325/2650 - loss 0.98652098
2019-08-15 07:14:34,923 epoch 111 - iter 1590/2650 - loss 0.98191825
2019-08-15 07:15:22,579 epoch 111 - iter 1855/2650 - loss 0.99051981
2019-08-15 07:16:07,462 epoch 111 - iter 2120/2650 - loss 0.98665783
2019-08-15 07:16:53,827 epoch 111 - iter 2385/2650 - loss 0.98770345
2019-08-15 07:17:39,555 ----------------------------------------------------------------------------------------------------
2019-08-15 07:17:39,556 EPOCH 111 done: loss 0.9881 - lr 0.0016
2019-08-15 07:17:39,556 BAD EPOCHS (no improvement): 0
2019-08-15 07:17:39,556 ----------------------------------------------------------------------------------------------------
2019-08-15 07:17:39,716 epoch 112 - iter 0/2650 - loss 0.55784595
2019-08-15 07:18:26,135 epoch 112 - iter 265/2650 - loss 1.02736024
2019-08-15 07:19:11,713 epoch 112 - iter 530/2650 - loss 1.00082622
2019-08-15 07:19:57,632 epoch 112 - iter 795/2650 - loss 0.98736197
2019-08-15 07:20:42,768 epoch 112 - iter 1060/2650 - loss 0.98335304
2019-08-15 07:21:28,584 epoch 112 - iter 1325/2650 - loss 0.99450459
2019-08-15 07:22:17,566 epoch 112 - iter 1590/2650 - loss 0.99860480
2019-08-15 07:23:05,277 epoch 112 - iter 1855/2650 - loss 1.00024508
2019-08-15 07:23:52,895 epoch 112 - iter 2120/2650 - loss 1.00195996
2019-08-15 07:24:39,947 epoch 112 - iter 2385/2650 - loss 1.00295447
2019-08-15 07:25:26,649 ----------------------------------------------------------------------------------------------------
2019-08-15 07:25:26,650 EPOCH 112 done: loss 1.0027 - lr 0.0016
2019-08-15 07:25:26,650 BAD EPOCHS (no improvement): 1
2019-08-15 07:25:26,650 ----------------------------------------------------------------------------------------------------
2019-08-15 07:25:26,810 epoch 113 - iter 0/2650 - loss 0.62352592
2019-08-15 07:26:15,054 epoch 113 - iter 265/2650 - loss 1.00317512
2019-08-15 07:27:01,291 epoch 113 - iter 530/2650 - loss 0.99642981
2019-08-15 07:27:49,140 epoch 113 - iter 795/2650 - loss 0.97810867
2019-08-15 07:28:36,889 epoch 113 - iter 1060/2650 - loss 0.98810739
2019-08-15 07:29:24,182 epoch 113 - iter 1325/2650 - loss 0.99084043
2019-08-15 07:30:10,307 epoch 113 - iter 1590/2650 - loss 0.99945994
2019-08-15 07:30:58,136 epoch 113 - iter 1855/2650 - loss 1.00222841
2019-08-15 07:31:45,199 epoch 113 - iter 2120/2650 - loss 1.00726169
2019-08-15 07:32:31,421 epoch 113 - iter 2385/2650 - loss 1.00789945
2019-08-15 07:33:17,729 ----------------------------------------------------------------------------------------------------
2019-08-15 07:33:17,730 EPOCH 113 done: loss 1.0076 - lr 0.0016
2019-08-15 07:33:17,730 BAD EPOCHS (no improvement): 2
2019-08-15 07:33:17,730 ----------------------------------------------------------------------------------------------------
2019-08-15 07:33:17,949 epoch 114 - iter 0/2650 - loss 0.94223344
2019-08-15 07:34:03,906 epoch 114 - iter 265/2650 - loss 0.97205639
2019-08-15 07:34:49,855 epoch 114 - iter 530/2650 - loss 0.99038849
2019-08-15 07:35:36,309 epoch 114 - iter 795/2650 - loss 1.00394484
2019-08-15 07:36:22,600 epoch 114 - iter 1060/2650 - loss 1.00340995
2019-08-15 07:37:08,252 epoch 114 - iter 1325/2650 - loss 1.00323681
2019-08-15 07:37:55,436 epoch 114 - iter 1590/2650 - loss 1.00151806
2019-08-15 07:38:41,784 epoch 114 - iter 1855/2650 - loss 0.99715983
2019-08-15 07:39:27,648 epoch 114 - iter 2120/2650 - loss 0.99599260
2019-08-15 07:40:14,790 epoch 114 - iter 2385/2650 - loss 0.99815559
2019-08-15 07:40:59,409 ----------------------------------------------------------------------------------------------------
2019-08-15 07:40:59,409 EPOCH 114 done: loss 0.9934 - lr 0.0016
2019-08-15 07:40:59,409 BAD EPOCHS (no improvement): 3
2019-08-15 07:40:59,409 ----------------------------------------------------------------------------------------------------
2019-08-15 07:40:59,589 epoch 115 - iter 0/2650 - loss 0.70115876
2019-08-15 07:41:46,203 epoch 115 - iter 265/2650 - loss 1.04997524
2019-08-15 07:42:32,197 epoch 115 - iter 530/2650 - loss 1.02031503
2019-08-15 07:43:20,324 epoch 115 - iter 795/2650 - loss 1.01268036
2019-08-15 07:44:07,013 epoch 115 - iter 1060/2650 - loss 1.00066343
2019-08-15 07:44:54,912 epoch 115 - iter 1325/2650 - loss 0.99914127
2019-08-15 07:45:41,718 epoch 115 - iter 1590/2650 - loss 0.99295641
2019-08-15 07:46:29,151 epoch 115 - iter 1855/2650 - loss 0.99335246
2019-08-15 07:47:14,956 epoch 115 - iter 2120/2650 - loss 0.99224146
2019-08-15 07:48:01,378 epoch 115 - iter 2385/2650 - loss 0.99384892
2019-08-15 07:48:47,192 ----------------------------------------------------------------------------------------------------
2019-08-15 07:48:47,192 EPOCH 115 done: loss 0.9909 - lr 0.0016
2019-08-15 07:48:47,192 BAD EPOCHS (no improvement): 4
2019-08-15 07:48:47,192 ----------------------------------------------------------------------------------------------------
2019-08-15 07:48:47,352 epoch 116 - iter 0/2650 - loss 1.27967620
2019-08-15 07:49:33,959 epoch 116 - iter 265/2650 - loss 0.99974213
2019-08-15 07:50:19,393 epoch 116 - iter 530/2650 - loss 0.98579186
2019-08-15 07:51:05,517 epoch 116 - iter 795/2650 - loss 0.98122012
2019-08-15 07:51:52,097 epoch 116 - iter 1060/2650 - loss 0.98707589
2019-08-15 07:52:38,510 epoch 116 - iter 1325/2650 - loss 0.99234436
2019-08-15 07:53:24,992 epoch 116 - iter 1590/2650 - loss 0.99046854
2019-08-15 07:54:12,345 epoch 116 - iter 1855/2650 - loss 0.98676218
2019-08-15 07:54:59,094 epoch 116 - iter 2120/2650 - loss 0.99297193
2019-08-15 07:55:46,423 epoch 116 - iter 2385/2650 - loss 0.99494766
2019-08-15 07:56:32,915 ----------------------------------------------------------------------------------------------------
2019-08-15 07:56:32,915 EPOCH 116 done: loss 0.9982 - lr 0.0008
2019-08-15 07:56:32,915 BAD EPOCHS (no improvement): 1
2019-08-15 07:56:32,915 ----------------------------------------------------------------------------------------------------
2019-08-15 07:56:33,078 epoch 117 - iter 0/2650 - loss 1.06513464
2019-08-15 07:57:20,292 epoch 117 - iter 265/2650 - loss 1.00721971
2019-08-15 07:58:08,354 epoch 117 - iter 530/2650 - loss 1.00167344
2019-08-15 07:58:54,624 epoch 117 - iter 795/2650 - loss 0.98242919
2019-08-15 07:59:42,224 epoch 117 - iter 1060/2650 - loss 0.98387170
2019-08-15 08:00:29,360 epoch 117 - iter 1325/2650 - loss 0.99325991
2019-08-15 08:01:15,629 epoch 117 - iter 1590/2650 - loss 0.99110918
2019-08-15 08:02:01,762 epoch 117 - iter 1855/2650 - loss 0.98976810
2019-08-15 08:02:47,783 epoch 117 - iter 2120/2650 - loss 0.99332309
2019-08-15 08:03:34,353 epoch 117 - iter 2385/2650 - loss 0.98822146
2019-08-15 08:04:19,362 ----------------------------------------------------------------------------------------------------
2019-08-15 08:04:19,362 EPOCH 117 done: loss 0.9895 - lr 0.0008
2019-08-15 08:04:19,362 BAD EPOCHS (no improvement): 2
2019-08-15 08:04:19,362 ----------------------------------------------------------------------------------------------------
2019-08-15 08:04:19,517 epoch 118 - iter 0/2650 - loss 0.72688556
2019-08-15 08:05:05,471 epoch 118 - iter 265/2650 - loss 1.02191849
2019-08-15 08:05:51,977 epoch 118 - iter 530/2650 - loss 1.00390007
2019-08-15 08:06:38,404 epoch 118 - iter 795/2650 - loss 0.99139344
2019-08-15 08:07:23,386 epoch 118 - iter 1060/2650 - loss 0.98601033
2019-08-15 08:08:10,049 epoch 118 - iter 1325/2650 - loss 0.98940944
2019-08-15 08:08:56,105 epoch 118 - iter 1590/2650 - loss 0.98743241
2019-08-15 08:09:41,486 epoch 118 - iter 1855/2650 - loss 0.98831169
2019-08-15 08:10:27,894 epoch 118 - iter 2120/2650 - loss 0.98673180
2019-08-15 08:11:13,082 epoch 118 - iter 2385/2650 - loss 0.98789246
2019-08-15 08:11:59,383 ----------------------------------------------------------------------------------------------------
2019-08-15 08:11:59,383 EPOCH 118 done: loss 0.9921 - lr 0.0008
2019-08-15 08:11:59,384 BAD EPOCHS (no improvement): 3
2019-08-15 08:11:59,384 ----------------------------------------------------------------------------------------------------
2019-08-15 08:11:59,537 epoch 119 - iter 0/2650 - loss 0.87509328
2019-08-15 08:12:45,651 epoch 119 - iter 265/2650 - loss 1.00845488
2019-08-15 08:13:31,325 epoch 119 - iter 530/2650 - loss 0.99782391
2019-08-15 08:14:16,917 epoch 119 - iter 795/2650 - loss 0.98796659
2019-08-15 08:15:03,805 epoch 119 - iter 1060/2650 - loss 0.99530255
2019-08-15 08:15:49,650 epoch 119 - iter 1325/2650 - loss 0.99935462
2019-08-15 08:16:34,344 epoch 119 - iter 1590/2650 - loss 0.99006394
2019-08-15 08:17:20,889 epoch 119 - iter 1855/2650 - loss 0.98973299
2019-08-15 08:18:07,032 epoch 119 - iter 2120/2650 - loss 0.99163275
2019-08-15 08:18:53,191 epoch 119 - iter 2385/2650 - loss 0.98867059
2019-08-15 08:19:38,734 ----------------------------------------------------------------------------------------------------
2019-08-15 08:19:38,734 EPOCH 119 done: loss 0.9939 - lr 0.0008
2019-08-15 08:19:38,734 BAD EPOCHS (no improvement): 4
2019-08-15 08:19:38,734 ----------------------------------------------------------------------------------------------------
2019-08-15 08:19:38,938 epoch 120 - iter 0/2650 - loss 1.86191845
2019-08-15 08:20:25,673 epoch 120 - iter 265/2650 - loss 0.95811080
2019-08-15 08:21:12,255 epoch 120 - iter 530/2650 - loss 0.98042678
2019-08-15 08:21:58,401 epoch 120 - iter 795/2650 - loss 0.97839278
2019-08-15 08:22:44,529 epoch 120 - iter 1060/2650 - loss 0.98473188
2019-08-15 08:23:30,588 epoch 120 - iter 1325/2650 - loss 0.99378251
2019-08-15 08:24:16,367 epoch 120 - iter 1590/2650 - loss 1.00204242
2019-08-15 08:25:02,958 epoch 120 - iter 1855/2650 - loss 0.99927611
2019-08-15 08:25:49,383 epoch 120 - iter 2120/2650 - loss 1.00641546
2019-08-15 08:26:34,082 epoch 120 - iter 2385/2650 - loss 1.00477937
2019-08-15 08:27:18,623 ----------------------------------------------------------------------------------------------------
2019-08-15 08:27:18,623 EPOCH 120 done: loss 1.0007 - lr 0.0004
2019-08-15 08:27:18,623 BAD EPOCHS (no improvement): 1
2019-08-15 08:27:18,624 ----------------------------------------------------------------------------------------------------
2019-08-15 08:27:18,752 epoch 121 - iter 0/2650 - loss 0.96250325
2019-08-15 08:28:04,186 epoch 121 - iter 265/2650 - loss 1.02376048
2019-08-15 08:28:50,720 epoch 121 - iter 530/2650 - loss 1.02751340
2019-08-15 08:29:36,950 epoch 121 - iter 795/2650 - loss 1.02181347
2019-08-15 08:30:22,222 epoch 121 - iter 1060/2650 - loss 1.00997003
2019-08-15 08:31:07,935 epoch 121 - iter 1325/2650 - loss 1.01150633
2019-08-15 08:31:53,157 epoch 121 - iter 1590/2650 - loss 1.00992999
2019-08-15 08:32:38,705 epoch 121 - iter 1855/2650 - loss 1.00472848
2019-08-15 08:33:25,177 epoch 121 - iter 2120/2650 - loss 1.00628017
2019-08-15 08:34:12,105 epoch 121 - iter 2385/2650 - loss 1.00428291
2019-08-15 08:34:58,402 ----------------------------------------------------------------------------------------------------
2019-08-15 08:34:58,402 EPOCH 121 done: loss 1.0048 - lr 0.0004
2019-08-15 08:34:58,402 BAD EPOCHS (no improvement): 2
2019-08-15 08:34:58,402 ----------------------------------------------------------------------------------------------------
2019-08-15 08:34:58,587 epoch 122 - iter 0/2650 - loss 1.01347089
2019-08-15 08:35:45,111 epoch 122 - iter 265/2650 - loss 0.98048231
2019-08-15 08:36:30,296 epoch 122 - iter 530/2650 - loss 0.95910557
2019-08-15 08:37:16,056 epoch 122 - iter 795/2650 - loss 0.95395755
2019-08-15 08:38:01,723 epoch 122 - iter 1060/2650 - loss 0.95745031
2019-08-15 08:38:48,060 epoch 122 - iter 1325/2650 - loss 0.97733456
2019-08-15 08:39:34,138 epoch 122 - iter 1590/2650 - loss 0.98052949
2019-08-15 08:40:20,785 epoch 122 - iter 1855/2650 - loss 0.97728162
2019-08-15 08:41:06,117 epoch 122 - iter 2120/2650 - loss 0.97477446
2019-08-15 08:41:51,807 epoch 122 - iter 2385/2650 - loss 0.97785336
2019-08-15 08:42:37,596 ----------------------------------------------------------------------------------------------------
2019-08-15 08:42:37,597 EPOCH 122 done: loss 0.9873 - lr 0.0004
2019-08-15 08:42:37,597 BAD EPOCHS (no improvement): 0
2019-08-15 08:42:37,597 ----------------------------------------------------------------------------------------------------
2019-08-15 08:42:37,813 epoch 123 - iter 0/2650 - loss 0.53255618
2019-08-15 08:43:23,349 epoch 123 - iter 265/2650 - loss 0.96876237
2019-08-15 08:44:09,485 epoch 123 - iter 530/2650 - loss 0.98514383
2019-08-15 08:44:54,286 epoch 123 - iter 795/2650 - loss 0.97618139
2019-08-15 08:45:40,405 epoch 123 - iter 1060/2650 - loss 0.97900361
2019-08-15 08:46:26,334 epoch 123 - iter 1325/2650 - loss 0.97826587
2019-08-15 08:47:13,063 epoch 123 - iter 1590/2650 - loss 0.97918553
2019-08-15 08:47:58,521 epoch 123 - iter 1855/2650 - loss 0.98283445
2019-08-15 08:48:43,359 epoch 123 - iter 2120/2650 - loss 0.98057574
2019-08-15 08:49:29,409 epoch 123 - iter 2385/2650 - loss 0.98167918
2019-08-15 08:50:15,946 ----------------------------------------------------------------------------------------------------
2019-08-15 08:50:15,947 EPOCH 123 done: loss 0.9852 - lr 0.0004
2019-08-15 08:50:15,947 BAD EPOCHS (no improvement): 0
2019-08-15 08:50:15,947 ----------------------------------------------------------------------------------------------------
2019-08-15 08:50:16,089 epoch 124 - iter 0/2650 - loss 1.20903015
2019-08-15 08:51:01,765 epoch 124 - iter 265/2650 - loss 0.99115939
2019-08-15 08:51:47,257 epoch 124 - iter 530/2650 - loss 0.97692192
2019-08-15 08:52:32,182 epoch 124 - iter 795/2650 - loss 0.97936512
2019-08-15 08:53:18,184 epoch 124 - iter 1060/2650 - loss 0.98803363
2019-08-15 08:54:03,522 epoch 124 - iter 1325/2650 - loss 0.99292923
2019-08-15 08:54:49,774 epoch 124 - iter 1590/2650 - loss 0.99383827
2019-08-15 08:55:36,207 epoch 124 - iter 1855/2650 - loss 0.99043711
2019-08-15 08:56:22,410 epoch 124 - iter 2120/2650 - loss 0.99428668
2019-08-15 08:57:09,309 epoch 124 - iter 2385/2650 - loss 0.99144464
2019-08-15 08:57:54,546 ----------------------------------------------------------------------------------------------------
2019-08-15 08:57:54,546 EPOCH 124 done: loss 0.9936 - lr 0.0004
2019-08-15 08:57:54,547 BAD EPOCHS (no improvement): 1
2019-08-15 08:57:54,547 ----------------------------------------------------------------------------------------------------
2019-08-15 08:57:54,710 epoch 125 - iter 0/2650 - loss 1.07868469
2019-08-15 08:58:40,507 epoch 125 - iter 265/2650 - loss 0.96972277
2019-08-15 08:59:26,662 epoch 125 - iter 530/2650 - loss 0.98966136
2019-08-15 09:00:12,964 epoch 125 - iter 795/2650 - loss 0.99503511
2019-08-15 09:01:00,651 epoch 125 - iter 1060/2650 - loss 0.99496769
2019-08-15 09:01:46,557 epoch 125 - iter 1325/2650 - loss 0.99396544
2019-08-15 09:02:32,100 epoch 125 - iter 1590/2650 - loss 0.99755960
2019-08-15 09:03:18,075 epoch 125 - iter 1855/2650 - loss 0.99330623
2019-08-15 09:04:04,767 epoch 125 - iter 2120/2650 - loss 0.99369556
2019-08-15 09:04:51,958 epoch 125 - iter 2385/2650 - loss 0.99043717
2019-08-15 09:05:37,802 ----------------------------------------------------------------------------------------------------
2019-08-15 09:05:37,802 EPOCH 125 done: loss 0.9902 - lr 0.0004
2019-08-15 09:05:37,802 BAD EPOCHS (no improvement): 2
2019-08-15 09:05:37,802 ----------------------------------------------------------------------------------------------------
2019-08-15 09:05:37,957 epoch 126 - iter 0/2650 - loss 1.32816660
2019-08-15 09:06:23,547 epoch 126 - iter 265/2650 - loss 0.99429519
2019-08-15 09:07:10,695 epoch 126 - iter 530/2650 - loss 1.01386030
2019-08-15 09:07:56,344 epoch 126 - iter 795/2650 - loss 1.00505981
2019-08-15 09:08:42,056 epoch 126 - iter 1060/2650 - loss 1.00176455
2019-08-15 09:09:29,228 epoch 126 - iter 1325/2650 - loss 0.99422984
2019-08-15 09:10:15,384 epoch 126 - iter 1590/2650 - loss 0.99417189
2019-08-15 09:11:03,299 epoch 126 - iter 1855/2650 - loss 0.99513152
2019-08-15 09:11:51,686 epoch 126 - iter 2120/2650 - loss 0.99302802
2019-08-15 09:12:38,119 epoch 126 - iter 2385/2650 - loss 0.99047656
2019-08-15 09:13:23,435 ----------------------------------------------------------------------------------------------------
2019-08-15 09:13:23,436 EPOCH 126 done: loss 0.9907 - lr 0.0004
2019-08-15 09:13:23,436 BAD EPOCHS (no improvement): 3
2019-08-15 09:13:23,436 ----------------------------------------------------------------------------------------------------
2019-08-15 09:13:23,640 epoch 127 - iter 0/2650 - loss 1.30835056
2019-08-15 09:14:09,296 epoch 127 - iter 265/2650 - loss 0.97637882
2019-08-15 09:14:56,176 epoch 127 - iter 530/2650 - loss 1.01435677
2019-08-15 09:15:42,459 epoch 127 - iter 795/2650 - loss 1.00439572
2019-08-15 09:16:27,976 epoch 127 - iter 1060/2650 - loss 1.00365572
2019-08-15 09:17:14,402 epoch 127 - iter 1325/2650 - loss 1.00695867
2019-08-15 09:17:59,659 epoch 127 - iter 1590/2650 - loss 0.99735143
2019-08-15 09:18:46,097 epoch 127 - iter 1855/2650 - loss 0.99982691
2019-08-15 09:19:34,196 epoch 127 - iter 2120/2650 - loss 0.99402821
2019-08-15 09:20:22,272 epoch 127 - iter 2385/2650 - loss 0.99067031
2019-08-15 09:21:09,141 ----------------------------------------------------------------------------------------------------
2019-08-15 09:21:09,141 EPOCH 127 done: loss 0.9908 - lr 0.0004
2019-08-15 09:21:09,141 BAD EPOCHS (no improvement): 4
2019-08-15 09:21:09,142 ----------------------------------------------------------------------------------------------------
2019-08-15 09:21:09,332 epoch 128 - iter 0/2650 - loss 0.49818921
2019-08-15 09:21:56,696 epoch 128 - iter 265/2650 - loss 0.97818727
2019-08-15 09:22:43,710 epoch 128 - iter 530/2650 - loss 0.97602768
2019-08-15 09:23:30,395 epoch 128 - iter 795/2650 - loss 0.98344117
2019-08-15 09:24:16,319 epoch 128 - iter 1060/2650 - loss 0.98852310
2019-08-15 09:25:03,046 epoch 128 - iter 1325/2650 - loss 0.98692183
2019-08-15 09:25:47,945 epoch 128 - iter 1590/2650 - loss 0.99083228
2019-08-15 09:26:33,558 epoch 128 - iter 1855/2650 - loss 0.99239505
2019-08-15 09:27:20,930 epoch 128 - iter 2120/2650 - loss 0.99000291
2019-08-15 09:28:05,984 epoch 128 - iter 2385/2650 - loss 0.99074236
2019-08-15 09:28:51,937 ----------------------------------------------------------------------------------------------------
2019-08-15 09:28:51,938 EPOCH 128 done: loss 0.9895 - lr 0.0002
2019-08-15 09:28:51,938 BAD EPOCHS (no improvement): 1
2019-08-15 09:28:51,938 ----------------------------------------------------------------------------------------------------
2019-08-15 09:28:52,113 epoch 129 - iter 0/2650 - loss 1.01605129
2019-08-15 09:29:38,283 epoch 129 - iter 265/2650 - loss 1.01179567
2019-08-15 09:30:24,539 epoch 129 - iter 530/2650 - loss 1.01206713
2019-08-15 09:31:10,767 epoch 129 - iter 795/2650 - loss 1.00899263
2019-08-15 09:31:56,978 epoch 129 - iter 1060/2650 - loss 1.00700758
2019-08-15 09:32:43,024 epoch 129 - iter 1325/2650 - loss 1.00356641
2019-08-15 09:33:29,453 epoch 129 - iter 1590/2650 - loss 1.00555798
2019-08-15 09:34:15,180 epoch 129 - iter 1855/2650 - loss 1.00718696
2019-08-15 09:35:02,074 epoch 129 - iter 2120/2650 - loss 0.99996200
2019-08-15 09:35:47,881 epoch 129 - iter 2385/2650 - loss 0.99594336
2019-08-15 09:36:34,436 ----------------------------------------------------------------------------------------------------
2019-08-15 09:36:34,436 EPOCH 129 done: loss 0.9956 - lr 0.0002
2019-08-15 09:36:34,437 BAD EPOCHS (no improvement): 2
2019-08-15 09:36:34,437 ----------------------------------------------------------------------------------------------------
2019-08-15 09:36:34,614 epoch 130 - iter 0/2650 - loss 1.89059639
2019-08-15 09:37:20,863 epoch 130 - iter 265/2650 - loss 1.00681249
2019-08-15 09:38:07,126 epoch 130 - iter 530/2650 - loss 1.01305729
2019-08-15 09:38:54,096 epoch 130 - iter 795/2650 - loss 1.00152623
2019-08-15 09:39:42,125 epoch 130 - iter 1060/2650 - loss 0.99154664
2019-08-15 09:40:29,076 epoch 130 - iter 1325/2650 - loss 0.99358283
2019-08-15 09:41:16,336 epoch 130 - iter 1590/2650 - loss 0.98853755
2019-08-15 09:42:02,224 epoch 130 - iter 1855/2650 - loss 0.98873212
2019-08-15 09:42:47,845 epoch 130 - iter 2120/2650 - loss 0.99014533
2019-08-15 09:43:34,105 epoch 130 - iter 2385/2650 - loss 0.99302479
2019-08-15 09:44:20,248 ----------------------------------------------------------------------------------------------------
2019-08-15 09:44:20,248 EPOCH 130 done: loss 0.9951 - lr 0.0002
2019-08-15 09:44:20,248 BAD EPOCHS (no improvement): 3
2019-08-15 09:44:20,248 ----------------------------------------------------------------------------------------------------
2019-08-15 09:44:20,384 epoch 131 - iter 0/2650 - loss 1.27991629
2019-08-15 09:45:07,205 epoch 131 - iter 265/2650 - loss 1.01863133
2019-08-15 09:45:54,687 epoch 131 - iter 530/2650 - loss 1.00418187
2019-08-15 09:46:42,136 epoch 131 - iter 795/2650 - loss 1.00759895
2019-08-15 09:47:29,284 epoch 131 - iter 1060/2650 - loss 0.98866544
2019-08-15 09:48:16,656 epoch 131 - iter 1325/2650 - loss 0.99601242
2019-08-15 09:49:04,289 epoch 131 - iter 1590/2650 - loss 0.99559279
2019-08-15 09:49:50,987 epoch 131 - iter 1855/2650 - loss 0.99862908
2019-08-15 09:50:38,664 epoch 131 - iter 2120/2650 - loss 1.00478553
2019-08-15 09:51:26,863 epoch 131 - iter 2385/2650 - loss 1.00610002
2019-08-15 09:52:13,721 ----------------------------------------------------------------------------------------------------
2019-08-15 09:52:13,721 EPOCH 131 done: loss 1.0062 - lr 0.0002
2019-08-15 09:52:13,721 BAD EPOCHS (no improvement): 4
2019-08-15 09:52:13,722 ----------------------------------------------------------------------------------------------------
2019-08-15 09:52:13,722 ----------------------------------------------------------------------------------------------------
2019-08-15 09:52:13,722 learning rate too small - quitting training!
2019-08-15 09:52:13,722 ----------------------------------------------------------------------------------------------------
2019-08-15 09:52:13,818 ----------------------------------------------------------------------------------------------------
2019-08-15 09:52:13,818 Testing using best model ...
2019-08-15 09:55:00,548 0.9847 0.9847 0.9847
2019-08-15 09:55:00,548
MICRO_AVG: acc 0.9699 - f1-score 0.9847
MACRO_AVG: acc 0.9488 - f1-score 0.9718312499999999
ADJ tp: 9851 - fp: 448 - fn: 566 - tn: 9851 - precision: 0.9565 - recall: 0.9457 - accuracy: 0.9067 - f1-score: 0.9511
ADP tp: 18663 - fp: 325 - fn: 266 - tn: 18663 - precision: 0.9829 - recall: 0.9859 - accuracy: 0.9693 - f1-score: 0.9844
ADV tp: 8663 - fp: 284 - fn: 402 - tn: 8663 - precision: 0.9683 - recall: 0.9557 - accuracy: 0.9266 - f1-score: 0.9620
AUX tp: 1997 - fp: 3 - fn: 4 - tn: 1997 - precision: 0.9985 - recall: 0.9980 - accuracy: 0.9965 - f1-score: 0.9982
CCONJ tp: 5073 - fp: 25 - fn: 53 - tn: 5073 - precision: 0.9951 - recall: 0.9897 - accuracy: 0.9849 - f1-score: 0.9924
DET tp: 14877 - fp: 78 - fn: 74 - tn: 14877 - precision: 0.9948 - recall: 0.9951 - accuracy: 0.9899 - f1-score: 0.9949
INTJ tp: 1566 - fp: 29 - fn: 43 - tn: 1566 - precision: 0.9818 - recall: 0.9733 - accuracy: 0.9560 - f1-score: 0.9775
NOUN tp: 28995 - fp: 469 - fn: 578 - tn: 28995 - precision: 0.9841 - recall: 0.9805 - accuracy: 0.9651 - f1-score: 0.9823
NUM tp: 3011 - fp: 54 - fn: 34 - tn: 3011 - precision: 0.9824 - recall: 0.9888 - accuracy: 0.9716 - f1-score: 0.9856
PART tp: 3341 - fp: 105 - fn: 16 - tn: 3341 - precision: 0.9695 - recall: 0.9952 - accuracy: 0.9650 - f1-score: 0.9822
PRON tp: 11896 - fp: 60 - fn: 72 - tn: 11896 - precision: 0.9950 - recall: 0.9940 - accuracy: 0.9890 - f1-score: 0.9945
PROPN tp: 12916 - fp: 324 - fn: 232 - tn: 12916 - precision: 0.9755 - recall: 0.9824 - accuracy: 0.9587 - f1-score: 0.9789
PUNCT tp: 20452 - fp: 5 - fn: 0 - tn: 20452 - precision: 0.9998 - recall: 1.0000 - accuracy: 0.9998 - f1-score: 0.9999
SYM tp: 200 - fp: 0 - fn: 8 - tn: 200 - precision: 1.0000 - recall: 0.9615 - accuracy: 0.9615 - f1-score: 0.9804
VERB tp: 25356 - fp: 368 - fn: 200 - tn: 25356 - precision: 0.9857 - recall: 0.9922 - accuracy: 0.9781 - f1-score: 0.9889
X tp: 123 - fp: 17 - fn: 46 - tn: 123 - precision: 0.8786 - recall: 0.7278 - accuracy: 0.6613 - f1-score: 0.7961
2019-08-15 09:55:00,548 ----------------------------------------------------------------------------------------------------
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