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2019-06-26 14:10:57,849 ----------------------------------------------------------------------------------------------------
2019-06-26 14:10:57,849 Model: "SequenceTagger(
(embeddings): StackedEmbeddings(
(list_embedding_0): WordEmbeddings('glove')
(list_embedding_1): FlairEmbeddings(
(lm): LanguageModel(
(drop): Dropout(p=0.05)
(encoder): Embedding(300, 100)
(rnn): LSTM(100, 2048)
(decoder): Linear(in_features=2048, out_features=300, bias=True)
)
)
(list_embedding_2): FlairEmbeddings(
(lm): LanguageModel(
(drop): Dropout(p=0.05)
(encoder): Embedding(300, 100)
(rnn): LSTM(100, 2048)
(decoder): Linear(in_features=2048, out_features=300, bias=True)
)
)
)
(word_dropout): WordDropout(p=0.05)
(locked_dropout): LockedDropout(p=0.5)
(embedding2nn): Linear(in_features=4196, out_features=4196, bias=True)
(rnn): LSTM(4196, 256, bidirectional=True)
(linear): Linear(in_features=512, out_features=20, bias=True)
)"
2019-06-26 14:10:57,850 ----------------------------------------------------------------------------------------------------
2019-06-26 14:10:57,850 Corpus: "Corpus: 75187 train + 9603 dev + 9479 test sentences"
2019-06-26 14:10:57,850 ----------------------------------------------------------------------------------------------------
2019-06-26 14:10:57,850 Parameters:
2019-06-26 14:10:57,850 - learning_rate: "0.1"
2019-06-26 14:10:57,850 - mini_batch_size: "32"
2019-06-26 14:10:57,850 - patience: "3"
2019-06-26 14:10:57,850 - anneal_factor: "0.5"
2019-06-26 14:10:57,850 - max_epochs: "150"
2019-06-26 14:10:57,850 - shuffle: "True"
2019-06-26 14:10:57,850 - train_with_dev: "True"
2019-06-26 14:10:57,850 ----------------------------------------------------------------------------------------------------
2019-06-26 14:10:57,850 Model training base path: "resources/taggers/POS-ontonotes--h256-l1-b32-p3-0.5-+glove+news-forward+news-backward-normal-locked0.5-word0.05--v0.4_0"
2019-06-26 14:10:57,850 ----------------------------------------------------------------------------------------------------
2019-06-26 14:10:57,850 Evaluation method: MICRO_F1_SCORE
2019-06-26 14:10:57,853 ----------------------------------------------------------------------------------------------------
2019-06-26 14:10:58,384 epoch 1 - iter 0/2650 - loss 59.70793152
2019-06-26 14:12:52,921 epoch 1 - iter 265/2650 - loss 12.59544717
2019-06-26 14:14:56,337 epoch 1 - iter 530/2650 - loss 8.52881843
2019-06-26 14:16:56,766 epoch 1 - iter 795/2650 - loss 6.88112143
2019-06-26 14:18:50,711 epoch 1 - iter 1060/2650 - loss 5.94944841
2019-06-26 14:20:49,569 epoch 1 - iter 1325/2650 - loss 5.37192479
2019-06-26 14:22:47,374 epoch 1 - iter 1590/2650 - loss 4.94924227
2019-06-26 14:24:59,501 epoch 1 - iter 1855/2650 - loss 4.62758790
2019-06-26 14:27:35,716 epoch 1 - iter 2120/2650 - loss 4.38806655
2019-06-26 14:30:12,119 epoch 1 - iter 2385/2650 - loss 4.17509433
2019-06-26 14:32:40,408 ----------------------------------------------------------------------------------------------------
2019-06-26 14:32:40,409 EPOCH 1 done: loss 4.0084 - lr 0.1000
2019-06-26 14:36:34,300 TEST : loss 1.2577271461486816 - score 0.9789
2019-06-26 14:36:34,301 BAD EPOCHS (no improvement): 0
2019-06-26 14:36:34,306 ----------------------------------------------------------------------------------------------------
2019-06-26 14:36:34,468 epoch 2 - iter 0/2650 - loss 1.24748588
2019-06-26 14:37:15,714 epoch 2 - iter 265/2650 - loss 2.42652727
2019-06-26 14:37:51,348 epoch 2 - iter 530/2650 - loss 2.36251631
2019-06-26 14:38:26,623 epoch 2 - iter 795/2650 - loss 2.34616482
2019-06-26 14:39:01,809 epoch 2 - iter 1060/2650 - loss 2.31646541
2019-06-26 14:39:37,004 epoch 2 - iter 1325/2650 - loss 2.28500153
2019-06-26 14:40:14,975 epoch 2 - iter 1590/2650 - loss 2.25524766
2019-06-26 14:40:50,444 epoch 2 - iter 1855/2650 - loss 2.22411867
2019-06-26 14:41:25,360 epoch 2 - iter 2120/2650 - loss 2.19677050
2019-06-26 14:42:00,282 epoch 2 - iter 2385/2650 - loss 2.17916992
2019-06-26 14:42:35,689 ----------------------------------------------------------------------------------------------------
2019-06-26 14:42:35,690 EPOCH 2 done: loss 2.1634 - lr 0.1000
2019-06-26 14:44:29,085 TEST : loss 1.0980191230773926 - score 0.9811
2019-06-26 14:44:29,086 BAD EPOCHS (no improvement): 0
2019-06-26 14:44:29,102 ----------------------------------------------------------------------------------------------------
2019-06-26 14:44:29,238 epoch 3 - iter 0/2650 - loss 1.71938205
2019-06-26 14:45:10,690 epoch 3 - iter 265/2650 - loss 1.96025360
2019-06-26 14:45:51,808 epoch 3 - iter 530/2650 - loss 1.97074124
2019-06-26 14:46:31,421 epoch 3 - iter 795/2650 - loss 1.94087143
2019-06-26 14:47:11,351 epoch 3 - iter 1060/2650 - loss 1.92469557
2019-06-26 14:47:51,446 epoch 3 - iter 1325/2650 - loss 1.92722869
2019-06-26 14:48:31,465 epoch 3 - iter 1590/2650 - loss 1.92316232
2019-06-26 14:49:11,341 epoch 3 - iter 1855/2650 - loss 1.90914324
2019-06-26 14:49:51,300 epoch 3 - iter 2120/2650 - loss 1.91023864
2019-06-26 14:50:31,403 epoch 3 - iter 2385/2650 - loss 1.90477763
2019-06-26 14:51:07,484 ----------------------------------------------------------------------------------------------------
2019-06-26 14:51:07,484 EPOCH 3 done: loss 1.9004 - lr 0.1000
2019-06-26 14:53:01,991 TEST : loss 1.0910283327102661 - score 0.9812
2019-06-26 14:53:01,992 BAD EPOCHS (no improvement): 0
2019-06-26 14:53:01,993 ----------------------------------------------------------------------------------------------------
2019-06-26 14:53:02,126 epoch 4 - iter 0/2650 - loss 0.97492445
2019-06-26 14:53:44,546 epoch 4 - iter 265/2650 - loss 1.84036128
2019-06-26 14:54:21,357 epoch 4 - iter 530/2650 - loss 1.83525453
2019-06-26 14:55:02,779 epoch 4 - iter 795/2650 - loss 1.79912801
2019-06-26 14:55:42,105 epoch 4 - iter 1060/2650 - loss 1.77668675
2019-06-26 14:56:21,383 epoch 4 - iter 1325/2650 - loss 1.76910600
2019-06-26 14:56:56,103 epoch 4 - iter 1590/2650 - loss 1.76212729
2019-06-26 14:57:31,051 epoch 4 - iter 1855/2650 - loss 1.75361591
2019-06-26 14:58:05,977 epoch 4 - iter 2120/2650 - loss 1.75629578
2019-06-26 14:58:43,924 epoch 4 - iter 2385/2650 - loss 1.75647446
2019-06-26 14:59:20,400 ----------------------------------------------------------------------------------------------------
2019-06-26 14:59:20,401 EPOCH 4 done: loss 1.7515 - lr 0.1000
2019-06-26 15:01:14,581 TEST : loss 1.0109158754348755 - score 0.983
2019-06-26 15:01:14,582 BAD EPOCHS (no improvement): 0
2019-06-26 15:01:14,596 ----------------------------------------------------------------------------------------------------
2019-06-26 15:01:14,735 epoch 5 - iter 0/2650 - loss 1.30423319
2019-06-26 15:01:50,263 epoch 5 - iter 265/2650 - loss 1.65113707
2019-06-26 15:02:31,097 epoch 5 - iter 530/2650 - loss 1.62569791
2019-06-26 15:03:11,197 epoch 5 - iter 795/2650 - loss 1.66189367
2019-06-26 15:03:49,859 epoch 5 - iter 1060/2650 - loss 1.67461831
2019-06-26 15:04:30,397 epoch 5 - iter 1325/2650 - loss 1.67462059
2019-06-26 15:05:11,244 epoch 5 - iter 1590/2650 - loss 1.67702742
2019-06-26 15:05:51,307 epoch 5 - iter 1855/2650 - loss 1.67881736
2019-06-26 15:06:30,575 epoch 5 - iter 2120/2650 - loss 1.68449598
2019-06-26 15:07:10,110 epoch 5 - iter 2385/2650 - loss 1.67459519
2019-06-26 15:07:51,027 ----------------------------------------------------------------------------------------------------
2019-06-26 15:07:51,027 EPOCH 5 done: loss 1.6782 - lr 0.1000
2019-06-26 15:10:10,009 TEST : loss 0.9781177639961243 - score 0.9827
2019-06-26 15:10:10,010 BAD EPOCHS (no improvement): 0
2019-06-26 15:10:10,023 ----------------------------------------------------------------------------------------------------
2019-06-26 15:10:10,220 epoch 6 - iter 0/2650 - loss 1.18317223
2019-06-26 15:10:51,116 epoch 6 - iter 265/2650 - loss 1.57127238
2019-06-26 15:11:31,537 epoch 6 - iter 530/2650 - loss 1.57559432
2019-06-26 15:12:10,091 epoch 6 - iter 795/2650 - loss 1.59294579
2019-06-26 15:12:48,166 epoch 6 - iter 1060/2650 - loss 1.59128251
2019-06-26 15:13:28,876 epoch 6 - iter 1325/2650 - loss 1.59373998
2019-06-26 15:14:09,561 epoch 6 - iter 1590/2650 - loss 1.59328178
2019-06-26 15:14:49,861 epoch 6 - iter 1855/2650 - loss 1.58809494
2019-06-26 15:15:25,022 epoch 6 - iter 2120/2650 - loss 1.59256002
2019-06-26 15:15:59,867 epoch 6 - iter 2385/2650 - loss 1.59331445
2019-06-26 15:16:34,566 ----------------------------------------------------------------------------------------------------
2019-06-26 15:16:34,567 EPOCH 6 done: loss 1.5933 - lr 0.1000
2019-06-26 15:18:30,096 TEST : loss 0.9855104088783264 - score 0.9832
2019-06-26 15:18:30,097 BAD EPOCHS (no improvement): 0
2019-06-26 15:18:30,118 ----------------------------------------------------------------------------------------------------
2019-06-26 15:18:30,252 epoch 7 - iter 0/2650 - loss 1.57105207
2019-06-26 15:19:11,311 epoch 7 - iter 265/2650 - loss 1.60570923
2019-06-26 15:19:51,461 epoch 7 - iter 530/2650 - loss 1.58061861
2019-06-26 15:20:28,945 epoch 7 - iter 795/2650 - loss 1.56830757
2019-06-26 15:21:03,531 epoch 7 - iter 1060/2650 - loss 1.55248608
2019-06-26 15:21:38,630 epoch 7 - iter 1325/2650 - loss 1.55529208
2019-06-26 15:22:14,223 epoch 7 - iter 1590/2650 - loss 1.55954974
2019-06-26 15:22:52,350 epoch 7 - iter 1855/2650 - loss 1.57179698
2019-06-26 15:23:32,244 epoch 7 - iter 2120/2650 - loss 1.57397817
2019-06-26 15:24:07,865 epoch 7 - iter 2385/2650 - loss 1.57464548
2019-06-26 15:24:46,612 ----------------------------------------------------------------------------------------------------
2019-06-26 15:24:46,613 EPOCH 7 done: loss 1.5721 - lr 0.1000
2019-06-26 15:26:42,371 TEST : loss 0.9396699070930481 - score 0.9839
2019-06-26 15:26:42,372 BAD EPOCHS (no improvement): 0
2019-06-26 15:26:42,373 ----------------------------------------------------------------------------------------------------
2019-06-26 15:26:42,503 epoch 8 - iter 0/2650 - loss 0.77877104
2019-06-26 15:27:22,867 epoch 8 - iter 265/2650 - loss 1.49372742
2019-06-26 15:28:02,434 epoch 8 - iter 530/2650 - loss 1.45504919
2019-06-26 15:28:40,632 epoch 8 - iter 795/2650 - loss 1.47628524
2019-06-26 15:29:15,946 epoch 8 - iter 1060/2650 - loss 1.47554067
2019-06-26 15:29:50,536 epoch 8 - iter 1325/2650 - loss 1.48226424
2019-06-26 15:30:25,426 epoch 8 - iter 1590/2650 - loss 1.47678152
2019-06-26 15:31:00,659 epoch 8 - iter 1855/2650 - loss 1.48321693
2019-06-26 15:31:35,064 epoch 8 - iter 2120/2650 - loss 1.48692583
2019-06-26 15:32:10,539 epoch 8 - iter 2385/2650 - loss 1.49202446
2019-06-26 15:32:46,417 ----------------------------------------------------------------------------------------------------
2019-06-26 15:32:46,417 EPOCH 8 done: loss 1.4993 - lr 0.1000
2019-06-26 15:34:34,616 TEST : loss 0.9325671195983887 - score 0.9843
2019-06-26 15:34:34,617 BAD EPOCHS (no improvement): 0
2019-06-26 15:34:34,618 ----------------------------------------------------------------------------------------------------
2019-06-26 15:34:34,748 epoch 9 - iter 0/2650 - loss 2.34991455
2019-06-26 15:35:16,080 epoch 9 - iter 265/2650 - loss 1.48123956
2019-06-26 15:35:51,124 epoch 9 - iter 530/2650 - loss 1.48891286
2019-06-26 15:36:26,166 epoch 9 - iter 795/2650 - loss 1.48341594
2019-06-26 15:37:05,993 epoch 9 - iter 1060/2650 - loss 1.47262721
2019-06-26 15:37:41,796 epoch 9 - iter 1325/2650 - loss 1.47931778
2019-06-26 15:38:16,674 epoch 9 - iter 1590/2650 - loss 1.47357758
2019-06-26 15:38:51,784 epoch 9 - iter 1855/2650 - loss 1.46987663
2019-06-26 15:39:27,227 epoch 9 - iter 2120/2650 - loss 1.46918868
2019-06-26 15:40:02,027 epoch 9 - iter 2385/2650 - loss 1.46798159
2019-06-26 15:40:38,354 ----------------------------------------------------------------------------------------------------
2019-06-26 15:40:38,354 EPOCH 9 done: loss 1.4683 - lr 0.1000
2019-06-26 15:42:32,732 TEST : loss 0.9401538968086243 - score 0.9838
2019-06-26 15:42:32,733 BAD EPOCHS (no improvement): 0
2019-06-26 15:42:32,734 ----------------------------------------------------------------------------------------------------
2019-06-26 15:42:32,935 epoch 10 - iter 0/2650 - loss 1.32336068
2019-06-26 15:43:13,795 epoch 10 - iter 265/2650 - loss 1.49582681
2019-06-26 15:43:55,072 epoch 10 - iter 530/2650 - loss 1.44711549
2019-06-26 15:44:34,965 epoch 10 - iter 795/2650 - loss 1.45514648
2019-06-26 15:45:15,954 epoch 10 - iter 1060/2650 - loss 1.44606486
2019-06-26 15:45:55,865 epoch 10 - iter 1325/2650 - loss 1.44043604
2019-06-26 15:46:36,072 epoch 10 - iter 1590/2650 - loss 1.44820046
2019-06-26 15:47:17,290 epoch 10 - iter 1855/2650 - loss 1.44109351
2019-06-26 15:47:52,348 epoch 10 - iter 2120/2650 - loss 1.43843196
2019-06-26 15:48:26,892 epoch 10 - iter 2385/2650 - loss 1.44074283
2019-06-26 15:49:01,712 ----------------------------------------------------------------------------------------------------
2019-06-26 15:49:01,713 EPOCH 10 done: loss 1.4346 - lr 0.1000
2019-06-26 15:50:56,306 TEST : loss 0.9269382357597351 - score 0.9841
2019-06-26 15:50:56,306 BAD EPOCHS (no improvement): 0
2019-06-26 15:50:56,307 ----------------------------------------------------------------------------------------------------
2019-06-26 15:50:56,469 epoch 11 - iter 0/2650 - loss 1.30685019
2019-06-26 15:51:33,067 epoch 11 - iter 265/2650 - loss 1.37494167
2019-06-26 15:52:13,035 epoch 11 - iter 530/2650 - loss 1.39181620
2019-06-26 15:52:53,340 epoch 11 - iter 795/2650 - loss 1.39979139
2019-06-26 15:53:33,810 epoch 11 - iter 1060/2650 - loss 1.40903781
2019-06-26 15:54:14,040 epoch 11 - iter 1325/2650 - loss 1.40881581
2019-06-26 15:54:54,847 epoch 11 - iter 1590/2650 - loss 1.40516148
2019-06-26 15:55:35,034 epoch 11 - iter 1855/2650 - loss 1.40385294
2019-06-26 15:56:15,269 epoch 11 - iter 2120/2650 - loss 1.40635862
2019-06-26 15:56:55,314 epoch 11 - iter 2385/2650 - loss 1.40825269
2019-06-26 15:57:35,860 ----------------------------------------------------------------------------------------------------
2019-06-26 15:57:35,860 EPOCH 11 done: loss 1.4206 - lr 0.1000
2019-06-26 15:59:54,907 TEST : loss 0.9161098003387451 - score 0.984
2019-06-26 15:59:54,908 BAD EPOCHS (no improvement): 0
2019-06-26 15:59:54,909 ----------------------------------------------------------------------------------------------------
2019-06-26 15:59:55,077 epoch 12 - iter 0/2650 - loss 1.59741879
2019-06-26 16:00:34,896 epoch 12 - iter 265/2650 - loss 1.39603090
2019-06-26 16:01:16,437 epoch 12 - iter 530/2650 - loss 1.39425603
2019-06-26 16:01:57,272 epoch 12 - iter 795/2650 - loss 1.42641728
2019-06-26 16:02:32,686 epoch 12 - iter 1060/2650 - loss 1.42554205
2019-06-26 16:03:07,941 epoch 12 - iter 1325/2650 - loss 1.43205364
2019-06-26 16:03:42,284 epoch 12 - iter 1590/2650 - loss 1.41761462
2019-06-26 16:04:17,494 epoch 12 - iter 1855/2650 - loss 1.41115243
2019-06-26 16:04:52,909 epoch 12 - iter 2120/2650 - loss 1.41410052
2019-06-26 16:05:27,685 epoch 12 - iter 2385/2650 - loss 1.40491975
2019-06-26 16:06:02,768 ----------------------------------------------------------------------------------------------------
2019-06-26 16:06:02,769 EPOCH 12 done: loss 1.4056 - lr 0.1000
2019-06-26 16:07:57,745 TEST : loss 0.897429347038269 - score 0.9846
2019-06-26 16:07:57,746 BAD EPOCHS (no improvement): 0
2019-06-26 16:07:57,746 ----------------------------------------------------------------------------------------------------
2019-06-26 16:07:57,891 epoch 13 - iter 0/2650 - loss 1.11630464
2019-06-26 16:08:39,122 epoch 13 - iter 265/2650 - loss 1.38151723
2019-06-26 16:09:18,859 epoch 13 - iter 530/2650 - loss 1.39335985
2019-06-26 16:10:00,349 epoch 13 - iter 795/2650 - loss 1.38907988
2019-06-26 16:10:41,503 epoch 13 - iter 1060/2650 - loss 1.38018801
2019-06-26 16:11:16,802 epoch 13 - iter 1325/2650 - loss 1.38241490
2019-06-26 16:11:52,136 epoch 13 - iter 1590/2650 - loss 1.38312815
2019-06-26 16:12:27,093 epoch 13 - iter 1855/2650 - loss 1.38490216
2019-06-26 16:13:01,681 epoch 13 - iter 2120/2650 - loss 1.37993112
2019-06-26 16:13:36,683 epoch 13 - iter 2385/2650 - loss 1.37218333
2019-06-26 16:14:11,232 ----------------------------------------------------------------------------------------------------
2019-06-26 16:14:11,232 EPOCH 13 done: loss 1.3731 - lr 0.1000
2019-06-26 16:16:06,006 TEST : loss 0.9149079322814941 - score 0.9845
2019-06-26 16:16:06,006 BAD EPOCHS (no improvement): 0
2019-06-26 16:16:06,007 ----------------------------------------------------------------------------------------------------
2019-06-26 16:16:06,141 epoch 14 - iter 0/2650 - loss 1.40482092
2019-06-26 16:16:47,473 epoch 14 - iter 265/2650 - loss 1.34766236
2019-06-26 16:17:28,453 epoch 14 - iter 530/2650 - loss 1.38252168
2019-06-26 16:18:08,905 epoch 14 - iter 795/2650 - loss 1.36844607
2019-06-26 16:18:48,700 epoch 14 - iter 1060/2650 - loss 1.36139553
2019-06-26 16:19:23,764 epoch 14 - iter 1325/2650 - loss 1.35360865
2019-06-26 16:19:58,347 epoch 14 - iter 1590/2650 - loss 1.34594978
2019-06-26 16:20:33,477 epoch 14 - iter 1855/2650 - loss 1.34950589
2019-06-26 16:21:09,440 epoch 14 - iter 2120/2650 - loss 1.34805240
2019-06-26 16:21:46,522 epoch 14 - iter 2385/2650 - loss 1.34190209
2019-06-26 16:22:27,189 ----------------------------------------------------------------------------------------------------
2019-06-26 16:22:27,190 EPOCH 14 done: loss 1.3467 - lr 0.1000
2019-06-26 16:24:46,727 TEST : loss 0.8978148698806763 - score 0.9848
2019-06-26 16:24:46,728 BAD EPOCHS (no improvement): 0
2019-06-26 16:24:46,739 ----------------------------------------------------------------------------------------------------
2019-06-26 16:24:46,870 epoch 15 - iter 0/2650 - loss 1.10477650
2019-06-26 16:25:22,557 epoch 15 - iter 265/2650 - loss 1.31976280
2019-06-26 16:26:02,566 epoch 15 - iter 530/2650 - loss 1.35001331
2019-06-26 16:26:42,546 epoch 15 - iter 795/2650 - loss 1.34567874
2019-06-26 16:27:23,508 epoch 15 - iter 1060/2650 - loss 1.34462354
2019-06-26 16:28:04,353 epoch 15 - iter 1325/2650 - loss 1.33832585
2019-06-26 16:28:44,959 epoch 15 - iter 1590/2650 - loss 1.33383408
2019-06-26 16:29:20,197 epoch 15 - iter 1855/2650 - loss 1.34033350
2019-06-26 16:29:59,768 epoch 15 - iter 2120/2650 - loss 1.34167014
2019-06-26 16:30:40,338 epoch 15 - iter 2385/2650 - loss 1.34023752
2019-06-26 16:31:20,387 ----------------------------------------------------------------------------------------------------
2019-06-26 16:31:20,388 EPOCH 15 done: loss 1.3375 - lr 0.1000
2019-06-26 16:33:08,611 TEST : loss 0.8893901109695435 - score 0.9845
2019-06-26 16:33:08,612 BAD EPOCHS (no improvement): 0
2019-06-26 16:33:08,613 ----------------------------------------------------------------------------------------------------
2019-06-26 16:33:08,743 epoch 16 - iter 0/2650 - loss 0.94747543
2019-06-26 16:33:44,570 epoch 16 - iter 265/2650 - loss 1.31556086
2019-06-26 16:34:20,426 epoch 16 - iter 530/2650 - loss 1.35663461
2019-06-26 16:34:55,759 epoch 16 - iter 795/2650 - loss 1.35083285
2019-06-26 16:35:30,707 epoch 16 - iter 1060/2650 - loss 1.33320861
2019-06-26 16:36:05,989 epoch 16 - iter 1325/2650 - loss 1.33444880
2019-06-26 16:36:40,869 epoch 16 - iter 1590/2650 - loss 1.32875891
2019-06-26 16:37:16,541 epoch 16 - iter 1855/2650 - loss 1.32945737
2019-06-26 16:37:51,468 epoch 16 - iter 2120/2650 - loss 1.32813656
2019-06-26 16:38:31,640 epoch 16 - iter 2385/2650 - loss 1.32677012
2019-06-26 16:39:11,906 ----------------------------------------------------------------------------------------------------
2019-06-26 16:39:11,907 EPOCH 16 done: loss 1.3308 - lr 0.1000
2019-06-26 16:41:06,289 TEST : loss 0.9063434600830078 - score 0.9847
2019-06-26 16:41:06,290 BAD EPOCHS (no improvement): 0
2019-06-26 16:41:06,301 ----------------------------------------------------------------------------------------------------
2019-06-26 16:41:06,464 epoch 17 - iter 0/2650 - loss 1.18742955
2019-06-26 16:41:43,548 epoch 17 - iter 265/2650 - loss 1.26915925
2019-06-26 16:42:24,837 epoch 17 - iter 530/2650 - loss 1.28513997
2019-06-26 16:42:59,952 epoch 17 - iter 795/2650 - loss 1.29366644
2019-06-26 16:43:35,384 epoch 17 - iter 1060/2650 - loss 1.28912240
2019-06-26 16:44:10,504 epoch 17 - iter 1325/2650 - loss 1.29493446
2019-06-26 16:44:45,201 epoch 17 - iter 1590/2650 - loss 1.29594057
2019-06-26 16:45:19,371 epoch 17 - iter 1855/2650 - loss 1.29060258
2019-06-26 16:45:56,840 epoch 17 - iter 2120/2650 - loss 1.29874566
2019-06-26 16:46:36,558 epoch 17 - iter 2385/2650 - loss 1.30337788
2019-06-26 16:47:18,259 ----------------------------------------------------------------------------------------------------
2019-06-26 16:47:18,260 EPOCH 17 done: loss 1.3077 - lr 0.1000
2019-06-26 16:49:37,546 TEST : loss 0.8879907131195068 - score 0.9844
2019-06-26 16:49:37,547 BAD EPOCHS (no improvement): 0
2019-06-26 16:49:37,559 ----------------------------------------------------------------------------------------------------
2019-06-26 16:49:37,727 epoch 18 - iter 0/2650 - loss 0.65708578
2019-06-26 16:50:18,638 epoch 18 - iter 265/2650 - loss 1.30694651
2019-06-26 16:50:59,478 epoch 18 - iter 530/2650 - loss 1.26768567
2019-06-26 16:51:39,917 epoch 18 - iter 795/2650 - loss 1.27973776
2019-06-26 16:52:20,339 epoch 18 - iter 1060/2650 - loss 1.28989823
2019-06-26 16:53:01,341 epoch 18 - iter 1325/2650 - loss 1.27867483
2019-06-26 16:53:36,545 epoch 18 - iter 1590/2650 - loss 1.28339997
2019-06-26 16:54:12,441 epoch 18 - iter 1855/2650 - loss 1.28934861
2019-06-26 16:54:53,210 epoch 18 - iter 2120/2650 - loss 1.28731304
2019-06-26 16:55:32,749 epoch 18 - iter 2385/2650 - loss 1.28496716
2019-06-26 16:56:07,568 ----------------------------------------------------------------------------------------------------
2019-06-26 16:56:07,568 EPOCH 18 done: loss 1.2762 - lr 0.1000
2019-06-26 16:58:02,849 TEST : loss 0.8983049392700195 - score 0.9845
2019-06-26 16:58:02,849 BAD EPOCHS (no improvement): 0
2019-06-26 16:58:02,850 ----------------------------------------------------------------------------------------------------
2019-06-26 16:58:03,006 epoch 19 - iter 0/2650 - loss 1.57335794
2019-06-26 16:58:39,251 epoch 19 - iter 265/2650 - loss 1.28634109
2019-06-26 16:59:13,803 epoch 19 - iter 530/2650 - loss 1.28567658
2019-06-26 16:59:48,794 epoch 19 - iter 795/2650 - loss 1.28031521
2019-06-26 17:00:24,125 epoch 19 - iter 1060/2650 - loss 1.28275223
2019-06-26 17:00:58,785 epoch 19 - iter 1325/2650 - loss 1.27291413
2019-06-26 17:01:34,069 epoch 19 - iter 1590/2650 - loss 1.27301625
2019-06-26 17:02:08,384 epoch 19 - iter 1855/2650 - loss 1.27284637
2019-06-26 17:02:46,605 epoch 19 - iter 2120/2650 - loss 1.27597266
2019-06-26 17:03:22,319 epoch 19 - iter 2385/2650 - loss 1.27163356
2019-06-26 17:03:56,777 ----------------------------------------------------------------------------------------------------
2019-06-26 17:03:56,778 EPOCH 19 done: loss 1.2712 - lr 0.1000
2019-06-26 17:05:53,608 TEST : loss 0.8802424073219299 - score 0.9851
2019-06-26 17:05:53,609 BAD EPOCHS (no improvement): 0
2019-06-26 17:05:53,610 ----------------------------------------------------------------------------------------------------
2019-06-26 17:05:53,829 epoch 20 - iter 0/2650 - loss 1.49151218
2019-06-26 17:06:35,111 epoch 20 - iter 265/2650 - loss 1.26045892
2019-06-26 17:07:15,638 epoch 20 - iter 530/2650 - loss 1.25473940
2019-06-26 17:07:52,685 epoch 20 - iter 795/2650 - loss 1.25833662
2019-06-26 17:08:32,872 epoch 20 - iter 1060/2650 - loss 1.24948625
2019-06-26 17:09:13,144 epoch 20 - iter 1325/2650 - loss 1.25340795
2019-06-26 17:09:53,920 epoch 20 - iter 1590/2650 - loss 1.25322769
2019-06-26 17:10:34,586 epoch 20 - iter 1855/2650 - loss 1.24967910
2019-06-26 17:11:11,444 epoch 20 - iter 2120/2650 - loss 1.26079129
2019-06-26 17:11:46,238 epoch 20 - iter 2385/2650 - loss 1.26694596
2019-06-26 17:12:21,725 ----------------------------------------------------------------------------------------------------
2019-06-26 17:12:21,726 EPOCH 20 done: loss 1.2710 - lr 0.1000
2019-06-26 17:14:16,562 TEST : loss 0.8875988125801086 - score 0.9848
2019-06-26 17:14:16,562 BAD EPOCHS (no improvement): 0
2019-06-26 17:14:16,563 ----------------------------------------------------------------------------------------------------
2019-06-26 17:14:16,675 epoch 21 - iter 0/2650 - loss 0.64419484
2019-06-26 17:14:53,066 epoch 21 - iter 265/2650 - loss 1.26600380
2019-06-26 17:15:27,383 epoch 21 - iter 530/2650 - loss 1.26161277
2019-06-26 17:16:02,739 epoch 21 - iter 795/2650 - loss 1.25741394
2019-06-26 17:16:38,273 epoch 21 - iter 1060/2650 - loss 1.24634529
2019-06-26 17:17:13,964 epoch 21 - iter 1325/2650 - loss 1.25730592
2019-06-26 17:17:48,809 epoch 21 - iter 1590/2650 - loss 1.25673904
2019-06-26 17:18:28,318 epoch 21 - iter 1855/2650 - loss 1.25767473
2019-06-26 17:19:08,135 epoch 21 - iter 2120/2650 - loss 1.25593694
2019-06-26 17:19:48,972 epoch 21 - iter 2385/2650 - loss 1.25404334
2019-06-26 17:20:28,844 ----------------------------------------------------------------------------------------------------
2019-06-26 17:20:28,845 EPOCH 21 done: loss 1.2573 - lr 0.1000
2019-06-26 17:22:23,885 TEST : loss 0.868634045124054 - score 0.9851
2019-06-26 17:22:23,885 BAD EPOCHS (no improvement): 0
2019-06-26 17:22:23,886 ----------------------------------------------------------------------------------------------------
2019-06-26 17:22:24,003 epoch 22 - iter 0/2650 - loss 0.62195039
2019-06-26 17:23:04,568 epoch 22 - iter 265/2650 - loss 1.16276127
2019-06-26 17:23:40,897 epoch 22 - iter 530/2650 - loss 1.21945818
2019-06-26 17:24:16,357 epoch 22 - iter 795/2650 - loss 1.22916801
2019-06-26 17:24:57,358 epoch 22 - iter 1060/2650 - loss 1.24733383
2019-06-26 17:25:37,359 epoch 22 - iter 1325/2650 - loss 1.23838799
2019-06-26 17:26:17,674 epoch 22 - iter 1590/2650 - loss 1.23020989
2019-06-26 17:26:56,434 epoch 22 - iter 1855/2650 - loss 1.23182732
2019-06-26 17:27:36,787 epoch 22 - iter 2120/2650 - loss 1.23850161
2019-06-26 17:28:18,177 epoch 22 - iter 2385/2650 - loss 1.24747464
2019-06-26 17:28:53,149 ----------------------------------------------------------------------------------------------------
2019-06-26 17:28:53,150 EPOCH 22 done: loss 1.2460 - lr 0.1000
2019-06-26 17:30:41,283 TEST : loss 0.8761005401611328 - score 0.985
2019-06-26 17:30:41,283 BAD EPOCHS (no improvement): 0
2019-06-26 17:30:41,284 ----------------------------------------------------------------------------------------------------
2019-06-26 17:30:41,429 epoch 23 - iter 0/2650 - loss 1.69506884
2019-06-26 17:31:17,336 epoch 23 - iter 265/2650 - loss 1.22979222
2019-06-26 17:31:53,090 epoch 23 - iter 530/2650 - loss 1.22231449
2019-06-26 17:32:28,586 epoch 23 - iter 795/2650 - loss 1.25250140
2019-06-26 17:33:09,546 epoch 23 - iter 1060/2650 - loss 1.23711422
2019-06-26 17:33:49,669 epoch 23 - iter 1325/2650 - loss 1.23844716
2019-06-26 17:34:30,475 epoch 23 - iter 1590/2650 - loss 1.23058810
2019-06-26 17:35:11,326 epoch 23 - iter 1855/2650 - loss 1.23540787
2019-06-26 17:35:47,330 epoch 23 - iter 2120/2650 - loss 1.22452149
2019-06-26 17:36:24,735 epoch 23 - iter 2385/2650 - loss 1.22384643
2019-06-26 17:37:05,125 ----------------------------------------------------------------------------------------------------
2019-06-26 17:37:05,125 EPOCH 23 done: loss 1.2228 - lr 0.1000
2019-06-26 17:38:59,696 TEST : loss 0.9007474780082703 - score 0.9848
2019-06-26 17:38:59,696 BAD EPOCHS (no improvement): 0
2019-06-26 17:38:59,697 ----------------------------------------------------------------------------------------------------
2019-06-26 17:38:59,861 epoch 24 - iter 0/2650 - loss 1.33080804
2019-06-26 17:39:41,730 epoch 24 - iter 265/2650 - loss 1.24235348
2019-06-26 17:40:17,226 epoch 24 - iter 530/2650 - loss 1.21621399
2019-06-26 17:40:52,964 epoch 24 - iter 795/2650 - loss 1.22463751
2019-06-26 17:41:28,235 epoch 24 - iter 1060/2650 - loss 1.23947611
2019-06-26 17:42:02,932 epoch 24 - iter 1325/2650 - loss 1.24102126
2019-06-26 17:42:37,701 epoch 24 - iter 1590/2650 - loss 1.23419170
2019-06-26 17:43:12,165 epoch 24 - iter 1855/2650 - loss 1.22950352
2019-06-26 17:43:50,111 epoch 24 - iter 2120/2650 - loss 1.22521424
2019-06-26 17:44:30,732 epoch 24 - iter 2385/2650 - loss 1.21969480
2019-06-26 17:45:11,927 ----------------------------------------------------------------------------------------------------
2019-06-26 17:45:11,928 EPOCH 24 done: loss 1.2213 - lr 0.1000
2019-06-26 17:47:06,468 TEST : loss 0.8793701529502869 - score 0.9846
2019-06-26 17:47:06,469 BAD EPOCHS (no improvement): 0
2019-06-26 17:47:06,470 ----------------------------------------------------------------------------------------------------
2019-06-26 17:47:06,668 epoch 25 - iter 0/2650 - loss 0.77157950
2019-06-26 17:47:48,464 epoch 25 - iter 265/2650 - loss 1.22889388
2019-06-26 17:48:29,172 epoch 25 - iter 530/2650 - loss 1.23180761
2019-06-26 17:49:10,091 epoch 25 - iter 795/2650 - loss 1.21853664
2019-06-26 17:49:49,702 epoch 25 - iter 1060/2650 - loss 1.22550097
2019-06-26 17:50:24,332 epoch 25 - iter 1325/2650 - loss 1.22688892
2019-06-26 17:51:04,256 epoch 25 - iter 1590/2650 - loss 1.22246634
2019-06-26 17:51:44,939 epoch 25 - iter 1855/2650 - loss 1.22825139
2019-06-26 17:52:26,012 epoch 25 - iter 2120/2650 - loss 1.22152718
2019-06-26 17:53:02,131 epoch 25 - iter 2385/2650 - loss 1.22029184
2019-06-26 17:53:36,906 ----------------------------------------------------------------------------------------------------
2019-06-26 17:53:36,906 EPOCH 25 done: loss 1.2167 - lr 0.1000
2019-06-26 17:55:32,295 TEST : loss 0.8733012676239014 - score 0.9852
2019-06-26 17:55:32,295 BAD EPOCHS (no improvement): 0
2019-06-26 17:55:32,296 ----------------------------------------------------------------------------------------------------
2019-06-26 17:55:32,472 epoch 26 - iter 0/2650 - loss 0.79612666
2019-06-26 17:56:12,463 epoch 26 - iter 265/2650 - loss 1.18369323
2019-06-26 17:56:52,953 epoch 26 - iter 530/2650 - loss 1.22019598
2019-06-26 17:57:33,330 epoch 26 - iter 795/2650 - loss 1.23377966
2019-06-26 17:58:13,822 epoch 26 - iter 1060/2650 - loss 1.21792130
2019-06-26 17:58:54,743 epoch 26 - iter 1325/2650 - loss 1.21103796
2019-06-26 17:59:30,108 epoch 26 - iter 1590/2650 - loss 1.21436551
2019-06-26 18:00:04,815 epoch 26 - iter 1855/2650 - loss 1.20784024
2019-06-26 18:00:39,207 epoch 26 - iter 2120/2650 - loss 1.21486921
2019-06-26 18:01:14,046 epoch 26 - iter 2385/2650 - loss 1.21402588
2019-06-26 18:01:51,218 ----------------------------------------------------------------------------------------------------
2019-06-26 18:01:51,219 EPOCH 26 done: loss 1.2115 - lr 0.1000
2019-06-26 18:03:46,084 TEST : loss 0.8737635612487793 - score 0.9849
2019-06-26 18:03:46,084 BAD EPOCHS (no improvement): 0
2019-06-26 18:03:46,085 ----------------------------------------------------------------------------------------------------
2019-06-26 18:03:46,242 epoch 27 - iter 0/2650 - loss 1.77795100
2019-06-26 18:04:22,796 epoch 27 - iter 265/2650 - loss 1.19661720
2019-06-26 18:04:58,232 epoch 27 - iter 530/2650 - loss 1.19450086
2019-06-26 18:05:33,289 epoch 27 - iter 795/2650 - loss 1.17819168
2019-06-26 18:06:07,869 epoch 27 - iter 1060/2650 - loss 1.18059330
2019-06-26 18:06:43,037 epoch 27 - iter 1325/2650 - loss 1.17448312
2019-06-26 18:07:18,225 epoch 27 - iter 1590/2650 - loss 1.17341602
2019-06-26 18:07:57,364 epoch 27 - iter 1855/2650 - loss 1.17216659
2019-06-26 18:08:37,831 epoch 27 - iter 2120/2650 - loss 1.17359877
2019-06-26 18:09:17,494 epoch 27 - iter 2385/2650 - loss 1.17130218
2019-06-26 18:09:59,134 ----------------------------------------------------------------------------------------------------
2019-06-26 18:09:59,135 EPOCH 27 done: loss 1.1792 - lr 0.1000
2019-06-26 18:11:54,079 TEST : loss 0.8651444315910339 - score 0.9853
2019-06-26 18:11:54,080 BAD EPOCHS (no improvement): 0
2019-06-26 18:11:54,081 ----------------------------------------------------------------------------------------------------
2019-06-26 18:11:54,309 epoch 28 - iter 0/2650 - loss 1.99158716
2019-06-26 18:12:35,112 epoch 28 - iter 265/2650 - loss 1.21595867
2019-06-26 18:13:16,950 epoch 28 - iter 530/2650 - loss 1.17127711
2019-06-26 18:13:57,984 epoch 28 - iter 795/2650 - loss 1.18229138
2019-06-26 18:14:37,628 epoch 28 - iter 1060/2650 - loss 1.19476232
2019-06-26 18:15:18,330 epoch 28 - iter 1325/2650 - loss 1.19164315
2019-06-26 18:15:58,069 epoch 28 - iter 1590/2650 - loss 1.18467093
2019-06-26 18:16:38,099 epoch 28 - iter 1855/2650 - loss 1.18940956
2019-06-26 18:17:18,451 epoch 28 - iter 2120/2650 - loss 1.18948770
2019-06-26 18:17:56,328 epoch 28 - iter 2385/2650 - loss 1.18904484
2019-06-26 18:18:33,654 ----------------------------------------------------------------------------------------------------
2019-06-26 18:18:33,655 EPOCH 28 done: loss 1.1898 - lr 0.1000
2019-06-26 18:20:28,858 TEST : loss 0.8619667887687683 - score 0.9852
2019-06-26 18:20:28,858 BAD EPOCHS (no improvement): 1
2019-06-26 18:20:28,866 ----------------------------------------------------------------------------------------------------
2019-06-26 18:20:29,012 epoch 29 - iter 0/2650 - loss 1.80657959
2019-06-26 18:21:09,344 epoch 29 - iter 265/2650 - loss 1.17289080
2019-06-26 18:21:50,537 epoch 29 - iter 530/2650 - loss 1.18679004
2019-06-26 18:22:27,548 epoch 29 - iter 795/2650 - loss 1.19193033
2019-06-26 18:23:02,390 epoch 29 - iter 1060/2650 - loss 1.18803186
2019-06-26 18:23:39,153 epoch 29 - iter 1325/2650 - loss 1.18691665
2019-06-26 18:24:15,142 epoch 29 - iter 1590/2650 - loss 1.18329934
2019-06-26 18:24:50,322 epoch 29 - iter 1855/2650 - loss 1.17746535
2019-06-26 18:25:25,253 epoch 29 - iter 2120/2650 - loss 1.18649424
2019-06-26 18:26:00,455 epoch 29 - iter 2385/2650 - loss 1.18297954
2019-06-26 18:26:35,592 ----------------------------------------------------------------------------------------------------
2019-06-26 18:26:35,592 EPOCH 29 done: loss 1.1796 - lr 0.1000
2019-06-26 18:28:24,078 TEST : loss 0.8816197514533997 - score 0.985
2019-06-26 18:28:24,079 BAD EPOCHS (no improvement): 2
2019-06-26 18:28:24,079 ----------------------------------------------------------------------------------------------------
2019-06-26 18:28:24,283 epoch 30 - iter 0/2650 - loss 1.21344340
2019-06-26 18:29:04,560 epoch 30 - iter 265/2650 - loss 1.19879777
2019-06-26 18:29:43,001 epoch 30 - iter 530/2650 - loss 1.20989412
2019-06-26 18:30:23,533 epoch 30 - iter 795/2650 - loss 1.17472900
2019-06-26 18:30:58,972 epoch 30 - iter 1060/2650 - loss 1.16928574
2019-06-26 18:31:34,131 epoch 30 - iter 1325/2650 - loss 1.17115489
2019-06-26 18:32:08,463 epoch 30 - iter 1590/2650 - loss 1.17179165
2019-06-26 18:32:46,026 epoch 30 - iter 1855/2650 - loss 1.17830640
2019-06-26 18:33:26,197 epoch 30 - iter 2120/2650 - loss 1.18067344
2019-06-26 18:34:07,322 epoch 30 - iter 2385/2650 - loss 1.18579529
2019-06-26 18:34:48,654 ----------------------------------------------------------------------------------------------------
2019-06-26 18:34:48,655 EPOCH 30 done: loss 1.1875 - lr 0.1000
2019-06-26 18:37:07,878 TEST : loss 0.874102771282196 - score 0.9855
2019-06-26 18:37:07,878 BAD EPOCHS (no improvement): 3
2019-06-26 18:37:07,888 ----------------------------------------------------------------------------------------------------
2019-06-26 18:37:08,043 epoch 31 - iter 0/2650 - loss 0.80506843
2019-06-26 18:37:48,676 epoch 31 - iter 265/2650 - loss 1.18390334
2019-06-26 18:38:27,928 epoch 31 - iter 530/2650 - loss 1.15699892
2019-06-26 18:39:03,009 epoch 31 - iter 795/2650 - loss 1.14613497
2019-06-26 18:39:38,205 epoch 31 - iter 1060/2650 - loss 1.14213081
2019-06-26 18:40:15,892 epoch 31 - iter 1325/2650 - loss 1.14312514
2019-06-26 18:40:56,303 epoch 31 - iter 1590/2650 - loss 1.14431256
2019-06-26 18:41:37,398 epoch 31 - iter 1855/2650 - loss 1.15322018
2019-06-26 18:42:18,463 epoch 31 - iter 2120/2650 - loss 1.16718815
2019-06-26 18:42:57,459 epoch 31 - iter 2385/2650 - loss 1.17096433
2019-06-26 18:43:38,752 ----------------------------------------------------------------------------------------------------
2019-06-26 18:43:38,752 EPOCH 31 done: loss 1.1683 - lr 0.1000
2019-06-26 18:45:33,332 TEST : loss 0.8671573996543884 - score 0.9854
2019-06-26 18:45:33,333 BAD EPOCHS (no improvement): 0
2019-06-26 18:45:33,334 ----------------------------------------------------------------------------------------------------
2019-06-26 18:45:33,495 epoch 32 - iter 0/2650 - loss 0.59053326
2019-06-26 18:46:14,917 epoch 32 - iter 265/2650 - loss 1.14997403
2019-06-26 18:46:56,141 epoch 32 - iter 530/2650 - loss 1.15865864
2019-06-26 18:47:36,099 epoch 32 - iter 795/2650 - loss 1.15723520
2019-06-26 18:48:17,101 epoch 32 - iter 1060/2650 - loss 1.15580778
2019-06-26 18:48:56,053 epoch 32 - iter 1325/2650 - loss 1.15591707
2019-06-26 18:49:36,524 epoch 32 - iter 1590/2650 - loss 1.16177296
2019-06-26 18:50:11,388 epoch 32 - iter 1855/2650 - loss 1.15377026
2019-06-26 18:50:46,321 epoch 32 - iter 2120/2650 - loss 1.14991607
2019-06-26 18:51:20,438 epoch 32 - iter 2385/2650 - loss 1.15365882
2019-06-26 18:51:55,042 ----------------------------------------------------------------------------------------------------
2019-06-26 18:51:55,043 EPOCH 32 done: loss 1.1571 - lr 0.1000
2019-06-26 18:53:49,823 TEST : loss 0.8725769519805908 - score 0.9852
2019-06-26 18:53:49,824 BAD EPOCHS (no improvement): 0
2019-06-26 18:53:49,825 ----------------------------------------------------------------------------------------------------
2019-06-26 18:53:49,993 epoch 33 - iter 0/2650 - loss 1.56210172
2019-06-26 18:54:30,924 epoch 33 - iter 265/2650 - loss 1.11053938
2019-06-26 18:55:06,979 epoch 33 - iter 530/2650 - loss 1.13891138
2019-06-26 18:55:41,288 epoch 33 - iter 795/2650 - loss 1.14190799
2019-06-26 18:56:16,906 epoch 33 - iter 1060/2650 - loss 1.14682935
2019-06-26 18:56:53,447 epoch 33 - iter 1325/2650 - loss 1.14535957
2019-06-26 18:57:32,892 epoch 33 - iter 1590/2650 - loss 1.15189846
2019-06-26 18:58:13,822 epoch 33 - iter 1855/2650 - loss 1.14974896
2019-06-26 18:58:49,220 epoch 33 - iter 2120/2650 - loss 1.15334982
2019-06-26 18:59:24,732 epoch 33 - iter 2385/2650 - loss 1.15801953
2019-06-26 19:00:03,741 ----------------------------------------------------------------------------------------------------
2019-06-26 19:00:03,741 EPOCH 33 done: loss 1.1585 - lr 0.1000
2019-06-26 19:02:17,706 TEST : loss 0.8707659244537354 - score 0.9853
2019-06-26 19:02:17,706 BAD EPOCHS (no improvement): 1
2019-06-26 19:02:17,708 ----------------------------------------------------------------------------------------------------
2019-06-26 19:02:17,879 epoch 34 - iter 0/2650 - loss 0.79350996
2019-06-26 19:02:53,452 epoch 34 - iter 265/2650 - loss 1.10526586
2019-06-26 19:03:28,731 epoch 34 - iter 530/2650 - loss 1.12010826
2019-06-26 19:04:04,436 epoch 34 - iter 795/2650 - loss 1.13368518
2019-06-26 19:04:41,349 epoch 34 - iter 1060/2650 - loss 1.12061150
2019-06-26 19:05:21,751 epoch 34 - iter 1325/2650 - loss 1.11818765
2019-06-26 19:06:02,596 epoch 34 - iter 1590/2650 - loss 1.12981620
2019-06-26 19:06:42,828 epoch 34 - iter 1855/2650 - loss 1.13453952
2019-06-26 19:07:23,113 epoch 34 - iter 2120/2650 - loss 1.13747117
2019-06-26 19:08:03,362 epoch 34 - iter 2385/2650 - loss 1.13251020
2019-06-26 19:08:43,986 ----------------------------------------------------------------------------------------------------
2019-06-26 19:08:43,987 EPOCH 34 done: loss 1.1394 - lr 0.1000
2019-06-26 19:10:39,487 TEST : loss 0.8681735992431641 - score 0.9853
2019-06-26 19:10:39,488 BAD EPOCHS (no improvement): 0
2019-06-26 19:10:39,488 ----------------------------------------------------------------------------------------------------
2019-06-26 19:10:39,629 epoch 35 - iter 0/2650 - loss 0.16485655
2019-06-26 19:11:14,960 epoch 35 - iter 265/2650 - loss 1.13795781
2019-06-26 19:11:49,794 epoch 35 - iter 530/2650 - loss 1.14347262
2019-06-26 19:12:24,559 epoch 35 - iter 795/2650 - loss 1.12847934
2019-06-26 19:12:58,928 epoch 35 - iter 1060/2650 - loss 1.13962444
2019-06-26 19:13:33,393 epoch 35 - iter 1325/2650 - loss 1.13472451
2019-06-26 19:14:10,922 epoch 35 - iter 1590/2650 - loss 1.13393408
2019-06-26 19:14:52,328 epoch 35 - iter 1855/2650 - loss 1.14128127
2019-06-26 19:15:32,246 epoch 35 - iter 2120/2650 - loss 1.13752706
2019-06-26 19:16:13,376 epoch 35 - iter 2385/2650 - loss 1.14106237
2019-06-26 19:16:53,577 ----------------------------------------------------------------------------------------------------
2019-06-26 19:16:53,578 EPOCH 35 done: loss 1.1428 - lr 0.1000
2019-06-26 19:19:04,939 TEST : loss 0.8624382615089417 - score 0.9854
2019-06-26 19:19:04,940 BAD EPOCHS (no improvement): 1
2019-06-26 19:19:04,940 ----------------------------------------------------------------------------------------------------
2019-06-26 19:19:05,125 epoch 36 - iter 0/2650 - loss 0.61670166
2019-06-26 19:19:45,176 epoch 36 - iter 265/2650 - loss 1.18928386
2019-06-26 19:20:25,966 epoch 36 - iter 530/2650 - loss 1.14737451
2019-06-26 19:21:07,085 epoch 36 - iter 795/2650 - loss 1.13784182
2019-06-26 19:21:43,596 epoch 36 - iter 1060/2650 - loss 1.13347108
2019-06-26 19:22:20,476 epoch 36 - iter 1325/2650 - loss 1.13428910
2019-06-26 19:23:01,250 epoch 36 - iter 1590/2650 - loss 1.13686783
2019-06-26 19:23:41,219 epoch 36 - iter 1855/2650 - loss 1.13535190
2019-06-26 19:24:21,906 epoch 36 - iter 2120/2650 - loss 1.14215356
2019-06-26 19:24:57,870 epoch 36 - iter 2385/2650 - loss 1.14635292
2019-06-26 19:25:32,698 ----------------------------------------------------------------------------------------------------
2019-06-26 19:25:32,698 EPOCH 36 done: loss 1.1424 - lr 0.1000
2019-06-26 19:27:45,288 TEST : loss 0.8647207021713257 - score 0.9854
2019-06-26 19:27:45,289 BAD EPOCHS (no improvement): 2
2019-06-26 19:27:45,290 ----------------------------------------------------------------------------------------------------
2019-06-26 19:27:45,448 epoch 37 - iter 0/2650 - loss 0.95856154
2019-06-26 19:28:26,317 epoch 37 - iter 265/2650 - loss 1.11759118
2019-06-26 19:29:05,928 epoch 37 - iter 530/2650 - loss 1.12229446
2019-06-26 19:29:41,670 epoch 37 - iter 795/2650 - loss 1.13195835
2019-06-26 19:30:16,292 epoch 37 - iter 1060/2650 - loss 1.13579929
2019-06-26 19:30:52,353 epoch 37 - iter 1325/2650 - loss 1.12554920
2019-06-26 19:31:31,640 epoch 37 - iter 1590/2650 - loss 1.11652100
2019-06-26 19:32:12,064 epoch 37 - iter 1855/2650 - loss 1.11356624
2019-06-26 19:32:50,926 epoch 37 - iter 2120/2650 - loss 1.12212786
2019-06-26 19:33:31,107 epoch 37 - iter 2385/2650 - loss 1.12249891
2019-06-26 19:34:10,493 ----------------------------------------------------------------------------------------------------
2019-06-26 19:34:10,494 EPOCH 37 done: loss 1.1203 - lr 0.1000
2019-06-26 19:36:05,083 TEST : loss 0.8638347387313843 - score 0.9854
2019-06-26 19:36:05,084 BAD EPOCHS (no improvement): 0
2019-06-26 19:36:05,084 ----------------------------------------------------------------------------------------------------
2019-06-26 19:36:05,243 epoch 38 - iter 0/2650 - loss 0.73650032
2019-06-26 19:36:41,314 epoch 38 - iter 265/2650 - loss 1.05345903
2019-06-26 19:37:16,820 epoch 38 - iter 530/2650 - loss 1.07280075
2019-06-26 19:37:57,025 epoch 38 - iter 795/2650 - loss 1.09652458
2019-06-26 19:38:37,532 epoch 38 - iter 1060/2650 - loss 1.09262874
2019-06-26 19:39:18,252 epoch 38 - iter 1325/2650 - loss 1.10557283
2019-06-26 19:39:58,494 epoch 38 - iter 1590/2650 - loss 1.11701434
2019-06-26 19:40:39,100 epoch 38 - iter 1855/2650 - loss 1.12732852
2019-06-26 19:41:16,698 epoch 38 - iter 2120/2650 - loss 1.12798758
2019-06-26 19:41:52,222 epoch 38 - iter 2385/2650 - loss 1.13215500
2019-06-26 19:42:27,152 ----------------------------------------------------------------------------------------------------
2019-06-26 19:42:27,152 EPOCH 38 done: loss 1.1311 - lr 0.1000
2019-06-26 19:44:21,676 TEST : loss 0.8702887892723083 - score 0.9851
2019-06-26 19:44:21,677 BAD EPOCHS (no improvement): 1
2019-06-26 19:44:21,678 ----------------------------------------------------------------------------------------------------
2019-06-26 19:44:21,820 epoch 39 - iter 0/2650 - loss 0.50223625
2019-06-26 19:45:02,953 epoch 39 - iter 265/2650 - loss 1.18563270
2019-06-26 19:45:43,517 epoch 39 - iter 530/2650 - loss 1.12541043
2019-06-26 19:46:22,397 epoch 39 - iter 795/2650 - loss 1.12473008
2019-06-26 19:46:57,273 epoch 39 - iter 1060/2650 - loss 1.13695860
2019-06-26 19:47:32,829 epoch 39 - iter 1325/2650 - loss 1.12708617
2019-06-26 19:48:07,235 epoch 39 - iter 1590/2650 - loss 1.12374704
2019-06-26 19:48:42,910 epoch 39 - iter 1855/2650 - loss 1.12210001
2019-06-26 19:49:17,901 epoch 39 - iter 2120/2650 - loss 1.11933912
2019-06-26 19:49:56,108 epoch 39 - iter 2385/2650 - loss 1.12297348
2019-06-26 19:50:36,405 ----------------------------------------------------------------------------------------------------
2019-06-26 19:50:36,405 EPOCH 39 done: loss 1.1273 - lr 0.1000
2019-06-26 19:52:55,533 TEST : loss 0.8800793290138245 - score 0.9852
2019-06-26 19:52:55,533 BAD EPOCHS (no improvement): 2
2019-06-26 19:52:55,534 ----------------------------------------------------------------------------------------------------
2019-06-26 19:52:55,684 epoch 40 - iter 0/2650 - loss 0.61800975
2019-06-26 19:53:31,250 epoch 40 - iter 265/2650 - loss 1.10460820
2019-06-26 19:54:07,316 epoch 40 - iter 530/2650 - loss 1.11457398
2019-06-26 19:54:42,708 epoch 40 - iter 795/2650 - loss 1.12158692
2019-06-26 19:55:18,314 epoch 40 - iter 1060/2650 - loss 1.12374450
2019-06-26 19:55:57,040 epoch 40 - iter 1325/2650 - loss 1.11400673
2019-06-26 19:56:37,346 epoch 40 - iter 1590/2650 - loss 1.12267317
2019-06-26 19:57:13,585 epoch 40 - iter 1855/2650 - loss 1.13067543
2019-06-26 19:57:48,310 epoch 40 - iter 2120/2650 - loss 1.12520150
2019-06-26 19:58:23,617 epoch 40 - iter 2385/2650 - loss 1.12767320
2019-06-26 19:58:58,785 ----------------------------------------------------------------------------------------------------
2019-06-26 19:58:58,786 EPOCH 40 done: loss 1.1242 - lr 0.1000
2019-06-26 20:00:54,143 TEST : loss 0.8791370391845703 - score 0.9854
2019-06-26 20:00:54,143 BAD EPOCHS (no improvement): 3
2019-06-26 20:00:54,144 ----------------------------------------------------------------------------------------------------
2019-06-26 20:00:54,270 epoch 41 - iter 0/2650 - loss 0.49203938
2019-06-26 20:01:35,262 epoch 41 - iter 265/2650 - loss 1.07002561
2019-06-26 20:02:12,082 epoch 41 - iter 530/2650 - loss 1.08091472
2019-06-26 20:02:51,921 epoch 41 - iter 795/2650 - loss 1.07843749
2019-06-26 20:03:31,692 epoch 41 - iter 1060/2650 - loss 1.07374075
2019-06-26 20:04:11,977 epoch 41 - iter 1325/2650 - loss 1.09113224
2019-06-26 20:04:52,469 epoch 41 - iter 1590/2650 - loss 1.09169532
2019-06-26 20:05:33,420 epoch 41 - iter 1855/2650 - loss 1.09036281
2019-06-26 20:06:13,285 epoch 41 - iter 2120/2650 - loss 1.09504852
2019-06-26 20:06:47,952 epoch 41 - iter 2385/2650 - loss 1.09613569
2019-06-26 20:07:23,221 ----------------------------------------------------------------------------------------------------
2019-06-26 20:07:23,222 EPOCH 41 done: loss 1.0961 - lr 0.1000
2019-06-26 20:09:18,187 TEST : loss 0.8757585287094116 - score 0.9854
2019-06-26 20:09:18,187 BAD EPOCHS (no improvement): 0
2019-06-26 20:09:18,188 ----------------------------------------------------------------------------------------------------
2019-06-26 20:09:18,365 epoch 42 - iter 0/2650 - loss 1.01847529
2019-06-26 20:10:00,425 epoch 42 - iter 265/2650 - loss 1.07357796
2019-06-26 20:10:35,982 epoch 42 - iter 530/2650 - loss 1.07453469
2019-06-26 20:11:10,894 epoch 42 - iter 795/2650 - loss 1.08866136
2019-06-26 20:11:46,314 epoch 42 - iter 1060/2650 - loss 1.08080770
2019-06-26 20:12:21,270 epoch 42 - iter 1325/2650 - loss 1.08250876
2019-06-26 20:12:56,217 epoch 42 - iter 1590/2650 - loss 1.09529522
2019-06-26 20:13:32,255 epoch 42 - iter 1855/2650 - loss 1.10435130
2019-06-26 20:14:06,452 epoch 42 - iter 2120/2650 - loss 1.09171222
2019-06-26 20:14:40,568 epoch 42 - iter 2385/2650 - loss 1.09529551
2019-06-26 20:15:14,797 ----------------------------------------------------------------------------------------------------
2019-06-26 20:15:14,797 EPOCH 42 done: loss 1.1003 - lr 0.1000
2019-06-26 20:17:09,772 TEST : loss 0.8738007545471191 - score 0.9851
2019-06-26 20:17:09,772 BAD EPOCHS (no improvement): 1
2019-06-26 20:17:09,773 ----------------------------------------------------------------------------------------------------
2019-06-26 20:17:10,004 epoch 43 - iter 0/2650 - loss 0.95044470
2019-06-26 20:17:46,993 epoch 43 - iter 265/2650 - loss 1.08175223
2019-06-26 20:18:22,439 epoch 43 - iter 530/2650 - loss 1.06392210
2019-06-26 20:18:57,614 epoch 43 - iter 795/2650 - loss 1.06388956
2019-06-26 20:19:32,122 epoch 43 - iter 1060/2650 - loss 1.07149480
2019-06-26 20:20:07,413 epoch 43 - iter 1325/2650 - loss 1.06963679
2019-06-26 20:20:42,051 epoch 43 - iter 1590/2650 - loss 1.07299557
2019-06-26 20:21:17,685 epoch 43 - iter 1855/2650 - loss 1.07817023
2019-06-26 20:21:58,513 epoch 43 - iter 2120/2650 - loss 1.08259212
2019-06-26 20:22:39,242 epoch 43 - iter 2385/2650 - loss 1.08659762
2019-06-26 20:23:14,467 ----------------------------------------------------------------------------------------------------
2019-06-26 20:23:14,467 EPOCH 43 done: loss 1.0919 - lr 0.1000
2019-06-26 20:25:02,691 TEST : loss 0.8711261749267578 - score 0.9857
2019-06-26 20:25:02,692 BAD EPOCHS (no improvement): 0
2019-06-26 20:25:02,692 ----------------------------------------------------------------------------------------------------
2019-06-26 20:25:02,837 epoch 44 - iter 0/2650 - loss 1.96314645
2019-06-26 20:25:39,400 epoch 44 - iter 265/2650 - loss 1.10370383
2019-06-26 20:26:14,001 epoch 44 - iter 530/2650 - loss 1.09683184
2019-06-26 20:26:49,903 epoch 44 - iter 795/2650 - loss 1.09760975
2019-06-26 20:27:24,706 epoch 44 - iter 1060/2650 - loss 1.09393783
2019-06-26 20:27:59,566 epoch 44 - iter 1325/2650 - loss 1.07894571
2019-06-26 20:28:33,968 epoch 44 - iter 1590/2650 - loss 1.09151099
2019-06-26 20:29:08,908 epoch 44 - iter 1855/2650 - loss 1.08615961
2019-06-26 20:29:44,423 epoch 44 - iter 2120/2650 - loss 1.08988158
2019-06-26 20:30:22,053 epoch 44 - iter 2385/2650 - loss 1.09189529
2019-06-26 20:31:02,153 ----------------------------------------------------------------------------------------------------
2019-06-26 20:31:02,153 EPOCH 44 done: loss 1.0956 - lr 0.1000
2019-06-26 20:32:56,506 TEST : loss 0.8664193153381348 - score 0.9854
2019-06-26 20:32:56,507 BAD EPOCHS (no improvement): 1
2019-06-26 20:32:56,507 ----------------------------------------------------------------------------------------------------
2019-06-26 20:32:56,675 epoch 45 - iter 0/2650 - loss 0.86493492
2019-06-26 20:33:37,329 epoch 45 - iter 265/2650 - loss 1.07054712
2019-06-26 20:34:18,989 epoch 45 - iter 530/2650 - loss 1.06556760
2019-06-26 20:34:59,230 epoch 45 - iter 795/2650 - loss 1.07308812
2019-06-26 20:35:34,043 epoch 45 - iter 1060/2650 - loss 1.08248932
2019-06-26 20:36:09,590 epoch 45 - iter 1325/2650 - loss 1.08795048
2019-06-26 20:36:45,186 epoch 45 - iter 1590/2650 - loss 1.08502290
2019-06-26 20:37:20,846 epoch 45 - iter 1855/2650 - loss 1.08636106
2019-06-26 20:38:00,541 epoch 45 - iter 2120/2650 - loss 1.08740819
2019-06-26 20:38:39,664 epoch 45 - iter 2385/2650 - loss 1.09614806
2019-06-26 20:39:15,569 ----------------------------------------------------------------------------------------------------
2019-06-26 20:39:15,569 EPOCH 45 done: loss 1.0931 - lr 0.1000
2019-06-26 20:41:10,708 TEST : loss 0.8765290379524231 - score 0.9853
2019-06-26 20:41:10,709 BAD EPOCHS (no improvement): 2
2019-06-26 20:41:10,709 ----------------------------------------------------------------------------------------------------
2019-06-26 20:41:10,877 epoch 46 - iter 0/2650 - loss 1.37941349
2019-06-26 20:41:46,116 epoch 46 - iter 265/2650 - loss 1.10481508
2019-06-26 20:42:23,445 epoch 46 - iter 530/2650 - loss 1.08405621
2019-06-26 20:43:04,070 epoch 46 - iter 795/2650 - loss 1.08258323
2019-06-26 20:43:45,161 epoch 46 - iter 1060/2650 - loss 1.09101972
2019-06-26 20:44:25,991 epoch 46 - iter 1325/2650 - loss 1.09093572
2019-06-26 20:45:01,480 epoch 46 - iter 1590/2650 - loss 1.09629480
2019-06-26 20:45:36,753 epoch 46 - iter 1855/2650 - loss 1.09448513
2019-06-26 20:46:16,135 epoch 46 - iter 2120/2650 - loss 1.09346524
2019-06-26 20:46:57,373 epoch 46 - iter 2385/2650 - loss 1.09122505
2019-06-26 20:47:37,540 ----------------------------------------------------------------------------------------------------
2019-06-26 20:47:37,541 EPOCH 46 done: loss 1.0955 - lr 0.1000
2019-06-26 20:49:32,386 TEST : loss 0.8595676422119141 - score 0.9857
2019-06-26 20:49:32,386 BAD EPOCHS (no improvement): 3
2019-06-26 20:49:32,387 ----------------------------------------------------------------------------------------------------
2019-06-26 20:49:32,614 epoch 47 - iter 0/2650 - loss 0.56514162
2019-06-26 20:50:13,214 epoch 47 - iter 265/2650 - loss 1.06674547
2019-06-26 20:50:54,950 epoch 47 - iter 530/2650 - loss 1.08411740
2019-06-26 20:51:35,948 epoch 47 - iter 795/2650 - loss 1.09810210
2019-06-26 20:52:15,812 epoch 47 - iter 1060/2650 - loss 1.10651765
2019-06-26 20:52:53,635 epoch 47 - iter 1325/2650 - loss 1.10233860
2019-06-26 20:53:34,187 epoch 47 - iter 1590/2650 - loss 1.09185714
2019-06-26 20:54:09,404 epoch 47 - iter 1855/2650 - loss 1.09027117
2019-06-26 20:54:44,318 epoch 47 - iter 2120/2650 - loss 1.08377849
2019-06-26 20:55:19,255 epoch 47 - iter 2385/2650 - loss 1.08442721
2019-06-26 20:55:54,038 ----------------------------------------------------------------------------------------------------
2019-06-26 20:55:54,039 EPOCH 47 done: loss 1.0824 - lr 0.1000
2019-06-26 20:57:48,978 TEST : loss 0.8736404776573181 - score 0.9855
2019-06-26 20:57:48,978 BAD EPOCHS (no improvement): 0
2019-06-26 20:57:48,979 ----------------------------------------------------------------------------------------------------
2019-06-26 20:57:49,174 epoch 48 - iter 0/2650 - loss 0.41945022
2019-06-26 20:58:29,927 epoch 48 - iter 265/2650 - loss 1.02753885
2019-06-26 20:59:10,743 epoch 48 - iter 530/2650 - loss 1.03767819
2019-06-26 20:59:45,208 epoch 48 - iter 795/2650 - loss 1.05778825
2019-06-26 21:00:20,400 epoch 48 - iter 1060/2650 - loss 1.05855607
2019-06-26 21:00:55,084 epoch 48 - iter 1325/2650 - loss 1.04609192
2019-06-26 21:01:30,948 epoch 48 - iter 1590/2650 - loss 1.06060791
2019-06-26 21:02:11,011 epoch 48 - iter 1855/2650 - loss 1.06139881
2019-06-26 21:02:52,830 epoch 48 - iter 2120/2650 - loss 1.06477774
2019-06-26 21:03:33,009 epoch 48 - iter 2385/2650 - loss 1.06385966
2019-06-26 21:04:12,942 ----------------------------------------------------------------------------------------------------
2019-06-26 21:04:12,943 EPOCH 48 done: loss 1.0659 - lr 0.1000
2019-06-26 21:06:08,486 TEST : loss 0.8816397786140442 - score 0.9856
2019-06-26 21:06:08,487 BAD EPOCHS (no improvement): 0
2019-06-26 21:06:08,487 ----------------------------------------------------------------------------------------------------
2019-06-26 21:06:08,631 epoch 49 - iter 0/2650 - loss 1.01859391
2019-06-26 21:06:49,567 epoch 49 - iter 265/2650 - loss 1.02972574
2019-06-26 21:07:30,957 epoch 49 - iter 530/2650 - loss 1.04862823
2019-06-26 21:08:07,855 epoch 49 - iter 795/2650 - loss 1.04866052
2019-06-26 21:08:48,863 epoch 49 - iter 1060/2650 - loss 1.05741531
2019-06-26 21:09:28,925 epoch 49 - iter 1325/2650 - loss 1.05225238
2019-06-26 21:10:09,565 epoch 49 - iter 1590/2650 - loss 1.05777206
2019-06-26 21:10:44,580 epoch 49 - iter 1855/2650 - loss 1.05718617
2019-06-26 21:11:24,103 epoch 49 - iter 2120/2650 - loss 1.06762279
2019-06-26 21:12:04,272 epoch 49 - iter 2385/2650 - loss 1.06484353
2019-06-26 21:12:43,949 ----------------------------------------------------------------------------------------------------
2019-06-26 21:12:43,949 EPOCH 49 done: loss 1.0669 - lr 0.1000
2019-06-26 21:15:03,420 TEST : loss 0.8638147115707397 - score 0.9854
2019-06-26 21:15:03,420 BAD EPOCHS (no improvement): 1
2019-06-26 21:15:03,421 ----------------------------------------------------------------------------------------------------
2019-06-26 21:15:03,642 epoch 50 - iter 0/2650 - loss 1.10003066
2019-06-26 21:15:42,713 epoch 50 - iter 265/2650 - loss 1.07686548
2019-06-26 21:16:18,619 epoch 50 - iter 530/2650 - loss 1.05520115
2019-06-26 21:16:54,245 epoch 50 - iter 795/2650 - loss 1.07721255
2019-06-26 21:17:29,505 epoch 50 - iter 1060/2650 - loss 1.07455616
2019-06-26 21:18:04,459 epoch 50 - iter 1325/2650 - loss 1.08132024
2019-06-26 21:18:40,304 epoch 50 - iter 1590/2650 - loss 1.07508392
2019-06-26 21:19:15,371 epoch 50 - iter 1855/2650 - loss 1.07312868
2019-06-26 21:19:50,894 epoch 50 - iter 2120/2650 - loss 1.07551886
2019-06-26 21:20:26,996 epoch 50 - iter 2385/2650 - loss 1.08545358
2019-06-26 21:21:08,028 ----------------------------------------------------------------------------------------------------
2019-06-26 21:21:08,028 EPOCH 50 done: loss 1.0886 - lr 0.1000
2019-06-26 21:22:56,283 TEST : loss 0.8806375861167908 - score 0.9853
2019-06-26 21:22:56,284 BAD EPOCHS (no improvement): 2
2019-06-26 21:22:56,284 ----------------------------------------------------------------------------------------------------
2019-06-26 21:22:56,435 epoch 51 - iter 0/2650 - loss 1.55008411
2019-06-26 21:23:37,328 epoch 51 - iter 265/2650 - loss 1.08480469
2019-06-26 21:24:13,262 epoch 51 - iter 530/2650 - loss 1.06764031
2019-06-26 21:24:51,300 epoch 51 - iter 795/2650 - loss 1.06658989
2019-06-26 21:25:27,946 epoch 51 - iter 1060/2650 - loss 1.05645693
2019-06-26 21:26:09,197 epoch 51 - iter 1325/2650 - loss 1.05514554
2019-06-26 21:26:49,573 epoch 51 - iter 1590/2650 - loss 1.05445928
2019-06-26 21:27:29,861 epoch 51 - iter 1855/2650 - loss 1.05584378
2019-06-26 21:28:09,409 epoch 51 - iter 2120/2650 - loss 1.06034729
2019-06-26 21:28:49,904 epoch 51 - iter 2385/2650 - loss 1.06279080
2019-06-26 21:29:30,707 ----------------------------------------------------------------------------------------------------
2019-06-26 21:29:30,708 EPOCH 51 done: loss 1.0569 - lr 0.1000
2019-06-26 21:31:47,350 TEST : loss 0.8815222978591919 - score 0.9853
2019-06-26 21:31:47,351 BAD EPOCHS (no improvement): 0
2019-06-26 21:31:47,352 ----------------------------------------------------------------------------------------------------
2019-06-26 21:31:47,506 epoch 52 - iter 0/2650 - loss 2.29181552
2019-06-26 21:32:28,557 epoch 52 - iter 265/2650 - loss 1.01803486
2019-06-26 21:33:08,367 epoch 52 - iter 530/2650 - loss 1.01516699
2019-06-26 21:33:46,679 epoch 52 - iter 795/2650 - loss 1.04570334
2019-06-26 21:34:23,776 epoch 52 - iter 1060/2650 - loss 1.04541851
2019-06-26 21:35:03,563 epoch 52 - iter 1325/2650 - loss 1.04716049
2019-06-26 21:35:42,548 epoch 52 - iter 1590/2650 - loss 1.04151303
2019-06-26 21:36:23,078 epoch 52 - iter 1855/2650 - loss 1.04954934
2019-06-26 21:37:04,055 epoch 52 - iter 2120/2650 - loss 1.05887886
2019-06-26 21:37:44,181 epoch 52 - iter 2385/2650 - loss 1.05733085
2019-06-26 21:38:22,562 ----------------------------------------------------------------------------------------------------
2019-06-26 21:38:22,562 EPOCH 52 done: loss 1.0592 - lr 0.1000
2019-06-26 21:40:17,244 TEST : loss 0.8800312876701355 - score 0.9854
2019-06-26 21:40:17,245 BAD EPOCHS (no improvement): 1
2019-06-26 21:40:17,245 ----------------------------------------------------------------------------------------------------
2019-06-26 21:40:17,366 epoch 53 - iter 0/2650 - loss 0.76051342
2019-06-26 21:40:52,765 epoch 53 - iter 265/2650 - loss 0.99857572
2019-06-26 21:41:28,105 epoch 53 - iter 530/2650 - loss 1.02613828
2019-06-26 21:42:02,136 epoch 53 - iter 795/2650 - loss 1.03506223
2019-06-26 21:42:37,827 epoch 53 - iter 1060/2650 - loss 1.05369504
2019-06-26 21:43:13,906 epoch 53 - iter 1325/2650 - loss 1.05589848
2019-06-26 21:43:54,329 epoch 53 - iter 1590/2650 - loss 1.06112930
2019-06-26 21:44:34,527 epoch 53 - iter 1855/2650 - loss 1.06394026
2019-06-26 21:45:15,327 epoch 53 - iter 2120/2650 - loss 1.06396146
2019-06-26 21:45:50,483 epoch 53 - iter 2385/2650 - loss 1.05758355
2019-06-26 21:46:25,049 ----------------------------------------------------------------------------------------------------
2019-06-26 21:46:25,050 EPOCH 53 done: loss 1.0551 - lr 0.1000
2019-06-26 21:48:19,876 TEST : loss 0.8634426593780518 - score 0.9857
2019-06-26 21:48:19,877 BAD EPOCHS (no improvement): 0
2019-06-26 21:48:19,877 ----------------------------------------------------------------------------------------------------
2019-06-26 21:48:20,015 epoch 54 - iter 0/2650 - loss 1.61461103
2019-06-26 21:49:01,233 epoch 54 - iter 265/2650 - loss 1.05406098
2019-06-26 21:49:42,011 epoch 54 - iter 530/2650 - loss 1.07034371
2019-06-26 21:50:21,612 epoch 54 - iter 795/2650 - loss 1.04407127
2019-06-26 21:50:57,780 epoch 54 - iter 1060/2650 - loss 1.04467902
2019-06-26 21:51:33,843 epoch 54 - iter 1325/2650 - loss 1.04101792
2019-06-26 21:52:09,726 epoch 54 - iter 1590/2650 - loss 1.03991858
2019-06-26 21:52:44,541 epoch 54 - iter 1855/2650 - loss 1.04089817
2019-06-26 21:53:19,404 epoch 54 - iter 2120/2650 - loss 1.04273714
2019-06-26 21:53:58,390 epoch 54 - iter 2385/2650 - loss 1.03607499
2019-06-26 21:54:38,165 ----------------------------------------------------------------------------------------------------
2019-06-26 21:54:38,166 EPOCH 54 done: loss 1.0348 - lr 0.1000
2019-06-26 21:56:32,988 TEST : loss 0.8902379274368286 - score 0.9858
2019-06-26 21:56:32,988 BAD EPOCHS (no improvement): 0
2019-06-26 21:56:32,989 ----------------------------------------------------------------------------------------------------
2019-06-26 21:56:33,117 epoch 55 - iter 0/2650 - loss 0.29366660
2019-06-26 21:57:14,274 epoch 55 - iter 265/2650 - loss 1.02901712
2019-06-26 21:57:55,711 epoch 55 - iter 530/2650 - loss 1.05700346
2019-06-26 21:58:36,439 epoch 55 - iter 795/2650 - loss 1.05657157
2019-06-26 21:59:17,023 epoch 55 - iter 1060/2650 - loss 1.05839426
2019-06-26 21:59:55,041 epoch 55 - iter 1325/2650 - loss 1.05622684
2019-06-26 22:00:29,008 epoch 55 - iter 1590/2650 - loss 1.05051662
2019-06-26 22:01:05,328 epoch 55 - iter 1855/2650 - loss 1.05467751
2019-06-26 22:01:45,830 epoch 55 - iter 2120/2650 - loss 1.05509123
2019-06-26 22:02:20,620 epoch 55 - iter 2385/2650 - loss 1.05591759
2019-06-26 22:02:58,277 ----------------------------------------------------------------------------------------------------
2019-06-26 22:02:58,277 EPOCH 55 done: loss 1.0554 - lr 0.1000
2019-06-26 22:04:53,592 TEST : loss 0.8602169156074524 - score 0.9855
2019-06-26 22:04:53,592 BAD EPOCHS (no improvement): 1
2019-06-26 22:04:53,593 ----------------------------------------------------------------------------------------------------
2019-06-26 22:04:53,726 epoch 56 - iter 0/2650 - loss 1.29738450
2019-06-26 22:05:33,668 epoch 56 - iter 265/2650 - loss 1.00772520
2019-06-26 22:06:13,815 epoch 56 - iter 530/2650 - loss 0.98985979
2019-06-26 22:06:49,656 epoch 56 - iter 795/2650 - loss 1.01763123
2019-06-26 22:07:25,089 epoch 56 - iter 1060/2650 - loss 1.02265082
2019-06-26 22:07:59,605 epoch 56 - iter 1325/2650 - loss 1.03540938
2019-06-26 22:08:35,198 epoch 56 - iter 1590/2650 - loss 1.04173436
2019-06-26 22:09:09,844 epoch 56 - iter 1855/2650 - loss 1.04309422
2019-06-26 22:09:44,407 epoch 56 - iter 2120/2650 - loss 1.04189590
2019-06-26 22:10:19,931 epoch 56 - iter 2385/2650 - loss 1.05198840
2019-06-26 22:10:54,372 ----------------------------------------------------------------------------------------------------
2019-06-26 22:10:54,373 EPOCH 56 done: loss 1.0557 - lr 0.1000
2019-06-26 22:12:49,495 TEST : loss 0.8598523139953613 - score 0.9858
2019-06-26 22:12:49,496 BAD EPOCHS (no improvement): 2
2019-06-26 22:12:49,509 ----------------------------------------------------------------------------------------------------
2019-06-26 22:12:49,641 epoch 57 - iter 0/2650 - loss 0.94965219
2019-06-26 22:13:31,155 epoch 57 - iter 265/2650 - loss 0.97338971
2019-06-26 22:14:08,374 epoch 57 - iter 530/2650 - loss 1.00714180
2019-06-26 22:14:48,609 epoch 57 - iter 795/2650 - loss 1.00890100
2019-06-26 22:15:28,795 epoch 57 - iter 1060/2650 - loss 1.01414215
2019-06-26 22:16:09,412 epoch 57 - iter 1325/2650 - loss 1.02160632
2019-06-26 22:16:49,809 epoch 57 - iter 1590/2650 - loss 1.03125817
2019-06-26 22:17:30,438 epoch 57 - iter 1855/2650 - loss 1.03894259
2019-06-26 22:18:11,097 epoch 57 - iter 2120/2650 - loss 1.04083500
2019-06-26 22:18:50,799 epoch 57 - iter 2385/2650 - loss 1.04084005
2019-06-26 22:19:26,153 ----------------------------------------------------------------------------------------------------
2019-06-26 22:19:26,153 EPOCH 57 done: loss 1.0437 - lr 0.1000
2019-06-26 22:21:14,380 TEST : loss 0.8705869317054749 - score 0.9856
2019-06-26 22:21:14,381 BAD EPOCHS (no improvement): 3
2019-06-26 22:21:14,381 ----------------------------------------------------------------------------------------------------
2019-06-26 22:21:14,504 epoch 58 - iter 0/2650 - loss 1.83337867
2019-06-26 22:21:50,572 epoch 58 - iter 265/2650 - loss 1.02546077
2019-06-26 22:22:25,558 epoch 58 - iter 530/2650 - loss 1.00975041
2019-06-26 22:22:59,745 epoch 58 - iter 795/2650 - loss 1.01148472
2019-06-26 22:23:35,107 epoch 58 - iter 1060/2650 - loss 1.02248298
2019-06-26 22:24:15,413 epoch 58 - iter 1325/2650 - loss 1.01221711
2019-06-26 22:24:56,306 epoch 58 - iter 1590/2650 - loss 1.02197580
2019-06-26 22:25:37,613 epoch 58 - iter 1855/2650 - loss 1.02509608
2019-06-26 22:26:18,554 epoch 58 - iter 2120/2650 - loss 1.02183868
2019-06-26 22:26:59,001 epoch 58 - iter 2385/2650 - loss 1.02041010
2019-06-26 22:27:39,017 ----------------------------------------------------------------------------------------------------
2019-06-26 22:27:39,018 EPOCH 58 done: loss 1.0229 - lr 0.1000
2019-06-26 22:29:57,850 TEST : loss 0.870323896408081 - score 0.9858
2019-06-26 22:29:57,850 BAD EPOCHS (no improvement): 0
2019-06-26 22:29:57,851 ----------------------------------------------------------------------------------------------------
2019-06-26 22:29:58,066 epoch 59 - iter 0/2650 - loss 0.84956962
2019-06-26 22:30:35,128 epoch 59 - iter 265/2650 - loss 0.97807005
2019-06-26 22:31:10,307 epoch 59 - iter 530/2650 - loss 1.00307938
2019-06-26 22:31:51,064 epoch 59 - iter 795/2650 - loss 1.01366891
2019-06-26 22:32:32,018 epoch 59 - iter 1060/2650 - loss 1.03207561
2019-06-26 22:33:11,813 epoch 59 - iter 1325/2650 - loss 1.02856001
2019-06-26 22:33:52,499 epoch 59 - iter 1590/2650 - loss 1.02395009
2019-06-26 22:34:29,514 epoch 59 - iter 1855/2650 - loss 1.02825336
2019-06-26 22:35:07,964 epoch 59 - iter 2120/2650 - loss 1.02430849
2019-06-26 22:35:48,480 epoch 59 - iter 2385/2650 - loss 1.02559989
2019-06-26 22:36:28,838 ----------------------------------------------------------------------------------------------------
2019-06-26 22:36:28,838 EPOCH 59 done: loss 1.0271 - lr 0.1000
2019-06-26 22:38:26,269 TEST : loss 0.888481855392456 - score 0.9854
2019-06-26 22:38:26,270 BAD EPOCHS (no improvement): 1
2019-06-26 22:38:26,271 ----------------------------------------------------------------------------------------------------
2019-06-26 22:38:26,466 epoch 60 - iter 0/2650 - loss 0.84914398
2019-06-26 22:39:07,146 epoch 60 - iter 265/2650 - loss 0.99016957
2019-06-26 22:39:48,263 epoch 60 - iter 530/2650 - loss 1.00992688
2019-06-26 22:40:29,267 epoch 60 - iter 795/2650 - loss 1.02971174
2019-06-26 22:41:10,638 epoch 60 - iter 1060/2650 - loss 1.04668152
2019-06-26 22:41:51,767 epoch 60 - iter 1325/2650 - loss 1.04326865
2019-06-26 22:42:32,007 epoch 60 - iter 1590/2650 - loss 1.05066651
2019-06-26 22:43:12,001 epoch 60 - iter 1855/2650 - loss 1.05044964
2019-06-26 22:43:52,357 epoch 60 - iter 2120/2650 - loss 1.04328346
2019-06-26 22:44:32,513 epoch 60 - iter 2385/2650 - loss 1.04184116
2019-06-26 22:45:11,883 ----------------------------------------------------------------------------------------------------
2019-06-26 22:45:11,884 EPOCH 60 done: loss 1.0379 - lr 0.1000
2019-06-26 22:47:07,018 TEST : loss 0.8799546360969543 - score 0.9855
2019-06-26 22:47:07,018 BAD EPOCHS (no improvement): 2
2019-06-26 22:47:07,019 ----------------------------------------------------------------------------------------------------
2019-06-26 22:47:07,185 epoch 61 - iter 0/2650 - loss 0.74841046
2019-06-26 22:47:43,413 epoch 61 - iter 265/2650 - loss 0.95568154
2019-06-26 22:48:18,696 epoch 61 - iter 530/2650 - loss 0.97405684
2019-06-26 22:48:52,564 epoch 61 - iter 795/2650 - loss 0.98074782
2019-06-26 22:49:27,734 epoch 61 - iter 1060/2650 - loss 0.99589148
2019-06-26 22:50:03,819 epoch 61 - iter 1325/2650 - loss 1.00824315
2019-06-26 22:50:38,933 epoch 61 - iter 1590/2650 - loss 1.01622457
2019-06-26 22:51:14,373 epoch 61 - iter 1855/2650 - loss 1.02119788
2019-06-26 22:51:50,842 epoch 61 - iter 2120/2650 - loss 1.02365759
2019-06-26 22:52:26,448 epoch 61 - iter 2385/2650 - loss 1.02240709
2019-06-26 22:53:00,784 ----------------------------------------------------------------------------------------------------
2019-06-26 22:53:00,784 EPOCH 61 done: loss 1.0227 - lr 0.1000
2019-06-26 22:54:55,619 TEST : loss 0.8756501078605652 - score 0.9858
2019-06-26 22:54:55,620 BAD EPOCHS (no improvement): 0
2019-06-26 22:54:55,621 ----------------------------------------------------------------------------------------------------
2019-06-26 22:54:55,756 epoch 62 - iter 0/2650 - loss 1.03072679
2019-06-26 22:55:37,482 epoch 62 - iter 265/2650 - loss 0.98727406
2019-06-26 22:56:17,932 epoch 62 - iter 530/2650 - loss 0.99570442
2019-06-26 22:56:57,467 epoch 62 - iter 795/2650 - loss 0.99671630
2019-06-26 22:57:37,447 epoch 62 - iter 1060/2650 - loss 0.99634744
2019-06-26 22:58:18,070 epoch 62 - iter 1325/2650 - loss 0.99417177
2019-06-26 22:58:59,313 epoch 62 - iter 1590/2650 - loss 0.99745040
2019-06-26 22:59:39,544 epoch 62 - iter 1855/2650 - loss 1.00304223
2019-06-26 23:00:20,344 epoch 62 - iter 2120/2650 - loss 1.01132280
2019-06-26 23:01:00,880 epoch 62 - iter 2385/2650 - loss 1.01153790
2019-06-26 23:01:40,261 ----------------------------------------------------------------------------------------------------
2019-06-26 23:01:40,262 EPOCH 62 done: loss 1.0122 - lr 0.1000
2019-06-26 23:03:59,390 TEST : loss 0.8810533285140991 - score 0.9855
2019-06-26 23:03:59,390 BAD EPOCHS (no improvement): 0
2019-06-26 23:03:59,391 ----------------------------------------------------------------------------------------------------
2019-06-26 23:03:59,561 epoch 63 - iter 0/2650 - loss 0.83339792
2019-06-26 23:04:39,062 epoch 63 - iter 265/2650 - loss 1.03013251
2019-06-26 23:05:14,586 epoch 63 - iter 530/2650 - loss 1.04131680
2019-06-26 23:05:50,280 epoch 63 - iter 795/2650 - loss 1.04987135
2019-06-26 23:06:30,452 epoch 63 - iter 1060/2650 - loss 1.03219382
2019-06-26 23:07:10,129 epoch 63 - iter 1325/2650 - loss 1.04124830
2019-06-26 23:07:50,567 epoch 63 - iter 1590/2650 - loss 1.04592154
2019-06-26 23:08:31,655 epoch 63 - iter 1855/2650 - loss 1.04248211
2019-06-26 23:09:12,152 epoch 63 - iter 2120/2650 - loss 1.04019111
2019-06-26 23:09:53,529 epoch 63 - iter 2385/2650 - loss 1.04720763
2019-06-26 23:10:33,515 ----------------------------------------------------------------------------------------------------
2019-06-26 23:10:33,516 EPOCH 63 done: loss 1.0486 - lr 0.1000
2019-06-26 23:12:52,826 TEST : loss 0.8817822933197021 - score 0.9854
2019-06-26 23:12:52,827 BAD EPOCHS (no improvement): 1
2019-06-26 23:12:52,827 ----------------------------------------------------------------------------------------------------
2019-06-26 23:12:53,060 epoch 64 - iter 0/2650 - loss 1.25681460
2019-06-26 23:13:33,174 epoch 64 - iter 265/2650 - loss 1.01039294
2019-06-26 23:14:13,917 epoch 64 - iter 530/2650 - loss 1.00168124
2019-06-26 23:14:54,554 epoch 64 - iter 795/2650 - loss 1.00985904
2019-06-26 23:15:35,297 epoch 64 - iter 1060/2650 - loss 1.00794616
2019-06-26 23:16:11,230 epoch 64 - iter 1325/2650 - loss 1.00519413
2019-06-26 23:16:46,423 epoch 64 - iter 1590/2650 - loss 1.01388515
2019-06-26 23:17:20,983 epoch 64 - iter 1855/2650 - loss 1.01305957
2019-06-26 23:17:57,981 epoch 64 - iter 2120/2650 - loss 1.00866073
2019-06-26 23:18:37,951 epoch 64 - iter 2385/2650 - loss 1.01012665
2019-06-26 23:19:18,657 ----------------------------------------------------------------------------------------------------
2019-06-26 23:19:18,658 EPOCH 64 done: loss 1.0170 - lr 0.1000
2019-06-26 23:21:33,469 TEST : loss 0.8638274669647217 - score 0.9855
2019-06-26 23:21:33,469 BAD EPOCHS (no improvement): 2
2019-06-26 23:21:33,470 ----------------------------------------------------------------------------------------------------
2019-06-26 23:21:33,642 epoch 65 - iter 0/2650 - loss 0.45178086
2019-06-26 23:22:14,938 epoch 65 - iter 265/2650 - loss 1.00169838
2019-06-26 23:22:53,829 epoch 65 - iter 530/2650 - loss 1.01084790
2019-06-26 23:23:34,092 epoch 65 - iter 795/2650 - loss 1.00857243
2019-06-26 23:24:09,446 epoch 65 - iter 1060/2650 - loss 1.01274770
2019-06-26 23:24:44,710 epoch 65 - iter 1325/2650 - loss 1.01461873
2019-06-26 23:25:19,704 epoch 65 - iter 1590/2650 - loss 1.01643406
2019-06-26 23:26:00,422 epoch 65 - iter 1855/2650 - loss 1.01598906
2019-06-26 23:26:41,700 epoch 65 - iter 2120/2650 - loss 1.01518492
2019-06-26 23:27:21,405 epoch 65 - iter 2385/2650 - loss 1.01133136
2019-06-26 23:28:00,925 ----------------------------------------------------------------------------------------------------
2019-06-26 23:28:00,926 EPOCH 65 done: loss 1.0145 - lr 0.1000
2019-06-26 23:29:55,682 TEST : loss 0.8873447775840759 - score 0.9854
2019-06-26 23:29:55,682 BAD EPOCHS (no improvement): 3
2019-06-26 23:29:55,683 ----------------------------------------------------------------------------------------------------
2019-06-26 23:29:55,820 epoch 66 - iter 0/2650 - loss 0.84100533
2019-06-26 23:30:36,764 epoch 66 - iter 265/2650 - loss 0.98636287
2019-06-26 23:31:12,923 epoch 66 - iter 530/2650 - loss 1.00640269
2019-06-26 23:31:51,404 epoch 66 - iter 795/2650 - loss 1.01046223
2019-06-26 23:32:31,201 epoch 66 - iter 1060/2650 - loss 1.01184821
2019-06-26 23:33:06,091 epoch 66 - iter 1325/2650 - loss 1.00483156
2019-06-26 23:33:41,635 epoch 66 - iter 1590/2650 - loss 1.00824053
2019-06-26 23:34:17,193 epoch 66 - iter 1855/2650 - loss 1.01135559
2019-06-26 23:34:52,422 epoch 66 - iter 2120/2650 - loss 1.01176903
2019-06-26 23:35:27,930 epoch 66 - iter 2385/2650 - loss 1.01682401
2019-06-26 23:36:02,302 ----------------------------------------------------------------------------------------------------
2019-06-26 23:36:02,302 EPOCH 66 done: loss 1.0148 - lr 0.1000
2019-06-26 23:37:57,353 TEST : loss 0.8913549184799194 - score 0.9855
2019-06-26 23:37:57,353 BAD EPOCHS (no improvement): 4
2019-06-26 23:37:57,354 ----------------------------------------------------------------------------------------------------
2019-06-26 23:37:57,477 epoch 67 - iter 0/2650 - loss 0.90980172
2019-06-26 23:38:37,993 epoch 67 - iter 265/2650 - loss 0.93524683
2019-06-26 23:39:19,084 epoch 67 - iter 530/2650 - loss 0.99266705
2019-06-26 23:39:59,469 epoch 67 - iter 795/2650 - loss 0.96823987
2019-06-26 23:40:40,342 epoch 67 - iter 1060/2650 - loss 0.94980424
2019-06-26 23:41:21,443 epoch 67 - iter 1325/2650 - loss 0.95320999
2019-06-26 23:42:01,903 epoch 67 - iter 1590/2650 - loss 0.95134612
2019-06-26 23:42:42,229 epoch 67 - iter 1855/2650 - loss 0.95717710
2019-06-26 23:43:22,973 epoch 67 - iter 2120/2650 - loss 0.95575413
2019-06-26 23:44:03,662 epoch 67 - iter 2385/2650 - loss 0.95360845
2019-06-26 23:44:43,871 ----------------------------------------------------------------------------------------------------
2019-06-26 23:44:43,872 EPOCH 67 done: loss 0.9480 - lr 0.0500
2019-06-26 23:46:39,175 TEST : loss 0.8857957124710083 - score 0.9859
2019-06-26 23:46:39,176 BAD EPOCHS (no improvement): 0
2019-06-26 23:46:39,176 ----------------------------------------------------------------------------------------------------
2019-06-26 23:46:39,388 epoch 68 - iter 0/2650 - loss 1.61177349
2019-06-26 23:47:20,227 epoch 68 - iter 265/2650 - loss 0.93688132
2019-06-26 23:47:56,124 epoch 68 - iter 530/2650 - loss 0.91378024
2019-06-26 23:48:31,277 epoch 68 - iter 795/2650 - loss 0.94717122
2019-06-26 23:49:06,886 epoch 68 - iter 1060/2650 - loss 0.95402322
2019-06-26 23:49:41,744 epoch 68 - iter 1325/2650 - loss 0.93911339
2019-06-26 23:50:16,227 epoch 68 - iter 1590/2650 - loss 0.94624451
2019-06-26 23:50:51,073 epoch 68 - iter 1855/2650 - loss 0.94253754
2019-06-26 23:51:26,086 epoch 68 - iter 2120/2650 - loss 0.95004151
2019-06-26 23:52:03,835 epoch 68 - iter 2385/2650 - loss 0.94887713
2019-06-26 23:52:44,577 ----------------------------------------------------------------------------------------------------
2019-06-26 23:52:44,577 EPOCH 68 done: loss 0.9425 - lr 0.0500
2019-06-26 23:55:04,095 TEST : loss 0.8628813028335571 - score 0.9857
2019-06-26 23:55:04,096 BAD EPOCHS (no improvement): 0
2019-06-26 23:55:04,097 ----------------------------------------------------------------------------------------------------
2019-06-26 23:55:04,252 epoch 69 - iter 0/2650 - loss 0.79810137
2019-06-26 23:55:45,610 epoch 69 - iter 265/2650 - loss 0.91653098
2019-06-26 23:56:22,509 epoch 69 - iter 530/2650 - loss 0.92309531
2019-06-26 23:56:57,838 epoch 69 - iter 795/2650 - loss 0.91536051
2019-06-26 23:57:32,503 epoch 69 - iter 1060/2650 - loss 0.91624104
2019-06-26 23:58:12,278 epoch 69 - iter 1325/2650 - loss 0.92636018
2019-06-26 23:58:52,685 epoch 69 - iter 1590/2650 - loss 0.92893652
2019-06-26 23:59:32,162 epoch 69 - iter 1855/2650 - loss 0.91984468
2019-06-27 00:00:13,422 epoch 69 - iter 2120/2650 - loss 0.91796151
2019-06-27 00:00:53,451 epoch 69 - iter 2385/2650 - loss 0.91623333
2019-06-27 00:01:35,089 ----------------------------------------------------------------------------------------------------
2019-06-27 00:01:35,090 EPOCH 69 done: loss 0.9136 - lr 0.0500
2019-06-27 00:03:54,323 TEST : loss 0.8728424906730652 - score 0.9858
2019-06-27 00:03:54,324 BAD EPOCHS (no improvement): 0
2019-06-27 00:03:54,325 ----------------------------------------------------------------------------------------------------
2019-06-27 00:03:54,513 epoch 70 - iter 0/2650 - loss 0.55860853
2019-06-27 00:04:36,371 epoch 70 - iter 265/2650 - loss 0.88082249
2019-06-27 00:05:17,341 epoch 70 - iter 530/2650 - loss 0.92495453
2019-06-27 00:05:57,681 epoch 70 - iter 795/2650 - loss 0.90903755
2019-06-27 00:06:37,227 epoch 70 - iter 1060/2650 - loss 0.91307462
2019-06-27 00:07:18,477 epoch 70 - iter 1325/2650 - loss 0.91960690
2019-06-27 00:07:59,366 epoch 70 - iter 1590/2650 - loss 0.92597522
2019-06-27 00:08:39,586 epoch 70 - iter 1855/2650 - loss 0.92262886
2019-06-27 00:09:16,875 epoch 70 - iter 2120/2650 - loss 0.92696054
2019-06-27 00:09:57,864 epoch 70 - iter 2385/2650 - loss 0.92335035
2019-06-27 00:10:38,180 ----------------------------------------------------------------------------------------------------
2019-06-27 00:10:38,181 EPOCH 70 done: loss 0.9247 - lr 0.0500
2019-06-27 00:12:33,790 TEST : loss 0.872383177280426 - score 0.9858
2019-06-27 00:12:33,791 BAD EPOCHS (no improvement): 1
2019-06-27 00:12:33,792 ----------------------------------------------------------------------------------------------------
2019-06-27 00:12:33,977 epoch 71 - iter 0/2650 - loss 0.85966504
2019-06-27 00:13:15,230 epoch 71 - iter 265/2650 - loss 0.98833232
2019-06-27 00:13:55,728 epoch 71 - iter 530/2650 - loss 0.93857910
2019-06-27 00:14:35,929 epoch 71 - iter 795/2650 - loss 0.90642570
2019-06-27 00:15:16,538 epoch 71 - iter 1060/2650 - loss 0.90280285
2019-06-27 00:15:56,238 epoch 71 - iter 1325/2650 - loss 0.90410584
2019-06-27 00:16:36,902 epoch 71 - iter 1590/2650 - loss 0.90727024
2019-06-27 00:17:19,114 epoch 71 - iter 1855/2650 - loss 0.91520739
2019-06-27 00:17:59,481 epoch 71 - iter 2120/2650 - loss 0.91799742
2019-06-27 00:18:39,330 epoch 71 - iter 2385/2650 - loss 0.91437317
2019-06-27 00:19:18,931 ----------------------------------------------------------------------------------------------------
2019-06-27 00:19:18,931 EPOCH 71 done: loss 0.9129 - lr 0.0500
2019-06-27 00:21:15,985 TEST : loss 0.8710495233535767 - score 0.9859
2019-06-27 00:21:15,986 BAD EPOCHS (no improvement): 0
2019-06-27 00:21:15,987 ----------------------------------------------------------------------------------------------------
2019-06-27 00:21:16,154 epoch 72 - iter 0/2650 - loss 0.73725724
2019-06-27 00:21:58,510 epoch 72 - iter 265/2650 - loss 0.93427928
2019-06-27 00:22:39,375 epoch 72 - iter 530/2650 - loss 0.91160263
2019-06-27 00:23:19,832 epoch 72 - iter 795/2650 - loss 0.91957785
2019-06-27 00:23:58,709 epoch 72 - iter 1060/2650 - loss 0.91525825
2019-06-27 00:24:34,881 epoch 72 - iter 1325/2650 - loss 0.91969126
2019-06-27 00:25:10,779 epoch 72 - iter 1590/2650 - loss 0.91558501
2019-06-27 00:25:51,397 epoch 72 - iter 1855/2650 - loss 0.90879575
2019-06-27 00:26:31,886 epoch 72 - iter 2120/2650 - loss 0.90690033
2019-06-27 00:27:12,121 epoch 72 - iter 2385/2650 - loss 0.90606979
2019-06-27 00:27:46,614 ----------------------------------------------------------------------------------------------------
2019-06-27 00:27:46,615 EPOCH 72 done: loss 0.9043 - lr 0.0500
2019-06-27 00:29:40,949 TEST : loss 0.8692572116851807 - score 0.9857
2019-06-27 00:29:40,949 BAD EPOCHS (no improvement): 0
2019-06-27 00:29:40,950 ----------------------------------------------------------------------------------------------------
2019-06-27 00:29:41,119 epoch 73 - iter 0/2650 - loss 0.92698568
2019-06-27 00:30:16,492 epoch 73 - iter 265/2650 - loss 0.85855869
2019-06-27 00:30:51,656 epoch 73 - iter 530/2650 - loss 0.88289870
2019-06-27 00:31:27,595 epoch 73 - iter 795/2650 - loss 0.90411706
2019-06-27 00:32:03,886 epoch 73 - iter 1060/2650 - loss 0.90429901
2019-06-27 00:32:44,528 epoch 73 - iter 1325/2650 - loss 0.90285331
2019-06-27 00:33:24,446 epoch 73 - iter 1590/2650 - loss 0.89565320
2019-06-27 00:34:04,587 epoch 73 - iter 1855/2650 - loss 0.90243814
2019-06-27 00:34:39,318 epoch 73 - iter 2120/2650 - loss 0.90698741
2019-06-27 00:35:14,045 epoch 73 - iter 2385/2650 - loss 0.90687012
2019-06-27 00:35:50,134 ----------------------------------------------------------------------------------------------------
2019-06-27 00:35:50,134 EPOCH 73 done: loss 0.9033 - lr 0.0500
2019-06-27 00:37:44,632 TEST : loss 0.878852903842926 - score 0.986
2019-06-27 00:37:44,632 BAD EPOCHS (no improvement): 0
2019-06-27 00:37:44,633 ----------------------------------------------------------------------------------------------------
2019-06-27 00:37:44,783 epoch 74 - iter 0/2650 - loss 1.32537699
2019-06-27 00:38:20,861 epoch 74 - iter 265/2650 - loss 0.89534785
2019-06-27 00:38:57,275 epoch 74 - iter 530/2650 - loss 0.85547947
2019-06-27 00:39:38,875 epoch 74 - iter 795/2650 - loss 0.85915506
2019-06-27 00:40:18,939 epoch 74 - iter 1060/2650 - loss 0.85943173
2019-06-27 00:40:58,845 epoch 74 - iter 1325/2650 - loss 0.86769848
2019-06-27 00:41:34,836 epoch 74 - iter 1590/2650 - loss 0.86996292
2019-06-27 00:42:10,709 epoch 74 - iter 1855/2650 - loss 0.87308308
2019-06-27 00:42:51,724 epoch 74 - iter 2120/2650 - loss 0.87620422
2019-06-27 00:43:27,066 epoch 74 - iter 2385/2650 - loss 0.87778850
2019-06-27 00:44:02,306 ----------------------------------------------------------------------------------------------------
2019-06-27 00:44:02,306 EPOCH 74 done: loss 0.8774 - lr 0.0500
2019-06-27 00:45:57,164 TEST : loss 0.865746259689331 - score 0.9857
2019-06-27 00:45:57,165 BAD EPOCHS (no improvement): 0
2019-06-27 00:45:57,166 ----------------------------------------------------------------------------------------------------
2019-06-27 00:45:57,301 epoch 75 - iter 0/2650 - loss 1.28564370
2019-06-27 00:46:38,761 epoch 75 - iter 265/2650 - loss 0.89611993
2019-06-27 00:47:18,325 epoch 75 - iter 530/2650 - loss 0.87886439
2019-06-27 00:47:52,987 epoch 75 - iter 795/2650 - loss 0.87129867
2019-06-27 00:48:27,508 epoch 75 - iter 1060/2650 - loss 0.86827249
2019-06-27 00:49:02,372 epoch 75 - iter 1325/2650 - loss 0.86611502
2019-06-27 00:49:37,473 epoch 75 - iter 1590/2650 - loss 0.86944837
2019-06-27 00:50:13,198 epoch 75 - iter 1855/2650 - loss 0.86985441
2019-06-27 00:50:54,657 epoch 75 - iter 2120/2650 - loss 0.87099445
2019-06-27 00:51:35,024 epoch 75 - iter 2385/2650 - loss 0.86915759
2019-06-27 00:52:15,217 ----------------------------------------------------------------------------------------------------
2019-06-27 00:52:15,217 EPOCH 75 done: loss 0.8680 - lr 0.0500
2019-06-27 00:54:34,442 TEST : loss 0.8742089867591858 - score 0.9859
2019-06-27 00:54:34,443 BAD EPOCHS (no improvement): 0
2019-06-27 00:54:34,444 ----------------------------------------------------------------------------------------------------
2019-06-27 00:54:34,683 epoch 76 - iter 0/2650 - loss 0.74848437
2019-06-27 00:55:14,891 epoch 76 - iter 265/2650 - loss 0.83456859
2019-06-27 00:55:55,825 epoch 76 - iter 530/2650 - loss 0.86533505
2019-06-27 00:56:36,198 epoch 76 - iter 795/2650 - loss 0.89265158
2019-06-27 00:57:16,393 epoch 76 - iter 1060/2650 - loss 0.88693467
2019-06-27 00:57:52,863 epoch 76 - iter 1325/2650 - loss 0.89050175
2019-06-27 00:58:27,759 epoch 76 - iter 1590/2650 - loss 0.88117217
2019-06-27 00:59:07,837 epoch 76 - iter 1855/2650 - loss 0.88466175
2019-06-27 00:59:50,277 epoch 76 - iter 2120/2650 - loss 0.88638698
2019-06-27 01:00:30,065 epoch 76 - iter 2385/2650 - loss 0.89096680
2019-06-27 01:01:08,908 ----------------------------------------------------------------------------------------------------
2019-06-27 01:01:08,908 EPOCH 76 done: loss 0.8914 - lr 0.0500
2019-06-27 01:03:03,778 TEST : loss 0.87213134765625 - score 0.9858
2019-06-27 01:03:03,778 BAD EPOCHS (no improvement): 1
2019-06-27 01:03:03,779 ----------------------------------------------------------------------------------------------------
2019-06-27 01:03:03,928 epoch 77 - iter 0/2650 - loss 1.54031360
2019-06-27 01:03:40,857 epoch 77 - iter 265/2650 - loss 0.85441200
2019-06-27 01:04:21,451 epoch 77 - iter 530/2650 - loss 0.87682722
2019-06-27 01:05:02,728 epoch 77 - iter 795/2650 - loss 0.87942935
2019-06-27 01:05:39,648 epoch 77 - iter 1060/2650 - loss 0.87888825
2019-06-27 01:06:14,712 epoch 77 - iter 1325/2650 - loss 0.87214118
2019-06-27 01:06:55,411 epoch 77 - iter 1590/2650 - loss 0.87742261
2019-06-27 01:07:36,155 epoch 77 - iter 1855/2650 - loss 0.87786911
2019-06-27 01:08:14,772 epoch 77 - iter 2120/2650 - loss 0.87429103
2019-06-27 01:08:49,751 epoch 77 - iter 2385/2650 - loss 0.87552786
2019-06-27 01:09:24,831 ----------------------------------------------------------------------------------------------------
2019-06-27 01:09:24,832 EPOCH 77 done: loss 0.8722 - lr 0.0500
2019-06-27 01:11:20,472 TEST : loss 0.8654622435569763 - score 0.9859
2019-06-27 01:11:20,473 BAD EPOCHS (no improvement): 2
2019-06-27 01:11:20,474 ----------------------------------------------------------------------------------------------------
2019-06-27 01:11:20,667 epoch 78 - iter 0/2650 - loss 1.45158267
2019-06-27 01:12:02,226 epoch 78 - iter 265/2650 - loss 0.83252700
2019-06-27 01:12:42,663 epoch 78 - iter 530/2650 - loss 0.85087046
2019-06-27 01:13:22,774 epoch 78 - iter 795/2650 - loss 0.86566942
2019-06-27 01:14:03,973 epoch 78 - iter 1060/2650 - loss 0.87319034
2019-06-27 01:14:43,470 epoch 78 - iter 1325/2650 - loss 0.87386443
2019-06-27 01:15:18,088 epoch 78 - iter 1590/2650 - loss 0.87363945
2019-06-27 01:15:53,710 epoch 78 - iter 1855/2650 - loss 0.86705654
2019-06-27 01:16:29,628 epoch 78 - iter 2120/2650 - loss 0.86650456
2019-06-27 01:17:10,496 epoch 78 - iter 2385/2650 - loss 0.86963743
2019-06-27 01:17:49,912 ----------------------------------------------------------------------------------------------------
2019-06-27 01:17:49,913 EPOCH 78 done: loss 0.8725 - lr 0.0500
2019-06-27 01:19:45,067 TEST : loss 0.8700181245803833 - score 0.9859
2019-06-27 01:19:45,067 BAD EPOCHS (no improvement): 3
2019-06-27 01:19:45,068 ----------------------------------------------------------------------------------------------------
2019-06-27 01:19:45,197 epoch 79 - iter 0/2650 - loss 0.34784004
2019-06-27 01:20:20,563 epoch 79 - iter 265/2650 - loss 0.90383500
2019-06-27 01:20:55,758 epoch 79 - iter 530/2650 - loss 0.88228301
2019-06-27 01:21:31,413 epoch 79 - iter 795/2650 - loss 0.88476816
2019-06-27 01:22:11,403 epoch 79 - iter 1060/2650 - loss 0.87948670
2019-06-27 01:22:51,677 epoch 79 - iter 1325/2650 - loss 0.88643368
2019-06-27 01:23:33,395 epoch 79 - iter 1590/2650 - loss 0.88264340
2019-06-27 01:24:13,565 epoch 79 - iter 1855/2650 - loss 0.87549010
2019-06-27 01:24:52,843 epoch 79 - iter 2120/2650 - loss 0.87686945
2019-06-27 01:25:33,048 epoch 79 - iter 2385/2650 - loss 0.87818824
2019-06-27 01:26:13,605 ----------------------------------------------------------------------------------------------------
2019-06-27 01:26:13,606 EPOCH 79 done: loss 0.8822 - lr 0.0500
2019-06-27 01:28:01,774 TEST : loss 0.8670461773872375 - score 0.986
2019-06-27 01:28:01,775 BAD EPOCHS (no improvement): 4
2019-06-27 01:28:01,776 ----------------------------------------------------------------------------------------------------
2019-06-27 01:28:01,935 epoch 80 - iter 0/2650 - loss 0.47866404
2019-06-27 01:28:42,349 epoch 80 - iter 265/2650 - loss 0.84167032
2019-06-27 01:29:23,676 epoch 80 - iter 530/2650 - loss 0.86877777
2019-06-27 01:30:04,391 epoch 80 - iter 795/2650 - loss 0.87158139
2019-06-27 01:30:40,308 epoch 80 - iter 1060/2650 - loss 0.85748662
2019-06-27 01:31:14,631 epoch 80 - iter 1325/2650 - loss 0.85969782
2019-06-27 01:31:49,393 epoch 80 - iter 1590/2650 - loss 0.86087849
2019-06-27 01:32:25,041 epoch 80 - iter 1855/2650 - loss 0.86106164
2019-06-27 01:33:05,031 epoch 80 - iter 2120/2650 - loss 0.85918812
2019-06-27 01:33:42,162 epoch 80 - iter 2385/2650 - loss 0.85632060
2019-06-27 01:34:17,127 ----------------------------------------------------------------------------------------------------
2019-06-27 01:34:17,127 EPOCH 80 done: loss 0.8531 - lr 0.0250
2019-06-27 01:36:12,108 TEST : loss 0.8679666519165039 - score 0.9859
2019-06-27 01:36:12,109 BAD EPOCHS (no improvement): 0
2019-06-27 01:36:12,116 ----------------------------------------------------------------------------------------------------
2019-06-27 01:36:12,268 epoch 81 - iter 0/2650 - loss 0.51590896
2019-06-27 01:36:54,223 epoch 81 - iter 265/2650 - loss 0.82343536
2019-06-27 01:37:34,495 epoch 81 - iter 530/2650 - loss 0.83684138
2019-06-27 01:38:14,722 epoch 81 - iter 795/2650 - loss 0.83207113
2019-06-27 01:38:55,948 epoch 81 - iter 1060/2650 - loss 0.82800450
2019-06-27 01:39:37,235 epoch 81 - iter 1325/2650 - loss 0.83563966
2019-06-27 01:40:17,685 epoch 81 - iter 1590/2650 - loss 0.83105183
2019-06-27 01:40:58,130 epoch 81 - iter 1855/2650 - loss 0.83360889
2019-06-27 01:41:39,157 epoch 81 - iter 2120/2650 - loss 0.83459086
2019-06-27 01:42:19,288 epoch 81 - iter 2385/2650 - loss 0.83360629
2019-06-27 01:42:59,160 ----------------------------------------------------------------------------------------------------
2019-06-27 01:42:59,160 EPOCH 81 done: loss 0.8332 - lr 0.0250
2019-06-27 01:44:54,367 TEST : loss 0.8621937036514282 - score 0.9859
2019-06-27 01:44:54,368 BAD EPOCHS (no improvement): 0
2019-06-27 01:44:54,368 ----------------------------------------------------------------------------------------------------
2019-06-27 01:44:54,526 epoch 82 - iter 0/2650 - loss 0.88949740
2019-06-27 01:45:35,812 epoch 82 - iter 265/2650 - loss 0.78310704
2019-06-27 01:46:11,566 epoch 82 - iter 530/2650 - loss 0.80620476
2019-06-27 01:46:51,734 epoch 82 - iter 795/2650 - loss 0.81063080
2019-06-27 01:47:31,929 epoch 82 - iter 1060/2650 - loss 0.80670328
2019-06-27 01:48:11,826 epoch 82 - iter 1325/2650 - loss 0.81596933
2019-06-27 01:48:50,389 epoch 82 - iter 1590/2650 - loss 0.81587216
2019-06-27 01:49:25,840 epoch 82 - iter 1855/2650 - loss 0.82451232
2019-06-27 01:50:00,786 epoch 82 - iter 2120/2650 - loss 0.82981388
2019-06-27 01:50:36,766 epoch 82 - iter 2385/2650 - loss 0.82920442
2019-06-27 01:51:11,841 ----------------------------------------------------------------------------------------------------
2019-06-27 01:51:11,841 EPOCH 82 done: loss 0.8316 - lr 0.0250
2019-06-27 01:53:07,707 TEST : loss 0.8638757467269897 - score 0.986
2019-06-27 01:53:07,707 BAD EPOCHS (no improvement): 0
2019-06-27 01:53:07,708 ----------------------------------------------------------------------------------------------------
2019-06-27 01:53:07,916 epoch 83 - iter 0/2650 - loss 0.74033874
2019-06-27 01:53:48,700 epoch 83 - iter 265/2650 - loss 0.81945590
2019-06-27 01:54:29,075 epoch 83 - iter 530/2650 - loss 0.83071284
2019-06-27 01:55:09,360 epoch 83 - iter 795/2650 - loss 0.82204487
2019-06-27 01:55:49,388 epoch 83 - iter 1060/2650 - loss 0.83323029
2019-06-27 01:56:29,811 epoch 83 - iter 1325/2650 - loss 0.83104349
2019-06-27 01:57:10,167 epoch 83 - iter 1590/2650 - loss 0.83008009
2019-06-27 01:57:50,820 epoch 83 - iter 1855/2650 - loss 0.83198987
2019-06-27 01:58:32,328 epoch 83 - iter 2120/2650 - loss 0.82989711
2019-06-27 01:59:12,890 epoch 83 - iter 2385/2650 - loss 0.83045212
2019-06-27 01:59:54,083 ----------------------------------------------------------------------------------------------------
2019-06-27 01:59:54,084 EPOCH 83 done: loss 0.8291 - lr 0.0250
2019-06-27 02:01:49,057 TEST : loss 0.8625437617301941 - score 0.986
2019-06-27 02:01:49,057 BAD EPOCHS (no improvement): 0
2019-06-27 02:01:49,058 ----------------------------------------------------------------------------------------------------
2019-06-27 02:01:49,173 epoch 84 - iter 0/2650 - loss 0.57660711
2019-06-27 02:02:30,062 epoch 84 - iter 265/2650 - loss 0.78297813
2019-06-27 02:03:11,064 epoch 84 - iter 530/2650 - loss 0.82402094
2019-06-27 02:03:50,993 epoch 84 - iter 795/2650 - loss 0.82851055
2019-06-27 02:04:28,334 epoch 84 - iter 1060/2650 - loss 0.82421157
2019-06-27 02:05:04,292 epoch 84 - iter 1325/2650 - loss 0.82278384
2019-06-27 02:05:40,218 epoch 84 - iter 1590/2650 - loss 0.82639816
2019-06-27 02:06:20,732 epoch 84 - iter 1855/2650 - loss 0.82970074
2019-06-27 02:07:01,711 epoch 84 - iter 2120/2650 - loss 0.82817101
2019-06-27 02:07:42,273 epoch 84 - iter 2385/2650 - loss 0.82896365
2019-06-27 02:08:22,171 ----------------------------------------------------------------------------------------------------
2019-06-27 02:08:22,171 EPOCH 84 done: loss 0.8297 - lr 0.0250
2019-06-27 02:10:17,282 TEST : loss 0.8690134882926941 - score 0.986
2019-06-27 02:10:17,283 BAD EPOCHS (no improvement): 1
2019-06-27 02:10:17,284 ----------------------------------------------------------------------------------------------------
2019-06-27 02:10:17,433 epoch 85 - iter 0/2650 - loss 0.74238360
2019-06-27 02:10:56,714 epoch 85 - iter 265/2650 - loss 0.79517566
2019-06-27 02:11:36,087 epoch 85 - iter 530/2650 - loss 0.80488413
2019-06-27 02:12:11,775 epoch 85 - iter 795/2650 - loss 0.81479600
2019-06-27 02:12:46,781 epoch 85 - iter 1060/2650 - loss 0.81591110
2019-06-27 02:13:25,723 epoch 85 - iter 1325/2650 - loss 0.81442736
2019-06-27 02:14:06,227 epoch 85 - iter 1590/2650 - loss 0.81629522
2019-06-27 02:14:45,882 epoch 85 - iter 1855/2650 - loss 0.82208063
2019-06-27 02:15:21,568 epoch 85 - iter 2120/2650 - loss 0.81952854
2019-06-27 02:15:57,987 epoch 85 - iter 2385/2650 - loss 0.81718394
2019-06-27 02:16:36,923 ----------------------------------------------------------------------------------------------------
2019-06-27 02:16:36,924 EPOCH 85 done: loss 0.8173 - lr 0.0250
2019-06-27 02:18:32,082 TEST : loss 0.8628909587860107 - score 0.986
2019-06-27 02:18:32,083 BAD EPOCHS (no improvement): 0
2019-06-27 02:18:32,084 ----------------------------------------------------------------------------------------------------
2019-06-27 02:18:32,233 epoch 86 - iter 0/2650 - loss 0.66277361
2019-06-27 02:19:07,283 epoch 86 - iter 265/2650 - loss 0.77984757
2019-06-27 02:19:41,918 epoch 86 - iter 530/2650 - loss 0.78476113
2019-06-27 02:20:16,221 epoch 86 - iter 795/2650 - loss 0.79748834
2019-06-27 02:20:51,110 epoch 86 - iter 1060/2650 - loss 0.80249567
2019-06-27 02:21:26,863 epoch 86 - iter 1325/2650 - loss 0.81618396
2019-06-27 02:22:01,295 epoch 86 - iter 1590/2650 - loss 0.81219479
2019-06-27 02:22:36,050 epoch 86 - iter 1855/2650 - loss 0.81276994
2019-06-27 02:23:12,233 epoch 86 - iter 2120/2650 - loss 0.81428273
2019-06-27 02:23:53,049 epoch 86 - iter 2385/2650 - loss 0.81214235
2019-06-27 02:24:35,340 ----------------------------------------------------------------------------------------------------
2019-06-27 02:24:35,340 EPOCH 86 done: loss 0.8125 - lr 0.0250
2019-06-27 02:26:43,887 TEST : loss 0.8665143251419067 - score 0.986
2019-06-27 02:26:43,887 BAD EPOCHS (no improvement): 0
2019-06-27 02:26:43,888 ----------------------------------------------------------------------------------------------------
2019-06-27 02:26:44,032 epoch 87 - iter 0/2650 - loss 0.82788020
2019-06-27 02:27:24,909 epoch 87 - iter 265/2650 - loss 0.77979027
2019-06-27 02:28:05,369 epoch 87 - iter 530/2650 - loss 0.78185156
2019-06-27 02:28:45,967 epoch 87 - iter 795/2650 - loss 0.79166466
2019-06-27 02:29:26,448 epoch 87 - iter 1060/2650 - loss 0.80545505
2019-06-27 02:30:06,882 epoch 87 - iter 1325/2650 - loss 0.80892723
2019-06-27 02:30:46,742 epoch 87 - iter 1590/2650 - loss 0.81090313
2019-06-27 02:31:26,920 epoch 87 - iter 1855/2650 - loss 0.81510810
2019-06-27 02:32:02,408 epoch 87 - iter 2120/2650 - loss 0.80939225
2019-06-27 02:32:37,535 epoch 87 - iter 2385/2650 - loss 0.81233765
2019-06-27 02:33:16,872 ----------------------------------------------------------------------------------------------------
2019-06-27 02:33:16,873 EPOCH 87 done: loss 0.8107 - lr 0.0250
2019-06-27 02:35:36,193 TEST : loss 0.8698837161064148 - score 0.986
2019-06-27 02:35:36,194 BAD EPOCHS (no improvement): 0
2019-06-27 02:35:36,195 ----------------------------------------------------------------------------------------------------
2019-06-27 02:35:36,334 epoch 88 - iter 0/2650 - loss 1.13185048
2019-06-27 02:36:17,823 epoch 88 - iter 265/2650 - loss 0.80057594
2019-06-27 02:36:57,899 epoch 88 - iter 530/2650 - loss 0.80125344
2019-06-27 02:37:38,985 epoch 88 - iter 795/2650 - loss 0.79922787
2019-06-27 02:38:20,397 epoch 88 - iter 1060/2650 - loss 0.80364539
2019-06-27 02:39:01,276 epoch 88 - iter 1325/2650 - loss 0.80258314
2019-06-27 02:39:41,268 epoch 88 - iter 1590/2650 - loss 0.80346811
2019-06-27 02:40:21,922 epoch 88 - iter 1855/2650 - loss 0.80833523
2019-06-27 02:41:01,644 epoch 88 - iter 2120/2650 - loss 0.80649165
2019-06-27 02:41:41,912 epoch 88 - iter 2385/2650 - loss 0.80921338
2019-06-27 02:42:22,042 ----------------------------------------------------------------------------------------------------
2019-06-27 02:42:22,042 EPOCH 88 done: loss 0.8076 - lr 0.0250
2019-06-27 02:44:17,442 TEST : loss 0.8780113458633423 - score 0.986
2019-06-27 02:44:17,443 BAD EPOCHS (no improvement): 0
2019-06-27 02:44:17,444 ----------------------------------------------------------------------------------------------------
2019-06-27 02:44:17,568 epoch 89 - iter 0/2650 - loss 0.89350450
2019-06-27 02:44:53,886 epoch 89 - iter 265/2650 - loss 0.79508631
2019-06-27 02:45:28,700 epoch 89 - iter 530/2650 - loss 0.81387814
2019-06-27 02:46:03,752 epoch 89 - iter 795/2650 - loss 0.79866389
2019-06-27 02:46:43,225 epoch 89 - iter 1060/2650 - loss 0.79982904
2019-06-27 02:47:22,705 epoch 89 - iter 1325/2650 - loss 0.79904354
2019-06-27 02:48:03,174 epoch 89 - iter 1590/2650 - loss 0.80430223
2019-06-27 02:48:43,131 epoch 89 - iter 1855/2650 - loss 0.80241239
2019-06-27 02:49:23,674 epoch 89 - iter 2120/2650 - loss 0.80232595
2019-06-27 02:50:05,616 epoch 89 - iter 2385/2650 - loss 0.80471265
2019-06-27 02:50:46,920 ----------------------------------------------------------------------------------------------------
2019-06-27 02:50:46,921 EPOCH 89 done: loss 0.8073 - lr 0.0250
2019-06-27 02:53:06,028 TEST : loss 0.8748922944068909 - score 0.9861
2019-06-27 02:53:06,028 BAD EPOCHS (no improvement): 0
2019-06-27 02:53:06,029 ----------------------------------------------------------------------------------------------------
2019-06-27 02:53:06,170 epoch 90 - iter 0/2650 - loss 0.72344542
2019-06-27 02:53:47,309 epoch 90 - iter 265/2650 - loss 0.81223986
2019-06-27 02:54:27,560 epoch 90 - iter 530/2650 - loss 0.78678915
2019-06-27 02:55:08,242 epoch 90 - iter 795/2650 - loss 0.79205249
2019-06-27 02:55:49,033 epoch 90 - iter 1060/2650 - loss 0.79664679
2019-06-27 02:56:29,336 epoch 90 - iter 1325/2650 - loss 0.80124235
2019-06-27 02:57:10,155 epoch 90 - iter 1590/2650 - loss 0.80535111
2019-06-27 02:57:48,602 epoch 90 - iter 1855/2650 - loss 0.79957436
2019-06-27 02:58:25,687 epoch 90 - iter 2120/2650 - loss 0.80107225
2019-06-27 02:59:06,267 epoch 90 - iter 2385/2650 - loss 0.79396822
2019-06-27 02:59:46,643 ----------------------------------------------------------------------------------------------------
2019-06-27 02:59:46,644 EPOCH 90 done: loss 0.7930 - lr 0.0250
2019-06-27 03:02:06,030 TEST : loss 0.8709448575973511 - score 0.9861
2019-06-27 03:02:06,031 BAD EPOCHS (no improvement): 0
2019-06-27 03:02:06,032 ----------------------------------------------------------------------------------------------------
2019-06-27 03:02:06,224 epoch 91 - iter 0/2650 - loss 2.24657416
2019-06-27 03:02:47,390 epoch 91 - iter 265/2650 - loss 0.80303700
2019-06-27 03:03:28,300 epoch 91 - iter 530/2650 - loss 0.79394644
2019-06-27 03:04:09,429 epoch 91 - iter 795/2650 - loss 0.80304637
2019-06-27 03:04:48,904 epoch 91 - iter 1060/2650 - loss 0.80833245
2019-06-27 03:05:29,280 epoch 91 - iter 1325/2650 - loss 0.82103088
2019-06-27 03:06:09,577 epoch 91 - iter 1590/2650 - loss 0.81658517
2019-06-27 03:06:49,845 epoch 91 - iter 1855/2650 - loss 0.81917437
2019-06-27 03:07:29,711 epoch 91 - iter 2120/2650 - loss 0.81508225
2019-06-27 03:08:09,395 epoch 91 - iter 2385/2650 - loss 0.81248734
2019-06-27 03:08:49,941 ----------------------------------------------------------------------------------------------------
2019-06-27 03:08:49,942 EPOCH 91 done: loss 0.8116 - lr 0.0250
2019-06-27 03:10:44,868 TEST : loss 0.8663097620010376 - score 0.986
2019-06-27 03:10:44,869 BAD EPOCHS (no improvement): 1
2019-06-27 03:10:44,870 ----------------------------------------------------------------------------------------------------
2019-06-27 03:10:45,026 epoch 92 - iter 0/2650 - loss 0.28836346
2019-06-27 03:11:26,380 epoch 92 - iter 265/2650 - loss 0.78097365
2019-06-27 03:12:06,173 epoch 92 - iter 530/2650 - loss 0.76942516
2019-06-27 03:12:46,493 epoch 92 - iter 795/2650 - loss 0.78323323
2019-06-27 03:13:28,088 epoch 92 - iter 1060/2650 - loss 0.79574034
2019-06-27 03:14:06,992 epoch 92 - iter 1325/2650 - loss 0.80124843
2019-06-27 03:14:48,267 epoch 92 - iter 1590/2650 - loss 0.80485753
2019-06-27 03:15:28,236 epoch 92 - iter 1855/2650 - loss 0.80552260
2019-06-27 03:16:08,290 epoch 92 - iter 2120/2650 - loss 0.80555781
2019-06-27 03:16:48,355 epoch 92 - iter 2385/2650 - loss 0.80822598
2019-06-27 03:17:28,481 ----------------------------------------------------------------------------------------------------
2019-06-27 03:17:28,482 EPOCH 92 done: loss 0.8052 - lr 0.0250
2019-06-27 03:19:48,105 TEST : loss 0.8722399473190308 - score 0.9859
2019-06-27 03:19:48,105 BAD EPOCHS (no improvement): 2
2019-06-27 03:19:48,106 ----------------------------------------------------------------------------------------------------
2019-06-27 03:19:48,268 epoch 93 - iter 0/2650 - loss 0.58862603
2019-06-27 03:20:28,136 epoch 93 - iter 265/2650 - loss 0.79565148
2019-06-27 03:21:04,656 epoch 93 - iter 530/2650 - loss 0.80064421
2019-06-27 03:21:39,116 epoch 93 - iter 795/2650 - loss 0.80212761
2019-06-27 03:22:14,309 epoch 93 - iter 1060/2650 - loss 0.79176657
2019-06-27 03:22:55,598 epoch 93 - iter 1325/2650 - loss 0.79512048
2019-06-27 03:23:30,846 epoch 93 - iter 1590/2650 - loss 0.79200319
2019-06-27 03:24:11,097 epoch 93 - iter 1855/2650 - loss 0.78876264
2019-06-27 03:24:52,234 epoch 93 - iter 2120/2650 - loss 0.79127613
2019-06-27 03:25:32,577 epoch 93 - iter 2385/2650 - loss 0.79294609
2019-06-27 03:26:11,217 ----------------------------------------------------------------------------------------------------
2019-06-27 03:26:11,217 EPOCH 93 done: loss 0.7929 - lr 0.0250
2019-06-27 03:27:59,440 TEST : loss 0.8725450038909912 - score 0.9861
2019-06-27 03:27:59,441 BAD EPOCHS (no improvement): 3
2019-06-27 03:27:59,442 ----------------------------------------------------------------------------------------------------
2019-06-27 03:27:59,675 epoch 94 - iter 0/2650 - loss 0.69224858
2019-06-27 03:28:40,882 epoch 94 - iter 265/2650 - loss 0.79484480
2019-06-27 03:29:16,300 epoch 94 - iter 530/2650 - loss 0.81458870
2019-06-27 03:29:54,809 epoch 94 - iter 795/2650 - loss 0.79890167
2019-06-27 03:30:35,918 epoch 94 - iter 1060/2650 - loss 0.81068730
2019-06-27 03:31:16,752 epoch 94 - iter 1325/2650 - loss 0.80901474
2019-06-27 03:31:57,904 epoch 94 - iter 1590/2650 - loss 0.80554058
2019-06-27 03:32:34,323 epoch 94 - iter 1855/2650 - loss 0.80848051
2019-06-27 03:33:14,222 epoch 94 - iter 2120/2650 - loss 0.80872020
2019-06-27 03:33:54,255 epoch 94 - iter 2385/2650 - loss 0.80763042
2019-06-27 03:34:34,466 ----------------------------------------------------------------------------------------------------
2019-06-27 03:34:34,466 EPOCH 94 done: loss 0.8075 - lr 0.0250
2019-06-27 03:36:29,323 TEST : loss 0.8720933198928833 - score 0.9861
2019-06-27 03:36:29,324 BAD EPOCHS (no improvement): 4
2019-06-27 03:36:29,325 ----------------------------------------------------------------------------------------------------
2019-06-27 03:36:29,632 epoch 95 - iter 0/2650 - loss 1.92556334
2019-06-27 03:37:09,785 epoch 95 - iter 265/2650 - loss 0.84216523
2019-06-27 03:37:50,104 epoch 95 - iter 530/2650 - loss 0.81190805
2019-06-27 03:38:30,047 epoch 95 - iter 795/2650 - loss 0.79792856
2019-06-27 03:39:11,474 epoch 95 - iter 1060/2650 - loss 0.80479807
2019-06-27 03:39:51,229 epoch 95 - iter 1325/2650 - loss 0.79548389
2019-06-27 03:40:31,569 epoch 95 - iter 1590/2650 - loss 0.78946401
2019-06-27 03:41:12,428 epoch 95 - iter 1855/2650 - loss 0.79032256
2019-06-27 03:41:47,568 epoch 95 - iter 2120/2650 - loss 0.78429690
2019-06-27 03:42:22,861 epoch 95 - iter 2385/2650 - loss 0.78452729
2019-06-27 03:42:57,886 ----------------------------------------------------------------------------------------------------
2019-06-27 03:42:57,887 EPOCH 95 done: loss 0.7846 - lr 0.0125
2019-06-27 03:44:53,116 TEST : loss 0.8689613938331604 - score 0.986
2019-06-27 03:44:53,117 BAD EPOCHS (no improvement): 0
2019-06-27 03:44:53,132 ----------------------------------------------------------------------------------------------------
2019-06-27 03:44:53,269 epoch 96 - iter 0/2650 - loss 0.66120577
2019-06-27 03:45:35,709 epoch 96 - iter 265/2650 - loss 0.78854839
2019-06-27 03:46:15,825 epoch 96 - iter 530/2650 - loss 0.81435838
2019-06-27 03:46:55,617 epoch 96 - iter 795/2650 - loss 0.80837217
2019-06-27 03:47:36,512 epoch 96 - iter 1060/2650 - loss 0.80474349
2019-06-27 03:48:17,612 epoch 96 - iter 1325/2650 - loss 0.80351688
2019-06-27 03:48:57,923 epoch 96 - iter 1590/2650 - loss 0.80326230
2019-06-27 03:49:32,737 epoch 96 - iter 1855/2650 - loss 0.79463117
2019-06-27 03:50:08,543 epoch 96 - iter 2120/2650 - loss 0.79768312
2019-06-27 03:50:43,668 epoch 96 - iter 2385/2650 - loss 0.79613207
2019-06-27 03:51:18,760 ----------------------------------------------------------------------------------------------------
2019-06-27 03:51:18,761 EPOCH 96 done: loss 0.7976 - lr 0.0125
2019-06-27 03:53:13,433 TEST : loss 0.864532470703125 - score 0.9861
2019-06-27 03:53:13,434 BAD EPOCHS (no improvement): 1
2019-06-27 03:53:13,435 ----------------------------------------------------------------------------------------------------
2019-06-27 03:53:13,636 epoch 97 - iter 0/2650 - loss 0.73566186
2019-06-27 03:53:53,918 epoch 97 - iter 265/2650 - loss 0.77459639
2019-06-27 03:54:34,470 epoch 97 - iter 530/2650 - loss 0.77042407
2019-06-27 03:55:09,949 epoch 97 - iter 795/2650 - loss 0.78251901
2019-06-27 03:55:44,465 epoch 97 - iter 1060/2650 - loss 0.78625702
2019-06-27 03:56:20,230 epoch 97 - iter 1325/2650 - loss 0.78447359
2019-06-27 03:56:59,254 epoch 97 - iter 1590/2650 - loss 0.78354494
2019-06-27 03:57:40,275 epoch 97 - iter 1855/2650 - loss 0.77777665
2019-06-27 03:58:20,944 epoch 97 - iter 2120/2650 - loss 0.78359257
2019-06-27 03:58:58,845 epoch 97 - iter 2385/2650 - loss 0.78566286
2019-06-27 03:59:34,039 ----------------------------------------------------------------------------------------------------
2019-06-27 03:59:34,040 EPOCH 97 done: loss 0.7843 - lr 0.0125
2019-06-27 04:01:28,890 TEST : loss 0.8675511479377747 - score 0.986
2019-06-27 04:01:28,891 BAD EPOCHS (no improvement): 0
2019-06-27 04:01:28,896 ----------------------------------------------------------------------------------------------------
2019-06-27 04:01:29,042 epoch 98 - iter 0/2650 - loss 0.47312266
2019-06-27 04:02:09,635 epoch 98 - iter 265/2650 - loss 0.81777582
2019-06-27 04:02:49,641 epoch 98 - iter 530/2650 - loss 0.79075622
2019-06-27 04:03:30,699 epoch 98 - iter 795/2650 - loss 0.78835376
2019-06-27 04:04:09,566 epoch 98 - iter 1060/2650 - loss 0.78602553
2019-06-27 04:04:44,551 epoch 98 - iter 1325/2650 - loss 0.78762384
2019-06-27 04:05:22,565 epoch 98 - iter 1590/2650 - loss 0.78378480
2019-06-27 04:06:03,460 epoch 98 - iter 1855/2650 - loss 0.78106835
2019-06-27 04:06:44,286 epoch 98 - iter 2120/2650 - loss 0.78025512
2019-06-27 04:07:25,262 epoch 98 - iter 2385/2650 - loss 0.77796093
2019-06-27 04:08:05,538 ----------------------------------------------------------------------------------------------------
2019-06-27 04:08:05,539 EPOCH 98 done: loss 0.7774 - lr 0.0125
2019-06-27 04:10:05,268 TEST : loss 0.8691446185112 - score 0.986
2019-06-27 04:10:05,268 BAD EPOCHS (no improvement): 0
2019-06-27 04:10:05,281 ----------------------------------------------------------------------------------------------------
2019-06-27 04:10:05,447 epoch 99 - iter 0/2650 - loss 0.37314528
2019-06-27 04:10:46,072 epoch 99 - iter 265/2650 - loss 0.73531210
2019-06-27 04:11:26,474 epoch 99 - iter 530/2650 - loss 0.77472873
2019-06-27 04:12:01,571 epoch 99 - iter 795/2650 - loss 0.77574973
2019-06-27 04:12:36,922 epoch 99 - iter 1060/2650 - loss 0.78304324
2019-06-27 04:13:11,322 epoch 99 - iter 1325/2650 - loss 0.78508095
2019-06-27 04:13:46,115 epoch 99 - iter 1590/2650 - loss 0.78276259
2019-06-27 04:14:21,541 epoch 99 - iter 1855/2650 - loss 0.78153672
2019-06-27 04:14:57,257 epoch 99 - iter 2120/2650 - loss 0.78262437
2019-06-27 04:15:32,178 epoch 99 - iter 2385/2650 - loss 0.78659380
2019-06-27 04:16:07,049 ----------------------------------------------------------------------------------------------------
2019-06-27 04:16:07,049 EPOCH 99 done: loss 0.7894 - lr 0.0125
2019-06-27 04:18:02,391 TEST : loss 0.8716655373573303 - score 0.9859
2019-06-27 04:18:02,391 BAD EPOCHS (no improvement): 1
2019-06-27 04:18:02,404 ----------------------------------------------------------------------------------------------------
2019-06-27 04:18:02,536 epoch 100 - iter 0/2650 - loss 0.78776360
2019-06-27 04:18:40,401 epoch 100 - iter 265/2650 - loss 0.76764729
2019-06-27 04:19:18,889 epoch 100 - iter 530/2650 - loss 0.78968133
2019-06-27 04:19:59,575 epoch 100 - iter 795/2650 - loss 0.78085001
2019-06-27 04:20:39,925 epoch 100 - iter 1060/2650 - loss 0.78009762
2019-06-27 04:21:19,524 epoch 100 - iter 1325/2650 - loss 0.77546922
2019-06-27 04:21:54,810 epoch 100 - iter 1590/2650 - loss 0.76608077
2019-06-27 04:22:29,723 epoch 100 - iter 1855/2650 - loss 0.76689898
2019-06-27 04:23:04,891 epoch 100 - iter 2120/2650 - loss 0.77390366
2019-06-27 04:23:39,844 epoch 100 - iter 2385/2650 - loss 0.77558837
2019-06-27 04:24:17,634 ----------------------------------------------------------------------------------------------------
2019-06-27 04:24:17,635 EPOCH 100 done: loss 0.7789 - lr 0.0125
2019-06-27 04:26:19,017 TEST : loss 0.8742871880531311 - score 0.9862
2019-06-27 04:26:19,018 BAD EPOCHS (no improvement): 2
2019-06-27 04:26:19,019 ----------------------------------------------------------------------------------------------------
2019-06-27 04:26:19,185 epoch 101 - iter 0/2650 - loss 0.33038604
2019-06-27 04:26:59,773 epoch 101 - iter 265/2650 - loss 0.76494199
2019-06-27 04:27:40,969 epoch 101 - iter 530/2650 - loss 0.77646888
2019-06-27 04:28:22,406 epoch 101 - iter 795/2650 - loss 0.77663101
2019-06-27 04:29:00,991 epoch 101 - iter 1060/2650 - loss 0.77042047
2019-06-27 04:29:35,552 epoch 101 - iter 1325/2650 - loss 0.76031066
2019-06-27 04:30:10,740 epoch 101 - iter 1590/2650 - loss 0.76413931
2019-06-27 04:30:48,941 epoch 101 - iter 1855/2650 - loss 0.76791404
2019-06-27 04:31:30,004 epoch 101 - iter 2120/2650 - loss 0.77482960
2019-06-27 04:32:05,142 epoch 101 - iter 2385/2650 - loss 0.77042602
2019-06-27 04:32:43,193 ----------------------------------------------------------------------------------------------------
2019-06-27 04:32:43,194 EPOCH 101 done: loss 0.7732 - lr 0.0125
2019-06-27 04:34:37,832 TEST : loss 0.8769155740737915 - score 0.9859
2019-06-27 04:34:37,833 BAD EPOCHS (no improvement): 0
2019-06-27 04:34:37,843 ----------------------------------------------------------------------------------------------------
2019-06-27 04:34:37,978 epoch 102 - iter 0/2650 - loss 0.66756505
2019-06-27 04:35:18,143 epoch 102 - iter 265/2650 - loss 0.77508701
2019-06-27 04:35:58,751 epoch 102 - iter 530/2650 - loss 0.79341776
2019-06-27 04:36:40,405 epoch 102 - iter 795/2650 - loss 0.78983241
2019-06-27 04:37:18,867 epoch 102 - iter 1060/2650 - loss 0.77740845
2019-06-27 04:38:00,519 epoch 102 - iter 1325/2650 - loss 0.78160425
2019-06-27 04:38:41,165 epoch 102 - iter 1590/2650 - loss 0.78431149
2019-06-27 04:39:21,905 epoch 102 - iter 1855/2650 - loss 0.78515881
2019-06-27 04:40:01,733 epoch 102 - iter 2120/2650 - loss 0.78075252
2019-06-27 04:40:37,599 epoch 102 - iter 2385/2650 - loss 0.77832599
2019-06-27 04:41:12,669 ----------------------------------------------------------------------------------------------------
2019-06-27 04:41:12,670 EPOCH 102 done: loss 0.7744 - lr 0.0125
2019-06-27 04:43:07,693 TEST : loss 0.8772578835487366 - score 0.986
2019-06-27 04:43:07,693 BAD EPOCHS (no improvement): 1
2019-06-27 04:43:07,741 ----------------------------------------------------------------------------------------------------
2019-06-27 04:43:07,964 epoch 103 - iter 0/2650 - loss 0.67846465
2019-06-27 04:43:49,008 epoch 103 - iter 265/2650 - loss 0.76673132
2019-06-27 04:44:24,660 epoch 103 - iter 530/2650 - loss 0.75759449
2019-06-27 04:45:02,684 epoch 103 - iter 795/2650 - loss 0.76026513
2019-06-27 04:45:42,843 epoch 103 - iter 1060/2650 - loss 0.74945310
2019-06-27 04:46:23,439 epoch 103 - iter 1325/2650 - loss 0.75236630
2019-06-27 04:47:04,039 epoch 103 - iter 1590/2650 - loss 0.75370268
2019-06-27 04:47:45,140 epoch 103 - iter 1855/2650 - loss 0.75612387
2019-06-27 04:48:19,858 epoch 103 - iter 2120/2650 - loss 0.75725527
2019-06-27 04:48:54,250 epoch 103 - iter 2385/2650 - loss 0.75949362
2019-06-27 04:49:33,258 ----------------------------------------------------------------------------------------------------
2019-06-27 04:49:33,259 EPOCH 103 done: loss 0.7597 - lr 0.0125
2019-06-27 04:51:52,989 TEST : loss 0.8754911422729492 - score 0.986
2019-06-27 04:51:52,990 BAD EPOCHS (no improvement): 0
2019-06-27 04:51:52,995 ----------------------------------------------------------------------------------------------------
2019-06-27 04:51:53,153 epoch 104 - iter 0/2650 - loss 0.58056295
2019-06-27 04:52:34,977 epoch 104 - iter 265/2650 - loss 0.78844734
2019-06-27 04:53:15,777 epoch 104 - iter 530/2650 - loss 0.77438459
2019-06-27 04:53:56,538 epoch 104 - iter 795/2650 - loss 0.76613323
2019-06-27 04:54:37,734 epoch 104 - iter 1060/2650 - loss 0.77357367
2019-06-27 04:55:18,203 epoch 104 - iter 1325/2650 - loss 0.76466191
2019-06-27 04:55:53,071 epoch 104 - iter 1590/2650 - loss 0.76722747
2019-06-27 04:56:27,798 epoch 104 - iter 1855/2650 - loss 0.76850984
2019-06-27 04:57:03,371 epoch 104 - iter 2120/2650 - loss 0.76656512
2019-06-27 04:57:38,024 epoch 104 - iter 2385/2650 - loss 0.76429577
2019-06-27 04:58:12,113 ----------------------------------------------------------------------------------------------------
2019-06-27 04:58:12,114 EPOCH 104 done: loss 0.7657 - lr 0.0125
2019-06-27 05:00:07,021 TEST : loss 0.8714533448219299 - score 0.9862
2019-06-27 05:00:07,021 BAD EPOCHS (no improvement): 1
2019-06-27 05:00:07,022 ----------------------------------------------------------------------------------------------------
2019-06-27 05:00:07,181 epoch 105 - iter 0/2650 - loss 0.35379663
2019-06-27 05:00:47,774 epoch 105 - iter 265/2650 - loss 0.80174776
2019-06-27 05:01:28,660 epoch 105 - iter 530/2650 - loss 0.76233705
2019-06-27 05:02:10,278 epoch 105 - iter 795/2650 - loss 0.75980578
2019-06-27 05:02:45,275 epoch 105 - iter 1060/2650 - loss 0.75975233
2019-06-27 05:03:20,422 epoch 105 - iter 1325/2650 - loss 0.76128476
2019-06-27 05:03:54,884 epoch 105 - iter 1590/2650 - loss 0.76671739
2019-06-27 05:04:29,599 epoch 105 - iter 1855/2650 - loss 0.76965075
2019-06-27 05:05:05,202 epoch 105 - iter 2120/2650 - loss 0.77035039
2019-06-27 05:05:40,344 epoch 105 - iter 2385/2650 - loss 0.77293562
2019-06-27 05:06:14,915 ----------------------------------------------------------------------------------------------------
2019-06-27 05:06:14,915 EPOCH 105 done: loss 0.7752 - lr 0.0125
2019-06-27 05:08:09,801 TEST : loss 0.8732997179031372 - score 0.986
2019-06-27 05:08:09,801 BAD EPOCHS (no improvement): 2
2019-06-27 05:08:09,802 ----------------------------------------------------------------------------------------------------
2019-06-27 05:08:10,012 epoch 106 - iter 0/2650 - loss 0.57845044
2019-06-27 05:08:47,257 epoch 106 - iter 265/2650 - loss 0.75626452
2019-06-27 05:09:22,961 epoch 106 - iter 530/2650 - loss 0.77562320
2019-06-27 05:09:57,678 epoch 106 - iter 795/2650 - loss 0.78140219
2019-06-27 05:10:32,820 epoch 106 - iter 1060/2650 - loss 0.77499010
2019-06-27 05:11:07,422 epoch 106 - iter 1325/2650 - loss 0.77293007
2019-06-27 05:11:42,597 epoch 106 - iter 1590/2650 - loss 0.77089111
2019-06-27 05:12:17,333 epoch 106 - iter 1855/2650 - loss 0.77352566
2019-06-27 05:12:52,249 epoch 106 - iter 2120/2650 - loss 0.77294478
2019-06-27 05:13:26,811 epoch 106 - iter 2385/2650 - loss 0.77046156
2019-06-27 05:14:02,587 ----------------------------------------------------------------------------------------------------
2019-06-27 05:14:02,587 EPOCH 106 done: loss 0.7704 - lr 0.0125
2019-06-27 05:15:57,318 TEST : loss 0.8731410503387451 - score 0.986
2019-06-27 05:15:57,318 BAD EPOCHS (no improvement): 3
2019-06-27 05:15:57,319 ----------------------------------------------------------------------------------------------------
2019-06-27 05:15:57,523 epoch 107 - iter 0/2650 - loss 0.85880601
2019-06-27 05:16:37,085 epoch 107 - iter 265/2650 - loss 0.79212521
2019-06-27 05:17:12,161 epoch 107 - iter 530/2650 - loss 0.76331612
2019-06-27 05:17:47,526 epoch 107 - iter 795/2650 - loss 0.76025241
2019-06-27 05:18:26,703 epoch 107 - iter 1060/2650 - loss 0.75832192
2019-06-27 05:19:07,823 epoch 107 - iter 1325/2650 - loss 0.75663258
2019-06-27 05:19:48,459 epoch 107 - iter 1590/2650 - loss 0.76076857
2019-06-27 05:20:29,010 epoch 107 - iter 1855/2650 - loss 0.76194876
2019-06-27 05:21:10,211 epoch 107 - iter 2120/2650 - loss 0.76358902
2019-06-27 05:21:49,973 epoch 107 - iter 2385/2650 - loss 0.76489250
2019-06-27 05:22:30,775 ----------------------------------------------------------------------------------------------------
2019-06-27 05:22:30,776 EPOCH 107 done: loss 0.7656 - lr 0.0125
2019-06-27 05:24:43,258 TEST : loss 0.8733732104301453 - score 0.9861
2019-06-27 05:24:43,259 BAD EPOCHS (no improvement): 4
2019-06-27 05:24:43,274 ----------------------------------------------------------------------------------------------------
2019-06-27 05:24:43,478 epoch 108 - iter 0/2650 - loss 1.47843981
2019-06-27 05:25:24,167 epoch 108 - iter 265/2650 - loss 0.73016306
2019-06-27 05:26:04,607 epoch 108 - iter 530/2650 - loss 0.75855793
2019-06-27 05:26:45,026 epoch 108 - iter 795/2650 - loss 0.74243601
2019-06-27 05:27:25,917 epoch 108 - iter 1060/2650 - loss 0.74071513
2019-06-27 05:28:05,839 epoch 108 - iter 1325/2650 - loss 0.73103831
2019-06-27 05:28:46,760 epoch 108 - iter 1590/2650 - loss 0.73969060
2019-06-27 05:29:24,382 epoch 108 - iter 1855/2650 - loss 0.74325114
2019-06-27 05:29:59,293 epoch 108 - iter 2120/2650 - loss 0.74220117
2019-06-27 05:30:40,365 epoch 108 - iter 2385/2650 - loss 0.74503085
2019-06-27 05:31:20,031 ----------------------------------------------------------------------------------------------------
2019-06-27 05:31:20,031 EPOCH 108 done: loss 0.7456 - lr 0.0063
2019-06-27 05:33:14,426 TEST : loss 0.8719821572303772 - score 0.986
2019-06-27 05:33:14,426 BAD EPOCHS (no improvement): 0
2019-06-27 05:33:14,427 ----------------------------------------------------------------------------------------------------
2019-06-27 05:33:14,619 epoch 109 - iter 0/2650 - loss 0.46579307
2019-06-27 05:33:55,283 epoch 109 - iter 265/2650 - loss 0.74033069
2019-06-27 05:34:36,059 epoch 109 - iter 530/2650 - loss 0.75445421
2019-06-27 05:35:11,301 epoch 109 - iter 795/2650 - loss 0.76253982
2019-06-27 05:35:46,323 epoch 109 - iter 1060/2650 - loss 0.76289716
2019-06-27 05:36:27,251 epoch 109 - iter 1325/2650 - loss 0.76189190
2019-06-27 05:37:07,627 epoch 109 - iter 1590/2650 - loss 0.75892839
2019-06-27 05:37:48,241 epoch 109 - iter 1855/2650 - loss 0.76840508
2019-06-27 05:38:28,785 epoch 109 - iter 2120/2650 - loss 0.76922087
2019-06-27 05:39:08,764 epoch 109 - iter 2385/2650 - loss 0.76892291
2019-06-27 05:39:48,708 ----------------------------------------------------------------------------------------------------
2019-06-27 05:39:48,709 EPOCH 109 done: loss 0.7679 - lr 0.0063
2019-06-27 05:41:43,346 TEST : loss 0.8725889921188354 - score 0.9861
2019-06-27 05:41:43,347 BAD EPOCHS (no improvement): 1
2019-06-27 05:41:43,348 ----------------------------------------------------------------------------------------------------
2019-06-27 05:41:43,746 epoch 110 - iter 0/2650 - loss 1.54765844
2019-06-27 05:42:24,714 epoch 110 - iter 265/2650 - loss 0.76518828
2019-06-27 05:43:05,973 epoch 110 - iter 530/2650 - loss 0.75895516
2019-06-27 05:43:46,005 epoch 110 - iter 795/2650 - loss 0.76273865
2019-06-27 05:44:21,679 epoch 110 - iter 1060/2650 - loss 0.75673986
2019-06-27 05:44:56,553 epoch 110 - iter 1325/2650 - loss 0.76519157
2019-06-27 05:45:33,237 epoch 110 - iter 1590/2650 - loss 0.77331506
2019-06-27 05:46:12,949 epoch 110 - iter 1855/2650 - loss 0.76873385
2019-06-27 05:46:54,415 epoch 110 - iter 2120/2650 - loss 0.76420048
2019-06-27 05:47:34,700 epoch 110 - iter 2385/2650 - loss 0.76037084
2019-06-27 05:48:15,371 ----------------------------------------------------------------------------------------------------
2019-06-27 05:48:15,371 EPOCH 110 done: loss 0.7622 - lr 0.0063
2019-06-27 05:50:10,303 TEST : loss 0.874808669090271 - score 0.9861
2019-06-27 05:50:10,304 BAD EPOCHS (no improvement): 2
2019-06-27 05:50:10,305 ----------------------------------------------------------------------------------------------------
2019-06-27 05:50:10,510 epoch 111 - iter 0/2650 - loss 0.81766367
2019-06-27 05:50:51,220 epoch 111 - iter 265/2650 - loss 0.74427491
2019-06-27 05:51:31,758 epoch 111 - iter 530/2650 - loss 0.75766907
2019-06-27 05:52:12,080 epoch 111 - iter 795/2650 - loss 0.73930134
2019-06-27 05:52:50,898 epoch 111 - iter 1060/2650 - loss 0.73327130
2019-06-27 05:53:31,695 epoch 111 - iter 1325/2650 - loss 0.74420387
2019-06-27 05:54:12,338 epoch 111 - iter 1590/2650 - loss 0.74914155
2019-06-27 05:54:52,465 epoch 111 - iter 1855/2650 - loss 0.74648540
2019-06-27 05:55:33,429 epoch 111 - iter 2120/2650 - loss 0.74753781
2019-06-27 05:56:14,287 epoch 111 - iter 2385/2650 - loss 0.74794399
2019-06-27 05:56:55,650 ----------------------------------------------------------------------------------------------------
2019-06-27 05:56:55,650 EPOCH 111 done: loss 0.7490 - lr 0.0063
2019-06-27 05:59:14,844 TEST : loss 0.8728870749473572 - score 0.986
2019-06-27 05:59:14,844 BAD EPOCHS (no improvement): 3
2019-06-27 05:59:14,845 ----------------------------------------------------------------------------------------------------
2019-06-27 05:59:15,032 epoch 112 - iter 0/2650 - loss 1.12700903
2019-06-27 05:59:55,188 epoch 112 - iter 265/2650 - loss 0.79636170
2019-06-27 06:00:33,620 epoch 112 - iter 530/2650 - loss 0.76079712
2019-06-27 06:01:13,855 epoch 112 - iter 795/2650 - loss 0.75777449
2019-06-27 06:01:53,930 epoch 112 - iter 1060/2650 - loss 0.76330304
2019-06-27 06:02:34,311 epoch 112 - iter 1325/2650 - loss 0.76276106
2019-06-27 06:03:14,998 epoch 112 - iter 1590/2650 - loss 0.76096663
2019-06-27 06:03:54,962 epoch 112 - iter 1855/2650 - loss 0.75517697
2019-06-27 06:04:35,953 epoch 112 - iter 2120/2650 - loss 0.75568308
2019-06-27 06:05:11,597 epoch 112 - iter 2385/2650 - loss 0.75356391
2019-06-27 06:05:46,903 ----------------------------------------------------------------------------------------------------
2019-06-27 06:05:46,903 EPOCH 112 done: loss 0.7540 - lr 0.0063
2019-06-27 06:07:41,716 TEST : loss 0.8721423149108887 - score 0.9861
2019-06-27 06:07:41,717 BAD EPOCHS (no improvement): 4
2019-06-27 06:07:41,731 ----------------------------------------------------------------------------------------------------
2019-06-27 06:07:41,874 epoch 113 - iter 0/2650 - loss 1.20137143
2019-06-27 06:08:21,550 epoch 113 - iter 265/2650 - loss 0.73221324
2019-06-27 06:09:03,064 epoch 113 - iter 530/2650 - loss 0.71820756
2019-06-27 06:09:37,887 epoch 113 - iter 795/2650 - loss 0.72694570
2019-06-27 06:10:14,034 epoch 113 - iter 1060/2650 - loss 0.73122863
2019-06-27 06:10:49,291 epoch 113 - iter 1325/2650 - loss 0.73546896
2019-06-27 06:11:25,490 epoch 113 - iter 1590/2650 - loss 0.74016609
2019-06-27 06:12:00,059 epoch 113 - iter 1855/2650 - loss 0.73618678
2019-06-27 06:12:35,028 epoch 113 - iter 2120/2650 - loss 0.73423547
2019-06-27 06:13:10,094 epoch 113 - iter 2385/2650 - loss 0.73484602
2019-06-27 06:13:45,350 ----------------------------------------------------------------------------------------------------
2019-06-27 06:13:45,351 EPOCH 113 done: loss 0.7366 - lr 0.0031
2019-06-27 06:15:40,500 TEST : loss 0.8710729479789734 - score 0.9861
2019-06-27 06:15:40,500 BAD EPOCHS (no improvement): 0
2019-06-27 06:15:40,501 ----------------------------------------------------------------------------------------------------
2019-06-27 06:15:40,666 epoch 114 - iter 0/2650 - loss 2.00402546
2019-06-27 06:16:20,651 epoch 114 - iter 265/2650 - loss 0.71945309
2019-06-27 06:17:01,293 epoch 114 - iter 530/2650 - loss 0.73606806
2019-06-27 06:17:41,888 epoch 114 - iter 795/2650 - loss 0.74085622
2019-06-27 06:18:21,793 epoch 114 - iter 1060/2650 - loss 0.75038648
2019-06-27 06:19:03,580 epoch 114 - iter 1325/2650 - loss 0.75467663
2019-06-27 06:19:43,972 epoch 114 - iter 1590/2650 - loss 0.75493649
2019-06-27 06:20:25,084 epoch 114 - iter 1855/2650 - loss 0.75793583
2019-06-27 06:21:05,923 epoch 114 - iter 2120/2650 - loss 0.76258083
2019-06-27 06:21:42,974 epoch 114 - iter 2385/2650 - loss 0.76255622
2019-06-27 06:22:22,708 ----------------------------------------------------------------------------------------------------
2019-06-27 06:22:22,708 EPOCH 114 done: loss 0.7613 - lr 0.0031
2019-06-27 06:24:11,065 TEST : loss 0.8746064305305481 - score 0.986
2019-06-27 06:24:11,065 BAD EPOCHS (no improvement): 1
2019-06-27 06:24:11,066 ----------------------------------------------------------------------------------------------------
2019-06-27 06:24:11,209 epoch 115 - iter 0/2650 - loss 0.97180748
2019-06-27 06:24:47,079 epoch 115 - iter 265/2650 - loss 0.75659442
2019-06-27 06:25:22,074 epoch 115 - iter 530/2650 - loss 0.74190085
2019-06-27 06:25:57,122 epoch 115 - iter 795/2650 - loss 0.73981691
2019-06-27 06:26:31,605 epoch 115 - iter 1060/2650 - loss 0.74014387
2019-06-27 06:27:06,734 epoch 115 - iter 1325/2650 - loss 0.74119797
2019-06-27 06:27:44,509 epoch 115 - iter 1590/2650 - loss 0.74454971
2019-06-27 06:28:20,321 epoch 115 - iter 1855/2650 - loss 0.74762547
2019-06-27 06:28:55,785 epoch 115 - iter 2120/2650 - loss 0.75771363
2019-06-27 06:29:30,335 epoch 115 - iter 2385/2650 - loss 0.75812824
2019-06-27 06:30:05,241 ----------------------------------------------------------------------------------------------------
2019-06-27 06:30:05,241 EPOCH 115 done: loss 0.7591 - lr 0.0031
2019-06-27 06:31:59,597 TEST : loss 0.8729156255722046 - score 0.9859
2019-06-27 06:31:59,597 BAD EPOCHS (no improvement): 2
2019-06-27 06:31:59,598 ----------------------------------------------------------------------------------------------------
2019-06-27 06:31:59,758 epoch 116 - iter 0/2650 - loss 1.73162162
2019-06-27 06:32:41,107 epoch 116 - iter 265/2650 - loss 0.73001142
2019-06-27 06:33:21,612 epoch 116 - iter 530/2650 - loss 0.76470105
2019-06-27 06:34:02,883 epoch 116 - iter 795/2650 - loss 0.75301982
2019-06-27 06:34:43,926 epoch 116 - iter 1060/2650 - loss 0.75518475
2019-06-27 06:35:24,424 epoch 116 - iter 1325/2650 - loss 0.74394356
2019-06-27 06:36:05,388 epoch 116 - iter 1590/2650 - loss 0.74815382
2019-06-27 06:36:45,315 epoch 116 - iter 1855/2650 - loss 0.75206788
2019-06-27 06:37:24,645 epoch 116 - iter 2120/2650 - loss 0.74975985
2019-06-27 06:38:05,295 epoch 116 - iter 2385/2650 - loss 0.74649770
2019-06-27 06:38:40,050 ----------------------------------------------------------------------------------------------------
2019-06-27 06:38:40,050 EPOCH 116 done: loss 0.7491 - lr 0.0031
2019-06-27 06:40:34,559 TEST : loss 0.8742703199386597 - score 0.986
2019-06-27 06:40:34,560 BAD EPOCHS (no improvement): 3
2019-06-27 06:40:34,571 ----------------------------------------------------------------------------------------------------
2019-06-27 06:40:34,803 epoch 117 - iter 0/2650 - loss 0.51681066
2019-06-27 06:41:16,619 epoch 117 - iter 265/2650 - loss 0.71215938
2019-06-27 06:41:57,231 epoch 117 - iter 530/2650 - loss 0.73061982
2019-06-27 06:42:38,247 epoch 117 - iter 795/2650 - loss 0.73254911
2019-06-27 06:43:18,378 epoch 117 - iter 1060/2650 - loss 0.73812272
2019-06-27 06:43:58,191 epoch 117 - iter 1325/2650 - loss 0.73944597
2019-06-27 06:44:38,093 epoch 117 - iter 1590/2650 - loss 0.74720259
2019-06-27 06:45:18,601 epoch 117 - iter 1855/2650 - loss 0.74786097
2019-06-27 06:45:54,409 epoch 117 - iter 2120/2650 - loss 0.74739046
2019-06-27 06:46:34,407 epoch 117 - iter 2385/2650 - loss 0.74406474
2019-06-27 06:47:15,584 ----------------------------------------------------------------------------------------------------
2019-06-27 06:47:15,584 EPOCH 117 done: loss 0.7422 - lr 0.0031
2019-06-27 06:49:10,198 TEST : loss 0.8741567730903625 - score 0.986
2019-06-27 06:49:10,198 BAD EPOCHS (no improvement): 4
2019-06-27 06:49:10,199 ----------------------------------------------------------------------------------------------------
2019-06-27 06:49:10,466 epoch 118 - iter 0/2650 - loss 0.91377056
2019-06-27 06:49:51,963 epoch 118 - iter 265/2650 - loss 0.80535628
2019-06-27 06:50:32,967 epoch 118 - iter 530/2650 - loss 0.76461144
2019-06-27 06:51:13,425 epoch 118 - iter 795/2650 - loss 0.76352301
2019-06-27 06:51:53,710 epoch 118 - iter 1060/2650 - loss 0.76021206
2019-06-27 06:52:34,548 epoch 118 - iter 1325/2650 - loss 0.76424706
2019-06-27 06:53:15,697 epoch 118 - iter 1590/2650 - loss 0.76003359
2019-06-27 06:53:54,192 epoch 118 - iter 1855/2650 - loss 0.75009718
2019-06-27 06:54:29,650 epoch 118 - iter 2120/2650 - loss 0.74547575
2019-06-27 06:55:04,036 epoch 118 - iter 2385/2650 - loss 0.74739096
2019-06-27 06:55:38,776 ----------------------------------------------------------------------------------------------------
2019-06-27 06:55:38,776 EPOCH 118 done: loss 0.7466 - lr 0.0016
2019-06-27 06:57:33,529 TEST : loss 0.8745524883270264 - score 0.986
2019-06-27 06:57:33,530 BAD EPOCHS (no improvement): 1
2019-06-27 06:57:33,531 ----------------------------------------------------------------------------------------------------
2019-06-27 06:57:33,658 epoch 119 - iter 0/2650 - loss 1.45131016
2019-06-27 06:58:09,130 epoch 119 - iter 265/2650 - loss 0.73534476
2019-06-27 06:58:43,574 epoch 119 - iter 530/2650 - loss 0.73637683
2019-06-27 06:59:18,826 epoch 119 - iter 795/2650 - loss 0.73018736
2019-06-27 06:59:53,593 epoch 119 - iter 1060/2650 - loss 0.73259941
2019-06-27 07:00:29,376 epoch 119 - iter 1325/2650 - loss 0.73465850
2019-06-27 07:01:04,039 epoch 119 - iter 1590/2650 - loss 0.73222277
2019-06-27 07:01:39,764 epoch 119 - iter 1855/2650 - loss 0.72957091
2019-06-27 07:02:20,609 epoch 119 - iter 2120/2650 - loss 0.73197818
2019-06-27 07:03:00,509 epoch 119 - iter 2385/2650 - loss 0.73206956
2019-06-27 07:03:35,851 ----------------------------------------------------------------------------------------------------
2019-06-27 07:03:35,852 EPOCH 119 done: loss 0.7297 - lr 0.0016
2019-06-27 07:05:30,569 TEST : loss 0.8748660683631897 - score 0.9861
2019-06-27 07:05:30,569 BAD EPOCHS (no improvement): 0
2019-06-27 07:05:30,570 ----------------------------------------------------------------------------------------------------
2019-06-27 07:05:30,709 epoch 120 - iter 0/2650 - loss 1.37087059
2019-06-27 07:06:10,984 epoch 120 - iter 265/2650 - loss 0.73870410
2019-06-27 07:06:52,045 epoch 120 - iter 530/2650 - loss 0.74360196
2019-06-27 07:07:32,637 epoch 120 - iter 795/2650 - loss 0.75533027
2019-06-27 07:08:11,532 epoch 120 - iter 1060/2650 - loss 0.75495396
2019-06-27 07:08:46,716 epoch 120 - iter 1325/2650 - loss 0.74299957
2019-06-27 07:09:22,482 epoch 120 - iter 1590/2650 - loss 0.74734750
2019-06-27 07:09:57,281 epoch 120 - iter 1855/2650 - loss 0.74890100
2019-06-27 07:10:31,994 epoch 120 - iter 2120/2650 - loss 0.74961592
2019-06-27 07:11:12,702 epoch 120 - iter 2385/2650 - loss 0.75400061
2019-06-27 07:11:49,987 ----------------------------------------------------------------------------------------------------
2019-06-27 07:11:49,987 EPOCH 120 done: loss 0.7488 - lr 0.0016
2019-06-27 07:13:44,883 TEST : loss 0.8736621141433716 - score 0.986
2019-06-27 07:13:44,883 BAD EPOCHS (no improvement): 1
2019-06-27 07:13:44,884 ----------------------------------------------------------------------------------------------------
2019-06-27 07:13:45,038 epoch 121 - iter 0/2650 - loss 0.91968226
2019-06-27 07:14:25,665 epoch 121 - iter 265/2650 - loss 0.77374562
2019-06-27 07:15:06,757 epoch 121 - iter 530/2650 - loss 0.77541227
2019-06-27 07:15:46,714 epoch 121 - iter 795/2650 - loss 0.77949859
2019-06-27 07:16:26,816 epoch 121 - iter 1060/2650 - loss 0.77373501
2019-06-27 07:17:07,388 epoch 121 - iter 1325/2650 - loss 0.77195185
2019-06-27 07:17:47,528 epoch 121 - iter 1590/2650 - loss 0.75959785
2019-06-27 07:18:24,379 epoch 121 - iter 1855/2650 - loss 0.75571318
2019-06-27 07:19:03,877 epoch 121 - iter 2120/2650 - loss 0.75050027
2019-06-27 07:19:44,784 epoch 121 - iter 2385/2650 - loss 0.75259691
2019-06-27 07:20:24,922 ----------------------------------------------------------------------------------------------------
2019-06-27 07:20:24,923 EPOCH 121 done: loss 0.7521 - lr 0.0016
2019-06-27 07:22:37,572 TEST : loss 0.8738390803337097 - score 0.986
2019-06-27 07:22:37,572 BAD EPOCHS (no improvement): 2
2019-06-27 07:22:37,573 ----------------------------------------------------------------------------------------------------
2019-06-27 07:22:37,796 epoch 122 - iter 0/2650 - loss 1.33918333
2019-06-27 07:23:18,645 epoch 122 - iter 265/2650 - loss 0.74779343
2019-06-27 07:23:55,963 epoch 122 - iter 530/2650 - loss 0.73406400
2019-06-27 07:24:31,655 epoch 122 - iter 795/2650 - loss 0.74095562
2019-06-27 07:25:08,552 epoch 122 - iter 1060/2650 - loss 0.74399198
2019-06-27 07:25:45,403 epoch 122 - iter 1325/2650 - loss 0.74224027
2019-06-27 07:26:22,787 epoch 122 - iter 1590/2650 - loss 0.74321642
2019-06-27 07:27:02,191 epoch 122 - iter 1855/2650 - loss 0.74526119
2019-06-27 07:27:41,268 epoch 122 - iter 2120/2650 - loss 0.74508647
2019-06-27 07:28:17,005 epoch 122 - iter 2385/2650 - loss 0.74758540
2019-06-27 07:28:55,567 ----------------------------------------------------------------------------------------------------
2019-06-27 07:28:55,568 EPOCH 122 done: loss 0.7468 - lr 0.0016
2019-06-27 07:31:14,447 TEST : loss 0.8738065958023071 - score 0.9861
2019-06-27 07:31:14,448 BAD EPOCHS (no improvement): 3
2019-06-27 07:31:14,448 ----------------------------------------------------------------------------------------------------
2019-06-27 07:31:14,594 epoch 123 - iter 0/2650 - loss 0.62225807
2019-06-27 07:31:56,361 epoch 123 - iter 265/2650 - loss 0.74399066
2019-06-27 07:32:36,853 epoch 123 - iter 530/2650 - loss 0.73913696
2019-06-27 07:33:17,886 epoch 123 - iter 795/2650 - loss 0.72146959
2019-06-27 07:33:58,113 epoch 123 - iter 1060/2650 - loss 0.72479365
2019-06-27 07:34:34,461 epoch 123 - iter 1325/2650 - loss 0.72472022
2019-06-27 07:35:08,863 epoch 123 - iter 1590/2650 - loss 0.72301770
2019-06-27 07:35:43,734 epoch 123 - iter 1855/2650 - loss 0.72912779
2019-06-27 07:36:18,886 epoch 123 - iter 2120/2650 - loss 0.73130739
2019-06-27 07:36:59,144 epoch 123 - iter 2385/2650 - loss 0.73624702
2019-06-27 07:37:39,328 ----------------------------------------------------------------------------------------------------
2019-06-27 07:37:39,329 EPOCH 123 done: loss 0.7362 - lr 0.0016
2019-06-27 07:39:58,127 TEST : loss 0.8747486472129822 - score 0.9861
2019-06-27 07:39:58,127 BAD EPOCHS (no improvement): 4
2019-06-27 07:39:58,140 ----------------------------------------------------------------------------------------------------
2019-06-27 07:39:58,299 epoch 124 - iter 0/2650 - loss 0.83921993
2019-06-27 07:40:38,955 epoch 124 - iter 265/2650 - loss 0.78257374
2019-06-27 07:41:19,435 epoch 124 - iter 530/2650 - loss 0.75781182
2019-06-27 07:41:59,420 epoch 124 - iter 795/2650 - loss 0.74603855
2019-06-27 07:42:39,737 epoch 124 - iter 1060/2650 - loss 0.74552072
2019-06-27 07:43:19,986 epoch 124 - iter 1325/2650 - loss 0.75188377
2019-06-27 07:44:00,300 epoch 124 - iter 1590/2650 - loss 0.74688015
2019-06-27 07:44:41,149 epoch 124 - iter 1855/2650 - loss 0.74518763
2019-06-27 07:45:21,338 epoch 124 - iter 2120/2650 - loss 0.73978148
2019-06-27 07:46:02,827 epoch 124 - iter 2385/2650 - loss 0.73946806
2019-06-27 07:46:43,555 ----------------------------------------------------------------------------------------------------
2019-06-27 07:46:43,555 EPOCH 124 done: loss 0.7401 - lr 0.0008
2019-06-27 07:48:40,769 TEST : loss 0.8742570877075195 - score 0.986
2019-06-27 07:48:40,770 BAD EPOCHS (no improvement): 1
2019-06-27 07:48:40,786 ----------------------------------------------------------------------------------------------------
2019-06-27 07:48:40,982 epoch 125 - iter 0/2650 - loss 1.23704553
2019-06-27 07:49:21,623 epoch 125 - iter 265/2650 - loss 0.76975432
2019-06-27 07:49:58,499 epoch 125 - iter 530/2650 - loss 0.73771488
2019-06-27 07:50:36,332 epoch 125 - iter 795/2650 - loss 0.72696333
2019-06-27 07:51:17,111 epoch 125 - iter 1060/2650 - loss 0.72124087
2019-06-27 07:51:58,236 epoch 125 - iter 1325/2650 - loss 0.72539358
2019-06-27 07:52:38,302 epoch 125 - iter 1590/2650 - loss 0.73158800
2019-06-27 07:53:18,799 epoch 125 - iter 1855/2650 - loss 0.72954860
2019-06-27 07:53:59,589 epoch 125 - iter 2120/2650 - loss 0.73398308
2019-06-27 07:54:35,242 epoch 125 - iter 2385/2650 - loss 0.73664089
2019-06-27 07:55:14,047 ----------------------------------------------------------------------------------------------------
2019-06-27 07:55:14,048 EPOCH 125 done: loss 0.7348 - lr 0.0008
2019-06-27 07:57:08,752 TEST : loss 0.8744410872459412 - score 0.986
2019-06-27 07:57:08,753 BAD EPOCHS (no improvement): 2
2019-06-27 07:57:08,754 ----------------------------------------------------------------------------------------------------
2019-06-27 07:57:08,935 epoch 126 - iter 0/2650 - loss 0.95025784
2019-06-27 07:57:49,758 epoch 126 - iter 265/2650 - loss 0.74966602
2019-06-27 07:58:30,488 epoch 126 - iter 530/2650 - loss 0.75569870
2019-06-27 07:59:11,150 epoch 126 - iter 795/2650 - loss 0.75351783
2019-06-27 07:59:47,299 epoch 126 - iter 1060/2650 - loss 0.75384920
2019-06-27 08:00:22,324 epoch 126 - iter 1325/2650 - loss 0.75444409
2019-06-27 08:00:56,963 epoch 126 - iter 1590/2650 - loss 0.74947229
2019-06-27 08:01:32,707 epoch 126 - iter 1855/2650 - loss 0.75182231
2019-06-27 08:02:07,636 epoch 126 - iter 2120/2650 - loss 0.74640984
2019-06-27 08:02:48,126 epoch 126 - iter 2385/2650 - loss 0.74892943
2019-06-27 08:03:29,020 ----------------------------------------------------------------------------------------------------
2019-06-27 08:03:29,021 EPOCH 126 done: loss 0.7467 - lr 0.0008
2019-06-27 08:05:23,902 TEST : loss 0.8747740387916565 - score 0.986
2019-06-27 08:05:23,902 BAD EPOCHS (no improvement): 3
2019-06-27 08:05:23,903 ----------------------------------------------------------------------------------------------------
2019-06-27 08:05:24,044 epoch 127 - iter 0/2650 - loss 0.93323076
2019-06-27 08:06:04,805 epoch 127 - iter 265/2650 - loss 0.68770268
2019-06-27 08:06:45,484 epoch 127 - iter 530/2650 - loss 0.71919680
2019-06-27 08:07:26,551 epoch 127 - iter 795/2650 - loss 0.72050733
2019-06-27 08:08:04,344 epoch 127 - iter 1060/2650 - loss 0.72057701
2019-06-27 08:08:39,570 epoch 127 - iter 1325/2650 - loss 0.72490428
2019-06-27 08:09:19,989 epoch 127 - iter 1590/2650 - loss 0.72607160
2019-06-27 08:09:57,452 epoch 127 - iter 1855/2650 - loss 0.72571963
2019-06-27 08:10:37,793 epoch 127 - iter 2120/2650 - loss 0.72240188
2019-06-27 08:11:13,044 epoch 127 - iter 2385/2650 - loss 0.72620803
2019-06-27 08:11:48,043 ----------------------------------------------------------------------------------------------------
2019-06-27 08:11:48,044 EPOCH 127 done: loss 0.7260 - lr 0.0008
2019-06-27 08:13:42,881 TEST : loss 0.8744993805885315 - score 0.986
2019-06-27 08:13:42,882 BAD EPOCHS (no improvement): 0
2019-06-27 08:13:42,883 ----------------------------------------------------------------------------------------------------
2019-06-27 08:13:43,032 epoch 128 - iter 0/2650 - loss 1.43837118
2019-06-27 08:14:23,019 epoch 128 - iter 265/2650 - loss 0.71613058
2019-06-27 08:15:03,606 epoch 128 - iter 530/2650 - loss 0.72452642
2019-06-27 08:15:43,965 epoch 128 - iter 795/2650 - loss 0.73376231
2019-06-27 08:16:24,636 epoch 128 - iter 1060/2650 - loss 0.74327913
2019-06-27 08:17:05,663 epoch 128 - iter 1325/2650 - loss 0.73745476
2019-06-27 08:17:46,095 epoch 128 - iter 1590/2650 - loss 0.74603707
2019-06-27 08:18:26,123 epoch 128 - iter 1855/2650 - loss 0.74663852
2019-06-27 08:19:07,030 epoch 128 - iter 2120/2650 - loss 0.74590819
2019-06-27 08:19:45,757 epoch 128 - iter 2385/2650 - loss 0.74149849
2019-06-27 08:20:25,991 ----------------------------------------------------------------------------------------------------
2019-06-27 08:20:25,992 EPOCH 128 done: loss 0.7422 - lr 0.0008
2019-06-27 08:22:38,794 TEST : loss 0.8742579221725464 - score 0.9861
2019-06-27 08:22:38,795 BAD EPOCHS (no improvement): 1
2019-06-27 08:22:38,813 ----------------------------------------------------------------------------------------------------
2019-06-27 08:22:39,046 epoch 129 - iter 0/2650 - loss 0.70979875
2019-06-27 08:23:19,707 epoch 129 - iter 265/2650 - loss 0.75709412
2019-06-27 08:23:57,522 epoch 129 - iter 530/2650 - loss 0.75814537
2019-06-27 08:24:32,952 epoch 129 - iter 795/2650 - loss 0.76623349
2019-06-27 08:25:11,276 epoch 129 - iter 1060/2650 - loss 0.76149360
2019-06-27 08:25:51,472 epoch 129 - iter 1325/2650 - loss 0.75349003
2019-06-27 08:26:32,431 epoch 129 - iter 1590/2650 - loss 0.75339469
2019-06-27 08:27:13,053 epoch 129 - iter 1855/2650 - loss 0.75564968
2019-06-27 08:27:54,235 epoch 129 - iter 2120/2650 - loss 0.75177003
2019-06-27 08:28:30,674 epoch 129 - iter 2385/2650 - loss 0.75454260
2019-06-27 08:29:05,833 ----------------------------------------------------------------------------------------------------
2019-06-27 08:29:05,834 EPOCH 129 done: loss 0.7532 - lr 0.0008
2019-06-27 08:31:00,152 TEST : loss 0.8744280338287354 - score 0.9861
2019-06-27 08:31:00,153 BAD EPOCHS (no improvement): 2
2019-06-27 08:31:00,154 ----------------------------------------------------------------------------------------------------
2019-06-27 08:31:00,270 epoch 130 - iter 0/2650 - loss 0.33774269
2019-06-27 08:31:36,215 epoch 130 - iter 265/2650 - loss 0.77578424
2019-06-27 08:32:11,421 epoch 130 - iter 530/2650 - loss 0.76460121
2019-06-27 08:32:45,910 epoch 130 - iter 795/2650 - loss 0.76030227
2019-06-27 08:33:20,733 epoch 130 - iter 1060/2650 - loss 0.76649645
2019-06-27 08:33:56,418 epoch 130 - iter 1325/2650 - loss 0.76529998
2019-06-27 08:34:31,043 epoch 130 - iter 1590/2650 - loss 0.76028500
2019-06-27 08:35:05,176 epoch 130 - iter 1855/2650 - loss 0.75434647
2019-06-27 08:35:40,500 epoch 130 - iter 2120/2650 - loss 0.75025419
2019-06-27 08:36:16,554 epoch 130 - iter 2385/2650 - loss 0.74971035
2019-06-27 08:36:53,589 ----------------------------------------------------------------------------------------------------
2019-06-27 08:36:53,590 EPOCH 130 done: loss 0.7489 - lr 0.0008
2019-06-27 08:38:48,308 TEST : loss 0.8747811913490295 - score 0.986
2019-06-27 08:38:48,308 BAD EPOCHS (no improvement): 3
2019-06-27 08:38:48,325 ----------------------------------------------------------------------------------------------------
2019-06-27 08:38:48,514 epoch 131 - iter 0/2650 - loss 0.35597545
2019-06-27 08:39:27,840 epoch 131 - iter 265/2650 - loss 0.74551888
2019-06-27 08:40:02,970 epoch 131 - iter 530/2650 - loss 0.73232429
2019-06-27 08:40:39,660 epoch 131 - iter 795/2650 - loss 0.72867617
2019-06-27 08:41:20,360 epoch 131 - iter 1060/2650 - loss 0.73465914
2019-06-27 08:41:59,550 epoch 131 - iter 1325/2650 - loss 0.74142778
2019-06-27 08:42:38,845 epoch 131 - iter 1590/2650 - loss 0.73404131
2019-06-27 08:43:19,873 epoch 131 - iter 1855/2650 - loss 0.73347042
2019-06-27 08:43:55,888 epoch 131 - iter 2120/2650 - loss 0.73546160
2019-06-27 08:44:32,164 epoch 131 - iter 2385/2650 - loss 0.74160707
2019-06-27 08:45:07,965 ----------------------------------------------------------------------------------------------------
2019-06-27 08:45:07,966 EPOCH 131 done: loss 0.7427 - lr 0.0008
2019-06-27 08:47:02,677 TEST : loss 0.8745757937431335 - score 0.986
2019-06-27 08:47:02,678 BAD EPOCHS (no improvement): 4
2019-06-27 08:47:02,679 ----------------------------------------------------------------------------------------------------
2019-06-27 08:47:02,810 epoch 132 - iter 0/2650 - loss 0.28313333
2019-06-27 08:47:43,817 epoch 132 - iter 265/2650 - loss 0.73872034
2019-06-27 08:48:24,259 epoch 132 - iter 530/2650 - loss 0.72274901
2019-06-27 08:49:04,584 epoch 132 - iter 795/2650 - loss 0.72918654
2019-06-27 08:49:40,635 epoch 132 - iter 1060/2650 - loss 0.72649712
2019-06-27 08:50:16,777 epoch 132 - iter 1325/2650 - loss 0.72447789
2019-06-27 08:50:52,250 epoch 132 - iter 1590/2650 - loss 0.72249371
2019-06-27 08:51:32,948 epoch 132 - iter 1855/2650 - loss 0.72628796
2019-06-27 08:52:13,849 epoch 132 - iter 2120/2650 - loss 0.72652974
2019-06-27 08:52:55,361 epoch 132 - iter 2385/2650 - loss 0.72702250
2019-06-27 08:53:35,475 ----------------------------------------------------------------------------------------------------
2019-06-27 08:53:35,476 EPOCH 132 done: loss 0.7283 - lr 0.0004
2019-06-27 08:55:32,354 TEST : loss 0.8750640153884888 - score 0.9861
2019-06-27 08:55:32,354 BAD EPOCHS (no improvement): 1
2019-06-27 08:55:32,355 ----------------------------------------------------------------------------------------------------
2019-06-27 08:55:32,506 epoch 133 - iter 0/2650 - loss 0.44725311
2019-06-27 08:56:14,200 epoch 133 - iter 265/2650 - loss 0.73803539
2019-06-27 08:56:53,679 epoch 133 - iter 530/2650 - loss 0.74478109
2019-06-27 08:57:35,170 epoch 133 - iter 795/2650 - loss 0.75007574
2019-06-27 08:58:15,271 epoch 133 - iter 1060/2650 - loss 0.74944931
2019-06-27 08:58:55,303 epoch 133 - iter 1325/2650 - loss 0.74394996
2019-06-27 08:59:36,225 epoch 133 - iter 1590/2650 - loss 0.74596406
2019-06-27 09:00:16,413 epoch 133 - iter 1855/2650 - loss 0.74343735
2019-06-27 09:00:57,170 epoch 133 - iter 2120/2650 - loss 0.74450464
2019-06-27 09:01:38,836 epoch 133 - iter 2385/2650 - loss 0.74505296
2019-06-27 09:02:14,285 ----------------------------------------------------------------------------------------------------
2019-06-27 09:02:14,285 EPOCH 133 done: loss 0.7460 - lr 0.0004
2019-06-27 09:04:08,980 TEST : loss 0.874792218208313 - score 0.986
2019-06-27 09:04:08,980 BAD EPOCHS (no improvement): 2
2019-06-27 09:04:08,981 ----------------------------------------------------------------------------------------------------
2019-06-27 09:04:09,105 epoch 134 - iter 0/2650 - loss 0.99715406
2019-06-27 09:04:49,455 epoch 134 - iter 265/2650 - loss 0.75794379
2019-06-27 09:05:29,389 epoch 134 - iter 530/2650 - loss 0.75465360
2019-06-27 09:06:10,877 epoch 134 - iter 795/2650 - loss 0.75093168
2019-06-27 09:06:47,616 epoch 134 - iter 1060/2650 - loss 0.74053066
2019-06-27 09:07:22,995 epoch 134 - iter 1325/2650 - loss 0.73548140
2019-06-27 09:07:57,467 epoch 134 - iter 1590/2650 - loss 0.73915926
2019-06-27 09:08:32,288 epoch 134 - iter 1855/2650 - loss 0.74295525
2019-06-27 09:09:07,899 epoch 134 - iter 2120/2650 - loss 0.73976251
2019-06-27 09:09:43,153 epoch 134 - iter 2385/2650 - loss 0.74295179
2019-06-27 09:10:18,161 ----------------------------------------------------------------------------------------------------
2019-06-27 09:10:18,162 EPOCH 134 done: loss 0.7422 - lr 0.0004
2019-06-27 09:12:12,806 TEST : loss 0.8739121556282043 - score 0.986
2019-06-27 09:12:12,807 BAD EPOCHS (no improvement): 3
2019-06-27 09:12:12,808 ----------------------------------------------------------------------------------------------------
2019-06-27 09:12:12,950 epoch 135 - iter 0/2650 - loss 0.41671142
2019-06-27 09:12:53,518 epoch 135 - iter 265/2650 - loss 0.76923473
2019-06-27 09:13:33,689 epoch 135 - iter 530/2650 - loss 0.75696913
2019-06-27 09:14:14,294 epoch 135 - iter 795/2650 - loss 0.74492532
2019-06-27 09:14:50,389 epoch 135 - iter 1060/2650 - loss 0.73847382
2019-06-27 09:15:25,854 epoch 135 - iter 1325/2650 - loss 0.72945681
2019-06-27 09:16:05,820 epoch 135 - iter 1590/2650 - loss 0.73214324
2019-06-27 09:16:46,756 epoch 135 - iter 1855/2650 - loss 0.73113745
2019-06-27 09:17:24,183 epoch 135 - iter 2120/2650 - loss 0.73330635
2019-06-27 09:17:58,839 epoch 135 - iter 2385/2650 - loss 0.73430182
2019-06-27 09:18:33,595 ----------------------------------------------------------------------------------------------------
2019-06-27 09:18:33,596 EPOCH 135 done: loss 0.7333 - lr 0.0004
2019-06-27 09:20:21,627 TEST : loss 0.8739151954650879 - score 0.986
2019-06-27 09:20:21,628 BAD EPOCHS (no improvement): 4
2019-06-27 09:20:21,629 ----------------------------------------------------------------------------------------------------
2019-06-27 09:20:21,754 epoch 136 - iter 0/2650 - loss 2.51681948
2019-06-27 09:21:01,941 epoch 136 - iter 265/2650 - loss 0.72818936
2019-06-27 09:21:43,058 epoch 136 - iter 530/2650 - loss 0.75725523
2019-06-27 09:22:18,343 epoch 136 - iter 795/2650 - loss 0.75563164
2019-06-27 09:22:53,832 epoch 136 - iter 1060/2650 - loss 0.75290369
2019-06-27 09:23:31,031 epoch 136 - iter 1325/2650 - loss 0.74667028
2019-06-27 09:24:09,847 epoch 136 - iter 1590/2650 - loss 0.75740946
2019-06-27 09:24:50,328 epoch 136 - iter 1855/2650 - loss 0.75400342
2019-06-27 09:25:30,283 epoch 136 - iter 2120/2650 - loss 0.75066229
2019-06-27 09:26:10,835 epoch 136 - iter 2385/2650 - loss 0.74667332
2019-06-27 09:26:52,950 ----------------------------------------------------------------------------------------------------
2019-06-27 09:26:52,951 EPOCH 136 done: loss 0.7446 - lr 0.0002
2019-06-27 09:28:48,230 TEST : loss 0.8738541007041931 - score 0.986
2019-06-27 09:28:48,230 BAD EPOCHS (no improvement): 1
2019-06-27 09:28:48,247 ----------------------------------------------------------------------------------------------------
2019-06-27 09:28:48,407 epoch 137 - iter 0/2650 - loss 0.93766892
2019-06-27 09:29:24,159 epoch 137 - iter 265/2650 - loss 0.71924087
2019-06-27 09:29:59,142 epoch 137 - iter 530/2650 - loss 0.72515243
2019-06-27 09:30:35,662 epoch 137 - iter 795/2650 - loss 0.72653813
2019-06-27 09:31:16,926 epoch 137 - iter 1060/2650 - loss 0.73037971
2019-06-27 09:31:55,165 epoch 137 - iter 1325/2650 - loss 0.73162975
2019-06-27 09:32:29,596 epoch 137 - iter 1590/2650 - loss 0.73302203
2019-06-27 09:33:07,801 epoch 137 - iter 1855/2650 - loss 0.73075449
2019-06-27 09:33:48,111 epoch 137 - iter 2120/2650 - loss 0.73459683
2019-06-27 09:34:23,001 epoch 137 - iter 2385/2650 - loss 0.74018521
2019-06-27 09:34:58,267 ----------------------------------------------------------------------------------------------------
2019-06-27 09:34:58,335 EPOCH 137 done: loss 0.7397 - lr 0.0002
2019-06-27 09:36:52,940 TEST : loss 0.8738033175468445 - score 0.986
2019-06-27 09:36:52,940 BAD EPOCHS (no improvement): 2
2019-06-27 09:36:52,941 ----------------------------------------------------------------------------------------------------
2019-06-27 09:36:53,062 epoch 138 - iter 0/2650 - loss 1.19855559
2019-06-27 09:37:29,015 epoch 138 - iter 265/2650 - loss 0.70605940
2019-06-27 09:38:04,230 epoch 138 - iter 530/2650 - loss 0.69968840
2019-06-27 09:38:39,149 epoch 138 - iter 795/2650 - loss 0.71798083
2019-06-27 09:39:14,397 epoch 138 - iter 1060/2650 - loss 0.72106615
2019-06-27 09:39:49,294 epoch 138 - iter 1325/2650 - loss 0.71467160
2019-06-27 09:40:27,897 epoch 138 - iter 1590/2650 - loss 0.71555388
2019-06-27 09:41:08,328 epoch 138 - iter 1855/2650 - loss 0.71750387
2019-06-27 09:41:49,252 epoch 138 - iter 2120/2650 - loss 0.71755989
2019-06-27 09:42:29,600 epoch 138 - iter 2385/2650 - loss 0.72236349
2019-06-27 09:43:09,531 ----------------------------------------------------------------------------------------------------
2019-06-27 09:43:09,532 EPOCH 138 done: loss 0.7221 - lr 0.0002
2019-06-27 09:45:28,462 TEST : loss 0.8742627501487732 - score 0.986
2019-06-27 09:45:28,462 BAD EPOCHS (no improvement): 0
2019-06-27 09:45:28,463 ----------------------------------------------------------------------------------------------------
2019-06-27 09:45:28,667 epoch 139 - iter 0/2650 - loss 0.98745668
2019-06-27 09:46:09,339 epoch 139 - iter 265/2650 - loss 0.73678153
2019-06-27 09:46:46,807 epoch 139 - iter 530/2650 - loss 0.72251236
2019-06-27 09:47:26,043 epoch 139 - iter 795/2650 - loss 0.70691964
2019-06-27 09:48:05,751 epoch 139 - iter 1060/2650 - loss 0.71651498
2019-06-27 09:48:45,488 epoch 139 - iter 1325/2650 - loss 0.72091933
2019-06-27 09:49:25,950 epoch 139 - iter 1590/2650 - loss 0.72438167
2019-06-27 09:50:04,534 epoch 139 - iter 1855/2650 - loss 0.72328524
2019-06-27 09:50:44,843 epoch 139 - iter 2120/2650 - loss 0.72425990
2019-06-27 09:51:20,285 epoch 139 - iter 2385/2650 - loss 0.72763307
2019-06-27 09:51:55,263 ----------------------------------------------------------------------------------------------------
2019-06-27 09:51:55,263 EPOCH 139 done: loss 0.7288 - lr 0.0002
2019-06-27 09:53:49,788 TEST : loss 0.8744918704032898 - score 0.986
2019-06-27 09:53:49,789 BAD EPOCHS (no improvement): 1
2019-06-27 09:53:49,790 ----------------------------------------------------------------------------------------------------
2019-06-27 09:53:49,937 epoch 140 - iter 0/2650 - loss 1.00017762
2019-06-27 09:54:25,598 epoch 140 - iter 265/2650 - loss 0.76530343
2019-06-27 09:54:59,707 epoch 140 - iter 530/2650 - loss 0.76694923
2019-06-27 09:55:34,615 epoch 140 - iter 795/2650 - loss 0.76447066
2019-06-27 09:56:16,190 epoch 140 - iter 1060/2650 - loss 0.75447146
2019-06-27 09:56:57,636 epoch 140 - iter 1325/2650 - loss 0.75190167
2019-06-27 09:57:32,560 epoch 140 - iter 1590/2650 - loss 0.74691994
2019-06-27 09:58:07,388 epoch 140 - iter 1855/2650 - loss 0.74552823
2019-06-27 09:58:46,562 epoch 140 - iter 2120/2650 - loss 0.74266139
2019-06-27 09:59:26,859 epoch 140 - iter 2385/2650 - loss 0.74281166
2019-06-27 10:00:08,594 ----------------------------------------------------------------------------------------------------
2019-06-27 10:00:08,594 EPOCH 140 done: loss 0.7391 - lr 0.0002
2019-06-27 10:02:27,952 TEST : loss 0.8747418522834778 - score 0.986
2019-06-27 10:02:27,952 BAD EPOCHS (no improvement): 2
2019-06-27 10:02:27,973 ----------------------------------------------------------------------------------------------------
2019-06-27 10:02:28,146 epoch 141 - iter 0/2650 - loss 0.48502153
2019-06-27 10:03:09,207 epoch 141 - iter 265/2650 - loss 0.75638723
2019-06-27 10:03:50,136 epoch 141 - iter 530/2650 - loss 0.75669903
2019-06-27 10:04:26,727 epoch 141 - iter 795/2650 - loss 0.75098553
2019-06-27 10:05:01,144 epoch 141 - iter 1060/2650 - loss 0.75314802
2019-06-27 10:05:35,831 epoch 141 - iter 1325/2650 - loss 0.74748066
2019-06-27 10:06:10,281 epoch 141 - iter 1590/2650 - loss 0.74368393
2019-06-27 10:06:44,111 epoch 141 - iter 1855/2650 - loss 0.73914148
2019-06-27 10:07:26,371 epoch 141 - iter 2120/2650 - loss 0.74044222
2019-06-27 10:08:07,003 epoch 141 - iter 2385/2650 - loss 0.74135867
2019-06-27 10:08:42,076 ----------------------------------------------------------------------------------------------------
2019-06-27 10:08:42,077 EPOCH 141 done: loss 0.7397 - lr 0.0002
2019-06-27 10:10:36,807 TEST : loss 0.8742198944091797 - score 0.986
2019-06-27 10:10:36,808 BAD EPOCHS (no improvement): 3
2019-06-27 10:10:36,822 ----------------------------------------------------------------------------------------------------
2019-06-27 10:10:37,009 epoch 142 - iter 0/2650 - loss 0.64052534
2019-06-27 10:11:16,087 epoch 142 - iter 265/2650 - loss 0.77935023
2019-06-27 10:11:51,097 epoch 142 - iter 530/2650 - loss 0.75887302
2019-06-27 10:12:26,782 epoch 142 - iter 795/2650 - loss 0.73688813
2019-06-27 10:13:05,215 epoch 142 - iter 1060/2650 - loss 0.73262465
2019-06-27 10:13:40,693 epoch 142 - iter 1325/2650 - loss 0.73774914
2019-06-27 10:14:15,351 epoch 142 - iter 1590/2650 - loss 0.73667775
2019-06-27 10:14:50,947 epoch 142 - iter 1855/2650 - loss 0.73635568
2019-06-27 10:15:25,260 epoch 142 - iter 2120/2650 - loss 0.73368387
2019-06-27 10:16:01,392 epoch 142 - iter 2385/2650 - loss 0.73124294
2019-06-27 10:16:41,113 ----------------------------------------------------------------------------------------------------
2019-06-27 10:16:41,114 EPOCH 142 done: loss 0.7296 - lr 0.0002
2019-06-27 10:18:53,425 TEST : loss 0.8745017051696777 - score 0.986
2019-06-27 10:18:53,426 BAD EPOCHS (no improvement): 4
2019-06-27 10:18:53,432 ----------------------------------------------------------------------------------------------------
2019-06-27 10:18:53,433 ----------------------------------------------------------------------------------------------------
2019-06-27 10:18:53,433 learning rate too small - quitting training!
2019-06-27 10:18:53,433 ----------------------------------------------------------------------------------------------------
2019-06-27 10:19:14,750 ----------------------------------------------------------------------------------------------------
2019-06-27 10:19:14,751 Testing using best model ...
2019-06-27 10:21:27,076 0.986 0.986 0.986
2019-06-27 10:21:27,077
MICRO_AVG: acc 0.9724 - f1-score 0.986
MACRO_AVG: acc 0.9526 - f1-score 0.9741750000000001
ADJ tp: 9910 - fp: 415 - fn: 507 - tn: 9910 - precision: 0.9598 - recall: 0.9513 - accuracy: 0.9149 - f1-score: 0.9555
ADP tp: 18669 - fp: 281 - fn: 260 - tn: 18669 - precision: 0.9852 - recall: 0.9863 - accuracy: 0.9718 - f1-score: 0.9857
ADV tp: 8709 - fp: 268 - fn: 356 - tn: 8709 - precision: 0.9701 - recall: 0.9607 - accuracy: 0.9331 - f1-score: 0.9654
AUX tp: 1995 - fp: 2 - fn: 6 - tn: 1995 - precision: 0.9990 - recall: 0.9970 - accuracy: 0.9960 - f1-score: 0.9980
CCONJ tp: 5072 - fp: 33 - fn: 54 - tn: 5072 - precision: 0.9935 - recall: 0.9895 - accuracy: 0.9831 - f1-score: 0.9915
DET tp: 14887 - fp: 79 - fn: 64 - tn: 14887 - precision: 0.9947 - recall: 0.9957 - accuracy: 0.9905 - f1-score: 0.9952
INTJ tp: 1568 - fp: 36 - fn: 41 - tn: 1568 - precision: 0.9776 - recall: 0.9745 - accuracy: 0.9532 - f1-score: 0.9760
NOUN tp: 29043 - fp: 413 - fn: 530 - tn: 29043 - precision: 0.9860 - recall: 0.9821 - accuracy: 0.9686 - f1-score: 0.9840
NUM tp: 3011 - fp: 51 - fn: 34 - tn: 3011 - precision: 0.9833 - recall: 0.9888 - accuracy: 0.9725 - f1-score: 0.9860
PART tp: 3344 - fp: 105 - fn: 13 - tn: 3344 - precision: 0.9696 - recall: 0.9961 - accuracy: 0.9659 - f1-score: 0.9827
PRON tp: 11912 - fp: 56 - fn: 56 - tn: 11912 - precision: 0.9953 - recall: 0.9953 - accuracy: 0.9907 - f1-score: 0.9953
PROPN tp: 12926 - fp: 282 - fn: 222 - tn: 12926 - precision: 0.9786 - recall: 0.9831 - accuracy: 0.9625 - f1-score: 0.9808
PUNCT tp: 20452 - fp: 3 - fn: 0 - tn: 20452 - precision: 0.9999 - recall: 1.0000 - accuracy: 0.9999 - f1-score: 0.9999
SYM tp: 202 - fp: 0 - fn: 6 - tn: 202 - precision: 1.0000 - recall: 0.9712 - accuracy: 0.9712 - f1-score: 0.9854
VERB tp: 25376 - fp: 329 - fn: 180 - tn: 25376 - precision: 0.9872 - recall: 0.9930 - accuracy: 0.9803 - f1-score: 0.9901
X tp: 128 - fp: 17 - fn: 41 - tn: 128 - precision: 0.8828 - recall: 0.7574 - accuracy: 0.6882 - f1-score: 0.8153
2019-06-27 10:21:27,077 ----------------------------------------------------------------------------------------------------
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