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Token Classification
Flair
PyTorch
English
sequence-tagger-model
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2019-06-26 14:06:27,844 ----------------------------------------------------------------------------------------------------
2019-06-26 14:06:27,844 Model: "SequenceTagger(
(embeddings): StackedEmbeddings(
(list_embedding_0): 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_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)
)
)
)
(word_dropout): WordDropout(p=0.05)
(locked_dropout): LockedDropout(p=0.5)
(embedding2nn): Linear(in_features=4096, out_features=4096, bias=True)
(rnn): LSTM(4096, 256, bidirectional=True)
(linear): Linear(in_features=512, out_features=45, bias=True)
)"
2019-06-26 14:06:27,844 ----------------------------------------------------------------------------------------------------
2019-06-26 14:06:27,844 Corpus: "Corpus: 8042 train + 894 dev + 2012 test sentences"
2019-06-26 14:06:27,844 ----------------------------------------------------------------------------------------------------
2019-06-26 14:06:27,844 Parameters:
2019-06-26 14:06:27,845 - learning_rate: "0.1"
2019-06-26 14:06:27,845 - mini_batch_size: "32"
2019-06-26 14:06:27,845 - patience: "3"
2019-06-26 14:06:27,845 - anneal_factor: "0.5"
2019-06-26 14:06:27,845 - max_epochs: "150"
2019-06-26 14:06:27,845 - shuffle: "True"
2019-06-26 14:06:27,845 - train_with_dev: "True"
2019-06-26 14:06:27,845 ----------------------------------------------------------------------------------------------------
2019-06-26 14:06:27,845 Model training base path: "resources/taggers/NP-conll2000--h256-l1-b32-p3-0.5-+news-forward+news-backward-normal-locked0.5-word0.05--v0.4_0"
2019-06-26 14:06:27,845 ----------------------------------------------------------------------------------------------------
2019-06-26 14:06:27,845 Evaluation method: MICRO_F1_SCORE
2019-06-26 14:06:27,848 ----------------------------------------------------------------------------------------------------
2019-06-26 14:06:28,342 epoch 1 - iter 0/280 - loss 104.84130096
2019-06-26 14:06:42,099 epoch 1 - iter 28/280 - loss 57.71157087
2019-06-26 14:06:55,026 epoch 1 - iter 56/280 - loss 42.02649451
2019-06-26 14:07:07,996 epoch 1 - iter 84/280 - loss 32.98136570
2019-06-26 14:07:21,430 epoch 1 - iter 112/280 - loss 27.72889468
2019-06-26 14:07:34,556 epoch 1 - iter 140/280 - loss 24.08528761
2019-06-26 14:07:48,388 epoch 1 - iter 168/280 - loss 21.43308336
2019-06-26 14:08:02,172 epoch 1 - iter 196/280 - loss 19.38871579
2019-06-26 14:08:14,863 epoch 1 - iter 224/280 - loss 17.81350903
2019-06-26 14:08:27,489 epoch 1 - iter 252/280 - loss 16.52945431
2019-06-26 14:08:39,644 ----------------------------------------------------------------------------------------------------
2019-06-26 14:08:39,644 EPOCH 1 done: loss 15.5396 - lr 0.1000
2019-06-26 14:09:49,936 TEST : loss 4.244518280029297 - score 0.9252
2019-06-26 14:09:49,936 BAD EPOCHS (no improvement): 0
2019-06-26 14:09:49,936 ----------------------------------------------------------------------------------------------------
2019-06-26 14:09:50,090 epoch 2 - iter 0/280 - loss 4.85551643
2019-06-26 14:09:54,520 epoch 2 - iter 28/280 - loss 5.50406707
2019-06-26 14:09:58,874 epoch 2 - iter 56/280 - loss 5.40856174
2019-06-26 14:10:03,250 epoch 2 - iter 84/280 - loss 5.41666989
2019-06-26 14:10:07,772 epoch 2 - iter 112/280 - loss 5.28601331
2019-06-26 14:10:12,127 epoch 2 - iter 140/280 - loss 5.29781919
2019-06-26 14:10:16,673 epoch 2 - iter 168/280 - loss 5.27598142
2019-06-26 14:10:21,232 epoch 2 - iter 196/280 - loss 5.12645800
2019-06-26 14:10:25,631 epoch 2 - iter 224/280 - loss 5.01210228
2019-06-26 14:10:30,090 epoch 2 - iter 252/280 - loss 4.95609328
2019-06-26 14:10:34,472 ----------------------------------------------------------------------------------------------------
2019-06-26 14:10:34,472 EPOCH 2 done: loss 4.8453 - lr 0.1000
2019-06-26 14:11:26,386 TEST : loss 2.7801873683929443 - score 0.9473
2019-06-26 14:11:26,387 BAD EPOCHS (no improvement): 0
2019-06-26 14:11:26,387 ----------------------------------------------------------------------------------------------------
2019-06-26 14:11:26,567 epoch 3 - iter 0/280 - loss 4.31248713
2019-06-26 14:11:31,278 epoch 3 - iter 28/280 - loss 4.10595402
2019-06-26 14:11:35,791 epoch 3 - iter 56/280 - loss 4.05990113
2019-06-26 14:11:40,269 epoch 3 - iter 84/280 - loss 3.92607707
2019-06-26 14:11:44,646 epoch 3 - iter 112/280 - loss 3.86746570
2019-06-26 14:11:49,101 epoch 3 - iter 140/280 - loss 3.82586038
2019-06-26 14:11:53,570 epoch 3 - iter 168/280 - loss 3.84934761
2019-06-26 14:11:57,966 epoch 3 - iter 196/280 - loss 3.79276639
2019-06-26 14:12:02,515 epoch 3 - iter 224/280 - loss 3.77825052
2019-06-26 14:12:07,127 epoch 3 - iter 252/280 - loss 3.76452522
2019-06-26 14:12:11,358 ----------------------------------------------------------------------------------------------------
2019-06-26 14:12:11,358 EPOCH 3 done: loss 3.7268 - lr 0.1000
2019-06-26 14:13:03,414 TEST : loss 2.3820221424102783 - score 0.9526
2019-06-26 14:13:03,414 BAD EPOCHS (no improvement): 0
2019-06-26 14:13:03,415 ----------------------------------------------------------------------------------------------------
2019-06-26 14:13:03,576 epoch 4 - iter 0/280 - loss 3.74020004
2019-06-26 14:13:08,289 epoch 4 - iter 28/280 - loss 3.32296350
2019-06-26 14:13:12,970 epoch 4 - iter 56/280 - loss 3.41532225
2019-06-26 14:13:17,609 epoch 4 - iter 84/280 - loss 3.25742180
2019-06-26 14:13:22,049 epoch 4 - iter 112/280 - loss 3.26863021
2019-06-26 14:13:26,555 epoch 4 - iter 140/280 - loss 3.25208544
2019-06-26 14:13:31,099 epoch 4 - iter 168/280 - loss 3.21904280
2019-06-26 14:13:35,807 epoch 4 - iter 196/280 - loss 3.20402986
2019-06-26 14:13:40,405 epoch 4 - iter 224/280 - loss 3.17084707
2019-06-26 14:13:44,969 epoch 4 - iter 252/280 - loss 3.17354733
2019-06-26 14:13:49,375 ----------------------------------------------------------------------------------------------------
2019-06-26 14:13:49,375 EPOCH 4 done: loss 3.1785 - lr 0.1000
2019-06-26 14:14:41,515 TEST : loss 2.2335431575775146 - score 0.9553
2019-06-26 14:14:41,515 BAD EPOCHS (no improvement): 0
2019-06-26 14:14:41,516 ----------------------------------------------------------------------------------------------------
2019-06-26 14:14:41,700 epoch 5 - iter 0/280 - loss 1.66762781
2019-06-26 14:14:46,613 epoch 5 - iter 28/280 - loss 3.07277615
2019-06-26 14:14:51,104 epoch 5 - iter 56/280 - loss 2.93475994
2019-06-26 14:14:55,567 epoch 5 - iter 84/280 - loss 2.85847614
2019-06-26 14:15:00,187 epoch 5 - iter 112/280 - loss 2.83720709
2019-06-26 14:15:04,676 epoch 5 - iter 140/280 - loss 2.78588383
2019-06-26 14:15:09,119 epoch 5 - iter 168/280 - loss 2.75475514
2019-06-26 14:15:13,794 epoch 5 - iter 196/280 - loss 2.73003991
2019-06-26 14:15:18,290 epoch 5 - iter 224/280 - loss 2.77362506
2019-06-26 14:15:22,676 epoch 5 - iter 252/280 - loss 2.77702841
2019-06-26 14:15:26,903 ----------------------------------------------------------------------------------------------------
2019-06-26 14:15:26,903 EPOCH 5 done: loss 2.7580 - lr 0.1000
2019-06-26 14:16:19,167 TEST : loss 2.0756919384002686 - score 0.9561
2019-06-26 14:16:19,167 BAD EPOCHS (no improvement): 0
2019-06-26 14:16:19,168 ----------------------------------------------------------------------------------------------------
2019-06-26 14:16:19,319 epoch 6 - iter 0/280 - loss 3.61013365
2019-06-26 14:16:23,974 epoch 6 - iter 28/280 - loss 2.66992937
2019-06-26 14:16:28,449 epoch 6 - iter 56/280 - loss 2.66276156
2019-06-26 14:16:32,914 epoch 6 - iter 84/280 - loss 2.60168650
2019-06-26 14:16:37,455 epoch 6 - iter 112/280 - loss 2.61304450
2019-06-26 14:16:42,052 epoch 6 - iter 140/280 - loss 2.58883674
2019-06-26 14:16:46,646 epoch 6 - iter 168/280 - loss 2.58322710
2019-06-26 14:16:51,364 epoch 6 - iter 196/280 - loss 2.60379600
2019-06-26 14:16:55,877 epoch 6 - iter 224/280 - loss 2.58341388
2019-06-26 14:17:00,372 epoch 6 - iter 252/280 - loss 2.58112619
2019-06-26 14:17:04,764 ----------------------------------------------------------------------------------------------------
2019-06-26 14:17:04,764 EPOCH 6 done: loss 2.5949 - lr 0.1000
2019-06-26 14:17:56,973 TEST : loss 2.0087215900421143 - score 0.9564
2019-06-26 14:17:56,973 BAD EPOCHS (no improvement): 0
2019-06-26 14:17:56,974 ----------------------------------------------------------------------------------------------------
2019-06-26 14:17:57,152 epoch 7 - iter 0/280 - loss 1.20450437
2019-06-26 14:18:01,928 epoch 7 - iter 28/280 - loss 2.52392230
2019-06-26 14:18:06,402 epoch 7 - iter 56/280 - loss 2.57235438
2019-06-26 14:18:11,126 epoch 7 - iter 84/280 - loss 2.63071750
2019-06-26 14:18:15,708 epoch 7 - iter 112/280 - loss 2.50202403
2019-06-26 14:18:20,396 epoch 7 - iter 140/280 - loss 2.42755270
2019-06-26 14:18:25,044 epoch 7 - iter 168/280 - loss 2.38781255
2019-06-26 14:18:29,377 epoch 7 - iter 196/280 - loss 2.36190710
2019-06-26 14:18:33,910 epoch 7 - iter 224/280 - loss 2.36608221
2019-06-26 14:18:38,486 epoch 7 - iter 252/280 - loss 2.35581118
2019-06-26 14:18:42,619 ----------------------------------------------------------------------------------------------------
2019-06-26 14:18:42,619 EPOCH 7 done: loss 2.3470 - lr 0.1000
2019-06-26 14:19:34,914 TEST : loss 1.9395112991333008 - score 0.9594
2019-06-26 14:19:34,914 BAD EPOCHS (no improvement): 0
2019-06-26 14:19:34,925 ----------------------------------------------------------------------------------------------------
2019-06-26 14:19:35,077 epoch 8 - iter 0/280 - loss 2.26642752
2019-06-26 14:19:39,862 epoch 8 - iter 28/280 - loss 2.11348516
2019-06-26 14:19:44,453 epoch 8 - iter 56/280 - loss 2.24303316
2019-06-26 14:19:49,139 epoch 8 - iter 84/280 - loss 2.22404015
2019-06-26 14:19:53,701 epoch 8 - iter 112/280 - loss 2.25459439
2019-06-26 14:19:58,051 epoch 8 - iter 140/280 - loss 2.19585813
2019-06-26 14:20:02,508 epoch 8 - iter 168/280 - loss 2.14678153
2019-06-26 14:20:06,956 epoch 8 - iter 196/280 - loss 2.16379894
2019-06-26 14:20:11,407 epoch 8 - iter 224/280 - loss 2.17516394
2019-06-26 14:20:15,897 epoch 8 - iter 252/280 - loss 2.16897292
2019-06-26 14:20:20,157 ----------------------------------------------------------------------------------------------------
2019-06-26 14:20:20,157 EPOCH 8 done: loss 2.1828 - lr 0.1000
2019-06-26 14:21:12,335 TEST : loss 1.9301003217697144 - score 0.9577
2019-06-26 14:21:12,335 BAD EPOCHS (no improvement): 0
2019-06-26 14:21:12,336 ----------------------------------------------------------------------------------------------------
2019-06-26 14:21:12,524 epoch 9 - iter 0/280 - loss 2.36631751
2019-06-26 14:21:17,308 epoch 9 - iter 28/280 - loss 2.35173844
2019-06-26 14:21:21,839 epoch 9 - iter 56/280 - loss 2.09075202
2019-06-26 14:21:26,536 epoch 9 - iter 84/280 - loss 2.03068366
2019-06-26 14:21:31,146 epoch 9 - iter 112/280 - loss 1.99580048
2019-06-26 14:21:35,819 epoch 9 - iter 140/280 - loss 2.00582493
2019-06-26 14:21:40,283 epoch 9 - iter 168/280 - loss 1.99010824
2019-06-26 14:21:44,839 epoch 9 - iter 196/280 - loss 1.98845750
2019-06-26 14:21:49,477 epoch 9 - iter 224/280 - loss 1.98328628
2019-06-26 14:21:54,118 epoch 9 - iter 252/280 - loss 2.00757186
2019-06-26 14:21:58,371 ----------------------------------------------------------------------------------------------------
2019-06-26 14:21:58,371 EPOCH 9 done: loss 2.0348 - lr 0.1000
2019-06-26 14:22:50,527 TEST : loss 1.8262884616851807 - score 0.9596
2019-06-26 14:22:50,527 BAD EPOCHS (no improvement): 0
2019-06-26 14:22:50,528 ----------------------------------------------------------------------------------------------------
2019-06-26 14:22:50,680 epoch 10 - iter 0/280 - loss 2.83490300
2019-06-26 14:22:55,466 epoch 10 - iter 28/280 - loss 2.02919993
2019-06-26 14:22:59,980 epoch 10 - iter 56/280 - loss 1.89826168
2019-06-26 14:23:04,560 epoch 10 - iter 84/280 - loss 1.87095210
2019-06-26 14:23:09,101 epoch 10 - iter 112/280 - loss 1.89129612
2019-06-26 14:23:13,793 epoch 10 - iter 140/280 - loss 1.89624129
2019-06-26 14:23:18,403 epoch 10 - iter 168/280 - loss 1.91631853
2019-06-26 14:23:22,793 epoch 10 - iter 196/280 - loss 1.92087618
2019-06-26 14:23:27,384 epoch 10 - iter 224/280 - loss 1.91386225
2019-06-26 14:23:31,920 epoch 10 - iter 252/280 - loss 1.91665696
2019-06-26 14:23:36,442 ----------------------------------------------------------------------------------------------------
2019-06-26 14:23:36,443 EPOCH 10 done: loss 1.9377 - lr 0.1000
2019-06-26 14:24:27,728 TEST : loss 1.8178833723068237 - score 0.9604
2019-06-26 14:24:27,728 BAD EPOCHS (no improvement): 0
2019-06-26 14:24:27,729 ----------------------------------------------------------------------------------------------------
2019-06-26 14:24:27,896 epoch 11 - iter 0/280 - loss 2.14593506
2019-06-26 14:24:32,597 epoch 11 - iter 28/280 - loss 1.96509398
2019-06-26 14:24:36,994 epoch 11 - iter 56/280 - loss 1.81557962
2019-06-26 14:24:41,600 epoch 11 - iter 84/280 - loss 1.84052203
2019-06-26 14:24:46,097 epoch 11 - iter 112/280 - loss 1.80954140
2019-06-26 14:24:50,706 epoch 11 - iter 140/280 - loss 1.82526606
2019-06-26 14:24:55,226 epoch 11 - iter 168/280 - loss 1.81037691
2019-06-26 14:24:59,760 epoch 11 - iter 196/280 - loss 1.80521250
2019-06-26 14:25:04,329 epoch 11 - iter 224/280 - loss 1.83823718
2019-06-26 14:25:08,797 epoch 11 - iter 252/280 - loss 1.81686030
2019-06-26 14:25:13,043 ----------------------------------------------------------------------------------------------------
2019-06-26 14:25:13,044 EPOCH 11 done: loss 1.8130 - lr 0.1000
2019-06-26 14:26:05,152 TEST : loss 1.8426893949508667 - score 0.9602
2019-06-26 14:26:05,152 BAD EPOCHS (no improvement): 0
2019-06-26 14:26:05,153 ----------------------------------------------------------------------------------------------------
2019-06-26 14:26:05,333 epoch 12 - iter 0/280 - loss 2.02795529
2019-06-26 14:26:10,060 epoch 12 - iter 28/280 - loss 1.61818329
2019-06-26 14:26:14,598 epoch 12 - iter 56/280 - loss 1.62454122
2019-06-26 14:26:19,349 epoch 12 - iter 84/280 - loss 1.71348389
2019-06-26 14:26:24,030 epoch 12 - iter 112/280 - loss 1.70277064
2019-06-26 14:26:28,481 epoch 12 - iter 140/280 - loss 1.72406780
2019-06-26 14:26:33,055 epoch 12 - iter 168/280 - loss 1.73834628
2019-06-26 14:26:37,591 epoch 12 - iter 196/280 - loss 1.74390498
2019-06-26 14:26:42,300 epoch 12 - iter 224/280 - loss 1.75137991
2019-06-26 14:26:46,980 epoch 12 - iter 252/280 - loss 1.77207555
2019-06-26 14:26:51,232 ----------------------------------------------------------------------------------------------------
2019-06-26 14:26:51,232 EPOCH 12 done: loss 1.7766 - lr 0.1000
2019-06-26 14:27:43,237 TEST : loss 1.7583370208740234 - score 0.9611
2019-06-26 14:27:43,238 BAD EPOCHS (no improvement): 0
2019-06-26 14:27:43,238 ----------------------------------------------------------------------------------------------------
2019-06-26 14:27:43,379 epoch 13 - iter 0/280 - loss 1.43425035
2019-06-26 14:27:48,144 epoch 13 - iter 28/280 - loss 1.65668118
2019-06-26 14:27:52,604 epoch 13 - iter 56/280 - loss 1.64600747
2019-06-26 14:27:57,099 epoch 13 - iter 84/280 - loss 1.64372613
2019-06-26 14:28:01,561 epoch 13 - iter 112/280 - loss 1.63242686
2019-06-26 14:28:06,141 epoch 13 - iter 140/280 - loss 1.65722543
2019-06-26 14:28:10,474 epoch 13 - iter 168/280 - loss 1.64682230
2019-06-26 14:28:14,987 epoch 13 - iter 196/280 - loss 1.63533159
2019-06-26 14:28:19,412 epoch 13 - iter 224/280 - loss 1.63663940
2019-06-26 14:28:23,957 epoch 13 - iter 252/280 - loss 1.62849365
2019-06-26 14:28:28,208 ----------------------------------------------------------------------------------------------------
2019-06-26 14:28:28,208 EPOCH 13 done: loss 1.6445 - lr 0.1000
2019-06-26 14:29:20,396 TEST : loss 1.7693623304367065 - score 0.9626
2019-06-26 14:29:20,396 BAD EPOCHS (no improvement): 0
2019-06-26 14:29:20,396 ----------------------------------------------------------------------------------------------------
2019-06-26 14:29:20,564 epoch 14 - iter 0/280 - loss 1.30932617
2019-06-26 14:29:25,298 epoch 14 - iter 28/280 - loss 1.49861453
2019-06-26 14:29:29,917 epoch 14 - iter 56/280 - loss 1.49320297
2019-06-26 14:29:34,511 epoch 14 - iter 84/280 - loss 1.54798064
2019-06-26 14:29:39,119 epoch 14 - iter 112/280 - loss 1.53393177
2019-06-26 14:29:43,732 epoch 14 - iter 140/280 - loss 1.59670664
2019-06-26 14:29:48,347 epoch 14 - iter 168/280 - loss 1.56705798
2019-06-26 14:29:52,962 epoch 14 - iter 196/280 - loss 1.57109872
2019-06-26 14:29:57,582 epoch 14 - iter 224/280 - loss 1.58701711
2019-06-26 14:30:02,154 epoch 14 - iter 252/280 - loss 1.60340245
2019-06-26 14:30:06,432 ----------------------------------------------------------------------------------------------------
2019-06-26 14:30:06,433 EPOCH 14 done: loss 1.5823 - lr 0.1000
2019-06-26 14:30:58,510 TEST : loss 1.765952467918396 - score 0.9612
2019-06-26 14:30:58,511 BAD EPOCHS (no improvement): 0
2019-06-26 14:30:58,512 ----------------------------------------------------------------------------------------------------
2019-06-26 14:30:58,704 epoch 15 - iter 0/280 - loss 1.67219925
2019-06-26 14:31:03,190 epoch 15 - iter 28/280 - loss 1.41551015
2019-06-26 14:31:07,774 epoch 15 - iter 56/280 - loss 1.53716087
2019-06-26 14:31:12,435 epoch 15 - iter 84/280 - loss 1.50369154
2019-06-26 14:31:17,089 epoch 15 - iter 112/280 - loss 1.51232851
2019-06-26 14:31:21,551 epoch 15 - iter 140/280 - loss 1.50976683
2019-06-26 14:31:26,059 epoch 15 - iter 168/280 - loss 1.50933750
2019-06-26 14:31:30,288 epoch 15 - iter 196/280 - loss 1.52000598
2019-06-26 14:31:34,704 epoch 15 - iter 224/280 - loss 1.51234919
2019-06-26 14:31:39,316 epoch 15 - iter 252/280 - loss 1.53328404
2019-06-26 14:31:43,670 ----------------------------------------------------------------------------------------------------
2019-06-26 14:31:43,670 EPOCH 15 done: loss 1.5531 - lr 0.1000
2019-06-26 14:32:35,800 TEST : loss 1.7894718647003174 - score 0.9612
2019-06-26 14:32:35,800 BAD EPOCHS (no improvement): 0
2019-06-26 14:32:35,801 ----------------------------------------------------------------------------------------------------
2019-06-26 14:32:35,957 epoch 16 - iter 0/280 - loss 0.65130925
2019-06-26 14:32:40,788 epoch 16 - iter 28/280 - loss 1.45249094
2019-06-26 14:32:45,197 epoch 16 - iter 56/280 - loss 1.35717354
2019-06-26 14:32:49,821 epoch 16 - iter 84/280 - loss 1.43475690
2019-06-26 14:32:54,541 epoch 16 - iter 112/280 - loss 1.43105169
2019-06-26 14:32:58,965 epoch 16 - iter 140/280 - loss 1.43610734
2019-06-26 14:33:03,318 epoch 16 - iter 168/280 - loss 1.41639308
2019-06-26 14:33:07,937 epoch 16 - iter 196/280 - loss 1.45694654
2019-06-26 14:33:12,343 epoch 16 - iter 224/280 - loss 1.45998221
2019-06-26 14:33:16,950 epoch 16 - iter 252/280 - loss 1.47461552
2019-06-26 14:33:21,437 ----------------------------------------------------------------------------------------------------
2019-06-26 14:33:21,437 EPOCH 16 done: loss 1.4749 - lr 0.1000
2019-06-26 14:34:13,574 TEST : loss 1.8003381490707397 - score 0.962
2019-06-26 14:34:13,574 BAD EPOCHS (no improvement): 0
2019-06-26 14:34:13,575 ----------------------------------------------------------------------------------------------------
2019-06-26 14:34:13,765 epoch 17 - iter 0/280 - loss 0.78500366
2019-06-26 14:34:18,551 epoch 17 - iter 28/280 - loss 1.26878643
2019-06-26 14:34:23,123 epoch 17 - iter 56/280 - loss 1.36776430
2019-06-26 14:34:27,687 epoch 17 - iter 84/280 - loss 1.38228410
2019-06-26 14:34:32,396 epoch 17 - iter 112/280 - loss 1.39294790
2019-06-26 14:34:37,037 epoch 17 - iter 140/280 - loss 1.38652390
2019-06-26 14:34:41,636 epoch 17 - iter 168/280 - loss 1.38309450
2019-06-26 14:34:46,042 epoch 17 - iter 196/280 - loss 1.38336629
2019-06-26 14:34:50,440 epoch 17 - iter 224/280 - loss 1.39720552
2019-06-26 14:34:54,989 epoch 17 - iter 252/280 - loss 1.42864403
2019-06-26 14:34:59,256 ----------------------------------------------------------------------------------------------------
2019-06-26 14:34:59,256 EPOCH 17 done: loss 1.4238 - lr 0.1000
2019-06-26 14:35:51,312 TEST : loss 1.8139498233795166 - score 0.9618
2019-06-26 14:35:51,313 BAD EPOCHS (no improvement): 0
2019-06-26 14:35:51,313 ----------------------------------------------------------------------------------------------------
2019-06-26 14:35:51,465 epoch 18 - iter 0/280 - loss 1.19105613
2019-06-26 14:35:56,425 epoch 18 - iter 28/280 - loss 1.33148278
2019-06-26 14:36:01,090 epoch 18 - iter 56/280 - loss 1.33164971
2019-06-26 14:36:05,452 epoch 18 - iter 84/280 - loss 1.36813285
2019-06-26 14:36:09,910 epoch 18 - iter 112/280 - loss 1.33321792
2019-06-26 14:36:14,379 epoch 18 - iter 140/280 - loss 1.38054322
2019-06-26 14:36:18,790 epoch 18 - iter 168/280 - loss 1.37531269
2019-06-26 14:36:23,350 epoch 18 - iter 196/280 - loss 1.38679992
2019-06-26 14:36:27,906 epoch 18 - iter 224/280 - loss 1.39694233
2019-06-26 14:36:32,247 epoch 18 - iter 252/280 - loss 1.39744570
2019-06-26 14:36:36,572 ----------------------------------------------------------------------------------------------------
2019-06-26 14:36:36,572 EPOCH 18 done: loss 1.3791 - lr 0.1000
2019-06-26 14:37:28,713 TEST : loss 1.7965987920761108 - score 0.9622
2019-06-26 14:37:28,713 BAD EPOCHS (no improvement): 0
2019-06-26 14:37:28,714 ----------------------------------------------------------------------------------------------------
2019-06-26 14:37:28,886 epoch 19 - iter 0/280 - loss 0.67428768
2019-06-26 14:37:33,660 epoch 19 - iter 28/280 - loss 1.32038654
2019-06-26 14:37:38,161 epoch 19 - iter 56/280 - loss 1.23416983
2019-06-26 14:37:42,654 epoch 19 - iter 84/280 - loss 1.22024317
2019-06-26 14:37:47,239 epoch 19 - iter 112/280 - loss 1.20616235
2019-06-26 14:37:51,910 epoch 19 - iter 140/280 - loss 1.22596446
2019-06-26 14:37:56,593 epoch 19 - iter 168/280 - loss 1.26355127
2019-06-26 14:38:00,951 epoch 19 - iter 196/280 - loss 1.27122036
2019-06-26 14:38:05,510 epoch 19 - iter 224/280 - loss 1.28136214
2019-06-26 14:38:10,256 epoch 19 - iter 252/280 - loss 1.28807214
2019-06-26 14:38:14,689 ----------------------------------------------------------------------------------------------------
2019-06-26 14:38:14,689 EPOCH 19 done: loss 1.2911 - lr 0.1000
2019-06-26 14:39:06,784 TEST : loss 1.8290296792984009 - score 0.9617
2019-06-26 14:39:06,784 BAD EPOCHS (no improvement): 0
2019-06-26 14:39:06,785 ----------------------------------------------------------------------------------------------------
2019-06-26 14:39:06,935 epoch 20 - iter 0/280 - loss 1.38041687
2019-06-26 14:39:11,594 epoch 20 - iter 28/280 - loss 1.09988898
2019-06-26 14:39:16,278 epoch 20 - iter 56/280 - loss 1.20248891
2019-06-26 14:39:20,775 epoch 20 - iter 84/280 - loss 1.22512444
2019-06-26 14:39:25,224 epoch 20 - iter 112/280 - loss 1.23565484
2019-06-26 14:39:29,922 epoch 20 - iter 140/280 - loss 1.26262406
2019-06-26 14:39:34,458 epoch 20 - iter 168/280 - loss 1.26885648
2019-06-26 14:39:38,917 epoch 20 - iter 196/280 - loss 1.27315865
2019-06-26 14:39:43,395 epoch 20 - iter 224/280 - loss 1.27585357
2019-06-26 14:39:47,727 epoch 20 - iter 252/280 - loss 1.25374234
2019-06-26 14:39:52,076 ----------------------------------------------------------------------------------------------------
2019-06-26 14:39:52,076 EPOCH 20 done: loss 1.2610 - lr 0.1000
2019-06-26 14:40:43,317 TEST : loss 1.7584693431854248 - score 0.9634
2019-06-26 14:40:43,317 BAD EPOCHS (no improvement): 0
2019-06-26 14:40:43,318 ----------------------------------------------------------------------------------------------------
2019-06-26 14:40:43,488 epoch 21 - iter 0/280 - loss 1.28996682
2019-06-26 14:40:48,063 epoch 21 - iter 28/280 - loss 1.06834977
2019-06-26 14:40:52,567 epoch 21 - iter 56/280 - loss 1.06705364
2019-06-26 14:40:57,044 epoch 21 - iter 84/280 - loss 1.11361691
2019-06-26 14:41:01,530 epoch 21 - iter 112/280 - loss 1.15312364
2019-06-26 14:41:06,127 epoch 21 - iter 140/280 - loss 1.18642242
2019-06-26 14:41:10,578 epoch 21 - iter 168/280 - loss 1.19436899
2019-06-26 14:41:15,143 epoch 21 - iter 196/280 - loss 1.19077737
2019-06-26 14:41:19,509 epoch 21 - iter 224/280 - loss 1.23867661
2019-06-26 14:41:23,867 epoch 21 - iter 252/280 - loss 1.23428786
2019-06-26 14:41:28,104 ----------------------------------------------------------------------------------------------------
2019-06-26 14:41:28,104 EPOCH 21 done: loss 1.2276 - lr 0.1000
2019-06-26 14:42:20,222 TEST : loss 1.8774065971374512 - score 0.9619
2019-06-26 14:42:20,222 BAD EPOCHS (no improvement): 0
2019-06-26 14:42:20,223 ----------------------------------------------------------------------------------------------------
2019-06-26 14:42:20,382 epoch 22 - iter 0/280 - loss 1.17911446
2019-06-26 14:42:25,095 epoch 22 - iter 28/280 - loss 1.13378173
2019-06-26 14:42:29,618 epoch 22 - iter 56/280 - loss 1.16726347
2019-06-26 14:42:34,135 epoch 22 - iter 84/280 - loss 1.20701044
2019-06-26 14:42:38,548 epoch 22 - iter 112/280 - loss 1.18674815
2019-06-26 14:42:43,105 epoch 22 - iter 140/280 - loss 1.19464992
2019-06-26 14:42:47,811 epoch 22 - iter 168/280 - loss 1.18140813
2019-06-26 14:42:52,331 epoch 22 - iter 196/280 - loss 1.21559314
2019-06-26 14:42:56,900 epoch 22 - iter 224/280 - loss 1.20438520
2019-06-26 14:43:01,337 epoch 22 - iter 252/280 - loss 1.20125501
2019-06-26 14:43:05,529 ----------------------------------------------------------------------------------------------------
2019-06-26 14:43:05,529 EPOCH 22 done: loss 1.1979 - lr 0.1000
2019-06-26 14:43:57,583 TEST : loss 1.8019717931747437 - score 0.9613
2019-06-26 14:43:57,583 BAD EPOCHS (no improvement): 0
2019-06-26 14:43:57,584 ----------------------------------------------------------------------------------------------------
2019-06-26 14:43:57,759 epoch 23 - iter 0/280 - loss 1.34907794
2019-06-26 14:44:02,626 epoch 23 - iter 28/280 - loss 1.13583340
2019-06-26 14:44:07,076 epoch 23 - iter 56/280 - loss 1.13521014
2019-06-26 14:44:11,452 epoch 23 - iter 84/280 - loss 1.13520224
2019-06-26 14:44:16,008 epoch 23 - iter 112/280 - loss 1.17579619
2019-06-26 14:44:20,540 epoch 23 - iter 140/280 - loss 1.19583908
2019-06-26 14:44:24,964 epoch 23 - iter 168/280 - loss 1.20920901
2019-06-26 14:44:29,394 epoch 23 - iter 196/280 - loss 1.20057050
2019-06-26 14:44:33,926 epoch 23 - iter 224/280 - loss 1.18921034
2019-06-26 14:44:38,305 epoch 23 - iter 252/280 - loss 1.18437344
2019-06-26 14:44:42,600 ----------------------------------------------------------------------------------------------------
2019-06-26 14:44:42,600 EPOCH 23 done: loss 1.1807 - lr 0.1000
2019-06-26 14:45:34,797 TEST : loss 1.7781935930252075 - score 0.9635
2019-06-26 14:45:34,797 BAD EPOCHS (no improvement): 0
2019-06-26 14:45:34,798 ----------------------------------------------------------------------------------------------------
2019-06-26 14:45:35,005 epoch 24 - iter 0/280 - loss 1.08047354
2019-06-26 14:45:39,722 epoch 24 - iter 28/280 - loss 1.17401704
2019-06-26 14:45:44,453 epoch 24 - iter 56/280 - loss 1.10257812
2019-06-26 14:45:48,980 epoch 24 - iter 84/280 - loss 1.09998343
2019-06-26 14:45:53,473 epoch 24 - iter 112/280 - loss 1.09284009
2019-06-26 14:45:58,247 epoch 24 - iter 140/280 - loss 1.08777378
2019-06-26 14:46:02,788 epoch 24 - iter 168/280 - loss 1.11524473
2019-06-26 14:46:07,390 epoch 24 - iter 196/280 - loss 1.14997190
2019-06-26 14:46:11,983 epoch 24 - iter 224/280 - loss 1.14517686
2019-06-26 14:46:16,529 epoch 24 - iter 252/280 - loss 1.14481583
2019-06-26 14:46:21,029 ----------------------------------------------------------------------------------------------------
2019-06-26 14:46:21,029 EPOCH 24 done: loss 1.1395 - lr 0.1000
2019-06-26 14:47:13,191 TEST : loss 1.8337434530258179 - score 0.9634
2019-06-26 14:47:13,191 BAD EPOCHS (no improvement): 0
2019-06-26 14:47:13,192 ----------------------------------------------------------------------------------------------------
2019-06-26 14:47:13,367 epoch 25 - iter 0/280 - loss 1.16664779
2019-06-26 14:47:18,097 epoch 25 - iter 28/280 - loss 0.90334960
2019-06-26 14:47:22,565 epoch 25 - iter 56/280 - loss 0.90646660
2019-06-26 14:47:27,160 epoch 25 - iter 84/280 - loss 0.94000274
2019-06-26 14:47:31,745 epoch 25 - iter 112/280 - loss 0.98350061
2019-06-26 14:47:36,269 epoch 25 - iter 140/280 - loss 1.01042072
2019-06-26 14:47:40,886 epoch 25 - iter 168/280 - loss 1.01442424
2019-06-26 14:47:45,453 epoch 25 - iter 196/280 - loss 1.02643418
2019-06-26 14:47:49,886 epoch 25 - iter 224/280 - loss 1.02958027
2019-06-26 14:47:54,357 epoch 25 - iter 252/280 - loss 1.02571194
2019-06-26 14:47:58,504 ----------------------------------------------------------------------------------------------------
2019-06-26 14:47:58,504 EPOCH 25 done: loss 1.0520 - lr 0.1000
2019-06-26 14:48:50,806 TEST : loss 1.8774319887161255 - score 0.9618
2019-06-26 14:48:50,807 BAD EPOCHS (no improvement): 0
2019-06-26 14:48:50,807 ----------------------------------------------------------------------------------------------------
2019-06-26 14:48:51,002 epoch 26 - iter 0/280 - loss 1.61207485
2019-06-26 14:48:55,776 epoch 26 - iter 28/280 - loss 1.14554387
2019-06-26 14:49:00,200 epoch 26 - iter 56/280 - loss 1.02413738
2019-06-26 14:49:04,552 epoch 26 - iter 84/280 - loss 1.08677983
2019-06-26 14:49:08,976 epoch 26 - iter 112/280 - loss 1.06009672
2019-06-26 14:49:13,554 epoch 26 - iter 140/280 - loss 1.09108634
2019-06-26 14:49:18,043 epoch 26 - iter 168/280 - loss 1.10479450
2019-06-26 14:49:22,695 epoch 26 - iter 196/280 - loss 1.09411299
2019-06-26 14:49:27,190 epoch 26 - iter 224/280 - loss 1.10432860
2019-06-26 14:49:31,914 epoch 26 - iter 252/280 - loss 1.10151739
2019-06-26 14:49:36,274 ----------------------------------------------------------------------------------------------------
2019-06-26 14:49:36,274 EPOCH 26 done: loss 1.1010 - lr 0.1000
2019-06-26 14:50:28,621 TEST : loss 1.8864859342575073 - score 0.9625
2019-06-26 14:50:28,621 BAD EPOCHS (no improvement): 1
2019-06-26 14:50:28,622 ----------------------------------------------------------------------------------------------------
2019-06-26 14:50:28,828 epoch 27 - iter 0/280 - loss 1.19639981
2019-06-26 14:50:33,476 epoch 27 - iter 28/280 - loss 0.98612026
2019-06-26 14:50:38,003 epoch 27 - iter 56/280 - loss 0.94207267
2019-06-26 14:50:42,672 epoch 27 - iter 84/280 - loss 0.99829816
2019-06-26 14:50:47,088 epoch 27 - iter 112/280 - loss 1.02278319
2019-06-26 14:50:51,563 epoch 27 - iter 140/280 - loss 1.06092775
2019-06-26 14:50:56,277 epoch 27 - iter 168/280 - loss 1.06535517
2019-06-26 14:51:00,809 epoch 27 - iter 196/280 - loss 1.06319662
2019-06-26 14:51:05,306 epoch 27 - iter 224/280 - loss 1.05891730
2019-06-26 14:51:09,684 epoch 27 - iter 252/280 - loss 1.04726038
2019-06-26 14:51:13,959 ----------------------------------------------------------------------------------------------------
2019-06-26 14:51:13,959 EPOCH 27 done: loss 1.0576 - lr 0.1000
2019-06-26 14:52:06,256 TEST : loss 1.8572862148284912 - score 0.9633
2019-06-26 14:52:06,256 BAD EPOCHS (no improvement): 2
2019-06-26 14:52:06,256 ----------------------------------------------------------------------------------------------------
2019-06-26 14:52:06,398 epoch 28 - iter 0/280 - loss 1.24396205
2019-06-26 14:52:11,231 epoch 28 - iter 28/280 - loss 1.09773276
2019-06-26 14:52:15,814 epoch 28 - iter 56/280 - loss 1.03477824
2019-06-26 14:52:20,393 epoch 28 - iter 84/280 - loss 0.99079184
2019-06-26 14:52:25,017 epoch 28 - iter 112/280 - loss 0.99134235
2019-06-26 14:52:29,461 epoch 28 - iter 140/280 - loss 0.98367606
2019-06-26 14:52:33,988 epoch 28 - iter 168/280 - loss 0.99680932
2019-06-26 14:52:38,443 epoch 28 - iter 196/280 - loss 0.99969619
2019-06-26 14:52:42,922 epoch 28 - iter 224/280 - loss 1.01207086
2019-06-26 14:52:47,321 epoch 28 - iter 252/280 - loss 1.00959216
2019-06-26 14:52:51,548 ----------------------------------------------------------------------------------------------------
2019-06-26 14:52:51,548 EPOCH 28 done: loss 1.0147 - lr 0.1000
2019-06-26 14:53:43,725 TEST : loss 1.8607606887817383 - score 0.9628
2019-06-26 14:53:43,725 BAD EPOCHS (no improvement): 0
2019-06-26 14:53:43,726 ----------------------------------------------------------------------------------------------------
2019-06-26 14:53:43,891 epoch 29 - iter 0/280 - loss 0.45126438
2019-06-26 14:53:48,712 epoch 29 - iter 28/280 - loss 0.83697556
2019-06-26 14:53:53,329 epoch 29 - iter 56/280 - loss 0.89894015
2019-06-26 14:53:57,739 epoch 29 - iter 84/280 - loss 0.87253858
2019-06-26 14:54:02,349 epoch 29 - iter 112/280 - loss 0.90289723
2019-06-26 14:54:06,801 epoch 29 - iter 140/280 - loss 0.90867783
2019-06-26 14:54:11,234 epoch 29 - iter 168/280 - loss 0.92377715
2019-06-26 14:54:15,725 epoch 29 - iter 196/280 - loss 0.91639236
2019-06-26 14:54:20,269 epoch 29 - iter 224/280 - loss 0.94769305
2019-06-26 14:54:24,745 epoch 29 - iter 252/280 - loss 0.97030934
2019-06-26 14:54:29,003 ----------------------------------------------------------------------------------------------------
2019-06-26 14:54:29,004 EPOCH 29 done: loss 0.9601 - lr 0.1000
2019-06-26 14:55:20,268 TEST : loss 1.8925654888153076 - score 0.9642
2019-06-26 14:55:20,268 BAD EPOCHS (no improvement): 0
2019-06-26 14:55:20,269 ----------------------------------------------------------------------------------------------------
2019-06-26 14:55:20,422 epoch 30 - iter 0/280 - loss 0.92714924
2019-06-26 14:55:25,169 epoch 30 - iter 28/280 - loss 1.05379426
2019-06-26 14:55:29,776 epoch 30 - iter 56/280 - loss 0.96880723
2019-06-26 14:55:34,249 epoch 30 - iter 84/280 - loss 0.93625784
2019-06-26 14:55:38,882 epoch 30 - iter 112/280 - loss 0.90520427
2019-06-26 14:55:43,473 epoch 30 - iter 140/280 - loss 0.90608632
2019-06-26 14:55:48,144 epoch 30 - iter 168/280 - loss 0.92741475
2019-06-26 14:55:52,752 epoch 30 - iter 196/280 - loss 0.93999787
2019-06-26 14:55:57,286 epoch 30 - iter 224/280 - loss 0.93328729
2019-06-26 14:56:01,926 epoch 30 - iter 252/280 - loss 0.94086713
2019-06-26 14:56:06,193 ----------------------------------------------------------------------------------------------------
2019-06-26 14:56:06,194 EPOCH 30 done: loss 0.9481 - lr 0.1000
2019-06-26 14:56:58,332 TEST : loss 1.979645848274231 - score 0.9618
2019-06-26 14:56:58,333 BAD EPOCHS (no improvement): 0
2019-06-26 14:56:58,333 ----------------------------------------------------------------------------------------------------
2019-06-26 14:56:58,496 epoch 31 - iter 0/280 - loss 0.91722262
2019-06-26 14:57:03,129 epoch 31 - iter 28/280 - loss 0.77109618
2019-06-26 14:57:07,803 epoch 31 - iter 56/280 - loss 0.77323100
2019-06-26 14:57:12,170 epoch 31 - iter 84/280 - loss 0.84700120
2019-06-26 14:57:16,767 epoch 31 - iter 112/280 - loss 0.86481599
2019-06-26 14:57:21,228 epoch 31 - iter 140/280 - loss 0.88258997
2019-06-26 14:57:25,723 epoch 31 - iter 168/280 - loss 0.90218748
2019-06-26 14:57:30,221 epoch 31 - iter 196/280 - loss 0.91154435
2019-06-26 14:57:34,620 epoch 31 - iter 224/280 - loss 0.91209728
2019-06-26 14:57:39,153 epoch 31 - iter 252/280 - loss 0.92870848
2019-06-26 14:57:43,584 ----------------------------------------------------------------------------------------------------
2019-06-26 14:57:43,584 EPOCH 31 done: loss 0.9291 - lr 0.1000
2019-06-26 14:58:35,739 TEST : loss 1.9733103513717651 - score 0.9629
2019-06-26 14:58:35,739 BAD EPOCHS (no improvement): 0
2019-06-26 14:58:35,740 ----------------------------------------------------------------------------------------------------
2019-06-26 14:58:35,924 epoch 32 - iter 0/280 - loss 0.53665662
2019-06-26 14:58:40,646 epoch 32 - iter 28/280 - loss 0.92915816
2019-06-26 14:58:45,334 epoch 32 - iter 56/280 - loss 0.86631410
2019-06-26 14:58:49,833 epoch 32 - iter 84/280 - loss 0.86998400
2019-06-26 14:58:54,548 epoch 32 - iter 112/280 - loss 0.89361953
2019-06-26 14:58:58,976 epoch 32 - iter 140/280 - loss 0.91562131
2019-06-26 14:59:03,505 epoch 32 - iter 168/280 - loss 0.91202690
2019-06-26 14:59:08,005 epoch 32 - iter 196/280 - loss 0.90611397
2019-06-26 14:59:12,539 epoch 32 - iter 224/280 - loss 0.90932902
2019-06-26 14:59:17,031 epoch 32 - iter 252/280 - loss 0.91859822
2019-06-26 14:59:21,367 ----------------------------------------------------------------------------------------------------
2019-06-26 14:59:21,367 EPOCH 32 done: loss 0.9088 - lr 0.1000
2019-06-26 15:00:13,469 TEST : loss 2.0043067932128906 - score 0.9623
2019-06-26 15:00:13,470 BAD EPOCHS (no improvement): 0
2019-06-26 15:00:13,470 ----------------------------------------------------------------------------------------------------
2019-06-26 15:00:13,653 epoch 33 - iter 0/280 - loss 0.45414042
2019-06-26 15:00:18,339 epoch 33 - iter 28/280 - loss 0.95446683
2019-06-26 15:00:23,016 epoch 33 - iter 56/280 - loss 0.97273431
2019-06-26 15:00:27,535 epoch 33 - iter 84/280 - loss 1.01040536
2019-06-26 15:00:32,092 epoch 33 - iter 112/280 - loss 1.00276459
2019-06-26 15:00:36,622 epoch 33 - iter 140/280 - loss 0.97114779
2019-06-26 15:00:41,192 epoch 33 - iter 168/280 - loss 0.94158140
2019-06-26 15:00:45,678 epoch 33 - iter 196/280 - loss 0.96233401
2019-06-26 15:00:50,221 epoch 33 - iter 224/280 - loss 0.94489920
2019-06-26 15:00:54,660 epoch 33 - iter 252/280 - loss 0.92737406
2019-06-26 15:00:58,974 ----------------------------------------------------------------------------------------------------
2019-06-26 15:00:58,974 EPOCH 33 done: loss 0.9151 - lr 0.1000
2019-06-26 15:01:51,273 TEST : loss 1.950758934020996 - score 0.9635
2019-06-26 15:01:51,273 BAD EPOCHS (no improvement): 1
2019-06-26 15:01:51,274 ----------------------------------------------------------------------------------------------------
2019-06-26 15:01:51,453 epoch 34 - iter 0/280 - loss 0.65416598
2019-06-26 15:01:56,292 epoch 34 - iter 28/280 - loss 0.77760625
2019-06-26 15:02:00,910 epoch 34 - iter 56/280 - loss 0.82198998
2019-06-26 15:02:05,407 epoch 34 - iter 84/280 - loss 0.83587404
2019-06-26 15:02:10,075 epoch 34 - iter 112/280 - loss 0.82156033
2019-06-26 15:02:14,499 epoch 34 - iter 140/280 - loss 0.82465426
2019-06-26 15:02:19,191 epoch 34 - iter 168/280 - loss 0.84559496
2019-06-26 15:02:23,602 epoch 34 - iter 196/280 - loss 0.84335913
2019-06-26 15:02:28,110 epoch 34 - iter 224/280 - loss 0.85230265
2019-06-26 15:02:32,554 epoch 34 - iter 252/280 - loss 0.83746381
2019-06-26 15:02:36,952 ----------------------------------------------------------------------------------------------------
2019-06-26 15:02:36,952 EPOCH 34 done: loss 0.8558 - lr 0.1000
2019-06-26 15:03:29,107 TEST : loss 1.9900223016738892 - score 0.9632
2019-06-26 15:03:29,108 BAD EPOCHS (no improvement): 0
2019-06-26 15:03:29,108 ----------------------------------------------------------------------------------------------------
2019-06-26 15:03:29,268 epoch 35 - iter 0/280 - loss 1.05718565
2019-06-26 15:03:33,954 epoch 35 - iter 28/280 - loss 0.92149276
2019-06-26 15:03:38,419 epoch 35 - iter 56/280 - loss 0.87480180
2019-06-26 15:03:42,914 epoch 35 - iter 84/280 - loss 0.85802499
2019-06-26 15:03:47,341 epoch 35 - iter 112/280 - loss 0.85696126
2019-06-26 15:03:51,945 epoch 35 - iter 140/280 - loss 0.82768845
2019-06-26 15:03:56,623 epoch 35 - iter 168/280 - loss 0.82320390
2019-06-26 15:04:01,129 epoch 35 - iter 196/280 - loss 0.82662781
2019-06-26 15:04:05,576 epoch 35 - iter 224/280 - loss 0.82474001
2019-06-26 15:04:10,065 epoch 35 - iter 252/280 - loss 0.84663328
2019-06-26 15:04:14,269 ----------------------------------------------------------------------------------------------------
2019-06-26 15:04:14,269 EPOCH 35 done: loss 0.8525 - lr 0.1000
2019-06-26 15:05:06,466 TEST : loss 1.966105580329895 - score 0.9627
2019-06-26 15:05:06,466 BAD EPOCHS (no improvement): 0
2019-06-26 15:05:06,467 ----------------------------------------------------------------------------------------------------
2019-06-26 15:05:06,643 epoch 36 - iter 0/280 - loss 0.56879890
2019-06-26 15:05:11,502 epoch 36 - iter 28/280 - loss 0.72558379
2019-06-26 15:05:16,175 epoch 36 - iter 56/280 - loss 0.78304635
2019-06-26 15:05:20,768 epoch 36 - iter 84/280 - loss 0.80102910
2019-06-26 15:05:25,412 epoch 36 - iter 112/280 - loss 0.80503865
2019-06-26 15:05:29,847 epoch 36 - iter 140/280 - loss 0.79658336
2019-06-26 15:05:34,439 epoch 36 - iter 168/280 - loss 0.79183256
2019-06-26 15:05:38,894 epoch 36 - iter 196/280 - loss 0.78896939
2019-06-26 15:05:43,326 epoch 36 - iter 224/280 - loss 0.78449793
2019-06-26 15:05:47,844 epoch 36 - iter 252/280 - loss 0.79855091
2019-06-26 15:05:52,220 ----------------------------------------------------------------------------------------------------
2019-06-26 15:05:52,221 EPOCH 36 done: loss 0.8059 - lr 0.1000
2019-06-26 15:06:44,344 TEST : loss 2.035790205001831 - score 0.9631
2019-06-26 15:06:44,344 BAD EPOCHS (no improvement): 0
2019-06-26 15:06:44,359 ----------------------------------------------------------------------------------------------------
2019-06-26 15:06:44,527 epoch 37 - iter 0/280 - loss 0.51793337
2019-06-26 15:06:49,355 epoch 37 - iter 28/280 - loss 0.80546520
2019-06-26 15:06:53,919 epoch 37 - iter 56/280 - loss 0.81623216
2019-06-26 15:06:58,525 epoch 37 - iter 84/280 - loss 0.84301497
2019-06-26 15:07:03,143 epoch 37 - iter 112/280 - loss 0.82350034
2019-06-26 15:07:07,651 epoch 37 - iter 140/280 - loss 0.81795923
2019-06-26 15:07:11,938 epoch 37 - iter 168/280 - loss 0.80187853
2019-06-26 15:07:16,339 epoch 37 - iter 196/280 - loss 0.79530916
2019-06-26 15:07:20,892 epoch 37 - iter 224/280 - loss 0.79919074
2019-06-26 15:07:25,451 epoch 37 - iter 252/280 - loss 0.80336606
2019-06-26 15:07:29,793 ----------------------------------------------------------------------------------------------------
2019-06-26 15:07:29,793 EPOCH 37 done: loss 0.8024 - lr 0.1000
2019-06-26 15:08:21,907 TEST : loss 2.0276522636413574 - score 0.9633
2019-06-26 15:08:21,907 BAD EPOCHS (no improvement): 0
2019-06-26 15:08:21,907 ----------------------------------------------------------------------------------------------------
2019-06-26 15:08:22,075 epoch 38 - iter 0/280 - loss 0.78681540
2019-06-26 15:08:26,784 epoch 38 - iter 28/280 - loss 0.83508222
2019-06-26 15:08:31,413 epoch 38 - iter 56/280 - loss 0.79383173
2019-06-26 15:08:35,919 epoch 38 - iter 84/280 - loss 0.78946933
2019-06-26 15:08:40,464 epoch 38 - iter 112/280 - loss 0.78775339
2019-06-26 15:08:45,130 epoch 38 - iter 140/280 - loss 0.78040287
2019-06-26 15:08:49,754 epoch 38 - iter 168/280 - loss 0.76987292
2019-06-26 15:08:54,493 epoch 38 - iter 196/280 - loss 0.77868094
2019-06-26 15:08:59,092 epoch 38 - iter 224/280 - loss 0.78211523
2019-06-26 15:09:03,743 epoch 38 - iter 252/280 - loss 0.78553226
2019-06-26 15:09:08,163 ----------------------------------------------------------------------------------------------------
2019-06-26 15:09:08,163 EPOCH 38 done: loss 0.7734 - lr 0.1000
2019-06-26 15:09:59,527 TEST : loss 2.0704448223114014 - score 0.9628
2019-06-26 15:09:59,528 BAD EPOCHS (no improvement): 0
2019-06-26 15:09:59,528 ----------------------------------------------------------------------------------------------------
2019-06-26 15:09:59,714 epoch 39 - iter 0/280 - loss 0.61323690
2019-06-26 15:10:04,400 epoch 39 - iter 28/280 - loss 0.96333066
2019-06-26 15:10:08,861 epoch 39 - iter 56/280 - loss 0.86702480
2019-06-26 15:10:13,449 epoch 39 - iter 84/280 - loss 0.81874902
2019-06-26 15:10:18,030 epoch 39 - iter 112/280 - loss 0.82808237
2019-06-26 15:10:22,416 epoch 39 - iter 140/280 - loss 0.81732286
2019-06-26 15:10:26,876 epoch 39 - iter 168/280 - loss 0.81842411
2019-06-26 15:10:31,471 epoch 39 - iter 196/280 - loss 0.80888003
2019-06-26 15:10:36,028 epoch 39 - iter 224/280 - loss 0.81492507
2019-06-26 15:10:40,618 epoch 39 - iter 252/280 - loss 0.82492452
2019-06-26 15:10:44,989 ----------------------------------------------------------------------------------------------------
2019-06-26 15:10:44,989 EPOCH 39 done: loss 0.8184 - lr 0.1000
2019-06-26 15:11:37,032 TEST : loss 2.1211190223693848 - score 0.9623
2019-06-26 15:11:37,033 BAD EPOCHS (no improvement): 1
2019-06-26 15:11:37,033 ----------------------------------------------------------------------------------------------------
2019-06-26 15:11:37,210 epoch 40 - iter 0/280 - loss 1.67200387
2019-06-26 15:11:41,749 epoch 40 - iter 28/280 - loss 0.82456282
2019-06-26 15:11:46,295 epoch 40 - iter 56/280 - loss 0.77902945
2019-06-26 15:11:50,850 epoch 40 - iter 84/280 - loss 0.74322349
2019-06-26 15:11:55,373 epoch 40 - iter 112/280 - loss 0.72256422
2019-06-26 15:11:59,962 epoch 40 - iter 140/280 - loss 0.74095103
2019-06-26 15:12:04,375 epoch 40 - iter 168/280 - loss 0.74551860
2019-06-26 15:12:08,857 epoch 40 - iter 196/280 - loss 0.76284449
2019-06-26 15:12:13,403 epoch 40 - iter 224/280 - loss 0.76294742
2019-06-26 15:12:17,939 epoch 40 - iter 252/280 - loss 0.74764660
2019-06-26 15:12:22,280 ----------------------------------------------------------------------------------------------------
2019-06-26 15:12:22,280 EPOCH 40 done: loss 0.7514 - lr 0.1000
2019-06-26 15:13:14,372 TEST : loss 2.1007323265075684 - score 0.9636
2019-06-26 15:13:14,373 BAD EPOCHS (no improvement): 0
2019-06-26 15:13:14,374 ----------------------------------------------------------------------------------------------------
2019-06-26 15:13:14,533 epoch 41 - iter 0/280 - loss 0.42111897
2019-06-26 15:13:19,554 epoch 41 - iter 28/280 - loss 0.77503023
2019-06-26 15:13:24,211 epoch 41 - iter 56/280 - loss 0.78353029
2019-06-26 15:13:28,802 epoch 41 - iter 84/280 - loss 0.76611466
2019-06-26 15:13:33,263 epoch 41 - iter 112/280 - loss 0.74319724
2019-06-26 15:13:37,777 epoch 41 - iter 140/280 - loss 0.72652080
2019-06-26 15:13:42,172 epoch 41 - iter 168/280 - loss 0.70016511
2019-06-26 15:13:46,730 epoch 41 - iter 196/280 - loss 0.70690286
2019-06-26 15:13:51,270 epoch 41 - iter 224/280 - loss 0.70345494
2019-06-26 15:13:55,888 epoch 41 - iter 252/280 - loss 0.71466850
2019-06-26 15:14:00,189 ----------------------------------------------------------------------------------------------------
2019-06-26 15:14:00,189 EPOCH 41 done: loss 0.7192 - lr 0.1000
2019-06-26 15:14:52,310 TEST : loss 2.087796211242676 - score 0.9642
2019-06-26 15:14:52,310 BAD EPOCHS (no improvement): 0
2019-06-26 15:14:52,312 ----------------------------------------------------------------------------------------------------
2019-06-26 15:14:52,459 epoch 42 - iter 0/280 - loss 0.21955210
2019-06-26 15:14:57,188 epoch 42 - iter 28/280 - loss 0.78082746
2019-06-26 15:15:01,874 epoch 42 - iter 56/280 - loss 0.74373855
2019-06-26 15:15:06,435 epoch 42 - iter 84/280 - loss 0.70385418
2019-06-26 15:15:10,989 epoch 42 - iter 112/280 - loss 0.70442427
2019-06-26 15:15:15,471 epoch 42 - iter 140/280 - loss 0.71804756
2019-06-26 15:15:20,072 epoch 42 - iter 168/280 - loss 0.71743247
2019-06-26 15:15:24,627 epoch 42 - iter 196/280 - loss 0.71569383
2019-06-26 15:15:29,207 epoch 42 - iter 224/280 - loss 0.71457595
2019-06-26 15:15:33,824 epoch 42 - iter 252/280 - loss 0.72301567
2019-06-26 15:15:38,174 ----------------------------------------------------------------------------------------------------
2019-06-26 15:15:38,174 EPOCH 42 done: loss 0.7130 - lr 0.1000
2019-06-26 15:16:30,266 TEST : loss 2.100335121154785 - score 0.9634
2019-06-26 15:16:30,266 BAD EPOCHS (no improvement): 0
2019-06-26 15:16:30,267 ----------------------------------------------------------------------------------------------------
2019-06-26 15:16:30,447 epoch 43 - iter 0/280 - loss 0.45691299
2019-06-26 15:16:35,200 epoch 43 - iter 28/280 - loss 0.64376958
2019-06-26 15:16:39,797 epoch 43 - iter 56/280 - loss 0.69408132
2019-06-26 15:16:44,298 epoch 43 - iter 84/280 - loss 0.74732424
2019-06-26 15:16:48,870 epoch 43 - iter 112/280 - loss 0.71927275
2019-06-26 15:16:53,455 epoch 43 - iter 140/280 - loss 0.69322425
2019-06-26 15:16:57,910 epoch 43 - iter 168/280 - loss 0.70044417
2019-06-26 15:17:02,394 epoch 43 - iter 196/280 - loss 0.70676348
2019-06-26 15:17:06,803 epoch 43 - iter 224/280 - loss 0.72800395
2019-06-26 15:17:11,376 epoch 43 - iter 252/280 - loss 0.73704904
2019-06-26 15:17:15,600 ----------------------------------------------------------------------------------------------------
2019-06-26 15:17:15,600 EPOCH 43 done: loss 0.7370 - lr 0.1000
2019-06-26 15:18:07,763 TEST : loss 2.105508804321289 - score 0.9634
2019-06-26 15:18:07,763 BAD EPOCHS (no improvement): 1
2019-06-26 15:18:07,764 ----------------------------------------------------------------------------------------------------
2019-06-26 15:18:07,938 epoch 44 - iter 0/280 - loss 0.50480294
2019-06-26 15:18:12,573 epoch 44 - iter 28/280 - loss 0.76401286
2019-06-26 15:18:17,247 epoch 44 - iter 56/280 - loss 0.69002674
2019-06-26 15:18:21,696 epoch 44 - iter 84/280 - loss 0.67724644
2019-06-26 15:18:26,194 epoch 44 - iter 112/280 - loss 0.69183897
2019-06-26 15:18:30,688 epoch 44 - iter 140/280 - loss 0.68254432
2019-06-26 15:18:35,193 epoch 44 - iter 168/280 - loss 0.71963049
2019-06-26 15:18:39,612 epoch 44 - iter 196/280 - loss 0.73577868
2019-06-26 15:18:44,136 epoch 44 - iter 224/280 - loss 0.74282439
2019-06-26 15:18:48,636 epoch 44 - iter 252/280 - loss 0.73489287
2019-06-26 15:18:52,911 ----------------------------------------------------------------------------------------------------
2019-06-26 15:18:52,911 EPOCH 44 done: loss 0.7258 - lr 0.1000
2019-06-26 15:19:45,142 TEST : loss 2.0978152751922607 - score 0.9636
2019-06-26 15:19:45,142 BAD EPOCHS (no improvement): 2
2019-06-26 15:19:45,149 ----------------------------------------------------------------------------------------------------
2019-06-26 15:19:45,334 epoch 45 - iter 0/280 - loss 0.56103897
2019-06-26 15:19:50,144 epoch 45 - iter 28/280 - loss 0.80171031
2019-06-26 15:19:54,581 epoch 45 - iter 56/280 - loss 0.69663360
2019-06-26 15:19:59,194 epoch 45 - iter 84/280 - loss 0.67130597
2019-06-26 15:20:03,609 epoch 45 - iter 112/280 - loss 0.66900025
2019-06-26 15:20:08,260 epoch 45 - iter 140/280 - loss 0.67122968
2019-06-26 15:20:12,820 epoch 45 - iter 168/280 - loss 0.67083062
2019-06-26 15:20:17,525 epoch 45 - iter 196/280 - loss 0.66809371
2019-06-26 15:20:22,214 epoch 45 - iter 224/280 - loss 0.68855116
2019-06-26 15:20:26,747 epoch 45 - iter 252/280 - loss 0.67819285
2019-06-26 15:20:31,090 ----------------------------------------------------------------------------------------------------
2019-06-26 15:20:31,091 EPOCH 45 done: loss 0.6651 - lr 0.1000
2019-06-26 15:21:23,478 TEST : loss 2.141740322113037 - score 0.964
2019-06-26 15:21:23,478 BAD EPOCHS (no improvement): 0
2019-06-26 15:21:23,478 ----------------------------------------------------------------------------------------------------
2019-06-26 15:21:23,665 epoch 46 - iter 0/280 - loss 0.75932550
2019-06-26 15:21:28,464 epoch 46 - iter 28/280 - loss 0.64017531
2019-06-26 15:21:33,003 epoch 46 - iter 56/280 - loss 0.60484429
2019-06-26 15:21:37,517 epoch 46 - iter 84/280 - loss 0.62013110
2019-06-26 15:21:42,062 epoch 46 - iter 112/280 - loss 0.64508151
2019-06-26 15:21:46,778 epoch 46 - iter 140/280 - loss 0.61810864
2019-06-26 15:21:51,368 epoch 46 - iter 168/280 - loss 0.64338228
2019-06-26 15:21:55,931 epoch 46 - iter 196/280 - loss 0.64633186
2019-06-26 15:22:00,452 epoch 46 - iter 224/280 - loss 0.67146225
2019-06-26 15:22:04,910 epoch 46 - iter 252/280 - loss 0.67507339
2019-06-26 15:22:09,527 ----------------------------------------------------------------------------------------------------
2019-06-26 15:22:09,527 EPOCH 46 done: loss 0.6821 - lr 0.1000
2019-06-26 15:23:01,735 TEST : loss 2.1733245849609375 - score 0.9629
2019-06-26 15:23:01,735 BAD EPOCHS (no improvement): 1
2019-06-26 15:23:01,736 ----------------------------------------------------------------------------------------------------
2019-06-26 15:23:01,888 epoch 47 - iter 0/280 - loss 0.15216732
2019-06-26 15:23:06,577 epoch 47 - iter 28/280 - loss 0.56430436
2019-06-26 15:23:11,107 epoch 47 - iter 56/280 - loss 0.57636015
2019-06-26 15:23:15,706 epoch 47 - iter 84/280 - loss 0.62187068
2019-06-26 15:23:20,263 epoch 47 - iter 112/280 - loss 0.62599630
2019-06-26 15:23:24,760 epoch 47 - iter 140/280 - loss 0.63918550
2019-06-26 15:23:29,331 epoch 47 - iter 168/280 - loss 0.63939432
2019-06-26 15:23:33,725 epoch 47 - iter 196/280 - loss 0.63942193
2019-06-26 15:23:38,332 epoch 47 - iter 224/280 - loss 0.63854584
2019-06-26 15:23:42,954 epoch 47 - iter 252/280 - loss 0.63900971
2019-06-26 15:23:47,377 ----------------------------------------------------------------------------------------------------
2019-06-26 15:23:47,378 EPOCH 47 done: loss 0.6567 - lr 0.1000
2019-06-26 15:24:38,671 TEST : loss 2.1622672080993652 - score 0.9637
2019-06-26 15:24:38,672 BAD EPOCHS (no improvement): 0
2019-06-26 15:24:38,673 ----------------------------------------------------------------------------------------------------
2019-06-26 15:24:38,873 epoch 48 - iter 0/280 - loss 0.90702248
2019-06-26 15:24:43,619 epoch 48 - iter 28/280 - loss 0.72422430
2019-06-26 15:24:48,171 epoch 48 - iter 56/280 - loss 0.72247195
2019-06-26 15:24:52,686 epoch 48 - iter 84/280 - loss 0.69023335
2019-06-26 15:24:57,250 epoch 48 - iter 112/280 - loss 0.67765080
2019-06-26 15:25:01,772 epoch 48 - iter 140/280 - loss 0.68376378
2019-06-26 15:25:06,264 epoch 48 - iter 168/280 - loss 0.67262437
2019-06-26 15:25:10,612 epoch 48 - iter 196/280 - loss 0.66507121
2019-06-26 15:25:15,119 epoch 48 - iter 224/280 - loss 0.66701821
2019-06-26 15:25:19,499 epoch 48 - iter 252/280 - loss 0.66695414
2019-06-26 15:25:23,772 ----------------------------------------------------------------------------------------------------
2019-06-26 15:25:23,773 EPOCH 48 done: loss 0.6591 - lr 0.1000
2019-06-26 15:26:15,958 TEST : loss 2.2142744064331055 - score 0.9641
2019-06-26 15:26:15,958 BAD EPOCHS (no improvement): 1
2019-06-26 15:26:15,960 ----------------------------------------------------------------------------------------------------
2019-06-26 15:26:16,120 epoch 49 - iter 0/280 - loss 0.57633018
2019-06-26 15:26:20,716 epoch 49 - iter 28/280 - loss 0.53129290
2019-06-26 15:26:25,254 epoch 49 - iter 56/280 - loss 0.60481149
2019-06-26 15:26:29,627 epoch 49 - iter 84/280 - loss 0.64345203
2019-06-26 15:26:34,243 epoch 49 - iter 112/280 - loss 0.65253572
2019-06-26 15:26:38,644 epoch 49 - iter 140/280 - loss 0.64470922
2019-06-26 15:26:43,414 epoch 49 - iter 168/280 - loss 0.64279602
2019-06-26 15:26:48,128 epoch 49 - iter 196/280 - loss 0.63947064
2019-06-26 15:26:52,674 epoch 49 - iter 224/280 - loss 0.62835845
2019-06-26 15:26:57,002 epoch 49 - iter 252/280 - loss 0.62581115
2019-06-26 15:27:01,189 ----------------------------------------------------------------------------------------------------
2019-06-26 15:27:01,189 EPOCH 49 done: loss 0.6293 - lr 0.1000
2019-06-26 15:27:53,269 TEST : loss 2.193598985671997 - score 0.9638
2019-06-26 15:27:53,269 BAD EPOCHS (no improvement): 0
2019-06-26 15:27:53,270 ----------------------------------------------------------------------------------------------------
2019-06-26 15:27:53,493 epoch 50 - iter 0/280 - loss 0.60049629
2019-06-26 15:27:58,106 epoch 50 - iter 28/280 - loss 0.63674849
2019-06-26 15:28:02,661 epoch 50 - iter 56/280 - loss 0.62696076
2019-06-26 15:28:07,248 epoch 50 - iter 84/280 - loss 0.60832055
2019-06-26 15:28:11,868 epoch 50 - iter 112/280 - loss 0.60586484
2019-06-26 15:28:16,524 epoch 50 - iter 140/280 - loss 0.60579247
2019-06-26 15:28:20,959 epoch 50 - iter 168/280 - loss 0.62434807
2019-06-26 15:28:25,384 epoch 50 - iter 196/280 - loss 0.61963228
2019-06-26 15:28:29,768 epoch 50 - iter 224/280 - loss 0.61439442
2019-06-26 15:28:34,306 epoch 50 - iter 252/280 - loss 0.60411266
2019-06-26 15:28:38,662 ----------------------------------------------------------------------------------------------------
2019-06-26 15:28:38,662 EPOCH 50 done: loss 0.5990 - lr 0.1000
2019-06-26 15:29:30,802 TEST : loss 2.216078281402588 - score 0.9642
2019-06-26 15:29:30,802 BAD EPOCHS (no improvement): 0
2019-06-26 15:29:30,803 ----------------------------------------------------------------------------------------------------
2019-06-26 15:29:30,963 epoch 51 - iter 0/280 - loss 0.13058907
2019-06-26 15:29:35,794 epoch 51 - iter 28/280 - loss 0.62633909
2019-06-26 15:29:40,347 epoch 51 - iter 56/280 - loss 0.60472134
2019-06-26 15:29:44,810 epoch 51 - iter 84/280 - loss 0.56397492
2019-06-26 15:29:49,403 epoch 51 - iter 112/280 - loss 0.59293095
2019-06-26 15:29:53,978 epoch 51 - iter 140/280 - loss 0.58876401
2019-06-26 15:29:58,563 epoch 51 - iter 168/280 - loss 0.60235601
2019-06-26 15:30:03,106 epoch 51 - iter 196/280 - loss 0.61232703
2019-06-26 15:30:07,659 epoch 51 - iter 224/280 - loss 0.61782744
2019-06-26 15:30:12,127 epoch 51 - iter 252/280 - loss 0.62257337
2019-06-26 15:30:16,418 ----------------------------------------------------------------------------------------------------
2019-06-26 15:30:16,418 EPOCH 51 done: loss 0.6161 - lr 0.1000
2019-06-26 15:31:08,489 TEST : loss 2.1942827701568604 - score 0.9647
2019-06-26 15:31:08,490 BAD EPOCHS (no improvement): 1
2019-06-26 15:31:08,490 ----------------------------------------------------------------------------------------------------
2019-06-26 15:31:08,631 epoch 52 - iter 0/280 - loss 0.55298448
2019-06-26 15:31:13,378 epoch 52 - iter 28/280 - loss 0.63840034
2019-06-26 15:31:17,781 epoch 52 - iter 56/280 - loss 0.65675459
2019-06-26 15:31:22,444 epoch 52 - iter 84/280 - loss 0.61163476
2019-06-26 15:31:27,154 epoch 52 - iter 112/280 - loss 0.59975468
2019-06-26 15:31:31,838 epoch 52 - iter 140/280 - loss 0.60336647
2019-06-26 15:31:36,355 epoch 52 - iter 168/280 - loss 0.58356135
2019-06-26 15:31:40,865 epoch 52 - iter 196/280 - loss 0.59735466
2019-06-26 15:31:45,310 epoch 52 - iter 224/280 - loss 0.59498016
2019-06-26 15:31:49,916 epoch 52 - iter 252/280 - loss 0.59862843
2019-06-26 15:31:54,149 ----------------------------------------------------------------------------------------------------
2019-06-26 15:31:54,149 EPOCH 52 done: loss 0.5924 - lr 0.1000
2019-06-26 15:32:46,200 TEST : loss 2.219547748565674 - score 0.9648
2019-06-26 15:32:46,200 BAD EPOCHS (no improvement): 0
2019-06-26 15:32:46,201 ----------------------------------------------------------------------------------------------------
2019-06-26 15:32:46,399 epoch 53 - iter 0/280 - loss 0.30364513
2019-06-26 15:32:51,180 epoch 53 - iter 28/280 - loss 0.68573212
2019-06-26 15:32:55,761 epoch 53 - iter 56/280 - loss 0.65122547
2019-06-26 15:33:00,366 epoch 53 - iter 84/280 - loss 0.62678862
2019-06-26 15:33:05,074 epoch 53 - iter 112/280 - loss 0.60495812
2019-06-26 15:33:09,707 epoch 53 - iter 140/280 - loss 0.58921093
2019-06-26 15:33:14,203 epoch 53 - iter 168/280 - loss 0.58578572
2019-06-26 15:33:18,695 epoch 53 - iter 196/280 - loss 0.60998260
2019-06-26 15:33:23,272 epoch 53 - iter 224/280 - loss 0.62969423
2019-06-26 15:33:27,929 epoch 53 - iter 252/280 - loss 0.62236322
2019-06-26 15:33:32,111 ----------------------------------------------------------------------------------------------------
2019-06-26 15:33:32,111 EPOCH 53 done: loss 0.6076 - lr 0.1000
2019-06-26 15:34:24,267 TEST : loss 2.2399730682373047 - score 0.9641
2019-06-26 15:34:24,268 BAD EPOCHS (no improvement): 1
2019-06-26 15:34:24,268 ----------------------------------------------------------------------------------------------------
2019-06-26 15:34:24,425 epoch 54 - iter 0/280 - loss 0.25906312
2019-06-26 15:34:29,320 epoch 54 - iter 28/280 - loss 0.55441666
2019-06-26 15:34:33,927 epoch 54 - iter 56/280 - loss 0.52467504
2019-06-26 15:34:38,285 epoch 54 - iter 84/280 - loss 0.54160232
2019-06-26 15:34:42,641 epoch 54 - iter 112/280 - loss 0.52370444
2019-06-26 15:34:46,992 epoch 54 - iter 140/280 - loss 0.53398787
2019-06-26 15:34:51,438 epoch 54 - iter 168/280 - loss 0.53672256
2019-06-26 15:34:55,928 epoch 54 - iter 196/280 - loss 0.54992519
2019-06-26 15:35:00,566 epoch 54 - iter 224/280 - loss 0.54275489
2019-06-26 15:35:05,100 epoch 54 - iter 252/280 - loss 0.55018426
2019-06-26 15:35:09,394 ----------------------------------------------------------------------------------------------------
2019-06-26 15:35:09,394 EPOCH 54 done: loss 0.5491 - lr 0.1000
2019-06-26 15:36:01,487 TEST : loss 2.236833333969116 - score 0.9653
2019-06-26 15:36:01,487 BAD EPOCHS (no improvement): 0
2019-06-26 15:36:01,487 ----------------------------------------------------------------------------------------------------
2019-06-26 15:36:01,625 epoch 55 - iter 0/280 - loss 0.33035636
2019-06-26 15:36:06,416 epoch 55 - iter 28/280 - loss 0.49448178
2019-06-26 15:36:10,925 epoch 55 - iter 56/280 - loss 0.53081141
2019-06-26 15:36:15,417 epoch 55 - iter 84/280 - loss 0.54710745
2019-06-26 15:36:20,173 epoch 55 - iter 112/280 - loss 0.54691443
2019-06-26 15:36:24,768 epoch 55 - iter 140/280 - loss 0.55800207
2019-06-26 15:36:29,210 epoch 55 - iter 168/280 - loss 0.56954178
2019-06-26 15:36:33,807 epoch 55 - iter 196/280 - loss 0.55927703
2019-06-26 15:36:38,364 epoch 55 - iter 224/280 - loss 0.58726656
2019-06-26 15:36:43,035 epoch 55 - iter 252/280 - loss 0.58347545
2019-06-26 15:36:47,243 ----------------------------------------------------------------------------------------------------
2019-06-26 15:36:47,244 EPOCH 55 done: loss 0.5825 - lr 0.1000
2019-06-26 15:37:39,470 TEST : loss 2.2208006381988525 - score 0.9636
2019-06-26 15:37:39,471 BAD EPOCHS (no improvement): 1
2019-06-26 15:37:39,471 ----------------------------------------------------------------------------------------------------
2019-06-26 15:37:39,627 epoch 56 - iter 0/280 - loss 0.93213403
2019-06-26 15:37:44,344 epoch 56 - iter 28/280 - loss 0.58548471
2019-06-26 15:37:48,790 epoch 56 - iter 56/280 - loss 0.60892706
2019-06-26 15:37:53,260 epoch 56 - iter 84/280 - loss 0.62690169
2019-06-26 15:37:57,761 epoch 56 - iter 112/280 - loss 0.64179611
2019-06-26 15:38:02,365 epoch 56 - iter 140/280 - loss 0.60069184
2019-06-26 15:38:06,968 epoch 56 - iter 168/280 - loss 0.58542622
2019-06-26 15:38:11,595 epoch 56 - iter 196/280 - loss 0.58041449
2019-06-26 15:38:16,120 epoch 56 - iter 224/280 - loss 0.57280773
2019-06-26 15:38:20,770 epoch 56 - iter 252/280 - loss 0.57255549
2019-06-26 15:38:25,188 ----------------------------------------------------------------------------------------------------
2019-06-26 15:38:25,189 EPOCH 56 done: loss 0.5880 - lr 0.1000
2019-06-26 15:39:17,327 TEST : loss 2.2467262744903564 - score 0.9652
2019-06-26 15:39:17,327 BAD EPOCHS (no improvement): 2
2019-06-26 15:39:17,327 ----------------------------------------------------------------------------------------------------
2019-06-26 15:39:17,483 epoch 57 - iter 0/280 - loss 0.38130915
2019-06-26 15:39:22,151 epoch 57 - iter 28/280 - loss 0.54438372
2019-06-26 15:39:26,874 epoch 57 - iter 56/280 - loss 0.55408988
2019-06-26 15:39:31,390 epoch 57 - iter 84/280 - loss 0.53911668
2019-06-26 15:39:35,855 epoch 57 - iter 112/280 - loss 0.54754642
2019-06-26 15:39:40,395 epoch 57 - iter 140/280 - loss 0.56570553
2019-06-26 15:39:44,880 epoch 57 - iter 168/280 - loss 0.56195311
2019-06-26 15:39:49,314 epoch 57 - iter 196/280 - loss 0.55759565
2019-06-26 15:39:53,861 epoch 57 - iter 224/280 - loss 0.56211289
2019-06-26 15:39:58,368 epoch 57 - iter 252/280 - loss 0.56814932
2019-06-26 15:40:02,552 ----------------------------------------------------------------------------------------------------
2019-06-26 15:40:02,553 EPOCH 57 done: loss 0.5554 - lr 0.1000
2019-06-26 15:40:53,764 TEST : loss 2.3461368083953857 - score 0.9626
2019-06-26 15:40:53,765 BAD EPOCHS (no improvement): 3
2019-06-26 15:40:53,765 ----------------------------------------------------------------------------------------------------
2019-06-26 15:40:53,939 epoch 58 - iter 0/280 - loss 0.46543121
2019-06-26 15:40:58,785 epoch 58 - iter 28/280 - loss 0.44295386
2019-06-26 15:41:03,351 epoch 58 - iter 56/280 - loss 0.48117282
2019-06-26 15:41:07,780 epoch 58 - iter 84/280 - loss 0.50215794
2019-06-26 15:41:12,332 epoch 58 - iter 112/280 - loss 0.53773143
2019-06-26 15:41:16,940 epoch 58 - iter 140/280 - loss 0.55184828
2019-06-26 15:41:21,426 epoch 58 - iter 168/280 - loss 0.53938907
2019-06-26 15:41:25,923 epoch 58 - iter 196/280 - loss 0.54726843
2019-06-26 15:41:30,581 epoch 58 - iter 224/280 - loss 0.55067490
2019-06-26 15:41:35,212 epoch 58 - iter 252/280 - loss 0.54065709
2019-06-26 15:41:39,687 ----------------------------------------------------------------------------------------------------
2019-06-26 15:41:39,688 EPOCH 58 done: loss 0.5379 - lr 0.1000
2019-06-26 15:42:31,911 TEST : loss 2.3112897872924805 - score 0.9643
2019-06-26 15:42:31,912 BAD EPOCHS (no improvement): 0
2019-06-26 15:42:31,912 ----------------------------------------------------------------------------------------------------
2019-06-26 15:42:32,071 epoch 59 - iter 0/280 - loss 0.75581133
2019-06-26 15:42:36,668 epoch 59 - iter 28/280 - loss 0.51796952
2019-06-26 15:42:41,472 epoch 59 - iter 56/280 - loss 0.61057130
2019-06-26 15:42:46,161 epoch 59 - iter 84/280 - loss 0.63697037
2019-06-26 15:42:50,697 epoch 59 - iter 112/280 - loss 0.62772584
2019-06-26 15:42:55,131 epoch 59 - iter 140/280 - loss 0.61634166
2019-06-26 15:42:59,758 epoch 59 - iter 168/280 - loss 0.62259968
2019-06-26 15:43:04,452 epoch 59 - iter 196/280 - loss 0.60124746
2019-06-26 15:43:09,064 epoch 59 - iter 224/280 - loss 0.59393085
2019-06-26 15:43:13,657 epoch 59 - iter 252/280 - loss 0.57899337
2019-06-26 15:43:17,928 ----------------------------------------------------------------------------------------------------
2019-06-26 15:43:17,928 EPOCH 59 done: loss 0.5741 - lr 0.1000
2019-06-26 15:44:10,034 TEST : loss 2.267637252807617 - score 0.9641
2019-06-26 15:44:10,034 BAD EPOCHS (no improvement): 1
2019-06-26 15:44:10,035 ----------------------------------------------------------------------------------------------------
2019-06-26 15:44:10,197 epoch 60 - iter 0/280 - loss 0.41716504
2019-06-26 15:44:14,839 epoch 60 - iter 28/280 - loss 0.45012234
2019-06-26 15:44:19,549 epoch 60 - iter 56/280 - loss 0.45376004
2019-06-26 15:44:24,120 epoch 60 - iter 84/280 - loss 0.47237294
2019-06-26 15:44:28,640 epoch 60 - iter 112/280 - loss 0.49367552
2019-06-26 15:44:33,059 epoch 60 - iter 140/280 - loss 0.49322465
2019-06-26 15:44:37,587 epoch 60 - iter 168/280 - loss 0.50677522
2019-06-26 15:44:42,194 epoch 60 - iter 196/280 - loss 0.49935760
2019-06-26 15:44:46,658 epoch 60 - iter 224/280 - loss 0.50513309
2019-06-26 15:44:51,166 epoch 60 - iter 252/280 - loss 0.51246423
2019-06-26 15:44:55,409 ----------------------------------------------------------------------------------------------------
2019-06-26 15:44:55,410 EPOCH 60 done: loss 0.5220 - lr 0.1000
2019-06-26 15:45:47,581 TEST : loss 2.2918825149536133 - score 0.9648
2019-06-26 15:45:47,581 BAD EPOCHS (no improvement): 0
2019-06-26 15:45:47,582 ----------------------------------------------------------------------------------------------------
2019-06-26 15:45:47,749 epoch 61 - iter 0/280 - loss 0.41935444
2019-06-26 15:45:52,490 epoch 61 - iter 28/280 - loss 0.63174987
2019-06-26 15:45:57,085 epoch 61 - iter 56/280 - loss 0.55251173
2019-06-26 15:46:01,642 epoch 61 - iter 84/280 - loss 0.52239321
2019-06-26 15:46:06,249 epoch 61 - iter 112/280 - loss 0.55342299
2019-06-26 15:46:10,861 epoch 61 - iter 140/280 - loss 0.52359533
2019-06-26 15:46:15,558 epoch 61 - iter 168/280 - loss 0.52673235
2019-06-26 15:46:19,996 epoch 61 - iter 196/280 - loss 0.54676583
2019-06-26 15:46:24,605 epoch 61 - iter 224/280 - loss 0.53935586
2019-06-26 15:46:29,250 epoch 61 - iter 252/280 - loss 0.54822394
2019-06-26 15:46:33,477 ----------------------------------------------------------------------------------------------------
2019-06-26 15:46:33,478 EPOCH 61 done: loss 0.5474 - lr 0.1000
2019-06-26 15:47:25,844 TEST : loss 2.2889907360076904 - score 0.9631
2019-06-26 15:47:25,844 BAD EPOCHS (no improvement): 1
2019-06-26 15:47:25,845 ----------------------------------------------------------------------------------------------------
2019-06-26 15:47:26,000 epoch 62 - iter 0/280 - loss 0.69879782
2019-06-26 15:47:30,713 epoch 62 - iter 28/280 - loss 0.49418231
2019-06-26 15:47:35,094 epoch 62 - iter 56/280 - loss 0.53576088
2019-06-26 15:47:39,581 epoch 62 - iter 84/280 - loss 0.54049864
2019-06-26 15:47:44,098 epoch 62 - iter 112/280 - loss 0.52288273
2019-06-26 15:47:48,633 epoch 62 - iter 140/280 - loss 0.52215412
2019-06-26 15:47:53,091 epoch 62 - iter 168/280 - loss 0.52892474
2019-06-26 15:47:57,751 epoch 62 - iter 196/280 - loss 0.53199328
2019-06-26 15:48:02,213 epoch 62 - iter 224/280 - loss 0.54204730
2019-06-26 15:48:06,689 epoch 62 - iter 252/280 - loss 0.54127430
2019-06-26 15:48:11,042 ----------------------------------------------------------------------------------------------------
2019-06-26 15:48:11,043 EPOCH 62 done: loss 0.5401 - lr 0.1000
2019-06-26 15:49:03,149 TEST : loss 2.315368175506592 - score 0.9637
2019-06-26 15:49:03,150 BAD EPOCHS (no improvement): 2
2019-06-26 15:49:03,150 ----------------------------------------------------------------------------------------------------
2019-06-26 15:49:03,336 epoch 63 - iter 0/280 - loss 0.19132757
2019-06-26 15:49:08,120 epoch 63 - iter 28/280 - loss 0.53927949
2019-06-26 15:49:12,648 epoch 63 - iter 56/280 - loss 0.57759412
2019-06-26 15:49:17,095 epoch 63 - iter 84/280 - loss 0.56214218
2019-06-26 15:49:21,603 epoch 63 - iter 112/280 - loss 0.54277810
2019-06-26 15:49:26,290 epoch 63 - iter 140/280 - loss 0.54636408
2019-06-26 15:49:31,107 epoch 63 - iter 168/280 - loss 0.52976469
2019-06-26 15:49:35,652 epoch 63 - iter 196/280 - loss 0.52037280
2019-06-26 15:49:40,250 epoch 63 - iter 224/280 - loss 0.51501175
2019-06-26 15:49:44,658 epoch 63 - iter 252/280 - loss 0.52224563
2019-06-26 15:49:49,047 ----------------------------------------------------------------------------------------------------
2019-06-26 15:49:49,047 EPOCH 63 done: loss 0.5198 - lr 0.1000
2019-06-26 15:50:41,441 TEST : loss 2.3462905883789062 - score 0.9639
2019-06-26 15:50:41,441 BAD EPOCHS (no improvement): 0
2019-06-26 15:50:41,453 ----------------------------------------------------------------------------------------------------
2019-06-26 15:50:41,626 epoch 64 - iter 0/280 - loss 0.84705830
2019-06-26 15:50:46,374 epoch 64 - iter 28/280 - loss 0.50887894
2019-06-26 15:50:50,947 epoch 64 - iter 56/280 - loss 0.51712497
2019-06-26 15:50:55,554 epoch 64 - iter 84/280 - loss 0.48586736
2019-06-26 15:51:00,344 epoch 64 - iter 112/280 - loss 0.51027014
2019-06-26 15:51:04,896 epoch 64 - iter 140/280 - loss 0.49843830
2019-06-26 15:51:09,422 epoch 64 - iter 168/280 - loss 0.49553540
2019-06-26 15:51:13,972 epoch 64 - iter 196/280 - loss 0.48699119
2019-06-26 15:51:18,510 epoch 64 - iter 224/280 - loss 0.49319467
2019-06-26 15:51:22,955 epoch 64 - iter 252/280 - loss 0.49440280
2019-06-26 15:51:27,344 ----------------------------------------------------------------------------------------------------
2019-06-26 15:51:27,344 EPOCH 64 done: loss 0.4949 - lr 0.1000
2019-06-26 15:52:19,684 TEST : loss 2.4097986221313477 - score 0.9631
2019-06-26 15:52:19,685 BAD EPOCHS (no improvement): 0
2019-06-26 15:52:19,685 ----------------------------------------------------------------------------------------------------
2019-06-26 15:52:19,853 epoch 65 - iter 0/280 - loss 0.39319873
2019-06-26 15:52:24,549 epoch 65 - iter 28/280 - loss 0.44903984
2019-06-26 15:52:29,031 epoch 65 - iter 56/280 - loss 0.50265232
2019-06-26 15:52:33,568 epoch 65 - iter 84/280 - loss 0.48962254
2019-06-26 15:52:38,063 epoch 65 - iter 112/280 - loss 0.48961046
2019-06-26 15:52:42,578 epoch 65 - iter 140/280 - loss 0.48744128
2019-06-26 15:52:47,043 epoch 65 - iter 168/280 - loss 0.49312809
2019-06-26 15:52:51,576 epoch 65 - iter 196/280 - loss 0.48814589
2019-06-26 15:52:56,299 epoch 65 - iter 224/280 - loss 0.50022313
2019-06-26 15:53:00,884 epoch 65 - iter 252/280 - loss 0.51760972
2019-06-26 15:53:05,334 ----------------------------------------------------------------------------------------------------
2019-06-26 15:53:05,335 EPOCH 65 done: loss 0.5277 - lr 0.1000
2019-06-26 15:53:57,627 TEST : loss 2.360485315322876 - score 0.9637
2019-06-26 15:53:57,627 BAD EPOCHS (no improvement): 1
2019-06-26 15:53:57,628 ----------------------------------------------------------------------------------------------------
2019-06-26 15:53:57,789 epoch 66 - iter 0/280 - loss 1.31414604
2019-06-26 15:54:02,453 epoch 66 - iter 28/280 - loss 0.52988980
2019-06-26 15:54:07,032 epoch 66 - iter 56/280 - loss 0.55149641
2019-06-26 15:54:11,529 epoch 66 - iter 84/280 - loss 0.50036641
2019-06-26 15:54:16,022 epoch 66 - iter 112/280 - loss 0.49523666
2019-06-26 15:54:20,516 epoch 66 - iter 140/280 - loss 0.48633519
2019-06-26 15:54:25,009 epoch 66 - iter 168/280 - loss 0.49088372
2019-06-26 15:54:29,574 epoch 66 - iter 196/280 - loss 0.49679882
2019-06-26 15:54:34,075 epoch 66 - iter 224/280 - loss 0.52449379
2019-06-26 15:54:38,729 epoch 66 - iter 252/280 - loss 0.53858636
2019-06-26 15:54:43,161 ----------------------------------------------------------------------------------------------------
2019-06-26 15:54:43,161 EPOCH 66 done: loss 0.5368 - lr 0.1000
2019-06-26 15:55:34,469 TEST : loss 2.375206232070923 - score 0.9646
2019-06-26 15:55:34,469 BAD EPOCHS (no improvement): 2
2019-06-26 15:55:34,470 ----------------------------------------------------------------------------------------------------
2019-06-26 15:55:34,658 epoch 67 - iter 0/280 - loss 0.16527033
2019-06-26 15:55:39,354 epoch 67 - iter 28/280 - loss 0.51169202
2019-06-26 15:55:44,030 epoch 67 - iter 56/280 - loss 0.57870253
2019-06-26 15:55:48,717 epoch 67 - iter 84/280 - loss 0.54410485
2019-06-26 15:55:53,240 epoch 67 - iter 112/280 - loss 0.53855886
2019-06-26 15:55:57,817 epoch 67 - iter 140/280 - loss 0.51945754
2019-06-26 15:56:02,329 epoch 67 - iter 168/280 - loss 0.53412532
2019-06-26 15:56:06,923 epoch 67 - iter 196/280 - loss 0.54017311
2019-06-26 15:56:11,432 epoch 67 - iter 224/280 - loss 0.54700715
2019-06-26 15:56:16,069 epoch 67 - iter 252/280 - loss 0.54353067
2019-06-26 15:56:20,370 ----------------------------------------------------------------------------------------------------
2019-06-26 15:56:20,371 EPOCH 67 done: loss 0.5409 - lr 0.1000
2019-06-26 15:57:12,463 TEST : loss 2.4030628204345703 - score 0.9635
2019-06-26 15:57:12,463 BAD EPOCHS (no improvement): 3
2019-06-26 15:57:12,464 ----------------------------------------------------------------------------------------------------
2019-06-26 15:57:12,623 epoch 68 - iter 0/280 - loss 0.19013500
2019-06-26 15:57:17,496 epoch 68 - iter 28/280 - loss 0.57588456
2019-06-26 15:57:22,177 epoch 68 - iter 56/280 - loss 0.50489732
2019-06-26 15:57:26,700 epoch 68 - iter 84/280 - loss 0.49558262
2019-06-26 15:57:31,180 epoch 68 - iter 112/280 - loss 0.46860065
2019-06-26 15:57:35,886 epoch 68 - iter 140/280 - loss 0.46856963
2019-06-26 15:57:40,457 epoch 68 - iter 168/280 - loss 0.48065871
2019-06-26 15:57:45,048 epoch 68 - iter 196/280 - loss 0.50795139
2019-06-26 15:57:49,777 epoch 68 - iter 224/280 - loss 0.50375488
2019-06-26 15:57:54,102 epoch 68 - iter 252/280 - loss 0.49653303
2019-06-26 15:57:58,429 ----------------------------------------------------------------------------------------------------
2019-06-26 15:57:58,429 EPOCH 68 done: loss 0.4889 - lr 0.1000
2019-06-26 15:58:50,568 TEST : loss 2.3746907711029053 - score 0.9631
2019-06-26 15:58:50,568 BAD EPOCHS (no improvement): 0
2019-06-26 15:58:50,569 ----------------------------------------------------------------------------------------------------
2019-06-26 15:58:50,732 epoch 69 - iter 0/280 - loss 0.52664185
2019-06-26 15:58:55,430 epoch 69 - iter 28/280 - loss 0.42830622
2019-06-26 15:58:59,872 epoch 69 - iter 56/280 - loss 0.42359848
2019-06-26 15:59:04,403 epoch 69 - iter 84/280 - loss 0.47144100
2019-06-26 15:59:09,149 epoch 69 - iter 112/280 - loss 0.47440038
2019-06-26 15:59:13,793 epoch 69 - iter 140/280 - loss 0.47190410
2019-06-26 15:59:18,493 epoch 69 - iter 168/280 - loss 0.47927446
2019-06-26 15:59:23,027 epoch 69 - iter 196/280 - loss 0.48380180
2019-06-26 15:59:27,500 epoch 69 - iter 224/280 - loss 0.48349679
2019-06-26 15:59:31,939 epoch 69 - iter 252/280 - loss 0.48855117
2019-06-26 15:59:36,118 ----------------------------------------------------------------------------------------------------
2019-06-26 15:59:36,119 EPOCH 69 done: loss 0.4882 - lr 0.1000
2019-06-26 16:00:28,216 TEST : loss 2.3438057899475098 - score 0.9646
2019-06-26 16:00:28,216 BAD EPOCHS (no improvement): 0
2019-06-26 16:00:28,249 ----------------------------------------------------------------------------------------------------
2019-06-26 16:00:28,448 epoch 70 - iter 0/280 - loss 0.67742407
2019-06-26 16:00:33,267 epoch 70 - iter 28/280 - loss 0.49003750
2019-06-26 16:00:37,825 epoch 70 - iter 56/280 - loss 0.44414330
2019-06-26 16:00:42,343 epoch 70 - iter 84/280 - loss 0.43517031
2019-06-26 16:00:46,978 epoch 70 - iter 112/280 - loss 0.45785648
2019-06-26 16:00:51,589 epoch 70 - iter 140/280 - loss 0.45054423
2019-06-26 16:00:56,144 epoch 70 - iter 168/280 - loss 0.46172253
2019-06-26 16:01:00,690 epoch 70 - iter 196/280 - loss 0.46429819
2019-06-26 16:01:05,170 epoch 70 - iter 224/280 - loss 0.46274044
2019-06-26 16:01:09,699 epoch 70 - iter 252/280 - loss 0.47126673
2019-06-26 16:01:14,048 ----------------------------------------------------------------------------------------------------
2019-06-26 16:01:14,048 EPOCH 70 done: loss 0.4736 - lr 0.1000
2019-06-26 16:02:06,346 TEST : loss 2.3928401470184326 - score 0.9642
2019-06-26 16:02:06,347 BAD EPOCHS (no improvement): 0
2019-06-26 16:02:06,348 ----------------------------------------------------------------------------------------------------
2019-06-26 16:02:06,523 epoch 71 - iter 0/280 - loss 0.28862309
2019-06-26 16:02:11,239 epoch 71 - iter 28/280 - loss 0.47795849
2019-06-26 16:02:15,736 epoch 71 - iter 56/280 - loss 0.48072835
2019-06-26 16:02:20,169 epoch 71 - iter 84/280 - loss 0.47392511
2019-06-26 16:02:24,581 epoch 71 - iter 112/280 - loss 0.48428707
2019-06-26 16:02:29,165 epoch 71 - iter 140/280 - loss 0.47349779
2019-06-26 16:02:33,838 epoch 71 - iter 168/280 - loss 0.47598853
2019-06-26 16:02:38,347 epoch 71 - iter 196/280 - loss 0.48238927
2019-06-26 16:02:42,713 epoch 71 - iter 224/280 - loss 0.48826368
2019-06-26 16:02:47,085 epoch 71 - iter 252/280 - loss 0.48405938
2019-06-26 16:02:51,362 ----------------------------------------------------------------------------------------------------
2019-06-26 16:02:51,362 EPOCH 71 done: loss 0.4914 - lr 0.1000
2019-06-26 16:03:43,449 TEST : loss 2.411346435546875 - score 0.9644
2019-06-26 16:03:43,449 BAD EPOCHS (no improvement): 1
2019-06-26 16:03:43,459 ----------------------------------------------------------------------------------------------------
2019-06-26 16:03:43,624 epoch 72 - iter 0/280 - loss 0.22144800
2019-06-26 16:03:48,372 epoch 72 - iter 28/280 - loss 0.45081928
2019-06-26 16:03:52,970 epoch 72 - iter 56/280 - loss 0.49273392
2019-06-26 16:03:57,713 epoch 72 - iter 84/280 - loss 0.45727332
2019-06-26 16:04:02,364 epoch 72 - iter 112/280 - loss 0.48553691
2019-06-26 16:04:07,166 epoch 72 - iter 140/280 - loss 0.46827706
2019-06-26 16:04:11,886 epoch 72 - iter 168/280 - loss 0.48837447
2019-06-26 16:04:16,689 epoch 72 - iter 196/280 - loss 0.48249930
2019-06-26 16:04:21,364 epoch 72 - iter 224/280 - loss 0.48602957
2019-06-26 16:04:25,931 epoch 72 - iter 252/280 - loss 0.48384399
2019-06-26 16:04:30,157 ----------------------------------------------------------------------------------------------------
2019-06-26 16:04:30,157 EPOCH 72 done: loss 0.4785 - lr 0.1000
2019-06-26 16:05:22,294 TEST : loss 2.4729483127593994 - score 0.9636
2019-06-26 16:05:22,294 BAD EPOCHS (no improvement): 2
2019-06-26 16:05:22,295 ----------------------------------------------------------------------------------------------------
2019-06-26 16:05:22,461 epoch 73 - iter 0/280 - loss 0.21619928
2019-06-26 16:05:27,287 epoch 73 - iter 28/280 - loss 0.46544738
2019-06-26 16:05:31,913 epoch 73 - iter 56/280 - loss 0.49402166
2019-06-26 16:05:36,562 epoch 73 - iter 84/280 - loss 0.48416308
2019-06-26 16:05:41,092 epoch 73 - iter 112/280 - loss 0.50483600
2019-06-26 16:05:45,562 epoch 73 - iter 140/280 - loss 0.49287172
2019-06-26 16:05:50,076 epoch 73 - iter 168/280 - loss 0.50019895
2019-06-26 16:05:54,779 epoch 73 - iter 196/280 - loss 0.50500423
2019-06-26 16:05:59,429 epoch 73 - iter 224/280 - loss 0.50315192
2019-06-26 16:06:03,889 epoch 73 - iter 252/280 - loss 0.49440897
2019-06-26 16:06:08,075 ----------------------------------------------------------------------------------------------------
2019-06-26 16:06:08,075 EPOCH 73 done: loss 0.4966 - lr 0.1000
2019-06-26 16:07:00,213 TEST : loss 2.3827433586120605 - score 0.964
2019-06-26 16:07:00,213 BAD EPOCHS (no improvement): 3
2019-06-26 16:07:00,214 ----------------------------------------------------------------------------------------------------
2019-06-26 16:07:00,371 epoch 74 - iter 0/280 - loss 0.13338804
2019-06-26 16:07:04,932 epoch 74 - iter 28/280 - loss 0.50198091
2019-06-26 16:07:09,549 epoch 74 - iter 56/280 - loss 0.46650009
2019-06-26 16:07:14,084 epoch 74 - iter 84/280 - loss 0.42447358
2019-06-26 16:07:18,563 epoch 74 - iter 112/280 - loss 0.43517666
2019-06-26 16:07:23,224 epoch 74 - iter 140/280 - loss 0.43786713
2019-06-26 16:07:27,648 epoch 74 - iter 168/280 - loss 0.44371603
2019-06-26 16:07:32,148 epoch 74 - iter 196/280 - loss 0.44249399
2019-06-26 16:07:36,696 epoch 74 - iter 224/280 - loss 0.44304016
2019-06-26 16:07:41,163 epoch 74 - iter 252/280 - loss 0.46751792
2019-06-26 16:07:45,437 ----------------------------------------------------------------------------------------------------
2019-06-26 16:07:45,437 EPOCH 74 done: loss 0.4690 - lr 0.1000
2019-06-26 16:08:36,623 TEST : loss 2.4027438163757324 - score 0.9647
2019-06-26 16:08:36,623 BAD EPOCHS (no improvement): 0
2019-06-26 16:08:36,624 ----------------------------------------------------------------------------------------------------
2019-06-26 16:08:36,798 epoch 75 - iter 0/280 - loss 0.14953375
2019-06-26 16:08:41,516 epoch 75 - iter 28/280 - loss 0.29879578
2019-06-26 16:08:46,016 epoch 75 - iter 56/280 - loss 0.37509740
2019-06-26 16:08:50,679 epoch 75 - iter 84/280 - loss 0.40061012
2019-06-26 16:08:55,155 epoch 75 - iter 112/280 - loss 0.41686363
2019-06-26 16:08:59,687 epoch 75 - iter 140/280 - loss 0.44120552
2019-06-26 16:09:04,215 epoch 75 - iter 168/280 - loss 0.42801833
2019-06-26 16:09:08,676 epoch 75 - iter 196/280 - loss 0.42540480
2019-06-26 16:09:13,109 epoch 75 - iter 224/280 - loss 0.42700197
2019-06-26 16:09:17,816 epoch 75 - iter 252/280 - loss 0.43363364
2019-06-26 16:09:22,034 ----------------------------------------------------------------------------------------------------
2019-06-26 16:09:22,034 EPOCH 75 done: loss 0.4431 - lr 0.1000
2019-06-26 16:10:14,139 TEST : loss 2.4366214275360107 - score 0.9645
2019-06-26 16:10:14,139 BAD EPOCHS (no improvement): 0
2019-06-26 16:10:14,140 ----------------------------------------------------------------------------------------------------
2019-06-26 16:10:14,337 epoch 76 - iter 0/280 - loss 0.79180837
2019-06-26 16:10:19,032 epoch 76 - iter 28/280 - loss 0.60888919
2019-06-26 16:10:23,503 epoch 76 - iter 56/280 - loss 0.59426975
2019-06-26 16:10:28,019 epoch 76 - iter 84/280 - loss 0.50425044
2019-06-26 16:10:32,612 epoch 76 - iter 112/280 - loss 0.49336546
2019-06-26 16:10:37,049 epoch 76 - iter 140/280 - loss 0.48318032
2019-06-26 16:10:41,552 epoch 76 - iter 168/280 - loss 0.49888597
2019-06-26 16:10:45,890 epoch 76 - iter 196/280 - loss 0.49652455
2019-06-26 16:10:50,362 epoch 76 - iter 224/280 - loss 0.49989147
2019-06-26 16:10:54,912 epoch 76 - iter 252/280 - loss 0.49164041
2019-06-26 16:10:59,352 ----------------------------------------------------------------------------------------------------
2019-06-26 16:10:59,352 EPOCH 76 done: loss 0.4850 - lr 0.1000
2019-06-26 16:11:51,466 TEST : loss 2.4495489597320557 - score 0.9635
2019-06-26 16:11:51,467 BAD EPOCHS (no improvement): 1
2019-06-26 16:11:51,474 ----------------------------------------------------------------------------------------------------
2019-06-26 16:11:51,644 epoch 77 - iter 0/280 - loss 0.61322188
2019-06-26 16:11:56,374 epoch 77 - iter 28/280 - loss 0.42967900
2019-06-26 16:12:00,720 epoch 77 - iter 56/280 - loss 0.44275303
2019-06-26 16:12:05,301 epoch 77 - iter 84/280 - loss 0.42848700
2019-06-26 16:12:09,907 epoch 77 - iter 112/280 - loss 0.43011275
2019-06-26 16:12:14,390 epoch 77 - iter 140/280 - loss 0.43357965
2019-06-26 16:12:19,026 epoch 77 - iter 168/280 - loss 0.42084060
2019-06-26 16:12:23,613 epoch 77 - iter 196/280 - loss 0.43314356
2019-06-26 16:12:28,018 epoch 77 - iter 224/280 - loss 0.43995712
2019-06-26 16:12:32,571 epoch 77 - iter 252/280 - loss 0.43709396
2019-06-26 16:12:36,835 ----------------------------------------------------------------------------------------------------
2019-06-26 16:12:36,835 EPOCH 77 done: loss 0.4384 - lr 0.1000
2019-06-26 16:13:28,857 TEST : loss 2.4727489948272705 - score 0.9635
2019-06-26 16:13:28,857 BAD EPOCHS (no improvement): 0
2019-06-26 16:13:28,858 ----------------------------------------------------------------------------------------------------
2019-06-26 16:13:29,031 epoch 78 - iter 0/280 - loss 0.31180191
2019-06-26 16:13:33,833 epoch 78 - iter 28/280 - loss 0.43029741
2019-06-26 16:13:38,515 epoch 78 - iter 56/280 - loss 0.42152888
2019-06-26 16:13:43,091 epoch 78 - iter 84/280 - loss 0.42608245
2019-06-26 16:13:47,563 epoch 78 - iter 112/280 - loss 0.42297259
2019-06-26 16:13:52,143 epoch 78 - iter 140/280 - loss 0.43731976
2019-06-26 16:13:56,535 epoch 78 - iter 168/280 - loss 0.43259515
2019-06-26 16:14:01,088 epoch 78 - iter 196/280 - loss 0.42668717
2019-06-26 16:14:05,670 epoch 78 - iter 224/280 - loss 0.42752158
2019-06-26 16:14:10,058 epoch 78 - iter 252/280 - loss 0.42320953
2019-06-26 16:14:14,387 ----------------------------------------------------------------------------------------------------
2019-06-26 16:14:14,387 EPOCH 78 done: loss 0.4280 - lr 0.1000
2019-06-26 16:15:06,547 TEST : loss 2.468564748764038 - score 0.9634
2019-06-26 16:15:06,547 BAD EPOCHS (no improvement): 0
2019-06-26 16:15:06,548 ----------------------------------------------------------------------------------------------------
2019-06-26 16:15:06,722 epoch 79 - iter 0/280 - loss 0.24819016
2019-06-26 16:15:11,473 epoch 79 - iter 28/280 - loss 0.35428476
2019-06-26 16:15:16,088 epoch 79 - iter 56/280 - loss 0.43647312
2019-06-26 16:15:20,819 epoch 79 - iter 84/280 - loss 0.43411709
2019-06-26 16:15:25,381 epoch 79 - iter 112/280 - loss 0.43579015
2019-06-26 16:15:30,018 epoch 79 - iter 140/280 - loss 0.43681183
2019-06-26 16:15:34,363 epoch 79 - iter 168/280 - loss 0.43708530
2019-06-26 16:15:38,894 epoch 79 - iter 196/280 - loss 0.44115673
2019-06-26 16:15:43,290 epoch 79 - iter 224/280 - loss 0.44024634
2019-06-26 16:15:47,846 epoch 79 - iter 252/280 - loss 0.43438065
2019-06-26 16:15:52,183 ----------------------------------------------------------------------------------------------------
2019-06-26 16:15:52,183 EPOCH 79 done: loss 0.4289 - lr 0.1000
2019-06-26 16:16:44,291 TEST : loss 2.447589874267578 - score 0.9638
2019-06-26 16:16:44,291 BAD EPOCHS (no improvement): 1
2019-06-26 16:16:44,292 ----------------------------------------------------------------------------------------------------
2019-06-26 16:16:44,432 epoch 80 - iter 0/280 - loss 0.25176549
2019-06-26 16:16:49,149 epoch 80 - iter 28/280 - loss 0.48832286
2019-06-26 16:16:53,812 epoch 80 - iter 56/280 - loss 0.44356336
2019-06-26 16:16:58,445 epoch 80 - iter 84/280 - loss 0.42314530
2019-06-26 16:17:03,018 epoch 80 - iter 112/280 - loss 0.41386045
2019-06-26 16:17:07,607 epoch 80 - iter 140/280 - loss 0.41731294
2019-06-26 16:17:12,172 epoch 80 - iter 168/280 - loss 0.42770137
2019-06-26 16:17:16,621 epoch 80 - iter 196/280 - loss 0.42567382
2019-06-26 16:17:21,189 epoch 80 - iter 224/280 - loss 0.44011445
2019-06-26 16:17:25,758 epoch 80 - iter 252/280 - loss 0.42763781
2019-06-26 16:17:30,177 ----------------------------------------------------------------------------------------------------
2019-06-26 16:17:30,177 EPOCH 80 done: loss 0.4302 - lr 0.1000
2019-06-26 16:18:22,337 TEST : loss 2.4537322521209717 - score 0.9643
2019-06-26 16:18:22,337 BAD EPOCHS (no improvement): 2
2019-06-26 16:18:22,338 ----------------------------------------------------------------------------------------------------
2019-06-26 16:18:22,500 epoch 81 - iter 0/280 - loss 0.23340178
2019-06-26 16:18:27,161 epoch 81 - iter 28/280 - loss 0.43330022
2019-06-26 16:18:31,625 epoch 81 - iter 56/280 - loss 0.46334823
2019-06-26 16:18:36,070 epoch 81 - iter 84/280 - loss 0.43049762
2019-06-26 16:18:40,725 epoch 81 - iter 112/280 - loss 0.42737968
2019-06-26 16:18:45,258 epoch 81 - iter 140/280 - loss 0.42812396
2019-06-26 16:18:49,887 epoch 81 - iter 168/280 - loss 0.46136114
2019-06-26 16:18:54,339 epoch 81 - iter 196/280 - loss 0.46906072
2019-06-26 16:18:59,019 epoch 81 - iter 224/280 - loss 0.46225365
2019-06-26 16:19:03,768 epoch 81 - iter 252/280 - loss 0.46632620
2019-06-26 16:19:08,066 ----------------------------------------------------------------------------------------------------
2019-06-26 16:19:08,067 EPOCH 81 done: loss 0.4629 - lr 0.1000
2019-06-26 16:20:00,215 TEST : loss 2.588277816772461 - score 0.9628
2019-06-26 16:20:00,215 BAD EPOCHS (no improvement): 3
2019-06-26 16:20:00,216 ----------------------------------------------------------------------------------------------------
2019-06-26 16:20:00,370 epoch 82 - iter 0/280 - loss 0.94457412
2019-06-26 16:20:05,095 epoch 82 - iter 28/280 - loss 0.54079313
2019-06-26 16:20:09,767 epoch 82 - iter 56/280 - loss 0.46369058
2019-06-26 16:20:14,485 epoch 82 - iter 84/280 - loss 0.43358831
2019-06-26 16:20:18,781 epoch 82 - iter 112/280 - loss 0.42375920
2019-06-26 16:20:23,299 epoch 82 - iter 140/280 - loss 0.41254348
2019-06-26 16:20:27,750 epoch 82 - iter 168/280 - loss 0.42116875
2019-06-26 16:20:32,327 epoch 82 - iter 196/280 - loss 0.41519736
2019-06-26 16:20:36,855 epoch 82 - iter 224/280 - loss 0.42588823
2019-06-26 16:20:41,400 epoch 82 - iter 252/280 - loss 0.44045519
2019-06-26 16:20:45,642 ----------------------------------------------------------------------------------------------------
2019-06-26 16:20:45,642 EPOCH 82 done: loss 0.4561 - lr 0.1000
2019-06-26 16:21:37,874 TEST : loss 2.4805197715759277 - score 0.964
2019-06-26 16:21:37,874 BAD EPOCHS (no improvement): 4
2019-06-26 16:21:37,882 ----------------------------------------------------------------------------------------------------
2019-06-26 16:21:38,027 epoch 83 - iter 0/280 - loss 1.68257427
2019-06-26 16:21:42,637 epoch 83 - iter 28/280 - loss 0.47202437
2019-06-26 16:21:47,121 epoch 83 - iter 56/280 - loss 0.47042883
2019-06-26 16:21:51,568 epoch 83 - iter 84/280 - loss 0.46274753
2019-06-26 16:21:56,094 epoch 83 - iter 112/280 - loss 0.45376838
2019-06-26 16:22:00,546 epoch 83 - iter 140/280 - loss 0.42964543
2019-06-26 16:22:04,916 epoch 83 - iter 168/280 - loss 0.40921423
2019-06-26 16:22:09,468 epoch 83 - iter 196/280 - loss 0.40854609
2019-06-26 16:22:14,053 epoch 83 - iter 224/280 - loss 0.41351352
2019-06-26 16:22:18,692 epoch 83 - iter 252/280 - loss 0.41495998
2019-06-26 16:22:23,093 ----------------------------------------------------------------------------------------------------
2019-06-26 16:22:23,093 EPOCH 83 done: loss 0.4050 - lr 0.0500
2019-06-26 16:23:15,244 TEST : loss 2.4855823516845703 - score 0.9646
2019-06-26 16:23:15,245 BAD EPOCHS (no improvement): 0
2019-06-26 16:23:15,245 ----------------------------------------------------------------------------------------------------
2019-06-26 16:23:15,405 epoch 84 - iter 0/280 - loss 0.66981864
2019-06-26 16:23:19,983 epoch 84 - iter 28/280 - loss 0.41617447
2019-06-26 16:23:24,581 epoch 84 - iter 56/280 - loss 0.38615520
2019-06-26 16:23:28,985 epoch 84 - iter 84/280 - loss 0.40073805
2019-06-26 16:23:33,412 epoch 84 - iter 112/280 - loss 0.40981189
2019-06-26 16:23:37,977 epoch 84 - iter 140/280 - loss 0.42740512
2019-06-26 16:23:42,592 epoch 84 - iter 168/280 - loss 0.40214580
2019-06-26 16:23:47,234 epoch 84 - iter 196/280 - loss 0.39236416
2019-06-26 16:23:51,683 epoch 84 - iter 224/280 - loss 0.40084361
2019-06-26 16:23:56,272 epoch 84 - iter 252/280 - loss 0.39247223
2019-06-26 16:24:00,468 ----------------------------------------------------------------------------------------------------
2019-06-26 16:24:00,469 EPOCH 84 done: loss 0.3901 - lr 0.0500
2019-06-26 16:24:51,748 TEST : loss 2.5098836421966553 - score 0.9638
2019-06-26 16:24:51,748 BAD EPOCHS (no improvement): 0
2019-06-26 16:24:51,753 ----------------------------------------------------------------------------------------------------
2019-06-26 16:24:51,916 epoch 85 - iter 0/280 - loss 0.07017469
2019-06-26 16:24:56,666 epoch 85 - iter 28/280 - loss 0.31052653
2019-06-26 16:25:00,925 epoch 85 - iter 56/280 - loss 0.33706356
2019-06-26 16:25:05,377 epoch 85 - iter 84/280 - loss 0.35232731
2019-06-26 16:25:09,971 epoch 85 - iter 112/280 - loss 0.37100994
2019-06-26 16:25:14,428 epoch 85 - iter 140/280 - loss 0.35893267
2019-06-26 16:25:19,042 epoch 85 - iter 168/280 - loss 0.34964744
2019-06-26 16:25:23,537 epoch 85 - iter 196/280 - loss 0.37247240
2019-06-26 16:25:28,118 epoch 85 - iter 224/280 - loss 0.37101585
2019-06-26 16:25:32,709 epoch 85 - iter 252/280 - loss 0.35913156
2019-06-26 16:25:37,110 ----------------------------------------------------------------------------------------------------
2019-06-26 16:25:37,110 EPOCH 85 done: loss 0.3633 - lr 0.0500
2019-06-26 16:26:29,391 TEST : loss 2.4881045818328857 - score 0.9641
2019-06-26 16:26:29,392 BAD EPOCHS (no improvement): 0
2019-06-26 16:26:29,411 ----------------------------------------------------------------------------------------------------
2019-06-26 16:26:29,567 epoch 86 - iter 0/280 - loss 0.30142152
2019-06-26 16:26:34,294 epoch 86 - iter 28/280 - loss 0.34911706
2019-06-26 16:26:38,907 epoch 86 - iter 56/280 - loss 0.35776420
2019-06-26 16:26:43,291 epoch 86 - iter 84/280 - loss 0.38070264
2019-06-26 16:26:47,728 epoch 86 - iter 112/280 - loss 0.36676266
2019-06-26 16:26:52,211 epoch 86 - iter 140/280 - loss 0.35573654
2019-06-26 16:26:56,882 epoch 86 - iter 168/280 - loss 0.35093018
2019-06-26 16:27:01,410 epoch 86 - iter 196/280 - loss 0.36816871
2019-06-26 16:27:05,921 epoch 86 - iter 224/280 - loss 0.37191263
2019-06-26 16:27:10,333 epoch 86 - iter 252/280 - loss 0.37290725
2019-06-26 16:27:14,645 ----------------------------------------------------------------------------------------------------
2019-06-26 16:27:14,645 EPOCH 86 done: loss 0.3705 - lr 0.0500
2019-06-26 16:28:06,801 TEST : loss 2.4893882274627686 - score 0.9636
2019-06-26 16:28:06,801 BAD EPOCHS (no improvement): 1
2019-06-26 16:28:06,814 ----------------------------------------------------------------------------------------------------
2019-06-26 16:28:06,985 epoch 87 - iter 0/280 - loss 0.09832501
2019-06-26 16:28:11,632 epoch 87 - iter 28/280 - loss 0.32357223
2019-06-26 16:28:16,194 epoch 87 - iter 56/280 - loss 0.31696575
2019-06-26 16:28:20,745 epoch 87 - iter 84/280 - loss 0.32003924
2019-06-26 16:28:25,411 epoch 87 - iter 112/280 - loss 0.33136042
2019-06-26 16:28:30,031 epoch 87 - iter 140/280 - loss 0.34348780
2019-06-26 16:28:34,511 epoch 87 - iter 168/280 - loss 0.33532712
2019-06-26 16:28:38,965 epoch 87 - iter 196/280 - loss 0.34006242
2019-06-26 16:28:43,445 epoch 87 - iter 224/280 - loss 0.34591982
2019-06-26 16:28:47,817 epoch 87 - iter 252/280 - loss 0.34762428
2019-06-26 16:28:51,999 ----------------------------------------------------------------------------------------------------
2019-06-26 16:28:51,999 EPOCH 87 done: loss 0.3405 - lr 0.0500
2019-06-26 16:29:44,025 TEST : loss 2.5344595909118652 - score 0.9647
2019-06-26 16:29:44,025 BAD EPOCHS (no improvement): 0
2019-06-26 16:29:44,026 ----------------------------------------------------------------------------------------------------
2019-06-26 16:29:44,210 epoch 88 - iter 0/280 - loss 1.03271103
2019-06-26 16:29:48,963 epoch 88 - iter 28/280 - loss 0.47646081
2019-06-26 16:29:53,453 epoch 88 - iter 56/280 - loss 0.41128171
2019-06-26 16:29:57,994 epoch 88 - iter 84/280 - loss 0.37286998
2019-06-26 16:30:02,318 epoch 88 - iter 112/280 - loss 0.37307811
2019-06-26 16:30:06,857 epoch 88 - iter 140/280 - loss 0.35779061
2019-06-26 16:30:11,630 epoch 88 - iter 168/280 - loss 0.37152783
2019-06-26 16:30:16,178 epoch 88 - iter 196/280 - loss 0.37490538
2019-06-26 16:30:20,890 epoch 88 - iter 224/280 - loss 0.36506559
2019-06-26 16:30:25,577 epoch 88 - iter 252/280 - loss 0.36658150
2019-06-26 16:30:29,915 ----------------------------------------------------------------------------------------------------
2019-06-26 16:30:29,915 EPOCH 88 done: loss 0.3729 - lr 0.0500
2019-06-26 16:31:22,064 TEST : loss 2.520551919937134 - score 0.9635
2019-06-26 16:31:22,064 BAD EPOCHS (no improvement): 1
2019-06-26 16:31:22,088 ----------------------------------------------------------------------------------------------------
2019-06-26 16:31:22,266 epoch 89 - iter 0/280 - loss 0.23186851
2019-06-26 16:31:26,977 epoch 89 - iter 28/280 - loss 0.32299372
2019-06-26 16:31:31,531 epoch 89 - iter 56/280 - loss 0.29182487
2019-06-26 16:31:36,231 epoch 89 - iter 84/280 - loss 0.33785138
2019-06-26 16:31:40,789 epoch 89 - iter 112/280 - loss 0.32456102
2019-06-26 16:31:45,410 epoch 89 - iter 140/280 - loss 0.32115354
2019-06-26 16:31:49,847 epoch 89 - iter 168/280 - loss 0.32770021
2019-06-26 16:31:54,373 epoch 89 - iter 196/280 - loss 0.32736919
2019-06-26 16:31:58,878 epoch 89 - iter 224/280 - loss 0.33665607
2019-06-26 16:32:03,516 epoch 89 - iter 252/280 - loss 0.32527144
2019-06-26 16:32:07,791 ----------------------------------------------------------------------------------------------------
2019-06-26 16:32:07,791 EPOCH 89 done: loss 0.3190 - lr 0.0500
2019-06-26 16:32:59,926 TEST : loss 2.5297036170959473 - score 0.9649
2019-06-26 16:32:59,926 BAD EPOCHS (no improvement): 0
2019-06-26 16:32:59,927 ----------------------------------------------------------------------------------------------------
2019-06-26 16:33:00,117 epoch 90 - iter 0/280 - loss 0.35437632
2019-06-26 16:33:04,686 epoch 90 - iter 28/280 - loss 0.43184820
2019-06-26 16:33:09,228 epoch 90 - iter 56/280 - loss 0.39245144
2019-06-26 16:33:13,712 epoch 90 - iter 84/280 - loss 0.38502230
2019-06-26 16:33:18,167 epoch 90 - iter 112/280 - loss 0.35200548
2019-06-26 16:33:22,737 epoch 90 - iter 140/280 - loss 0.36509489
2019-06-26 16:33:27,332 epoch 90 - iter 168/280 - loss 0.36618499
2019-06-26 16:33:31,689 epoch 90 - iter 196/280 - loss 0.36549278
2019-06-26 16:33:36,092 epoch 90 - iter 224/280 - loss 0.35346478
2019-06-26 16:33:40,548 epoch 90 - iter 252/280 - loss 0.35910671
2019-06-26 16:33:44,875 ----------------------------------------------------------------------------------------------------
2019-06-26 16:33:44,875 EPOCH 90 done: loss 0.3577 - lr 0.0500
2019-06-26 16:34:37,098 TEST : loss 2.5391902923583984 - score 0.965
2019-06-26 16:34:37,098 BAD EPOCHS (no improvement): 1
2019-06-26 16:34:37,099 ----------------------------------------------------------------------------------------------------
2019-06-26 16:34:37,256 epoch 91 - iter 0/280 - loss 0.94328791
2019-06-26 16:34:41,940 epoch 91 - iter 28/280 - loss 0.34659181
2019-06-26 16:34:46,495 epoch 91 - iter 56/280 - loss 0.32656403
2019-06-26 16:34:51,153 epoch 91 - iter 84/280 - loss 0.34352133
2019-06-26 16:34:55,727 epoch 91 - iter 112/280 - loss 0.34027302
2019-06-26 16:35:00,390 epoch 91 - iter 140/280 - loss 0.34156273
2019-06-26 16:35:04,868 epoch 91 - iter 168/280 - loss 0.35015081
2019-06-26 16:35:09,451 epoch 91 - iter 196/280 - loss 0.36035439
2019-06-26 16:35:13,878 epoch 91 - iter 224/280 - loss 0.35369059
2019-06-26 16:35:18,492 epoch 91 - iter 252/280 - loss 0.34922224
2019-06-26 16:35:22,927 ----------------------------------------------------------------------------------------------------
2019-06-26 16:35:22,928 EPOCH 91 done: loss 0.3528 - lr 0.0500
2019-06-26 16:36:15,071 TEST : loss 2.5569868087768555 - score 0.9647
2019-06-26 16:36:15,072 BAD EPOCHS (no improvement): 2
2019-06-26 16:36:15,072 ----------------------------------------------------------------------------------------------------
2019-06-26 16:36:15,244 epoch 92 - iter 0/280 - loss 0.11862063
2019-06-26 16:36:19,871 epoch 92 - iter 28/280 - loss 0.31852475
2019-06-26 16:36:24,580 epoch 92 - iter 56/280 - loss 0.32301929
2019-06-26 16:36:29,067 epoch 92 - iter 84/280 - loss 0.36033473
2019-06-26 16:36:33,537 epoch 92 - iter 112/280 - loss 0.35320147
2019-06-26 16:36:37,948 epoch 92 - iter 140/280 - loss 0.35427273
2019-06-26 16:36:42,544 epoch 92 - iter 168/280 - loss 0.34674419
2019-06-26 16:36:47,181 epoch 92 - iter 196/280 - loss 0.34567822
2019-06-26 16:36:51,710 epoch 92 - iter 224/280 - loss 0.33669790
2019-06-26 16:36:56,292 epoch 92 - iter 252/280 - loss 0.34382409
2019-06-26 16:37:00,583 ----------------------------------------------------------------------------------------------------
2019-06-26 16:37:00,583 EPOCH 92 done: loss 0.3531 - lr 0.0500
2019-06-26 16:37:52,731 TEST : loss 2.5833585262298584 - score 0.9642
2019-06-26 16:37:52,731 BAD EPOCHS (no improvement): 3
2019-06-26 16:37:52,732 ----------------------------------------------------------------------------------------------------
2019-06-26 16:37:52,895 epoch 93 - iter 0/280 - loss 0.29608870
2019-06-26 16:37:57,630 epoch 93 - iter 28/280 - loss 0.33133899
2019-06-26 16:38:02,059 epoch 93 - iter 56/280 - loss 0.29587180
2019-06-26 16:38:06,581 epoch 93 - iter 84/280 - loss 0.32767991
2019-06-26 16:38:11,213 epoch 93 - iter 112/280 - loss 0.32639048
2019-06-26 16:38:15,619 epoch 93 - iter 140/280 - loss 0.32411846
2019-06-26 16:38:20,294 epoch 93 - iter 168/280 - loss 0.33505746
2019-06-26 16:38:24,777 epoch 93 - iter 196/280 - loss 0.34690913
2019-06-26 16:38:29,308 epoch 93 - iter 224/280 - loss 0.34209450
2019-06-26 16:38:33,690 epoch 93 - iter 252/280 - loss 0.33472382
2019-06-26 16:38:38,005 ----------------------------------------------------------------------------------------------------
2019-06-26 16:38:38,005 EPOCH 93 done: loss 0.3329 - lr 0.0500
2019-06-26 16:39:29,407 TEST : loss 2.6314520835876465 - score 0.9643
2019-06-26 16:39:29,407 BAD EPOCHS (no improvement): 4
2019-06-26 16:39:29,408 ----------------------------------------------------------------------------------------------------
2019-06-26 16:39:29,584 epoch 94 - iter 0/280 - loss 0.60102201
2019-06-26 16:39:34,288 epoch 94 - iter 28/280 - loss 0.26211849
2019-06-26 16:39:38,998 epoch 94 - iter 56/280 - loss 0.30739132
2019-06-26 16:39:43,453 epoch 94 - iter 84/280 - loss 0.30802868
2019-06-26 16:39:47,933 epoch 94 - iter 112/280 - loss 0.28534668
2019-06-26 16:39:52,369 epoch 94 - iter 140/280 - loss 0.28651710
2019-06-26 16:39:56,831 epoch 94 - iter 168/280 - loss 0.28724422
2019-06-26 16:40:01,460 epoch 94 - iter 196/280 - loss 0.29771003
2019-06-26 16:40:05,869 epoch 94 - iter 224/280 - loss 0.30051946
2019-06-26 16:40:10,380 epoch 94 - iter 252/280 - loss 0.30013025
2019-06-26 16:40:14,615 ----------------------------------------------------------------------------------------------------
2019-06-26 16:40:14,616 EPOCH 94 done: loss 0.3053 - lr 0.0250
2019-06-26 16:41:06,713 TEST : loss 2.6301252841949463 - score 0.9645
2019-06-26 16:41:06,713 BAD EPOCHS (no improvement): 0
2019-06-26 16:41:06,731 ----------------------------------------------------------------------------------------------------
2019-06-26 16:41:06,885 epoch 95 - iter 0/280 - loss 0.03643757
2019-06-26 16:41:11,811 epoch 95 - iter 28/280 - loss 0.33539542
2019-06-26 16:41:16,359 epoch 95 - iter 56/280 - loss 0.30828248
2019-06-26 16:41:21,180 epoch 95 - iter 84/280 - loss 0.29647022
2019-06-26 16:41:25,640 epoch 95 - iter 112/280 - loss 0.28448017
2019-06-26 16:41:30,055 epoch 95 - iter 140/280 - loss 0.28678667
2019-06-26 16:41:34,451 epoch 95 - iter 168/280 - loss 0.29708098
2019-06-26 16:41:39,049 epoch 95 - iter 196/280 - loss 0.28258785
2019-06-26 16:41:43,566 epoch 95 - iter 224/280 - loss 0.28184812
2019-06-26 16:41:48,226 epoch 95 - iter 252/280 - loss 0.28420424
2019-06-26 16:41:52,592 ----------------------------------------------------------------------------------------------------
2019-06-26 16:41:52,592 EPOCH 95 done: loss 0.2885 - lr 0.0250
2019-06-26 16:42:44,733 TEST : loss 2.611647844314575 - score 0.9646
2019-06-26 16:42:44,733 BAD EPOCHS (no improvement): 0
2019-06-26 16:42:44,735 ----------------------------------------------------------------------------------------------------
2019-06-26 16:42:44,889 epoch 96 - iter 0/280 - loss 0.06217861
2019-06-26 16:42:49,751 epoch 96 - iter 28/280 - loss 0.28206790
2019-06-26 16:42:54,317 epoch 96 - iter 56/280 - loss 0.31024149
2019-06-26 16:42:59,035 epoch 96 - iter 84/280 - loss 0.29311924
2019-06-26 16:43:03,418 epoch 96 - iter 112/280 - loss 0.30900278
2019-06-26 16:43:07,836 epoch 96 - iter 140/280 - loss 0.31659392
2019-06-26 16:43:12,293 epoch 96 - iter 168/280 - loss 0.30615946
2019-06-26 16:43:16,861 epoch 96 - iter 196/280 - loss 0.31071557
2019-06-26 16:43:21,530 epoch 96 - iter 224/280 - loss 0.31043179
2019-06-26 16:43:26,093 epoch 96 - iter 252/280 - loss 0.31719175
2019-06-26 16:43:30,350 ----------------------------------------------------------------------------------------------------
2019-06-26 16:43:30,350 EPOCH 96 done: loss 0.3163 - lr 0.0250
2019-06-26 16:44:22,522 TEST : loss 2.596226453781128 - score 0.9645
2019-06-26 16:44:22,522 BAD EPOCHS (no improvement): 1
2019-06-26 16:44:22,529 ----------------------------------------------------------------------------------------------------
2019-06-26 16:44:22,708 epoch 97 - iter 0/280 - loss 0.38317227
2019-06-26 16:44:27,586 epoch 97 - iter 28/280 - loss 0.36171038
2019-06-26 16:44:32,228 epoch 97 - iter 56/280 - loss 0.31928064
2019-06-26 16:44:36,820 epoch 97 - iter 84/280 - loss 0.33000044
2019-06-26 16:44:41,387 epoch 97 - iter 112/280 - loss 0.32841378
2019-06-26 16:44:45,909 epoch 97 - iter 140/280 - loss 0.31024840
2019-06-26 16:44:50,341 epoch 97 - iter 168/280 - loss 0.30931349
2019-06-26 16:44:54,899 epoch 97 - iter 196/280 - loss 0.30250620
2019-06-26 16:44:59,380 epoch 97 - iter 224/280 - loss 0.31395581
2019-06-26 16:45:03,837 epoch 97 - iter 252/280 - loss 0.31008405
2019-06-26 16:45:08,095 ----------------------------------------------------------------------------------------------------
2019-06-26 16:45:08,095 EPOCH 97 done: loss 0.3101 - lr 0.0250
2019-06-26 16:46:00,207 TEST : loss 2.563284397125244 - score 0.9651
2019-06-26 16:46:00,207 BAD EPOCHS (no improvement): 2
2019-06-26 16:46:00,220 ----------------------------------------------------------------------------------------------------
2019-06-26 16:46:00,407 epoch 98 - iter 0/280 - loss 0.45596838
2019-06-26 16:46:05,342 epoch 98 - iter 28/280 - loss 0.25633344
2019-06-26 16:46:09,892 epoch 98 - iter 56/280 - loss 0.29728928
2019-06-26 16:46:14,341 epoch 98 - iter 84/280 - loss 0.28119618
2019-06-26 16:46:18,768 epoch 98 - iter 112/280 - loss 0.27660995
2019-06-26 16:46:23,435 epoch 98 - iter 140/280 - loss 0.28125296
2019-06-26 16:46:27,897 epoch 98 - iter 168/280 - loss 0.28388452
2019-06-26 16:46:32,442 epoch 98 - iter 196/280 - loss 0.28101029
2019-06-26 16:46:37,107 epoch 98 - iter 224/280 - loss 0.28792071
2019-06-26 16:46:41,604 epoch 98 - iter 252/280 - loss 0.29323502
2019-06-26 16:46:45,923 ----------------------------------------------------------------------------------------------------
2019-06-26 16:46:45,923 EPOCH 98 done: loss 0.2919 - lr 0.0250
2019-06-26 16:47:38,119 TEST : loss 2.608942747116089 - score 0.9648
2019-06-26 16:47:38,119 BAD EPOCHS (no improvement): 3
2019-06-26 16:47:38,130 ----------------------------------------------------------------------------------------------------
2019-06-26 16:47:38,303 epoch 99 - iter 0/280 - loss 0.33956838
2019-06-26 16:47:43,101 epoch 99 - iter 28/280 - loss 0.27807407
2019-06-26 16:47:47,852 epoch 99 - iter 56/280 - loss 0.30252266
2019-06-26 16:47:52,499 epoch 99 - iter 84/280 - loss 0.30652126
2019-06-26 16:47:57,014 epoch 99 - iter 112/280 - loss 0.27874451
2019-06-26 16:48:01,523 epoch 99 - iter 140/280 - loss 0.28179380
2019-06-26 16:48:06,101 epoch 99 - iter 168/280 - loss 0.27888371
2019-06-26 16:48:10,527 epoch 99 - iter 196/280 - loss 0.29499619
2019-06-26 16:48:15,224 epoch 99 - iter 224/280 - loss 0.29723419
2019-06-26 16:48:19,739 epoch 99 - iter 252/280 - loss 0.29637610
2019-06-26 16:48:24,064 ----------------------------------------------------------------------------------------------------
2019-06-26 16:48:24,064 EPOCH 99 done: loss 0.3047 - lr 0.0250
2019-06-26 16:49:16,145 TEST : loss 2.59614896774292 - score 0.9646
2019-06-26 16:49:16,145 BAD EPOCHS (no improvement): 4
2019-06-26 16:49:16,146 ----------------------------------------------------------------------------------------------------
2019-06-26 16:49:16,317 epoch 100 - iter 0/280 - loss 1.61148083
2019-06-26 16:49:20,905 epoch 100 - iter 28/280 - loss 0.42040223
2019-06-26 16:49:25,470 epoch 100 - iter 56/280 - loss 0.37869416
2019-06-26 16:49:29,941 epoch 100 - iter 84/280 - loss 0.35873099
2019-06-26 16:49:34,382 epoch 100 - iter 112/280 - loss 0.35083321
2019-06-26 16:49:38,887 epoch 100 - iter 140/280 - loss 0.33926128
2019-06-26 16:49:43,413 epoch 100 - iter 168/280 - loss 0.33794043
2019-06-26 16:49:47,814 epoch 100 - iter 196/280 - loss 0.34255927
2019-06-26 16:49:52,299 epoch 100 - iter 224/280 - loss 0.33946538
2019-06-26 16:49:56,825 epoch 100 - iter 252/280 - loss 0.33267803
2019-06-26 16:50:01,299 ----------------------------------------------------------------------------------------------------
2019-06-26 16:50:01,300 EPOCH 100 done: loss 0.3352 - lr 0.0125
2019-06-26 16:50:53,541 TEST : loss 2.580585479736328 - score 0.9648
2019-06-26 16:50:53,541 BAD EPOCHS (no improvement): 1
2019-06-26 16:50:53,542 ----------------------------------------------------------------------------------------------------
2019-06-26 16:50:53,723 epoch 101 - iter 0/280 - loss 0.20644379
2019-06-26 16:50:58,243 epoch 101 - iter 28/280 - loss 0.22019421
2019-06-26 16:51:02,713 epoch 101 - iter 56/280 - loss 0.28502468
2019-06-26 16:51:07,241 epoch 101 - iter 84/280 - loss 0.30826122
2019-06-26 16:51:11,614 epoch 101 - iter 112/280 - loss 0.29713654
2019-06-26 16:51:16,074 epoch 101 - iter 140/280 - loss 0.31376783
2019-06-26 16:51:20,798 epoch 101 - iter 168/280 - loss 0.31236058
2019-06-26 16:51:25,309 epoch 101 - iter 196/280 - loss 0.31090287
2019-06-26 16:51:29,864 epoch 101 - iter 224/280 - loss 0.31220507
2019-06-26 16:51:34,325 epoch 101 - iter 252/280 - loss 0.30741027
2019-06-26 16:51:38,701 ----------------------------------------------------------------------------------------------------
2019-06-26 16:51:38,702 EPOCH 101 done: loss 0.3056 - lr 0.0125
2019-06-26 16:52:36,249 TEST : loss 2.577434539794922 - score 0.9647
2019-06-26 16:52:36,249 BAD EPOCHS (no improvement): 2
2019-06-26 16:52:36,339 ----------------------------------------------------------------------------------------------------
2019-06-26 16:52:36,518 epoch 102 - iter 0/280 - loss 0.23091435
2019-06-26 16:52:41,295 epoch 102 - iter 28/280 - loss 0.27284593
2019-06-26 16:52:46,010 epoch 102 - iter 56/280 - loss 0.26182574
2019-06-26 16:52:50,565 epoch 102 - iter 84/280 - loss 0.25813548
2019-06-26 16:52:55,203 epoch 102 - iter 112/280 - loss 0.27378221
2019-06-26 16:52:59,852 epoch 102 - iter 140/280 - loss 0.26693142
2019-06-26 16:53:04,351 epoch 102 - iter 168/280 - loss 0.25472593
2019-06-26 16:53:08,744 epoch 102 - iter 196/280 - loss 0.26003373
2019-06-26 16:53:13,257 epoch 102 - iter 224/280 - loss 0.26442355
2019-06-26 16:53:17,717 epoch 102 - iter 252/280 - loss 0.26510723
2019-06-26 16:53:21,927 ----------------------------------------------------------------------------------------------------
2019-06-26 16:53:21,928 EPOCH 102 done: loss 0.2770 - lr 0.0125
2019-06-26 16:54:13,130 TEST : loss 2.5740463733673096 - score 0.9655
2019-06-26 16:54:13,130 BAD EPOCHS (no improvement): 0
2019-06-26 16:54:13,142 ----------------------------------------------------------------------------------------------------
2019-06-26 16:54:13,337 epoch 103 - iter 0/280 - loss 0.03620768
2019-06-26 16:54:18,157 epoch 103 - iter 28/280 - loss 0.28927419
2019-06-26 16:54:22,703 epoch 103 - iter 56/280 - loss 0.34535574
2019-06-26 16:54:26,971 epoch 103 - iter 84/280 - loss 0.34705104
2019-06-26 16:54:31,435 epoch 103 - iter 112/280 - loss 0.34553089
2019-06-26 16:54:35,828 epoch 103 - iter 140/280 - loss 0.32151488
2019-06-26 16:54:40,270 epoch 103 - iter 168/280 - loss 0.32274654
2019-06-26 16:54:44,858 epoch 103 - iter 196/280 - loss 0.32805211
2019-06-26 16:54:49,290 epoch 103 - iter 224/280 - loss 0.32197595
2019-06-26 16:54:53,784 epoch 103 - iter 252/280 - loss 0.31103636
2019-06-26 16:54:58,168 ----------------------------------------------------------------------------------------------------
2019-06-26 16:54:58,168 EPOCH 103 done: loss 0.3083 - lr 0.0125
2019-06-26 16:55:50,619 TEST : loss 2.5895822048187256 - score 0.9651
2019-06-26 16:55:50,620 BAD EPOCHS (no improvement): 1
2019-06-26 16:55:50,621 ----------------------------------------------------------------------------------------------------
2019-06-26 16:55:50,813 epoch 104 - iter 0/280 - loss 0.34394133
2019-06-26 16:55:55,337 epoch 104 - iter 28/280 - loss 0.27828903
2019-06-26 16:55:59,891 epoch 104 - iter 56/280 - loss 0.30704513
2019-06-26 16:56:04,632 epoch 104 - iter 84/280 - loss 0.28234806
2019-06-26 16:56:09,175 epoch 104 - iter 112/280 - loss 0.27795418
2019-06-26 16:56:13,785 epoch 104 - iter 140/280 - loss 0.28541939
2019-06-26 16:56:18,356 epoch 104 - iter 168/280 - loss 0.28698725
2019-06-26 16:56:23,038 epoch 104 - iter 196/280 - loss 0.28602902
2019-06-26 16:56:27,546 epoch 104 - iter 224/280 - loss 0.28224625
2019-06-26 16:56:32,133 epoch 104 - iter 252/280 - loss 0.27368199
2019-06-26 16:56:36,359 ----------------------------------------------------------------------------------------------------
2019-06-26 16:56:36,359 EPOCH 104 done: loss 0.2788 - lr 0.0125
2019-06-26 16:57:28,486 TEST : loss 2.5913496017456055 - score 0.9648
2019-06-26 16:57:28,486 BAD EPOCHS (no improvement): 2
2019-06-26 16:57:28,487 ----------------------------------------------------------------------------------------------------
2019-06-26 16:57:28,647 epoch 105 - iter 0/280 - loss 0.51996374
2019-06-26 16:57:33,325 epoch 105 - iter 28/280 - loss 0.33468141
2019-06-26 16:57:37,984 epoch 105 - iter 56/280 - loss 0.30528461
2019-06-26 16:57:42,311 epoch 105 - iter 84/280 - loss 0.29952014
2019-06-26 16:57:46,763 epoch 105 - iter 112/280 - loss 0.29371815
2019-06-26 16:57:51,330 epoch 105 - iter 140/280 - loss 0.29728867
2019-06-26 16:57:56,041 epoch 105 - iter 168/280 - loss 0.30273223
2019-06-26 16:58:00,587 epoch 105 - iter 196/280 - loss 0.30878491
2019-06-26 16:58:05,300 epoch 105 - iter 224/280 - loss 0.30401108
2019-06-26 16:58:09,725 epoch 105 - iter 252/280 - loss 0.29735982
2019-06-26 16:58:13,789 ----------------------------------------------------------------------------------------------------
2019-06-26 16:58:13,789 EPOCH 105 done: loss 0.2985 - lr 0.0125
2019-06-26 16:59:10,045 TEST : loss 2.5944273471832275 - score 0.9651
2019-06-26 16:59:10,046 BAD EPOCHS (no improvement): 3
2019-06-26 16:59:10,047 ----------------------------------------------------------------------------------------------------
2019-06-26 16:59:10,220 epoch 106 - iter 0/280 - loss 0.02098966
2019-06-26 16:59:14,975 epoch 106 - iter 28/280 - loss 0.41421395
2019-06-26 16:59:19,531 epoch 106 - iter 56/280 - loss 0.34405038
2019-06-26 16:59:24,117 epoch 106 - iter 84/280 - loss 0.33825932
2019-06-26 16:59:28,760 epoch 106 - iter 112/280 - loss 0.32172567
2019-06-26 16:59:33,424 epoch 106 - iter 140/280 - loss 0.31394815
2019-06-26 16:59:38,177 epoch 106 - iter 168/280 - loss 0.31456324
2019-06-26 16:59:42,818 epoch 106 - iter 196/280 - loss 0.31414706
2019-06-26 16:59:47,434 epoch 106 - iter 224/280 - loss 0.30856707
2019-06-26 16:59:51,936 epoch 106 - iter 252/280 - loss 0.32088375
2019-06-26 16:59:56,278 ----------------------------------------------------------------------------------------------------
2019-06-26 16:59:56,278 EPOCH 106 done: loss 0.3167 - lr 0.0125
2019-06-26 17:00:48,424 TEST : loss 2.5960845947265625 - score 0.965
2019-06-26 17:00:48,425 BAD EPOCHS (no improvement): 4
2019-06-26 17:00:48,436 ----------------------------------------------------------------------------------------------------
2019-06-26 17:00:48,607 epoch 107 - iter 0/280 - loss 0.21696424
2019-06-26 17:00:53,374 epoch 107 - iter 28/280 - loss 0.29080199
2019-06-26 17:00:58,037 epoch 107 - iter 56/280 - loss 0.29961222
2019-06-26 17:01:02,478 epoch 107 - iter 84/280 - loss 0.31172502
2019-06-26 17:01:06,873 epoch 107 - iter 112/280 - loss 0.29899024
2019-06-26 17:01:11,300 epoch 107 - iter 140/280 - loss 0.28482459
2019-06-26 17:01:15,843 epoch 107 - iter 168/280 - loss 0.28771535
2019-06-26 17:01:20,485 epoch 107 - iter 196/280 - loss 0.29153235
2019-06-26 17:01:25,022 epoch 107 - iter 224/280 - loss 0.29171342
2019-06-26 17:01:29,298 epoch 107 - iter 252/280 - loss 0.29012912
2019-06-26 17:01:33,592 ----------------------------------------------------------------------------------------------------
2019-06-26 17:01:33,593 EPOCH 107 done: loss 0.2879 - lr 0.0063
2019-06-26 17:02:26,516 TEST : loss 2.6127607822418213 - score 0.9653
2019-06-26 17:02:26,516 BAD EPOCHS (no improvement): 1
2019-06-26 17:02:26,524 ----------------------------------------------------------------------------------------------------
2019-06-26 17:02:26,713 epoch 108 - iter 0/280 - loss 0.46869755
2019-06-26 17:02:31,515 epoch 108 - iter 28/280 - loss 0.25853908
2019-06-26 17:02:35,959 epoch 108 - iter 56/280 - loss 0.26531163
2019-06-26 17:02:40,619 epoch 108 - iter 84/280 - loss 0.27602657
2019-06-26 17:02:45,129 epoch 108 - iter 112/280 - loss 0.34085625
2019-06-26 17:02:49,434 epoch 108 - iter 140/280 - loss 0.34573663
2019-06-26 17:02:53,909 epoch 108 - iter 168/280 - loss 0.34136434
2019-06-26 17:02:58,189 epoch 108 - iter 196/280 - loss 0.34015088
2019-06-26 17:03:02,766 epoch 108 - iter 224/280 - loss 0.32906183
2019-06-26 17:03:07,299 epoch 108 - iter 252/280 - loss 0.34138484
2019-06-26 17:03:11,572 ----------------------------------------------------------------------------------------------------
2019-06-26 17:03:11,572 EPOCH 108 done: loss 0.3292 - lr 0.0063
2019-06-26 17:04:03,890 TEST : loss 2.61938214302063 - score 0.9651
2019-06-26 17:04:03,890 BAD EPOCHS (no improvement): 2
2019-06-26 17:04:03,918 ----------------------------------------------------------------------------------------------------
2019-06-26 17:04:04,096 epoch 109 - iter 0/280 - loss 0.37019062
2019-06-26 17:04:08,789 epoch 109 - iter 28/280 - loss 0.31619176
2019-06-26 17:04:13,421 epoch 109 - iter 56/280 - loss 0.27393029
2019-06-26 17:04:18,037 epoch 109 - iter 84/280 - loss 0.27944957
2019-06-26 17:04:22,530 epoch 109 - iter 112/280 - loss 0.28423317
2019-06-26 17:04:27,140 epoch 109 - iter 140/280 - loss 0.27893373
2019-06-26 17:04:31,810 epoch 109 - iter 168/280 - loss 0.27230463
2019-06-26 17:04:36,346 epoch 109 - iter 196/280 - loss 0.28757463
2019-06-26 17:04:40,943 epoch 109 - iter 224/280 - loss 0.28618634
2019-06-26 17:04:45,493 epoch 109 - iter 252/280 - loss 0.28457390
2019-06-26 17:04:49,910 ----------------------------------------------------------------------------------------------------
2019-06-26 17:04:49,910 EPOCH 109 done: loss 0.2880 - lr 0.0063
2019-06-26 17:05:43,000 TEST : loss 2.613196611404419 - score 0.9649
2019-06-26 17:05:43,001 BAD EPOCHS (no improvement): 3
2019-06-26 17:05:43,014 ----------------------------------------------------------------------------------------------------
2019-06-26 17:05:43,210 epoch 110 - iter 0/280 - loss 0.11092901
2019-06-26 17:05:48,097 epoch 110 - iter 28/280 - loss 0.31839051
2019-06-26 17:05:52,530 epoch 110 - iter 56/280 - loss 0.27698742
2019-06-26 17:05:57,132 epoch 110 - iter 84/280 - loss 0.29645619
2019-06-26 17:06:01,490 epoch 110 - iter 112/280 - loss 0.28535571
2019-06-26 17:06:05,932 epoch 110 - iter 140/280 - loss 0.30491808
2019-06-26 17:06:10,269 epoch 110 - iter 168/280 - loss 0.32313856
2019-06-26 17:06:14,870 epoch 110 - iter 196/280 - loss 0.31922268
2019-06-26 17:06:19,326 epoch 110 - iter 224/280 - loss 0.31161037
2019-06-26 17:06:23,881 epoch 110 - iter 252/280 - loss 0.30626296
2019-06-26 17:06:28,128 ----------------------------------------------------------------------------------------------------
2019-06-26 17:06:28,128 EPOCH 110 done: loss 0.3023 - lr 0.0063
2019-06-26 17:07:24,549 TEST : loss 2.6062533855438232 - score 0.9648
2019-06-26 17:07:24,549 BAD EPOCHS (no improvement): 4
2019-06-26 17:07:24,550 ----------------------------------------------------------------------------------------------------
2019-06-26 17:07:24,725 epoch 111 - iter 0/280 - loss 0.60179949
2019-06-26 17:07:29,367 epoch 111 - iter 28/280 - loss 0.28623227
2019-06-26 17:07:33,911 epoch 111 - iter 56/280 - loss 0.28333652
2019-06-26 17:07:38,534 epoch 111 - iter 84/280 - loss 0.27112574
2019-06-26 17:07:43,101 epoch 111 - iter 112/280 - loss 0.27627899
2019-06-26 17:07:47,471 epoch 111 - iter 140/280 - loss 0.27852446
2019-06-26 17:07:51,762 epoch 111 - iter 168/280 - loss 0.27676472
2019-06-26 17:07:56,277 epoch 111 - iter 196/280 - loss 0.28261824
2019-06-26 17:08:00,785 epoch 111 - iter 224/280 - loss 0.27467060
2019-06-26 17:08:05,343 epoch 111 - iter 252/280 - loss 0.28245627
2019-06-26 17:08:09,705 ----------------------------------------------------------------------------------------------------
2019-06-26 17:08:09,706 EPOCH 111 done: loss 0.2793 - lr 0.0031
2019-06-26 17:09:03,295 TEST : loss 2.604707717895508 - score 0.9652
2019-06-26 17:09:03,295 BAD EPOCHS (no improvement): 1
2019-06-26 17:09:03,390 ----------------------------------------------------------------------------------------------------
2019-06-26 17:09:03,551 epoch 112 - iter 0/280 - loss 0.12808758
2019-06-26 17:09:08,286 epoch 112 - iter 28/280 - loss 0.27318690
2019-06-26 17:09:12,870 epoch 112 - iter 56/280 - loss 0.28238394
2019-06-26 17:09:17,440 epoch 112 - iter 84/280 - loss 0.28628123
2019-06-26 17:09:21,883 epoch 112 - iter 112/280 - loss 0.27876116
2019-06-26 17:09:26,505 epoch 112 - iter 140/280 - loss 0.27466471
2019-06-26 17:09:31,195 epoch 112 - iter 168/280 - loss 0.26483552
2019-06-26 17:09:35,986 epoch 112 - iter 196/280 - loss 0.26633193
2019-06-26 17:09:40,577 epoch 112 - iter 224/280 - loss 0.27055673
2019-06-26 17:09:45,067 epoch 112 - iter 252/280 - loss 0.28540362
2019-06-26 17:09:49,289 ----------------------------------------------------------------------------------------------------
2019-06-26 17:09:49,289 EPOCH 112 done: loss 0.2880 - lr 0.0031
2019-06-26 17:10:44,065 TEST : loss 2.606041193008423 - score 0.965
2019-06-26 17:10:44,065 BAD EPOCHS (no improvement): 2
2019-06-26 17:10:44,066 ----------------------------------------------------------------------------------------------------
2019-06-26 17:10:44,296 epoch 113 - iter 0/280 - loss 0.11711574
2019-06-26 17:10:49,113 epoch 113 - iter 28/280 - loss 0.28016392
2019-06-26 17:10:53,663 epoch 113 - iter 56/280 - loss 0.28715947
2019-06-26 17:10:58,057 epoch 113 - iter 84/280 - loss 0.27617257
2019-06-26 17:11:02,488 epoch 113 - iter 112/280 - loss 0.27143371
2019-06-26 17:11:07,087 epoch 113 - iter 140/280 - loss 0.27448163
2019-06-26 17:11:11,679 epoch 113 - iter 168/280 - loss 0.27593120
2019-06-26 17:11:16,216 epoch 113 - iter 196/280 - loss 0.27539770
2019-06-26 17:11:20,896 epoch 113 - iter 224/280 - loss 0.27214438
2019-06-26 17:11:25,435 epoch 113 - iter 252/280 - loss 0.27667002
2019-06-26 17:11:29,666 ----------------------------------------------------------------------------------------------------
2019-06-26 17:11:29,666 EPOCH 113 done: loss 0.2798 - lr 0.0031
2019-06-26 17:12:24,424 TEST : loss 2.6092140674591064 - score 0.9648
2019-06-26 17:12:24,425 BAD EPOCHS (no improvement): 3
2019-06-26 17:12:24,425 ----------------------------------------------------------------------------------------------------
2019-06-26 17:12:24,591 epoch 114 - iter 0/280 - loss 0.43536878
2019-06-26 17:12:29,248 epoch 114 - iter 28/280 - loss 0.35874956
2019-06-26 17:12:33,702 epoch 114 - iter 56/280 - loss 0.34454147
2019-06-26 17:12:38,382 epoch 114 - iter 84/280 - loss 0.33321535
2019-06-26 17:12:42,958 epoch 114 - iter 112/280 - loss 0.29646198
2019-06-26 17:12:47,467 epoch 114 - iter 140/280 - loss 0.31063029
2019-06-26 17:12:52,042 epoch 114 - iter 168/280 - loss 0.30708738
2019-06-26 17:12:56,643 epoch 114 - iter 196/280 - loss 0.32220149
2019-06-26 17:13:01,483 epoch 114 - iter 224/280 - loss 0.30305095
2019-06-26 17:13:05,872 epoch 114 - iter 252/280 - loss 0.30055912
2019-06-26 17:13:10,217 ----------------------------------------------------------------------------------------------------
2019-06-26 17:13:10,217 EPOCH 114 done: loss 0.2961 - lr 0.0031
2019-06-26 17:14:02,457 TEST : loss 2.6131930351257324 - score 0.9648
2019-06-26 17:14:02,457 BAD EPOCHS (no improvement): 4
2019-06-26 17:14:02,458 ----------------------------------------------------------------------------------------------------
2019-06-26 17:14:02,649 epoch 115 - iter 0/280 - loss 0.19814682
2019-06-26 17:14:07,366 epoch 115 - iter 28/280 - loss 0.22768055
2019-06-26 17:14:12,185 epoch 115 - iter 56/280 - loss 0.24687164
2019-06-26 17:14:16,828 epoch 115 - iter 84/280 - loss 0.26483160
2019-06-26 17:14:21,353 epoch 115 - iter 112/280 - loss 0.27575725
2019-06-26 17:14:26,014 epoch 115 - iter 140/280 - loss 0.27261504
2019-06-26 17:14:30,602 epoch 115 - iter 168/280 - loss 0.26828331
2019-06-26 17:14:35,155 epoch 115 - iter 196/280 - loss 0.25830365
2019-06-26 17:14:39,709 epoch 115 - iter 224/280 - loss 0.26257158
2019-06-26 17:14:44,059 epoch 115 - iter 252/280 - loss 0.26418992
2019-06-26 17:14:48,419 ----------------------------------------------------------------------------------------------------
2019-06-26 17:14:48,419 EPOCH 115 done: loss 0.2709 - lr 0.0016
2019-06-26 17:15:41,813 TEST : loss 2.6121180057525635 - score 0.9647
2019-06-26 17:15:41,814 BAD EPOCHS (no improvement): 0
2019-06-26 17:15:41,824 ----------------------------------------------------------------------------------------------------
2019-06-26 17:15:41,982 epoch 116 - iter 0/280 - loss 0.31002140
2019-06-26 17:15:46,808 epoch 116 - iter 28/280 - loss 0.35476163
2019-06-26 17:15:51,386 epoch 116 - iter 56/280 - loss 0.33714491
2019-06-26 17:15:56,112 epoch 116 - iter 84/280 - loss 0.34006433
2019-06-26 17:16:00,644 epoch 116 - iter 112/280 - loss 0.32296868
2019-06-26 17:16:05,328 epoch 116 - iter 140/280 - loss 0.31818982
2019-06-26 17:16:09,916 epoch 116 - iter 168/280 - loss 0.29939129
2019-06-26 17:16:14,516 epoch 116 - iter 196/280 - loss 0.31617628
2019-06-26 17:16:19,211 epoch 116 - iter 224/280 - loss 0.30564195
2019-06-26 17:16:23,715 epoch 116 - iter 252/280 - loss 0.29112885
2019-06-26 17:16:28,030 ----------------------------------------------------------------------------------------------------
2019-06-26 17:16:28,030 EPOCH 116 done: loss 0.2937 - lr 0.0016
2019-06-26 17:17:21,313 TEST : loss 2.612400770187378 - score 0.9648
2019-06-26 17:17:21,313 BAD EPOCHS (no improvement): 1
2019-06-26 17:17:21,358 ----------------------------------------------------------------------------------------------------
2019-06-26 17:17:21,540 epoch 117 - iter 0/280 - loss 0.11524057
2019-06-26 17:17:26,619 epoch 117 - iter 28/280 - loss 0.30612075
2019-06-26 17:17:31,187 epoch 117 - iter 56/280 - loss 0.25593480
2019-06-26 17:17:35,764 epoch 117 - iter 84/280 - loss 0.28970803
2019-06-26 17:17:40,219 epoch 117 - iter 112/280 - loss 0.28080018
2019-06-26 17:17:44,611 epoch 117 - iter 140/280 - loss 0.28599787
2019-06-26 17:17:48,954 epoch 117 - iter 168/280 - loss 0.29361791
2019-06-26 17:17:53,479 epoch 117 - iter 196/280 - loss 0.29679980
2019-06-26 17:17:57,886 epoch 117 - iter 224/280 - loss 0.29785774
2019-06-26 17:18:02,431 epoch 117 - iter 252/280 - loss 0.29343314
2019-06-26 17:18:06,789 ----------------------------------------------------------------------------------------------------
2019-06-26 17:18:06,789 EPOCH 117 done: loss 0.2907 - lr 0.0016
2019-06-26 17:18:59,253 TEST : loss 2.6090798377990723 - score 0.965
2019-06-26 17:18:59,254 BAD EPOCHS (no improvement): 2
2019-06-26 17:18:59,261 ----------------------------------------------------------------------------------------------------
2019-06-26 17:18:59,410 epoch 118 - iter 0/280 - loss 0.08626103
2019-06-26 17:19:04,117 epoch 118 - iter 28/280 - loss 0.18588768
2019-06-26 17:19:08,603 epoch 118 - iter 56/280 - loss 0.21001223
2019-06-26 17:19:13,120 epoch 118 - iter 84/280 - loss 0.22105052
2019-06-26 17:19:17,494 epoch 118 - iter 112/280 - loss 0.24553992
2019-06-26 17:19:22,019 epoch 118 - iter 140/280 - loss 0.27284062
2019-06-26 17:19:26,417 epoch 118 - iter 168/280 - loss 0.28129155
2019-06-26 17:19:31,021 epoch 118 - iter 196/280 - loss 0.29458098
2019-06-26 17:19:35,540 epoch 118 - iter 224/280 - loss 0.29512594
2019-06-26 17:19:40,179 epoch 118 - iter 252/280 - loss 0.28337657
2019-06-26 17:19:44,552 ----------------------------------------------------------------------------------------------------
2019-06-26 17:19:44,552 EPOCH 118 done: loss 0.2870 - lr 0.0016
2019-06-26 17:20:36,844 TEST : loss 2.6083905696868896 - score 0.9649
2019-06-26 17:20:36,844 BAD EPOCHS (no improvement): 3
2019-06-26 17:20:36,845 ----------------------------------------------------------------------------------------------------
2019-06-26 17:20:37,041 epoch 119 - iter 0/280 - loss 0.29832822
2019-06-26 17:20:41,641 epoch 119 - iter 28/280 - loss 0.29714717
2019-06-26 17:20:46,329 epoch 119 - iter 56/280 - loss 0.27115096
2019-06-26 17:20:50,913 epoch 119 - iter 84/280 - loss 0.27533574
2019-06-26 17:20:55,735 epoch 119 - iter 112/280 - loss 0.26094449
2019-06-26 17:21:00,340 epoch 119 - iter 140/280 - loss 0.25377210
2019-06-26 17:21:04,992 epoch 119 - iter 168/280 - loss 0.26019434
2019-06-26 17:21:09,501 epoch 119 - iter 196/280 - loss 0.26364759
2019-06-26 17:21:14,030 epoch 119 - iter 224/280 - loss 0.26138902
2019-06-26 17:21:18,561 epoch 119 - iter 252/280 - loss 0.25764190
2019-06-26 17:21:22,811 ----------------------------------------------------------------------------------------------------
2019-06-26 17:21:22,811 EPOCH 119 done: loss 0.2567 - lr 0.0016
2019-06-26 17:22:15,946 TEST : loss 2.611344814300537 - score 0.9647
2019-06-26 17:22:15,946 BAD EPOCHS (no improvement): 0
2019-06-26 17:22:15,947 ----------------------------------------------------------------------------------------------------
2019-06-26 17:22:16,131 epoch 120 - iter 0/280 - loss 0.19783926
2019-06-26 17:22:20,802 epoch 120 - iter 28/280 - loss 0.23874378
2019-06-26 17:22:25,394 epoch 120 - iter 56/280 - loss 0.24777064
2019-06-26 17:22:29,717 epoch 120 - iter 84/280 - loss 0.23671028
2019-06-26 17:22:34,162 epoch 120 - iter 112/280 - loss 0.23147847
2019-06-26 17:22:38,749 epoch 120 - iter 140/280 - loss 0.23061677
2019-06-26 17:22:43,324 epoch 120 - iter 168/280 - loss 0.23965768
2019-06-26 17:22:47,926 epoch 120 - iter 196/280 - loss 0.23808999
2019-06-26 17:22:52,396 epoch 120 - iter 224/280 - loss 0.24985170
2019-06-26 17:22:56,875 epoch 120 - iter 252/280 - loss 0.25346715
2019-06-26 17:23:01,217 ----------------------------------------------------------------------------------------------------
2019-06-26 17:23:01,218 EPOCH 120 done: loss 0.2538 - lr 0.0016
2019-06-26 17:23:54,472 TEST : loss 2.61122989654541 - score 0.9648
2019-06-26 17:23:54,472 BAD EPOCHS (no improvement): 0
2019-06-26 17:23:54,473 ----------------------------------------------------------------------------------------------------
2019-06-26 17:23:54,640 epoch 121 - iter 0/280 - loss 0.15901804
2019-06-26 17:23:59,407 epoch 121 - iter 28/280 - loss 0.26784169
2019-06-26 17:24:04,015 epoch 121 - iter 56/280 - loss 0.28442714
2019-06-26 17:24:08,559 epoch 121 - iter 84/280 - loss 0.25733263
2019-06-26 17:24:13,072 epoch 121 - iter 112/280 - loss 0.25377490
2019-06-26 17:24:17,754 epoch 121 - iter 140/280 - loss 0.26727926
2019-06-26 17:24:22,217 epoch 121 - iter 168/280 - loss 0.26604959
2019-06-26 17:24:26,812 epoch 121 - iter 196/280 - loss 0.28511251
2019-06-26 17:24:31,535 epoch 121 - iter 224/280 - loss 0.27373207
2019-06-26 17:24:36,221 epoch 121 - iter 252/280 - loss 0.28131855
2019-06-26 17:24:40,491 ----------------------------------------------------------------------------------------------------
2019-06-26 17:24:40,491 EPOCH 121 done: loss 0.2806 - lr 0.0016
2019-06-26 17:25:35,433 TEST : loss 2.61208176612854 - score 0.9648
2019-06-26 17:25:35,433 BAD EPOCHS (no improvement): 1
2019-06-26 17:25:35,440 ----------------------------------------------------------------------------------------------------
2019-06-26 17:25:35,603 epoch 122 - iter 0/280 - loss 0.16682863
2019-06-26 17:25:40,300 epoch 122 - iter 28/280 - loss 0.24305208
2019-06-26 17:25:44,698 epoch 122 - iter 56/280 - loss 0.28951458
2019-06-26 17:25:49,238 epoch 122 - iter 84/280 - loss 0.29213576
2019-06-26 17:25:53,839 epoch 122 - iter 112/280 - loss 0.27777715
2019-06-26 17:25:58,492 epoch 122 - iter 140/280 - loss 0.27579190
2019-06-26 17:26:03,157 epoch 122 - iter 168/280 - loss 0.28573224
2019-06-26 17:26:07,693 epoch 122 - iter 196/280 - loss 0.28058220
2019-06-26 17:26:12,211 epoch 122 - iter 224/280 - loss 0.29023127
2019-06-26 17:26:16,549 epoch 122 - iter 252/280 - loss 0.28354675
2019-06-26 17:26:20,895 ----------------------------------------------------------------------------------------------------
2019-06-26 17:26:20,895 EPOCH 122 done: loss 0.2819 - lr 0.0016
2019-06-26 17:27:15,562 TEST : loss 2.6110482215881348 - score 0.9649
2019-06-26 17:27:15,563 BAD EPOCHS (no improvement): 2
2019-06-26 17:27:15,575 ----------------------------------------------------------------------------------------------------
2019-06-26 17:27:15,786 epoch 123 - iter 0/280 - loss 0.38423252
2019-06-26 17:27:20,698 epoch 123 - iter 28/280 - loss 0.27302561
2019-06-26 17:27:25,148 epoch 123 - iter 56/280 - loss 0.27058695
2019-06-26 17:27:29,585 epoch 123 - iter 84/280 - loss 0.28707772
2019-06-26 17:27:34,193 epoch 123 - iter 112/280 - loss 0.28054756
2019-06-26 17:27:38,617 epoch 123 - iter 140/280 - loss 0.28342696
2019-06-26 17:27:43,184 epoch 123 - iter 168/280 - loss 0.27858084
2019-06-26 17:27:47,718 epoch 123 - iter 196/280 - loss 0.28075002
2019-06-26 17:27:52,258 epoch 123 - iter 224/280 - loss 0.28085545
2019-06-26 17:27:56,760 epoch 123 - iter 252/280 - loss 0.27691391
2019-06-26 17:28:01,167 ----------------------------------------------------------------------------------------------------
2019-06-26 17:28:01,167 EPOCH 123 done: loss 0.2732 - lr 0.0016
2019-06-26 17:28:57,401 TEST : loss 2.612175226211548 - score 0.9648
2019-06-26 17:28:57,401 BAD EPOCHS (no improvement): 3
2019-06-26 17:28:57,402 ----------------------------------------------------------------------------------------------------
2019-06-26 17:28:57,558 epoch 124 - iter 0/280 - loss 0.20623827
2019-06-26 17:29:02,369 epoch 124 - iter 28/280 - loss 0.21537521
2019-06-26 17:29:06,995 epoch 124 - iter 56/280 - loss 0.25169279
2019-06-26 17:29:11,594 epoch 124 - iter 84/280 - loss 0.24781498
2019-06-26 17:29:16,063 epoch 124 - iter 112/280 - loss 0.25282495
2019-06-26 17:29:20,560 epoch 124 - iter 140/280 - loss 0.27190440
2019-06-26 17:29:25,233 epoch 124 - iter 168/280 - loss 0.27397743
2019-06-26 17:29:29,750 epoch 124 - iter 196/280 - loss 0.27802795
2019-06-26 17:29:34,164 epoch 124 - iter 224/280 - loss 0.27141631
2019-06-26 17:29:38,739 epoch 124 - iter 252/280 - loss 0.26734578
2019-06-26 17:29:43,023 ----------------------------------------------------------------------------------------------------
2019-06-26 17:29:43,023 EPOCH 124 done: loss 0.2732 - lr 0.0016
2019-06-26 17:30:35,643 TEST : loss 2.6137993335723877 - score 0.9649
2019-06-26 17:30:35,643 BAD EPOCHS (no improvement): 4
2019-06-26 17:30:35,655 ----------------------------------------------------------------------------------------------------
2019-06-26 17:30:35,850 epoch 125 - iter 0/280 - loss 0.07835102
2019-06-26 17:30:40,705 epoch 125 - iter 28/280 - loss 0.29381252
2019-06-26 17:30:45,259 epoch 125 - iter 56/280 - loss 0.30619563
2019-06-26 17:30:49,904 epoch 125 - iter 84/280 - loss 0.28718535
2019-06-26 17:30:54,513 epoch 125 - iter 112/280 - loss 0.28822523
2019-06-26 17:30:59,100 epoch 125 - iter 140/280 - loss 0.27367160
2019-06-26 17:31:03,481 epoch 125 - iter 168/280 - loss 0.27257485
2019-06-26 17:31:07,984 epoch 125 - iter 196/280 - loss 0.26991904
2019-06-26 17:31:12,639 epoch 125 - iter 224/280 - loss 0.29636705
2019-06-26 17:31:17,089 epoch 125 - iter 252/280 - loss 0.29683484
2019-06-26 17:31:21,346 ----------------------------------------------------------------------------------------------------
2019-06-26 17:31:21,346 EPOCH 125 done: loss 0.3000 - lr 0.0008
2019-06-26 17:32:14,201 TEST : loss 2.613884210586548 - score 0.9649
2019-06-26 17:32:14,202 BAD EPOCHS (no improvement): 1
2019-06-26 17:32:14,221 ----------------------------------------------------------------------------------------------------
2019-06-26 17:32:14,391 epoch 126 - iter 0/280 - loss 0.10977745
2019-06-26 17:32:19,186 epoch 126 - iter 28/280 - loss 0.32776829
2019-06-26 17:32:23,552 epoch 126 - iter 56/280 - loss 0.33526689
2019-06-26 17:32:28,124 epoch 126 - iter 84/280 - loss 0.34387175
2019-06-26 17:32:32,826 epoch 126 - iter 112/280 - loss 0.32913915
2019-06-26 17:32:37,324 epoch 126 - iter 140/280 - loss 0.31075527
2019-06-26 17:32:41,865 epoch 126 - iter 168/280 - loss 0.31009025
2019-06-26 17:32:46,315 epoch 126 - iter 196/280 - loss 0.30502428
2019-06-26 17:32:50,864 epoch 126 - iter 224/280 - loss 0.29073166
2019-06-26 17:32:55,470 epoch 126 - iter 252/280 - loss 0.28617579
2019-06-26 17:32:59,817 ----------------------------------------------------------------------------------------------------
2019-06-26 17:32:59,817 EPOCH 126 done: loss 0.2866 - lr 0.0008
2019-06-26 17:33:52,573 TEST : loss 2.6147239208221436 - score 0.9648
2019-06-26 17:33:52,573 BAD EPOCHS (no improvement): 2
2019-06-26 17:33:52,574 ----------------------------------------------------------------------------------------------------
2019-06-26 17:33:52,731 epoch 127 - iter 0/280 - loss 0.17289770
2019-06-26 17:33:57,404 epoch 127 - iter 28/280 - loss 0.26078758
2019-06-26 17:34:01,981 epoch 127 - iter 56/280 - loss 0.27639273
2019-06-26 17:34:06,548 epoch 127 - iter 84/280 - loss 0.32689258
2019-06-26 17:34:10,957 epoch 127 - iter 112/280 - loss 0.31341896
2019-06-26 17:34:15,526 epoch 127 - iter 140/280 - loss 0.31448802
2019-06-26 17:34:20,116 epoch 127 - iter 168/280 - loss 0.31592776
2019-06-26 17:34:24,783 epoch 127 - iter 196/280 - loss 0.32934093
2019-06-26 17:34:29,296 epoch 127 - iter 224/280 - loss 0.32510138
2019-06-26 17:34:33,626 epoch 127 - iter 252/280 - loss 0.32876928
2019-06-26 17:34:37,874 ----------------------------------------------------------------------------------------------------
2019-06-26 17:34:37,874 EPOCH 127 done: loss 0.3245 - lr 0.0008
2019-06-26 17:35:30,081 TEST : loss 2.6141140460968018 - score 0.9648
2019-06-26 17:35:30,081 BAD EPOCHS (no improvement): 3
2019-06-26 17:35:30,082 ----------------------------------------------------------------------------------------------------
2019-06-26 17:35:30,292 epoch 128 - iter 0/280 - loss 0.27671909
2019-06-26 17:35:34,866 epoch 128 - iter 28/280 - loss 0.32020298
2019-06-26 17:35:39,421 epoch 128 - iter 56/280 - loss 0.27308523
2019-06-26 17:35:43,971 epoch 128 - iter 84/280 - loss 0.27860461
2019-06-26 17:35:48,494 epoch 128 - iter 112/280 - loss 0.29491810
2019-06-26 17:35:53,129 epoch 128 - iter 140/280 - loss 0.30334915
2019-06-26 17:35:57,548 epoch 128 - iter 168/280 - loss 0.30545376
2019-06-26 17:36:01,935 epoch 128 - iter 196/280 - loss 0.29912444
2019-06-26 17:36:06,352 epoch 128 - iter 224/280 - loss 0.29974346
2019-06-26 17:36:10,882 epoch 128 - iter 252/280 - loss 0.29281248
2019-06-26 17:36:15,081 ----------------------------------------------------------------------------------------------------
2019-06-26 17:36:15,082 EPOCH 128 done: loss 0.2856 - lr 0.0008
2019-06-26 17:37:11,292 TEST : loss 2.6134583950042725 - score 0.9649
2019-06-26 17:37:11,292 BAD EPOCHS (no improvement): 4
2019-06-26 17:37:11,293 ----------------------------------------------------------------------------------------------------
2019-06-26 17:37:11,476 epoch 129 - iter 0/280 - loss 0.16857195
2019-06-26 17:37:16,199 epoch 129 - iter 28/280 - loss 0.24786664
2019-06-26 17:37:20,643 epoch 129 - iter 56/280 - loss 0.26944097
2019-06-26 17:37:25,232 epoch 129 - iter 84/280 - loss 0.25718196
2019-06-26 17:37:29,787 epoch 129 - iter 112/280 - loss 0.25117746
2019-06-26 17:37:34,223 epoch 129 - iter 140/280 - loss 0.25508529
2019-06-26 17:37:38,628 epoch 129 - iter 168/280 - loss 0.26019951
2019-06-26 17:37:43,266 epoch 129 - iter 196/280 - loss 0.26270319
2019-06-26 17:37:47,747 epoch 129 - iter 224/280 - loss 0.26431855
2019-06-26 17:37:52,322 epoch 129 - iter 252/280 - loss 0.25816857
2019-06-26 17:37:56,462 ----------------------------------------------------------------------------------------------------
2019-06-26 17:37:56,462 EPOCH 129 done: loss 0.2606 - lr 0.0004
2019-06-26 17:38:49,133 TEST : loss 2.614034652709961 - score 0.9648
2019-06-26 17:38:49,133 BAD EPOCHS (no improvement): 1
2019-06-26 17:38:49,134 ----------------------------------------------------------------------------------------------------
2019-06-26 17:38:49,297 epoch 130 - iter 0/280 - loss 0.23408556
2019-06-26 17:38:54,174 epoch 130 - iter 28/280 - loss 0.27731606
2019-06-26 17:38:58,785 epoch 130 - iter 56/280 - loss 0.25647944
2019-06-26 17:39:03,336 epoch 130 - iter 84/280 - loss 0.24850586
2019-06-26 17:39:07,855 epoch 130 - iter 112/280 - loss 0.25385431
2019-06-26 17:39:12,461 epoch 130 - iter 140/280 - loss 0.25913635
2019-06-26 17:39:17,078 epoch 130 - iter 168/280 - loss 0.26077175
2019-06-26 17:39:21,714 epoch 130 - iter 196/280 - loss 0.26973832
2019-06-26 17:39:26,329 epoch 130 - iter 224/280 - loss 0.27985007
2019-06-26 17:39:30,862 epoch 130 - iter 252/280 - loss 0.27230716
2019-06-26 17:39:35,312 ----------------------------------------------------------------------------------------------------
2019-06-26 17:39:35,312 EPOCH 130 done: loss 0.2681 - lr 0.0004
2019-06-26 17:40:27,522 TEST : loss 2.614490032196045 - score 0.9648
2019-06-26 17:40:27,523 BAD EPOCHS (no improvement): 2
2019-06-26 17:40:27,547 ----------------------------------------------------------------------------------------------------
2019-06-26 17:40:27,722 epoch 131 - iter 0/280 - loss 0.19918597
2019-06-26 17:40:32,741 epoch 131 - iter 28/280 - loss 0.30076429
2019-06-26 17:40:37,209 epoch 131 - iter 56/280 - loss 0.27154803
2019-06-26 17:40:41,448 epoch 131 - iter 84/280 - loss 0.26927492
2019-06-26 17:40:45,893 epoch 131 - iter 112/280 - loss 0.28739963
2019-06-26 17:40:50,341 epoch 131 - iter 140/280 - loss 0.29832651
2019-06-26 17:40:54,858 epoch 131 - iter 168/280 - loss 0.29820900
2019-06-26 17:40:59,403 epoch 131 - iter 196/280 - loss 0.29849635
2019-06-26 17:41:03,931 epoch 131 - iter 224/280 - loss 0.28756790
2019-06-26 17:41:08,439 epoch 131 - iter 252/280 - loss 0.28577603
2019-06-26 17:41:12,829 ----------------------------------------------------------------------------------------------------
2019-06-26 17:41:12,829 EPOCH 131 done: loss 0.2905 - lr 0.0004
2019-06-26 17:42:04,924 TEST : loss 2.6148643493652344 - score 0.9648
2019-06-26 17:42:04,924 BAD EPOCHS (no improvement): 3
2019-06-26 17:42:04,925 ----------------------------------------------------------------------------------------------------
2019-06-26 17:42:05,094 epoch 132 - iter 0/280 - loss 0.19408685
2019-06-26 17:42:09,761 epoch 132 - iter 28/280 - loss 0.29180715
2019-06-26 17:42:14,356 epoch 132 - iter 56/280 - loss 0.30054377
2019-06-26 17:42:19,197 epoch 132 - iter 84/280 - loss 0.26789874
2019-06-26 17:42:23,869 epoch 132 - iter 112/280 - loss 0.27606291
2019-06-26 17:42:28,294 epoch 132 - iter 140/280 - loss 0.27219594
2019-06-26 17:42:32,742 epoch 132 - iter 168/280 - loss 0.26564947
2019-06-26 17:42:37,133 epoch 132 - iter 196/280 - loss 0.27103655
2019-06-26 17:42:41,594 epoch 132 - iter 224/280 - loss 0.26900503
2019-06-26 17:42:46,052 epoch 132 - iter 252/280 - loss 0.27170048
2019-06-26 17:42:50,314 ----------------------------------------------------------------------------------------------------
2019-06-26 17:42:50,314 EPOCH 132 done: loss 0.2688 - lr 0.0004
2019-06-26 17:43:42,419 TEST : loss 2.6145496368408203 - score 0.9648
2019-06-26 17:43:42,419 BAD EPOCHS (no improvement): 4
2019-06-26 17:43:42,420 ----------------------------------------------------------------------------------------------------
2019-06-26 17:43:42,589 epoch 133 - iter 0/280 - loss 0.10220933
2019-06-26 17:43:47,230 epoch 133 - iter 28/280 - loss 0.23736398
2019-06-26 17:43:51,787 epoch 133 - iter 56/280 - loss 0.25929565
2019-06-26 17:43:56,254 epoch 133 - iter 84/280 - loss 0.24716523
2019-06-26 17:44:00,821 epoch 133 - iter 112/280 - loss 0.27378559
2019-06-26 17:44:05,474 epoch 133 - iter 140/280 - loss 0.27775856
2019-06-26 17:44:10,169 epoch 133 - iter 168/280 - loss 0.27983223
2019-06-26 17:44:14,674 epoch 133 - iter 196/280 - loss 0.28275076
2019-06-26 17:44:19,163 epoch 133 - iter 224/280 - loss 0.28035930
2019-06-26 17:44:23,541 epoch 133 - iter 252/280 - loss 0.27758961
2019-06-26 17:44:27,913 ----------------------------------------------------------------------------------------------------
2019-06-26 17:44:27,913 EPOCH 133 done: loss 0.2765 - lr 0.0002
2019-06-26 17:45:20,042 TEST : loss 2.6145007610321045 - score 0.9648
2019-06-26 17:45:20,042 BAD EPOCHS (no improvement): 1
2019-06-26 17:45:20,043 ----------------------------------------------------------------------------------------------------
2019-06-26 17:45:20,199 epoch 134 - iter 0/280 - loss 0.08175194
2019-06-26 17:45:25,046 epoch 134 - iter 28/280 - loss 0.24648703
2019-06-26 17:45:29,784 epoch 134 - iter 56/280 - loss 0.31253014
2019-06-26 17:45:34,465 epoch 134 - iter 84/280 - loss 0.29667127
2019-06-26 17:45:38,978 epoch 134 - iter 112/280 - loss 0.30003155
2019-06-26 17:45:43,309 epoch 134 - iter 140/280 - loss 0.29396180
2019-06-26 17:45:47,718 epoch 134 - iter 168/280 - loss 0.28612614
2019-06-26 17:45:52,169 epoch 134 - iter 196/280 - loss 0.28818503
2019-06-26 17:45:56,550 epoch 134 - iter 224/280 - loss 0.27797161
2019-06-26 17:46:01,180 epoch 134 - iter 252/280 - loss 0.28419319
2019-06-26 17:46:05,537 ----------------------------------------------------------------------------------------------------
2019-06-26 17:46:05,537 EPOCH 134 done: loss 0.2880 - lr 0.0002
2019-06-26 17:46:57,608 TEST : loss 2.614103078842163 - score 0.9648
2019-06-26 17:46:57,608 BAD EPOCHS (no improvement): 2
2019-06-26 17:46:57,608 ----------------------------------------------------------------------------------------------------
2019-06-26 17:46:57,778 epoch 135 - iter 0/280 - loss 0.70526814
2019-06-26 17:47:02,541 epoch 135 - iter 28/280 - loss 0.24927483
2019-06-26 17:47:07,098 epoch 135 - iter 56/280 - loss 0.27281103
2019-06-26 17:47:11,892 epoch 135 - iter 84/280 - loss 0.24921536
2019-06-26 17:47:16,475 epoch 135 - iter 112/280 - loss 0.25548900
2019-06-26 17:47:20,971 epoch 135 - iter 140/280 - loss 0.26454951
2019-06-26 17:47:25,543 epoch 135 - iter 168/280 - loss 0.26990865
2019-06-26 17:47:29,931 epoch 135 - iter 196/280 - loss 0.26318741
2019-06-26 17:47:34,496 epoch 135 - iter 224/280 - loss 0.26343024
2019-06-26 17:47:39,094 epoch 135 - iter 252/280 - loss 0.27277873
2019-06-26 17:47:43,399 ----------------------------------------------------------------------------------------------------
2019-06-26 17:47:43,400 EPOCH 135 done: loss 0.2822 - lr 0.0002
2019-06-26 17:48:35,596 TEST : loss 2.6140124797821045 - score 0.9648
2019-06-26 17:48:35,597 BAD EPOCHS (no improvement): 3
2019-06-26 17:48:35,597 ----------------------------------------------------------------------------------------------------
2019-06-26 17:48:35,750 epoch 136 - iter 0/280 - loss 1.03442049
2019-06-26 17:48:40,524 epoch 136 - iter 28/280 - loss 0.27794840
2019-06-26 17:48:45,121 epoch 136 - iter 56/280 - loss 0.26780977
2019-06-26 17:48:49,849 epoch 136 - iter 84/280 - loss 0.26579873
2019-06-26 17:48:54,433 epoch 136 - iter 112/280 - loss 0.26233720
2019-06-26 17:48:59,022 epoch 136 - iter 140/280 - loss 0.27792147
2019-06-26 17:49:03,668 epoch 136 - iter 168/280 - loss 0.27286482
2019-06-26 17:49:08,132 epoch 136 - iter 196/280 - loss 0.28123442
2019-06-26 17:49:12,737 epoch 136 - iter 224/280 - loss 0.28071490
2019-06-26 17:49:17,247 epoch 136 - iter 252/280 - loss 0.28758472
2019-06-26 17:49:21,641 ----------------------------------------------------------------------------------------------------
2019-06-26 17:49:21,642 EPOCH 136 done: loss 0.2775 - lr 0.0002
2019-06-26 17:50:13,850 TEST : loss 2.6138968467712402 - score 0.9648
2019-06-26 17:50:13,850 BAD EPOCHS (no improvement): 4
2019-06-26 17:50:13,851 ----------------------------------------------------------------------------------------------------
2019-06-26 17:50:13,851 ----------------------------------------------------------------------------------------------------
2019-06-26 17:50:13,851 learning rate too small - quitting training!
2019-06-26 17:50:13,851 ----------------------------------------------------------------------------------------------------
2019-06-26 17:50:14,612 ----------------------------------------------------------------------------------------------------
2019-06-26 17:50:14,613 Testing using best model ...
2019-06-26 17:51:06,731 0.9647 0.9649 0.9648
2019-06-26 17:51:06,731
MICRO_AVG: acc 0.932 - f1-score 0.9648
MACRO_AVG: acc 0.732 - f1-score 0.79715
ADJP tp: 358 - fp: 72 - fn: 80 - tn: 358 - precision: 0.8326 - recall: 0.8174 - accuracy: 0.7020 - f1-score: 0.8249
ADVP tp: 746 - fp: 105 - fn: 120 - tn: 746 - precision: 0.8766 - recall: 0.8614 - accuracy: 0.7683 - f1-score: 0.8689
CONJP tp: 7 - fp: 7 - fn: 2 - tn: 7 - precision: 0.5000 - recall: 0.7778 - accuracy: 0.4375 - f1-score: 0.6087
INTJ tp: 2 - fp: 0 - fn: 0 - tn: 2 - precision: 1.0000 - recall: 1.0000 - accuracy: 1.0000 - f1-score: 1.0000
LST tp: 0 - fp: 1 - fn: 5 - tn: 0 - precision: 0.0000 - recall: 0.0000 - accuracy: 0.0000 - f1-score: 0.0000
NP tp: 12046 - fp: 353 - fn: 376 - tn: 12046 - precision: 0.9715 - recall: 0.9697 - accuracy: 0.9429 - f1-score: 0.9706
PP tp: 4758 - fp: 83 - fn: 53 - tn: 4758 - precision: 0.9829 - recall: 0.9890 - accuracy: 0.9722 - f1-score: 0.9859
PRT tp: 91 - fp: 29 - fn: 15 - tn: 91 - precision: 0.7583 - recall: 0.8585 - accuracy: 0.6741 - f1-score: 0.8053
SBAR tp: 502 - fp: 30 - fn: 33 - tn: 502 - precision: 0.9436 - recall: 0.9383 - accuracy: 0.8885 - f1-score: 0.9409
VP tp: 4505 - fp: 161 - fn: 153 - tn: 4505 - precision: 0.9655 - recall: 0.9672 - accuracy: 0.9348 - f1-score: 0.9663
2019-06-26 17:51:06,732 ----------------------------------------------------------------------------------------------------