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2021-02-10 21:25:45,347 ----------------------------------------------------------------------------------------------------
2021-02-10 21:25:45,347 Model: "SequenceTagger(
(embeddings): StackedEmbeddings(
(list_embedding_0): WordEmbeddings('glove')
(list_embedding_1): FlairEmbeddings(
(lm): LanguageModel(
(drop): Dropout(p=0.25, inplace=False)
(encoder): Embedding(275, 100)
(rnn): LSTM(100, 1024)
(decoder): Linear(in_features=1024, out_features=275, bias=True)
)
)
(list_embedding_2): FlairEmbeddings(
(lm): LanguageModel(
(drop): Dropout(p=0.25, inplace=False)
(encoder): Embedding(275, 100)
(rnn): LSTM(100, 1024)
(decoder): Linear(in_features=1024, out_features=275, bias=True)
)
)
)
(word_dropout): WordDropout(p=0.05)
(locked_dropout): LockedDropout(p=0.5)
(embedding2nn): Linear(in_features=2148, out_features=2148, bias=True)
(rnn): LSTM(2148, 256, batch_first=True, bidirectional=True)
(linear): Linear(in_features=512, out_features=20, bias=True)
(beta): 1.0
(weights): None
(weight_tensor) None
)"
2021-02-10 21:25:45,347 ----------------------------------------------------------------------------------------------------
2021-02-10 21:25:45,347 Corpus: "MultiCorpus: 16744 train + 3449 dev + 3658 test sentences
- CONLL_03 Corpus: 14903 train + 3449 dev + 3658 test sentences
- WIKIGOLD_NER Corpus: 1841 train + 0 dev + 0 test sentences"
2021-02-10 21:25:45,348 ----------------------------------------------------------------------------------------------------
2021-02-10 21:25:45,348 Parameters:
2021-02-10 21:25:45,348 - learning_rate: "0.1"
2021-02-10 21:25:45,348 - mini_batch_size: "32"
2021-02-10 21:25:45,348 - patience: "3"
2021-02-10 21:25:45,348 - anneal_factor: "0.5"
2021-02-10 21:25:45,348 - max_epochs: "150"
2021-02-10 21:25:45,348 - shuffle: "True"
2021-02-10 21:25:45,348 - train_with_dev: "True"
2021-02-10 21:25:45,348 - batch_growth_annealing: "False"
2021-02-10 21:25:45,348 ----------------------------------------------------------------------------------------------------
2021-02-10 21:25:45,348 Model training base path: "resources/taggers/ner-conll+wikigold-corrected-flair-fast"
2021-02-10 21:25:45,348 ----------------------------------------------------------------------------------------------------
2021-02-10 21:25:45,348 Device: cuda:1
2021-02-10 21:25:45,348 ----------------------------------------------------------------------------------------------------
2021-02-10 21:25:45,348 Embeddings storage mode: cpu
2021-02-10 21:25:45,364 ----------------------------------------------------------------------------------------------------
2021-02-10 21:25:55,771 epoch 1 - iter 63/632 - loss 10.24794096 - samples/sec: 193.83 - lr: 0.100000
2021-02-10 21:26:06,989 epoch 1 - iter 126/632 - loss 7.31784390 - samples/sec: 179.82 - lr: 0.100000
2021-02-10 21:26:15,450 epoch 1 - iter 189/632 - loss 5.75763997 - samples/sec: 238.44 - lr: 0.100000
2021-02-10 21:26:25,781 epoch 1 - iter 252/632 - loss 4.96334956 - samples/sec: 195.27 - lr: 0.100000
2021-02-10 21:26:36,558 epoch 1 - iter 315/632 - loss 4.51307784 - samples/sec: 187.19 - lr: 0.100000
2021-02-10 21:26:47,322 epoch 1 - iter 378/632 - loss 4.17211654 - samples/sec: 187.40 - lr: 0.100000
2021-02-10 21:26:59,024 epoch 1 - iter 441/632 - loss 3.91553807 - samples/sec: 172.38 - lr: 0.100000
2021-02-10 21:27:12,845 epoch 1 - iter 504/632 - loss 3.92317078 - samples/sec: 145.93 - lr: 0.100000
2021-02-10 21:27:26,468 epoch 1 - iter 567/632 - loss 3.77562034 - samples/sec: 148.07 - lr: 0.100000
2021-02-10 21:27:37,667 epoch 1 - iter 630/632 - loss 3.58339082 - samples/sec: 180.12 - lr: 0.100000
2021-02-10 21:27:37,905 ----------------------------------------------------------------------------------------------------
2021-02-10 21:27:37,905 EPOCH 1 done: loss 3.5762 - lr 0.1000000
2021-02-10 21:27:37,905 BAD EPOCHS (no improvement): 0
2021-02-10 21:27:37,910 ----------------------------------------------------------------------------------------------------
2021-02-10 21:27:46,184 epoch 2 - iter 63/632 - loss 1.86698166 - samples/sec: 243.90 - lr: 0.100000
2021-02-10 21:27:54,322 epoch 2 - iter 126/632 - loss 1.82539723 - samples/sec: 247.96 - lr: 0.100000
2021-02-10 21:28:02,686 epoch 2 - iter 189/632 - loss 1.80864091 - samples/sec: 241.27 - lr: 0.100000
2021-02-10 21:28:11,208 epoch 2 - iter 252/632 - loss 1.76608665 - samples/sec: 236.79 - lr: 0.100000
2021-02-10 21:28:19,377 epoch 2 - iter 315/632 - loss 1.71538912 - samples/sec: 247.03 - lr: 0.100000
2021-02-10 21:28:27,832 epoch 2 - iter 378/632 - loss 1.69770657 - samples/sec: 238.68 - lr: 0.100000
2021-02-10 21:28:36,017 epoch 2 - iter 441/632 - loss 1.66513365 - samples/sec: 246.56 - lr: 0.100000
2021-02-10 21:28:44,348 epoch 2 - iter 504/632 - loss 1.64805252 - samples/sec: 242.21 - lr: 0.100000
2021-02-10 21:28:52,905 epoch 2 - iter 567/632 - loss 1.62506797 - samples/sec: 235.83 - lr: 0.100000
2021-02-10 21:29:01,640 epoch 2 - iter 630/632 - loss 1.62067288 - samples/sec: 231.01 - lr: 0.100000
2021-02-10 21:29:01,804 ----------------------------------------------------------------------------------------------------
2021-02-10 21:29:01,805 EPOCH 2 done: loss 1.6267 - lr 0.1000000
2021-02-10 21:29:01,805 BAD EPOCHS (no improvement): 0
2021-02-10 21:29:01,808 ----------------------------------------------------------------------------------------------------
2021-02-10 21:29:10,416 epoch 3 - iter 63/632 - loss 1.41519627 - samples/sec: 234.43 - lr: 0.100000
2021-02-10 21:29:18,824 epoch 3 - iter 126/632 - loss 1.40308420 - samples/sec: 240.00 - lr: 0.100000
2021-02-10 21:29:27,003 epoch 3 - iter 189/632 - loss 1.36983391 - samples/sec: 246.72 - lr: 0.100000
2021-02-10 21:29:35,576 epoch 3 - iter 252/632 - loss 1.34435440 - samples/sec: 235.41 - lr: 0.100000
2021-02-10 21:29:44,010 epoch 3 - iter 315/632 - loss 1.33294000 - samples/sec: 239.26 - lr: 0.100000
2021-02-10 21:29:52,560 epoch 3 - iter 378/632 - loss 1.32206344 - samples/sec: 236.01 - lr: 0.100000
2021-02-10 21:30:01,004 epoch 3 - iter 441/632 - loss 1.30934408 - samples/sec: 239.00 - lr: 0.100000
2021-02-10 21:30:09,253 epoch 3 - iter 504/632 - loss 1.30422516 - samples/sec: 244.64 - lr: 0.100000
2021-02-10 21:30:17,588 epoch 3 - iter 567/632 - loss 1.29624655 - samples/sec: 242.10 - lr: 0.100000
2021-02-10 21:30:26,060 epoch 3 - iter 630/632 - loss 1.29001748 - samples/sec: 238.20 - lr: 0.100000
2021-02-10 21:30:26,200 ----------------------------------------------------------------------------------------------------
2021-02-10 21:30:26,201 EPOCH 3 done: loss 1.2932 - lr 0.1000000
2021-02-10 21:30:26,201 BAD EPOCHS (no improvement): 0
2021-02-10 21:30:26,203 ----------------------------------------------------------------------------------------------------
2021-02-10 21:30:34,397 epoch 4 - iter 63/632 - loss 1.06575808 - samples/sec: 246.29 - lr: 0.100000
2021-02-10 21:30:43,189 epoch 4 - iter 126/632 - loss 1.08464564 - samples/sec: 229.52 - lr: 0.100000
2021-02-10 21:30:52,046 epoch 4 - iter 189/632 - loss 1.12969851 - samples/sec: 227.80 - lr: 0.100000
2021-02-10 21:31:00,434 epoch 4 - iter 252/632 - loss 1.14105558 - samples/sec: 240.61 - lr: 0.100000
2021-02-10 21:31:08,855 epoch 4 - iter 315/632 - loss 1.15229848 - samples/sec: 239.61 - lr: 0.100000
2021-02-10 21:31:17,144 epoch 4 - iter 378/632 - loss 1.14021909 - samples/sec: 243.45 - lr: 0.100000
2021-02-10 21:31:25,566 epoch 4 - iter 441/632 - loss 1.14131445 - samples/sec: 239.60 - lr: 0.100000
2021-02-10 21:31:34,099 epoch 4 - iter 504/632 - loss 1.13055773 - samples/sec: 236.51 - lr: 0.100000
2021-02-10 21:31:42,633 epoch 4 - iter 567/632 - loss 1.12516075 - samples/sec: 236.45 - lr: 0.100000
2021-02-10 21:31:51,052 epoch 4 - iter 630/632 - loss 1.11980315 - samples/sec: 239.71 - lr: 0.100000
2021-02-10 21:31:51,199 ----------------------------------------------------------------------------------------------------
2021-02-10 21:31:51,199 EPOCH 4 done: loss 1.1178 - lr 0.1000000
2021-02-10 21:31:51,199 BAD EPOCHS (no improvement): 0
2021-02-10 21:31:51,202 ----------------------------------------------------------------------------------------------------
2021-02-10 21:31:59,553 epoch 5 - iter 63/632 - loss 1.02022167 - samples/sec: 241.68 - lr: 0.100000
2021-02-10 21:32:08,143 epoch 5 - iter 126/632 - loss 1.05776925 - samples/sec: 234.90 - lr: 0.100000
2021-02-10 21:32:16,678 epoch 5 - iter 189/632 - loss 1.03805931 - samples/sec: 236.44 - lr: 0.100000
2021-02-10 21:32:25,078 epoch 5 - iter 252/632 - loss 1.03744926 - samples/sec: 240.22 - lr: 0.100000
2021-02-10 21:32:33,568 epoch 5 - iter 315/632 - loss 1.03548872 - samples/sec: 237.69 - lr: 0.100000
2021-02-10 21:32:42,027 epoch 5 - iter 378/632 - loss 1.04604537 - samples/sec: 238.56 - lr: 0.100000
2021-02-10 21:32:50,726 epoch 5 - iter 441/632 - loss 1.04768222 - samples/sec: 231.98 - lr: 0.100000
2021-02-10 21:32:59,005 epoch 5 - iter 504/632 - loss 1.04299142 - samples/sec: 243.75 - lr: 0.100000
2021-02-10 21:33:07,311 epoch 5 - iter 567/632 - loss 1.03379560 - samples/sec: 242.94 - lr: 0.100000
2021-02-10 21:33:15,708 epoch 5 - iter 630/632 - loss 1.03202240 - samples/sec: 240.32 - lr: 0.100000
2021-02-10 21:33:15,845 ----------------------------------------------------------------------------------------------------
2021-02-10 21:33:15,845 EPOCH 5 done: loss 1.0297 - lr 0.1000000
2021-02-10 21:33:15,845 BAD EPOCHS (no improvement): 0
2021-02-10 21:33:15,848 ----------------------------------------------------------------------------------------------------
2021-02-10 21:33:24,323 epoch 6 - iter 63/632 - loss 0.83210535 - samples/sec: 238.12 - lr: 0.100000
2021-02-10 21:33:32,856 epoch 6 - iter 126/632 - loss 0.89506769 - samples/sec: 236.50 - lr: 0.100000
2021-02-10 21:33:41,250 epoch 6 - iter 189/632 - loss 0.94259835 - samples/sec: 240.41 - lr: 0.100000
2021-02-10 21:33:49,838 epoch 6 - iter 252/632 - loss 0.95586932 - samples/sec: 234.95 - lr: 0.100000
2021-02-10 21:33:58,276 epoch 6 - iter 315/632 - loss 0.95334494 - samples/sec: 239.18 - lr: 0.100000
2021-02-10 21:34:06,601 epoch 6 - iter 378/632 - loss 0.93997251 - samples/sec: 242.41 - lr: 0.100000
2021-02-10 21:34:15,149 epoch 6 - iter 441/632 - loss 0.94193691 - samples/sec: 236.06 - lr: 0.100000
2021-02-10 21:34:23,717 epoch 6 - iter 504/632 - loss 0.93597765 - samples/sec: 235.54 - lr: 0.100000
2021-02-10 21:34:32,410 epoch 6 - iter 567/632 - loss 0.93681889 - samples/sec: 232.12 - lr: 0.100000
2021-02-10 21:34:40,792 epoch 6 - iter 630/632 - loss 0.93254351 - samples/sec: 240.75 - lr: 0.100000
2021-02-10 21:34:40,929 ----------------------------------------------------------------------------------------------------
2021-02-10 21:34:40,929 EPOCH 6 done: loss 0.9303 - lr 0.1000000
2021-02-10 21:34:40,929 BAD EPOCHS (no improvement): 0
2021-02-10 21:34:40,934 ----------------------------------------------------------------------------------------------------
2021-02-10 21:34:49,471 epoch 7 - iter 63/632 - loss 0.86878182 - samples/sec: 236.39 - lr: 0.100000
2021-02-10 21:34:57,913 epoch 7 - iter 126/632 - loss 0.87666657 - samples/sec: 239.05 - lr: 0.100000
2021-02-10 21:35:06,358 epoch 7 - iter 189/632 - loss 0.90596600 - samples/sec: 238.92 - lr: 0.100000
2021-02-10 21:35:14,892 epoch 7 - iter 252/632 - loss 0.91429368 - samples/sec: 236.46 - lr: 0.100000
2021-02-10 21:35:23,413 epoch 7 - iter 315/632 - loss 0.90753918 - samples/sec: 236.80 - lr: 0.100000
2021-02-10 21:35:31,953 epoch 7 - iter 378/632 - loss 0.89795382 - samples/sec: 236.28 - lr: 0.100000
2021-02-10 21:35:40,369 epoch 7 - iter 441/632 - loss 0.89182429 - samples/sec: 239.78 - lr: 0.100000
2021-02-10 21:35:48,879 epoch 7 - iter 504/632 - loss 0.88726194 - samples/sec: 237.13 - lr: 0.100000
2021-02-10 21:35:57,359 epoch 7 - iter 567/632 - loss 0.88508613 - samples/sec: 237.96 - lr: 0.100000
2021-02-10 21:36:05,731 epoch 7 - iter 630/632 - loss 0.88909037 - samples/sec: 241.04 - lr: 0.100000
2021-02-10 21:36:05,887 ----------------------------------------------------------------------------------------------------
2021-02-10 21:36:05,887 EPOCH 7 done: loss 0.8873 - lr 0.1000000
2021-02-10 21:36:05,887 BAD EPOCHS (no improvement): 0
2021-02-10 21:36:05,890 ----------------------------------------------------------------------------------------------------
2021-02-10 21:36:14,304 epoch 8 - iter 63/632 - loss 0.81597963 - samples/sec: 239.86 - lr: 0.100000
2021-02-10 21:36:22,798 epoch 8 - iter 126/632 - loss 0.84992393 - samples/sec: 237.56 - lr: 0.100000
2021-02-10 21:36:31,352 epoch 8 - iter 189/632 - loss 0.84246750 - samples/sec: 235.91 - lr: 0.100000
2021-02-10 21:36:39,633 epoch 8 - iter 252/632 - loss 0.83388677 - samples/sec: 243.69 - lr: 0.100000
2021-02-10 21:36:47,975 epoch 8 - iter 315/632 - loss 0.82288202 - samples/sec: 241.91 - lr: 0.100000
2021-02-10 21:36:56,380 epoch 8 - iter 378/632 - loss 0.82005529 - samples/sec: 240.08 - lr: 0.100000
2021-02-10 21:37:04,720 epoch 8 - iter 441/632 - loss 0.82255015 - samples/sec: 241.98 - lr: 0.100000
2021-02-10 21:37:13,454 epoch 8 - iter 504/632 - loss 0.83290107 - samples/sec: 231.03 - lr: 0.100000
2021-02-10 21:37:22,041 epoch 8 - iter 567/632 - loss 0.83788741 - samples/sec: 234.99 - lr: 0.100000
2021-02-10 21:37:30,366 epoch 8 - iter 630/632 - loss 0.83632850 - samples/sec: 242.41 - lr: 0.100000
2021-02-10 21:37:30,576 ----------------------------------------------------------------------------------------------------
2021-02-10 21:37:30,576 EPOCH 8 done: loss 0.8346 - lr 0.1000000
2021-02-10 21:37:30,576 BAD EPOCHS (no improvement): 0
2021-02-10 21:37:30,581 ----------------------------------------------------------------------------------------------------
2021-02-10 21:37:39,172 epoch 9 - iter 63/632 - loss 0.78696943 - samples/sec: 234.92 - lr: 0.100000
2021-02-10 21:37:47,622 epoch 9 - iter 126/632 - loss 0.76243444 - samples/sec: 238.80 - lr: 0.100000
2021-02-10 21:37:55,861 epoch 9 - iter 189/632 - loss 0.80022498 - samples/sec: 244.93 - lr: 0.100000
2021-02-10 21:38:04,223 epoch 9 - iter 252/632 - loss 0.82288331 - samples/sec: 241.34 - lr: 0.100000
2021-02-10 21:38:12,723 epoch 9 - iter 315/632 - loss 0.81237150 - samples/sec: 237.40 - lr: 0.100000
2021-02-10 21:38:21,444 epoch 9 - iter 378/632 - loss 0.81966079 - samples/sec: 231.38 - lr: 0.100000
2021-02-10 21:38:30,207 epoch 9 - iter 441/632 - loss 0.81521490 - samples/sec: 230.27 - lr: 0.100000
2021-02-10 21:38:38,642 epoch 9 - iter 504/632 - loss 0.81654838 - samples/sec: 239.25 - lr: 0.100000
2021-02-10 21:38:46,932 epoch 9 - iter 567/632 - loss 0.81052700 - samples/sec: 243.43 - lr: 0.100000
2021-02-10 21:38:55,274 epoch 9 - iter 630/632 - loss 0.80422138 - samples/sec: 241.91 - lr: 0.100000
2021-02-10 21:38:55,433 ----------------------------------------------------------------------------------------------------
2021-02-10 21:38:55,433 EPOCH 9 done: loss 0.8028 - lr 0.1000000
2021-02-10 21:38:55,434 BAD EPOCHS (no improvement): 0
2021-02-10 21:38:55,438 ----------------------------------------------------------------------------------------------------
2021-02-10 21:39:03,743 epoch 10 - iter 63/632 - loss 0.85756248 - samples/sec: 243.01 - lr: 0.100000
2021-02-10 21:39:12,332 epoch 10 - iter 126/632 - loss 0.81833299 - samples/sec: 234.95 - lr: 0.100000
2021-02-10 21:39:20,894 epoch 10 - iter 189/632 - loss 0.80442288 - samples/sec: 235.66 - lr: 0.100000
2021-02-10 21:39:29,100 epoch 10 - iter 252/632 - loss 0.79978182 - samples/sec: 245.92 - lr: 0.100000
2021-02-10 21:39:37,535 epoch 10 - iter 315/632 - loss 0.79981357 - samples/sec: 239.25 - lr: 0.100000
2021-02-10 21:39:46,004 epoch 10 - iter 378/632 - loss 0.80104108 - samples/sec: 238.28 - lr: 0.100000
2021-02-10 21:39:54,403 epoch 10 - iter 441/632 - loss 0.78849078 - samples/sec: 240.23 - lr: 0.100000
2021-02-10 21:40:02,824 epoch 10 - iter 504/632 - loss 0.77983199 - samples/sec: 239.66 - lr: 0.100000
2021-02-10 21:40:11,265 epoch 10 - iter 567/632 - loss 0.77711293 - samples/sec: 239.05 - lr: 0.100000
2021-02-10 21:40:19,751 epoch 10 - iter 630/632 - loss 0.77034910 - samples/sec: 237.82 - lr: 0.100000
2021-02-10 21:40:19,926 ----------------------------------------------------------------------------------------------------
2021-02-10 21:40:19,927 EPOCH 10 done: loss 0.7694 - lr 0.1000000
2021-02-10 21:40:19,927 BAD EPOCHS (no improvement): 0
2021-02-10 21:40:19,931 ----------------------------------------------------------------------------------------------------
2021-02-10 21:40:28,173 epoch 11 - iter 63/632 - loss 0.74768824 - samples/sec: 244.86 - lr: 0.100000
2021-02-10 21:40:36,626 epoch 11 - iter 126/632 - loss 0.77907270 - samples/sec: 238.72 - lr: 0.100000
2021-02-10 21:40:45,251 epoch 11 - iter 189/632 - loss 0.79150513 - samples/sec: 233.95 - lr: 0.100000
2021-02-10 21:40:53,512 epoch 11 - iter 252/632 - loss 0.77070157 - samples/sec: 244.28 - lr: 0.100000
2021-02-10 21:41:02,130 epoch 11 - iter 315/632 - loss 0.76866492 - samples/sec: 234.14 - lr: 0.100000
2021-02-10 21:41:10,746 epoch 11 - iter 378/632 - loss 0.76915446 - samples/sec: 234.20 - lr: 0.100000
2021-02-10 21:41:19,330 epoch 11 - iter 441/632 - loss 0.76188533 - samples/sec: 235.09 - lr: 0.100000
2021-02-10 21:41:27,799 epoch 11 - iter 504/632 - loss 0.75362173 - samples/sec: 238.27 - lr: 0.100000
2021-02-10 21:41:36,256 epoch 11 - iter 567/632 - loss 0.74818266 - samples/sec: 238.60 - lr: 0.100000
2021-02-10 21:41:44,450 epoch 11 - iter 630/632 - loss 0.74469990 - samples/sec: 246.31 - lr: 0.100000
2021-02-10 21:41:44,622 ----------------------------------------------------------------------------------------------------
2021-02-10 21:41:44,622 EPOCH 11 done: loss 0.7435 - lr 0.1000000
2021-02-10 21:41:44,623 BAD EPOCHS (no improvement): 0
2021-02-10 21:41:44,625 ----------------------------------------------------------------------------------------------------
2021-02-10 21:41:52,980 epoch 12 - iter 63/632 - loss 0.68648490 - samples/sec: 241.57 - lr: 0.100000
2021-02-10 21:42:01,396 epoch 12 - iter 126/632 - loss 0.71848341 - samples/sec: 239.77 - lr: 0.100000
2021-02-10 21:42:09,786 epoch 12 - iter 189/632 - loss 0.71549898 - samples/sec: 240.53 - lr: 0.100000
2021-02-10 21:42:18,444 epoch 12 - iter 252/632 - loss 0.71600096 - samples/sec: 233.08 - lr: 0.100000
2021-02-10 21:42:26,797 epoch 12 - iter 315/632 - loss 0.70568643 - samples/sec: 241.59 - lr: 0.100000
2021-02-10 21:42:35,249 epoch 12 - iter 378/632 - loss 0.70400870 - samples/sec: 238.77 - lr: 0.100000
2021-02-10 21:42:43,603 epoch 12 - iter 441/632 - loss 0.70034455 - samples/sec: 241.55 - lr: 0.100000
2021-02-10 21:42:52,169 epoch 12 - iter 504/632 - loss 0.69883486 - samples/sec: 235.57 - lr: 0.100000
2021-02-10 21:43:00,784 epoch 12 - iter 567/632 - loss 0.70654449 - samples/sec: 234.22 - lr: 0.100000
2021-02-10 21:43:09,069 epoch 12 - iter 630/632 - loss 0.70957348 - samples/sec: 243.57 - lr: 0.100000
2021-02-10 21:43:09,258 ----------------------------------------------------------------------------------------------------
2021-02-10 21:43:09,258 EPOCH 12 done: loss 0.7134 - lr 0.1000000
2021-02-10 21:43:09,258 BAD EPOCHS (no improvement): 0
2021-02-10 21:43:09,261 ----------------------------------------------------------------------------------------------------
2021-02-10 21:43:17,741 epoch 13 - iter 63/632 - loss 0.67768126 - samples/sec: 237.97 - lr: 0.100000
2021-02-10 21:43:26,305 epoch 13 - iter 126/632 - loss 0.68987790 - samples/sec: 235.63 - lr: 0.100000
2021-02-10 21:43:36,207 epoch 13 - iter 189/632 - loss 0.69417203 - samples/sec: 203.75 - lr: 0.100000
2021-02-10 21:43:44,620 epoch 13 - iter 252/632 - loss 0.70067548 - samples/sec: 239.89 - lr: 0.100000
2021-02-10 21:43:53,056 epoch 13 - iter 315/632 - loss 0.69119378 - samples/sec: 239.20 - lr: 0.100000
2021-02-10 21:44:01,614 epoch 13 - iter 378/632 - loss 0.68624206 - samples/sec: 235.80 - lr: 0.100000
2021-02-10 21:44:10,131 epoch 13 - iter 441/632 - loss 0.68335934 - samples/sec: 236.93 - lr: 0.100000
2021-02-10 21:44:18,528 epoch 13 - iter 504/632 - loss 0.67448003 - samples/sec: 240.29 - lr: 0.100000
2021-02-10 21:44:26,755 epoch 13 - iter 567/632 - loss 0.67938501 - samples/sec: 245.26 - lr: 0.100000
2021-02-10 21:44:35,410 epoch 13 - iter 630/632 - loss 0.68322941 - samples/sec: 233.17 - lr: 0.100000
2021-02-10 21:44:35,626 ----------------------------------------------------------------------------------------------------
2021-02-10 21:44:35,626 EPOCH 13 done: loss 0.6975 - lr 0.1000000
2021-02-10 21:44:35,626 BAD EPOCHS (no improvement): 0
2021-02-10 21:44:35,629 ----------------------------------------------------------------------------------------------------
2021-02-10 21:44:44,208 epoch 14 - iter 63/632 - loss 0.68461940 - samples/sec: 235.23 - lr: 0.100000
2021-02-10 21:44:52,541 epoch 14 - iter 126/632 - loss 0.67963644 - samples/sec: 242.16 - lr: 0.100000
2021-02-10 21:45:01,143 epoch 14 - iter 189/632 - loss 0.66987147 - samples/sec: 234.60 - lr: 0.100000
2021-02-10 21:45:09,832 epoch 14 - iter 252/632 - loss 0.67066807 - samples/sec: 232.24 - lr: 0.100000
2021-02-10 21:45:18,527 epoch 14 - iter 315/632 - loss 0.68240392 - samples/sec: 232.09 - lr: 0.100000
2021-02-10 21:45:26,699 epoch 14 - iter 378/632 - loss 0.66679481 - samples/sec: 246.92 - lr: 0.100000
2021-02-10 21:45:35,513 epoch 14 - iter 441/632 - loss 0.66363615 - samples/sec: 228.96 - lr: 0.100000
2021-02-10 21:45:43,970 epoch 14 - iter 504/632 - loss 0.65417188 - samples/sec: 238.60 - lr: 0.100000
2021-02-10 21:45:52,257 epoch 14 - iter 567/632 - loss 0.64970706 - samples/sec: 243.51 - lr: 0.100000
2021-02-10 21:46:00,690 epoch 14 - iter 630/632 - loss 0.65590279 - samples/sec: 239.29 - lr: 0.100000
2021-02-10 21:46:00,826 ----------------------------------------------------------------------------------------------------
2021-02-10 21:46:00,826 EPOCH 14 done: loss 0.6550 - lr 0.1000000
2021-02-10 21:46:00,826 BAD EPOCHS (no improvement): 0
2021-02-10 21:46:00,829 ----------------------------------------------------------------------------------------------------
2021-02-10 21:46:09,617 epoch 15 - iter 63/632 - loss 0.61890477 - samples/sec: 229.66 - lr: 0.100000
2021-02-10 21:46:18,103 epoch 15 - iter 126/632 - loss 0.65279756 - samples/sec: 237.81 - lr: 0.100000
2021-02-10 21:46:26,363 epoch 15 - iter 189/632 - loss 0.64075462 - samples/sec: 244.27 - lr: 0.100000
2021-02-10 21:46:34,995 epoch 15 - iter 252/632 - loss 0.64103031 - samples/sec: 233.77 - lr: 0.100000
2021-02-10 21:46:43,455 epoch 15 - iter 315/632 - loss 0.64147734 - samples/sec: 238.56 - lr: 0.100000
2021-02-10 21:46:52,118 epoch 15 - iter 378/632 - loss 0.65232161 - samples/sec: 232.92 - lr: 0.100000
2021-02-10 21:47:00,404 epoch 15 - iter 441/632 - loss 0.64455833 - samples/sec: 243.56 - lr: 0.100000
2021-02-10 21:47:08,736 epoch 15 - iter 504/632 - loss 0.64637292 - samples/sec: 242.20 - lr: 0.100000
2021-02-10 21:47:17,232 epoch 15 - iter 567/632 - loss 0.65202479 - samples/sec: 237.51 - lr: 0.100000
2021-02-10 21:47:25,775 epoch 15 - iter 630/632 - loss 0.65056587 - samples/sec: 236.19 - lr: 0.100000
2021-02-10 21:47:25,974 ----------------------------------------------------------------------------------------------------
2021-02-10 21:47:25,974 EPOCH 15 done: loss 0.6491 - lr 0.1000000
2021-02-10 21:47:25,974 BAD EPOCHS (no improvement): 0
2021-02-10 21:47:25,978 ----------------------------------------------------------------------------------------------------
2021-02-10 21:47:34,597 epoch 16 - iter 63/632 - loss 0.61888238 - samples/sec: 234.17 - lr: 0.100000
2021-02-10 21:47:43,019 epoch 16 - iter 126/632 - loss 0.63774810 - samples/sec: 239.58 - lr: 0.100000
2021-02-10 21:47:51,418 epoch 16 - iter 189/632 - loss 0.64353537 - samples/sec: 240.27 - lr: 0.100000
2021-02-10 21:47:59,957 epoch 16 - iter 252/632 - loss 0.63719172 - samples/sec: 236.34 - lr: 0.100000
2021-02-10 21:48:08,616 epoch 16 - iter 315/632 - loss 0.63989075 - samples/sec: 233.02 - lr: 0.100000
2021-02-10 21:48:17,333 epoch 16 - iter 378/632 - loss 0.63973071 - samples/sec: 231.49 - lr: 0.100000
2021-02-10 21:48:25,742 epoch 16 - iter 441/632 - loss 0.63510614 - samples/sec: 239.99 - lr: 0.100000
2021-02-10 21:48:34,003 epoch 16 - iter 504/632 - loss 0.63646714 - samples/sec: 244.27 - lr: 0.100000
2021-02-10 21:48:42,549 epoch 16 - iter 567/632 - loss 0.63854699 - samples/sec: 236.10 - lr: 0.100000
2021-02-10 21:48:50,987 epoch 16 - iter 630/632 - loss 0.63520523 - samples/sec: 239.15 - lr: 0.100000
2021-02-10 21:48:51,166 ----------------------------------------------------------------------------------------------------
2021-02-10 21:48:51,166 EPOCH 16 done: loss 0.6350 - lr 0.1000000
2021-02-10 21:48:51,166 BAD EPOCHS (no improvement): 0
2021-02-10 21:48:51,171 ----------------------------------------------------------------------------------------------------
2021-02-10 21:49:00,016 epoch 17 - iter 63/632 - loss 0.61864071 - samples/sec: 228.15 - lr: 0.100000
2021-02-10 21:49:08,645 epoch 17 - iter 126/632 - loss 0.60804475 - samples/sec: 233.85 - lr: 0.100000
2021-02-10 21:49:16,860 epoch 17 - iter 189/632 - loss 0.61044883 - samples/sec: 245.63 - lr: 0.100000
2021-02-10 21:49:25,572 epoch 17 - iter 252/632 - loss 0.61496856 - samples/sec: 231.64 - lr: 0.100000
2021-02-10 21:49:34,046 epoch 17 - iter 315/632 - loss 0.60961187 - samples/sec: 238.13 - lr: 0.100000
2021-02-10 21:49:42,324 epoch 17 - iter 378/632 - loss 0.59628870 - samples/sec: 243.78 - lr: 0.100000
2021-02-10 21:49:50,703 epoch 17 - iter 441/632 - loss 0.59344537 - samples/sec: 240.85 - lr: 0.100000
2021-02-10 21:49:59,170 epoch 17 - iter 504/632 - loss 0.59799749 - samples/sec: 238.33 - lr: 0.100000
2021-02-10 21:50:07,754 epoch 17 - iter 567/632 - loss 0.60112227 - samples/sec: 235.09 - lr: 0.100000
2021-02-10 21:50:16,018 epoch 17 - iter 630/632 - loss 0.60302803 - samples/sec: 244.20 - lr: 0.100000
2021-02-10 21:50:16,180 ----------------------------------------------------------------------------------------------------
2021-02-10 21:50:16,181 EPOCH 17 done: loss 0.6019 - lr 0.1000000
2021-02-10 21:50:16,181 BAD EPOCHS (no improvement): 0
2021-02-10 21:50:16,183 ----------------------------------------------------------------------------------------------------
2021-02-10 21:50:24,677 epoch 18 - iter 63/632 - loss 0.57591022 - samples/sec: 237.59 - lr: 0.100000
2021-02-10 21:50:33,103 epoch 18 - iter 126/632 - loss 0.57201935 - samples/sec: 239.48 - lr: 0.100000
2021-02-10 21:50:41,766 epoch 18 - iter 189/632 - loss 0.59424624 - samples/sec: 232.93 - lr: 0.100000
2021-02-10 21:50:50,273 epoch 18 - iter 252/632 - loss 0.60185862 - samples/sec: 237.22 - lr: 0.100000
2021-02-10 21:50:58,622 epoch 18 - iter 315/632 - loss 0.57933276 - samples/sec: 241.68 - lr: 0.100000
2021-02-10 21:51:07,197 epoch 18 - iter 378/632 - loss 0.58785918 - samples/sec: 235.34 - lr: 0.100000
2021-02-10 21:51:15,809 epoch 18 - iter 441/632 - loss 0.59675468 - samples/sec: 234.29 - lr: 0.100000
2021-02-10 21:51:24,236 epoch 18 - iter 504/632 - loss 0.60106497 - samples/sec: 239.45 - lr: 0.100000
2021-02-10 21:51:32,507 epoch 18 - iter 567/632 - loss 0.59412237 - samples/sec: 243.98 - lr: 0.100000
2021-02-10 21:51:40,900 epoch 18 - iter 630/632 - loss 0.59633793 - samples/sec: 240.44 - lr: 0.100000
2021-02-10 21:51:41,105 ----------------------------------------------------------------------------------------------------
2021-02-10 21:51:41,105 EPOCH 18 done: loss 0.5960 - lr 0.1000000
2021-02-10 21:51:41,105 BAD EPOCHS (no improvement): 0
2021-02-10 21:51:41,108 ----------------------------------------------------------------------------------------------------
2021-02-10 21:51:49,342 epoch 19 - iter 63/632 - loss 0.56612968 - samples/sec: 245.08 - lr: 0.100000
2021-02-10 21:51:57,972 epoch 19 - iter 126/632 - loss 0.58626986 - samples/sec: 233.82 - lr: 0.100000
2021-02-10 21:52:06,237 epoch 19 - iter 189/632 - loss 0.56141746 - samples/sec: 244.18 - lr: 0.100000
2021-02-10 21:52:14,664 epoch 19 - iter 252/632 - loss 0.55808734 - samples/sec: 239.46 - lr: 0.100000
2021-02-10 21:52:23,195 epoch 19 - iter 315/632 - loss 0.54573264 - samples/sec: 236.53 - lr: 0.100000
2021-02-10 21:52:31,583 epoch 19 - iter 378/632 - loss 0.55130501 - samples/sec: 240.55 - lr: 0.100000
2021-02-10 21:52:39,925 epoch 19 - iter 441/632 - loss 0.55538998 - samples/sec: 241.92 - lr: 0.100000
2021-02-10 21:52:48,549 epoch 19 - iter 504/632 - loss 0.56103762 - samples/sec: 233.99 - lr: 0.100000
2021-02-10 21:52:57,077 epoch 19 - iter 567/632 - loss 0.56445239 - samples/sec: 236.62 - lr: 0.100000
2021-02-10 21:53:05,572 epoch 19 - iter 630/632 - loss 0.56631448 - samples/sec: 237.54 - lr: 0.100000
2021-02-10 21:53:05,764 ----------------------------------------------------------------------------------------------------
2021-02-10 21:53:05,764 EPOCH 19 done: loss 0.5715 - lr 0.1000000
2021-02-10 21:53:05,764 BAD EPOCHS (no improvement): 0
2021-02-10 21:53:05,769 ----------------------------------------------------------------------------------------------------
2021-02-10 21:53:14,230 epoch 20 - iter 63/632 - loss 0.53047283 - samples/sec: 238.54 - lr: 0.100000
2021-02-10 21:53:23,124 epoch 20 - iter 126/632 - loss 0.53627143 - samples/sec: 226.87 - lr: 0.100000
2021-02-10 21:53:31,508 epoch 20 - iter 189/632 - loss 0.53838434 - samples/sec: 240.70 - lr: 0.100000
2021-02-10 21:53:39,782 epoch 20 - iter 252/632 - loss 0.53659526 - samples/sec: 243.90 - lr: 0.100000
2021-02-10 21:53:48,166 epoch 20 - iter 315/632 - loss 0.55312797 - samples/sec: 240.70 - lr: 0.100000
2021-02-10 21:53:56,702 epoch 20 - iter 378/632 - loss 0.55058655 - samples/sec: 236.41 - lr: 0.100000
2021-02-10 21:54:05,093 epoch 20 - iter 441/632 - loss 0.55390621 - samples/sec: 240.48 - lr: 0.100000
2021-02-10 21:54:13,556 epoch 20 - iter 504/632 - loss 0.55803031 - samples/sec: 238.45 - lr: 0.100000
2021-02-10 21:54:21,996 epoch 20 - iter 567/632 - loss 0.55983030 - samples/sec: 239.10 - lr: 0.100000
2021-02-10 21:54:30,749 epoch 20 - iter 630/632 - loss 0.56435104 - samples/sec: 230.54 - lr: 0.100000
2021-02-10 21:54:30,963 ----------------------------------------------------------------------------------------------------
2021-02-10 21:54:30,963 EPOCH 20 done: loss 0.5632 - lr 0.1000000
2021-02-10 21:54:30,963 BAD EPOCHS (no improvement): 0
2021-02-10 21:54:30,968 ----------------------------------------------------------------------------------------------------
2021-02-10 21:54:39,417 epoch 21 - iter 63/632 - loss 0.53912461 - samples/sec: 238.87 - lr: 0.100000
2021-02-10 21:54:47,848 epoch 21 - iter 126/632 - loss 0.54488836 - samples/sec: 239.35 - lr: 0.100000
2021-02-10 21:54:56,630 epoch 21 - iter 189/632 - loss 0.54459330 - samples/sec: 229.76 - lr: 0.100000
2021-02-10 21:55:05,061 epoch 21 - iter 252/632 - loss 0.54097009 - samples/sec: 239.36 - lr: 0.100000
2021-02-10 21:55:13,627 epoch 21 - iter 315/632 - loss 0.53977249 - samples/sec: 235.60 - lr: 0.100000
2021-02-10 21:55:22,145 epoch 21 - iter 378/632 - loss 0.54801726 - samples/sec: 236.89 - lr: 0.100000
2021-02-10 21:55:30,717 epoch 21 - iter 441/632 - loss 0.55198247 - samples/sec: 235.39 - lr: 0.100000
2021-02-10 21:55:39,126 epoch 21 - iter 504/632 - loss 0.55587512 - samples/sec: 239.99 - lr: 0.100000
2021-02-10 21:55:47,320 epoch 21 - iter 567/632 - loss 0.55210311 - samples/sec: 246.27 - lr: 0.100000
2021-02-10 21:55:56,003 epoch 21 - iter 630/632 - loss 0.55993382 - samples/sec: 232.40 - lr: 0.100000
2021-02-10 21:55:56,172 ----------------------------------------------------------------------------------------------------
2021-02-10 21:55:56,172 EPOCH 21 done: loss 0.5591 - lr 0.1000000
2021-02-10 21:55:56,172 BAD EPOCHS (no improvement): 0
2021-02-10 21:55:56,175 ----------------------------------------------------------------------------------------------------
2021-02-10 21:56:04,811 epoch 22 - iter 63/632 - loss 0.53999040 - samples/sec: 233.67 - lr: 0.100000
2021-02-10 21:56:13,256 epoch 22 - iter 126/632 - loss 0.54101511 - samples/sec: 238.94 - lr: 0.100000
2021-02-10 21:56:21,696 epoch 22 - iter 189/632 - loss 0.54585967 - samples/sec: 239.11 - lr: 0.100000
2021-02-10 21:56:30,054 epoch 22 - iter 252/632 - loss 0.53803192 - samples/sec: 241.43 - lr: 0.100000
2021-02-10 21:56:38,401 epoch 22 - iter 315/632 - loss 0.54926495 - samples/sec: 241.76 - lr: 0.100000
2021-02-10 21:56:47,161 epoch 22 - iter 378/632 - loss 0.54576544 - samples/sec: 230.34 - lr: 0.100000
2021-02-10 21:56:55,939 epoch 22 - iter 441/632 - loss 0.54795952 - samples/sec: 229.89 - lr: 0.100000
2021-02-10 21:57:04,371 epoch 22 - iter 504/632 - loss 0.54622377 - samples/sec: 239.32 - lr: 0.100000
2021-02-10 21:57:12,837 epoch 22 - iter 567/632 - loss 0.54454990 - samples/sec: 238.35 - lr: 0.100000
2021-02-10 21:57:21,118 epoch 22 - iter 630/632 - loss 0.54790515 - samples/sec: 243.68 - lr: 0.100000
2021-02-10 21:57:21,288 ----------------------------------------------------------------------------------------------------
2021-02-10 21:57:21,288 EPOCH 22 done: loss 0.5470 - lr 0.1000000
2021-02-10 21:57:21,288 BAD EPOCHS (no improvement): 0
2021-02-10 21:57:21,291 ----------------------------------------------------------------------------------------------------
2021-02-10 21:57:29,833 epoch 23 - iter 63/632 - loss 0.59694653 - samples/sec: 236.25 - lr: 0.100000
2021-02-10 21:57:38,306 epoch 23 - iter 126/632 - loss 0.56303026 - samples/sec: 238.17 - lr: 0.100000
2021-02-10 21:57:46,677 epoch 23 - iter 189/632 - loss 0.54256619 - samples/sec: 241.06 - lr: 0.100000
2021-02-10 21:57:55,218 epoch 23 - iter 252/632 - loss 0.53698670 - samples/sec: 236.26 - lr: 0.100000
2021-02-10 21:58:03,723 epoch 23 - iter 315/632 - loss 0.53286349 - samples/sec: 237.27 - lr: 0.100000
2021-02-10 21:58:12,160 epoch 23 - iter 378/632 - loss 0.53191674 - samples/sec: 239.18 - lr: 0.100000
2021-02-10 21:58:20,799 epoch 23 - iter 441/632 - loss 0.53664084 - samples/sec: 233.57 - lr: 0.100000
2021-02-10 21:58:29,114 epoch 23 - iter 504/632 - loss 0.53699740 - samples/sec: 242.71 - lr: 0.100000
2021-02-10 21:58:37,384 epoch 23 - iter 567/632 - loss 0.53930968 - samples/sec: 243.97 - lr: 0.100000
2021-02-10 21:58:45,881 epoch 23 - iter 630/632 - loss 0.54442617 - samples/sec: 237.50 - lr: 0.100000
2021-02-10 21:58:46,037 ----------------------------------------------------------------------------------------------------
2021-02-10 21:58:46,037 EPOCH 23 done: loss 0.5435 - lr 0.1000000
2021-02-10 21:58:46,037 BAD EPOCHS (no improvement): 0
2021-02-10 21:58:46,039 ----------------------------------------------------------------------------------------------------
2021-02-10 21:58:54,444 epoch 24 - iter 63/632 - loss 0.51326218 - samples/sec: 240.13 - lr: 0.100000
2021-02-10 21:59:02,884 epoch 24 - iter 126/632 - loss 0.50095690 - samples/sec: 239.09 - lr: 0.100000
2021-02-10 21:59:11,032 epoch 24 - iter 189/632 - loss 0.50519040 - samples/sec: 247.66 - lr: 0.100000
2021-02-10 21:59:19,907 epoch 24 - iter 252/632 - loss 0.51527432 - samples/sec: 227.35 - lr: 0.100000
2021-02-10 21:59:28,171 epoch 24 - iter 315/632 - loss 0.51884950 - samples/sec: 244.20 - lr: 0.100000
2021-02-10 21:59:36,148 epoch 24 - iter 378/632 - loss 0.50992492 - samples/sec: 252.97 - lr: 0.100000
2021-02-10 21:59:44,664 epoch 24 - iter 441/632 - loss 0.50773622 - samples/sec: 236.95 - lr: 0.100000
2021-02-10 21:59:53,312 epoch 24 - iter 504/632 - loss 0.51200438 - samples/sec: 233.36 - lr: 0.100000
2021-02-10 22:00:01,815 epoch 24 - iter 567/632 - loss 0.51368824 - samples/sec: 237.32 - lr: 0.100000
2021-02-10 22:00:10,072 epoch 24 - iter 630/632 - loss 0.51524646 - samples/sec: 244.39 - lr: 0.100000
2021-02-10 22:00:10,221 ----------------------------------------------------------------------------------------------------
2021-02-10 22:00:10,222 EPOCH 24 done: loss 0.5150 - lr 0.1000000
2021-02-10 22:00:10,222 BAD EPOCHS (no improvement): 0
2021-02-10 22:00:10,228 ----------------------------------------------------------------------------------------------------
2021-02-10 22:00:18,843 epoch 25 - iter 63/632 - loss 0.48973371 - samples/sec: 234.25 - lr: 0.100000
2021-02-10 22:00:27,074 epoch 25 - iter 126/632 - loss 0.46833741 - samples/sec: 245.16 - lr: 0.100000
2021-02-10 22:00:35,635 epoch 25 - iter 189/632 - loss 0.49036132 - samples/sec: 235.71 - lr: 0.100000
2021-02-10 22:00:44,158 epoch 25 - iter 252/632 - loss 0.49735289 - samples/sec: 236.76 - lr: 0.100000
2021-02-10 22:00:52,337 epoch 25 - iter 315/632 - loss 0.49851879 - samples/sec: 246.76 - lr: 0.100000
2021-02-10 22:01:00,695 epoch 25 - iter 378/632 - loss 0.49937918 - samples/sec: 241.44 - lr: 0.100000
2021-02-10 22:01:09,632 epoch 25 - iter 441/632 - loss 0.50822510 - samples/sec: 225.77 - lr: 0.100000
2021-02-10 22:01:18,248 epoch 25 - iter 504/632 - loss 0.51562130 - samples/sec: 234.23 - lr: 0.100000
2021-02-10 22:01:26,831 epoch 25 - iter 567/632 - loss 0.51603645 - samples/sec: 235.10 - lr: 0.100000
2021-02-10 22:01:35,356 epoch 25 - iter 630/632 - loss 0.51896308 - samples/sec: 236.68 - lr: 0.100000
2021-02-10 22:01:35,525 ----------------------------------------------------------------------------------------------------
2021-02-10 22:01:35,525 EPOCH 25 done: loss 0.5186 - lr 0.1000000
2021-02-10 22:01:35,525 BAD EPOCHS (no improvement): 1
2021-02-10 22:01:35,533 ----------------------------------------------------------------------------------------------------
2021-02-10 22:01:43,819 epoch 26 - iter 63/632 - loss 0.50515495 - samples/sec: 243.56 - lr: 0.100000
2021-02-10 22:01:52,032 epoch 26 - iter 126/632 - loss 0.49576100 - samples/sec: 245.71 - lr: 0.100000
2021-02-10 22:02:00,709 epoch 26 - iter 189/632 - loss 0.50994911 - samples/sec: 232.57 - lr: 0.100000
2021-02-10 22:02:09,152 epoch 26 - iter 252/632 - loss 0.50790035 - samples/sec: 239.00 - lr: 0.100000
2021-02-10 22:02:17,491 epoch 26 - iter 315/632 - loss 0.50576977 - samples/sec: 242.01 - lr: 0.100000
2021-02-10 22:02:26,021 epoch 26 - iter 378/632 - loss 0.50577589 - samples/sec: 236.58 - lr: 0.100000
2021-02-10 22:02:34,674 epoch 26 - iter 441/632 - loss 0.50688775 - samples/sec: 233.20 - lr: 0.100000
2021-02-10 22:02:43,198 epoch 26 - iter 504/632 - loss 0.50887152 - samples/sec: 236.75 - lr: 0.100000
2021-02-10 22:02:51,536 epoch 26 - iter 567/632 - loss 0.50652438 - samples/sec: 242.01 - lr: 0.100000
2021-02-10 22:02:59,994 epoch 26 - iter 630/632 - loss 0.50317763 - samples/sec: 238.59 - lr: 0.100000
2021-02-10 22:03:00,152 ----------------------------------------------------------------------------------------------------
2021-02-10 22:03:00,152 EPOCH 26 done: loss 0.5032 - lr 0.1000000
2021-02-10 22:03:00,152 BAD EPOCHS (no improvement): 0
2021-02-10 22:03:00,158 ----------------------------------------------------------------------------------------------------
2021-02-10 22:03:08,525 epoch 27 - iter 63/632 - loss 0.48472887 - samples/sec: 241.20 - lr: 0.100000
2021-02-10 22:03:17,324 epoch 27 - iter 126/632 - loss 0.50211287 - samples/sec: 229.31 - lr: 0.100000
2021-02-10 22:03:25,531 epoch 27 - iter 189/632 - loss 0.51327859 - samples/sec: 245.89 - lr: 0.100000
2021-02-10 22:03:33,940 epoch 27 - iter 252/632 - loss 0.50716002 - samples/sec: 239.99 - lr: 0.100000
2021-02-10 22:03:42,557 epoch 27 - iter 315/632 - loss 0.50919074 - samples/sec: 234.16 - lr: 0.100000
2021-02-10 22:03:50,856 epoch 27 - iter 378/632 - loss 0.50351372 - samples/sec: 243.16 - lr: 0.100000
2021-02-10 22:03:59,596 epoch 27 - iter 441/632 - loss 0.50926923 - samples/sec: 230.88 - lr: 0.100000
2021-02-10 22:04:08,224 epoch 27 - iter 504/632 - loss 0.50516033 - samples/sec: 233.88 - lr: 0.100000
2021-02-10 22:04:18,122 epoch 27 - iter 567/632 - loss 0.50522493 - samples/sec: 203.85 - lr: 0.100000
2021-02-10 22:04:26,659 epoch 27 - iter 630/632 - loss 0.50487199 - samples/sec: 236.37 - lr: 0.100000
2021-02-10 22:04:26,813 ----------------------------------------------------------------------------------------------------
2021-02-10 22:04:26,813 EPOCH 27 done: loss 0.5043 - lr 0.1000000
2021-02-10 22:04:26,813 BAD EPOCHS (no improvement): 1
2021-02-10 22:04:26,819 ----------------------------------------------------------------------------------------------------
2021-02-10 22:04:35,180 epoch 28 - iter 63/632 - loss 0.49125969 - samples/sec: 241.36 - lr: 0.100000
2021-02-10 22:04:43,719 epoch 28 - iter 126/632 - loss 0.50758066 - samples/sec: 236.31 - lr: 0.100000
2021-02-10 22:04:52,068 epoch 28 - iter 189/632 - loss 0.48752243 - samples/sec: 241.70 - lr: 0.100000
2021-02-10 22:05:00,697 epoch 28 - iter 252/632 - loss 0.47635545 - samples/sec: 233.85 - lr: 0.100000
2021-02-10 22:05:09,188 epoch 28 - iter 315/632 - loss 0.47671132 - samples/sec: 237.68 - lr: 0.100000
2021-02-10 22:05:17,849 epoch 28 - iter 378/632 - loss 0.47426016 - samples/sec: 232.98 - lr: 0.100000
2021-02-10 22:05:26,598 epoch 28 - iter 441/632 - loss 0.47582997 - samples/sec: 230.64 - lr: 0.100000
2021-02-10 22:05:34,892 epoch 28 - iter 504/632 - loss 0.47957225 - samples/sec: 243.31 - lr: 0.100000
2021-02-10 22:05:43,265 epoch 28 - iter 567/632 - loss 0.48025182 - samples/sec: 240.99 - lr: 0.100000
2021-02-10 22:05:51,791 epoch 28 - iter 630/632 - loss 0.48866245 - samples/sec: 236.68 - lr: 0.100000
2021-02-10 22:05:51,944 ----------------------------------------------------------------------------------------------------
2021-02-10 22:05:51,944 EPOCH 28 done: loss 0.4877 - lr 0.1000000
2021-02-10 22:05:51,944 BAD EPOCHS (no improvement): 0
2021-02-10 22:05:51,947 ----------------------------------------------------------------------------------------------------
2021-02-10 22:06:00,518 epoch 29 - iter 63/632 - loss 0.49770968 - samples/sec: 235.45 - lr: 0.100000
2021-02-10 22:06:08,904 epoch 29 - iter 126/632 - loss 0.47885550 - samples/sec: 240.61 - lr: 0.100000
2021-02-10 22:06:17,452 epoch 29 - iter 189/632 - loss 0.46041191 - samples/sec: 236.07 - lr: 0.100000
2021-02-10 22:06:26,071 epoch 29 - iter 252/632 - loss 0.46177108 - samples/sec: 234.13 - lr: 0.100000
2021-02-10 22:06:34,601 epoch 29 - iter 315/632 - loss 0.45933961 - samples/sec: 236.56 - lr: 0.100000
2021-02-10 22:06:43,167 epoch 29 - iter 378/632 - loss 0.47073826 - samples/sec: 235.56 - lr: 0.100000
2021-02-10 22:06:51,823 epoch 29 - iter 441/632 - loss 0.47862945 - samples/sec: 233.13 - lr: 0.100000
2021-02-10 22:07:00,194 epoch 29 - iter 504/632 - loss 0.48058555 - samples/sec: 241.04 - lr: 0.100000
2021-02-10 22:07:09,011 epoch 29 - iter 567/632 - loss 0.48030221 - samples/sec: 228.87 - lr: 0.100000
2021-02-10 22:07:17,208 epoch 29 - iter 630/632 - loss 0.47816475 - samples/sec: 246.19 - lr: 0.100000
2021-02-10 22:07:17,391 ----------------------------------------------------------------------------------------------------
2021-02-10 22:07:17,392 EPOCH 29 done: loss 0.4773 - lr 0.1000000
2021-02-10 22:07:17,392 BAD EPOCHS (no improvement): 0
2021-02-10 22:07:17,401 ----------------------------------------------------------------------------------------------------
2021-02-10 22:07:25,771 epoch 30 - iter 63/632 - loss 0.48054496 - samples/sec: 241.10 - lr: 0.100000
2021-02-10 22:07:34,124 epoch 30 - iter 126/632 - loss 0.46733404 - samples/sec: 241.57 - lr: 0.100000
2021-02-10 22:07:42,712 epoch 30 - iter 189/632 - loss 0.47071065 - samples/sec: 234.98 - lr: 0.100000
2021-02-10 22:07:51,105 epoch 30 - iter 252/632 - loss 0.47168933 - samples/sec: 240.43 - lr: 0.100000
2021-02-10 22:07:59,671 epoch 30 - iter 315/632 - loss 0.47979440 - samples/sec: 235.60 - lr: 0.100000
2021-02-10 22:08:08,191 epoch 30 - iter 378/632 - loss 0.48066780 - samples/sec: 236.85 - lr: 0.100000
2021-02-10 22:08:16,680 epoch 30 - iter 441/632 - loss 0.47887025 - samples/sec: 237.69 - lr: 0.100000
2021-02-10 22:08:24,934 epoch 30 - iter 504/632 - loss 0.47940846 - samples/sec: 244.48 - lr: 0.100000
2021-02-10 22:08:33,523 epoch 30 - iter 567/632 - loss 0.48174550 - samples/sec: 234.91 - lr: 0.100000
2021-02-10 22:08:41,858 epoch 30 - iter 630/632 - loss 0.48180880 - samples/sec: 242.11 - lr: 0.100000
2021-02-10 22:08:42,113 ----------------------------------------------------------------------------------------------------
2021-02-10 22:08:42,113 EPOCH 30 done: loss 0.4817 - lr 0.1000000
2021-02-10 22:08:42,113 BAD EPOCHS (no improvement): 1
2021-02-10 22:08:42,130 ----------------------------------------------------------------------------------------------------
2021-02-10 22:08:50,672 epoch 31 - iter 63/632 - loss 0.43166331 - samples/sec: 236.25 - lr: 0.100000
2021-02-10 22:08:58,837 epoch 31 - iter 126/632 - loss 0.44994309 - samples/sec: 247.15 - lr: 0.100000
2021-02-10 22:09:07,275 epoch 31 - iter 189/632 - loss 0.45928179 - samples/sec: 239.16 - lr: 0.100000
2021-02-10 22:09:15,795 epoch 31 - iter 252/632 - loss 0.45503559 - samples/sec: 236.82 - lr: 0.100000
2021-02-10 22:09:24,285 epoch 31 - iter 315/632 - loss 0.45530454 - samples/sec: 237.70 - lr: 0.100000
2021-02-10 22:09:32,771 epoch 31 - iter 378/632 - loss 0.45365524 - samples/sec: 237.79 - lr: 0.100000
2021-02-10 22:09:41,077 epoch 31 - iter 441/632 - loss 0.45384010 - samples/sec: 242.95 - lr: 0.100000
2021-02-10 22:09:49,760 epoch 31 - iter 504/632 - loss 0.45630338 - samples/sec: 232.40 - lr: 0.100000
2021-02-10 22:09:58,101 epoch 31 - iter 567/632 - loss 0.46106332 - samples/sec: 241.95 - lr: 0.100000
2021-02-10 22:10:06,666 epoch 31 - iter 630/632 - loss 0.46113990 - samples/sec: 235.61 - lr: 0.100000
2021-02-10 22:10:06,819 ----------------------------------------------------------------------------------------------------
2021-02-10 22:10:06,819 EPOCH 31 done: loss 0.4604 - lr 0.1000000
2021-02-10 22:10:06,819 BAD EPOCHS (no improvement): 0
2021-02-10 22:10:06,837 ----------------------------------------------------------------------------------------------------
2021-02-10 22:10:15,381 epoch 32 - iter 63/632 - loss 0.46802359 - samples/sec: 236.19 - lr: 0.100000
2021-02-10 22:10:23,977 epoch 32 - iter 126/632 - loss 0.46011234 - samples/sec: 234.76 - lr: 0.100000
2021-02-10 22:10:39,935 epoch 32 - iter 189/632 - loss 0.45848473 - samples/sec: 237.84 - lr: 0.100000
2021-02-10 22:10:48,369 epoch 32 - iter 252/632 - loss 0.44695244 - samples/sec: 239.27 - lr: 0.100000
2021-02-10 22:10:56,915 epoch 32 - iter 315/632 - loss 0.44505540 - samples/sec: 236.13 - lr: 0.100000
2021-02-10 22:11:12,153 epoch 32 - iter 378/632 - loss 0.45158397 - samples/sec: 238.15 - lr: 0.100000
2021-02-10 22:11:20,645 epoch 32 - iter 441/632 - loss 0.45086127 - samples/sec: 237.64 - lr: 0.100000
2021-02-10 22:11:29,276 epoch 32 - iter 504/632 - loss 0.45516115 - samples/sec: 233.79 - lr: 0.100000
2021-02-10 22:11:37,576 epoch 32 - iter 567/632 - loss 0.45698475 - samples/sec: 243.13 - lr: 0.100000
2021-02-10 22:11:46,357 epoch 32 - iter 630/632 - loss 0.46449193 - samples/sec: 229.80 - lr: 0.100000
2021-02-10 22:11:46,536 ----------------------------------------------------------------------------------------------------
2021-02-10 22:11:46,536 EPOCH 32 done: loss 0.4667 - lr 0.1000000
2021-02-10 22:11:46,536 BAD EPOCHS (no improvement): 1
2021-02-10 22:11:46,539 ----------------------------------------------------------------------------------------------------
2021-02-10 22:11:55,167 epoch 33 - iter 63/632 - loss 0.41409000 - samples/sec: 233.89 - lr: 0.100000
2021-02-10 22:12:03,534 epoch 33 - iter 126/632 - loss 0.42087282 - samples/sec: 241.18 - lr: 0.100000
2021-02-10 22:12:11,904 epoch 33 - iter 189/632 - loss 0.42590233 - samples/sec: 241.11 - lr: 0.100000
2021-02-10 22:12:20,287 epoch 33 - iter 252/632 - loss 0.42441061 - samples/sec: 240.71 - lr: 0.100000
2021-02-10 22:12:28,582 epoch 33 - iter 315/632 - loss 0.43066547 - samples/sec: 243.27 - lr: 0.100000
2021-02-10 22:12:37,063 epoch 33 - iter 378/632 - loss 0.43198361 - samples/sec: 237.94 - lr: 0.100000
2021-02-10 22:12:45,748 epoch 33 - iter 441/632 - loss 0.43254725 - samples/sec: 232.35 - lr: 0.100000
2021-02-10 22:12:54,226 epoch 33 - iter 504/632 - loss 0.44317024 - samples/sec: 238.02 - lr: 0.100000
2021-02-10 22:13:02,651 epoch 33 - iter 567/632 - loss 0.44553230 - samples/sec: 239.51 - lr: 0.100000
2021-02-10 22:13:11,267 epoch 33 - iter 630/632 - loss 0.45405639 - samples/sec: 234.21 - lr: 0.100000
2021-02-10 22:13:11,423 ----------------------------------------------------------------------------------------------------
2021-02-10 22:13:11,423 EPOCH 33 done: loss 0.4550 - lr 0.1000000
2021-02-10 22:13:11,423 BAD EPOCHS (no improvement): 0
2021-02-10 22:13:11,425 ----------------------------------------------------------------------------------------------------
2021-02-10 22:13:19,790 epoch 34 - iter 63/632 - loss 0.45530872 - samples/sec: 241.26 - lr: 0.100000
2021-02-10 22:13:28,201 epoch 34 - iter 126/632 - loss 0.43448788 - samples/sec: 239.91 - lr: 0.100000
2021-02-10 22:13:36,896 epoch 34 - iter 189/632 - loss 0.45863251 - samples/sec: 232.08 - lr: 0.100000
2021-02-10 22:13:45,282 epoch 34 - iter 252/632 - loss 0.46161214 - samples/sec: 240.64 - lr: 0.100000
2021-02-10 22:13:53,978 epoch 34 - iter 315/632 - loss 0.46492762 - samples/sec: 232.04 - lr: 0.100000
2021-02-10 22:14:02,414 epoch 34 - iter 378/632 - loss 0.45614814 - samples/sec: 239.22 - lr: 0.100000
2021-02-10 22:14:10,929 epoch 34 - iter 441/632 - loss 0.45538599 - samples/sec: 237.00 - lr: 0.100000
2021-02-10 22:14:19,199 epoch 34 - iter 504/632 - loss 0.45174234 - samples/sec: 244.00 - lr: 0.100000
2021-02-10 22:14:27,699 epoch 34 - iter 567/632 - loss 0.44901993 - samples/sec: 237.40 - lr: 0.100000
2021-02-10 22:14:36,300 epoch 34 - iter 630/632 - loss 0.44887482 - samples/sec: 234.63 - lr: 0.100000
2021-02-10 22:14:36,452 ----------------------------------------------------------------------------------------------------
2021-02-10 22:14:36,452 EPOCH 34 done: loss 0.4483 - lr 0.1000000
2021-02-10 22:14:36,452 BAD EPOCHS (no improvement): 0
2021-02-10 22:14:36,455 ----------------------------------------------------------------------------------------------------
2021-02-10 22:14:44,824 epoch 35 - iter 63/632 - loss 0.42942917 - samples/sec: 241.15 - lr: 0.100000
2021-02-10 22:14:53,014 epoch 35 - iter 126/632 - loss 0.43650397 - samples/sec: 246.38 - lr: 0.100000
2021-02-10 22:15:01,195 epoch 35 - iter 189/632 - loss 0.42482451 - samples/sec: 246.65 - lr: 0.100000
2021-02-10 22:15:09,847 epoch 35 - iter 252/632 - loss 0.42726993 - samples/sec: 233.25 - lr: 0.100000
2021-02-10 22:15:18,105 epoch 35 - iter 315/632 - loss 0.43835836 - samples/sec: 244.36 - lr: 0.100000
2021-02-10 22:15:26,461 epoch 35 - iter 378/632 - loss 0.44126312 - samples/sec: 241.49 - lr: 0.100000
2021-02-10 22:15:35,086 epoch 35 - iter 441/632 - loss 0.44683677 - samples/sec: 233.95 - lr: 0.100000
2021-02-10 22:15:43,476 epoch 35 - iter 504/632 - loss 0.44510152 - samples/sec: 240.50 - lr: 0.100000
2021-02-10 22:15:51,909 epoch 35 - iter 567/632 - loss 0.44250522 - samples/sec: 239.29 - lr: 0.100000
2021-02-10 22:16:00,458 epoch 35 - iter 630/632 - loss 0.44038675 - samples/sec: 236.04 - lr: 0.100000
2021-02-10 22:16:00,602 ----------------------------------------------------------------------------------------------------
2021-02-10 22:16:00,602 EPOCH 35 done: loss 0.4392 - lr 0.1000000
2021-02-10 22:16:00,603 BAD EPOCHS (no improvement): 0
2021-02-10 22:16:00,614 ----------------------------------------------------------------------------------------------------
2021-02-10 22:16:09,266 epoch 36 - iter 63/632 - loss 0.47963308 - samples/sec: 233.27 - lr: 0.100000
2021-02-10 22:16:17,860 epoch 36 - iter 126/632 - loss 0.45743018 - samples/sec: 234.78 - lr: 0.100000
2021-02-10 22:16:26,593 epoch 36 - iter 189/632 - loss 0.44737490 - samples/sec: 231.08 - lr: 0.100000
2021-02-10 22:16:34,977 epoch 36 - iter 252/632 - loss 0.45480227 - samples/sec: 240.68 - lr: 0.100000
2021-02-10 22:16:43,585 epoch 36 - iter 315/632 - loss 0.44996620 - samples/sec: 234.40 - lr: 0.100000
2021-02-10 22:16:52,012 epoch 36 - iter 378/632 - loss 0.45280595 - samples/sec: 239.48 - lr: 0.100000
2021-02-10 22:17:00,619 epoch 36 - iter 441/632 - loss 0.44870341 - samples/sec: 234.44 - lr: 0.100000
2021-02-10 22:17:09,287 epoch 36 - iter 504/632 - loss 0.44795071 - samples/sec: 232.83 - lr: 0.100000
2021-02-10 22:17:17,882 epoch 36 - iter 567/632 - loss 0.44520877 - samples/sec: 234.79 - lr: 0.100000
2021-02-10 22:17:26,336 epoch 36 - iter 630/632 - loss 0.44818341 - samples/sec: 238.70 - lr: 0.100000
2021-02-10 22:17:26,482 ----------------------------------------------------------------------------------------------------
2021-02-10 22:17:26,482 EPOCH 36 done: loss 0.4474 - lr 0.1000000
2021-02-10 22:17:26,482 BAD EPOCHS (no improvement): 1
2021-02-10 22:17:26,485 ----------------------------------------------------------------------------------------------------
2021-02-10 22:17:35,258 epoch 37 - iter 63/632 - loss 0.41845942 - samples/sec: 230.06 - lr: 0.100000
2021-02-10 22:17:43,383 epoch 37 - iter 126/632 - loss 0.43025541 - samples/sec: 248.32 - lr: 0.100000
2021-02-10 22:17:51,639 epoch 37 - iter 189/632 - loss 0.42148319 - samples/sec: 244.39 - lr: 0.100000
2021-02-10 22:18:00,187 epoch 37 - iter 252/632 - loss 0.43435974 - samples/sec: 236.09 - lr: 0.100000
2021-02-10 22:18:08,717 epoch 37 - iter 315/632 - loss 0.43015032 - samples/sec: 236.57 - lr: 0.100000
2021-02-10 22:18:17,145 epoch 37 - iter 378/632 - loss 0.43065846 - samples/sec: 239.42 - lr: 0.100000
2021-02-10 22:18:25,363 epoch 37 - iter 441/632 - loss 0.42965881 - samples/sec: 245.57 - lr: 0.100000
2021-02-10 22:18:33,660 epoch 37 - iter 504/632 - loss 0.42834898 - samples/sec: 243.22 - lr: 0.100000
2021-02-10 22:18:42,260 epoch 37 - iter 567/632 - loss 0.43344676 - samples/sec: 234.63 - lr: 0.100000
2021-02-10 22:18:50,506 epoch 37 - iter 630/632 - loss 0.43226090 - samples/sec: 244.73 - lr: 0.100000
2021-02-10 22:18:50,703 ----------------------------------------------------------------------------------------------------
2021-02-10 22:18:50,703 EPOCH 37 done: loss 0.4324 - lr 0.1000000
2021-02-10 22:18:50,703 BAD EPOCHS (no improvement): 0
2021-02-10 22:18:50,708 ----------------------------------------------------------------------------------------------------
2021-02-10 22:18:59,164 epoch 38 - iter 63/632 - loss 0.43784417 - samples/sec: 238.65 - lr: 0.100000
2021-02-10 22:19:07,668 epoch 38 - iter 126/632 - loss 0.40558329 - samples/sec: 237.29 - lr: 0.100000
2021-02-10 22:19:16,268 epoch 38 - iter 189/632 - loss 0.40145875 - samples/sec: 234.66 - lr: 0.100000
2021-02-10 22:19:24,881 epoch 38 - iter 252/632 - loss 0.40853786 - samples/sec: 234.27 - lr: 0.100000
2021-02-10 22:19:33,418 epoch 38 - iter 315/632 - loss 0.41337481 - samples/sec: 236.39 - lr: 0.100000
2021-02-10 22:19:41,758 epoch 38 - iter 378/632 - loss 0.41204089 - samples/sec: 241.97 - lr: 0.100000
2021-02-10 22:19:50,339 epoch 38 - iter 441/632 - loss 0.41990697 - samples/sec: 235.16 - lr: 0.100000
2021-02-10 22:19:59,001 epoch 38 - iter 504/632 - loss 0.42647938 - samples/sec: 232.99 - lr: 0.100000
2021-02-10 22:20:07,192 epoch 38 - iter 567/632 - loss 0.43012206 - samples/sec: 246.35 - lr: 0.100000
2021-02-10 22:20:15,475 epoch 38 - iter 630/632 - loss 0.42498653 - samples/sec: 243.65 - lr: 0.100000
2021-02-10 22:20:15,610 ----------------------------------------------------------------------------------------------------
2021-02-10 22:20:15,610 EPOCH 38 done: loss 0.4239 - lr 0.1000000
2021-02-10 22:20:15,610 BAD EPOCHS (no improvement): 0
2021-02-10 22:20:15,623 ----------------------------------------------------------------------------------------------------
2021-02-10 22:20:24,115 epoch 39 - iter 63/632 - loss 0.42598020 - samples/sec: 237.65 - lr: 0.100000
2021-02-10 22:20:32,572 epoch 39 - iter 126/632 - loss 0.41462451 - samples/sec: 238.59 - lr: 0.100000
2021-02-10 22:20:41,116 epoch 39 - iter 189/632 - loss 0.42378505 - samples/sec: 236.18 - lr: 0.100000
2021-02-10 22:20:49,558 epoch 39 - iter 252/632 - loss 0.42223121 - samples/sec: 239.02 - lr: 0.100000
2021-02-10 22:20:58,049 epoch 39 - iter 315/632 - loss 0.42026875 - samples/sec: 237.64 - lr: 0.100000
2021-02-10 22:21:06,691 epoch 39 - iter 378/632 - loss 0.42516920 - samples/sec: 233.51 - lr: 0.100000
2021-02-10 22:21:15,256 epoch 39 - iter 441/632 - loss 0.42433118 - samples/sec: 235.62 - lr: 0.100000
2021-02-10 22:21:23,775 epoch 39 - iter 504/632 - loss 0.43093604 - samples/sec: 236.86 - lr: 0.100000
2021-02-10 22:21:32,609 epoch 39 - iter 567/632 - loss 0.42843233 - samples/sec: 228.43 - lr: 0.100000
2021-02-10 22:21:41,007 epoch 39 - iter 630/632 - loss 0.43094525 - samples/sec: 240.29 - lr: 0.100000
2021-02-10 22:21:41,226 ----------------------------------------------------------------------------------------------------
2021-02-10 22:21:41,226 EPOCH 39 done: loss 0.4378 - lr 0.1000000
2021-02-10 22:21:41,226 BAD EPOCHS (no improvement): 1
2021-02-10 22:21:41,229 ----------------------------------------------------------------------------------------------------
2021-02-10 22:21:49,644 epoch 40 - iter 63/632 - loss 0.39153199 - samples/sec: 239.82 - lr: 0.100000
2021-02-10 22:21:58,053 epoch 40 - iter 126/632 - loss 0.41050566 - samples/sec: 239.99 - lr: 0.100000
2021-02-10 22:22:06,918 epoch 40 - iter 189/632 - loss 0.40376450 - samples/sec: 227.63 - lr: 0.100000
2021-02-10 22:22:15,642 epoch 40 - iter 252/632 - loss 0.40234537 - samples/sec: 231.31 - lr: 0.100000
2021-02-10 22:22:24,223 epoch 40 - iter 315/632 - loss 0.40052372 - samples/sec: 235.16 - lr: 0.100000
2021-02-10 22:22:32,494 epoch 40 - iter 378/632 - loss 0.39734804 - samples/sec: 243.98 - lr: 0.100000
2021-02-10 22:22:40,996 epoch 40 - iter 441/632 - loss 0.39629913 - samples/sec: 237.34 - lr: 0.100000
2021-02-10 22:22:49,452 epoch 40 - iter 504/632 - loss 0.39846051 - samples/sec: 238.66 - lr: 0.100000
2021-02-10 22:22:57,944 epoch 40 - iter 567/632 - loss 0.40086956 - samples/sec: 237.63 - lr: 0.100000
2021-02-10 22:23:06,520 epoch 40 - iter 630/632 - loss 0.40392862 - samples/sec: 235.28 - lr: 0.100000
2021-02-10 22:23:06,672 ----------------------------------------------------------------------------------------------------
2021-02-10 22:23:06,672 EPOCH 40 done: loss 0.4040 - lr 0.1000000
2021-02-10 22:23:06,673 BAD EPOCHS (no improvement): 0
2021-02-10 22:23:06,678 ----------------------------------------------------------------------------------------------------
2021-02-10 22:23:15,176 epoch 41 - iter 63/632 - loss 0.40027234 - samples/sec: 237.49 - lr: 0.100000
2021-02-10 22:23:23,705 epoch 41 - iter 126/632 - loss 0.39276249 - samples/sec: 236.58 - lr: 0.100000
2021-02-10 22:23:32,152 epoch 41 - iter 189/632 - loss 0.39653208 - samples/sec: 238.90 - lr: 0.100000
2021-02-10 22:23:40,600 epoch 41 - iter 252/632 - loss 0.40778450 - samples/sec: 238.89 - lr: 0.100000
2021-02-10 22:23:48,745 epoch 41 - iter 315/632 - loss 0.40509166 - samples/sec: 247.74 - lr: 0.100000
2021-02-10 22:23:57,499 epoch 41 - iter 378/632 - loss 0.41085494 - samples/sec: 230.53 - lr: 0.100000
2021-02-10 22:24:06,187 epoch 41 - iter 441/632 - loss 0.41762305 - samples/sec: 232.24 - lr: 0.100000
2021-02-10 22:24:14,781 epoch 41 - iter 504/632 - loss 0.42110333 - samples/sec: 234.81 - lr: 0.100000
2021-02-10 22:24:23,312 epoch 41 - iter 567/632 - loss 0.42160622 - samples/sec: 236.56 - lr: 0.100000
2021-02-10 22:24:31,888 epoch 41 - iter 630/632 - loss 0.41865793 - samples/sec: 235.30 - lr: 0.100000
2021-02-10 22:24:32,056 ----------------------------------------------------------------------------------------------------
2021-02-10 22:24:32,056 EPOCH 41 done: loss 0.4181 - lr 0.1000000
2021-02-10 22:24:32,056 BAD EPOCHS (no improvement): 1
2021-02-10 22:24:32,059 ----------------------------------------------------------------------------------------------------
2021-02-10 22:24:40,624 epoch 42 - iter 63/632 - loss 0.42920045 - samples/sec: 235.61 - lr: 0.100000
2021-02-10 22:24:49,257 epoch 42 - iter 126/632 - loss 0.40823146 - samples/sec: 233.75 - lr: 0.100000
2021-02-10 22:24:57,736 epoch 42 - iter 189/632 - loss 0.41844324 - samples/sec: 238.00 - lr: 0.100000
2021-02-10 22:25:06,162 epoch 42 - iter 252/632 - loss 0.41111352 - samples/sec: 239.48 - lr: 0.100000
2021-02-10 22:25:14,844 epoch 42 - iter 315/632 - loss 0.41362901 - samples/sec: 232.41 - lr: 0.100000
2021-02-10 22:25:23,363 epoch 42 - iter 378/632 - loss 0.41121080 - samples/sec: 236.89 - lr: 0.100000
2021-02-10 22:25:31,870 epoch 42 - iter 441/632 - loss 0.41063637 - samples/sec: 237.19 - lr: 0.100000
2021-02-10 22:25:41,513 epoch 42 - iter 504/632 - loss 0.40645326 - samples/sec: 209.24 - lr: 0.100000
2021-02-10 22:25:50,028 epoch 42 - iter 567/632 - loss 0.40399183 - samples/sec: 237.00 - lr: 0.100000
2021-02-10 22:25:58,900 epoch 42 - iter 630/632 - loss 0.40569655 - samples/sec: 227.44 - lr: 0.100000
2021-02-10 22:25:59,081 ----------------------------------------------------------------------------------------------------
2021-02-10 22:25:59,081 EPOCH 42 done: loss 0.4059 - lr 0.1000000
2021-02-10 22:25:59,081 BAD EPOCHS (no improvement): 2
2021-02-10 22:25:59,084 ----------------------------------------------------------------------------------------------------
2021-02-10 22:26:07,498 epoch 43 - iter 63/632 - loss 0.36325848 - samples/sec: 239.86 - lr: 0.100000
2021-02-10 22:26:16,089 epoch 43 - iter 126/632 - loss 0.37912294 - samples/sec: 234.90 - lr: 0.100000
2021-02-10 22:26:24,993 epoch 43 - iter 189/632 - loss 0.38655476 - samples/sec: 238.59 - lr: 0.100000
2021-02-10 22:26:33,432 epoch 43 - iter 252/632 - loss 0.38925756 - samples/sec: 239.09 - lr: 0.100000
2021-02-10 22:26:41,807 epoch 43 - iter 315/632 - loss 0.38936058 - samples/sec: 240.95 - lr: 0.100000
2021-02-10 22:26:55,757 epoch 43 - iter 378/632 - loss 0.40043891 - samples/sec: 234.96 - lr: 0.100000
2021-02-10 22:27:04,140 epoch 43 - iter 441/632 - loss 0.40955587 - samples/sec: 240.71 - lr: 0.100000
2021-02-10 22:27:14,184 epoch 43 - iter 504/632 - loss 0.41138881 - samples/sec: 234.52 - lr: 0.100000
2021-02-10 22:27:22,516 epoch 43 - iter 567/632 - loss 0.41393877 - samples/sec: 242.20 - lr: 0.100000
2021-02-10 22:27:43,088 epoch 43 - iter 630/632 - loss 0.41365109 - samples/sec: 239.99 - lr: 0.100000
2021-02-10 22:27:43,229 ----------------------------------------------------------------------------------------------------
2021-02-10 22:27:43,229 EPOCH 43 done: loss 0.4139 - lr 0.1000000
2021-02-10 22:27:43,229 BAD EPOCHS (no improvement): 3
2021-02-10 22:27:43,235 ----------------------------------------------------------------------------------------------------
2021-02-10 22:27:51,798 epoch 44 - iter 63/632 - loss 0.43031567 - samples/sec: 235.65 - lr: 0.100000
2021-02-10 22:28:00,515 epoch 44 - iter 126/632 - loss 0.41199864 - samples/sec: 231.49 - lr: 0.100000
2021-02-10 22:28:08,822 epoch 44 - iter 189/632 - loss 0.40490728 - samples/sec: 242.93 - lr: 0.100000
2021-02-10 22:28:17,222 epoch 44 - iter 252/632 - loss 0.40249149 - samples/sec: 240.21 - lr: 0.100000
2021-02-10 22:28:25,581 epoch 44 - iter 315/632 - loss 0.40435956 - samples/sec: 241.42 - lr: 0.100000
2021-02-10 22:28:34,005 epoch 44 - iter 378/632 - loss 0.40968029 - samples/sec: 239.58 - lr: 0.100000
2021-02-10 22:28:42,358 epoch 44 - iter 441/632 - loss 0.40407162 - samples/sec: 241.58 - lr: 0.100000
2021-02-10 22:28:50,881 epoch 44 - iter 504/632 - loss 0.40217607 - samples/sec: 236.77 - lr: 0.100000
2021-02-10 22:28:59,385 epoch 44 - iter 567/632 - loss 0.40270541 - samples/sec: 237.30 - lr: 0.100000
2021-02-10 22:29:07,896 epoch 44 - iter 630/632 - loss 0.40129500 - samples/sec: 237.08 - lr: 0.100000
2021-02-10 22:29:08,011 ----------------------------------------------------------------------------------------------------
2021-02-10 22:29:08,012 EPOCH 44 done: loss 0.4006 - lr 0.1000000
2021-02-10 22:29:08,012 BAD EPOCHS (no improvement): 0
2021-02-10 22:29:08,015 ----------------------------------------------------------------------------------------------------
2021-02-10 22:29:16,425 epoch 45 - iter 63/632 - loss 0.37478034 - samples/sec: 239.95 - lr: 0.100000
2021-02-10 22:29:25,086 epoch 45 - iter 126/632 - loss 0.38146587 - samples/sec: 232.99 - lr: 0.100000
2021-02-10 22:29:33,548 epoch 45 - iter 189/632 - loss 0.37972616 - samples/sec: 238.50 - lr: 0.100000
2021-02-10 22:29:42,227 epoch 45 - iter 252/632 - loss 0.37334003 - samples/sec: 232.49 - lr: 0.100000
2021-02-10 22:29:50,740 epoch 45 - iter 315/632 - loss 0.38021010 - samples/sec: 237.04 - lr: 0.100000
2021-02-10 22:29:59,206 epoch 45 - iter 378/632 - loss 0.38737572 - samples/sec: 238.37 - lr: 0.100000
2021-02-10 22:30:07,785 epoch 45 - iter 441/632 - loss 0.39047448 - samples/sec: 235.22 - lr: 0.100000
2021-02-10 22:30:16,216 epoch 45 - iter 504/632 - loss 0.39189706 - samples/sec: 239.37 - lr: 0.100000
2021-02-10 22:30:24,642 epoch 45 - iter 567/632 - loss 0.38710474 - samples/sec: 239.50 - lr: 0.100000
2021-02-10 22:30:33,131 epoch 45 - iter 630/632 - loss 0.38517904 - samples/sec: 237.71 - lr: 0.100000
2021-02-10 22:30:33,280 ----------------------------------------------------------------------------------------------------
2021-02-10 22:30:33,280 EPOCH 45 done: loss 0.3848 - lr 0.1000000
2021-02-10 22:30:33,280 BAD EPOCHS (no improvement): 0
2021-02-10 22:30:33,284 ----------------------------------------------------------------------------------------------------
2021-02-10 22:30:42,172 epoch 46 - iter 63/632 - loss 0.39816104 - samples/sec: 227.04 - lr: 0.100000
2021-02-10 22:30:51,040 epoch 46 - iter 126/632 - loss 0.39880801 - samples/sec: 227.56 - lr: 0.100000
2021-02-10 22:30:59,440 epoch 46 - iter 189/632 - loss 0.39302465 - samples/sec: 240.25 - lr: 0.100000
2021-02-10 22:31:07,911 epoch 46 - iter 252/632 - loss 0.39667418 - samples/sec: 238.22 - lr: 0.100000
2021-02-10 22:31:16,377 epoch 46 - iter 315/632 - loss 0.39293497 - samples/sec: 238.35 - lr: 0.100000
2021-02-10 22:31:24,836 epoch 46 - iter 378/632 - loss 0.38875637 - samples/sec: 238.58 - lr: 0.100000
2021-02-10 22:31:33,607 epoch 46 - iter 441/632 - loss 0.38407480 - samples/sec: 230.04 - lr: 0.100000
2021-02-10 22:31:41,883 epoch 46 - iter 504/632 - loss 0.38045427 - samples/sec: 243.82 - lr: 0.100000
2021-02-10 22:31:50,185 epoch 46 - iter 567/632 - loss 0.38979477 - samples/sec: 243.08 - lr: 0.100000
2021-02-10 22:31:59,003 epoch 46 - iter 630/632 - loss 0.39155765 - samples/sec: 228.85 - lr: 0.100000
2021-02-10 22:31:59,177 ----------------------------------------------------------------------------------------------------
2021-02-10 22:31:59,177 EPOCH 46 done: loss 0.3916 - lr 0.1000000
2021-02-10 22:31:59,178 BAD EPOCHS (no improvement): 1
2021-02-10 22:31:59,180 ----------------------------------------------------------------------------------------------------
2021-02-10 22:32:07,590 epoch 47 - iter 63/632 - loss 0.32948545 - samples/sec: 239.97 - lr: 0.100000
2021-02-10 22:32:15,995 epoch 47 - iter 126/632 - loss 0.33721178 - samples/sec: 240.11 - lr: 0.100000
2021-02-10 22:32:24,397 epoch 47 - iter 189/632 - loss 0.35238146 - samples/sec: 240.17 - lr: 0.100000
2021-02-10 22:32:33,072 epoch 47 - iter 252/632 - loss 0.35918922 - samples/sec: 232.62 - lr: 0.100000
2021-02-10 22:32:41,761 epoch 47 - iter 315/632 - loss 0.36448913 - samples/sec: 232.24 - lr: 0.100000
2021-02-10 22:32:50,206 epoch 47 - iter 378/632 - loss 0.36325513 - samples/sec: 238.94 - lr: 0.100000
2021-02-10 22:32:58,643 epoch 47 - iter 441/632 - loss 0.36503639 - samples/sec: 239.17 - lr: 0.100000
2021-02-10 22:33:07,231 epoch 47 - iter 504/632 - loss 0.37126205 - samples/sec: 234.96 - lr: 0.100000
2021-02-10 22:33:15,768 epoch 47 - iter 567/632 - loss 0.37214632 - samples/sec: 236.39 - lr: 0.100000
2021-02-10 22:33:24,299 epoch 47 - iter 630/632 - loss 0.37897575 - samples/sec: 236.56 - lr: 0.100000
2021-02-10 22:33:24,447 ----------------------------------------------------------------------------------------------------
2021-02-10 22:33:24,447 EPOCH 47 done: loss 0.3786 - lr 0.1000000
2021-02-10 22:33:24,447 BAD EPOCHS (no improvement): 0
2021-02-10 22:33:24,450 ----------------------------------------------------------------------------------------------------
2021-02-10 22:33:32,895 epoch 48 - iter 63/632 - loss 0.39774901 - samples/sec: 238.99 - lr: 0.100000
2021-02-10 22:33:41,269 epoch 48 - iter 126/632 - loss 0.36816242 - samples/sec: 240.98 - lr: 0.100000
2021-02-10 22:33:49,708 epoch 48 - iter 189/632 - loss 0.37927745 - samples/sec: 239.12 - lr: 0.100000
2021-02-10 22:33:58,660 epoch 48 - iter 252/632 - loss 0.37579941 - samples/sec: 225.43 - lr: 0.100000
2021-02-10 22:34:07,478 epoch 48 - iter 315/632 - loss 0.37864616 - samples/sec: 228.84 - lr: 0.100000
2021-02-10 22:34:15,648 epoch 48 - iter 378/632 - loss 0.37762020 - samples/sec: 247.00 - lr: 0.100000
2021-02-10 22:34:24,224 epoch 48 - iter 441/632 - loss 0.37621119 - samples/sec: 235.29 - lr: 0.100000
2021-02-10 22:34:32,671 epoch 48 - iter 504/632 - loss 0.37386160 - samples/sec: 238.91 - lr: 0.100000
2021-02-10 22:34:41,140 epoch 48 - iter 567/632 - loss 0.37414796 - samples/sec: 238.28 - lr: 0.100000
2021-02-10 22:34:49,390 epoch 48 - iter 630/632 - loss 0.37573953 - samples/sec: 244.60 - lr: 0.100000
2021-02-10 22:34:49,613 ----------------------------------------------------------------------------------------------------
2021-02-10 22:34:49,613 EPOCH 48 done: loss 0.3755 - lr 0.1000000
2021-02-10 22:34:49,613 BAD EPOCHS (no improvement): 0
2021-02-10 22:34:49,615 ----------------------------------------------------------------------------------------------------
2021-02-10 22:34:57,957 epoch 49 - iter 63/632 - loss 0.39481714 - samples/sec: 241.96 - lr: 0.100000
2021-02-10 22:35:06,530 epoch 49 - iter 126/632 - loss 0.38206363 - samples/sec: 235.39 - lr: 0.100000
2021-02-10 22:35:15,142 epoch 49 - iter 189/632 - loss 0.37207588 - samples/sec: 234.29 - lr: 0.100000
2021-02-10 22:35:23,689 epoch 49 - iter 252/632 - loss 0.37741868 - samples/sec: 236.12 - lr: 0.100000
2021-02-10 22:35:32,093 epoch 49 - iter 315/632 - loss 0.37961281 - samples/sec: 240.12 - lr: 0.100000
2021-02-10 22:35:40,861 epoch 49 - iter 378/632 - loss 0.38338748 - samples/sec: 230.15 - lr: 0.100000
2021-02-10 22:35:49,359 epoch 49 - iter 441/632 - loss 0.38300928 - samples/sec: 237.46 - lr: 0.100000
2021-02-10 22:35:57,813 epoch 49 - iter 504/632 - loss 0.38360521 - samples/sec: 238.70 - lr: 0.100000
2021-02-10 22:36:06,211 epoch 49 - iter 567/632 - loss 0.37805095 - samples/sec: 240.26 - lr: 0.100000
2021-02-10 22:36:14,816 epoch 49 - iter 630/632 - loss 0.37862788 - samples/sec: 234.51 - lr: 0.100000
2021-02-10 22:36:15,009 ----------------------------------------------------------------------------------------------------
2021-02-10 22:36:15,009 EPOCH 49 done: loss 0.3785 - lr 0.1000000
2021-02-10 22:36:15,009 BAD EPOCHS (no improvement): 1
2021-02-10 22:36:15,011 ----------------------------------------------------------------------------------------------------
2021-02-10 22:36:23,884 epoch 50 - iter 63/632 - loss 0.36799424 - samples/sec: 227.46 - lr: 0.100000
2021-02-10 22:36:32,528 epoch 50 - iter 126/632 - loss 0.35150656 - samples/sec: 233.43 - lr: 0.100000
2021-02-10 22:36:41,219 epoch 50 - iter 189/632 - loss 0.35425209 - samples/sec: 232.18 - lr: 0.100000
2021-02-10 22:36:49,525 epoch 50 - iter 252/632 - loss 0.36138539 - samples/sec: 242.93 - lr: 0.100000
2021-02-10 22:36:57,791 epoch 50 - iter 315/632 - loss 0.35894385 - samples/sec: 244.11 - lr: 0.100000
2021-02-10 22:37:06,201 epoch 50 - iter 378/632 - loss 0.35378648 - samples/sec: 239.95 - lr: 0.100000
2021-02-10 22:37:14,595 epoch 50 - iter 441/632 - loss 0.35878434 - samples/sec: 240.39 - lr: 0.100000
2021-02-10 22:37:22,777 epoch 50 - iter 504/632 - loss 0.36285529 - samples/sec: 246.59 - lr: 0.100000
2021-02-10 22:37:31,144 epoch 50 - iter 567/632 - loss 0.36545453 - samples/sec: 241.17 - lr: 0.100000
2021-02-10 22:37:39,530 epoch 50 - iter 630/632 - loss 0.36735148 - samples/sec: 240.65 - lr: 0.100000
2021-02-10 22:37:39,675 ----------------------------------------------------------------------------------------------------
2021-02-10 22:37:39,676 EPOCH 50 done: loss 0.3668 - lr 0.1000000
2021-02-10 22:37:39,676 BAD EPOCHS (no improvement): 0
2021-02-10 22:37:39,678 ----------------------------------------------------------------------------------------------------
2021-02-10 22:37:48,238 epoch 51 - iter 63/632 - loss 0.36429162 - samples/sec: 235.78 - lr: 0.100000
2021-02-10 22:37:56,594 epoch 51 - iter 126/632 - loss 0.35913256 - samples/sec: 241.50 - lr: 0.100000
2021-02-10 22:38:05,050 epoch 51 - iter 189/632 - loss 0.35921484 - samples/sec: 238.62 - lr: 0.100000
2021-02-10 22:38:13,684 epoch 51 - iter 252/632 - loss 0.35425732 - samples/sec: 233.73 - lr: 0.100000
2021-02-10 22:38:22,280 epoch 51 - iter 315/632 - loss 0.35817099 - samples/sec: 234.73 - lr: 0.100000
2021-02-10 22:38:30,576 epoch 51 - iter 378/632 - loss 0.36063514 - samples/sec: 243.27 - lr: 0.100000
2021-02-10 22:38:38,874 epoch 51 - iter 441/632 - loss 0.36134595 - samples/sec: 243.17 - lr: 0.100000
2021-02-10 22:38:47,307 epoch 51 - iter 504/632 - loss 0.36558131 - samples/sec: 239.32 - lr: 0.100000
2021-02-10 22:38:55,977 epoch 51 - iter 567/632 - loss 0.36402613 - samples/sec: 232.74 - lr: 0.100000
2021-02-10 22:39:04,542 epoch 51 - iter 630/632 - loss 0.36132715 - samples/sec: 235.60 - lr: 0.100000
2021-02-10 22:39:04,769 ----------------------------------------------------------------------------------------------------
2021-02-10 22:39:04,769 EPOCH 51 done: loss 0.3654 - lr 0.1000000
2021-02-10 22:39:04,769 BAD EPOCHS (no improvement): 0
2021-02-10 22:39:04,773 ----------------------------------------------------------------------------------------------------
2021-02-10 22:39:13,032 epoch 52 - iter 63/632 - loss 0.37570832 - samples/sec: 244.38 - lr: 0.100000
2021-02-10 22:39:21,575 epoch 52 - iter 126/632 - loss 0.35058771 - samples/sec: 236.20 - lr: 0.100000
2021-02-10 22:39:30,024 epoch 52 - iter 189/632 - loss 0.34841209 - samples/sec: 238.84 - lr: 0.100000
2021-02-10 22:39:38,416 epoch 52 - iter 252/632 - loss 0.34379560 - samples/sec: 240.46 - lr: 0.100000
2021-02-10 22:39:47,065 epoch 52 - iter 315/632 - loss 0.34551972 - samples/sec: 233.33 - lr: 0.100000
2021-02-10 22:39:55,498 epoch 52 - iter 378/632 - loss 0.35108897 - samples/sec: 239.30 - lr: 0.100000
2021-02-10 22:40:03,972 epoch 52 - iter 441/632 - loss 0.35392584 - samples/sec: 238.15 - lr: 0.100000
2021-02-10 22:40:12,773 epoch 52 - iter 504/632 - loss 0.35729854 - samples/sec: 229.28 - lr: 0.100000
2021-02-10 22:40:21,281 epoch 52 - iter 567/632 - loss 0.36282377 - samples/sec: 237.18 - lr: 0.100000
2021-02-10 22:40:29,815 epoch 52 - iter 630/632 - loss 0.36751742 - samples/sec: 236.46 - lr: 0.100000
2021-02-10 22:40:29,964 ----------------------------------------------------------------------------------------------------
2021-02-10 22:40:29,964 EPOCH 52 done: loss 0.3669 - lr 0.1000000
2021-02-10 22:40:29,964 BAD EPOCHS (no improvement): 1
2021-02-10 22:40:29,967 ----------------------------------------------------------------------------------------------------
2021-02-10 22:40:38,469 epoch 53 - iter 63/632 - loss 0.38179429 - samples/sec: 237.37 - lr: 0.100000
2021-02-10 22:40:46,736 epoch 53 - iter 126/632 - loss 0.36310229 - samples/sec: 244.11 - lr: 0.100000
2021-02-10 22:40:55,390 epoch 53 - iter 189/632 - loss 0.35946900 - samples/sec: 233.17 - lr: 0.100000
2021-02-10 22:41:03,731 epoch 53 - iter 252/632 - loss 0.35652245 - samples/sec: 241.94 - lr: 0.100000
2021-02-10 22:41:12,057 epoch 53 - iter 315/632 - loss 0.34741501 - samples/sec: 242.38 - lr: 0.100000
2021-02-10 22:41:20,646 epoch 53 - iter 378/632 - loss 0.34618706 - samples/sec: 234.93 - lr: 0.100000
2021-02-10 22:41:29,621 epoch 53 - iter 441/632 - loss 0.35120746 - samples/sec: 224.84 - lr: 0.100000
2021-02-10 22:41:38,136 epoch 53 - iter 504/632 - loss 0.35111262 - samples/sec: 236.99 - lr: 0.100000
2021-02-10 22:41:46,522 epoch 53 - iter 567/632 - loss 0.35250928 - samples/sec: 240.62 - lr: 0.100000
2021-02-10 22:41:54,906 epoch 53 - iter 630/632 - loss 0.35510795 - samples/sec: 240.71 - lr: 0.100000
2021-02-10 22:41:55,052 ----------------------------------------------------------------------------------------------------
2021-02-10 22:41:55,052 EPOCH 53 done: loss 0.3547 - lr 0.1000000
2021-02-10 22:41:55,053 BAD EPOCHS (no improvement): 0
2021-02-10 22:41:55,055 ----------------------------------------------------------------------------------------------------
2021-02-10 22:42:03,215 epoch 54 - iter 63/632 - loss 0.32811048 - samples/sec: 247.34 - lr: 0.100000
2021-02-10 22:42:11,969 epoch 54 - iter 126/632 - loss 0.35081025 - samples/sec: 230.52 - lr: 0.100000
2021-02-10 22:42:20,271 epoch 54 - iter 189/632 - loss 0.33530170 - samples/sec: 243.08 - lr: 0.100000
2021-02-10 22:42:28,608 epoch 54 - iter 252/632 - loss 0.33327212 - samples/sec: 242.05 - lr: 0.100000
2021-02-10 22:42:37,008 epoch 54 - iter 315/632 - loss 0.34081355 - samples/sec: 240.22 - lr: 0.100000
2021-02-10 22:42:45,285 epoch 54 - iter 378/632 - loss 0.34758796 - samples/sec: 243.82 - lr: 0.100000
2021-02-10 22:42:53,802 epoch 54 - iter 441/632 - loss 0.35076929 - samples/sec: 236.94 - lr: 0.100000
2021-02-10 22:43:02,348 epoch 54 - iter 504/632 - loss 0.35339695 - samples/sec: 236.11 - lr: 0.100000
2021-02-10 22:43:11,066 epoch 54 - iter 567/632 - loss 0.35759562 - samples/sec: 231.48 - lr: 0.100000
2021-02-10 22:43:19,598 epoch 54 - iter 630/632 - loss 0.35804885 - samples/sec: 236.50 - lr: 0.100000
2021-02-10 22:43:19,786 ----------------------------------------------------------------------------------------------------
2021-02-10 22:43:19,786 EPOCH 54 done: loss 0.3575 - lr 0.1000000
2021-02-10 22:43:19,786 BAD EPOCHS (no improvement): 1
2021-02-10 22:43:19,790 ----------------------------------------------------------------------------------------------------
2021-02-10 22:43:28,306 epoch 55 - iter 63/632 - loss 0.37016292 - samples/sec: 237.00 - lr: 0.100000
2021-02-10 22:43:36,445 epoch 55 - iter 126/632 - loss 0.36346042 - samples/sec: 247.93 - lr: 0.100000
2021-02-10 22:43:44,911 epoch 55 - iter 189/632 - loss 0.34833806 - samples/sec: 238.35 - lr: 0.100000
2021-02-10 22:43:53,227 epoch 55 - iter 252/632 - loss 0.33855263 - samples/sec: 242.68 - lr: 0.100000
2021-02-10 22:44:01,732 epoch 55 - iter 315/632 - loss 0.34373767 - samples/sec: 237.27 - lr: 0.100000
2021-02-10 22:44:10,157 epoch 55 - iter 378/632 - loss 0.35100476 - samples/sec: 239.50 - lr: 0.100000
2021-02-10 22:44:18,804 epoch 55 - iter 441/632 - loss 0.35704263 - samples/sec: 233.35 - lr: 0.100000
2021-02-10 22:44:27,229 epoch 55 - iter 504/632 - loss 0.35473874 - samples/sec: 239.50 - lr: 0.100000
2021-02-10 22:44:35,715 epoch 55 - iter 567/632 - loss 0.35706996 - samples/sec: 237.79 - lr: 0.100000
2021-02-10 22:44:44,153 epoch 55 - iter 630/632 - loss 0.35682339 - samples/sec: 239.15 - lr: 0.100000
2021-02-10 22:44:44,321 ----------------------------------------------------------------------------------------------------
2021-02-10 22:44:44,321 EPOCH 55 done: loss 0.3612 - lr 0.1000000
2021-02-10 22:44:44,321 BAD EPOCHS (no improvement): 2
2021-02-10 22:44:44,324 ----------------------------------------------------------------------------------------------------
2021-02-10 22:44:52,972 epoch 56 - iter 63/632 - loss 0.31676486 - samples/sec: 233.35 - lr: 0.100000
2021-02-10 22:45:01,299 epoch 56 - iter 126/632 - loss 0.34277958 - samples/sec: 242.33 - lr: 0.100000
2021-02-10 22:45:09,973 epoch 56 - iter 189/632 - loss 0.33389422 - samples/sec: 232.65 - lr: 0.100000
2021-02-10 22:45:18,159 epoch 56 - iter 252/632 - loss 0.33350398 - samples/sec: 246.50 - lr: 0.100000
2021-02-10 22:45:26,905 epoch 56 - iter 315/632 - loss 0.33484960 - samples/sec: 230.72 - lr: 0.100000
2021-02-10 22:45:35,509 epoch 56 - iter 378/632 - loss 0.34006892 - samples/sec: 234.52 - lr: 0.100000
2021-02-10 22:45:43,916 epoch 56 - iter 441/632 - loss 0.34202504 - samples/sec: 240.04 - lr: 0.100000
2021-02-10 22:45:52,390 epoch 56 - iter 504/632 - loss 0.34534551 - samples/sec: 238.17 - lr: 0.100000
2021-02-10 22:46:00,774 epoch 56 - iter 567/632 - loss 0.34611777 - samples/sec: 240.67 - lr: 0.100000
2021-02-10 22:46:09,282 epoch 56 - iter 630/632 - loss 0.34952385 - samples/sec: 237.19 - lr: 0.100000
2021-02-10 22:46:09,452 ----------------------------------------------------------------------------------------------------
2021-02-10 22:46:09,452 EPOCH 56 done: loss 0.3507 - lr 0.1000000
2021-02-10 22:46:09,452 BAD EPOCHS (no improvement): 0
2021-02-10 22:46:09,454 ----------------------------------------------------------------------------------------------------
2021-02-10 22:46:19,244 epoch 57 - iter 63/632 - loss 0.34184791 - samples/sec: 206.13 - lr: 0.100000
2021-02-10 22:46:27,744 epoch 57 - iter 126/632 - loss 0.35333185 - samples/sec: 237.40 - lr: 0.100000
2021-02-10 22:46:35,961 epoch 57 - iter 189/632 - loss 0.35380568 - samples/sec: 245.59 - lr: 0.100000
2021-02-10 22:46:44,473 epoch 57 - iter 252/632 - loss 0.34959517 - samples/sec: 237.05 - lr: 0.100000
2021-02-10 22:46:53,001 epoch 57 - iter 315/632 - loss 0.35276190 - samples/sec: 236.64 - lr: 0.100000
2021-02-10 22:47:01,658 epoch 57 - iter 378/632 - loss 0.35572026 - samples/sec: 233.09 - lr: 0.100000
2021-02-10 22:47:10,157 epoch 57 - iter 441/632 - loss 0.34888281 - samples/sec: 237.46 - lr: 0.100000
2021-02-10 22:47:18,613 epoch 57 - iter 504/632 - loss 0.34776881 - samples/sec: 238.63 - lr: 0.100000
2021-02-10 22:47:26,892 epoch 57 - iter 567/632 - loss 0.35050517 - samples/sec: 243.72 - lr: 0.100000
2021-02-10 22:47:35,519 epoch 57 - iter 630/632 - loss 0.34965295 - samples/sec: 233.92 - lr: 0.100000
2021-02-10 22:47:35,740 ----------------------------------------------------------------------------------------------------
2021-02-10 22:47:35,740 EPOCH 57 done: loss 0.3487 - lr 0.1000000
2021-02-10 22:47:35,741 BAD EPOCHS (no improvement): 0
2021-02-10 22:47:35,743 ----------------------------------------------------------------------------------------------------
2021-02-10 22:47:44,190 epoch 58 - iter 63/632 - loss 0.34934890 - samples/sec: 238.92 - lr: 0.100000
2021-02-10 22:47:52,910 epoch 58 - iter 126/632 - loss 0.34948988 - samples/sec: 231.42 - lr: 0.100000
2021-02-10 22:48:01,443 epoch 58 - iter 189/632 - loss 0.34170975 - samples/sec: 236.50 - lr: 0.100000
2021-02-10 22:48:10,077 epoch 58 - iter 252/632 - loss 0.34419299 - samples/sec: 233.70 - lr: 0.100000
2021-02-10 22:48:18,921 epoch 58 - iter 315/632 - loss 0.34780770 - samples/sec: 228.17 - lr: 0.100000
2021-02-10 22:48:27,307 epoch 58 - iter 378/632 - loss 0.34137715 - samples/sec: 240.64 - lr: 0.100000
2021-02-10 22:48:35,787 epoch 58 - iter 441/632 - loss 0.34568014 - samples/sec: 237.96 - lr: 0.100000
2021-02-10 22:48:44,198 epoch 58 - iter 504/632 - loss 0.34756692 - samples/sec: 239.91 - lr: 0.100000
2021-02-10 22:48:52,626 epoch 58 - iter 567/632 - loss 0.34639442 - samples/sec: 239.44 - lr: 0.100000
2021-02-10 22:49:01,112 epoch 58 - iter 630/632 - loss 0.34962362 - samples/sec: 237.80 - lr: 0.100000
2021-02-10 22:49:01,261 ----------------------------------------------------------------------------------------------------
2021-02-10 22:49:01,261 EPOCH 58 done: loss 0.3492 - lr 0.1000000
2021-02-10 22:49:01,261 BAD EPOCHS (no improvement): 1
2021-02-10 22:49:01,264 ----------------------------------------------------------------------------------------------------
2021-02-10 22:49:09,819 epoch 59 - iter 63/632 - loss 0.33915165 - samples/sec: 235.91 - lr: 0.100000
2021-02-10 22:49:18,248 epoch 59 - iter 126/632 - loss 0.33875893 - samples/sec: 239.42 - lr: 0.100000
2021-02-10 22:49:26,779 epoch 59 - iter 189/632 - loss 0.35695882 - samples/sec: 236.53 - lr: 0.100000
2021-02-10 22:49:35,340 epoch 59 - iter 252/632 - loss 0.35368508 - samples/sec: 235.72 - lr: 0.100000
2021-02-10 22:49:43,644 epoch 59 - iter 315/632 - loss 0.34726593 - samples/sec: 243.00 - lr: 0.100000
2021-02-10 22:49:51,987 epoch 59 - iter 378/632 - loss 0.34712041 - samples/sec: 241.85 - lr: 0.100000
2021-02-10 22:50:00,600 epoch 59 - iter 441/632 - loss 0.34582373 - samples/sec: 234.31 - lr: 0.100000
2021-02-10 22:50:08,974 epoch 59 - iter 504/632 - loss 0.34520206 - samples/sec: 240.96 - lr: 0.100000
2021-02-10 22:50:17,143 epoch 59 - iter 567/632 - loss 0.34642890 - samples/sec: 247.05 - lr: 0.100000
2021-02-10 22:50:25,896 epoch 59 - iter 630/632 - loss 0.34473477 - samples/sec: 230.53 - lr: 0.100000
2021-02-10 22:50:26,054 ----------------------------------------------------------------------------------------------------
2021-02-10 22:50:26,054 EPOCH 59 done: loss 0.3444 - lr 0.1000000
2021-02-10 22:50:26,054 BAD EPOCHS (no improvement): 0
2021-02-10 22:50:26,057 ----------------------------------------------------------------------------------------------------
2021-02-10 22:50:34,690 epoch 60 - iter 63/632 - loss 0.36140382 - samples/sec: 233.79 - lr: 0.100000
2021-02-10 22:50:43,384 epoch 60 - iter 126/632 - loss 0.35504271 - samples/sec: 232.11 - lr: 0.100000
2021-02-10 22:50:51,882 epoch 60 - iter 189/632 - loss 0.34039923 - samples/sec: 237.46 - lr: 0.100000
2021-02-10 22:51:00,439 epoch 60 - iter 252/632 - loss 0.34299834 - samples/sec: 235.84 - lr: 0.100000
2021-02-10 22:51:08,302 epoch 60 - iter 315/632 - loss 0.32631921 - samples/sec: 256.62 - lr: 0.100000
2021-02-10 22:51:16,503 epoch 60 - iter 378/632 - loss 0.33312036 - samples/sec: 246.01 - lr: 0.100000
2021-02-10 22:51:24,779 epoch 60 - iter 441/632 - loss 0.33531533 - samples/sec: 243.82 - lr: 0.100000
2021-02-10 22:51:33,284 epoch 60 - iter 504/632 - loss 0.33462982 - samples/sec: 237.25 - lr: 0.100000
2021-02-10 22:51:41,571 epoch 60 - iter 567/632 - loss 0.34438254 - samples/sec: 243.48 - lr: 0.100000
2021-02-10 22:51:50,118 epoch 60 - iter 630/632 - loss 0.34525115 - samples/sec: 236.10 - lr: 0.100000
2021-02-10 22:51:50,243 ----------------------------------------------------------------------------------------------------
2021-02-10 22:51:50,243 EPOCH 60 done: loss 0.3444 - lr 0.1000000
2021-02-10 22:51:50,243 BAD EPOCHS (no improvement): 1
2021-02-10 22:51:50,245 ----------------------------------------------------------------------------------------------------
2021-02-10 22:51:58,793 epoch 61 - iter 63/632 - loss 0.33226048 - samples/sec: 236.09 - lr: 0.100000
2021-02-10 22:52:07,368 epoch 61 - iter 126/632 - loss 0.34490006 - samples/sec: 235.34 - lr: 0.100000
2021-02-10 22:52:16,152 epoch 61 - iter 189/632 - loss 0.35413803 - samples/sec: 229.73 - lr: 0.100000
2021-02-10 22:52:24,515 epoch 61 - iter 252/632 - loss 0.35338391 - samples/sec: 241.29 - lr: 0.100000
2021-02-10 22:52:32,924 epoch 61 - iter 315/632 - loss 0.35255594 - samples/sec: 239.98 - lr: 0.100000
2021-02-10 22:52:41,338 epoch 61 - iter 378/632 - loss 0.34876341 - samples/sec: 239.83 - lr: 0.100000
2021-02-10 22:52:49,762 epoch 61 - iter 441/632 - loss 0.34902362 - samples/sec: 239.55 - lr: 0.100000
2021-02-10 22:52:58,203 epoch 61 - iter 504/632 - loss 0.34862201 - samples/sec: 239.08 - lr: 0.100000
2021-02-10 22:53:06,759 epoch 61 - iter 567/632 - loss 0.34702736 - samples/sec: 235.85 - lr: 0.100000
2021-02-10 22:53:15,312 epoch 61 - iter 630/632 - loss 0.34734799 - samples/sec: 235.91 - lr: 0.100000
2021-02-10 22:53:15,481 ----------------------------------------------------------------------------------------------------
2021-02-10 22:53:15,482 EPOCH 61 done: loss 0.3467 - lr 0.1000000
2021-02-10 22:53:15,482 BAD EPOCHS (no improvement): 2
2021-02-10 22:53:15,486 ----------------------------------------------------------------------------------------------------
2021-02-10 22:53:24,222 epoch 62 - iter 63/632 - loss 0.32724334 - samples/sec: 231.00 - lr: 0.100000
2021-02-10 22:53:32,743 epoch 62 - iter 126/632 - loss 0.33731688 - samples/sec: 236.81 - lr: 0.100000
2021-02-10 22:53:41,225 epoch 62 - iter 189/632 - loss 0.35173822 - samples/sec: 237.93 - lr: 0.100000
2021-02-10 22:53:49,497 epoch 62 - iter 252/632 - loss 0.34344502 - samples/sec: 243.95 - lr: 0.100000
2021-02-10 22:53:58,401 epoch 62 - iter 315/632 - loss 0.34636901 - samples/sec: 226.63 - lr: 0.100000
2021-02-10 22:54:06,783 epoch 62 - iter 378/632 - loss 0.34424205 - samples/sec: 240.78 - lr: 0.100000
2021-02-10 22:54:15,285 epoch 62 - iter 441/632 - loss 0.34429311 - samples/sec: 237.35 - lr: 0.100000
2021-02-10 22:54:23,592 epoch 62 - iter 504/632 - loss 0.34278967 - samples/sec: 242.91 - lr: 0.100000
2021-02-10 22:54:31,705 epoch 62 - iter 567/632 - loss 0.34029732 - samples/sec: 248.76 - lr: 0.100000
2021-02-10 22:54:40,275 epoch 62 - iter 630/632 - loss 0.33930703 - samples/sec: 235.45 - lr: 0.100000
2021-02-10 22:54:40,444 ----------------------------------------------------------------------------------------------------
2021-02-10 22:54:40,444 EPOCH 62 done: loss 0.3406 - lr 0.1000000
2021-02-10 22:54:40,444 BAD EPOCHS (no improvement): 0
2021-02-10 22:54:40,447 ----------------------------------------------------------------------------------------------------
2021-02-10 22:54:48,675 epoch 63 - iter 63/632 - loss 0.29240913 - samples/sec: 245.27 - lr: 0.100000
2021-02-10 22:54:56,890 epoch 63 - iter 126/632 - loss 0.31990311 - samples/sec: 245.64 - lr: 0.100000
2021-02-10 22:55:05,307 epoch 63 - iter 189/632 - loss 0.32083122 - samples/sec: 239.72 - lr: 0.100000
2021-02-10 22:55:13,832 epoch 63 - iter 252/632 - loss 0.32061606 - samples/sec: 236.73 - lr: 0.100000
2021-02-10 22:55:22,291 epoch 63 - iter 315/632 - loss 0.32324402 - samples/sec: 238.53 - lr: 0.100000
2021-02-10 22:55:30,570 epoch 63 - iter 378/632 - loss 0.32848710 - samples/sec: 243.75 - lr: 0.100000
2021-02-10 22:55:39,063 epoch 63 - iter 441/632 - loss 0.33323369 - samples/sec: 237.60 - lr: 0.100000
2021-02-10 22:55:48,088 epoch 63 - iter 504/632 - loss 0.33686613 - samples/sec: 223.57 - lr: 0.100000
2021-02-10 22:55:56,343 epoch 63 - iter 567/632 - loss 0.33820136 - samples/sec: 244.45 - lr: 0.100000
2021-02-10 22:56:05,109 epoch 63 - iter 630/632 - loss 0.33567986 - samples/sec: 230.21 - lr: 0.100000
2021-02-10 22:56:05,293 ----------------------------------------------------------------------------------------------------
2021-02-10 22:56:05,293 EPOCH 63 done: loss 0.3352 - lr 0.1000000
2021-02-10 22:56:05,294 BAD EPOCHS (no improvement): 0
2021-02-10 22:56:05,296 ----------------------------------------------------------------------------------------------------
2021-02-10 22:56:13,709 epoch 64 - iter 63/632 - loss 0.33364472 - samples/sec: 239.88 - lr: 0.100000
2021-02-10 22:56:21,984 epoch 64 - iter 126/632 - loss 0.32021423 - samples/sec: 243.87 - lr: 0.100000
2021-02-10 22:56:30,352 epoch 64 - iter 189/632 - loss 0.32627861 - samples/sec: 241.13 - lr: 0.100000
2021-02-10 22:56:38,795 epoch 64 - iter 252/632 - loss 0.31636721 - samples/sec: 239.02 - lr: 0.100000
2021-02-10 22:56:47,449 epoch 64 - iter 315/632 - loss 0.32318124 - samples/sec: 233.18 - lr: 0.100000
2021-02-10 22:56:55,884 epoch 64 - iter 378/632 - loss 0.33040277 - samples/sec: 239.23 - lr: 0.100000
2021-02-10 22:57:04,113 epoch 64 - iter 441/632 - loss 0.33409921 - samples/sec: 245.21 - lr: 0.100000
2021-02-10 22:57:12,392 epoch 64 - iter 504/632 - loss 0.33153169 - samples/sec: 243.76 - lr: 0.100000
2021-02-10 22:57:20,929 epoch 64 - iter 567/632 - loss 0.33370286 - samples/sec: 236.36 - lr: 0.100000
2021-02-10 22:57:28,923 epoch 64 - iter 630/632 - loss 0.33293376 - samples/sec: 252.41 - lr: 0.100000
2021-02-10 22:57:29,049 ----------------------------------------------------------------------------------------------------
2021-02-10 22:57:29,049 EPOCH 64 done: loss 0.3322 - lr 0.1000000
2021-02-10 22:57:29,049 BAD EPOCHS (no improvement): 0
2021-02-10 22:57:29,054 ----------------------------------------------------------------------------------------------------
2021-02-10 22:57:37,251 epoch 65 - iter 63/632 - loss 0.30191707 - samples/sec: 246.18 - lr: 0.100000
2021-02-10 22:57:45,429 epoch 65 - iter 126/632 - loss 0.29914579 - samples/sec: 246.74 - lr: 0.100000
2021-02-10 22:57:53,760 epoch 65 - iter 189/632 - loss 0.31067423 - samples/sec: 242.20 - lr: 0.100000
2021-02-10 22:58:02,370 epoch 65 - iter 252/632 - loss 0.31784927 - samples/sec: 234.35 - lr: 0.100000
2021-02-10 22:58:10,818 epoch 65 - iter 315/632 - loss 0.32123867 - samples/sec: 238.86 - lr: 0.100000
2021-02-10 22:58:19,205 epoch 65 - iter 378/632 - loss 0.32207977 - samples/sec: 240.59 - lr: 0.100000
2021-02-10 22:58:27,616 epoch 65 - iter 441/632 - loss 0.32368154 - samples/sec: 239.93 - lr: 0.100000
2021-02-10 22:58:36,210 epoch 65 - iter 504/632 - loss 0.32551738 - samples/sec: 234.80 - lr: 0.100000
2021-02-10 22:58:44,574 epoch 65 - iter 567/632 - loss 0.32798607 - samples/sec: 241.27 - lr: 0.100000
2021-02-10 22:58:53,038 epoch 65 - iter 630/632 - loss 0.32685187 - samples/sec: 238.42 - lr: 0.100000
2021-02-10 22:58:53,187 ----------------------------------------------------------------------------------------------------
2021-02-10 22:58:53,187 EPOCH 65 done: loss 0.3259 - lr 0.1000000
2021-02-10 22:58:53,187 BAD EPOCHS (no improvement): 0
2021-02-10 22:58:53,193 ----------------------------------------------------------------------------------------------------
2021-02-10 22:59:01,610 epoch 66 - iter 63/632 - loss 0.35299585 - samples/sec: 239.75 - lr: 0.100000
2021-02-10 22:59:09,955 epoch 66 - iter 126/632 - loss 0.34657637 - samples/sec: 241.79 - lr: 0.100000
2021-02-10 22:59:18,295 epoch 66 - iter 189/632 - loss 0.34096222 - samples/sec: 241.96 - lr: 0.100000
2021-02-10 22:59:26,694 epoch 66 - iter 252/632 - loss 0.33510440 - samples/sec: 240.26 - lr: 0.100000
2021-02-10 22:59:35,398 epoch 66 - iter 315/632 - loss 0.33669806 - samples/sec: 231.85 - lr: 0.100000
2021-02-10 22:59:43,822 epoch 66 - iter 378/632 - loss 0.33059066 - samples/sec: 239.55 - lr: 0.100000
2021-02-10 22:59:52,369 epoch 66 - iter 441/632 - loss 0.32434804 - samples/sec: 236.09 - lr: 0.100000
2021-02-10 23:00:00,780 epoch 66 - iter 504/632 - loss 0.31942406 - samples/sec: 239.91 - lr: 0.100000
2021-02-10 23:00:09,326 epoch 66 - iter 567/632 - loss 0.32102459 - samples/sec: 236.14 - lr: 0.100000
2021-02-10 23:00:17,905 epoch 66 - iter 630/632 - loss 0.32012925 - samples/sec: 235.23 - lr: 0.100000
2021-02-10 23:00:18,079 ----------------------------------------------------------------------------------------------------
2021-02-10 23:00:18,079 EPOCH 66 done: loss 0.3193 - lr 0.1000000
2021-02-10 23:00:18,079 BAD EPOCHS (no improvement): 0
2021-02-10 23:00:18,111 ----------------------------------------------------------------------------------------------------
2021-02-10 23:00:26,563 epoch 67 - iter 63/632 - loss 0.32677743 - samples/sec: 238.78 - lr: 0.100000
2021-02-10 23:00:35,139 epoch 67 - iter 126/632 - loss 0.31991665 - samples/sec: 235.30 - lr: 0.100000
2021-02-10 23:00:43,734 epoch 67 - iter 189/632 - loss 0.31968469 - samples/sec: 234.77 - lr: 0.100000
2021-02-10 23:00:52,173 epoch 67 - iter 252/632 - loss 0.33086613 - samples/sec: 239.14 - lr: 0.100000
2021-02-10 23:01:00,793 epoch 67 - iter 315/632 - loss 0.32940169 - samples/sec: 234.10 - lr: 0.100000
2021-02-10 23:01:09,574 epoch 67 - iter 378/632 - loss 0.33197142 - samples/sec: 229.79 - lr: 0.100000
2021-02-10 23:01:17,797 epoch 67 - iter 441/632 - loss 0.32784763 - samples/sec: 245.42 - lr: 0.100000
2021-02-10 23:01:26,176 epoch 67 - iter 504/632 - loss 0.32542485 - samples/sec: 240.81 - lr: 0.100000
2021-02-10 23:01:34,721 epoch 67 - iter 567/632 - loss 0.32568918 - samples/sec: 236.16 - lr: 0.100000
2021-02-10 23:01:43,148 epoch 67 - iter 630/632 - loss 0.32508175 - samples/sec: 239.46 - lr: 0.100000
2021-02-10 23:01:43,325 ----------------------------------------------------------------------------------------------------
2021-02-10 23:01:43,326 EPOCH 67 done: loss 0.3250 - lr 0.1000000
2021-02-10 23:01:43,326 BAD EPOCHS (no improvement): 1
2021-02-10 23:01:43,332 ----------------------------------------------------------------------------------------------------
2021-02-10 23:01:51,899 epoch 68 - iter 63/632 - loss 0.34603548 - samples/sec: 235.60 - lr: 0.100000
2021-02-10 23:02:00,267 epoch 68 - iter 126/632 - loss 0.31458043 - samples/sec: 241.14 - lr: 0.100000
2021-02-10 23:02:08,806 epoch 68 - iter 189/632 - loss 0.31844396 - samples/sec: 236.31 - lr: 0.100000
2021-02-10 23:02:17,293 epoch 68 - iter 252/632 - loss 0.32008957 - samples/sec: 237.77 - lr: 0.100000
2021-02-10 23:02:25,781 epoch 68 - iter 315/632 - loss 0.31745113 - samples/sec: 237.75 - lr: 0.100000
2021-02-10 23:02:34,375 epoch 68 - iter 378/632 - loss 0.31954234 - samples/sec: 234.82 - lr: 0.100000
2021-02-10 23:02:42,824 epoch 68 - iter 441/632 - loss 0.32065987 - samples/sec: 238.84 - lr: 0.100000
2021-02-10 23:02:51,552 epoch 68 - iter 504/632 - loss 0.32431594 - samples/sec: 231.20 - lr: 0.100000
2021-02-10 23:03:00,023 epoch 68 - iter 567/632 - loss 0.32285376 - samples/sec: 238.20 - lr: 0.100000
2021-02-10 23:03:08,399 epoch 68 - iter 630/632 - loss 0.32321824 - samples/sec: 240.95 - lr: 0.100000
2021-02-10 23:03:08,544 ----------------------------------------------------------------------------------------------------
2021-02-10 23:03:08,545 EPOCH 68 done: loss 0.3226 - lr 0.1000000
2021-02-10 23:03:08,545 BAD EPOCHS (no improvement): 2
2021-02-10 23:03:08,550 ----------------------------------------------------------------------------------------------------
2021-02-10 23:03:16,947 epoch 69 - iter 63/632 - loss 0.28638143 - samples/sec: 240.35 - lr: 0.100000
2021-02-10 23:03:25,431 epoch 69 - iter 126/632 - loss 0.29927765 - samples/sec: 237.85 - lr: 0.100000
2021-02-10 23:03:33,846 epoch 69 - iter 189/632 - loss 0.30748912 - samples/sec: 239.81 - lr: 0.100000
2021-02-10 23:03:42,472 epoch 69 - iter 252/632 - loss 0.30739843 - samples/sec: 233.94 - lr: 0.100000
2021-02-10 23:03:50,854 epoch 69 - iter 315/632 - loss 0.31904567 - samples/sec: 240.74 - lr: 0.100000
2021-02-10 23:03:59,430 epoch 69 - iter 378/632 - loss 0.31761969 - samples/sec: 235.31 - lr: 0.100000
2021-02-10 23:04:07,940 epoch 69 - iter 441/632 - loss 0.31775948 - samples/sec: 237.10 - lr: 0.100000
2021-02-10 23:04:16,582 epoch 69 - iter 504/632 - loss 0.31992504 - samples/sec: 233.51 - lr: 0.100000
2021-02-10 23:04:24,991 epoch 69 - iter 567/632 - loss 0.32039288 - samples/sec: 239.99 - lr: 0.100000
2021-02-10 23:04:33,423 epoch 69 - iter 630/632 - loss 0.32174160 - samples/sec: 239.31 - lr: 0.100000
2021-02-10 23:04:33,587 ----------------------------------------------------------------------------------------------------
2021-02-10 23:04:33,587 EPOCH 69 done: loss 0.3211 - lr 0.1000000
2021-02-10 23:04:33,587 BAD EPOCHS (no improvement): 3
2021-02-10 23:04:33,590 ----------------------------------------------------------------------------------------------------
2021-02-10 23:04:42,014 epoch 70 - iter 63/632 - loss 0.33854390 - samples/sec: 239.57 - lr: 0.100000
2021-02-10 23:04:50,361 epoch 70 - iter 126/632 - loss 0.31960945 - samples/sec: 241.77 - lr: 0.100000
2021-02-10 23:04:59,070 epoch 70 - iter 189/632 - loss 0.31829646 - samples/sec: 231.70 - lr: 0.100000
2021-02-10 23:05:07,454 epoch 70 - iter 252/632 - loss 0.32378546 - samples/sec: 240.71 - lr: 0.100000
2021-02-10 23:05:16,042 epoch 70 - iter 315/632 - loss 0.32646279 - samples/sec: 234.97 - lr: 0.100000
2021-02-10 23:05:24,844 epoch 70 - iter 378/632 - loss 0.32733221 - samples/sec: 229.24 - lr: 0.100000
2021-02-10 23:05:33,041 epoch 70 - iter 441/632 - loss 0.32058958 - samples/sec: 246.20 - lr: 0.100000
2021-02-10 23:05:41,452 epoch 70 - iter 504/632 - loss 0.32208007 - samples/sec: 239.92 - lr: 0.100000
2021-02-10 23:05:49,979 epoch 70 - iter 567/632 - loss 0.32148791 - samples/sec: 236.65 - lr: 0.100000
2021-02-10 23:05:58,581 epoch 70 - iter 630/632 - loss 0.32186686 - samples/sec: 234.57 - lr: 0.100000
2021-02-10 23:05:58,729 ----------------------------------------------------------------------------------------------------
2021-02-10 23:05:58,729 EPOCH 70 done: loss 0.3213 - lr 0.1000000
2021-02-10 23:05:58,729 BAD EPOCHS (no improvement): 4
2021-02-10 23:05:58,731 ----------------------------------------------------------------------------------------------------
2021-02-10 23:06:07,155 epoch 71 - iter 63/632 - loss 0.33873750 - samples/sec: 239.58 - lr: 0.050000
2021-02-10 23:06:15,503 epoch 71 - iter 126/632 - loss 0.31941611 - samples/sec: 241.74 - lr: 0.050000
2021-02-10 23:06:24,101 epoch 71 - iter 189/632 - loss 0.31373065 - samples/sec: 234.69 - lr: 0.050000
2021-02-10 23:06:32,630 epoch 71 - iter 252/632 - loss 0.31453995 - samples/sec: 236.60 - lr: 0.050000
2021-02-10 23:06:41,141 epoch 71 - iter 315/632 - loss 0.31615508 - samples/sec: 237.10 - lr: 0.050000
2021-02-10 23:06:49,694 epoch 71 - iter 378/632 - loss 0.31185456 - samples/sec: 235.92 - lr: 0.050000
2021-02-10 23:06:59,484 epoch 71 - iter 441/632 - loss 0.31007660 - samples/sec: 206.10 - lr: 0.050000
2021-02-10 23:07:08,032 epoch 71 - iter 504/632 - loss 0.30487005 - samples/sec: 236.09 - lr: 0.050000
2021-02-10 23:07:16,540 epoch 71 - iter 567/632 - loss 0.30470003 - samples/sec: 237.16 - lr: 0.050000
2021-02-10 23:07:25,071 epoch 71 - iter 630/632 - loss 0.30232907 - samples/sec: 236.55 - lr: 0.050000
2021-02-10 23:07:25,205 ----------------------------------------------------------------------------------------------------
2021-02-10 23:07:25,205 EPOCH 71 done: loss 0.3018 - lr 0.0500000
2021-02-10 23:07:25,205 BAD EPOCHS (no improvement): 0
2021-02-10 23:07:25,209 ----------------------------------------------------------------------------------------------------
2021-02-10 23:07:33,923 epoch 72 - iter 63/632 - loss 0.27649327 - samples/sec: 231.59 - lr: 0.050000
2021-02-10 23:07:42,362 epoch 72 - iter 126/632 - loss 0.27861862 - samples/sec: 239.16 - lr: 0.050000
2021-02-10 23:07:50,541 epoch 72 - iter 189/632 - loss 0.28188760 - samples/sec: 246.70 - lr: 0.050000
2021-02-10 23:07:58,750 epoch 72 - iter 252/632 - loss 0.27667186 - samples/sec: 245.82 - lr: 0.050000
2021-02-10 23:08:07,341 epoch 72 - iter 315/632 - loss 0.28436418 - samples/sec: 234.88 - lr: 0.050000
2021-02-10 23:08:33,668 epoch 72 - iter 378/632 - loss 0.28380029 - samples/sec: 236.88 - lr: 0.050000
2021-02-10 23:08:41,992 epoch 72 - iter 441/632 - loss 0.28469738 - samples/sec: 242.44 - lr: 0.050000
2021-02-10 23:08:50,395 epoch 72 - iter 504/632 - loss 0.28298787 - samples/sec: 240.14 - lr: 0.050000
2021-02-10 23:09:06,701 epoch 72 - iter 567/632 - loss 0.28310447 - samples/sec: 234.48 - lr: 0.050000
2021-02-10 23:09:15,420 epoch 72 - iter 630/632 - loss 0.28477578 - samples/sec: 231.44 - lr: 0.050000
2021-02-10 23:09:15,576 ----------------------------------------------------------------------------------------------------
2021-02-10 23:09:15,576 EPOCH 72 done: loss 0.2842 - lr 0.0500000
2021-02-10 23:09:15,576 BAD EPOCHS (no improvement): 0
2021-02-10 23:09:15,583 ----------------------------------------------------------------------------------------------------
2021-02-10 23:09:24,101 epoch 73 - iter 63/632 - loss 0.28050654 - samples/sec: 236.91 - lr: 0.050000
2021-02-10 23:09:32,405 epoch 73 - iter 126/632 - loss 0.28252424 - samples/sec: 243.02 - lr: 0.050000
2021-02-10 23:09:40,748 epoch 73 - iter 189/632 - loss 0.29248446 - samples/sec: 241.86 - lr: 0.050000
2021-02-10 23:09:49,341 epoch 73 - iter 252/632 - loss 0.28476020 - samples/sec: 234.85 - lr: 0.050000
2021-02-10 23:09:57,924 epoch 73 - iter 315/632 - loss 0.29114899 - samples/sec: 235.09 - lr: 0.050000
2021-02-10 23:10:06,431 epoch 73 - iter 378/632 - loss 0.29266934 - samples/sec: 237.21 - lr: 0.050000
2021-02-10 23:10:15,137 epoch 73 - iter 441/632 - loss 0.28973359 - samples/sec: 231.78 - lr: 0.050000
2021-02-10 23:10:23,934 epoch 73 - iter 504/632 - loss 0.29174662 - samples/sec: 229.37 - lr: 0.050000
2021-02-10 23:10:32,186 epoch 73 - iter 567/632 - loss 0.28852843 - samples/sec: 244.57 - lr: 0.050000
2021-02-10 23:10:40,530 epoch 73 - iter 630/632 - loss 0.28784851 - samples/sec: 241.83 - lr: 0.050000
2021-02-10 23:10:40,682 ----------------------------------------------------------------------------------------------------
2021-02-10 23:10:40,683 EPOCH 73 done: loss 0.2872 - lr 0.0500000
2021-02-10 23:10:40,683 BAD EPOCHS (no improvement): 1
2021-02-10 23:10:40,685 ----------------------------------------------------------------------------------------------------
2021-02-10 23:10:49,536 epoch 74 - iter 63/632 - loss 0.28321539 - samples/sec: 228.00 - lr: 0.050000
2021-02-10 23:10:57,909 epoch 74 - iter 126/632 - loss 0.27136883 - samples/sec: 240.99 - lr: 0.050000
2021-02-10 23:11:06,252 epoch 74 - iter 189/632 - loss 0.26588647 - samples/sec: 241.88 - lr: 0.050000
2021-02-10 23:11:14,541 epoch 74 - iter 252/632 - loss 0.26668863 - samples/sec: 243.46 - lr: 0.050000
2021-02-10 23:11:23,203 epoch 74 - iter 315/632 - loss 0.26503557 - samples/sec: 232.95 - lr: 0.050000
2021-02-10 23:11:31,663 epoch 74 - iter 378/632 - loss 0.26265279 - samples/sec: 238.54 - lr: 0.050000
2021-02-10 23:11:40,141 epoch 74 - iter 441/632 - loss 0.25881035 - samples/sec: 237.99 - lr: 0.050000
2021-02-10 23:11:48,557 epoch 74 - iter 504/632 - loss 0.26294255 - samples/sec: 239.80 - lr: 0.050000
2021-02-10 23:11:57,108 epoch 74 - iter 567/632 - loss 0.26705278 - samples/sec: 235.97 - lr: 0.050000
2021-02-10 23:12:05,833 epoch 74 - iter 630/632 - loss 0.27084524 - samples/sec: 231.30 - lr: 0.050000
2021-02-10 23:12:05,982 ----------------------------------------------------------------------------------------------------
2021-02-10 23:12:05,982 EPOCH 74 done: loss 0.2702 - lr 0.0500000
2021-02-10 23:12:05,982 BAD EPOCHS (no improvement): 0
2021-02-10 23:12:05,985 ----------------------------------------------------------------------------------------------------
2021-02-10 23:12:14,172 epoch 75 - iter 63/632 - loss 0.24130991 - samples/sec: 246.52 - lr: 0.050000
2021-02-10 23:12:22,548 epoch 75 - iter 126/632 - loss 0.25444266 - samples/sec: 240.93 - lr: 0.050000
2021-02-10 23:12:30,932 epoch 75 - iter 189/632 - loss 0.25998470 - samples/sec: 240.65 - lr: 0.050000
2021-02-10 23:12:38,746 epoch 75 - iter 252/632 - loss 0.25881375 - samples/sec: 258.21 - lr: 0.050000
2021-02-10 23:12:46,981 epoch 75 - iter 315/632 - loss 0.26085184 - samples/sec: 245.03 - lr: 0.050000
2021-02-10 23:12:55,757 epoch 75 - iter 378/632 - loss 0.26454203 - samples/sec: 229.93 - lr: 0.050000
2021-02-10 23:13:04,145 epoch 75 - iter 441/632 - loss 0.26735877 - samples/sec: 240.56 - lr: 0.050000
2021-02-10 23:13:12,492 epoch 75 - iter 504/632 - loss 0.26596956 - samples/sec: 241.76 - lr: 0.050000
2021-02-10 23:13:21,013 epoch 75 - iter 567/632 - loss 0.26661169 - samples/sec: 236.83 - lr: 0.050000
2021-02-10 23:13:29,576 epoch 75 - iter 630/632 - loss 0.27028419 - samples/sec: 235.65 - lr: 0.050000
2021-02-10 23:13:29,786 ----------------------------------------------------------------------------------------------------
2021-02-10 23:13:29,786 EPOCH 75 done: loss 0.2702 - lr 0.0500000
2021-02-10 23:13:29,786 BAD EPOCHS (no improvement): 1
2021-02-10 23:13:29,789 ----------------------------------------------------------------------------------------------------
2021-02-10 23:13:38,116 epoch 76 - iter 63/632 - loss 0.26585154 - samples/sec: 242.34 - lr: 0.050000
2021-02-10 23:13:46,767 epoch 76 - iter 126/632 - loss 0.27621026 - samples/sec: 233.28 - lr: 0.050000
2021-02-10 23:13:55,568 epoch 76 - iter 189/632 - loss 0.25183127 - samples/sec: 229.27 - lr: 0.050000
2021-02-10 23:14:04,159 epoch 76 - iter 252/632 - loss 0.26024037 - samples/sec: 234.88 - lr: 0.050000
2021-02-10 23:14:12,819 epoch 76 - iter 315/632 - loss 0.25881477 - samples/sec: 233.01 - lr: 0.050000
2021-02-10 23:14:21,330 epoch 76 - iter 378/632 - loss 0.26111142 - samples/sec: 237.12 - lr: 0.050000
2021-02-10 23:14:29,613 epoch 76 - iter 441/632 - loss 0.26098249 - samples/sec: 243.63 - lr: 0.050000
2021-02-10 23:14:38,036 epoch 76 - iter 504/632 - loss 0.26189900 - samples/sec: 239.58 - lr: 0.050000
2021-02-10 23:14:46,485 epoch 76 - iter 567/632 - loss 0.26324591 - samples/sec: 238.85 - lr: 0.050000
2021-02-10 23:14:55,137 epoch 76 - iter 630/632 - loss 0.26621997 - samples/sec: 233.23 - lr: 0.050000
2021-02-10 23:14:55,299 ----------------------------------------------------------------------------------------------------
2021-02-10 23:14:55,299 EPOCH 76 done: loss 0.2688 - lr 0.0500000
2021-02-10 23:14:55,299 BAD EPOCHS (no improvement): 0
2021-02-10 23:14:55,305 ----------------------------------------------------------------------------------------------------
2021-02-10 23:15:03,735 epoch 77 - iter 63/632 - loss 0.21370373 - samples/sec: 239.40 - lr: 0.050000
2021-02-10 23:15:12,337 epoch 77 - iter 126/632 - loss 0.24090334 - samples/sec: 234.60 - lr: 0.050000
2021-02-10 23:15:20,734 epoch 77 - iter 189/632 - loss 0.24955139 - samples/sec: 240.31 - lr: 0.050000
2021-02-10 23:15:29,336 epoch 77 - iter 252/632 - loss 0.25079868 - samples/sec: 234.61 - lr: 0.050000
2021-02-10 23:15:37,809 epoch 77 - iter 315/632 - loss 0.24678621 - samples/sec: 238.17 - lr: 0.050000
2021-02-10 23:15:46,352 epoch 77 - iter 378/632 - loss 0.25264529 - samples/sec: 236.19 - lr: 0.050000
2021-02-10 23:15:55,092 epoch 77 - iter 441/632 - loss 0.25756817 - samples/sec: 230.89 - lr: 0.050000
2021-02-10 23:16:03,802 epoch 77 - iter 504/632 - loss 0.25800029 - samples/sec: 231.67 - lr: 0.050000
2021-02-10 23:16:12,196 epoch 77 - iter 567/632 - loss 0.26043086 - samples/sec: 240.41 - lr: 0.050000
2021-02-10 23:16:20,833 epoch 77 - iter 630/632 - loss 0.26326872 - samples/sec: 233.62 - lr: 0.050000
2021-02-10 23:16:21,091 ----------------------------------------------------------------------------------------------------
2021-02-10 23:16:21,091 EPOCH 77 done: loss 0.2633 - lr 0.0500000
2021-02-10 23:16:21,091 BAD EPOCHS (no improvement): 0
2021-02-10 23:16:21,095 ----------------------------------------------------------------------------------------------------
2021-02-10 23:16:30,035 epoch 78 - iter 63/632 - loss 0.28055283 - samples/sec: 225.71 - lr: 0.050000
2021-02-10 23:16:38,412 epoch 78 - iter 126/632 - loss 0.28112555 - samples/sec: 240.89 - lr: 0.050000
2021-02-10 23:16:46,644 epoch 78 - iter 189/632 - loss 0.26699042 - samples/sec: 245.17 - lr: 0.050000
2021-02-10 23:16:54,929 epoch 78 - iter 252/632 - loss 0.26866996 - samples/sec: 243.56 - lr: 0.050000
2021-02-10 23:17:03,325 epoch 78 - iter 315/632 - loss 0.27081165 - samples/sec: 240.35 - lr: 0.050000
2021-02-10 23:17:11,936 epoch 78 - iter 378/632 - loss 0.26991790 - samples/sec: 234.35 - lr: 0.050000
2021-02-10 23:17:20,588 epoch 78 - iter 441/632 - loss 0.26564911 - samples/sec: 233.23 - lr: 0.050000
2021-02-10 23:17:29,188 epoch 78 - iter 504/632 - loss 0.26519206 - samples/sec: 234.65 - lr: 0.050000
2021-02-10 23:17:37,692 epoch 78 - iter 567/632 - loss 0.26511854 - samples/sec: 237.30 - lr: 0.050000
2021-02-10 23:17:46,405 epoch 78 - iter 630/632 - loss 0.26341172 - samples/sec: 231.60 - lr: 0.050000
2021-02-10 23:17:46,549 ----------------------------------------------------------------------------------------------------
2021-02-10 23:17:46,549 EPOCH 78 done: loss 0.2629 - lr 0.0500000
2021-02-10 23:17:46,549 BAD EPOCHS (no improvement): 0
2021-02-10 23:17:46,552 ----------------------------------------------------------------------------------------------------
2021-02-10 23:17:54,739 epoch 79 - iter 63/632 - loss 0.26065281 - samples/sec: 246.53 - lr: 0.050000
2021-02-10 23:18:02,984 epoch 79 - iter 126/632 - loss 0.24735704 - samples/sec: 244.74 - lr: 0.050000
2021-02-10 23:18:11,668 epoch 79 - iter 189/632 - loss 0.26308725 - samples/sec: 232.39 - lr: 0.050000
2021-02-10 23:18:20,229 epoch 79 - iter 252/632 - loss 0.26426645 - samples/sec: 235.70 - lr: 0.050000
2021-02-10 23:18:28,404 epoch 79 - iter 315/632 - loss 0.26281028 - samples/sec: 246.87 - lr: 0.050000
2021-02-10 23:18:36,974 epoch 79 - iter 378/632 - loss 0.25899392 - samples/sec: 235.47 - lr: 0.050000
2021-02-10 23:18:45,514 epoch 79 - iter 441/632 - loss 0.26042465 - samples/sec: 236.28 - lr: 0.050000
2021-02-10 23:18:54,144 epoch 79 - iter 504/632 - loss 0.26249357 - samples/sec: 233.83 - lr: 0.050000
2021-02-10 23:19:02,631 epoch 79 - iter 567/632 - loss 0.26158583 - samples/sec: 237.78 - lr: 0.050000
2021-02-10 23:19:11,163 epoch 79 - iter 630/632 - loss 0.26062175 - samples/sec: 236.52 - lr: 0.050000
2021-02-10 23:19:11,331 ----------------------------------------------------------------------------------------------------
2021-02-10 23:19:11,331 EPOCH 79 done: loss 0.2600 - lr 0.0500000
2021-02-10 23:19:11,331 BAD EPOCHS (no improvement): 0
2021-02-10 23:19:11,334 ----------------------------------------------------------------------------------------------------
2021-02-10 23:19:20,009 epoch 80 - iter 63/632 - loss 0.27774958 - samples/sec: 232.62 - lr: 0.050000
2021-02-10 23:19:28,585 epoch 80 - iter 126/632 - loss 0.28321311 - samples/sec: 235.30 - lr: 0.050000
2021-02-10 23:19:37,092 epoch 80 - iter 189/632 - loss 0.27700929 - samples/sec: 237.24 - lr: 0.050000
2021-02-10 23:19:45,393 epoch 80 - iter 252/632 - loss 0.27240320 - samples/sec: 243.11 - lr: 0.050000
2021-02-10 23:19:53,649 epoch 80 - iter 315/632 - loss 0.26777295 - samples/sec: 244.44 - lr: 0.050000
2021-02-10 23:20:02,056 epoch 80 - iter 378/632 - loss 0.26689837 - samples/sec: 240.02 - lr: 0.050000
2021-02-10 23:20:10,683 epoch 80 - iter 441/632 - loss 0.26525156 - samples/sec: 233.90 - lr: 0.050000
2021-02-10 23:20:19,318 epoch 80 - iter 504/632 - loss 0.26382957 - samples/sec: 233.71 - lr: 0.050000
2021-02-10 23:20:27,966 epoch 80 - iter 567/632 - loss 0.26823757 - samples/sec: 233.34 - lr: 0.050000
2021-02-10 23:20:36,206 epoch 80 - iter 630/632 - loss 0.27089203 - samples/sec: 244.93 - lr: 0.050000
2021-02-10 23:20:36,369 ----------------------------------------------------------------------------------------------------
2021-02-10 23:20:36,369 EPOCH 80 done: loss 0.2701 - lr 0.0500000
2021-02-10 23:20:36,369 BAD EPOCHS (no improvement): 1
2021-02-10 23:20:36,371 ----------------------------------------------------------------------------------------------------
2021-02-10 23:20:44,870 epoch 81 - iter 63/632 - loss 0.25639282 - samples/sec: 237.46 - lr: 0.050000
2021-02-10 23:20:53,438 epoch 81 - iter 126/632 - loss 0.25681191 - samples/sec: 235.53 - lr: 0.050000
2021-02-10 23:21:01,731 epoch 81 - iter 189/632 - loss 0.24960760 - samples/sec: 243.34 - lr: 0.050000
2021-02-10 23:21:10,139 epoch 81 - iter 252/632 - loss 0.25508063 - samples/sec: 240.02 - lr: 0.050000
2021-02-10 23:21:18,235 epoch 81 - iter 315/632 - loss 0.25258950 - samples/sec: 249.28 - lr: 0.050000
2021-02-10 23:21:26,694 epoch 81 - iter 378/632 - loss 0.24833665 - samples/sec: 238.55 - lr: 0.050000
2021-02-10 23:21:35,225 epoch 81 - iter 441/632 - loss 0.24953666 - samples/sec: 236.55 - lr: 0.050000
2021-02-10 23:21:43,969 epoch 81 - iter 504/632 - loss 0.25570117 - samples/sec: 230.78 - lr: 0.050000
2021-02-10 23:21:52,771 epoch 81 - iter 567/632 - loss 0.25787747 - samples/sec: 229.26 - lr: 0.050000
2021-02-10 23:22:01,341 epoch 81 - iter 630/632 - loss 0.25829683 - samples/sec: 235.48 - lr: 0.050000
2021-02-10 23:22:01,534 ----------------------------------------------------------------------------------------------------
2021-02-10 23:22:01,534 EPOCH 81 done: loss 0.2594 - lr 0.0500000
2021-02-10 23:22:01,534 BAD EPOCHS (no improvement): 0
2021-02-10 23:22:01,537 ----------------------------------------------------------------------------------------------------
2021-02-10 23:22:09,768 epoch 82 - iter 63/632 - loss 0.25049991 - samples/sec: 245.21 - lr: 0.050000
2021-02-10 23:22:18,224 epoch 82 - iter 126/632 - loss 0.25833254 - samples/sec: 238.65 - lr: 0.050000
2021-02-10 23:22:26,887 epoch 82 - iter 189/632 - loss 0.25799737 - samples/sec: 232.93 - lr: 0.050000
2021-02-10 23:22:35,293 epoch 82 - iter 252/632 - loss 0.25556875 - samples/sec: 240.08 - lr: 0.050000
2021-02-10 23:22:43,450 epoch 82 - iter 315/632 - loss 0.25189375 - samples/sec: 247.42 - lr: 0.050000
2021-02-10 23:22:52,248 epoch 82 - iter 378/632 - loss 0.25317953 - samples/sec: 229.34 - lr: 0.050000
2021-02-10 23:23:00,572 epoch 82 - iter 441/632 - loss 0.25572292 - samples/sec: 242.45 - lr: 0.050000
2021-02-10 23:23:08,971 epoch 82 - iter 504/632 - loss 0.25707854 - samples/sec: 240.28 - lr: 0.050000
2021-02-10 23:23:17,702 epoch 82 - iter 567/632 - loss 0.25695531 - samples/sec: 231.14 - lr: 0.050000
2021-02-10 23:23:26,208 epoch 82 - iter 630/632 - loss 0.25575593 - samples/sec: 237.25 - lr: 0.050000
2021-02-10 23:23:26,375 ----------------------------------------------------------------------------------------------------
2021-02-10 23:23:26,375 EPOCH 82 done: loss 0.2552 - lr 0.0500000
2021-02-10 23:23:26,375 BAD EPOCHS (no improvement): 0
2021-02-10 23:23:26,380 ----------------------------------------------------------------------------------------------------
2021-02-10 23:23:34,767 epoch 83 - iter 63/632 - loss 0.24750480 - samples/sec: 240.63 - lr: 0.050000
2021-02-10 23:23:43,568 epoch 83 - iter 126/632 - loss 0.24923736 - samples/sec: 229.29 - lr: 0.050000
2021-02-10 23:23:51,966 epoch 83 - iter 189/632 - loss 0.25240871 - samples/sec: 240.30 - lr: 0.050000
2021-02-10 23:24:00,682 epoch 83 - iter 252/632 - loss 0.25247627 - samples/sec: 231.52 - lr: 0.050000
2021-02-10 23:24:09,003 epoch 83 - iter 315/632 - loss 0.25630003 - samples/sec: 242.52 - lr: 0.050000
2021-02-10 23:24:17,661 epoch 83 - iter 378/632 - loss 0.25712773 - samples/sec: 233.10 - lr: 0.050000
2021-02-10 23:24:26,013 epoch 83 - iter 441/632 - loss 0.25394332 - samples/sec: 241.59 - lr: 0.050000
2021-02-10 23:24:34,385 epoch 83 - iter 504/632 - loss 0.25328726 - samples/sec: 241.04 - lr: 0.050000
2021-02-10 23:24:42,936 epoch 83 - iter 567/632 - loss 0.25475420 - samples/sec: 236.01 - lr: 0.050000
2021-02-10 23:24:51,247 epoch 83 - iter 630/632 - loss 0.25389737 - samples/sec: 242.82 - lr: 0.050000
2021-02-10 23:24:51,396 ----------------------------------------------------------------------------------------------------
2021-02-10 23:24:51,396 EPOCH 83 done: loss 0.2534 - lr 0.0500000
2021-02-10 23:24:51,396 BAD EPOCHS (no improvement): 0
2021-02-10 23:24:51,402 ----------------------------------------------------------------------------------------------------
2021-02-10 23:24:59,233 epoch 84 - iter 63/632 - loss 0.23273749 - samples/sec: 257.69 - lr: 0.050000
2021-02-10 23:25:07,781 epoch 84 - iter 126/632 - loss 0.23399774 - samples/sec: 236.06 - lr: 0.050000
2021-02-10 23:25:16,207 epoch 84 - iter 189/632 - loss 0.24023061 - samples/sec: 239.50 - lr: 0.050000
2021-02-10 23:25:24,836 epoch 84 - iter 252/632 - loss 0.24290272 - samples/sec: 233.87 - lr: 0.050000
2021-02-10 23:25:33,216 epoch 84 - iter 315/632 - loss 0.24645707 - samples/sec: 240.78 - lr: 0.050000
2021-02-10 23:25:41,748 epoch 84 - iter 378/632 - loss 0.25063358 - samples/sec: 236.53 - lr: 0.050000
2021-02-10 23:25:50,068 epoch 84 - iter 441/632 - loss 0.24935349 - samples/sec: 242.55 - lr: 0.050000
2021-02-10 23:25:58,623 epoch 84 - iter 504/632 - loss 0.25043294 - samples/sec: 235.87 - lr: 0.050000
2021-02-10 23:26:07,135 epoch 84 - iter 567/632 - loss 0.25018775 - samples/sec: 237.08 - lr: 0.050000
2021-02-10 23:26:15,667 epoch 84 - iter 630/632 - loss 0.25497538 - samples/sec: 236.52 - lr: 0.050000
2021-02-10 23:26:15,832 ----------------------------------------------------------------------------------------------------
2021-02-10 23:26:15,833 EPOCH 84 done: loss 0.2552 - lr 0.0500000
2021-02-10 23:26:15,833 BAD EPOCHS (no improvement): 1
2021-02-10 23:26:15,836 ----------------------------------------------------------------------------------------------------
2021-02-10 23:26:24,123 epoch 85 - iter 63/632 - loss 0.26586946 - samples/sec: 243.52 - lr: 0.050000
2021-02-10 23:26:32,499 epoch 85 - iter 126/632 - loss 0.26250914 - samples/sec: 240.92 - lr: 0.050000
2021-02-10 23:26:41,159 epoch 85 - iter 189/632 - loss 0.26993252 - samples/sec: 233.01 - lr: 0.050000
2021-02-10 23:26:49,475 epoch 85 - iter 252/632 - loss 0.26236146 - samples/sec: 242.70 - lr: 0.050000
2021-02-10 23:26:57,887 epoch 85 - iter 315/632 - loss 0.25489898 - samples/sec: 239.87 - lr: 0.050000
2021-02-10 23:27:06,454 epoch 85 - iter 378/632 - loss 0.25591160 - samples/sec: 235.56 - lr: 0.050000
2021-02-10 23:27:14,920 epoch 85 - iter 441/632 - loss 0.25523937 - samples/sec: 238.36 - lr: 0.050000
2021-02-10 23:27:23,508 epoch 85 - iter 504/632 - loss 0.25013095 - samples/sec: 234.98 - lr: 0.050000
2021-02-10 23:27:32,052 epoch 85 - iter 567/632 - loss 0.25281572 - samples/sec: 236.19 - lr: 0.050000
2021-02-10 23:27:40,580 epoch 85 - iter 630/632 - loss 0.25086815 - samples/sec: 236.62 - lr: 0.050000
2021-02-10 23:27:40,726 ----------------------------------------------------------------------------------------------------
2021-02-10 23:27:40,726 EPOCH 85 done: loss 0.2594 - lr 0.0500000
2021-02-10 23:27:40,726 BAD EPOCHS (no improvement): 2
2021-02-10 23:27:40,729 ----------------------------------------------------------------------------------------------------
2021-02-10 23:27:49,137 epoch 86 - iter 63/632 - loss 0.26641906 - samples/sec: 240.05 - lr: 0.050000
2021-02-10 23:27:57,493 epoch 86 - iter 126/632 - loss 0.25332169 - samples/sec: 241.50 - lr: 0.050000
2021-02-10 23:28:07,456 epoch 86 - iter 189/632 - loss 0.26222599 - samples/sec: 202.52 - lr: 0.050000
2021-02-10 23:28:16,343 epoch 86 - iter 252/632 - loss 0.26283127 - samples/sec: 227.06 - lr: 0.050000
2021-02-10 23:28:24,783 epoch 86 - iter 315/632 - loss 0.25488805 - samples/sec: 239.10 - lr: 0.050000
2021-02-10 23:28:33,222 epoch 86 - iter 378/632 - loss 0.25452515 - samples/sec: 239.15 - lr: 0.050000
2021-02-10 23:28:41,940 epoch 86 - iter 441/632 - loss 0.25291684 - samples/sec: 231.47 - lr: 0.050000
2021-02-10 23:28:50,356 epoch 86 - iter 504/632 - loss 0.25348232 - samples/sec: 239.78 - lr: 0.050000
2021-02-10 23:28:59,052 epoch 86 - iter 567/632 - loss 0.25604225 - samples/sec: 232.06 - lr: 0.050000
2021-02-10 23:29:07,280 epoch 86 - iter 630/632 - loss 0.25312982 - samples/sec: 245.27 - lr: 0.050000
2021-02-10 23:29:07,442 ----------------------------------------------------------------------------------------------------
2021-02-10 23:29:07,442 EPOCH 86 done: loss 0.2524 - lr 0.0500000
2021-02-10 23:29:07,442 BAD EPOCHS (no improvement): 0
2021-02-10 23:29:07,445 ----------------------------------------------------------------------------------------------------
2021-02-10 23:29:15,949 epoch 87 - iter 63/632 - loss 0.27174759 - samples/sec: 237.34 - lr: 0.050000
2021-02-10 23:29:24,648 epoch 87 - iter 126/632 - loss 0.26977050 - samples/sec: 231.97 - lr: 0.050000
2021-02-10 23:29:33,071 epoch 87 - iter 189/632 - loss 0.26120339 - samples/sec: 239.58 - lr: 0.050000
2021-02-10 23:29:41,607 epoch 87 - iter 252/632 - loss 0.26359349 - samples/sec: 236.40 - lr: 0.050000
2021-02-10 23:29:49,986 epoch 87 - iter 315/632 - loss 0.25823765 - samples/sec: 240.85 - lr: 0.050000
2021-02-10 23:29:58,432 epoch 87 - iter 378/632 - loss 0.25632658 - samples/sec: 238.92 - lr: 0.050000
2021-02-10 23:30:06,904 epoch 87 - iter 441/632 - loss 0.25358164 - samples/sec: 238.20 - lr: 0.050000
2021-02-10 23:30:15,458 epoch 87 - iter 504/632 - loss 0.25124044 - samples/sec: 235.90 - lr: 0.050000
2021-02-10 23:30:23,977 epoch 87 - iter 567/632 - loss 0.24702436 - samples/sec: 236.88 - lr: 0.050000
2021-02-10 23:30:32,424 epoch 87 - iter 630/632 - loss 0.24910935 - samples/sec: 238.89 - lr: 0.050000
2021-02-10 23:30:32,653 ----------------------------------------------------------------------------------------------------
2021-02-10 23:30:32,653 EPOCH 87 done: loss 0.2509 - lr 0.0500000
2021-02-10 23:30:32,653 BAD EPOCHS (no improvement): 0
2021-02-10 23:30:32,655 ----------------------------------------------------------------------------------------------------
2021-02-10 23:30:41,268 epoch 88 - iter 63/632 - loss 0.25365998 - samples/sec: 234.32 - lr: 0.050000
2021-02-10 23:30:49,834 epoch 88 - iter 126/632 - loss 0.22945980 - samples/sec: 235.58 - lr: 0.050000
2021-02-10 23:30:58,356 epoch 88 - iter 189/632 - loss 0.22752394 - samples/sec: 236.82 - lr: 0.050000
2021-02-10 23:31:06,826 epoch 88 - iter 252/632 - loss 0.22944843 - samples/sec: 238.25 - lr: 0.050000
2021-02-10 23:31:15,322 epoch 88 - iter 315/632 - loss 0.23385503 - samples/sec: 237.52 - lr: 0.050000
2021-02-10 23:31:23,731 epoch 88 - iter 378/632 - loss 0.23404854 - samples/sec: 240.00 - lr: 0.050000
2021-02-10 23:31:32,374 epoch 88 - iter 441/632 - loss 0.23683888 - samples/sec: 233.48 - lr: 0.050000
2021-02-10 23:31:40,817 epoch 88 - iter 504/632 - loss 0.23744083 - samples/sec: 239.01 - lr: 0.050000
2021-02-10 23:31:49,498 epoch 88 - iter 567/632 - loss 0.24275356 - samples/sec: 232.48 - lr: 0.050000
2021-02-10 23:31:57,925 epoch 88 - iter 630/632 - loss 0.23964793 - samples/sec: 239.48 - lr: 0.050000
2021-02-10 23:31:58,079 ----------------------------------------------------------------------------------------------------
2021-02-10 23:31:58,079 EPOCH 88 done: loss 0.2392 - lr 0.0500000
2021-02-10 23:31:58,079 BAD EPOCHS (no improvement): 0
2021-02-10 23:31:58,082 ----------------------------------------------------------------------------------------------------
2021-02-10 23:32:06,776 epoch 89 - iter 63/632 - loss 0.25598803 - samples/sec: 232.14 - lr: 0.050000
2021-02-10 23:32:15,092 epoch 89 - iter 126/632 - loss 0.22987505 - samples/sec: 242.68 - lr: 0.050000
2021-02-10 23:32:23,613 epoch 89 - iter 189/632 - loss 0.22566971 - samples/sec: 236.81 - lr: 0.050000
2021-02-10 23:32:32,043 epoch 89 - iter 252/632 - loss 0.22442407 - samples/sec: 239.39 - lr: 0.050000
2021-02-10 23:32:40,423 epoch 89 - iter 315/632 - loss 0.22345226 - samples/sec: 240.83 - lr: 0.050000
2021-02-10 23:32:48,856 epoch 89 - iter 378/632 - loss 0.22907658 - samples/sec: 239.28 - lr: 0.050000
2021-02-10 23:32:57,163 epoch 89 - iter 441/632 - loss 0.23138984 - samples/sec: 242.93 - lr: 0.050000
2021-02-10 23:33:05,319 epoch 89 - iter 504/632 - loss 0.23464362 - samples/sec: 247.42 - lr: 0.050000
2021-02-10 23:33:14,020 epoch 89 - iter 567/632 - loss 0.23333663 - samples/sec: 231.93 - lr: 0.050000
2021-02-10 23:33:22,452 epoch 89 - iter 630/632 - loss 0.23627405 - samples/sec: 239.34 - lr: 0.050000
2021-02-10 23:33:22,612 ----------------------------------------------------------------------------------------------------
2021-02-10 23:33:22,612 EPOCH 89 done: loss 0.2357 - lr 0.0500000
2021-02-10 23:33:22,612 BAD EPOCHS (no improvement): 0
2021-02-10 23:33:22,615 ----------------------------------------------------------------------------------------------------
2021-02-10 23:33:30,963 epoch 90 - iter 63/632 - loss 0.22881211 - samples/sec: 241.76 - lr: 0.050000
2021-02-10 23:33:39,659 epoch 90 - iter 126/632 - loss 0.24165497 - samples/sec: 232.05 - lr: 0.050000
2021-02-10 23:33:48,216 epoch 90 - iter 189/632 - loss 0.24496275 - samples/sec: 235.82 - lr: 0.050000
2021-02-10 23:33:56,724 epoch 90 - iter 252/632 - loss 0.25055457 - samples/sec: 237.20 - lr: 0.050000
2021-02-10 23:34:05,384 epoch 90 - iter 315/632 - loss 0.25084210 - samples/sec: 233.02 - lr: 0.050000
2021-02-10 23:34:13,595 epoch 90 - iter 378/632 - loss 0.25111256 - samples/sec: 245.75 - lr: 0.050000
2021-02-10 23:34:21,876 epoch 90 - iter 441/632 - loss 0.24884065 - samples/sec: 243.72 - lr: 0.050000
2021-02-10 23:34:30,359 epoch 90 - iter 504/632 - loss 0.24661941 - samples/sec: 237.88 - lr: 0.050000
2021-02-10 23:34:38,878 epoch 90 - iter 567/632 - loss 0.24456801 - samples/sec: 236.89 - lr: 0.050000
2021-02-10 23:34:47,252 epoch 90 - iter 630/632 - loss 0.24563438 - samples/sec: 240.99 - lr: 0.050000
2021-02-10 23:34:47,397 ----------------------------------------------------------------------------------------------------
2021-02-10 23:34:47,397 EPOCH 90 done: loss 0.2451 - lr 0.0500000
2021-02-10 23:34:47,397 BAD EPOCHS (no improvement): 1
2021-02-10 23:34:47,432 ----------------------------------------------------------------------------------------------------
2021-02-10 23:34:55,846 epoch 91 - iter 63/632 - loss 0.24013238 - samples/sec: 239.84 - lr: 0.050000
2021-02-10 23:35:04,171 epoch 91 - iter 126/632 - loss 0.23472077 - samples/sec: 242.41 - lr: 0.050000
2021-02-10 23:35:12,666 epoch 91 - iter 189/632 - loss 0.25307991 - samples/sec: 237.55 - lr: 0.050000
2021-02-10 23:35:21,215 epoch 91 - iter 252/632 - loss 0.25090178 - samples/sec: 236.06 - lr: 0.050000
2021-02-10 23:35:29,720 epoch 91 - iter 315/632 - loss 0.24302717 - samples/sec: 237.26 - lr: 0.050000
2021-02-10 23:35:38,024 epoch 91 - iter 378/632 - loss 0.24396678 - samples/sec: 243.03 - lr: 0.050000
2021-02-10 23:35:46,485 epoch 91 - iter 441/632 - loss 0.24329110 - samples/sec: 238.51 - lr: 0.050000
2021-02-10 23:35:54,876 epoch 91 - iter 504/632 - loss 0.23936667 - samples/sec: 240.49 - lr: 0.050000
2021-02-10 23:36:03,424 epoch 91 - iter 567/632 - loss 0.24199812 - samples/sec: 236.08 - lr: 0.050000
2021-02-10 23:36:11,782 epoch 91 - iter 630/632 - loss 0.24224635 - samples/sec: 241.44 - lr: 0.050000
2021-02-10 23:36:11,946 ----------------------------------------------------------------------------------------------------
2021-02-10 23:36:11,947 EPOCH 91 done: loss 0.2422 - lr 0.0500000
2021-02-10 23:36:11,947 BAD EPOCHS (no improvement): 2
2021-02-10 23:36:11,953 ----------------------------------------------------------------------------------------------------
2021-02-10 23:36:20,635 epoch 92 - iter 63/632 - loss 0.22471827 - samples/sec: 232.42 - lr: 0.050000
2021-02-10 23:36:29,092 epoch 92 - iter 126/632 - loss 0.22492892 - samples/sec: 238.61 - lr: 0.050000
2021-02-10 23:36:37,840 epoch 92 - iter 189/632 - loss 0.23392550 - samples/sec: 230.68 - lr: 0.050000
2021-02-10 23:36:46,443 epoch 92 - iter 252/632 - loss 0.23077871 - samples/sec: 234.57 - lr: 0.050000
2021-02-10 23:36:54,730 epoch 92 - iter 315/632 - loss 0.22689264 - samples/sec: 243.52 - lr: 0.050000
2021-02-10 23:37:03,003 epoch 92 - iter 378/632 - loss 0.23433336 - samples/sec: 243.91 - lr: 0.050000
2021-02-10 23:37:11,520 epoch 92 - iter 441/632 - loss 0.23673550 - samples/sec: 236.96 - lr: 0.050000
2021-02-10 23:37:20,096 epoch 92 - iter 504/632 - loss 0.23903981 - samples/sec: 235.30 - lr: 0.050000
2021-02-10 23:37:28,551 epoch 92 - iter 567/632 - loss 0.23711847 - samples/sec: 238.65 - lr: 0.050000
2021-02-10 23:37:37,036 epoch 92 - iter 630/632 - loss 0.23835087 - samples/sec: 237.85 - lr: 0.050000
2021-02-10 23:37:37,179 ----------------------------------------------------------------------------------------------------
2021-02-10 23:37:37,179 EPOCH 92 done: loss 0.2385 - lr 0.0500000
2021-02-10 23:37:37,179 BAD EPOCHS (no improvement): 3
2021-02-10 23:37:37,191 ----------------------------------------------------------------------------------------------------
2021-02-10 23:37:46,010 epoch 93 - iter 63/632 - loss 0.23822978 - samples/sec: 228.84 - lr: 0.050000
2021-02-10 23:37:54,370 epoch 93 - iter 126/632 - loss 0.23350388 - samples/sec: 241.37 - lr: 0.050000
2021-02-10 23:38:02,903 epoch 93 - iter 189/632 - loss 0.23809293 - samples/sec: 236.48 - lr: 0.050000
2021-02-10 23:38:11,293 epoch 93 - iter 252/632 - loss 0.24366284 - samples/sec: 240.54 - lr: 0.050000
2021-02-10 23:38:19,740 epoch 93 - iter 315/632 - loss 0.24305851 - samples/sec: 238.91 - lr: 0.050000
2021-02-10 23:38:28,245 epoch 93 - iter 378/632 - loss 0.24019388 - samples/sec: 237.27 - lr: 0.050000
2021-02-10 23:38:36,814 epoch 93 - iter 441/632 - loss 0.24117358 - samples/sec: 235.50 - lr: 0.050000
2021-02-10 23:38:45,063 epoch 93 - iter 504/632 - loss 0.24311539 - samples/sec: 244.63 - lr: 0.050000
2021-02-10 23:38:53,576 epoch 93 - iter 567/632 - loss 0.24096127 - samples/sec: 237.06 - lr: 0.050000
2021-02-10 23:39:01,924 epoch 93 - iter 630/632 - loss 0.23814089 - samples/sec: 241.74 - lr: 0.050000
2021-02-10 23:39:02,110 ----------------------------------------------------------------------------------------------------
2021-02-10 23:39:02,110 EPOCH 93 done: loss 0.2376 - lr 0.0500000
2021-02-10 23:39:02,110 BAD EPOCHS (no improvement): 4
2021-02-10 23:39:02,115 ----------------------------------------------------------------------------------------------------
2021-02-10 23:39:10,508 epoch 94 - iter 63/632 - loss 0.26411508 - samples/sec: 240.46 - lr: 0.025000
2021-02-10 23:39:18,957 epoch 94 - iter 126/632 - loss 0.25713701 - samples/sec: 238.85 - lr: 0.025000
2021-02-10 23:39:27,340 epoch 94 - iter 189/632 - loss 0.26367155 - samples/sec: 240.73 - lr: 0.025000
2021-02-10 23:39:35,823 epoch 94 - iter 252/632 - loss 0.25640874 - samples/sec: 237.87 - lr: 0.025000
2021-02-10 23:39:44,265 epoch 94 - iter 315/632 - loss 0.24727177 - samples/sec: 239.05 - lr: 0.025000
2021-02-10 23:39:52,631 epoch 94 - iter 378/632 - loss 0.24580426 - samples/sec: 241.22 - lr: 0.025000
2021-02-10 23:40:01,242 epoch 94 - iter 441/632 - loss 0.24891899 - samples/sec: 234.36 - lr: 0.025000
2021-02-10 23:40:09,732 epoch 94 - iter 504/632 - loss 0.24481931 - samples/sec: 237.69 - lr: 0.025000
2021-02-10 23:40:18,159 epoch 94 - iter 567/632 - loss 0.24188435 - samples/sec: 239.46 - lr: 0.025000
2021-02-10 23:40:26,834 epoch 94 - iter 630/632 - loss 0.24406076 - samples/sec: 232.62 - lr: 0.025000
2021-02-10 23:40:27,009 ----------------------------------------------------------------------------------------------------
2021-02-10 23:40:27,010 EPOCH 94 done: loss 0.2434 - lr 0.0250000
2021-02-10 23:40:27,010 BAD EPOCHS (no improvement): 1
2021-02-10 23:40:27,013 ----------------------------------------------------------------------------------------------------
2021-02-10 23:40:35,840 epoch 95 - iter 63/632 - loss 0.25375110 - samples/sec: 228.64 - lr: 0.025000
2021-02-10 23:40:44,209 epoch 95 - iter 126/632 - loss 0.24131519 - samples/sec: 241.13 - lr: 0.025000
2021-02-10 23:40:52,658 epoch 95 - iter 189/632 - loss 0.23515577 - samples/sec: 238.82 - lr: 0.025000
2021-02-10 23:41:00,877 epoch 95 - iter 252/632 - loss 0.23370810 - samples/sec: 245.54 - lr: 0.025000
2021-02-10 23:41:09,594 epoch 95 - iter 315/632 - loss 0.23225499 - samples/sec: 231.50 - lr: 0.025000
2021-02-10 23:41:17,878 epoch 95 - iter 378/632 - loss 0.23013859 - samples/sec: 243.56 - lr: 0.025000
2021-02-10 23:41:26,312 epoch 95 - iter 441/632 - loss 0.23319756 - samples/sec: 239.27 - lr: 0.025000
2021-02-10 23:41:34,607 epoch 95 - iter 504/632 - loss 0.23016050 - samples/sec: 243.28 - lr: 0.025000
2021-02-10 23:41:43,086 epoch 95 - iter 567/632 - loss 0.22876861 - samples/sec: 238.00 - lr: 0.025000
2021-02-10 23:41:51,461 epoch 95 - iter 630/632 - loss 0.22962168 - samples/sec: 240.95 - lr: 0.025000
2021-02-10 23:41:51,596 ----------------------------------------------------------------------------------------------------
2021-02-10 23:41:51,596 EPOCH 95 done: loss 0.2290 - lr 0.0250000
2021-02-10 23:41:51,596 BAD EPOCHS (no improvement): 0
2021-02-10 23:41:51,600 ----------------------------------------------------------------------------------------------------
2021-02-10 23:42:00,017 epoch 96 - iter 63/632 - loss 0.23938640 - samples/sec: 239.78 - lr: 0.025000
2021-02-10 23:42:08,397 epoch 96 - iter 126/632 - loss 0.22742813 - samples/sec: 240.79 - lr: 0.025000
2021-02-10 23:42:17,154 epoch 96 - iter 189/632 - loss 0.22686749 - samples/sec: 230.43 - lr: 0.025000
2021-02-10 23:42:25,503 epoch 96 - iter 252/632 - loss 0.22461464 - samples/sec: 241.72 - lr: 0.025000
2021-02-10 23:42:34,013 epoch 96 - iter 315/632 - loss 0.22456953 - samples/sec: 237.13 - lr: 0.025000
2021-02-10 23:42:42,374 epoch 96 - iter 378/632 - loss 0.22501713 - samples/sec: 241.37 - lr: 0.025000
2021-02-10 23:42:50,700 epoch 96 - iter 441/632 - loss 0.22721443 - samples/sec: 242.35 - lr: 0.025000
2021-02-10 23:42:59,063 epoch 96 - iter 504/632 - loss 0.23030173 - samples/sec: 241.31 - lr: 0.025000
2021-02-10 23:43:07,493 epoch 96 - iter 567/632 - loss 0.22841650 - samples/sec: 239.37 - lr: 0.025000
2021-02-10 23:43:16,207 epoch 96 - iter 630/632 - loss 0.22702056 - samples/sec: 231.58 - lr: 0.025000
2021-02-10 23:43:16,350 ----------------------------------------------------------------------------------------------------
2021-02-10 23:43:16,350 EPOCH 96 done: loss 0.2266 - lr 0.0250000
2021-02-10 23:43:16,350 BAD EPOCHS (no improvement): 0
2021-02-10 23:43:16,353 ----------------------------------------------------------------------------------------------------
2021-02-10 23:43:24,765 epoch 97 - iter 63/632 - loss 0.22656223 - samples/sec: 239.90 - lr: 0.025000
2021-02-10 23:43:33,073 epoch 97 - iter 126/632 - loss 0.22559059 - samples/sec: 242.90 - lr: 0.025000
2021-02-10 23:43:41,708 epoch 97 - iter 189/632 - loss 0.22952297 - samples/sec: 233.71 - lr: 0.025000
2021-02-10 23:43:50,112 epoch 97 - iter 252/632 - loss 0.22814908 - samples/sec: 240.13 - lr: 0.025000
2021-02-10 23:43:58,568 epoch 97 - iter 315/632 - loss 0.22532891 - samples/sec: 238.65 - lr: 0.025000
2021-02-10 23:44:07,151 epoch 97 - iter 378/632 - loss 0.22629685 - samples/sec: 235.11 - lr: 0.025000
2021-02-10 23:44:15,702 epoch 97 - iter 441/632 - loss 0.22686975 - samples/sec: 236.01 - lr: 0.025000
2021-02-10 23:44:24,144 epoch 97 - iter 504/632 - loss 0.22550047 - samples/sec: 239.02 - lr: 0.025000
2021-02-10 23:44:32,498 epoch 97 - iter 567/632 - loss 0.22571364 - samples/sec: 241.59 - lr: 0.025000
2021-02-10 23:44:40,911 epoch 97 - iter 630/632 - loss 0.22798784 - samples/sec: 239.85 - lr: 0.025000
2021-02-10 23:44:41,109 ----------------------------------------------------------------------------------------------------
2021-02-10 23:44:41,109 EPOCH 97 done: loss 0.2292 - lr 0.0250000
2021-02-10 23:44:41,109 BAD EPOCHS (no improvement): 1
2021-02-10 23:44:41,113 ----------------------------------------------------------------------------------------------------
2021-02-10 23:44:49,579 epoch 98 - iter 63/632 - loss 0.22727695 - samples/sec: 238.40 - lr: 0.025000
2021-02-10 23:44:57,952 epoch 98 - iter 126/632 - loss 0.22644023 - samples/sec: 241.02 - lr: 0.025000
2021-02-10 23:45:06,400 epoch 98 - iter 189/632 - loss 0.22528177 - samples/sec: 238.86 - lr: 0.025000
2021-02-10 23:45:14,941 epoch 98 - iter 252/632 - loss 0.22128544 - samples/sec: 236.27 - lr: 0.025000
2021-02-10 23:45:23,342 epoch 98 - iter 315/632 - loss 0.22091997 - samples/sec: 240.20 - lr: 0.025000
2021-02-10 23:45:31,909 epoch 98 - iter 378/632 - loss 0.21930743 - samples/sec: 235.56 - lr: 0.025000
2021-02-10 23:45:40,572 epoch 98 - iter 441/632 - loss 0.22111514 - samples/sec: 232.96 - lr: 0.025000
2021-02-10 23:45:48,918 epoch 98 - iter 504/632 - loss 0.22390902 - samples/sec: 241.80 - lr: 0.025000
2021-02-10 23:45:57,454 epoch 98 - iter 567/632 - loss 0.22373907 - samples/sec: 236.40 - lr: 0.025000
2021-02-10 23:46:06,277 epoch 98 - iter 630/632 - loss 0.22377818 - samples/sec: 228.70 - lr: 0.025000
2021-02-10 23:46:06,413 ----------------------------------------------------------------------------------------------------
2021-02-10 23:46:06,413 EPOCH 98 done: loss 0.2231 - lr 0.0250000
2021-02-10 23:46:06,413 BAD EPOCHS (no improvement): 0
2021-02-10 23:46:06,418 ----------------------------------------------------------------------------------------------------
2021-02-10 23:46:14,777 epoch 99 - iter 63/632 - loss 0.20555029 - samples/sec: 241.47 - lr: 0.025000
2021-02-10 23:46:23,162 epoch 99 - iter 126/632 - loss 0.20641509 - samples/sec: 240.66 - lr: 0.025000
2021-02-10 23:46:31,652 epoch 99 - iter 189/632 - loss 0.20923439 - samples/sec: 237.70 - lr: 0.025000
2021-02-10 23:46:39,990 epoch 99 - iter 252/632 - loss 0.21524794 - samples/sec: 242.00 - lr: 0.025000
2021-02-10 23:46:48,318 epoch 99 - iter 315/632 - loss 0.21157439 - samples/sec: 242.34 - lr: 0.025000
2021-02-10 23:46:56,723 epoch 99 - iter 378/632 - loss 0.21629405 - samples/sec: 240.09 - lr: 0.025000
2021-02-10 23:47:05,161 epoch 99 - iter 441/632 - loss 0.21454977 - samples/sec: 239.16 - lr: 0.025000
2021-02-10 23:47:13,663 epoch 99 - iter 504/632 - loss 0.21441622 - samples/sec: 237.38 - lr: 0.025000
2021-02-10 23:47:22,090 epoch 99 - iter 567/632 - loss 0.21589267 - samples/sec: 239.46 - lr: 0.025000
2021-02-10 23:47:30,698 epoch 99 - iter 630/632 - loss 0.21624547 - samples/sec: 234.43 - lr: 0.025000
2021-02-10 23:47:30,856 ----------------------------------------------------------------------------------------------------
2021-02-10 23:47:30,856 EPOCH 99 done: loss 0.2160 - lr 0.0250000
2021-02-10 23:47:30,856 BAD EPOCHS (no improvement): 0
2021-02-10 23:47:30,865 ----------------------------------------------------------------------------------------------------
2021-02-10 23:47:39,291 epoch 100 - iter 63/632 - loss 0.26629981 - samples/sec: 239.51 - lr: 0.025000
2021-02-10 23:47:47,796 epoch 100 - iter 126/632 - loss 0.24250713 - samples/sec: 237.25 - lr: 0.025000
2021-02-10 23:47:56,403 epoch 100 - iter 189/632 - loss 0.23893094 - samples/sec: 234.47 - lr: 0.025000
2021-02-10 23:48:04,900 epoch 100 - iter 252/632 - loss 0.24217569 - samples/sec: 237.48 - lr: 0.025000
2021-02-10 23:48:13,470 epoch 100 - iter 315/632 - loss 0.24383450 - samples/sec: 235.47 - lr: 0.025000
2021-02-10 23:48:21,771 epoch 100 - iter 378/632 - loss 0.24524304 - samples/sec: 243.13 - lr: 0.025000
2021-02-10 23:48:30,172 epoch 100 - iter 441/632 - loss 0.24189622 - samples/sec: 240.21 - lr: 0.025000
2021-02-10 23:48:39,902 epoch 100 - iter 504/632 - loss 0.23969504 - samples/sec: 207.38 - lr: 0.025000
2021-02-10 23:48:48,344 epoch 100 - iter 567/632 - loss 0.24016675 - samples/sec: 239.04 - lr: 0.025000
2021-02-10 23:48:56,733 epoch 100 - iter 630/632 - loss 0.23800443 - samples/sec: 240.56 - lr: 0.025000
2021-02-10 23:48:56,887 ----------------------------------------------------------------------------------------------------
2021-02-10 23:48:56,888 EPOCH 100 done: loss 0.2375 - lr 0.0250000
2021-02-10 23:48:56,888 BAD EPOCHS (no improvement): 1
2021-02-10 23:48:56,892 ----------------------------------------------------------------------------------------------------
2021-02-10 23:49:05,702 epoch 101 - iter 63/632 - loss 0.26017853 - samples/sec: 229.05 - lr: 0.025000
2021-02-10 23:49:14,078 epoch 101 - iter 126/632 - loss 0.23239036 - samples/sec: 240.93 - lr: 0.025000
2021-02-10 23:49:22,458 epoch 101 - iter 189/632 - loss 0.22861836 - samples/sec: 240.80 - lr: 0.025000
2021-02-10 23:49:31,128 epoch 101 - iter 252/632 - loss 0.23213437 - samples/sec: 232.77 - lr: 0.025000
2021-02-10 23:49:39,595 epoch 101 - iter 315/632 - loss 0.23225332 - samples/sec: 238.32 - lr: 0.025000
2021-02-10 23:49:47,423 epoch 101 - iter 378/632 - loss 0.22958139 - samples/sec: 257.80 - lr: 0.025000
2021-02-10 23:49:55,814 epoch 101 - iter 441/632 - loss 0.22540936 - samples/sec: 240.48 - lr: 0.025000
2021-02-10 23:50:03,934 epoch 101 - iter 504/632 - loss 0.22326265 - samples/sec: 248.55 - lr: 0.025000
2021-02-10 23:50:12,110 epoch 101 - iter 567/632 - loss 0.21839312 - samples/sec: 246.81 - lr: 0.025000
2021-02-10 23:50:20,470 epoch 101 - iter 630/632 - loss 0.21874002 - samples/sec: 241.38 - lr: 0.025000
2021-02-10 23:50:20,629 ----------------------------------------------------------------------------------------------------
2021-02-10 23:50:20,629 EPOCH 101 done: loss 0.2189 - lr 0.0250000
2021-02-10 23:50:20,629 BAD EPOCHS (no improvement): 2
2021-02-10 23:50:20,634 ----------------------------------------------------------------------------------------------------
2021-02-10 23:50:28,758 epoch 102 - iter 63/632 - loss 0.18257109 - samples/sec: 248.40 - lr: 0.025000
2021-02-10 23:50:37,328 epoch 102 - iter 126/632 - loss 0.18880198 - samples/sec: 235.49 - lr: 0.025000
2021-02-10 23:50:45,682 epoch 102 - iter 189/632 - loss 0.18980020 - samples/sec: 241.56 - lr: 0.025000
2021-02-10 23:50:54,127 epoch 102 - iter 252/632 - loss 0.19397572 - samples/sec: 238.94 - lr: 0.025000
2021-02-10 23:51:02,606 epoch 102 - iter 315/632 - loss 0.20541602 - samples/sec: 238.01 - lr: 0.025000
2021-02-10 23:51:10,851 epoch 102 - iter 378/632 - loss 0.21276039 - samples/sec: 244.75 - lr: 0.025000
2021-02-10 23:51:19,372 epoch 102 - iter 441/632 - loss 0.21074176 - samples/sec: 236.83 - lr: 0.025000
2021-02-10 23:51:27,849 epoch 102 - iter 504/632 - loss 0.21379571 - samples/sec: 238.06 - lr: 0.025000
2021-02-10 23:51:36,424 epoch 102 - iter 567/632 - loss 0.21370286 - samples/sec: 235.30 - lr: 0.025000
2021-02-10 23:51:44,644 epoch 102 - iter 630/632 - loss 0.21468881 - samples/sec: 245.53 - lr: 0.025000
2021-02-10 23:51:44,808 ----------------------------------------------------------------------------------------------------
2021-02-10 23:51:44,809 EPOCH 102 done: loss 0.2143 - lr 0.0250000
2021-02-10 23:51:44,809 BAD EPOCHS (no improvement): 0
2021-02-10 23:51:44,811 ----------------------------------------------------------------------------------------------------
2021-02-10 23:51:53,388 epoch 103 - iter 63/632 - loss 0.23460307 - samples/sec: 235.31 - lr: 0.025000
2021-02-10 23:52:02,032 epoch 103 - iter 126/632 - loss 0.23621550 - samples/sec: 233.45 - lr: 0.025000
2021-02-10 23:52:10,336 epoch 103 - iter 189/632 - loss 0.22528327 - samples/sec: 243.01 - lr: 0.025000
2021-02-10 23:52:18,541 epoch 103 - iter 252/632 - loss 0.21405664 - samples/sec: 245.97 - lr: 0.025000
2021-02-10 23:52:26,800 epoch 103 - iter 315/632 - loss 0.21594055 - samples/sec: 244.34 - lr: 0.025000
2021-02-10 23:52:35,120 epoch 103 - iter 378/632 - loss 0.21908337 - samples/sec: 242.55 - lr: 0.025000
2021-02-10 23:52:43,448 epoch 103 - iter 441/632 - loss 0.21822861 - samples/sec: 242.35 - lr: 0.025000
2021-02-10 23:52:51,988 epoch 103 - iter 504/632 - loss 0.21778012 - samples/sec: 236.30 - lr: 0.025000
2021-02-10 23:53:00,198 epoch 103 - iter 567/632 - loss 0.21991604 - samples/sec: 245.78 - lr: 0.025000
2021-02-10 23:53:08,162 epoch 103 - iter 630/632 - loss 0.21850220 - samples/sec: 253.39 - lr: 0.025000
2021-02-10 23:53:08,308 ----------------------------------------------------------------------------------------------------
2021-02-10 23:53:08,309 EPOCH 103 done: loss 0.2181 - lr 0.0250000
2021-02-10 23:53:08,309 BAD EPOCHS (no improvement): 1
2021-02-10 23:53:08,313 ----------------------------------------------------------------------------------------------------
2021-02-10 23:53:16,410 epoch 104 - iter 63/632 - loss 0.22642010 - samples/sec: 249.25 - lr: 0.025000
2021-02-10 23:53:24,946 epoch 104 - iter 126/632 - loss 0.22809824 - samples/sec: 236.42 - lr: 0.025000
2021-02-10 23:53:33,562 epoch 104 - iter 189/632 - loss 0.21862365 - samples/sec: 234.20 - lr: 0.025000
2021-02-10 23:53:41,794 epoch 104 - iter 252/632 - loss 0.21180414 - samples/sec: 245.15 - lr: 0.025000
2021-02-10 23:53:49,984 epoch 104 - iter 315/632 - loss 0.21331690 - samples/sec: 246.41 - lr: 0.025000
2021-02-10 23:53:58,108 epoch 104 - iter 378/632 - loss 0.21208721 - samples/sec: 248.42 - lr: 0.025000
2021-02-10 23:54:06,531 epoch 104 - iter 441/632 - loss 0.21343753 - samples/sec: 239.59 - lr: 0.025000
2021-02-10 23:54:14,884 epoch 104 - iter 504/632 - loss 0.21331363 - samples/sec: 241.60 - lr: 0.025000
2021-02-10 23:54:23,231 epoch 104 - iter 567/632 - loss 0.21550267 - samples/sec: 241.75 - lr: 0.025000
2021-02-10 23:54:31,357 epoch 104 - iter 630/632 - loss 0.21478268 - samples/sec: 248.36 - lr: 0.025000
2021-02-10 23:54:31,512 ----------------------------------------------------------------------------------------------------
2021-02-10 23:54:31,512 EPOCH 104 done: loss 0.2144 - lr 0.0250000
2021-02-10 23:54:31,512 BAD EPOCHS (no improvement): 2
2021-02-10 23:54:31,517 ----------------------------------------------------------------------------------------------------
2021-02-10 23:54:39,812 epoch 105 - iter 63/632 - loss 0.22511229 - samples/sec: 243.31 - lr: 0.025000
2021-02-10 23:54:48,154 epoch 105 - iter 126/632 - loss 0.22146735 - samples/sec: 241.93 - lr: 0.025000
2021-02-10 23:54:56,456 epoch 105 - iter 189/632 - loss 0.21186224 - samples/sec: 243.07 - lr: 0.025000
2021-02-10 23:55:04,666 epoch 105 - iter 252/632 - loss 0.21924820 - samples/sec: 245.82 - lr: 0.025000
2021-02-10 23:55:12,988 epoch 105 - iter 315/632 - loss 0.21480220 - samples/sec: 242.50 - lr: 0.025000
2021-02-10 23:55:21,531 epoch 105 - iter 378/632 - loss 0.21276426 - samples/sec: 236.20 - lr: 0.025000
2021-02-10 23:55:29,795 epoch 105 - iter 441/632 - loss 0.21423451 - samples/sec: 244.21 - lr: 0.025000
2021-02-10 23:55:37,980 epoch 105 - iter 504/632 - loss 0.21698404 - samples/sec: 246.56 - lr: 0.025000
2021-02-10 23:55:46,332 epoch 105 - iter 567/632 - loss 0.21571732 - samples/sec: 241.61 - lr: 0.025000
2021-02-10 23:55:54,528 epoch 105 - iter 630/632 - loss 0.21472633 - samples/sec: 246.22 - lr: 0.025000
2021-02-10 23:55:54,659 ----------------------------------------------------------------------------------------------------
2021-02-10 23:55:54,659 EPOCH 105 done: loss 0.2142 - lr 0.0250000
2021-02-10 23:55:54,659 BAD EPOCHS (no improvement): 0
2021-02-10 23:55:54,666 ----------------------------------------------------------------------------------------------------
2021-02-10 23:56:02,784 epoch 106 - iter 63/632 - loss 0.20714101 - samples/sec: 248.61 - lr: 0.025000
2021-02-10 23:56:10,938 epoch 106 - iter 126/632 - loss 0.20972200 - samples/sec: 247.47 - lr: 0.025000
2021-02-10 23:56:19,609 epoch 106 - iter 189/632 - loss 0.21884670 - samples/sec: 232.74 - lr: 0.025000
2021-02-10 23:56:27,988 epoch 106 - iter 252/632 - loss 0.21675414 - samples/sec: 240.82 - lr: 0.025000
2021-02-10 23:56:36,134 epoch 106 - iter 315/632 - loss 0.21161084 - samples/sec: 247.72 - lr: 0.025000
2021-02-10 23:56:44,703 epoch 106 - iter 378/632 - loss 0.20925921 - samples/sec: 235.49 - lr: 0.025000
2021-02-10 23:56:53,006 epoch 106 - iter 441/632 - loss 0.20842408 - samples/sec: 243.08 - lr: 0.025000
2021-02-10 23:57:01,177 epoch 106 - iter 504/632 - loss 0.20718355 - samples/sec: 246.98 - lr: 0.025000
2021-02-10 23:57:09,716 epoch 106 - iter 567/632 - loss 0.21236060 - samples/sec: 236.33 - lr: 0.025000
2021-02-10 23:57:18,323 epoch 106 - iter 630/632 - loss 0.21578561 - samples/sec: 234.47 - lr: 0.025000
2021-02-10 23:57:18,560 ----------------------------------------------------------------------------------------------------
2021-02-10 23:57:18,560 EPOCH 106 done: loss 0.2152 - lr 0.0250000
2021-02-10 23:57:18,560 BAD EPOCHS (no improvement): 1
2021-02-10 23:57:18,563 ----------------------------------------------------------------------------------------------------
2021-02-10 23:57:26,887 epoch 107 - iter 63/632 - loss 0.20169533 - samples/sec: 242.46 - lr: 0.025000
2021-02-10 23:57:35,395 epoch 107 - iter 126/632 - loss 0.19704627 - samples/sec: 237.17 - lr: 0.025000
2021-02-10 23:57:43,632 epoch 107 - iter 189/632 - loss 0.20333392 - samples/sec: 245.01 - lr: 0.025000
2021-02-10 23:57:52,236 epoch 107 - iter 252/632 - loss 0.21053217 - samples/sec: 234.55 - lr: 0.025000
2021-02-10 23:58:00,748 epoch 107 - iter 315/632 - loss 0.21144204 - samples/sec: 237.08 - lr: 0.025000
2021-02-10 23:58:08,815 epoch 107 - iter 378/632 - loss 0.21188231 - samples/sec: 250.13 - lr: 0.025000
2021-02-10 23:58:17,007 epoch 107 - iter 441/632 - loss 0.21263619 - samples/sec: 246.33 - lr: 0.025000
2021-02-10 23:58:25,334 epoch 107 - iter 504/632 - loss 0.21456512 - samples/sec: 242.32 - lr: 0.025000
2021-02-10 23:58:33,361 epoch 107 - iter 567/632 - loss 0.21316894 - samples/sec: 251.41 - lr: 0.025000
2021-02-10 23:58:41,684 epoch 107 - iter 630/632 - loss 0.21454009 - samples/sec: 242.46 - lr: 0.025000
2021-02-10 23:58:41,855 ----------------------------------------------------------------------------------------------------
2021-02-10 23:58:41,855 EPOCH 107 done: loss 0.2141 - lr 0.0250000
2021-02-10 23:58:41,855 BAD EPOCHS (no improvement): 0
2021-02-10 23:58:41,861 ----------------------------------------------------------------------------------------------------
2021-02-10 23:58:50,194 epoch 108 - iter 63/632 - loss 0.20847554 - samples/sec: 242.19 - lr: 0.025000
2021-02-10 23:58:58,492 epoch 108 - iter 126/632 - loss 0.20994469 - samples/sec: 243.19 - lr: 0.025000
2021-02-10 23:59:06,758 epoch 108 - iter 189/632 - loss 0.22181143 - samples/sec: 244.14 - lr: 0.025000
2021-02-10 23:59:14,986 epoch 108 - iter 252/632 - loss 0.21866176 - samples/sec: 245.25 - lr: 0.025000
2021-02-10 23:59:23,352 epoch 108 - iter 315/632 - loss 0.21802335 - samples/sec: 241.22 - lr: 0.025000
2021-02-10 23:59:31,651 epoch 108 - iter 378/632 - loss 0.21720210 - samples/sec: 243.19 - lr: 0.025000
2021-02-10 23:59:39,894 epoch 108 - iter 441/632 - loss 0.21357270 - samples/sec: 244.81 - lr: 0.025000
2021-02-10 23:59:47,928 epoch 108 - iter 504/632 - loss 0.21036826 - samples/sec: 251.19 - lr: 0.025000
2021-02-10 23:59:56,464 epoch 108 - iter 567/632 - loss 0.21562809 - samples/sec: 236.40 - lr: 0.025000
2021-02-11 00:00:04,730 epoch 108 - iter 630/632 - loss 0.21335988 - samples/sec: 244.14 - lr: 0.025000
2021-02-11 00:00:04,937 ----------------------------------------------------------------------------------------------------
2021-02-11 00:00:04,937 EPOCH 108 done: loss 0.2136 - lr 0.0250000
2021-02-11 00:00:04,938 BAD EPOCHS (no improvement): 0
2021-02-11 00:00:04,943 ----------------------------------------------------------------------------------------------------
2021-02-11 00:00:13,099 epoch 109 - iter 63/632 - loss 0.21938599 - samples/sec: 247.47 - lr: 0.025000
2021-02-11 00:00:21,548 epoch 109 - iter 126/632 - loss 0.21267510 - samples/sec: 238.82 - lr: 0.025000
2021-02-11 00:00:30,081 epoch 109 - iter 189/632 - loss 0.21144204 - samples/sec: 236.50 - lr: 0.025000
2021-02-11 00:00:38,432 epoch 109 - iter 252/632 - loss 0.21869757 - samples/sec: 241.63 - lr: 0.025000
2021-02-11 00:00:46,863 epoch 109 - iter 315/632 - loss 0.22102365 - samples/sec: 239.34 - lr: 0.025000
2021-02-11 00:00:55,094 epoch 109 - iter 378/632 - loss 0.22292554 - samples/sec: 245.20 - lr: 0.025000
2021-02-11 00:01:03,359 epoch 109 - iter 441/632 - loss 0.22158509 - samples/sec: 244.15 - lr: 0.025000
2021-02-11 00:01:11,672 epoch 109 - iter 504/632 - loss 0.22252205 - samples/sec: 242.77 - lr: 0.025000
2021-02-11 00:01:19,683 epoch 109 - iter 567/632 - loss 0.22157265 - samples/sec: 251.90 - lr: 0.025000
2021-02-11 00:01:27,743 epoch 109 - iter 630/632 - loss 0.22099179 - samples/sec: 250.35 - lr: 0.025000
2021-02-11 00:01:27,910 ----------------------------------------------------------------------------------------------------
2021-02-11 00:01:27,911 EPOCH 109 done: loss 0.2205 - lr 0.0250000
2021-02-11 00:01:27,911 BAD EPOCHS (no improvement): 1
2021-02-11 00:01:27,914 ----------------------------------------------------------------------------------------------------
2021-02-11 00:01:35,875 epoch 110 - iter 63/632 - loss 0.21229357 - samples/sec: 253.47 - lr: 0.025000
2021-02-11 00:01:43,990 epoch 110 - iter 126/632 - loss 0.20923179 - samples/sec: 248.68 - lr: 0.025000
2021-02-11 00:01:52,320 epoch 110 - iter 189/632 - loss 0.20773390 - samples/sec: 242.25 - lr: 0.025000
2021-02-11 00:02:00,556 epoch 110 - iter 252/632 - loss 0.21332080 - samples/sec: 245.05 - lr: 0.025000
2021-02-11 00:02:08,614 epoch 110 - iter 315/632 - loss 0.21594625 - samples/sec: 250.45 - lr: 0.025000
2021-02-11 00:02:16,980 epoch 110 - iter 378/632 - loss 0.21525774 - samples/sec: 241.20 - lr: 0.025000
2021-02-11 00:02:25,415 epoch 110 - iter 441/632 - loss 0.21561755 - samples/sec: 239.25 - lr: 0.025000
2021-02-11 00:02:33,795 epoch 110 - iter 504/632 - loss 0.21526979 - samples/sec: 240.81 - lr: 0.025000
2021-02-11 00:02:42,022 epoch 110 - iter 567/632 - loss 0.21572924 - samples/sec: 245.30 - lr: 0.025000
2021-02-11 00:02:50,310 epoch 110 - iter 630/632 - loss 0.21598001 - samples/sec: 243.50 - lr: 0.025000
2021-02-11 00:02:50,423 ----------------------------------------------------------------------------------------------------
2021-02-11 00:02:50,423 EPOCH 110 done: loss 0.2159 - lr 0.0250000
2021-02-11 00:02:50,424 BAD EPOCHS (no improvement): 2
2021-02-11 00:02:50,426 ----------------------------------------------------------------------------------------------------
2021-02-11 00:02:58,886 epoch 111 - iter 63/632 - loss 0.19002009 - samples/sec: 238.56 - lr: 0.025000
2021-02-11 00:03:07,174 epoch 111 - iter 126/632 - loss 0.19783638 - samples/sec: 243.49 - lr: 0.025000
2021-02-11 00:03:15,532 epoch 111 - iter 189/632 - loss 0.20408988 - samples/sec: 241.45 - lr: 0.025000
2021-02-11 00:03:23,706 epoch 111 - iter 252/632 - loss 0.20667896 - samples/sec: 246.89 - lr: 0.025000
2021-02-11 00:03:32,068 epoch 111 - iter 315/632 - loss 0.20277770 - samples/sec: 241.33 - lr: 0.025000
2021-02-11 00:03:40,251 epoch 111 - iter 378/632 - loss 0.20831057 - samples/sec: 246.60 - lr: 0.025000
2021-02-11 00:03:48,405 epoch 111 - iter 441/632 - loss 0.20850750 - samples/sec: 247.52 - lr: 0.025000
2021-02-11 00:03:56,477 epoch 111 - iter 504/632 - loss 0.21270119 - samples/sec: 249.99 - lr: 0.025000
2021-02-11 00:04:04,659 epoch 111 - iter 567/632 - loss 0.21236516 - samples/sec: 246.64 - lr: 0.025000
2021-02-11 00:04:12,824 epoch 111 - iter 630/632 - loss 0.21186367 - samples/sec: 247.15 - lr: 0.025000
2021-02-11 00:04:13,035 ----------------------------------------------------------------------------------------------------
2021-02-11 00:04:13,035 EPOCH 111 done: loss 0.2118 - lr 0.0250000
2021-02-11 00:04:13,036 BAD EPOCHS (no improvement): 0
2021-02-11 00:04:13,039 ----------------------------------------------------------------------------------------------------
2021-02-11 00:04:21,448 epoch 112 - iter 63/632 - loss 0.25123522 - samples/sec: 239.98 - lr: 0.025000
2021-02-11 00:04:29,727 epoch 112 - iter 126/632 - loss 0.23648411 - samples/sec: 243.76 - lr: 0.025000
2021-02-11 00:04:37,877 epoch 112 - iter 189/632 - loss 0.22412949 - samples/sec: 247.63 - lr: 0.025000
2021-02-11 00:04:46,281 epoch 112 - iter 252/632 - loss 0.21684406 - samples/sec: 240.12 - lr: 0.025000
2021-02-11 00:04:54,267 epoch 112 - iter 315/632 - loss 0.21499529 - samples/sec: 252.69 - lr: 0.025000
2021-02-11 00:05:02,528 epoch 112 - iter 378/632 - loss 0.21068528 - samples/sec: 244.29 - lr: 0.025000
2021-02-11 00:05:10,603 epoch 112 - iter 441/632 - loss 0.21086423 - samples/sec: 249.91 - lr: 0.025000
2021-02-11 00:05:18,494 epoch 112 - iter 504/632 - loss 0.20809842 - samples/sec: 255.76 - lr: 0.025000
2021-02-11 00:05:26,967 epoch 112 - iter 567/632 - loss 0.20622647 - samples/sec: 238.15 - lr: 0.025000
2021-02-11 00:05:35,416 epoch 112 - iter 630/632 - loss 0.20597119 - samples/sec: 238.82 - lr: 0.025000
2021-02-11 00:05:35,592 ----------------------------------------------------------------------------------------------------
2021-02-11 00:05:35,592 EPOCH 112 done: loss 0.2059 - lr 0.0250000
2021-02-11 00:05:35,592 BAD EPOCHS (no improvement): 0
2021-02-11 00:05:35,595 ----------------------------------------------------------------------------------------------------
2021-02-11 00:05:43,968 epoch 113 - iter 63/632 - loss 0.19973103 - samples/sec: 241.03 - lr: 0.025000
2021-02-11 00:05:52,208 epoch 113 - iter 126/632 - loss 0.20566957 - samples/sec: 244.90 - lr: 0.025000
2021-02-11 00:06:00,265 epoch 113 - iter 189/632 - loss 0.20258873 - samples/sec: 250.47 - lr: 0.025000
2021-02-11 00:06:08,378 epoch 113 - iter 252/632 - loss 0.20183923 - samples/sec: 248.74 - lr: 0.025000
2021-02-11 00:06:16,720 epoch 113 - iter 315/632 - loss 0.20482844 - samples/sec: 241.90 - lr: 0.025000
2021-02-11 00:06:25,068 epoch 113 - iter 378/632 - loss 0.20480398 - samples/sec: 241.76 - lr: 0.025000
2021-02-11 00:06:33,531 epoch 113 - iter 441/632 - loss 0.20594775 - samples/sec: 238.43 - lr: 0.025000
2021-02-11 00:06:41,669 epoch 113 - iter 504/632 - loss 0.21034792 - samples/sec: 248.00 - lr: 0.025000
2021-02-11 00:06:55,166 epoch 113 - iter 567/632 - loss 0.20677053 - samples/sec: 242.10 - lr: 0.025000
2021-02-11 00:07:03,569 epoch 113 - iter 630/632 - loss 0.20790894 - samples/sec: 240.16 - lr: 0.025000
2021-02-11 00:07:03,718 ----------------------------------------------------------------------------------------------------
2021-02-11 00:07:03,718 EPOCH 113 done: loss 0.2076 - lr 0.0250000
2021-02-11 00:07:03,718 BAD EPOCHS (no improvement): 1
2021-02-11 00:07:14,916 ----------------------------------------------------------------------------------------------------
2021-02-11 00:07:23,089 epoch 114 - iter 63/632 - loss 0.17796996 - samples/sec: 246.94 - lr: 0.025000
2021-02-11 00:07:31,308 epoch 114 - iter 126/632 - loss 0.19428043 - samples/sec: 245.52 - lr: 0.025000
2021-02-11 00:07:39,674 epoch 114 - iter 189/632 - loss 0.19600613 - samples/sec: 241.22 - lr: 0.025000
2021-02-11 00:07:48,157 epoch 114 - iter 252/632 - loss 0.20349632 - samples/sec: 237.89 - lr: 0.025000
2021-02-11 00:07:56,204 epoch 114 - iter 315/632 - loss 0.20201719 - samples/sec: 250.79 - lr: 0.025000
2021-02-11 00:08:04,427 epoch 114 - iter 378/632 - loss 0.20170016 - samples/sec: 245.41 - lr: 0.025000
2021-02-11 00:08:12,585 epoch 114 - iter 441/632 - loss 0.20467350 - samples/sec: 247.36 - lr: 0.025000
2021-02-11 00:08:20,777 epoch 114 - iter 504/632 - loss 0.20437190 - samples/sec: 246.34 - lr: 0.025000
2021-02-11 00:08:28,999 epoch 114 - iter 567/632 - loss 0.20409994 - samples/sec: 245.45 - lr: 0.025000
2021-02-11 00:08:37,176 epoch 114 - iter 630/632 - loss 0.20585022 - samples/sec: 246.80 - lr: 0.025000
2021-02-11 00:08:37,328 ----------------------------------------------------------------------------------------------------
2021-02-11 00:08:37,328 EPOCH 114 done: loss 0.2054 - lr 0.0250000
2021-02-11 00:08:37,328 BAD EPOCHS (no improvement): 0
2021-02-11 00:08:37,334 ----------------------------------------------------------------------------------------------------
2021-02-11 00:08:45,571 epoch 115 - iter 63/632 - loss 0.20944916 - samples/sec: 245.01 - lr: 0.025000
2021-02-11 00:08:53,732 epoch 115 - iter 126/632 - loss 0.21249117 - samples/sec: 247.28 - lr: 0.025000
2021-02-11 00:09:02,063 epoch 115 - iter 189/632 - loss 0.21159727 - samples/sec: 242.23 - lr: 0.025000
2021-02-11 00:09:11,347 epoch 115 - iter 252/632 - loss 0.21021016 - samples/sec: 217.34 - lr: 0.025000
2021-02-11 00:09:19,691 epoch 115 - iter 315/632 - loss 0.21283832 - samples/sec: 241.86 - lr: 0.025000
2021-02-11 00:09:28,092 epoch 115 - iter 378/632 - loss 0.21551249 - samples/sec: 240.22 - lr: 0.025000
2021-02-11 00:09:35,980 epoch 115 - iter 441/632 - loss 0.20780924 - samples/sec: 255.85 - lr: 0.025000
2021-02-11 00:09:44,113 epoch 115 - iter 504/632 - loss 0.20623587 - samples/sec: 248.14 - lr: 0.025000
2021-02-11 00:09:52,246 epoch 115 - iter 567/632 - loss 0.20800047 - samples/sec: 248.12 - lr: 0.025000
2021-02-11 00:10:00,651 epoch 115 - iter 630/632 - loss 0.20622551 - samples/sec: 240.10 - lr: 0.025000
2021-02-11 00:10:00,851 ----------------------------------------------------------------------------------------------------
2021-02-11 00:10:00,851 EPOCH 115 done: loss 0.2057 - lr 0.0250000
2021-02-11 00:10:00,851 BAD EPOCHS (no improvement): 1
2021-02-11 00:10:00,859 ----------------------------------------------------------------------------------------------------
2021-02-11 00:10:09,038 epoch 116 - iter 63/632 - loss 0.19441852 - samples/sec: 246.77 - lr: 0.025000
2021-02-11 00:10:17,291 epoch 116 - iter 126/632 - loss 0.20316215 - samples/sec: 244.50 - lr: 0.025000
2021-02-11 00:10:25,563 epoch 116 - iter 189/632 - loss 0.20247250 - samples/sec: 243.96 - lr: 0.025000
2021-02-11 00:10:33,750 epoch 116 - iter 252/632 - loss 0.20600540 - samples/sec: 246.51 - lr: 0.025000
2021-02-11 00:10:41,688 epoch 116 - iter 315/632 - loss 0.20552164 - samples/sec: 254.21 - lr: 0.025000
2021-02-11 00:10:49,834 epoch 116 - iter 378/632 - loss 0.20866983 - samples/sec: 247.74 - lr: 0.025000
2021-02-11 00:10:58,148 epoch 116 - iter 441/632 - loss 0.20919298 - samples/sec: 242.75 - lr: 0.025000
2021-02-11 00:11:06,453 epoch 116 - iter 504/632 - loss 0.20751621 - samples/sec: 243.00 - lr: 0.025000
2021-02-11 00:11:14,905 epoch 116 - iter 567/632 - loss 0.20862679 - samples/sec: 238.75 - lr: 0.025000
2021-02-11 00:11:23,015 epoch 116 - iter 630/632 - loss 0.20771938 - samples/sec: 248.84 - lr: 0.025000
2021-02-11 00:11:23,160 ----------------------------------------------------------------------------------------------------
2021-02-11 00:11:23,160 EPOCH 116 done: loss 0.2072 - lr 0.0250000
2021-02-11 00:11:23,160 BAD EPOCHS (no improvement): 2
2021-02-11 00:11:23,164 ----------------------------------------------------------------------------------------------------
2021-02-11 00:11:31,620 epoch 117 - iter 63/632 - loss 0.19157636 - samples/sec: 238.64 - lr: 0.025000
2021-02-11 00:11:39,939 epoch 117 - iter 126/632 - loss 0.19864875 - samples/sec: 242.58 - lr: 0.025000
2021-02-11 00:11:48,000 epoch 117 - iter 189/632 - loss 0.20320520 - samples/sec: 250.37 - lr: 0.025000
2021-02-11 00:11:56,227 epoch 117 - iter 252/632 - loss 0.20415703 - samples/sec: 245.29 - lr: 0.025000
2021-02-11 00:12:04,356 epoch 117 - iter 315/632 - loss 0.20400737 - samples/sec: 248.24 - lr: 0.025000
2021-02-11 00:12:12,647 epoch 117 - iter 378/632 - loss 0.20373141 - samples/sec: 243.41 - lr: 0.025000
2021-02-11 00:12:20,887 epoch 117 - iter 441/632 - loss 0.20512787 - samples/sec: 244.88 - lr: 0.025000
2021-02-11 00:12:29,016 epoch 117 - iter 504/632 - loss 0.20718772 - samples/sec: 248.25 - lr: 0.025000
2021-02-11 00:12:37,263 epoch 117 - iter 567/632 - loss 0.20607158 - samples/sec: 244.70 - lr: 0.025000
2021-02-11 00:12:45,697 epoch 117 - iter 630/632 - loss 0.20751168 - samples/sec: 239.26 - lr: 0.025000
2021-02-11 00:12:45,864 ----------------------------------------------------------------------------------------------------
2021-02-11 00:12:45,864 EPOCH 117 done: loss 0.2071 - lr 0.0250000
2021-02-11 00:12:45,864 BAD EPOCHS (no improvement): 3
2021-02-11 00:12:45,867 ----------------------------------------------------------------------------------------------------
2021-02-11 00:12:54,162 epoch 118 - iter 63/632 - loss 0.19573109 - samples/sec: 243.29 - lr: 0.025000
2021-02-11 00:13:02,470 epoch 118 - iter 126/632 - loss 0.20919368 - samples/sec: 242.91 - lr: 0.025000
2021-02-11 00:13:10,682 epoch 118 - iter 189/632 - loss 0.19820719 - samples/sec: 245.73 - lr: 0.025000
2021-02-11 00:13:18,727 epoch 118 - iter 252/632 - loss 0.19406736 - samples/sec: 250.84 - lr: 0.025000
2021-02-11 00:13:26,976 epoch 118 - iter 315/632 - loss 0.19864392 - samples/sec: 244.66 - lr: 0.025000
2021-02-11 00:13:35,063 epoch 118 - iter 378/632 - loss 0.20100205 - samples/sec: 249.54 - lr: 0.025000
2021-02-11 00:13:43,420 epoch 118 - iter 441/632 - loss 0.19705129 - samples/sec: 241.48 - lr: 0.025000
2021-02-11 00:13:51,492 epoch 118 - iter 504/632 - loss 0.19734535 - samples/sec: 250.00 - lr: 0.025000
2021-02-11 00:13:59,796 epoch 118 - iter 567/632 - loss 0.19832755 - samples/sec: 243.01 - lr: 0.025000
2021-02-11 00:14:07,791 epoch 118 - iter 630/632 - loss 0.19882190 - samples/sec: 252.42 - lr: 0.025000
2021-02-11 00:14:07,926 ----------------------------------------------------------------------------------------------------
2021-02-11 00:14:07,926 EPOCH 118 done: loss 0.1987 - lr 0.0250000
2021-02-11 00:14:07,926 BAD EPOCHS (no improvement): 0
2021-02-11 00:14:07,932 ----------------------------------------------------------------------------------------------------
2021-02-11 00:14:16,142 epoch 119 - iter 63/632 - loss 0.21869714 - samples/sec: 245.81 - lr: 0.025000
2021-02-11 00:14:24,187 epoch 119 - iter 126/632 - loss 0.21878240 - samples/sec: 250.83 - lr: 0.025000
2021-02-11 00:14:32,309 epoch 119 - iter 189/632 - loss 0.21637463 - samples/sec: 248.46 - lr: 0.025000
2021-02-11 00:14:40,773 epoch 119 - iter 252/632 - loss 0.21168661 - samples/sec: 238.42 - lr: 0.025000
2021-02-11 00:14:48,957 epoch 119 - iter 315/632 - loss 0.21225079 - samples/sec: 246.60 - lr: 0.025000
2021-02-11 00:14:57,114 epoch 119 - iter 378/632 - loss 0.21574430 - samples/sec: 247.39 - lr: 0.025000
2021-02-11 00:15:05,423 epoch 119 - iter 441/632 - loss 0.21506651 - samples/sec: 242.86 - lr: 0.025000
2021-02-11 00:15:13,693 epoch 119 - iter 504/632 - loss 0.21275717 - samples/sec: 244.01 - lr: 0.025000
2021-02-11 00:15:22,118 epoch 119 - iter 567/632 - loss 0.21169050 - samples/sec: 239.51 - lr: 0.025000
2021-02-11 00:15:30,411 epoch 119 - iter 630/632 - loss 0.21387083 - samples/sec: 243.35 - lr: 0.025000
2021-02-11 00:15:30,540 ----------------------------------------------------------------------------------------------------
2021-02-11 00:15:30,540 EPOCH 119 done: loss 0.2133 - lr 0.0250000
2021-02-11 00:15:30,540 BAD EPOCHS (no improvement): 1
2021-02-11 00:15:30,543 ----------------------------------------------------------------------------------------------------
2021-02-11 00:15:38,737 epoch 120 - iter 63/632 - loss 0.20441177 - samples/sec: 246.29 - lr: 0.025000
2021-02-11 00:15:47,291 epoch 120 - iter 126/632 - loss 0.20892773 - samples/sec: 235.92 - lr: 0.025000
2021-02-11 00:15:55,469 epoch 120 - iter 189/632 - loss 0.20131538 - samples/sec: 246.75 - lr: 0.025000
2021-02-11 00:16:03,590 epoch 120 - iter 252/632 - loss 0.19527136 - samples/sec: 248.47 - lr: 0.025000
2021-02-11 00:16:11,892 epoch 120 - iter 315/632 - loss 0.20522391 - samples/sec: 243.10 - lr: 0.025000
2021-02-11 00:16:20,041 epoch 120 - iter 378/632 - loss 0.20437117 - samples/sec: 247.64 - lr: 0.025000
2021-02-11 00:16:28,199 epoch 120 - iter 441/632 - loss 0.20505805 - samples/sec: 247.38 - lr: 0.025000
2021-02-11 00:16:36,434 epoch 120 - iter 504/632 - loss 0.20687109 - samples/sec: 245.05 - lr: 0.025000
2021-02-11 00:16:44,560 epoch 120 - iter 567/632 - loss 0.20521033 - samples/sec: 248.35 - lr: 0.025000
2021-02-11 00:16:52,789 epoch 120 - iter 630/632 - loss 0.20297920 - samples/sec: 245.23 - lr: 0.025000
2021-02-11 00:16:52,947 ----------------------------------------------------------------------------------------------------
2021-02-11 00:16:52,947 EPOCH 120 done: loss 0.2028 - lr 0.0250000
2021-02-11 00:16:52,947 BAD EPOCHS (no improvement): 2
2021-02-11 00:16:52,950 ----------------------------------------------------------------------------------------------------
2021-02-11 00:17:01,057 epoch 121 - iter 63/632 - loss 0.22225843 - samples/sec: 248.96 - lr: 0.025000
2021-02-11 00:17:09,307 epoch 121 - iter 126/632 - loss 0.21406766 - samples/sec: 244.58 - lr: 0.025000
2021-02-11 00:17:17,719 epoch 121 - iter 189/632 - loss 0.20917200 - samples/sec: 239.91 - lr: 0.025000
2021-02-11 00:17:25,952 epoch 121 - iter 252/632 - loss 0.21221206 - samples/sec: 245.10 - lr: 0.025000
2021-02-11 00:17:34,091 epoch 121 - iter 315/632 - loss 0.20653012 - samples/sec: 247.94 - lr: 0.025000
2021-02-11 00:17:42,091 epoch 121 - iter 378/632 - loss 0.20405581 - samples/sec: 252.26 - lr: 0.025000
2021-02-11 00:17:50,436 epoch 121 - iter 441/632 - loss 0.20318823 - samples/sec: 241.82 - lr: 0.025000
2021-02-11 00:17:58,779 epoch 121 - iter 504/632 - loss 0.20515847 - samples/sec: 241.86 - lr: 0.025000
2021-02-11 00:18:06,997 epoch 121 - iter 567/632 - loss 0.20478951 - samples/sec: 245.55 - lr: 0.025000
2021-02-11 00:18:15,008 epoch 121 - iter 630/632 - loss 0.20281706 - samples/sec: 251.91 - lr: 0.025000
2021-02-11 00:18:15,241 ----------------------------------------------------------------------------------------------------
2021-02-11 00:18:15,241 EPOCH 121 done: loss 0.2028 - lr 0.0250000
2021-02-11 00:18:15,241 BAD EPOCHS (no improvement): 3
2021-02-11 00:18:15,244 ----------------------------------------------------------------------------------------------------
2021-02-11 00:18:23,348 epoch 122 - iter 63/632 - loss 0.18888412 - samples/sec: 249.02 - lr: 0.025000
2021-02-11 00:18:31,690 epoch 122 - iter 126/632 - loss 0.18861630 - samples/sec: 241.90 - lr: 0.025000
2021-02-11 00:18:39,951 epoch 122 - iter 189/632 - loss 0.18990203 - samples/sec: 244.27 - lr: 0.025000
2021-02-11 00:18:48,048 epoch 122 - iter 252/632 - loss 0.19294791 - samples/sec: 249.24 - lr: 0.025000
2021-02-11 00:18:56,096 epoch 122 - iter 315/632 - loss 0.20130984 - samples/sec: 250.73 - lr: 0.025000
2021-02-11 00:19:04,493 epoch 122 - iter 378/632 - loss 0.20039635 - samples/sec: 240.31 - lr: 0.025000
2021-02-11 00:19:12,555 epoch 122 - iter 441/632 - loss 0.20208010 - samples/sec: 250.32 - lr: 0.025000
2021-02-11 00:19:20,722 epoch 122 - iter 504/632 - loss 0.20139005 - samples/sec: 247.08 - lr: 0.025000
2021-02-11 00:19:28,831 epoch 122 - iter 567/632 - loss 0.20323808 - samples/sec: 248.86 - lr: 0.025000
2021-02-11 00:19:37,272 epoch 122 - iter 630/632 - loss 0.20560489 - samples/sec: 239.09 - lr: 0.025000
2021-02-11 00:19:37,460 ----------------------------------------------------------------------------------------------------
2021-02-11 00:19:37,461 EPOCH 122 done: loss 0.2050 - lr 0.0250000
2021-02-11 00:19:37,461 BAD EPOCHS (no improvement): 4
2021-02-11 00:19:37,463 ----------------------------------------------------------------------------------------------------
2021-02-11 00:19:45,584 epoch 123 - iter 63/632 - loss 0.22179590 - samples/sec: 248.52 - lr: 0.012500
2021-02-11 00:19:53,936 epoch 123 - iter 126/632 - loss 0.21068337 - samples/sec: 241.63 - lr: 0.012500
2021-02-11 00:20:02,029 epoch 123 - iter 189/632 - loss 0.20742238 - samples/sec: 249.32 - lr: 0.012500
2021-02-11 00:20:10,413 epoch 123 - iter 252/632 - loss 0.20676311 - samples/sec: 240.69 - lr: 0.012500
2021-02-11 00:20:18,866 epoch 123 - iter 315/632 - loss 0.19990515 - samples/sec: 238.72 - lr: 0.012500
2021-02-11 00:20:27,243 epoch 123 - iter 378/632 - loss 0.19784753 - samples/sec: 240.89 - lr: 0.012500
2021-02-11 00:20:35,408 epoch 123 - iter 441/632 - loss 0.19992536 - samples/sec: 247.14 - lr: 0.012500
2021-02-11 00:20:43,602 epoch 123 - iter 504/632 - loss 0.20077529 - samples/sec: 246.30 - lr: 0.012500
2021-02-11 00:20:51,629 epoch 123 - iter 567/632 - loss 0.20036320 - samples/sec: 251.38 - lr: 0.012500
2021-02-11 00:20:59,835 epoch 123 - iter 630/632 - loss 0.19906692 - samples/sec: 245.92 - lr: 0.012500
2021-02-11 00:20:59,989 ----------------------------------------------------------------------------------------------------
2021-02-11 00:20:59,989 EPOCH 123 done: loss 0.1985 - lr 0.0125000
2021-02-11 00:20:59,989 BAD EPOCHS (no improvement): 0
2021-02-11 00:20:59,995 ----------------------------------------------------------------------------------------------------
2021-02-11 00:21:08,192 epoch 124 - iter 63/632 - loss 0.17384443 - samples/sec: 246.21 - lr: 0.012500
2021-02-11 00:21:16,439 epoch 124 - iter 126/632 - loss 0.18974203 - samples/sec: 244.68 - lr: 0.012500
2021-02-11 00:21:24,838 epoch 124 - iter 189/632 - loss 0.18803289 - samples/sec: 240.26 - lr: 0.012500
2021-02-11 00:21:33,128 epoch 124 - iter 252/632 - loss 0.19002073 - samples/sec: 243.43 - lr: 0.012500
2021-02-11 00:21:41,266 epoch 124 - iter 315/632 - loss 0.18926057 - samples/sec: 247.97 - lr: 0.012500
2021-02-11 00:21:49,469 epoch 124 - iter 378/632 - loss 0.19288629 - samples/sec: 246.00 - lr: 0.012500
2021-02-11 00:21:57,554 epoch 124 - iter 441/632 - loss 0.19208622 - samples/sec: 249.59 - lr: 0.012500
2021-02-11 00:22:05,698 epoch 124 - iter 504/632 - loss 0.19227661 - samples/sec: 247.78 - lr: 0.012500
2021-02-11 00:22:14,107 epoch 124 - iter 567/632 - loss 0.19356665 - samples/sec: 239.99 - lr: 0.012500
2021-02-11 00:22:22,175 epoch 124 - iter 630/632 - loss 0.19224492 - samples/sec: 250.11 - lr: 0.012500
2021-02-11 00:22:22,344 ----------------------------------------------------------------------------------------------------
2021-02-11 00:22:22,344 EPOCH 124 done: loss 0.1924 - lr 0.0125000
2021-02-11 00:22:22,345 BAD EPOCHS (no improvement): 0
2021-02-11 00:22:22,348 ----------------------------------------------------------------------------------------------------
2021-02-11 00:22:30,388 epoch 125 - iter 63/632 - loss 0.17102521 - samples/sec: 251.02 - lr: 0.012500
2021-02-11 00:22:38,710 epoch 125 - iter 126/632 - loss 0.19340761 - samples/sec: 242.47 - lr: 0.012500
2021-02-11 00:22:46,975 epoch 125 - iter 189/632 - loss 0.19599295 - samples/sec: 244.17 - lr: 0.012500
2021-02-11 00:22:55,087 epoch 125 - iter 252/632 - loss 0.19930535 - samples/sec: 248.74 - lr: 0.012500
2021-02-11 00:23:03,571 epoch 125 - iter 315/632 - loss 0.19952376 - samples/sec: 237.86 - lr: 0.012500
2021-02-11 00:23:11,942 epoch 125 - iter 378/632 - loss 0.20390059 - samples/sec: 241.05 - lr: 0.012500
2021-02-11 00:23:20,115 epoch 125 - iter 441/632 - loss 0.20493773 - samples/sec: 246.89 - lr: 0.012500
2021-02-11 00:23:28,422 epoch 125 - iter 504/632 - loss 0.20425379 - samples/sec: 242.92 - lr: 0.012500
2021-02-11 00:23:36,483 epoch 125 - iter 567/632 - loss 0.20341106 - samples/sec: 250.34 - lr: 0.012500
2021-02-11 00:23:44,483 epoch 125 - iter 630/632 - loss 0.20301733 - samples/sec: 252.23 - lr: 0.012500
2021-02-11 00:23:44,607 ----------------------------------------------------------------------------------------------------
2021-02-11 00:23:44,607 EPOCH 125 done: loss 0.2026 - lr 0.0125000
2021-02-11 00:23:44,607 BAD EPOCHS (no improvement): 1
2021-02-11 00:23:44,617 ----------------------------------------------------------------------------------------------------
2021-02-11 00:23:52,662 epoch 126 - iter 63/632 - loss 0.19228318 - samples/sec: 250.83 - lr: 0.012500
2021-02-11 00:24:00,887 epoch 126 - iter 126/632 - loss 0.20006385 - samples/sec: 245.36 - lr: 0.012500
2021-02-11 00:24:08,960 epoch 126 - iter 189/632 - loss 0.19343985 - samples/sec: 249.95 - lr: 0.012500
2021-02-11 00:24:17,071 epoch 126 - iter 252/632 - loss 0.19286829 - samples/sec: 248.75 - lr: 0.012500
2021-02-11 00:24:25,059 epoch 126 - iter 315/632 - loss 0.19907044 - samples/sec: 252.59 - lr: 0.012500
2021-02-11 00:24:33,027 epoch 126 - iter 378/632 - loss 0.19725600 - samples/sec: 253.25 - lr: 0.012500
2021-02-11 00:24:41,193 epoch 126 - iter 441/632 - loss 0.20027853 - samples/sec: 247.07 - lr: 0.012500
2021-02-11 00:24:49,212 epoch 126 - iter 504/632 - loss 0.19853972 - samples/sec: 251.62 - lr: 0.012500
2021-02-11 00:24:57,191 epoch 126 - iter 567/632 - loss 0.19754438 - samples/sec: 252.92 - lr: 0.012500
2021-02-11 00:25:05,442 epoch 126 - iter 630/632 - loss 0.19897338 - samples/sec: 244.55 - lr: 0.012500
2021-02-11 00:25:05,632 ----------------------------------------------------------------------------------------------------
2021-02-11 00:25:05,632 EPOCH 126 done: loss 0.1987 - lr 0.0125000
2021-02-11 00:25:05,632 BAD EPOCHS (no improvement): 2
2021-02-11 00:25:05,635 ----------------------------------------------------------------------------------------------------
2021-02-11 00:25:13,887 epoch 127 - iter 63/632 - loss 0.19938278 - samples/sec: 244.55 - lr: 0.012500
2021-02-11 00:25:22,331 epoch 127 - iter 126/632 - loss 0.19899213 - samples/sec: 238.98 - lr: 0.012500
2021-02-11 00:25:30,632 epoch 127 - iter 189/632 - loss 0.19719854 - samples/sec: 243.08 - lr: 0.012500
2021-02-11 00:25:38,848 epoch 127 - iter 252/632 - loss 0.20188187 - samples/sec: 245.60 - lr: 0.012500
2021-02-11 00:25:47,153 epoch 127 - iter 315/632 - loss 0.20228010 - samples/sec: 242.98 - lr: 0.012500
2021-02-11 00:25:55,340 epoch 127 - iter 378/632 - loss 0.19863785 - samples/sec: 246.49 - lr: 0.012500
2021-02-11 00:26:03,617 epoch 127 - iter 441/632 - loss 0.19764579 - samples/sec: 243.81 - lr: 0.012500
2021-02-11 00:26:11,763 epoch 127 - iter 504/632 - loss 0.19699186 - samples/sec: 247.72 - lr: 0.012500
2021-02-11 00:26:20,096 epoch 127 - iter 567/632 - loss 0.19732026 - samples/sec: 242.15 - lr: 0.012500
2021-02-11 00:26:28,699 epoch 127 - iter 630/632 - loss 0.19760370 - samples/sec: 234.55 - lr: 0.012500
2021-02-11 00:26:28,906 ----------------------------------------------------------------------------------------------------
2021-02-11 00:26:28,906 EPOCH 127 done: loss 0.1976 - lr 0.0125000
2021-02-11 00:26:28,906 BAD EPOCHS (no improvement): 3
2021-02-11 00:26:28,909 ----------------------------------------------------------------------------------------------------
2021-02-11 00:26:37,054 epoch 128 - iter 63/632 - loss 0.19055121 - samples/sec: 247.77 - lr: 0.012500
2021-02-11 00:26:45,376 epoch 128 - iter 126/632 - loss 0.19347092 - samples/sec: 242.45 - lr: 0.012500
2021-02-11 00:26:53,835 epoch 128 - iter 189/632 - loss 0.19823731 - samples/sec: 238.54 - lr: 0.012500
2021-02-11 00:27:02,412 epoch 128 - iter 252/632 - loss 0.20171551 - samples/sec: 235.25 - lr: 0.012500
2021-02-11 00:27:10,788 epoch 128 - iter 315/632 - loss 0.20665918 - samples/sec: 240.93 - lr: 0.012500
2021-02-11 00:27:18,889 epoch 128 - iter 378/632 - loss 0.20306816 - samples/sec: 249.08 - lr: 0.012500
2021-02-11 00:27:27,143 epoch 128 - iter 441/632 - loss 0.20211189 - samples/sec: 244.50 - lr: 0.012500
2021-02-11 00:27:35,289 epoch 128 - iter 504/632 - loss 0.20288398 - samples/sec: 247.70 - lr: 0.012500
2021-02-11 00:27:43,199 epoch 128 - iter 567/632 - loss 0.20239573 - samples/sec: 255.12 - lr: 0.012500
2021-02-11 00:27:51,608 epoch 128 - iter 630/632 - loss 0.20190788 - samples/sec: 239.97 - lr: 0.012500
2021-02-11 00:27:51,777 ----------------------------------------------------------------------------------------------------
2021-02-11 00:27:51,777 EPOCH 128 done: loss 0.2014 - lr 0.0125000
2021-02-11 00:27:51,778 BAD EPOCHS (no improvement): 4
2021-02-11 00:27:51,782 ----------------------------------------------------------------------------------------------------
2021-02-11 00:28:00,015 epoch 129 - iter 63/632 - loss 0.20071895 - samples/sec: 245.14 - lr: 0.006250
2021-02-11 00:28:08,269 epoch 129 - iter 126/632 - loss 0.18995655 - samples/sec: 244.49 - lr: 0.006250
2021-02-11 00:28:16,392 epoch 129 - iter 189/632 - loss 0.18870423 - samples/sec: 248.41 - lr: 0.006250
2021-02-11 00:28:24,671 epoch 129 - iter 252/632 - loss 0.19144259 - samples/sec: 243.72 - lr: 0.006250
2021-02-11 00:28:32,878 epoch 129 - iter 315/632 - loss 0.19604836 - samples/sec: 245.88 - lr: 0.006250
2021-02-11 00:28:41,248 epoch 129 - iter 378/632 - loss 0.19719617 - samples/sec: 241.10 - lr: 0.006250
2021-02-11 00:28:49,169 epoch 129 - iter 441/632 - loss 0.19622878 - samples/sec: 254.76 - lr: 0.006250
2021-02-11 00:28:57,197 epoch 129 - iter 504/632 - loss 0.19363620 - samples/sec: 251.33 - lr: 0.006250
2021-02-11 00:29:05,308 epoch 129 - iter 567/632 - loss 0.19342050 - samples/sec: 248.75 - lr: 0.006250
2021-02-11 00:29:15,011 epoch 129 - iter 630/632 - loss 0.19416273 - samples/sec: 207.94 - lr: 0.006250
2021-02-11 00:29:15,139 ----------------------------------------------------------------------------------------------------
2021-02-11 00:29:15,139 EPOCH 129 done: loss 0.1943 - lr 0.0062500
2021-02-11 00:29:15,139 BAD EPOCHS (no improvement): 1
2021-02-11 00:29:15,142 ----------------------------------------------------------------------------------------------------
2021-02-11 00:29:23,296 epoch 130 - iter 63/632 - loss 0.17653224 - samples/sec: 247.51 - lr: 0.006250
2021-02-11 00:29:31,428 epoch 130 - iter 126/632 - loss 0.18444006 - samples/sec: 248.12 - lr: 0.006250
2021-02-11 00:29:39,544 epoch 130 - iter 189/632 - loss 0.19373445 - samples/sec: 248.65 - lr: 0.006250
2021-02-11 00:29:47,938 epoch 130 - iter 252/632 - loss 0.19652087 - samples/sec: 240.42 - lr: 0.006250
2021-02-11 00:29:55,884 epoch 130 - iter 315/632 - loss 0.19270914 - samples/sec: 253.95 - lr: 0.006250
2021-02-11 00:30:04,029 epoch 130 - iter 378/632 - loss 0.19426697 - samples/sec: 247.74 - lr: 0.006250
2021-02-11 00:30:12,402 epoch 130 - iter 441/632 - loss 0.19867768 - samples/sec: 240.98 - lr: 0.006250
2021-02-11 00:30:20,747 epoch 130 - iter 504/632 - loss 0.19797981 - samples/sec: 241.81 - lr: 0.006250
2021-02-11 00:30:29,075 epoch 130 - iter 567/632 - loss 0.19751285 - samples/sec: 242.30 - lr: 0.006250
2021-02-11 00:30:37,320 epoch 130 - iter 630/632 - loss 0.19654667 - samples/sec: 244.75 - lr: 0.006250
2021-02-11 00:30:37,500 ----------------------------------------------------------------------------------------------------
2021-02-11 00:30:37,501 EPOCH 130 done: loss 0.1964 - lr 0.0062500
2021-02-11 00:30:37,501 BAD EPOCHS (no improvement): 2
2021-02-11 00:30:37,504 ----------------------------------------------------------------------------------------------------
2021-02-11 00:30:45,664 epoch 131 - iter 63/632 - loss 0.20874445 - samples/sec: 247.31 - lr: 0.006250
2021-02-11 00:30:54,148 epoch 131 - iter 126/632 - loss 0.19396074 - samples/sec: 237.83 - lr: 0.006250
2021-02-11 00:31:02,655 epoch 131 - iter 189/632 - loss 0.19532753 - samples/sec: 237.20 - lr: 0.006250
2021-02-11 00:31:10,951 epoch 131 - iter 252/632 - loss 0.20029296 - samples/sec: 243.26 - lr: 0.006250
2021-02-11 00:31:19,110 epoch 131 - iter 315/632 - loss 0.20041187 - samples/sec: 247.32 - lr: 0.006250
2021-02-11 00:31:27,426 epoch 131 - iter 378/632 - loss 0.20098972 - samples/sec: 242.64 - lr: 0.006250
2021-02-11 00:31:35,780 epoch 131 - iter 441/632 - loss 0.20450891 - samples/sec: 241.56 - lr: 0.006250
2021-02-11 00:31:43,937 epoch 131 - iter 504/632 - loss 0.20719333 - samples/sec: 247.41 - lr: 0.006250
2021-02-11 00:31:51,776 epoch 131 - iter 567/632 - loss 0.20349645 - samples/sec: 257.44 - lr: 0.006250
2021-02-11 00:31:59,784 epoch 131 - iter 630/632 - loss 0.20450110 - samples/sec: 251.99 - lr: 0.006250
2021-02-11 00:31:59,928 ----------------------------------------------------------------------------------------------------
2021-02-11 00:31:59,929 EPOCH 131 done: loss 0.2043 - lr 0.0062500
2021-02-11 00:31:59,929 BAD EPOCHS (no improvement): 3
2021-02-11 00:31:59,935 ----------------------------------------------------------------------------------------------------
2021-02-11 00:32:08,367 epoch 132 - iter 63/632 - loss 0.20978070 - samples/sec: 239.35 - lr: 0.006250
2021-02-11 00:32:16,399 epoch 132 - iter 126/632 - loss 0.20333137 - samples/sec: 251.20 - lr: 0.006250
2021-02-11 00:32:24,663 epoch 132 - iter 189/632 - loss 0.19847286 - samples/sec: 244.19 - lr: 0.006250
2021-02-11 00:32:32,865 epoch 132 - iter 252/632 - loss 0.18833717 - samples/sec: 246.03 - lr: 0.006250
2021-02-11 00:32:41,112 epoch 132 - iter 315/632 - loss 0.19637684 - samples/sec: 244.67 - lr: 0.006250
2021-02-11 00:32:49,399 epoch 132 - iter 378/632 - loss 0.19627825 - samples/sec: 243.53 - lr: 0.006250
2021-02-11 00:32:57,402 epoch 132 - iter 441/632 - loss 0.19154448 - samples/sec: 252.13 - lr: 0.006250
2021-02-11 00:33:05,475 epoch 132 - iter 504/632 - loss 0.19321806 - samples/sec: 249.95 - lr: 0.006250
2021-02-11 00:33:13,924 epoch 132 - iter 567/632 - loss 0.19290909 - samples/sec: 238.85 - lr: 0.006250
2021-02-11 00:33:22,010 epoch 132 - iter 630/632 - loss 0.19213523 - samples/sec: 249.54 - lr: 0.006250
2021-02-11 00:33:22,189 ----------------------------------------------------------------------------------------------------
2021-02-11 00:33:22,189 EPOCH 132 done: loss 0.1925 - lr 0.0062500
2021-02-11 00:33:22,189 BAD EPOCHS (no improvement): 4
2021-02-11 00:33:22,192 ----------------------------------------------------------------------------------------------------
2021-02-11 00:33:30,424 epoch 133 - iter 63/632 - loss 0.20291915 - samples/sec: 245.18 - lr: 0.003125
2021-02-11 00:33:38,386 epoch 133 - iter 126/632 - loss 0.19701557 - samples/sec: 253.42 - lr: 0.003125
2021-02-11 00:33:46,806 epoch 133 - iter 189/632 - loss 0.19377642 - samples/sec: 239.67 - lr: 0.003125
2021-02-11 00:33:55,099 epoch 133 - iter 252/632 - loss 0.19473291 - samples/sec: 243.33 - lr: 0.003125
2021-02-11 00:34:03,360 epoch 133 - iter 315/632 - loss 0.19096306 - samples/sec: 244.29 - lr: 0.003125
2021-02-11 00:34:11,552 epoch 133 - iter 378/632 - loss 0.18938949 - samples/sec: 246.33 - lr: 0.003125
2021-02-11 00:34:19,791 epoch 133 - iter 441/632 - loss 0.19052476 - samples/sec: 244.93 - lr: 0.003125
2021-02-11 00:34:27,923 epoch 133 - iter 504/632 - loss 0.19390128 - samples/sec: 248.14 - lr: 0.003125
2021-02-11 00:34:36,166 epoch 133 - iter 567/632 - loss 0.19127955 - samples/sec: 244.80 - lr: 0.003125
2021-02-11 00:34:44,148 epoch 133 - iter 630/632 - loss 0.18843814 - samples/sec: 252.78 - lr: 0.003125
2021-02-11 00:34:44,275 ----------------------------------------------------------------------------------------------------
2021-02-11 00:34:44,275 EPOCH 133 done: loss 0.1880 - lr 0.0031250
2021-02-11 00:34:44,275 BAD EPOCHS (no improvement): 0
2021-02-11 00:34:44,278 ----------------------------------------------------------------------------------------------------
2021-02-11 00:34:52,464 epoch 134 - iter 63/632 - loss 0.19580001 - samples/sec: 246.54 - lr: 0.003125
2021-02-11 00:35:00,754 epoch 134 - iter 126/632 - loss 0.18943339 - samples/sec: 243.39 - lr: 0.003125
2021-02-11 00:35:08,796 epoch 134 - iter 189/632 - loss 0.20283331 - samples/sec: 250.95 - lr: 0.003125
2021-02-11 00:35:16,876 epoch 134 - iter 252/632 - loss 0.20643190 - samples/sec: 249.72 - lr: 0.003125
2021-02-11 00:35:25,131 epoch 134 - iter 315/632 - loss 0.20007820 - samples/sec: 244.47 - lr: 0.003125
2021-02-11 00:35:33,359 epoch 134 - iter 378/632 - loss 0.20251077 - samples/sec: 245.25 - lr: 0.003125
2021-02-11 00:35:41,217 epoch 134 - iter 441/632 - loss 0.19752243 - samples/sec: 256.80 - lr: 0.003125
2021-02-11 00:35:49,503 epoch 134 - iter 504/632 - loss 0.19619512 - samples/sec: 243.55 - lr: 0.003125
2021-02-11 00:35:57,932 epoch 134 - iter 567/632 - loss 0.19544362 - samples/sec: 239.40 - lr: 0.003125
2021-02-11 00:36:06,109 epoch 134 - iter 630/632 - loss 0.19398634 - samples/sec: 246.76 - lr: 0.003125
2021-02-11 00:36:06,308 ----------------------------------------------------------------------------------------------------
2021-02-11 00:36:06,309 EPOCH 134 done: loss 0.1940 - lr 0.0031250
2021-02-11 00:36:06,309 BAD EPOCHS (no improvement): 1
2021-02-11 00:36:06,313 ----------------------------------------------------------------------------------------------------
2021-02-11 00:36:14,691 epoch 135 - iter 63/632 - loss 0.19459627 - samples/sec: 240.88 - lr: 0.003125
2021-02-11 00:36:22,689 epoch 135 - iter 126/632 - loss 0.18973286 - samples/sec: 252.29 - lr: 0.003125
2021-02-11 00:36:30,790 epoch 135 - iter 189/632 - loss 0.18658870 - samples/sec: 249.08 - lr: 0.003125
2021-02-11 00:36:39,137 epoch 135 - iter 252/632 - loss 0.19152993 - samples/sec: 241.77 - lr: 0.003125
2021-02-11 00:36:47,698 epoch 135 - iter 315/632 - loss 0.19454013 - samples/sec: 235.68 - lr: 0.003125
2021-02-11 00:36:56,088 epoch 135 - iter 378/632 - loss 0.19689947 - samples/sec: 240.53 - lr: 0.003125
2021-02-11 00:37:04,439 epoch 135 - iter 441/632 - loss 0.20272293 - samples/sec: 241.64 - lr: 0.003125
2021-02-11 00:37:12,587 epoch 135 - iter 504/632 - loss 0.19970036 - samples/sec: 247.67 - lr: 0.003125
2021-02-11 00:37:20,613 epoch 135 - iter 567/632 - loss 0.19790392 - samples/sec: 251.42 - lr: 0.003125
2021-02-11 00:37:28,754 epoch 135 - iter 630/632 - loss 0.19648637 - samples/sec: 247.87 - lr: 0.003125
2021-02-11 00:37:28,902 ----------------------------------------------------------------------------------------------------
2021-02-11 00:37:28,902 EPOCH 135 done: loss 0.1962 - lr 0.0031250
2021-02-11 00:37:28,902 BAD EPOCHS (no improvement): 2
2021-02-11 00:37:28,905 ----------------------------------------------------------------------------------------------------
2021-02-11 00:37:37,220 epoch 136 - iter 63/632 - loss 0.18784481 - samples/sec: 242.71 - lr: 0.003125
2021-02-11 00:37:45,606 epoch 136 - iter 126/632 - loss 0.18870212 - samples/sec: 240.59 - lr: 0.003125
2021-02-11 00:37:53,831 epoch 136 - iter 189/632 - loss 0.19101709 - samples/sec: 245.36 - lr: 0.003125
2021-02-11 00:38:02,046 epoch 136 - iter 252/632 - loss 0.19251469 - samples/sec: 245.62 - lr: 0.003125
2021-02-11 00:38:10,539 epoch 136 - iter 315/632 - loss 0.19050221 - samples/sec: 237.58 - lr: 0.003125
2021-02-11 00:38:18,706 epoch 136 - iter 378/632 - loss 0.18670516 - samples/sec: 247.08 - lr: 0.003125
2021-02-11 00:38:26,904 epoch 136 - iter 441/632 - loss 0.18977478 - samples/sec: 246.15 - lr: 0.003125
2021-02-11 00:38:35,084 epoch 136 - iter 504/632 - loss 0.19151761 - samples/sec: 246.70 - lr: 0.003125
2021-02-11 00:38:43,189 epoch 136 - iter 567/632 - loss 0.18980493 - samples/sec: 248.99 - lr: 0.003125
2021-02-11 00:38:51,283 epoch 136 - iter 630/632 - loss 0.19274421 - samples/sec: 249.32 - lr: 0.003125
2021-02-11 00:38:51,457 ----------------------------------------------------------------------------------------------------
2021-02-11 00:38:51,458 EPOCH 136 done: loss 0.1928 - lr 0.0031250
2021-02-11 00:38:51,458 BAD EPOCHS (no improvement): 3
2021-02-11 00:38:51,461 ----------------------------------------------------------------------------------------------------
2021-02-11 00:38:59,800 epoch 137 - iter 63/632 - loss 0.20960524 - samples/sec: 242.00 - lr: 0.003125
2021-02-11 00:39:08,224 epoch 137 - iter 126/632 - loss 0.18705753 - samples/sec: 239.56 - lr: 0.003125
2021-02-11 00:39:16,557 epoch 137 - iter 189/632 - loss 0.18884243 - samples/sec: 242.13 - lr: 0.003125
2021-02-11 00:39:24,705 epoch 137 - iter 252/632 - loss 0.18881312 - samples/sec: 247.68 - lr: 0.003125
2021-02-11 00:39:32,764 epoch 137 - iter 315/632 - loss 0.18922652 - samples/sec: 250.38 - lr: 0.003125
2021-02-11 00:39:41,072 epoch 137 - iter 378/632 - loss 0.19618134 - samples/sec: 242.89 - lr: 0.003125
2021-02-11 00:39:49,464 epoch 137 - iter 441/632 - loss 0.20174865 - samples/sec: 240.46 - lr: 0.003125
2021-02-11 00:39:57,556 epoch 137 - iter 504/632 - loss 0.19884732 - samples/sec: 249.40 - lr: 0.003125
2021-02-11 00:40:05,724 epoch 137 - iter 567/632 - loss 0.20184294 - samples/sec: 247.04 - lr: 0.003125
2021-02-11 00:40:13,649 epoch 137 - iter 630/632 - loss 0.20235478 - samples/sec: 254.65 - lr: 0.003125
2021-02-11 00:40:13,820 ----------------------------------------------------------------------------------------------------
2021-02-11 00:40:13,821 EPOCH 137 done: loss 0.2021 - lr 0.0031250
2021-02-11 00:40:13,821 BAD EPOCHS (no improvement): 4
2021-02-11 00:40:13,823 ----------------------------------------------------------------------------------------------------
2021-02-11 00:40:22,121 epoch 138 - iter 63/632 - loss 0.19435272 - samples/sec: 243.20 - lr: 0.001563
2021-02-11 00:40:30,214 epoch 138 - iter 126/632 - loss 0.18639146 - samples/sec: 249.35 - lr: 0.001563
2021-02-11 00:40:38,431 epoch 138 - iter 189/632 - loss 0.19980630 - samples/sec: 245.60 - lr: 0.001563
2021-02-11 00:40:46,412 epoch 138 - iter 252/632 - loss 0.19673671 - samples/sec: 252.85 - lr: 0.001563
2021-02-11 00:40:54,497 epoch 138 - iter 315/632 - loss 0.19739300 - samples/sec: 249.60 - lr: 0.001563
2021-02-11 00:41:02,679 epoch 138 - iter 378/632 - loss 0.19237663 - samples/sec: 246.62 - lr: 0.001563
2021-02-11 00:41:10,692 epoch 138 - iter 441/632 - loss 0.19302307 - samples/sec: 251.84 - lr: 0.001563
2021-02-11 00:41:19,068 epoch 138 - iter 504/632 - loss 0.19360451 - samples/sec: 240.91 - lr: 0.001563
2021-02-11 00:41:27,592 epoch 138 - iter 567/632 - loss 0.19321070 - samples/sec: 236.72 - lr: 0.001563
2021-02-11 00:41:35,839 epoch 138 - iter 630/632 - loss 0.19429447 - samples/sec: 244.66 - lr: 0.001563
2021-02-11 00:41:35,997 ----------------------------------------------------------------------------------------------------
2021-02-11 00:41:35,997 EPOCH 138 done: loss 0.1941 - lr 0.0015625
2021-02-11 00:41:35,997 BAD EPOCHS (no improvement): 1
2021-02-11 00:41:36,000 ----------------------------------------------------------------------------------------------------
2021-02-11 00:41:44,073 epoch 139 - iter 63/632 - loss 0.21886789 - samples/sec: 249.99 - lr: 0.001563
2021-02-11 00:41:52,391 epoch 139 - iter 126/632 - loss 0.20737153 - samples/sec: 242.61 - lr: 0.001563
2021-02-11 00:42:00,686 epoch 139 - iter 189/632 - loss 0.20891984 - samples/sec: 243.27 - lr: 0.001563
2021-02-11 00:42:08,963 epoch 139 - iter 252/632 - loss 0.20163268 - samples/sec: 243.78 - lr: 0.001563
2021-02-11 00:42:17,198 epoch 139 - iter 315/632 - loss 0.19632032 - samples/sec: 245.05 - lr: 0.001563
2021-02-11 00:42:25,277 epoch 139 - iter 378/632 - loss 0.19313551 - samples/sec: 249.76 - lr: 0.001563
2021-02-11 00:42:33,502 epoch 139 - iter 441/632 - loss 0.19099933 - samples/sec: 245.35 - lr: 0.001563
2021-02-11 00:42:41,880 epoch 139 - iter 504/632 - loss 0.19159431 - samples/sec: 240.85 - lr: 0.001563
2021-02-11 00:42:50,062 epoch 139 - iter 567/632 - loss 0.19242729 - samples/sec: 246.63 - lr: 0.001563
2021-02-11 00:42:58,258 epoch 139 - iter 630/632 - loss 0.19391566 - samples/sec: 246.20 - lr: 0.001563
2021-02-11 00:42:58,400 ----------------------------------------------------------------------------------------------------
2021-02-11 00:42:58,400 EPOCH 139 done: loss 0.1934 - lr 0.0015625
2021-02-11 00:42:58,400 BAD EPOCHS (no improvement): 2
2021-02-11 00:42:58,418 ----------------------------------------------------------------------------------------------------
2021-02-11 00:43:06,592 epoch 140 - iter 63/632 - loss 0.21862714 - samples/sec: 246.87 - lr: 0.001563
2021-02-11 00:43:14,778 epoch 140 - iter 126/632 - loss 0.21157940 - samples/sec: 246.50 - lr: 0.001563
2021-02-11 00:43:23,051 epoch 140 - iter 189/632 - loss 0.20401389 - samples/sec: 243.90 - lr: 0.001563
2021-02-11 00:43:31,145 epoch 140 - iter 252/632 - loss 0.20561884 - samples/sec: 249.33 - lr: 0.001563
2021-02-11 00:43:39,495 epoch 140 - iter 315/632 - loss 0.19966257 - samples/sec: 241.66 - lr: 0.001563
2021-02-11 00:43:47,636 epoch 140 - iter 378/632 - loss 0.19764948 - samples/sec: 247.86 - lr: 0.001563
2021-02-11 00:43:55,893 epoch 140 - iter 441/632 - loss 0.19675544 - samples/sec: 244.41 - lr: 0.001563
2021-02-11 00:44:04,043 epoch 140 - iter 504/632 - loss 0.19731927 - samples/sec: 247.60 - lr: 0.001563
2021-02-11 00:44:12,325 epoch 140 - iter 567/632 - loss 0.19655153 - samples/sec: 243.64 - lr: 0.001563
2021-02-11 00:44:20,479 epoch 140 - iter 630/632 - loss 0.19549217 - samples/sec: 247.49 - lr: 0.001563
2021-02-11 00:44:20,639 ----------------------------------------------------------------------------------------------------
2021-02-11 00:44:20,639 EPOCH 140 done: loss 0.1959 - lr 0.0015625
2021-02-11 00:44:20,639 BAD EPOCHS (no improvement): 3
2021-02-11 00:44:20,644 ----------------------------------------------------------------------------------------------------
2021-02-11 00:44:28,894 epoch 141 - iter 63/632 - loss 0.20366134 - samples/sec: 244.62 - lr: 0.001563
2021-02-11 00:44:37,109 epoch 141 - iter 126/632 - loss 0.19980366 - samples/sec: 245.65 - lr: 0.001563
2021-02-11 00:44:45,333 epoch 141 - iter 189/632 - loss 0.20410011 - samples/sec: 245.37 - lr: 0.001563
2021-02-11 00:44:53,614 epoch 141 - iter 252/632 - loss 0.20481884 - samples/sec: 243.67 - lr: 0.001563
2021-02-11 00:45:01,909 epoch 141 - iter 315/632 - loss 0.20764983 - samples/sec: 243.28 - lr: 0.001563
2021-02-11 00:45:09,894 epoch 141 - iter 378/632 - loss 0.19995307 - samples/sec: 252.73 - lr: 0.001563
2021-02-11 00:45:18,366 epoch 141 - iter 441/632 - loss 0.19789630 - samples/sec: 238.17 - lr: 0.001563
2021-02-11 00:45:26,721 epoch 141 - iter 504/632 - loss 0.19662708 - samples/sec: 241.52 - lr: 0.001563
2021-02-11 00:45:34,880 epoch 141 - iter 567/632 - loss 0.19618636 - samples/sec: 247.33 - lr: 0.001563
2021-02-11 00:45:42,965 epoch 141 - iter 630/632 - loss 0.19663539 - samples/sec: 249.59 - lr: 0.001563
2021-02-11 00:45:43,119 ----------------------------------------------------------------------------------------------------
2021-02-11 00:45:43,119 EPOCH 141 done: loss 0.1963 - lr 0.0015625
2021-02-11 00:45:43,119 BAD EPOCHS (no improvement): 4
2021-02-11 00:45:43,124 ----------------------------------------------------------------------------------------------------
2021-02-11 00:45:51,316 epoch 142 - iter 63/632 - loss 0.20036354 - samples/sec: 246.36 - lr: 0.000781
2021-02-11 00:45:59,692 epoch 142 - iter 126/632 - loss 0.20641201 - samples/sec: 240.91 - lr: 0.000781
2021-02-11 00:46:07,812 epoch 142 - iter 189/632 - loss 0.19930076 - samples/sec: 248.51 - lr: 0.000781
2021-02-11 00:46:16,036 epoch 142 - iter 252/632 - loss 0.20461757 - samples/sec: 245.37 - lr: 0.000781
2021-02-11 00:46:24,440 epoch 142 - iter 315/632 - loss 0.20127614 - samples/sec: 240.10 - lr: 0.000781
2021-02-11 00:46:33,685 epoch 142 - iter 378/632 - loss 0.20087657 - samples/sec: 243.49 - lr: 0.000781
2021-02-11 00:46:41,967 epoch 142 - iter 441/632 - loss 0.19901690 - samples/sec: 243.64 - lr: 0.000781
2021-02-11 00:46:50,083 epoch 142 - iter 504/632 - loss 0.19904178 - samples/sec: 248.61 - lr: 0.000781
2021-02-11 00:46:58,191 epoch 142 - iter 567/632 - loss 0.19781772 - samples/sec: 248.89 - lr: 0.000781
2021-02-11 00:47:06,443 epoch 142 - iter 630/632 - loss 0.19795772 - samples/sec: 244.53 - lr: 0.000781
2021-02-11 00:47:06,603 ----------------------------------------------------------------------------------------------------
2021-02-11 00:47:06,603 EPOCH 142 done: loss 0.1990 - lr 0.0007813
2021-02-11 00:47:06,603 BAD EPOCHS (no improvement): 1
2021-02-11 00:47:06,648 ----------------------------------------------------------------------------------------------------
2021-02-11 00:47:14,919 epoch 143 - iter 63/632 - loss 0.20565758 - samples/sec: 243.98 - lr: 0.000781
2021-02-11 00:47:23,237 epoch 143 - iter 126/632 - loss 0.19792841 - samples/sec: 242.62 - lr: 0.000781
2021-02-11 00:47:31,450 epoch 143 - iter 189/632 - loss 0.19631911 - samples/sec: 245.69 - lr: 0.000781
2021-02-11 00:47:43,289 epoch 143 - iter 252/632 - loss 0.19231473 - samples/sec: 243.84 - lr: 0.000781
2021-02-11 00:47:51,443 epoch 143 - iter 315/632 - loss 0.19721157 - samples/sec: 247.48 - lr: 0.000781
2021-02-11 00:47:59,587 epoch 143 - iter 378/632 - loss 0.19222682 - samples/sec: 247.78 - lr: 0.000781
2021-02-11 00:48:07,805 epoch 143 - iter 441/632 - loss 0.19210972 - samples/sec: 245.57 - lr: 0.000781
2021-02-11 00:48:16,067 epoch 143 - iter 504/632 - loss 0.18995288 - samples/sec: 244.22 - lr: 0.000781
2021-02-11 00:48:24,240 epoch 143 - iter 567/632 - loss 0.19060764 - samples/sec: 246.90 - lr: 0.000781
2021-02-11 00:48:32,399 epoch 143 - iter 630/632 - loss 0.19237344 - samples/sec: 247.34 - lr: 0.000781
2021-02-11 00:48:32,535 ----------------------------------------------------------------------------------------------------
2021-02-11 00:48:32,535 EPOCH 143 done: loss 0.1921 - lr 0.0007813
2021-02-11 00:48:32,535 BAD EPOCHS (no improvement): 2
2021-02-11 00:48:32,548 ----------------------------------------------------------------------------------------------------
2021-02-11 00:48:40,631 epoch 144 - iter 63/632 - loss 0.16903703 - samples/sec: 249.68 - lr: 0.000781
2021-02-11 00:48:48,847 epoch 144 - iter 126/632 - loss 0.17175399 - samples/sec: 245.61 - lr: 0.000781
2021-02-11 00:48:57,220 epoch 144 - iter 189/632 - loss 0.18128513 - samples/sec: 240.99 - lr: 0.000781
2021-02-11 00:49:05,484 epoch 144 - iter 252/632 - loss 0.18931253 - samples/sec: 244.19 - lr: 0.000781
2021-02-11 00:49:14,983 epoch 144 - iter 315/632 - loss 0.19197059 - samples/sec: 212.40 - lr: 0.000781
2021-02-11 00:49:23,328 epoch 144 - iter 378/632 - loss 0.19046934 - samples/sec: 241.82 - lr: 0.000781
2021-02-11 00:49:31,396 epoch 144 - iter 441/632 - loss 0.19042624 - samples/sec: 250.12 - lr: 0.000781
2021-02-11 00:49:39,259 epoch 144 - iter 504/632 - loss 0.18931460 - samples/sec: 256.61 - lr: 0.000781
2021-02-11 00:49:47,456 epoch 144 - iter 567/632 - loss 0.18841978 - samples/sec: 246.20 - lr: 0.000781
2021-02-11 00:49:55,846 epoch 144 - iter 630/632 - loss 0.18849047 - samples/sec: 240.50 - lr: 0.000781
2021-02-11 00:49:56,053 ----------------------------------------------------------------------------------------------------
2021-02-11 00:49:56,053 EPOCH 144 done: loss 0.1881 - lr 0.0007813
2021-02-11 00:49:56,053 BAD EPOCHS (no improvement): 3
2021-02-11 00:49:56,056 ----------------------------------------------------------------------------------------------------
2021-02-11 00:50:04,314 epoch 145 - iter 63/632 - loss 0.20310210 - samples/sec: 244.37 - lr: 0.000781
2021-02-11 00:50:12,448 epoch 145 - iter 126/632 - loss 0.19442251 - samples/sec: 248.10 - lr: 0.000781
2021-02-11 00:50:20,653 epoch 145 - iter 189/632 - loss 0.19429051 - samples/sec: 245.92 - lr: 0.000781
2021-02-11 00:50:28,802 epoch 145 - iter 252/632 - loss 0.19506139 - samples/sec: 247.64 - lr: 0.000781
2021-02-11 00:50:37,120 epoch 145 - iter 315/632 - loss 0.19101921 - samples/sec: 242.57 - lr: 0.000781
2021-02-11 00:50:45,310 epoch 145 - iter 378/632 - loss 0.19170008 - samples/sec: 246.39 - lr: 0.000781
2021-02-11 00:50:53,605 epoch 145 - iter 441/632 - loss 0.18838624 - samples/sec: 243.26 - lr: 0.000781
2021-02-11 00:51:01,946 epoch 145 - iter 504/632 - loss 0.18646021 - samples/sec: 241.93 - lr: 0.000781
2021-02-11 00:51:10,398 epoch 145 - iter 567/632 - loss 0.18731506 - samples/sec: 238.74 - lr: 0.000781
2021-02-11 00:51:18,708 epoch 145 - iter 630/632 - loss 0.18654281 - samples/sec: 242.84 - lr: 0.000781
2021-02-11 00:51:18,879 ----------------------------------------------------------------------------------------------------
2021-02-11 00:51:18,879 EPOCH 145 done: loss 0.1902 - lr 0.0007813
2021-02-11 00:51:18,880 BAD EPOCHS (no improvement): 4
2021-02-11 00:51:18,882 ----------------------------------------------------------------------------------------------------
2021-02-11 00:51:26,933 epoch 146 - iter 63/632 - loss 0.17589005 - samples/sec: 250.67 - lr: 0.000391
2021-02-11 00:51:35,362 epoch 146 - iter 126/632 - loss 0.18271572 - samples/sec: 239.41 - lr: 0.000391
2021-02-11 00:51:43,418 epoch 146 - iter 189/632 - loss 0.18363735 - samples/sec: 250.50 - lr: 0.000391
2021-02-11 00:51:51,491 epoch 146 - iter 252/632 - loss 0.18657599 - samples/sec: 249.98 - lr: 0.000391
2021-02-11 00:51:59,712 epoch 146 - iter 315/632 - loss 0.19024483 - samples/sec: 245.44 - lr: 0.000391
2021-02-11 00:52:07,826 epoch 146 - iter 378/632 - loss 0.18462865 - samples/sec: 248.71 - lr: 0.000391
2021-02-11 00:52:16,135 epoch 146 - iter 441/632 - loss 0.18301769 - samples/sec: 242.86 - lr: 0.000391
2021-02-11 00:52:24,320 epoch 146 - iter 504/632 - loss 0.18420509 - samples/sec: 246.53 - lr: 0.000391
2021-02-11 00:52:32,759 epoch 146 - iter 567/632 - loss 0.18837645 - samples/sec: 239.13 - lr: 0.000391
2021-02-11 00:52:41,083 epoch 146 - iter 630/632 - loss 0.18986324 - samples/sec: 242.39 - lr: 0.000391
2021-02-11 00:52:41,236 ----------------------------------------------------------------------------------------------------
2021-02-11 00:52:41,236 EPOCH 146 done: loss 0.1897 - lr 0.0003906
2021-02-11 00:52:41,236 BAD EPOCHS (no improvement): 1
2021-02-11 00:52:41,240 ----------------------------------------------------------------------------------------------------
2021-02-11 00:52:49,435 epoch 147 - iter 63/632 - loss 0.19465504 - samples/sec: 246.28 - lr: 0.000391
2021-02-11 00:52:57,960 epoch 147 - iter 126/632 - loss 0.17880113 - samples/sec: 236.69 - lr: 0.000391
2021-02-11 00:53:06,252 epoch 147 - iter 189/632 - loss 0.18254721 - samples/sec: 243.36 - lr: 0.000391
2021-02-11 00:53:14,423 epoch 147 - iter 252/632 - loss 0.17832863 - samples/sec: 246.95 - lr: 0.000391
2021-02-11 00:53:22,172 epoch 147 - iter 315/632 - loss 0.18417123 - samples/sec: 260.40 - lr: 0.000391
2021-02-11 00:53:30,283 epoch 147 - iter 378/632 - loss 0.18635199 - samples/sec: 248.78 - lr: 0.000391
2021-02-11 00:53:38,645 epoch 147 - iter 441/632 - loss 0.18874967 - samples/sec: 241.33 - lr: 0.000391
2021-02-11 00:53:47,129 epoch 147 - iter 504/632 - loss 0.19162620 - samples/sec: 237.85 - lr: 0.000391
2021-02-11 00:53:55,225 epoch 147 - iter 567/632 - loss 0.18963835 - samples/sec: 249.25 - lr: 0.000391
2021-02-11 00:54:03,238 epoch 147 - iter 630/632 - loss 0.18766240 - samples/sec: 251.85 - lr: 0.000391
2021-02-11 00:54:03,442 ----------------------------------------------------------------------------------------------------
2021-02-11 00:54:03,442 EPOCH 147 done: loss 0.1873 - lr 0.0003906
2021-02-11 00:54:03,442 BAD EPOCHS (no improvement): 0
2021-02-11 00:54:03,450 ----------------------------------------------------------------------------------------------------
2021-02-11 00:54:11,574 epoch 148 - iter 63/632 - loss 0.20117837 - samples/sec: 248.42 - lr: 0.000391
2021-02-11 00:54:19,798 epoch 148 - iter 126/632 - loss 0.18895575 - samples/sec: 245.38 - lr: 0.000391
2021-02-11 00:54:27,976 epoch 148 - iter 189/632 - loss 0.19670299 - samples/sec: 246.75 - lr: 0.000391
2021-02-11 00:54:36,435 epoch 148 - iter 252/632 - loss 0.19418441 - samples/sec: 238.55 - lr: 0.000391
2021-02-11 00:54:44,676 epoch 148 - iter 315/632 - loss 0.19417409 - samples/sec: 244.87 - lr: 0.000391
2021-02-11 00:54:53,102 epoch 148 - iter 378/632 - loss 0.19417347 - samples/sec: 239.48 - lr: 0.000391
2021-02-11 00:55:01,257 epoch 148 - iter 441/632 - loss 0.20039736 - samples/sec: 247.44 - lr: 0.000391
2021-02-11 00:55:09,396 epoch 148 - iter 504/632 - loss 0.20018326 - samples/sec: 247.94 - lr: 0.000391
2021-02-11 00:55:17,336 epoch 148 - iter 567/632 - loss 0.19813758 - samples/sec: 254.16 - lr: 0.000391
2021-02-11 00:55:25,692 epoch 148 - iter 630/632 - loss 0.19945372 - samples/sec: 241.48 - lr: 0.000391
2021-02-11 00:55:25,826 ----------------------------------------------------------------------------------------------------
2021-02-11 00:55:25,826 EPOCH 148 done: loss 0.1993 - lr 0.0003906
2021-02-11 00:55:25,826 BAD EPOCHS (no improvement): 1
2021-02-11 00:55:25,829 ----------------------------------------------------------------------------------------------------
2021-02-11 00:55:33,668 epoch 149 - iter 63/632 - loss 0.17308386 - samples/sec: 257.47 - lr: 0.000391
2021-02-11 00:55:41,929 epoch 149 - iter 126/632 - loss 0.17672819 - samples/sec: 244.27 - lr: 0.000391
2021-02-11 00:55:49,985 epoch 149 - iter 189/632 - loss 0.18565742 - samples/sec: 250.50 - lr: 0.000391
2021-02-11 00:55:58,368 epoch 149 - iter 252/632 - loss 0.19367295 - samples/sec: 240.70 - lr: 0.000391
2021-02-11 00:56:06,581 epoch 149 - iter 315/632 - loss 0.19689805 - samples/sec: 245.71 - lr: 0.000391
2021-02-11 00:56:14,827 epoch 149 - iter 378/632 - loss 0.20045289 - samples/sec: 244.72 - lr: 0.000391
2021-02-11 00:56:23,262 epoch 149 - iter 441/632 - loss 0.20164770 - samples/sec: 239.23 - lr: 0.000391
2021-02-11 00:56:31,403 epoch 149 - iter 504/632 - loss 0.20211504 - samples/sec: 247.85 - lr: 0.000391
2021-02-11 00:56:39,629 epoch 149 - iter 567/632 - loss 0.19830847 - samples/sec: 245.31 - lr: 0.000391
2021-02-11 00:56:48,091 epoch 149 - iter 630/632 - loss 0.19987470 - samples/sec: 238.44 - lr: 0.000391
2021-02-11 00:56:48,228 ----------------------------------------------------------------------------------------------------
2021-02-11 00:56:48,228 EPOCH 149 done: loss 0.1995 - lr 0.0003906
2021-02-11 00:56:48,228 BAD EPOCHS (no improvement): 2
2021-02-11 00:56:48,232 ----------------------------------------------------------------------------------------------------
2021-02-11 00:56:56,385 epoch 150 - iter 63/632 - loss 0.18855389 - samples/sec: 247.53 - lr: 0.000391
2021-02-11 00:57:04,667 epoch 150 - iter 126/632 - loss 0.18355627 - samples/sec: 243.64 - lr: 0.000391
2021-02-11 00:57:12,801 epoch 150 - iter 189/632 - loss 0.18836014 - samples/sec: 248.09 - lr: 0.000391
2021-02-11 00:57:21,038 epoch 150 - iter 252/632 - loss 0.18813930 - samples/sec: 244.96 - lr: 0.000391
2021-02-11 00:57:29,300 epoch 150 - iter 315/632 - loss 0.18932834 - samples/sec: 244.24 - lr: 0.000391
2021-02-11 00:57:37,775 epoch 150 - iter 378/632 - loss 0.18722521 - samples/sec: 238.09 - lr: 0.000391
2021-02-11 00:57:45,941 epoch 150 - iter 441/632 - loss 0.18416924 - samples/sec: 247.14 - lr: 0.000391
2021-02-11 00:57:54,194 epoch 150 - iter 504/632 - loss 0.18460458 - samples/sec: 244.51 - lr: 0.000391
2021-02-11 00:58:02,452 epoch 150 - iter 567/632 - loss 0.18541396 - samples/sec: 244.36 - lr: 0.000391
2021-02-11 00:58:10,458 epoch 150 - iter 630/632 - loss 0.18583825 - samples/sec: 252.04 - lr: 0.000391
2021-02-11 00:58:10,587 ----------------------------------------------------------------------------------------------------
2021-02-11 00:58:10,587 EPOCH 150 done: loss 0.1854 - lr 0.0003906
2021-02-11 00:58:10,588 BAD EPOCHS (no improvement): 0
2021-02-11 00:58:16,679 ----------------------------------------------------------------------------------------------------
2021-02-11 00:58:16,679 Testing using best model ...
2021-02-11 00:58:23,074 0.9302 0.9282 0.9292
2021-02-11 00:58:23,074
Results:
- F1-score (micro) 0.9292
- F1-score (macro) 0.9206
By class:
LOC tp: 1431 - fp: 148 - fn: 83 - precision: 0.9063 - recall: 0.9452 - f1-score: 0.9253
MISC tp: 587 - fp: 92 - fn: 91 - precision: 0.8645 - recall: 0.8658 - f1-score: 0.8651
ORG tp: 1641 - fp: 120 - fn: 212 - precision: 0.9319 - recall: 0.8856 - f1-score: 0.9081
PER tp: 1576 - fp: 33 - fn: 19 - precision: 0.9795 - recall: 0.9881 - f1-score: 0.9838
2021-02-11 00:58:23,074 ----------------------------------------------------------------------------------------------------
2021-02-11 00:58:23,074 ----------------------------------------------------------------------------------------------------
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