| 2021-03-31 22:19:50,654 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:19:50,654 Model: "SequenceTagger( | |
| (embeddings): StackedEmbeddings( | |
| (list_embedding_0): WordEmbeddings('ar') | |
| (list_embedding_1): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.1, inplace=False) | |
| (encoder): Embedding(7125, 100) | |
| (rnn): LSTM(100, 2048) | |
| (decoder): Linear(in_features=2048, out_features=7125, bias=True) | |
| ) | |
| ) | |
| (list_embedding_2): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.1, inplace=False) | |
| (encoder): Embedding(7125, 100) | |
| (rnn): LSTM(100, 2048) | |
| (decoder): Linear(in_features=2048, out_features=7125, bias=True) | |
| ) | |
| ) | |
| ) | |
| (word_dropout): WordDropout(p=0.05) | |
| (locked_dropout): LockedDropout(p=0.5) | |
| (embedding2nn): Linear(in_features=4396, out_features=4396, bias=True) | |
| (rnn): LSTM(4396, 256, batch_first=True, bidirectional=True) | |
| (linear): Linear(in_features=512, out_features=14, bias=True) | |
| (beta): 1.0 | |
| (weights): None | |
| (weight_tensor) None | |
| )" | |
| 2021-03-31 22:19:50,654 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:19:50,654 Corpus: "Corpus: 3025 train + 336 dev + 373 test sentences" | |
| 2021-03-31 22:19:50,654 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:19:50,654 Parameters: | |
| 2021-03-31 22:19:50,654 - learning_rate: "0.3" | |
| 2021-03-31 22:19:50,654 - mini_batch_size: "48" | |
| 2021-03-31 22:19:50,654 - patience: "3" | |
| 2021-03-31 22:19:50,654 - anneal_factor: "0.5" | |
| 2021-03-31 22:19:50,654 - max_epochs: "150" | |
| 2021-03-31 22:19:50,654 - shuffle: "True" | |
| 2021-03-31 22:19:50,654 - train_with_dev: "False" | |
| 2021-03-31 22:19:50,654 - batch_growth_annealing: "False" | |
| 2021-03-31 22:19:50,655 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:19:50,655 Model training base path: "/home/tmp/megahedm/anercorp-mar/aqmar_48_0.3_ar_flairfwbw__202103312219" | |
| 2021-03-31 22:19:50,655 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:19:50,655 Device: cuda:0 | |
| 2021-03-31 22:19:50,655 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:19:50,655 Embeddings storage mode: cpu | |
| 2021-03-31 22:19:50,655 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:20:01,413 epoch 1 - iter 6/64 - loss 52.73698107 - samples/sec: 26.77 - lr: 0.300000 | |
| 2021-03-31 22:20:12,168 epoch 1 - iter 12/64 - loss 39.50574636 - samples/sec: 26.78 - lr: 0.300000 | |
| 2021-03-31 22:20:24,184 epoch 1 - iter 18/64 - loss 33.02092171 - samples/sec: 23.97 - lr: 0.300000 | |
| 2021-03-31 22:20:34,175 epoch 1 - iter 24/64 - loss 29.22407869 - samples/sec: 28.83 - lr: 0.300000 | |
| 2021-03-31 22:20:42,685 epoch 1 - iter 30/64 - loss 25.91704629 - samples/sec: 33.85 - lr: 0.300000 | |
| 2021-03-31 22:20:53,025 epoch 1 - iter 36/64 - loss 23.47793425 - samples/sec: 27.86 - lr: 0.300000 | |
| 2021-03-31 22:21:03,608 epoch 1 - iter 42/64 - loss 21.68286691 - samples/sec: 27.22 - lr: 0.300000 | |
| 2021-03-31 22:21:13,993 epoch 1 - iter 48/64 - loss 20.17534498 - samples/sec: 27.73 - lr: 0.300000 | |
| 2021-03-31 22:21:24,181 epoch 1 - iter 54/64 - loss 19.06463486 - samples/sec: 28.27 - lr: 0.300000 | |
| 2021-03-31 22:21:34,231 epoch 1 - iter 60/64 - loss 18.16316906 - samples/sec: 28.66 - lr: 0.300000 | |
| 2021-03-31 22:21:41,782 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:21:41,782 EPOCH 1 done: loss 17.4723 - lr 0.3000000 | |
| 2021-03-31 22:21:51,450 DEV : loss 6.965503692626953 - score 0.5151 | |
| 2021-03-31 22:21:51,486 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:21:57,175 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:21:59,450 epoch 2 - iter 6/64 - loss 6.80702972 - samples/sec: 126.69 - lr: 0.300000 | |
| 2021-03-31 22:22:01,976 epoch 2 - iter 12/64 - loss 7.39783160 - samples/sec: 114.02 - lr: 0.300000 | |
| 2021-03-31 22:22:04,647 epoch 2 - iter 18/64 - loss 7.61819956 - samples/sec: 107.88 - lr: 0.300000 | |
| 2021-03-31 22:22:06,785 epoch 2 - iter 24/64 - loss 7.52595383 - samples/sec: 134.80 - lr: 0.300000 | |
| 2021-03-31 22:22:09,205 epoch 2 - iter 30/64 - loss 7.13862391 - samples/sec: 119.04 - lr: 0.300000 | |
| 2021-03-31 22:22:11,646 epoch 2 - iter 36/64 - loss 7.06859268 - samples/sec: 118.06 - lr: 0.300000 | |
| 2021-03-31 22:22:13,868 epoch 2 - iter 42/64 - loss 6.89973847 - samples/sec: 129.66 - lr: 0.300000 | |
| 2021-03-31 22:22:16,120 epoch 2 - iter 48/64 - loss 6.69748189 - samples/sec: 127.93 - lr: 0.300000 | |
| 2021-03-31 22:22:18,476 epoch 2 - iter 54/64 - loss 6.62015980 - samples/sec: 122.31 - lr: 0.300000 | |
| 2021-03-31 22:22:20,789 epoch 2 - iter 60/64 - loss 6.46610543 - samples/sec: 124.58 - lr: 0.300000 | |
| 2021-03-31 22:22:21,897 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:22:21,897 EPOCH 2 done: loss 6.3318 - lr 0.3000000 | |
| 2021-03-31 22:22:23,077 DEV : loss 4.563994407653809 - score 0.6282 | |
| 2021-03-31 22:22:23,112 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:22:28,841 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:22:31,442 epoch 3 - iter 6/64 - loss 4.94983482 - samples/sec: 110.81 - lr: 0.300000 | |
| 2021-03-31 22:22:34,035 epoch 3 - iter 12/64 - loss 4.93671926 - samples/sec: 111.10 - lr: 0.300000 | |
| 2021-03-31 22:22:36,116 epoch 3 - iter 18/64 - loss 5.15909722 - samples/sec: 138.45 - lr: 0.300000 | |
| 2021-03-31 22:22:38,139 epoch 3 - iter 24/64 - loss 4.95553981 - samples/sec: 142.45 - lr: 0.300000 | |
| 2021-03-31 22:22:40,318 epoch 3 - iter 30/64 - loss 4.76304045 - samples/sec: 132.25 - lr: 0.300000 | |
| 2021-03-31 22:22:42,705 epoch 3 - iter 36/64 - loss 4.81547949 - samples/sec: 120.66 - lr: 0.300000 | |
| 2021-03-31 22:22:44,799 epoch 3 - iter 42/64 - loss 4.73540333 - samples/sec: 137.62 - lr: 0.300000 | |
| 2021-03-31 22:22:47,088 epoch 3 - iter 48/64 - loss 4.69066245 - samples/sec: 125.87 - lr: 0.300000 | |
| 2021-03-31 22:22:49,776 epoch 3 - iter 54/64 - loss 4.71865522 - samples/sec: 107.16 - lr: 0.300000 | |
| 2021-03-31 22:22:52,083 epoch 3 - iter 60/64 - loss 4.68287474 - samples/sec: 124.92 - lr: 0.300000 | |
| 2021-03-31 22:22:53,213 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:22:53,213 EPOCH 3 done: loss 4.5455 - lr 0.3000000 | |
| 2021-03-31 22:22:54,395 DEV : loss 3.692333459854126 - score 0.7016 | |
| 2021-03-31 22:22:54,430 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:23:00,115 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:23:02,877 epoch 4 - iter 6/64 - loss 3.94042877 - samples/sec: 104.33 - lr: 0.300000 | |
| 2021-03-31 22:23:05,205 epoch 4 - iter 12/64 - loss 3.66009327 - samples/sec: 123.79 - lr: 0.300000 | |
| 2021-03-31 22:23:08,128 epoch 4 - iter 18/64 - loss 3.97341536 - samples/sec: 98.54 - lr: 0.300000 | |
| 2021-03-31 22:23:10,122 epoch 4 - iter 24/64 - loss 3.98638823 - samples/sec: 144.53 - lr: 0.300000 | |
| 2021-03-31 22:23:12,155 epoch 4 - iter 30/64 - loss 3.94845200 - samples/sec: 141.72 - lr: 0.300000 | |
| 2021-03-31 22:23:14,422 epoch 4 - iter 36/64 - loss 3.89352696 - samples/sec: 127.09 - lr: 0.300000 | |
| 2021-03-31 22:23:16,613 epoch 4 - iter 42/64 - loss 3.85197312 - samples/sec: 131.51 - lr: 0.300000 | |
| 2021-03-31 22:23:19,175 epoch 4 - iter 48/64 - loss 3.92887996 - samples/sec: 112.48 - lr: 0.300000 | |
| 2021-03-31 22:23:21,239 epoch 4 - iter 54/64 - loss 3.86472847 - samples/sec: 139.58 - lr: 0.300000 | |
| 2021-03-31 22:23:23,596 epoch 4 - iter 60/64 - loss 3.82519875 - samples/sec: 122.27 - lr: 0.300000 | |
| 2021-03-31 22:23:24,934 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:23:24,935 EPOCH 4 done: loss 3.8079 - lr 0.3000000 | |
| 2021-03-31 22:23:26,109 DEV : loss 3.748687267303467 - score 0.6947 | |
| 2021-03-31 22:23:26,144 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:23:26,145 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:23:28,024 epoch 5 - iter 6/64 - loss 3.24689011 - samples/sec: 153.35 - lr: 0.300000 | |
| 2021-03-31 22:23:30,176 epoch 5 - iter 12/64 - loss 3.37050428 - samples/sec: 133.87 - lr: 0.300000 | |
| 2021-03-31 22:23:32,454 epoch 5 - iter 18/64 - loss 3.32788462 - samples/sec: 126.48 - lr: 0.300000 | |
| 2021-03-31 22:23:34,805 epoch 5 - iter 24/64 - loss 3.41249934 - samples/sec: 122.51 - lr: 0.300000 | |
| 2021-03-31 22:23:37,117 epoch 5 - iter 30/64 - loss 3.38859975 - samples/sec: 124.65 - lr: 0.300000 | |
| 2021-03-31 22:23:39,474 epoch 5 - iter 36/64 - loss 3.43857399 - samples/sec: 122.23 - lr: 0.300000 | |
| 2021-03-31 22:23:41,842 epoch 5 - iter 42/64 - loss 3.40915849 - samples/sec: 121.67 - lr: 0.300000 | |
| 2021-03-31 22:23:44,709 epoch 5 - iter 48/64 - loss 3.36134235 - samples/sec: 100.49 - lr: 0.300000 | |
| 2021-03-31 22:23:46,753 epoch 5 - iter 54/64 - loss 3.31829576 - samples/sec: 140.96 - lr: 0.300000 | |
| 2021-03-31 22:23:49,056 epoch 5 - iter 60/64 - loss 3.29410734 - samples/sec: 125.15 - lr: 0.300000 | |
| 2021-03-31 22:23:50,156 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:23:50,156 EPOCH 5 done: loss 3.2243 - lr 0.3000000 | |
| 2021-03-31 22:23:51,330 DEV : loss 3.788922071456909 - score 0.7119 | |
| 2021-03-31 22:23:51,367 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:23:57,361 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:23:59,814 epoch 6 - iter 6/64 - loss 2.95374310 - samples/sec: 117.43 - lr: 0.300000 | |
| 2021-03-31 22:24:02,399 epoch 6 - iter 12/64 - loss 3.00021072 - samples/sec: 111.46 - lr: 0.300000 | |
| 2021-03-31 22:24:05,001 epoch 6 - iter 18/64 - loss 2.85800371 - samples/sec: 110.72 - lr: 0.300000 | |
| 2021-03-31 22:24:07,249 epoch 6 - iter 24/64 - loss 2.86339109 - samples/sec: 128.16 - lr: 0.300000 | |
| 2021-03-31 22:24:09,411 epoch 6 - iter 30/64 - loss 2.87261860 - samples/sec: 133.26 - lr: 0.300000 | |
| 2021-03-31 22:24:11,703 epoch 6 - iter 36/64 - loss 2.89668939 - samples/sec: 125.75 - lr: 0.300000 | |
| 2021-03-31 22:24:13,836 epoch 6 - iter 42/64 - loss 2.86018170 - samples/sec: 135.08 - lr: 0.300000 | |
| 2021-03-31 22:24:16,168 epoch 6 - iter 48/64 - loss 2.85618807 - samples/sec: 123.55 - lr: 0.300000 | |
| 2021-03-31 22:24:18,353 epoch 6 - iter 54/64 - loss 2.82299810 - samples/sec: 131.86 - lr: 0.300000 | |
| 2021-03-31 22:24:20,635 epoch 6 - iter 60/64 - loss 2.88270503 - samples/sec: 126.27 - lr: 0.300000 | |
| 2021-03-31 22:24:21,816 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:24:21,816 EPOCH 6 done: loss 2.8251 - lr 0.3000000 | |
| 2021-03-31 22:24:23,222 DEV : loss 2.498257875442505 - score 0.8062 | |
| 2021-03-31 22:24:23,266 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:24:29,019 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:24:31,475 epoch 7 - iter 6/64 - loss 2.48351624 - samples/sec: 117.34 - lr: 0.300000 | |
| 2021-03-31 22:24:33,650 epoch 7 - iter 12/64 - loss 2.59122724 - samples/sec: 132.48 - lr: 0.300000 | |
| 2021-03-31 22:24:35,870 epoch 7 - iter 18/64 - loss 2.62164397 - samples/sec: 129.81 - lr: 0.300000 | |
| 2021-03-31 22:24:37,798 epoch 7 - iter 24/64 - loss 2.59131390 - samples/sec: 149.47 - lr: 0.300000 | |
| 2021-03-31 22:24:39,912 epoch 7 - iter 30/64 - loss 2.57913246 - samples/sec: 136.27 - lr: 0.300000 | |
| 2021-03-31 22:24:42,231 epoch 7 - iter 36/64 - loss 2.57653896 - samples/sec: 124.28 - lr: 0.300000 | |
| 2021-03-31 22:24:44,617 epoch 7 - iter 42/64 - loss 2.53951942 - samples/sec: 120.72 - lr: 0.300000 | |
| 2021-03-31 22:24:47,295 epoch 7 - iter 48/64 - loss 2.58093947 - samples/sec: 107.59 - lr: 0.300000 | |
| 2021-03-31 22:24:49,486 epoch 7 - iter 54/64 - loss 2.60553064 - samples/sec: 131.56 - lr: 0.300000 | |
| 2021-03-31 22:24:51,697 epoch 7 - iter 60/64 - loss 2.59856276 - samples/sec: 130.28 - lr: 0.300000 | |
| 2021-03-31 22:24:52,914 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:24:52,914 EPOCH 7 done: loss 2.5590 - lr 0.3000000 | |
| 2021-03-31 22:24:54,323 DEV : loss 2.939021587371826 - score 0.7915 | |
| 2021-03-31 22:24:54,369 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:24:54,369 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:24:56,774 epoch 8 - iter 6/64 - loss 2.92597854 - samples/sec: 119.82 - lr: 0.300000 | |
| 2021-03-31 22:24:58,830 epoch 8 - iter 12/64 - loss 2.61881396 - samples/sec: 140.14 - lr: 0.300000 | |
| 2021-03-31 22:25:00,892 epoch 8 - iter 18/64 - loss 2.51132965 - samples/sec: 139.69 - lr: 0.300000 | |
| 2021-03-31 22:25:03,168 epoch 8 - iter 24/64 - loss 2.40695184 - samples/sec: 126.63 - lr: 0.300000 | |
| 2021-03-31 22:25:05,680 epoch 8 - iter 30/64 - loss 2.52854770 - samples/sec: 114.67 - lr: 0.300000 | |
| 2021-03-31 22:25:08,138 epoch 8 - iter 36/64 - loss 2.52249514 - samples/sec: 117.21 - lr: 0.300000 | |
| 2021-03-31 22:25:10,613 epoch 8 - iter 42/64 - loss 2.45426984 - samples/sec: 116.40 - lr: 0.300000 | |
| 2021-03-31 22:25:12,791 epoch 8 - iter 48/64 - loss 2.43799271 - samples/sec: 132.33 - lr: 0.300000 | |
| 2021-03-31 22:25:15,329 epoch 8 - iter 54/64 - loss 2.44409335 - samples/sec: 113.51 - lr: 0.300000 | |
| 2021-03-31 22:25:17,478 epoch 8 - iter 60/64 - loss 2.39992107 - samples/sec: 134.09 - lr: 0.300000 | |
| 2021-03-31 22:25:18,585 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:25:18,585 EPOCH 8 done: loss 2.3768 - lr 0.3000000 | |
| 2021-03-31 22:25:19,998 DEV : loss 2.844846248626709 - score 0.8011 | |
| 2021-03-31 22:25:20,042 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:25:20,042 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:25:22,077 epoch 9 - iter 6/64 - loss 1.98090110 - samples/sec: 141.61 - lr: 0.300000 | |
| 2021-03-31 22:25:24,642 epoch 9 - iter 12/64 - loss 2.23576573 - samples/sec: 112.33 - lr: 0.300000 | |
| 2021-03-31 22:25:26,833 epoch 9 - iter 18/64 - loss 2.25879997 - samples/sec: 131.51 - lr: 0.300000 | |
| 2021-03-31 22:25:29,235 epoch 9 - iter 24/64 - loss 2.36155876 - samples/sec: 119.97 - lr: 0.300000 | |
| 2021-03-31 22:25:32,315 epoch 9 - iter 30/64 - loss 2.26805779 - samples/sec: 93.53 - lr: 0.300000 | |
| 2021-03-31 22:25:34,763 epoch 9 - iter 36/64 - loss 2.22831937 - samples/sec: 117.67 - lr: 0.300000 | |
| 2021-03-31 22:25:37,164 epoch 9 - iter 42/64 - loss 2.22180937 - samples/sec: 119.99 - lr: 0.300000 | |
| 2021-03-31 22:25:39,586 epoch 9 - iter 48/64 - loss 2.21433111 - samples/sec: 118.96 - lr: 0.300000 | |
| 2021-03-31 22:25:41,738 epoch 9 - iter 54/64 - loss 2.27399953 - samples/sec: 133.90 - lr: 0.300000 | |
| 2021-03-31 22:25:43,971 epoch 9 - iter 60/64 - loss 2.28618478 - samples/sec: 129.02 - lr: 0.300000 | |
| 2021-03-31 22:25:45,102 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:25:45,102 EPOCH 9 done: loss 2.2125 - lr 0.3000000 | |
| 2021-03-31 22:25:46,520 DEV : loss 2.5015368461608887 - score 0.8091 | |
| 2021-03-31 22:25:46,565 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:25:52,590 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:25:54,717 epoch 10 - iter 6/64 - loss 1.67699430 - samples/sec: 135.43 - lr: 0.300000 | |
| 2021-03-31 22:25:56,900 epoch 10 - iter 12/64 - loss 1.75334555 - samples/sec: 132.03 - lr: 0.300000 | |
| 2021-03-31 22:25:59,387 epoch 10 - iter 18/64 - loss 1.97286379 - samples/sec: 115.87 - lr: 0.300000 | |
| 2021-03-31 22:26:01,539 epoch 10 - iter 24/64 - loss 1.94768460 - samples/sec: 133.88 - lr: 0.300000 | |
| 2021-03-31 22:26:03,954 epoch 10 - iter 30/64 - loss 1.92173740 - samples/sec: 119.31 - lr: 0.300000 | |
| 2021-03-31 22:26:06,332 epoch 10 - iter 36/64 - loss 2.00246320 - samples/sec: 121.17 - lr: 0.300000 | |
| 2021-03-31 22:26:08,816 epoch 10 - iter 42/64 - loss 2.04836255 - samples/sec: 115.98 - lr: 0.300000 | |
| 2021-03-31 22:26:11,094 epoch 10 - iter 48/64 - loss 2.06224160 - samples/sec: 126.53 - lr: 0.300000 | |
| 2021-03-31 22:26:13,179 epoch 10 - iter 54/64 - loss 2.05475973 - samples/sec: 138.18 - lr: 0.300000 | |
| 2021-03-31 22:26:15,965 epoch 10 - iter 60/64 - loss 2.06695024 - samples/sec: 103.42 - lr: 0.300000 | |
| 2021-03-31 22:26:17,042 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:26:17,042 EPOCH 10 done: loss 2.0339 - lr 0.3000000 | |
| 2021-03-31 22:26:18,455 DEV : loss 2.623438596725464 - score 0.8154 | |
| 2021-03-31 22:26:18,500 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:26:24,537 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:26:26,885 epoch 11 - iter 6/64 - loss 2.00098451 - samples/sec: 122.73 - lr: 0.300000 | |
| 2021-03-31 22:26:29,007 epoch 11 - iter 12/64 - loss 2.09966897 - samples/sec: 135.76 - lr: 0.300000 | |
| 2021-03-31 22:26:31,127 epoch 11 - iter 18/64 - loss 1.94152085 - samples/sec: 135.91 - lr: 0.300000 | |
| 2021-03-31 22:26:33,242 epoch 11 - iter 24/64 - loss 1.91562405 - samples/sec: 136.20 - lr: 0.300000 | |
| 2021-03-31 22:26:35,594 epoch 11 - iter 30/64 - loss 1.96230986 - samples/sec: 122.53 - lr: 0.300000 | |
| 2021-03-31 22:26:38,466 epoch 11 - iter 36/64 - loss 1.99677031 - samples/sec: 100.31 - lr: 0.300000 | |
| 2021-03-31 22:26:40,730 epoch 11 - iter 42/64 - loss 1.95846847 - samples/sec: 127.29 - lr: 0.300000 | |
| 2021-03-31 22:26:42,945 epoch 11 - iter 48/64 - loss 1.94380789 - samples/sec: 130.11 - lr: 0.300000 | |
| 2021-03-31 22:26:45,308 epoch 11 - iter 54/64 - loss 2.02462811 - samples/sec: 121.91 - lr: 0.300000 | |
| 2021-03-31 22:26:47,480 epoch 11 - iter 60/64 - loss 2.00009596 - samples/sec: 132.65 - lr: 0.300000 | |
| 2021-03-31 22:26:48,690 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:26:48,690 EPOCH 11 done: loss 2.0886 - lr 0.3000000 | |
| 2021-03-31 22:26:50,093 DEV : loss 2.2910242080688477 - score 0.8331 | |
| 2021-03-31 22:26:50,139 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:26:56,144 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:26:58,182 epoch 12 - iter 6/64 - loss 2.00920687 - samples/sec: 141.42 - lr: 0.300000 | |
| 2021-03-31 22:27:00,192 epoch 12 - iter 12/64 - loss 1.89059651 - samples/sec: 143.40 - lr: 0.300000 | |
| 2021-03-31 22:27:02,353 epoch 12 - iter 18/64 - loss 2.05176234 - samples/sec: 133.28 - lr: 0.300000 | |
| 2021-03-31 22:27:04,516 epoch 12 - iter 24/64 - loss 2.01643714 - samples/sec: 133.26 - lr: 0.300000 | |
| 2021-03-31 22:27:06,267 epoch 12 - iter 30/64 - loss 1.84448032 - samples/sec: 164.58 - lr: 0.300000 | |
| 2021-03-31 22:27:08,729 epoch 12 - iter 36/64 - loss 1.82862865 - samples/sec: 117.00 - lr: 0.300000 | |
| 2021-03-31 22:27:10,974 epoch 12 - iter 42/64 - loss 1.86340431 - samples/sec: 128.34 - lr: 0.300000 | |
| 2021-03-31 22:27:13,467 epoch 12 - iter 48/64 - loss 1.85799619 - samples/sec: 115.60 - lr: 0.300000 | |
| 2021-03-31 22:27:15,426 epoch 12 - iter 54/64 - loss 1.85048132 - samples/sec: 147.09 - lr: 0.300000 | |
| 2021-03-31 22:27:17,393 epoch 12 - iter 60/64 - loss 1.81384593 - samples/sec: 146.46 - lr: 0.300000 | |
| 2021-03-31 22:27:18,348 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:27:18,348 EPOCH 12 done: loss 1.7716 - lr 0.3000000 | |
| 2021-03-31 22:27:19,519 DEV : loss 2.2936065196990967 - score 0.841 | |
| 2021-03-31 22:27:19,555 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:27:25,559 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:27:27,817 epoch 13 - iter 6/64 - loss 1.53643124 - samples/sec: 127.62 - lr: 0.300000 | |
| 2021-03-31 22:27:29,783 epoch 13 - iter 12/64 - loss 1.44357230 - samples/sec: 146.57 - lr: 0.300000 | |
| 2021-03-31 22:27:32,524 epoch 13 - iter 18/64 - loss 1.47247768 - samples/sec: 105.08 - lr: 0.300000 | |
| 2021-03-31 22:27:35,045 epoch 13 - iter 24/64 - loss 1.50061793 - samples/sec: 114.28 - lr: 0.300000 | |
| 2021-03-31 22:27:37,343 epoch 13 - iter 30/64 - loss 1.58249116 - samples/sec: 125.36 - lr: 0.300000 | |
| 2021-03-31 22:27:39,559 epoch 13 - iter 36/64 - loss 1.54433868 - samples/sec: 130.02 - lr: 0.300000 | |
| 2021-03-31 22:27:41,815 epoch 13 - iter 42/64 - loss 1.62657407 - samples/sec: 127.73 - lr: 0.300000 | |
| 2021-03-31 22:27:44,293 epoch 13 - iter 48/64 - loss 1.61478305 - samples/sec: 116.23 - lr: 0.300000 | |
| 2021-03-31 22:27:46,705 epoch 13 - iter 54/64 - loss 1.62858222 - samples/sec: 119.46 - lr: 0.300000 | |
| 2021-03-31 22:27:49,055 epoch 13 - iter 60/64 - loss 1.64694854 - samples/sec: 122.60 - lr: 0.300000 | |
| 2021-03-31 22:27:50,128 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:27:50,128 EPOCH 13 done: loss 1.6983 - lr 0.3000000 | |
| 2021-03-31 22:27:51,540 DEV : loss 2.2538070678710938 - score 0.8172 | |
| 2021-03-31 22:27:51,584 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:27:51,584 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:27:53,833 epoch 14 - iter 6/64 - loss 1.37937741 - samples/sec: 128.12 - lr: 0.300000 | |
| 2021-03-31 22:27:56,016 epoch 14 - iter 12/64 - loss 1.53242415 - samples/sec: 132.01 - lr: 0.300000 | |
| 2021-03-31 22:27:57,956 epoch 14 - iter 18/64 - loss 1.44642648 - samples/sec: 148.53 - lr: 0.300000 | |
| 2021-03-31 22:28:00,542 epoch 14 - iter 24/64 - loss 1.45671671 - samples/sec: 111.39 - lr: 0.300000 | |
| 2021-03-31 22:28:02,918 epoch 14 - iter 30/64 - loss 1.52048077 - samples/sec: 121.27 - lr: 0.300000 | |
| 2021-03-31 22:28:05,310 epoch 14 - iter 36/64 - loss 1.53069660 - samples/sec: 120.48 - lr: 0.300000 | |
| 2021-03-31 22:28:07,816 epoch 14 - iter 42/64 - loss 1.53823285 - samples/sec: 114.98 - lr: 0.300000 | |
| 2021-03-31 22:28:10,655 epoch 14 - iter 48/64 - loss 1.57090008 - samples/sec: 101.48 - lr: 0.300000 | |
| 2021-03-31 22:28:13,370 epoch 14 - iter 54/64 - loss 1.56026652 - samples/sec: 106.10 - lr: 0.300000 | |
| 2021-03-31 22:28:15,431 epoch 14 - iter 60/64 - loss 1.58218942 - samples/sec: 139.82 - lr: 0.300000 | |
| 2021-03-31 22:28:16,554 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:28:16,554 EPOCH 14 done: loss 1.5571 - lr 0.3000000 | |
| 2021-03-31 22:28:17,974 DEV : loss 2.3815298080444336 - score 0.8117 | |
| 2021-03-31 22:28:18,020 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:28:18,021 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:28:20,194 epoch 15 - iter 6/64 - loss 1.52740730 - samples/sec: 132.58 - lr: 0.300000 | |
| 2021-03-31 22:28:22,201 epoch 15 - iter 12/64 - loss 1.42763902 - samples/sec: 143.54 - lr: 0.300000 | |
| 2021-03-31 22:28:24,194 epoch 15 - iter 18/64 - loss 1.31591283 - samples/sec: 144.62 - lr: 0.300000 | |
| 2021-03-31 22:28:26,348 epoch 15 - iter 24/64 - loss 1.43058496 - samples/sec: 133.73 - lr: 0.300000 | |
| 2021-03-31 22:28:28,732 epoch 15 - iter 30/64 - loss 1.41787515 - samples/sec: 120.86 - lr: 0.300000 | |
| 2021-03-31 22:28:30,840 epoch 15 - iter 36/64 - loss 1.42158600 - samples/sec: 136.69 - lr: 0.300000 | |
| 2021-03-31 22:28:32,627 epoch 15 - iter 42/64 - loss 1.40464328 - samples/sec: 161.25 - lr: 0.300000 | |
| 2021-03-31 22:28:34,673 epoch 15 - iter 48/64 - loss 1.43301610 - samples/sec: 140.86 - lr: 0.300000 | |
| 2021-03-31 22:28:36,680 epoch 15 - iter 54/64 - loss 1.42907570 - samples/sec: 143.59 - lr: 0.300000 | |
| 2021-03-31 22:28:38,792 epoch 15 - iter 60/64 - loss 1.43770597 - samples/sec: 136.41 - lr: 0.300000 | |
| 2021-03-31 22:28:39,801 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:28:39,801 EPOCH 15 done: loss 1.5201 - lr 0.3000000 | |
| 2021-03-31 22:28:41,001 DEV : loss 2.4031999111175537 - score 0.8294 | |
| 2021-03-31 22:28:41,037 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:28:41,037 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:28:43,140 epoch 16 - iter 6/64 - loss 1.60988736 - samples/sec: 137.04 - lr: 0.300000 | |
| 2021-03-31 22:28:45,273 epoch 16 - iter 12/64 - loss 1.66549305 - samples/sec: 135.08 - lr: 0.300000 | |
| 2021-03-31 22:28:47,359 epoch 16 - iter 18/64 - loss 1.55800931 - samples/sec: 138.12 - lr: 0.300000 | |
| 2021-03-31 22:28:49,209 epoch 16 - iter 24/64 - loss 1.51400445 - samples/sec: 155.75 - lr: 0.300000 | |
| 2021-03-31 22:28:51,082 epoch 16 - iter 30/64 - loss 1.46386114 - samples/sec: 153.89 - lr: 0.300000 | |
| 2021-03-31 22:28:53,007 epoch 16 - iter 36/64 - loss 1.45811254 - samples/sec: 149.63 - lr: 0.300000 | |
| 2021-03-31 22:28:55,347 epoch 16 - iter 42/64 - loss 1.44845718 - samples/sec: 123.14 - lr: 0.300000 | |
| 2021-03-31 22:28:57,303 epoch 16 - iter 48/64 - loss 1.43022990 - samples/sec: 147.38 - lr: 0.300000 | |
| 2021-03-31 22:28:59,435 epoch 16 - iter 54/64 - loss 1.41169035 - samples/sec: 135.11 - lr: 0.300000 | |
| 2021-03-31 22:29:01,482 epoch 16 - iter 60/64 - loss 1.38386988 - samples/sec: 140.78 - lr: 0.300000 | |
| 2021-03-31 22:29:02,670 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:29:02,670 EPOCH 16 done: loss 1.4235 - lr 0.3000000 | |
| 2021-03-31 22:29:03,863 DEV : loss 2.368293523788452 - score 0.8446 | |
| 2021-03-31 22:29:03,899 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:29:09,839 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:29:11,950 epoch 17 - iter 6/64 - loss 1.22683863 - samples/sec: 136.48 - lr: 0.300000 | |
| 2021-03-31 22:29:14,050 epoch 17 - iter 12/64 - loss 1.37900346 - samples/sec: 137.23 - lr: 0.300000 | |
| 2021-03-31 22:29:16,316 epoch 17 - iter 18/64 - loss 1.32555694 - samples/sec: 127.12 - lr: 0.300000 | |
| 2021-03-31 22:29:18,885 epoch 17 - iter 24/64 - loss 1.35409527 - samples/sec: 112.15 - lr: 0.300000 | |
| 2021-03-31 22:29:21,841 epoch 17 - iter 30/64 - loss 1.37387373 - samples/sec: 97.48 - lr: 0.300000 | |
| 2021-03-31 22:29:23,989 epoch 17 - iter 36/64 - loss 1.37649185 - samples/sec: 134.11 - lr: 0.300000 | |
| 2021-03-31 22:29:26,258 epoch 17 - iter 42/64 - loss 1.41197779 - samples/sec: 126.97 - lr: 0.300000 | |
| 2021-03-31 22:29:28,511 epoch 17 - iter 48/64 - loss 1.40793124 - samples/sec: 127.88 - lr: 0.300000 | |
| 2021-03-31 22:29:30,784 epoch 17 - iter 54/64 - loss 1.40555945 - samples/sec: 126.80 - lr: 0.300000 | |
| 2021-03-31 22:29:33,015 epoch 17 - iter 60/64 - loss 1.39397116 - samples/sec: 129.13 - lr: 0.300000 | |
| 2021-03-31 22:29:34,193 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:29:34,193 EPOCH 17 done: loss 1.4454 - lr 0.3000000 | |
| 2021-03-31 22:29:35,603 DEV : loss 2.311508893966675 - score 0.8371 | |
| 2021-03-31 22:29:35,647 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:29:35,647 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:29:37,983 epoch 18 - iter 6/64 - loss 1.64026127 - samples/sec: 123.36 - lr: 0.300000 | |
| 2021-03-31 22:29:40,325 epoch 18 - iter 12/64 - loss 1.50676502 - samples/sec: 123.06 - lr: 0.300000 | |
| 2021-03-31 22:29:42,388 epoch 18 - iter 18/64 - loss 1.37000342 - samples/sec: 139.65 - lr: 0.300000 | |
| 2021-03-31 22:29:44,546 epoch 18 - iter 24/64 - loss 1.28884450 - samples/sec: 133.56 - lr: 0.300000 | |
| 2021-03-31 22:29:46,689 epoch 18 - iter 30/64 - loss 1.24369516 - samples/sec: 134.40 - lr: 0.300000 | |
| 2021-03-31 22:29:48,900 epoch 18 - iter 36/64 - loss 1.25403765 - samples/sec: 130.32 - lr: 0.300000 | |
| 2021-03-31 22:29:51,092 epoch 18 - iter 42/64 - loss 1.26722604 - samples/sec: 131.49 - lr: 0.300000 | |
| 2021-03-31 22:29:53,644 epoch 18 - iter 48/64 - loss 1.28316542 - samples/sec: 112.88 - lr: 0.300000 | |
| 2021-03-31 22:29:56,028 epoch 18 - iter 54/64 - loss 1.30329530 - samples/sec: 120.87 - lr: 0.300000 | |
| 2021-03-31 22:29:58,643 epoch 18 - iter 60/64 - loss 1.32686857 - samples/sec: 110.16 - lr: 0.300000 | |
| 2021-03-31 22:29:59,885 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:29:59,885 EPOCH 18 done: loss 1.3588 - lr 0.3000000 | |
| 2021-03-31 22:30:01,318 DEV : loss 2.274489164352417 - score 0.8539 | |
| 2021-03-31 22:30:01,363 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:30:07,378 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:30:10,224 epoch 19 - iter 6/64 - loss 1.30607216 - samples/sec: 101.27 - lr: 0.300000 | |
| 2021-03-31 22:30:12,480 epoch 19 - iter 12/64 - loss 1.16396037 - samples/sec: 127.68 - lr: 0.300000 | |
| 2021-03-31 22:30:14,576 epoch 19 - iter 18/64 - loss 1.21802770 - samples/sec: 137.51 - lr: 0.300000 | |
| 2021-03-31 22:30:16,618 epoch 19 - iter 24/64 - loss 1.21288500 - samples/sec: 141.04 - lr: 0.300000 | |
| 2021-03-31 22:30:18,979 epoch 19 - iter 30/64 - loss 1.20793535 - samples/sec: 122.03 - lr: 0.300000 | |
| 2021-03-31 22:30:21,134 epoch 19 - iter 36/64 - loss 1.22338592 - samples/sec: 133.73 - lr: 0.300000 | |
| 2021-03-31 22:30:23,492 epoch 19 - iter 42/64 - loss 1.18056113 - samples/sec: 122.19 - lr: 0.300000 | |
| 2021-03-31 22:30:25,824 epoch 19 - iter 48/64 - loss 1.22477667 - samples/sec: 123.57 - lr: 0.300000 | |
| 2021-03-31 22:30:28,187 epoch 19 - iter 54/64 - loss 1.24686766 - samples/sec: 121.95 - lr: 0.300000 | |
| 2021-03-31 22:30:30,438 epoch 19 - iter 60/64 - loss 1.23405569 - samples/sec: 128.02 - lr: 0.300000 | |
| 2021-03-31 22:30:32,135 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:30:32,135 EPOCH 19 done: loss 1.3014 - lr 0.3000000 | |
| 2021-03-31 22:30:33,554 DEV : loss 2.287468910217285 - score 0.8439 | |
| 2021-03-31 22:30:33,600 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:30:33,600 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:30:35,739 epoch 20 - iter 6/64 - loss 0.86759482 - samples/sec: 134.72 - lr: 0.300000 | |
| 2021-03-31 22:30:37,905 epoch 20 - iter 12/64 - loss 1.11724528 - samples/sec: 133.00 - lr: 0.300000 | |
| 2021-03-31 22:30:40,006 epoch 20 - iter 18/64 - loss 1.22088301 - samples/sec: 137.11 - lr: 0.300000 | |
| 2021-03-31 22:30:42,575 epoch 20 - iter 24/64 - loss 1.32970921 - samples/sec: 112.17 - lr: 0.300000 | |
| 2021-03-31 22:30:44,784 epoch 20 - iter 30/64 - loss 1.32575898 - samples/sec: 130.42 - lr: 0.300000 | |
| 2021-03-31 22:30:46,942 epoch 20 - iter 36/64 - loss 1.36015951 - samples/sec: 133.55 - lr: 0.300000 | |
| 2021-03-31 22:30:49,260 epoch 20 - iter 42/64 - loss 1.33229582 - samples/sec: 124.31 - lr: 0.300000 | |
| 2021-03-31 22:30:51,411 epoch 20 - iter 48/64 - loss 1.31873025 - samples/sec: 133.95 - lr: 0.300000 | |
| 2021-03-31 22:30:54,002 epoch 20 - iter 54/64 - loss 1.33029589 - samples/sec: 111.18 - lr: 0.300000 | |
| 2021-03-31 22:30:56,352 epoch 20 - iter 60/64 - loss 1.30274460 - samples/sec: 122.63 - lr: 0.300000 | |
| 2021-03-31 22:30:57,576 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:30:57,577 EPOCH 20 done: loss 1.2799 - lr 0.3000000 | |
| 2021-03-31 22:30:58,987 DEV : loss 2.206141948699951 - score 0.8573 | |
| 2021-03-31 22:30:59,031 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:31:05,037 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:31:07,213 epoch 21 - iter 6/64 - loss 1.09021862 - samples/sec: 132.43 - lr: 0.300000 | |
| 2021-03-31 22:31:09,194 epoch 21 - iter 12/64 - loss 1.12163654 - samples/sec: 145.46 - lr: 0.300000 | |
| 2021-03-31 22:31:11,094 epoch 21 - iter 18/64 - loss 1.17924735 - samples/sec: 151.63 - lr: 0.300000 | |
| 2021-03-31 22:31:13,053 epoch 21 - iter 24/64 - loss 1.17997475 - samples/sec: 147.08 - lr: 0.300000 | |
| 2021-03-31 22:31:14,990 epoch 21 - iter 30/64 - loss 1.16981017 - samples/sec: 148.81 - lr: 0.300000 | |
| 2021-03-31 22:31:16,868 epoch 21 - iter 36/64 - loss 1.17647473 - samples/sec: 153.39 - lr: 0.300000 | |
| 2021-03-31 22:31:19,461 epoch 21 - iter 42/64 - loss 1.19994208 - samples/sec: 111.10 - lr: 0.300000 | |
| 2021-03-31 22:31:21,320 epoch 21 - iter 48/64 - loss 1.17846442 - samples/sec: 155.05 - lr: 0.300000 | |
| 2021-03-31 22:31:23,551 epoch 21 - iter 54/64 - loss 1.19833718 - samples/sec: 129.14 - lr: 0.300000 | |
| 2021-03-31 22:31:25,683 epoch 21 - iter 60/64 - loss 1.20709681 - samples/sec: 135.13 - lr: 0.300000 | |
| 2021-03-31 22:31:26,825 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:31:26,825 EPOCH 21 done: loss 1.2296 - lr 0.3000000 | |
| 2021-03-31 22:31:28,008 DEV : loss 2.239777088165283 - score 0.8496 | |
| 2021-03-31 22:31:28,044 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:31:28,044 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:31:29,987 epoch 22 - iter 6/64 - loss 0.93595775 - samples/sec: 148.35 - lr: 0.300000 | |
| 2021-03-31 22:31:32,013 epoch 22 - iter 12/64 - loss 1.01113628 - samples/sec: 142.19 - lr: 0.300000 | |
| 2021-03-31 22:31:34,148 epoch 22 - iter 18/64 - loss 1.13817927 - samples/sec: 134.99 - lr: 0.300000 | |
| 2021-03-31 22:31:36,201 epoch 22 - iter 24/64 - loss 1.07516803 - samples/sec: 140.33 - lr: 0.300000 | |
| 2021-03-31 22:31:38,388 epoch 22 - iter 30/64 - loss 1.12093389 - samples/sec: 131.72 - lr: 0.300000 | |
| 2021-03-31 22:31:40,391 epoch 22 - iter 36/64 - loss 1.12457238 - samples/sec: 143.85 - lr: 0.300000 | |
| 2021-03-31 22:31:42,220 epoch 22 - iter 42/64 - loss 1.11220140 - samples/sec: 157.55 - lr: 0.300000 | |
| 2021-03-31 22:31:44,771 epoch 22 - iter 48/64 - loss 1.13339219 - samples/sec: 112.93 - lr: 0.300000 | |
| 2021-03-31 22:31:46,763 epoch 22 - iter 54/64 - loss 1.13883560 - samples/sec: 144.76 - lr: 0.300000 | |
| 2021-03-31 22:31:48,991 epoch 22 - iter 60/64 - loss 1.13889627 - samples/sec: 129.28 - lr: 0.300000 | |
| 2021-03-31 22:31:50,049 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:31:50,049 EPOCH 22 done: loss 1.1206 - lr 0.3000000 | |
| 2021-03-31 22:31:51,227 DEV : loss 2.220460891723633 - score 0.8476 | |
| 2021-03-31 22:31:51,263 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:31:51,263 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:31:53,245 epoch 23 - iter 6/64 - loss 1.12500819 - samples/sec: 145.41 - lr: 0.300000 | |
| 2021-03-31 22:31:55,112 epoch 23 - iter 12/64 - loss 1.08635010 - samples/sec: 154.29 - lr: 0.300000 | |
| 2021-03-31 22:31:57,184 epoch 23 - iter 18/64 - loss 1.11950497 - samples/sec: 139.06 - lr: 0.300000 | |
| 2021-03-31 22:31:59,173 epoch 23 - iter 24/64 - loss 1.09615030 - samples/sec: 144.84 - lr: 0.300000 | |
| 2021-03-31 22:32:01,272 epoch 23 - iter 30/64 - loss 1.07189453 - samples/sec: 137.29 - lr: 0.300000 | |
| 2021-03-31 22:32:03,545 epoch 23 - iter 36/64 - loss 1.09846570 - samples/sec: 126.78 - lr: 0.300000 | |
| 2021-03-31 22:32:05,610 epoch 23 - iter 42/64 - loss 1.10413194 - samples/sec: 139.51 - lr: 0.300000 | |
| 2021-03-31 22:32:07,624 epoch 23 - iter 48/64 - loss 1.12942948 - samples/sec: 143.12 - lr: 0.300000 | |
| 2021-03-31 22:32:09,357 epoch 23 - iter 54/64 - loss 1.10850887 - samples/sec: 166.19 - lr: 0.300000 | |
| 2021-03-31 22:32:11,995 epoch 23 - iter 60/64 - loss 1.10620788 - samples/sec: 109.23 - lr: 0.300000 | |
| 2021-03-31 22:32:13,009 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:32:13,009 EPOCH 23 done: loss 1.1178 - lr 0.3000000 | |
| 2021-03-31 22:32:14,187 DEV : loss 2.244847059249878 - score 0.8534 | |
| 2021-03-31 22:32:14,224 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:32:14,224 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:32:16,491 epoch 24 - iter 6/64 - loss 0.88261909 - samples/sec: 127.08 - lr: 0.300000 | |
| 2021-03-31 22:32:18,484 epoch 24 - iter 12/64 - loss 0.98798358 - samples/sec: 144.63 - lr: 0.300000 | |
| 2021-03-31 22:32:20,350 epoch 24 - iter 18/64 - loss 0.91700719 - samples/sec: 154.39 - lr: 0.300000 | |
| 2021-03-31 22:32:22,402 epoch 24 - iter 24/64 - loss 0.95569050 - samples/sec: 140.48 - lr: 0.300000 | |
| 2021-03-31 22:32:24,418 epoch 24 - iter 30/64 - loss 0.96461728 - samples/sec: 142.87 - lr: 0.300000 | |
| 2021-03-31 22:32:26,504 epoch 24 - iter 36/64 - loss 0.98602463 - samples/sec: 138.17 - lr: 0.300000 | |
| 2021-03-31 22:32:28,686 epoch 24 - iter 42/64 - loss 0.96336342 - samples/sec: 132.05 - lr: 0.300000 | |
| 2021-03-31 22:32:30,721 epoch 24 - iter 48/64 - loss 0.96432446 - samples/sec: 141.59 - lr: 0.300000 | |
| 2021-03-31 22:32:32,662 epoch 24 - iter 54/64 - loss 0.98173333 - samples/sec: 148.45 - lr: 0.300000 | |
| 2021-03-31 22:32:35,145 epoch 24 - iter 60/64 - loss 0.98976799 - samples/sec: 116.05 - lr: 0.300000 | |
| 2021-03-31 22:32:36,134 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:32:36,134 EPOCH 24 done: loss 1.0229 - lr 0.3000000 | |
| 2021-03-31 22:32:37,328 DEV : loss 2.5024445056915283 - score 0.841 | |
| 2021-03-31 22:32:37,364 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:32:37,364 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:32:39,905 epoch 25 - iter 6/64 - loss 0.98512965 - samples/sec: 113.41 - lr: 0.150000 | |
| 2021-03-31 22:32:42,567 epoch 25 - iter 12/64 - loss 0.97202212 - samples/sec: 108.22 - lr: 0.150000 | |
| 2021-03-31 22:32:44,437 epoch 25 - iter 18/64 - loss 1.02479462 - samples/sec: 154.11 - lr: 0.150000 | |
| 2021-03-31 22:32:46,330 epoch 25 - iter 24/64 - loss 0.97220203 - samples/sec: 152.17 - lr: 0.150000 | |
| 2021-03-31 22:32:48,664 epoch 25 - iter 30/64 - loss 0.98143144 - samples/sec: 123.45 - lr: 0.150000 | |
| 2021-03-31 22:32:50,827 epoch 25 - iter 36/64 - loss 0.98967458 - samples/sec: 133.21 - lr: 0.150000 | |
| 2021-03-31 22:32:52,652 epoch 25 - iter 42/64 - loss 0.97436847 - samples/sec: 157.88 - lr: 0.150000 | |
| 2021-03-31 22:32:54,799 epoch 25 - iter 48/64 - loss 0.96439152 - samples/sec: 134.24 - lr: 0.150000 | |
| 2021-03-31 22:32:56,861 epoch 25 - iter 54/64 - loss 0.94711996 - samples/sec: 139.73 - lr: 0.150000 | |
| 2021-03-31 22:32:58,879 epoch 25 - iter 60/64 - loss 0.93923863 - samples/sec: 142.80 - lr: 0.150000 | |
| 2021-03-31 22:32:59,994 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:32:59,995 EPOCH 25 done: loss 0.9171 - lr 0.1500000 | |
| 2021-03-31 22:33:01,180 DEV : loss 2.068671226501465 - score 0.8697 | |
| 2021-03-31 22:33:01,217 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:33:07,231 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:33:09,305 epoch 26 - iter 6/64 - loss 0.90872860 - samples/sec: 138.97 - lr: 0.150000 | |
| 2021-03-31 22:33:11,554 epoch 26 - iter 12/64 - loss 0.79921231 - samples/sec: 128.13 - lr: 0.150000 | |
| 2021-03-31 22:33:13,604 epoch 26 - iter 18/64 - loss 0.79927271 - samples/sec: 140.58 - lr: 0.150000 | |
| 2021-03-31 22:33:15,647 epoch 26 - iter 24/64 - loss 0.79407421 - samples/sec: 141.00 - lr: 0.150000 | |
| 2021-03-31 22:33:17,529 epoch 26 - iter 30/64 - loss 0.80772601 - samples/sec: 153.12 - lr: 0.150000 | |
| 2021-03-31 22:33:19,406 epoch 26 - iter 36/64 - loss 0.81686394 - samples/sec: 153.49 - lr: 0.150000 | |
| 2021-03-31 22:33:21,360 epoch 26 - iter 42/64 - loss 0.82126984 - samples/sec: 147.52 - lr: 0.150000 | |
| 2021-03-31 22:33:23,983 epoch 26 - iter 48/64 - loss 0.83216912 - samples/sec: 109.82 - lr: 0.150000 | |
| 2021-03-31 22:33:26,346 epoch 26 - iter 54/64 - loss 0.83045710 - samples/sec: 121.93 - lr: 0.150000 | |
| 2021-03-31 22:33:28,273 epoch 26 - iter 60/64 - loss 0.81275037 - samples/sec: 149.52 - lr: 0.150000 | |
| 2021-03-31 22:33:29,475 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:33:29,475 EPOCH 26 done: loss 0.8055 - lr 0.1500000 | |
| 2021-03-31 22:33:30,646 DEV : loss 2.149716854095459 - score 0.8707 | |
| 2021-03-31 22:33:30,683 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:33:36,612 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:33:38,331 epoch 27 - iter 6/64 - loss 0.67336040 - samples/sec: 167.67 - lr: 0.150000 | |
| 2021-03-31 22:33:40,512 epoch 27 - iter 12/64 - loss 0.73750559 - samples/sec: 132.08 - lr: 0.150000 | |
| 2021-03-31 22:33:42,529 epoch 27 - iter 18/64 - loss 0.77297226 - samples/sec: 142.85 - lr: 0.150000 | |
| 2021-03-31 22:33:45,152 epoch 27 - iter 24/64 - loss 0.80046110 - samples/sec: 109.86 - lr: 0.150000 | |
| 2021-03-31 22:33:47,079 epoch 27 - iter 30/64 - loss 0.78494264 - samples/sec: 149.51 - lr: 0.150000 | |
| 2021-03-31 22:33:48,945 epoch 27 - iter 36/64 - loss 0.75365292 - samples/sec: 154.41 - lr: 0.150000 | |
| 2021-03-31 22:33:50,871 epoch 27 - iter 42/64 - loss 0.75955182 - samples/sec: 149.62 - lr: 0.150000 | |
| 2021-03-31 22:33:53,389 epoch 27 - iter 48/64 - loss 0.76292239 - samples/sec: 114.43 - lr: 0.150000 | |
| 2021-03-31 22:33:55,760 epoch 27 - iter 54/64 - loss 0.75744099 - samples/sec: 121.51 - lr: 0.150000 | |
| 2021-03-31 22:33:57,626 epoch 27 - iter 60/64 - loss 0.76455617 - samples/sec: 154.39 - lr: 0.150000 | |
| 2021-03-31 22:33:58,610 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:33:58,610 EPOCH 27 done: loss 0.7935 - lr 0.1500000 | |
| 2021-03-31 22:33:59,792 DEV : loss 2.0705320835113525 - score 0.8631 | |
| 2021-03-31 22:33:59,829 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:33:59,829 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:34:02,103 epoch 28 - iter 6/64 - loss 0.71994048 - samples/sec: 126.70 - lr: 0.150000 | |
| 2021-03-31 22:34:04,065 epoch 28 - iter 12/64 - loss 0.67273582 - samples/sec: 146.88 - lr: 0.150000 | |
| 2021-03-31 22:34:06,190 epoch 28 - iter 18/64 - loss 0.73516403 - samples/sec: 135.63 - lr: 0.150000 | |
| 2021-03-31 22:34:08,559 epoch 28 - iter 24/64 - loss 0.72050221 - samples/sec: 121.60 - lr: 0.150000 | |
| 2021-03-31 22:34:10,567 epoch 28 - iter 30/64 - loss 0.75861197 - samples/sec: 143.46 - lr: 0.150000 | |
| 2021-03-31 22:34:12,392 epoch 28 - iter 36/64 - loss 0.74322196 - samples/sec: 157.95 - lr: 0.150000 | |
| 2021-03-31 22:34:14,531 epoch 28 - iter 42/64 - loss 0.77618542 - samples/sec: 134.67 - lr: 0.150000 | |
| 2021-03-31 22:34:16,734 epoch 28 - iter 48/64 - loss 0.78251816 - samples/sec: 130.82 - lr: 0.150000 | |
| 2021-03-31 22:34:18,760 epoch 28 - iter 54/64 - loss 0.80132790 - samples/sec: 142.23 - lr: 0.150000 | |
| 2021-03-31 22:34:20,918 epoch 28 - iter 60/64 - loss 0.79312477 - samples/sec: 133.51 - lr: 0.150000 | |
| 2021-03-31 22:34:22,024 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:34:22,025 EPOCH 28 done: loss 0.7813 - lr 0.1500000 | |
| 2021-03-31 22:34:23,221 DEV : loss 2.1735875606536865 - score 0.8704 | |
| 2021-03-31 22:34:23,257 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:34:23,257 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:34:25,366 epoch 29 - iter 6/64 - loss 0.63198020 - samples/sec: 136.68 - lr: 0.150000 | |
| 2021-03-31 22:34:28,011 epoch 29 - iter 12/64 - loss 0.67208815 - samples/sec: 108.93 - lr: 0.150000 | |
| 2021-03-31 22:34:29,970 epoch 29 - iter 18/64 - loss 0.67781250 - samples/sec: 147.09 - lr: 0.150000 | |
| 2021-03-31 22:34:32,030 epoch 29 - iter 24/64 - loss 0.66332519 - samples/sec: 139.83 - lr: 0.150000 | |
| 2021-03-31 22:34:34,217 epoch 29 - iter 30/64 - loss 0.65887553 - samples/sec: 131.77 - lr: 0.150000 | |
| 2021-03-31 22:34:36,513 epoch 29 - iter 36/64 - loss 0.69375664 - samples/sec: 125.48 - lr: 0.150000 | |
| 2021-03-31 22:34:38,473 epoch 29 - iter 42/64 - loss 0.69694616 - samples/sec: 147.06 - lr: 0.150000 | |
| 2021-03-31 22:34:40,781 epoch 29 - iter 48/64 - loss 0.69027090 - samples/sec: 124.84 - lr: 0.150000 | |
| 2021-03-31 22:34:42,765 epoch 29 - iter 54/64 - loss 0.68833490 - samples/sec: 145.31 - lr: 0.150000 | |
| 2021-03-31 22:34:44,655 epoch 29 - iter 60/64 - loss 0.67562048 - samples/sec: 152.44 - lr: 0.150000 | |
| 2021-03-31 22:34:45,686 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:34:45,686 EPOCH 29 done: loss 0.7485 - lr 0.1500000 | |
| 2021-03-31 22:34:47,482 DEV : loss 2.2071945667266846 - score 0.8672 | |
| 2021-03-31 22:34:47,519 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:34:47,519 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:34:49,548 epoch 30 - iter 6/64 - loss 0.71900170 - samples/sec: 142.05 - lr: 0.150000 | |
| 2021-03-31 22:34:51,591 epoch 30 - iter 12/64 - loss 0.72102260 - samples/sec: 141.02 - lr: 0.150000 | |
| 2021-03-31 22:34:53,731 epoch 30 - iter 18/64 - loss 0.71022655 - samples/sec: 134.63 - lr: 0.150000 | |
| 2021-03-31 22:34:55,668 epoch 30 - iter 24/64 - loss 0.72439027 - samples/sec: 148.72 - lr: 0.150000 | |
| 2021-03-31 22:34:57,558 epoch 30 - iter 30/64 - loss 0.71902813 - samples/sec: 152.46 - lr: 0.150000 | |
| 2021-03-31 22:34:59,741 epoch 30 - iter 36/64 - loss 0.68721006 - samples/sec: 131.98 - lr: 0.150000 | |
| 2021-03-31 22:35:01,866 epoch 30 - iter 42/64 - loss 0.70236643 - samples/sec: 135.62 - lr: 0.150000 | |
| 2021-03-31 22:35:03,734 epoch 30 - iter 48/64 - loss 0.71020228 - samples/sec: 154.26 - lr: 0.150000 | |
| 2021-03-31 22:35:05,843 epoch 30 - iter 54/64 - loss 0.71092203 - samples/sec: 136.61 - lr: 0.150000 | |
| 2021-03-31 22:35:08,515 epoch 30 - iter 60/64 - loss 0.71267464 - samples/sec: 107.84 - lr: 0.150000 | |
| 2021-03-31 22:35:09,845 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:35:09,845 EPOCH 30 done: loss 0.7277 - lr 0.1500000 | |
| 2021-03-31 22:35:11,253 DEV : loss 2.2505757808685303 - score 0.8711 | |
| 2021-03-31 22:35:11,299 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:35:17,047 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:35:19,305 epoch 31 - iter 6/64 - loss 0.64136918 - samples/sec: 127.60 - lr: 0.150000 | |
| 2021-03-31 22:35:21,550 epoch 31 - iter 12/64 - loss 0.60477449 - samples/sec: 128.34 - lr: 0.150000 | |
| 2021-03-31 22:35:23,989 epoch 31 - iter 18/64 - loss 0.67989474 - samples/sec: 118.11 - lr: 0.150000 | |
| 2021-03-31 22:35:26,742 epoch 31 - iter 24/64 - loss 0.67507558 - samples/sec: 104.68 - lr: 0.150000 | |
| 2021-03-31 22:35:29,054 epoch 31 - iter 30/64 - loss 0.69664833 - samples/sec: 124.61 - lr: 0.150000 | |
| 2021-03-31 22:35:31,241 epoch 31 - iter 36/64 - loss 0.68158216 - samples/sec: 131.74 - lr: 0.150000 | |
| 2021-03-31 22:35:33,421 epoch 31 - iter 42/64 - loss 0.70072992 - samples/sec: 132.17 - lr: 0.150000 | |
| 2021-03-31 22:35:35,465 epoch 31 - iter 48/64 - loss 0.68351732 - samples/sec: 140.97 - lr: 0.150000 | |
| 2021-03-31 22:35:37,356 epoch 31 - iter 54/64 - loss 0.67240027 - samples/sec: 152.44 - lr: 0.150000 | |
| 2021-03-31 22:35:39,992 epoch 31 - iter 60/64 - loss 0.67695970 - samples/sec: 109.30 - lr: 0.150000 | |
| 2021-03-31 22:35:41,073 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:35:41,074 EPOCH 31 done: loss 0.6819 - lr 0.1500000 | |
| 2021-03-31 22:35:42,490 DEV : loss 2.1375606060028076 - score 0.8695 | |
| 2021-03-31 22:35:42,535 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:35:42,535 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:35:44,910 epoch 32 - iter 6/64 - loss 0.62489534 - samples/sec: 121.30 - lr: 0.150000 | |
| 2021-03-31 22:35:47,521 epoch 32 - iter 12/64 - loss 0.59158643 - samples/sec: 110.39 - lr: 0.150000 | |
| 2021-03-31 22:35:49,763 epoch 32 - iter 18/64 - loss 0.58658289 - samples/sec: 128.49 - lr: 0.150000 | |
| 2021-03-31 22:35:52,490 epoch 32 - iter 24/64 - loss 0.60481376 - samples/sec: 105.65 - lr: 0.150000 | |
| 2021-03-31 22:35:54,737 epoch 32 - iter 30/64 - loss 0.62176710 - samples/sec: 128.20 - lr: 0.150000 | |
| 2021-03-31 22:35:57,009 epoch 32 - iter 36/64 - loss 0.63910210 - samples/sec: 126.80 - lr: 0.150000 | |
| 2021-03-31 22:35:59,216 epoch 32 - iter 42/64 - loss 0.63435896 - samples/sec: 130.59 - lr: 0.150000 | |
| 2021-03-31 22:36:01,449 epoch 32 - iter 48/64 - loss 0.64315933 - samples/sec: 128.99 - lr: 0.150000 | |
| 2021-03-31 22:36:03,676 epoch 32 - iter 54/64 - loss 0.64835939 - samples/sec: 129.39 - lr: 0.150000 | |
| 2021-03-31 22:36:05,810 epoch 32 - iter 60/64 - loss 0.65135715 - samples/sec: 135.00 - lr: 0.150000 | |
| 2021-03-31 22:36:07,089 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:36:07,089 EPOCH 32 done: loss 0.6471 - lr 0.1500000 | |
| 2021-03-31 22:36:08,523 DEV : loss 2.1708431243896484 - score 0.8642 | |
| 2021-03-31 22:36:08,574 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:36:08,574 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:36:10,552 epoch 33 - iter 6/64 - loss 0.65642238 - samples/sec: 145.67 - lr: 0.150000 | |
| 2021-03-31 22:36:13,309 epoch 33 - iter 12/64 - loss 0.63811057 - samples/sec: 104.50 - lr: 0.150000 | |
| 2021-03-31 22:36:15,508 epoch 33 - iter 18/64 - loss 0.61922308 - samples/sec: 131.06 - lr: 0.150000 | |
| 2021-03-31 22:36:17,599 epoch 33 - iter 24/64 - loss 0.61598070 - samples/sec: 137.80 - lr: 0.150000 | |
| 2021-03-31 22:36:19,761 epoch 33 - iter 30/64 - loss 0.63861194 - samples/sec: 133.32 - lr: 0.150000 | |
| 2021-03-31 22:36:21,559 epoch 33 - iter 36/64 - loss 0.65171877 - samples/sec: 160.20 - lr: 0.150000 | |
| 2021-03-31 22:36:23,668 epoch 33 - iter 42/64 - loss 0.65879716 - samples/sec: 136.68 - lr: 0.150000 | |
| 2021-03-31 22:36:25,636 epoch 33 - iter 48/64 - loss 0.65611752 - samples/sec: 146.40 - lr: 0.150000 | |
| 2021-03-31 22:36:27,594 epoch 33 - iter 54/64 - loss 0.64709587 - samples/sec: 147.20 - lr: 0.150000 | |
| 2021-03-31 22:36:29,499 epoch 33 - iter 60/64 - loss 0.64540237 - samples/sec: 151.28 - lr: 0.150000 | |
| 2021-03-31 22:36:30,672 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:36:30,672 EPOCH 33 done: loss 0.6390 - lr 0.1500000 | |
| 2021-03-31 22:36:31,855 DEV : loss 2.225886583328247 - score 0.8767 | |
| 2021-03-31 22:36:31,892 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:36:37,760 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:36:39,915 epoch 34 - iter 6/64 - loss 0.67412825 - samples/sec: 133.76 - lr: 0.150000 | |
| 2021-03-31 22:36:41,805 epoch 34 - iter 12/64 - loss 0.60213045 - samples/sec: 152.38 - lr: 0.150000 | |
| 2021-03-31 22:36:44,107 epoch 34 - iter 18/64 - loss 0.65138228 - samples/sec: 125.15 - lr: 0.150000 | |
| 2021-03-31 22:36:46,060 epoch 34 - iter 24/64 - loss 0.65336742 - samples/sec: 147.56 - lr: 0.150000 | |
| 2021-03-31 22:36:47,915 epoch 34 - iter 30/64 - loss 0.63560478 - samples/sec: 155.37 - lr: 0.150000 | |
| 2021-03-31 22:36:50,191 epoch 34 - iter 36/64 - loss 0.64018395 - samples/sec: 126.57 - lr: 0.150000 | |
| 2021-03-31 22:36:52,144 epoch 34 - iter 42/64 - loss 0.62966015 - samples/sec: 147.50 - lr: 0.150000 | |
| 2021-03-31 22:36:54,547 epoch 34 - iter 48/64 - loss 0.64107734 - samples/sec: 119.91 - lr: 0.150000 | |
| 2021-03-31 22:36:56,650 epoch 34 - iter 54/64 - loss 0.63250626 - samples/sec: 137.01 - lr: 0.150000 | |
| 2021-03-31 22:36:58,640 epoch 34 - iter 60/64 - loss 0.63836182 - samples/sec: 144.81 - lr: 0.150000 | |
| 2021-03-31 22:36:59,628 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:36:59,629 EPOCH 34 done: loss 0.6304 - lr 0.1500000 | |
| 2021-03-31 22:37:01,399 DEV : loss 2.291550397872925 - score 0.8689 | |
| 2021-03-31 22:37:01,435 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:37:01,435 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:37:03,580 epoch 35 - iter 6/64 - loss 0.79503785 - samples/sec: 134.32 - lr: 0.150000 | |
| 2021-03-31 22:37:05,868 epoch 35 - iter 12/64 - loss 0.83239645 - samples/sec: 125.98 - lr: 0.150000 | |
| 2021-03-31 22:37:07,918 epoch 35 - iter 18/64 - loss 0.76819982 - samples/sec: 140.53 - lr: 0.150000 | |
| 2021-03-31 22:37:09,854 epoch 35 - iter 24/64 - loss 0.71587259 - samples/sec: 148.89 - lr: 0.150000 | |
| 2021-03-31 22:37:11,831 epoch 35 - iter 30/64 - loss 0.70796461 - samples/sec: 145.70 - lr: 0.150000 | |
| 2021-03-31 22:37:13,714 epoch 35 - iter 36/64 - loss 0.70228453 - samples/sec: 153.04 - lr: 0.150000 | |
| 2021-03-31 22:37:16,215 epoch 35 - iter 42/64 - loss 0.68454357 - samples/sec: 115.19 - lr: 0.150000 | |
| 2021-03-31 22:37:18,204 epoch 35 - iter 48/64 - loss 0.68059023 - samples/sec: 144.89 - lr: 0.150000 | |
| 2021-03-31 22:37:20,194 epoch 35 - iter 54/64 - loss 0.67799261 - samples/sec: 144.80 - lr: 0.150000 | |
| 2021-03-31 22:37:22,553 epoch 35 - iter 60/64 - loss 0.67863920 - samples/sec: 122.17 - lr: 0.150000 | |
| 2021-03-31 22:37:23,629 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:37:23,629 EPOCH 35 done: loss 0.6683 - lr 0.1500000 | |
| 2021-03-31 22:37:24,799 DEV : loss 2.2020788192749023 - score 0.8806 | |
| 2021-03-31 22:37:24,836 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:37:30,691 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:37:33,018 epoch 36 - iter 6/64 - loss 0.64934400 - samples/sec: 123.86 - lr: 0.150000 | |
| 2021-03-31 22:37:35,444 epoch 36 - iter 12/64 - loss 0.67122062 - samples/sec: 118.73 - lr: 0.150000 | |
| 2021-03-31 22:37:37,409 epoch 36 - iter 18/64 - loss 0.64465702 - samples/sec: 146.69 - lr: 0.150000 | |
| 2021-03-31 22:37:39,562 epoch 36 - iter 24/64 - loss 0.60915086 - samples/sec: 133.85 - lr: 0.150000 | |
| 2021-03-31 22:37:41,653 epoch 36 - iter 30/64 - loss 0.60414282 - samples/sec: 137.76 - lr: 0.150000 | |
| 2021-03-31 22:37:43,738 epoch 36 - iter 36/64 - loss 0.58523286 - samples/sec: 138.20 - lr: 0.150000 | |
| 2021-03-31 22:37:45,722 epoch 36 - iter 42/64 - loss 0.58361555 - samples/sec: 145.21 - lr: 0.150000 | |
| 2021-03-31 22:37:47,688 epoch 36 - iter 48/64 - loss 0.57937944 - samples/sec: 146.55 - lr: 0.150000 | |
| 2021-03-31 22:37:49,727 epoch 36 - iter 54/64 - loss 0.59468129 - samples/sec: 141.34 - lr: 0.150000 | |
| 2021-03-31 22:37:51,708 epoch 36 - iter 60/64 - loss 0.59914896 - samples/sec: 145.46 - lr: 0.150000 | |
| 2021-03-31 22:37:52,801 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:37:52,802 EPOCH 36 done: loss 0.5995 - lr 0.1500000 | |
| 2021-03-31 22:37:53,969 DEV : loss 2.289341449737549 - score 0.878 | |
| 2021-03-31 22:37:54,005 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:37:54,006 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:37:55,855 epoch 37 - iter 6/64 - loss 0.52514352 - samples/sec: 155.80 - lr: 0.150000 | |
| 2021-03-31 22:37:58,096 epoch 37 - iter 12/64 - loss 0.57808796 - samples/sec: 128.57 - lr: 0.150000 | |
| 2021-03-31 22:38:00,076 epoch 37 - iter 18/64 - loss 0.59432862 - samples/sec: 145.54 - lr: 0.150000 | |
| 2021-03-31 22:38:02,486 epoch 37 - iter 24/64 - loss 0.63799636 - samples/sec: 119.57 - lr: 0.150000 | |
| 2021-03-31 22:38:04,289 epoch 37 - iter 30/64 - loss 0.64326154 - samples/sec: 159.84 - lr: 0.150000 | |
| 2021-03-31 22:38:06,407 epoch 37 - iter 36/64 - loss 0.65422530 - samples/sec: 136.02 - lr: 0.150000 | |
| 2021-03-31 22:38:08,565 epoch 37 - iter 42/64 - loss 0.64521030 - samples/sec: 133.49 - lr: 0.150000 | |
| 2021-03-31 22:38:10,815 epoch 37 - iter 48/64 - loss 0.63760701 - samples/sec: 128.08 - lr: 0.150000 | |
| 2021-03-31 22:38:12,903 epoch 37 - iter 54/64 - loss 0.63921341 - samples/sec: 137.99 - lr: 0.150000 | |
| 2021-03-31 22:38:15,059 epoch 37 - iter 60/64 - loss 0.63955642 - samples/sec: 133.67 - lr: 0.150000 | |
| 2021-03-31 22:38:16,141 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:38:16,141 EPOCH 37 done: loss 0.6231 - lr 0.1500000 | |
| 2021-03-31 22:38:17,315 DEV : loss 2.224529981613159 - score 0.8752 | |
| 2021-03-31 22:38:17,351 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:38:17,352 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:38:19,327 epoch 38 - iter 6/64 - loss 0.71439806 - samples/sec: 145.85 - lr: 0.150000 | |
| 2021-03-31 22:38:21,669 epoch 38 - iter 12/64 - loss 0.62199753 - samples/sec: 123.04 - lr: 0.150000 | |
| 2021-03-31 22:38:23,459 epoch 38 - iter 18/64 - loss 0.62784105 - samples/sec: 160.99 - lr: 0.150000 | |
| 2021-03-31 22:38:25,647 epoch 38 - iter 24/64 - loss 0.64289651 - samples/sec: 131.64 - lr: 0.150000 | |
| 2021-03-31 22:38:27,954 epoch 38 - iter 30/64 - loss 0.63362727 - samples/sec: 124.90 - lr: 0.150000 | |
| 2021-03-31 22:38:30,187 epoch 38 - iter 36/64 - loss 0.63203646 - samples/sec: 129.02 - lr: 0.150000 | |
| 2021-03-31 22:38:32,302 epoch 38 - iter 42/64 - loss 0.62942950 - samples/sec: 136.28 - lr: 0.150000 | |
| 2021-03-31 22:38:34,638 epoch 38 - iter 48/64 - loss 0.62946812 - samples/sec: 123.32 - lr: 0.150000 | |
| 2021-03-31 22:38:36,720 epoch 38 - iter 54/64 - loss 0.61090305 - samples/sec: 138.42 - lr: 0.150000 | |
| 2021-03-31 22:38:38,656 epoch 38 - iter 60/64 - loss 0.61272930 - samples/sec: 148.82 - lr: 0.150000 | |
| 2021-03-31 22:38:39,810 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:38:39,810 EPOCH 38 done: loss 0.6067 - lr 0.1500000 | |
| 2021-03-31 22:38:40,985 DEV : loss 2.509596347808838 - score 0.8767 | |
| 2021-03-31 22:38:41,021 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:38:41,021 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:38:43,045 epoch 39 - iter 6/64 - loss 0.59616063 - samples/sec: 142.40 - lr: 0.150000 | |
| 2021-03-31 22:38:45,140 epoch 39 - iter 12/64 - loss 0.61310073 - samples/sec: 137.49 - lr: 0.150000 | |
| 2021-03-31 22:38:47,002 epoch 39 - iter 18/64 - loss 0.56443258 - samples/sec: 154.80 - lr: 0.150000 | |
| 2021-03-31 22:38:48,868 epoch 39 - iter 24/64 - loss 0.54031722 - samples/sec: 154.36 - lr: 0.150000 | |
| 2021-03-31 22:38:50,975 epoch 39 - iter 30/64 - loss 0.54860095 - samples/sec: 136.79 - lr: 0.150000 | |
| 2021-03-31 22:38:53,110 epoch 39 - iter 36/64 - loss 0.54647787 - samples/sec: 134.90 - lr: 0.150000 | |
| 2021-03-31 22:38:55,622 epoch 39 - iter 42/64 - loss 0.56359232 - samples/sec: 114.70 - lr: 0.150000 | |
| 2021-03-31 22:38:57,782 epoch 39 - iter 48/64 - loss 0.56023980 - samples/sec: 133.41 - lr: 0.150000 | |
| 2021-03-31 22:38:59,798 epoch 39 - iter 54/64 - loss 0.55507615 - samples/sec: 142.95 - lr: 0.150000 | |
| 2021-03-31 22:39:01,845 epoch 39 - iter 60/64 - loss 0.56493787 - samples/sec: 140.78 - lr: 0.150000 | |
| 2021-03-31 22:39:02,915 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:39:02,915 EPOCH 39 done: loss 0.5842 - lr 0.1500000 | |
| 2021-03-31 22:39:04,728 DEV : loss 2.2750895023345947 - score 0.8736 | |
| 2021-03-31 22:39:04,764 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:39:04,765 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:39:06,693 epoch 40 - iter 6/64 - loss 0.61694558 - samples/sec: 149.42 - lr: 0.075000 | |
| 2021-03-31 22:39:09,111 epoch 40 - iter 12/64 - loss 0.59454909 - samples/sec: 119.18 - lr: 0.075000 | |
| 2021-03-31 22:39:11,092 epoch 40 - iter 18/64 - loss 0.57723259 - samples/sec: 145.47 - lr: 0.075000 | |
| 2021-03-31 22:39:12,986 epoch 40 - iter 24/64 - loss 0.54831459 - samples/sec: 152.13 - lr: 0.075000 | |
| 2021-03-31 22:39:15,170 epoch 40 - iter 30/64 - loss 0.57109541 - samples/sec: 131.90 - lr: 0.075000 | |
| 2021-03-31 22:39:17,064 epoch 40 - iter 36/64 - loss 0.56544233 - samples/sec: 152.18 - lr: 0.075000 | |
| 2021-03-31 22:39:19,083 epoch 40 - iter 42/64 - loss 0.56655647 - samples/sec: 142.67 - lr: 0.075000 | |
| 2021-03-31 22:39:21,704 epoch 40 - iter 48/64 - loss 0.56405630 - samples/sec: 109.91 - lr: 0.075000 | |
| 2021-03-31 22:39:23,565 epoch 40 - iter 54/64 - loss 0.55772562 - samples/sec: 154.90 - lr: 0.075000 | |
| 2021-03-31 22:39:25,706 epoch 40 - iter 60/64 - loss 0.54999783 - samples/sec: 134.56 - lr: 0.075000 | |
| 2021-03-31 22:39:26,732 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:39:26,732 EPOCH 40 done: loss 0.5427 - lr 0.0750000 | |
| 2021-03-31 22:39:27,906 DEV : loss 2.2930290699005127 - score 0.8776 | |
| 2021-03-31 22:39:27,942 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:39:27,943 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:39:30,094 epoch 41 - iter 6/64 - loss 0.49519052 - samples/sec: 133.94 - lr: 0.075000 | |
| 2021-03-31 22:39:32,155 epoch 41 - iter 12/64 - loss 0.51091164 - samples/sec: 139.80 - lr: 0.075000 | |
| 2021-03-31 22:39:34,017 epoch 41 - iter 18/64 - loss 0.55965829 - samples/sec: 154.71 - lr: 0.075000 | |
| 2021-03-31 22:39:35,888 epoch 41 - iter 24/64 - loss 0.55446902 - samples/sec: 154.01 - lr: 0.075000 | |
| 2021-03-31 22:39:38,651 epoch 41 - iter 30/64 - loss 0.55032905 - samples/sec: 104.31 - lr: 0.075000 | |
| 2021-03-31 22:39:40,644 epoch 41 - iter 36/64 - loss 0.54701399 - samples/sec: 144.57 - lr: 0.075000 | |
| 2021-03-31 22:39:42,667 epoch 41 - iter 42/64 - loss 0.54110214 - samples/sec: 142.46 - lr: 0.075000 | |
| 2021-03-31 22:39:44,885 epoch 41 - iter 48/64 - loss 0.53414778 - samples/sec: 129.88 - lr: 0.075000 | |
| 2021-03-31 22:39:47,076 epoch 41 - iter 54/64 - loss 0.54850866 - samples/sec: 131.49 - lr: 0.075000 | |
| 2021-03-31 22:39:49,337 epoch 41 - iter 60/64 - loss 0.54404022 - samples/sec: 127.43 - lr: 0.075000 | |
| 2021-03-31 22:39:50,566 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:39:50,566 EPOCH 41 done: loss 0.5555 - lr 0.0750000 | |
| 2021-03-31 22:39:51,987 DEV : loss 2.247403860092163 - score 0.8796 | |
| 2021-03-31 22:39:52,031 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:39:52,031 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:39:54,106 epoch 42 - iter 6/64 - loss 0.49921212 - samples/sec: 138.85 - lr: 0.075000 | |
| 2021-03-31 22:39:56,196 epoch 42 - iter 12/64 - loss 0.49075366 - samples/sec: 137.89 - lr: 0.075000 | |
| 2021-03-31 22:39:58,618 epoch 42 - iter 18/64 - loss 0.52032840 - samples/sec: 118.95 - lr: 0.075000 | |
| 2021-03-31 22:40:00,866 epoch 42 - iter 24/64 - loss 0.51214976 - samples/sec: 128.19 - lr: 0.075000 | |
| 2021-03-31 22:40:02,851 epoch 42 - iter 30/64 - loss 0.52240737 - samples/sec: 145.11 - lr: 0.075000 | |
| 2021-03-31 22:40:05,002 epoch 42 - iter 36/64 - loss 0.52190679 - samples/sec: 133.97 - lr: 0.075000 | |
| 2021-03-31 22:40:07,412 epoch 42 - iter 42/64 - loss 0.51956150 - samples/sec: 119.52 - lr: 0.075000 | |
| 2021-03-31 22:40:09,423 epoch 42 - iter 48/64 - loss 0.50878141 - samples/sec: 143.35 - lr: 0.075000 | |
| 2021-03-31 22:40:11,458 epoch 42 - iter 54/64 - loss 0.49885739 - samples/sec: 141.57 - lr: 0.075000 | |
| 2021-03-31 22:40:13,548 epoch 42 - iter 60/64 - loss 0.49915080 - samples/sec: 137.84 - lr: 0.075000 | |
| 2021-03-31 22:40:14,574 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:40:14,574 EPOCH 42 done: loss 0.4945 - lr 0.0750000 | |
| 2021-03-31 22:40:15,752 DEV : loss 2.3375790119171143 - score 0.8723 | |
| 2021-03-31 22:40:15,789 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:40:15,789 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:40:18,077 epoch 43 - iter 6/64 - loss 0.69959960 - samples/sec: 125.90 - lr: 0.075000 | |
| 2021-03-31 22:40:20,054 epoch 43 - iter 12/64 - loss 0.57599537 - samples/sec: 145.77 - lr: 0.075000 | |
| 2021-03-31 22:40:22,033 epoch 43 - iter 18/64 - loss 0.55274262 - samples/sec: 145.64 - lr: 0.075000 | |
| 2021-03-31 22:40:24,199 epoch 43 - iter 24/64 - loss 0.52818423 - samples/sec: 133.02 - lr: 0.075000 | |
| 2021-03-31 22:40:25,948 epoch 43 - iter 30/64 - loss 0.51666927 - samples/sec: 164.71 - lr: 0.075000 | |
| 2021-03-31 22:40:27,925 epoch 43 - iter 36/64 - loss 0.51966829 - samples/sec: 145.75 - lr: 0.075000 | |
| 2021-03-31 22:40:30,488 epoch 43 - iter 42/64 - loss 0.53440726 - samples/sec: 112.39 - lr: 0.075000 | |
| 2021-03-31 22:40:32,499 epoch 43 - iter 48/64 - loss 0.52938090 - samples/sec: 143.27 - lr: 0.075000 | |
| 2021-03-31 22:40:34,492 epoch 43 - iter 54/64 - loss 0.51826771 - samples/sec: 144.61 - lr: 0.075000 | |
| 2021-03-31 22:40:36,506 epoch 43 - iter 60/64 - loss 0.51094369 - samples/sec: 143.08 - lr: 0.075000 | |
| 2021-03-31 22:40:37,811 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:40:37,811 EPOCH 43 done: loss 0.5016 - lr 0.0750000 | |
| 2021-03-31 22:40:38,991 DEV : loss 2.2947566509246826 - score 0.8815 | |
| 2021-03-31 22:40:39,027 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:40:44,897 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:40:46,944 epoch 44 - iter 6/64 - loss 0.53791521 - samples/sec: 140.82 - lr: 0.075000 | |
| 2021-03-31 22:40:49,076 epoch 44 - iter 12/64 - loss 0.48721922 - samples/sec: 135.14 - lr: 0.075000 | |
| 2021-03-31 22:40:51,189 epoch 44 - iter 18/64 - loss 0.49236849 - samples/sec: 136.35 - lr: 0.075000 | |
| 2021-03-31 22:40:53,085 epoch 44 - iter 24/64 - loss 0.49676082 - samples/sec: 151.98 - lr: 0.075000 | |
| 2021-03-31 22:40:55,533 epoch 44 - iter 30/64 - loss 0.50435334 - samples/sec: 117.69 - lr: 0.075000 | |
| 2021-03-31 22:40:57,749 epoch 44 - iter 36/64 - loss 0.50842929 - samples/sec: 130.04 - lr: 0.075000 | |
| 2021-03-31 22:40:59,790 epoch 44 - iter 42/64 - loss 0.49808972 - samples/sec: 141.19 - lr: 0.075000 | |
| 2021-03-31 22:41:02,112 epoch 44 - iter 48/64 - loss 0.49899057 - samples/sec: 124.09 - lr: 0.075000 | |
| 2021-03-31 22:41:03,999 epoch 44 - iter 54/64 - loss 0.50553470 - samples/sec: 152.71 - lr: 0.075000 | |
| 2021-03-31 22:41:06,097 epoch 44 - iter 60/64 - loss 0.50169374 - samples/sec: 137.35 - lr: 0.075000 | |
| 2021-03-31 22:41:07,038 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:41:07,038 EPOCH 44 done: loss 0.4883 - lr 0.0750000 | |
| 2021-03-31 22:41:08,217 DEV : loss 2.3227221965789795 - score 0.8798 | |
| 2021-03-31 22:41:08,253 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:41:08,254 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:41:10,749 epoch 45 - iter 6/64 - loss 0.43446469 - samples/sec: 115.46 - lr: 0.075000 | |
| 2021-03-31 22:41:13,368 epoch 45 - iter 12/64 - loss 0.49507591 - samples/sec: 110.01 - lr: 0.075000 | |
| 2021-03-31 22:41:15,425 epoch 45 - iter 18/64 - loss 0.49408686 - samples/sec: 140.09 - lr: 0.075000 | |
| 2021-03-31 22:41:17,612 epoch 45 - iter 24/64 - loss 0.51088402 - samples/sec: 131.75 - lr: 0.075000 | |
| 2021-03-31 22:41:19,580 epoch 45 - iter 30/64 - loss 0.50077398 - samples/sec: 146.37 - lr: 0.075000 | |
| 2021-03-31 22:41:21,671 epoch 45 - iter 36/64 - loss 0.48615980 - samples/sec: 137.80 - lr: 0.075000 | |
| 2021-03-31 22:41:23,923 epoch 45 - iter 42/64 - loss 0.50026250 - samples/sec: 127.95 - lr: 0.075000 | |
| 2021-03-31 22:41:25,779 epoch 45 - iter 48/64 - loss 0.49316343 - samples/sec: 155.29 - lr: 0.075000 | |
| 2021-03-31 22:41:27,912 epoch 45 - iter 54/64 - loss 0.49022226 - samples/sec: 135.13 - lr: 0.075000 | |
| 2021-03-31 22:41:29,943 epoch 45 - iter 60/64 - loss 0.48740392 - samples/sec: 141.82 - lr: 0.075000 | |
| 2021-03-31 22:41:30,899 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:41:30,899 EPOCH 45 done: loss 0.4781 - lr 0.0750000 | |
| 2021-03-31 22:41:32,080 DEV : loss 2.2496578693389893 - score 0.8818 | |
| 2021-03-31 22:41:32,117 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:41:37,809 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:41:39,993 epoch 46 - iter 6/64 - loss 0.52478156 - samples/sec: 131.97 - lr: 0.075000 | |
| 2021-03-31 22:41:42,349 epoch 46 - iter 12/64 - loss 0.53066451 - samples/sec: 122.30 - lr: 0.075000 | |
| 2021-03-31 22:41:44,671 epoch 46 - iter 18/64 - loss 0.52238516 - samples/sec: 124.09 - lr: 0.075000 | |
| 2021-03-31 22:41:46,806 epoch 46 - iter 24/64 - loss 0.51833109 - samples/sec: 134.97 - lr: 0.075000 | |
| 2021-03-31 22:41:49,435 epoch 46 - iter 30/64 - loss 0.49318259 - samples/sec: 109.61 - lr: 0.075000 | |
| 2021-03-31 22:41:51,768 epoch 46 - iter 36/64 - loss 0.50668209 - samples/sec: 123.50 - lr: 0.075000 | |
| 2021-03-31 22:41:53,965 epoch 46 - iter 42/64 - loss 0.49401460 - samples/sec: 131.15 - lr: 0.075000 | |
| 2021-03-31 22:41:56,133 epoch 46 - iter 48/64 - loss 0.48624149 - samples/sec: 132.90 - lr: 0.075000 | |
| 2021-03-31 22:41:58,542 epoch 46 - iter 54/64 - loss 0.49153130 - samples/sec: 119.56 - lr: 0.075000 | |
| 2021-03-31 22:42:00,637 epoch 46 - iter 60/64 - loss 0.49671365 - samples/sec: 137.55 - lr: 0.075000 | |
| 2021-03-31 22:42:01,546 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:42:01,546 EPOCH 46 done: loss 0.4983 - lr 0.0750000 | |
| 2021-03-31 22:42:02,722 DEV : loss 2.284778356552124 - score 0.8861 | |
| 2021-03-31 22:42:02,759 BAD EPOCHS (no improvement): 0 | |
| 2021-03-31 22:42:08,413 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:42:10,559 epoch 47 - iter 6/64 - loss 0.48471132 - samples/sec: 134.23 - lr: 0.075000 | |
| 2021-03-31 22:42:12,857 epoch 47 - iter 12/64 - loss 0.47408394 - samples/sec: 125.38 - lr: 0.075000 | |
| 2021-03-31 22:42:14,933 epoch 47 - iter 18/64 - loss 0.42977651 - samples/sec: 138.78 - lr: 0.075000 | |
| 2021-03-31 22:42:16,931 epoch 47 - iter 24/64 - loss 0.44011386 - samples/sec: 144.21 - lr: 0.075000 | |
| 2021-03-31 22:42:19,038 epoch 47 - iter 30/64 - loss 0.44270633 - samples/sec: 136.82 - lr: 0.075000 | |
| 2021-03-31 22:42:21,074 epoch 47 - iter 36/64 - loss 0.44837178 - samples/sec: 141.47 - lr: 0.075000 | |
| 2021-03-31 22:42:23,406 epoch 47 - iter 42/64 - loss 0.45818063 - samples/sec: 123.58 - lr: 0.075000 | |
| 2021-03-31 22:42:25,542 epoch 47 - iter 48/64 - loss 0.46862261 - samples/sec: 134.90 - lr: 0.075000 | |
| 2021-03-31 22:42:27,336 epoch 47 - iter 54/64 - loss 0.47806854 - samples/sec: 160.60 - lr: 0.075000 | |
| 2021-03-31 22:42:29,406 epoch 47 - iter 60/64 - loss 0.47303581 - samples/sec: 139.19 - lr: 0.075000 | |
| 2021-03-31 22:42:30,672 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:42:30,673 EPOCH 47 done: loss 0.4873 - lr 0.0750000 | |
| 2021-03-31 22:42:31,849 DEV : loss 2.348423957824707 - score 0.8821 | |
| 2021-03-31 22:42:31,886 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:42:31,886 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:42:34,379 epoch 48 - iter 6/64 - loss 0.52466996 - samples/sec: 115.59 - lr: 0.075000 | |
| 2021-03-31 22:42:36,536 epoch 48 - iter 12/64 - loss 0.54667012 - samples/sec: 133.59 - lr: 0.075000 | |
| 2021-03-31 22:42:38,296 epoch 48 - iter 18/64 - loss 0.50678089 - samples/sec: 163.71 - lr: 0.075000 | |
| 2021-03-31 22:42:40,403 epoch 48 - iter 24/64 - loss 0.49969738 - samples/sec: 136.77 - lr: 0.075000 | |
| 2021-03-31 22:42:42,367 epoch 48 - iter 30/64 - loss 0.49221947 - samples/sec: 146.65 - lr: 0.075000 | |
| 2021-03-31 22:42:44,291 epoch 48 - iter 36/64 - loss 0.47734566 - samples/sec: 149.77 - lr: 0.075000 | |
| 2021-03-31 22:42:46,235 epoch 48 - iter 42/64 - loss 0.47394436 - samples/sec: 148.28 - lr: 0.075000 | |
| 2021-03-31 22:42:48,234 epoch 48 - iter 48/64 - loss 0.46768122 - samples/sec: 144.10 - lr: 0.075000 | |
| 2021-03-31 22:42:50,221 epoch 48 - iter 54/64 - loss 0.45992766 - samples/sec: 145.03 - lr: 0.075000 | |
| 2021-03-31 22:42:52,725 epoch 48 - iter 60/64 - loss 0.47452579 - samples/sec: 115.06 - lr: 0.075000 | |
| 2021-03-31 22:42:53,813 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:42:53,813 EPOCH 48 done: loss 0.4741 - lr 0.0750000 | |
| 2021-03-31 22:42:54,997 DEV : loss 2.2794902324676514 - score 0.8804 | |
| 2021-03-31 22:42:55,033 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:42:55,033 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:42:56,827 epoch 49 - iter 6/64 - loss 0.51505256 - samples/sec: 160.67 - lr: 0.075000 | |
| 2021-03-31 22:42:58,777 epoch 49 - iter 12/64 - loss 0.43580694 - samples/sec: 147.74 - lr: 0.075000 | |
| 2021-03-31 22:43:00,660 epoch 49 - iter 18/64 - loss 0.44370411 - samples/sec: 153.07 - lr: 0.075000 | |
| 2021-03-31 22:43:03,147 epoch 49 - iter 24/64 - loss 0.45406732 - samples/sec: 115.83 - lr: 0.075000 | |
| 2021-03-31 22:43:05,060 epoch 49 - iter 30/64 - loss 0.44077906 - samples/sec: 150.65 - lr: 0.075000 | |
| 2021-03-31 22:43:07,323 epoch 49 - iter 36/64 - loss 0.45694272 - samples/sec: 127.27 - lr: 0.075000 | |
| 2021-03-31 22:43:09,487 epoch 49 - iter 42/64 - loss 0.47279123 - samples/sec: 133.18 - lr: 0.075000 | |
| 2021-03-31 22:43:11,615 epoch 49 - iter 48/64 - loss 0.45231525 - samples/sec: 135.38 - lr: 0.075000 | |
| 2021-03-31 22:43:13,710 epoch 49 - iter 54/64 - loss 0.46059552 - samples/sec: 137.58 - lr: 0.075000 | |
| 2021-03-31 22:43:15,926 epoch 49 - iter 60/64 - loss 0.45439964 - samples/sec: 130.01 - lr: 0.075000 | |
| 2021-03-31 22:43:16,931 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:43:16,931 EPOCH 49 done: loss 0.4474 - lr 0.0750000 | |
| 2021-03-31 22:43:18,115 DEV : loss 2.3296754360198975 - score 0.8839 | |
| 2021-03-31 22:43:18,151 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:43:18,152 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:43:20,210 epoch 50 - iter 6/64 - loss 0.50238074 - samples/sec: 139.96 - lr: 0.075000 | |
| 2021-03-31 22:43:23,507 epoch 50 - iter 12/64 - loss 0.46081604 - samples/sec: 87.38 - lr: 0.075000 | |
| 2021-03-31 22:43:25,580 epoch 50 - iter 18/64 - loss 0.48603460 - samples/sec: 139.07 - lr: 0.075000 | |
| 2021-03-31 22:43:27,600 epoch 50 - iter 24/64 - loss 0.45030825 - samples/sec: 142.63 - lr: 0.075000 | |
| 2021-03-31 22:43:29,588 epoch 50 - iter 30/64 - loss 0.45484592 - samples/sec: 144.94 - lr: 0.075000 | |
| 2021-03-31 22:43:31,795 epoch 50 - iter 36/64 - loss 0.43565545 - samples/sec: 130.55 - lr: 0.075000 | |
| 2021-03-31 22:43:33,707 epoch 50 - iter 42/64 - loss 0.44105516 - samples/sec: 150.64 - lr: 0.075000 | |
| 2021-03-31 22:43:35,779 epoch 50 - iter 48/64 - loss 0.45075647 - samples/sec: 139.10 - lr: 0.075000 | |
| 2021-03-31 22:43:37,825 epoch 50 - iter 54/64 - loss 0.44841273 - samples/sec: 140.83 - lr: 0.075000 | |
| 2021-03-31 22:43:39,867 epoch 50 - iter 60/64 - loss 0.45629486 - samples/sec: 141.11 - lr: 0.075000 | |
| 2021-03-31 22:43:41,040 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:43:41,040 EPOCH 50 done: loss 0.4509 - lr 0.0750000 | |
| 2021-03-31 22:43:42,215 DEV : loss 2.3168609142303467 - score 0.8799 | |
| 2021-03-31 22:43:42,251 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:43:42,251 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:43:44,506 epoch 51 - iter 6/64 - loss 0.41993388 - samples/sec: 127.80 - lr: 0.037500 | |
| 2021-03-31 22:43:47,060 epoch 51 - iter 12/64 - loss 0.40106080 - samples/sec: 112.81 - lr: 0.037500 | |
| 2021-03-31 22:43:48,852 epoch 51 - iter 18/64 - loss 0.37109432 - samples/sec: 160.81 - lr: 0.037500 | |
| 2021-03-31 22:43:51,059 epoch 51 - iter 24/64 - loss 0.38944028 - samples/sec: 130.51 - lr: 0.037500 | |
| 2021-03-31 22:43:52,876 epoch 51 - iter 30/64 - loss 0.38108093 - samples/sec: 158.63 - lr: 0.037500 | |
| 2021-03-31 22:43:54,969 epoch 51 - iter 36/64 - loss 0.37879854 - samples/sec: 137.63 - lr: 0.037500 | |
| 2021-03-31 22:43:56,770 epoch 51 - iter 42/64 - loss 0.37603616 - samples/sec: 159.98 - lr: 0.037500 | |
| 2021-03-31 22:43:58,847 epoch 51 - iter 48/64 - loss 0.38684413 - samples/sec: 138.77 - lr: 0.037500 | |
| 2021-03-31 22:44:00,977 epoch 51 - iter 54/64 - loss 0.40443703 - samples/sec: 135.29 - lr: 0.037500 | |
| 2021-03-31 22:44:03,191 epoch 51 - iter 60/64 - loss 0.42250330 - samples/sec: 130.14 - lr: 0.037500 | |
| 2021-03-31 22:44:04,285 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:44:04,285 EPOCH 51 done: loss 0.4167 - lr 0.0375000 | |
| 2021-03-31 22:44:05,472 DEV : loss 2.3459651470184326 - score 0.8803 | |
| 2021-03-31 22:44:05,509 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:44:05,509 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:44:07,948 epoch 52 - iter 6/64 - loss 0.50152360 - samples/sec: 118.12 - lr: 0.037500 | |
| 2021-03-31 22:44:10,138 epoch 52 - iter 12/64 - loss 0.48308460 - samples/sec: 131.58 - lr: 0.037500 | |
| 2021-03-31 22:44:12,207 epoch 52 - iter 18/64 - loss 0.48233798 - samples/sec: 139.26 - lr: 0.037500 | |
| 2021-03-31 22:44:14,708 epoch 52 - iter 24/64 - loss 0.48035250 - samples/sec: 115.21 - lr: 0.037500 | |
| 2021-03-31 22:44:16,566 epoch 52 - iter 30/64 - loss 0.47204305 - samples/sec: 155.13 - lr: 0.037500 | |
| 2021-03-31 22:44:18,555 epoch 52 - iter 36/64 - loss 0.47676327 - samples/sec: 144.84 - lr: 0.037500 | |
| 2021-03-31 22:44:20,366 epoch 52 - iter 42/64 - loss 0.45857742 - samples/sec: 159.12 - lr: 0.037500 | |
| 2021-03-31 22:44:22,545 epoch 52 - iter 48/64 - loss 0.45294018 - samples/sec: 132.23 - lr: 0.037500 | |
| 2021-03-31 22:44:24,619 epoch 52 - iter 54/64 - loss 0.46321576 - samples/sec: 138.92 - lr: 0.037500 | |
| 2021-03-31 22:44:26,484 epoch 52 - iter 60/64 - loss 0.45976907 - samples/sec: 154.50 - lr: 0.037500 | |
| 2021-03-31 22:44:27,620 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:44:27,620 EPOCH 52 done: loss 0.4622 - lr 0.0375000 | |
| 2021-03-31 22:44:28,798 DEV : loss 2.3504903316497803 - score 0.8808 | |
| 2021-03-31 22:44:28,835 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:44:28,835 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:44:30,738 epoch 53 - iter 6/64 - loss 0.46083444 - samples/sec: 151.42 - lr: 0.037500 | |
| 2021-03-31 22:44:32,771 epoch 53 - iter 12/64 - loss 0.44532244 - samples/sec: 141.71 - lr: 0.037500 | |
| 2021-03-31 22:44:35,278 epoch 53 - iter 18/64 - loss 0.44467823 - samples/sec: 114.92 - lr: 0.037500 | |
| 2021-03-31 22:44:36,944 epoch 53 - iter 24/64 - loss 0.43320615 - samples/sec: 173.00 - lr: 0.037500 | |
| 2021-03-31 22:44:39,019 epoch 53 - iter 30/64 - loss 0.44916683 - samples/sec: 138.85 - lr: 0.037500 | |
| 2021-03-31 22:44:40,888 epoch 53 - iter 36/64 - loss 0.43566806 - samples/sec: 154.19 - lr: 0.037500 | |
| 2021-03-31 22:44:43,041 epoch 53 - iter 42/64 - loss 0.43471102 - samples/sec: 133.86 - lr: 0.037500 | |
| 2021-03-31 22:44:45,188 epoch 53 - iter 48/64 - loss 0.42937980 - samples/sec: 134.17 - lr: 0.037500 | |
| 2021-03-31 22:44:47,293 epoch 53 - iter 54/64 - loss 0.42523690 - samples/sec: 136.87 - lr: 0.037500 | |
| 2021-03-31 22:44:49,465 epoch 53 - iter 60/64 - loss 0.43544149 - samples/sec: 132.66 - lr: 0.037500 | |
| 2021-03-31 22:44:50,462 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:44:50,462 EPOCH 53 done: loss 0.4269 - lr 0.0375000 | |
| 2021-03-31 22:44:51,632 DEV : loss 2.3319015502929688 - score 0.8814 | |
| 2021-03-31 22:44:51,668 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:44:51,668 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:44:54,302 epoch 54 - iter 6/64 - loss 0.44216014 - samples/sec: 109.39 - lr: 0.037500 | |
| 2021-03-31 22:44:56,330 epoch 54 - iter 12/64 - loss 0.43081050 - samples/sec: 142.09 - lr: 0.037500 | |
| 2021-03-31 22:44:58,551 epoch 54 - iter 18/64 - loss 0.48868080 - samples/sec: 129.72 - lr: 0.037500 | |
| 2021-03-31 22:45:00,669 epoch 54 - iter 24/64 - loss 0.48134690 - samples/sec: 136.04 - lr: 0.037500 | |
| 2021-03-31 22:45:02,585 epoch 54 - iter 30/64 - loss 0.47292586 - samples/sec: 150.44 - lr: 0.037500 | |
| 2021-03-31 22:45:04,507 epoch 54 - iter 36/64 - loss 0.44859129 - samples/sec: 149.85 - lr: 0.037500 | |
| 2021-03-31 22:45:06,370 epoch 54 - iter 42/64 - loss 0.44759428 - samples/sec: 154.73 - lr: 0.037500 | |
| 2021-03-31 22:45:08,395 epoch 54 - iter 48/64 - loss 0.45125432 - samples/sec: 142.24 - lr: 0.037500 | |
| 2021-03-31 22:45:10,367 epoch 54 - iter 54/64 - loss 0.44685472 - samples/sec: 146.19 - lr: 0.037500 | |
| 2021-03-31 22:45:12,640 epoch 54 - iter 60/64 - loss 0.44341519 - samples/sec: 126.73 - lr: 0.037500 | |
| 2021-03-31 22:45:13,674 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:45:13,674 EPOCH 54 done: loss 0.4418 - lr 0.0375000 | |
| 2021-03-31 22:45:14,868 DEV : loss 2.3736486434936523 - score 0.8832 | |
| 2021-03-31 22:45:14,904 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:45:14,904 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:45:17,042 epoch 55 - iter 6/64 - loss 0.43771953 - samples/sec: 134.78 - lr: 0.018750 | |
| 2021-03-31 22:45:19,343 epoch 55 - iter 12/64 - loss 0.38781710 - samples/sec: 125.22 - lr: 0.018750 | |
| 2021-03-31 22:45:22,238 epoch 55 - iter 18/64 - loss 0.39869657 - samples/sec: 99.51 - lr: 0.018750 | |
| 2021-03-31 22:45:24,398 epoch 55 - iter 24/64 - loss 0.42052903 - samples/sec: 133.43 - lr: 0.018750 | |
| 2021-03-31 22:45:26,214 epoch 55 - iter 30/64 - loss 0.43048483 - samples/sec: 158.64 - lr: 0.018750 | |
| 2021-03-31 22:45:28,246 epoch 55 - iter 36/64 - loss 0.44074111 - samples/sec: 141.80 - lr: 0.018750 | |
| 2021-03-31 22:45:30,354 epoch 55 - iter 42/64 - loss 0.44890753 - samples/sec: 136.68 - lr: 0.018750 | |
| 2021-03-31 22:45:32,406 epoch 55 - iter 48/64 - loss 0.42731014 - samples/sec: 140.48 - lr: 0.018750 | |
| 2021-03-31 22:45:34,525 epoch 55 - iter 54/64 - loss 0.43387741 - samples/sec: 135.95 - lr: 0.018750 | |
| 2021-03-31 22:45:36,470 epoch 55 - iter 60/64 - loss 0.43304653 - samples/sec: 148.15 - lr: 0.018750 | |
| 2021-03-31 22:45:37,439 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:45:37,439 EPOCH 55 done: loss 0.4330 - lr 0.0187500 | |
| 2021-03-31 22:45:38,615 DEV : loss 2.3521299362182617 - score 0.8822 | |
| 2021-03-31 22:45:38,651 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:45:38,651 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:45:40,882 epoch 56 - iter 6/64 - loss 0.46328815 - samples/sec: 129.17 - lr: 0.018750 | |
| 2021-03-31 22:45:43,015 epoch 56 - iter 12/64 - loss 0.45450044 - samples/sec: 135.08 - lr: 0.018750 | |
| 2021-03-31 22:45:45,006 epoch 56 - iter 18/64 - loss 0.41927574 - samples/sec: 144.71 - lr: 0.018750 | |
| 2021-03-31 22:45:47,512 epoch 56 - iter 24/64 - loss 0.41371915 - samples/sec: 114.99 - lr: 0.018750 | |
| 2021-03-31 22:45:49,394 epoch 56 - iter 30/64 - loss 0.40647033 - samples/sec: 153.12 - lr: 0.018750 | |
| 2021-03-31 22:45:51,422 epoch 56 - iter 36/64 - loss 0.40513372 - samples/sec: 142.04 - lr: 0.018750 | |
| 2021-03-31 22:45:53,539 epoch 56 - iter 42/64 - loss 0.40400153 - samples/sec: 136.16 - lr: 0.018750 | |
| 2021-03-31 22:45:55,366 epoch 56 - iter 48/64 - loss 0.42036536 - samples/sec: 157.66 - lr: 0.018750 | |
| 2021-03-31 22:45:57,382 epoch 56 - iter 54/64 - loss 0.41833776 - samples/sec: 142.96 - lr: 0.018750 | |
| 2021-03-31 22:45:59,791 epoch 56 - iter 60/64 - loss 0.43133762 - samples/sec: 119.58 - lr: 0.018750 | |
| 2021-03-31 22:46:00,881 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:46:00,881 EPOCH 56 done: loss 0.4415 - lr 0.0187500 | |
| 2021-03-31 22:46:02,061 DEV : loss 2.341326951980591 - score 0.8832 | |
| 2021-03-31 22:46:02,098 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:46:02,098 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:46:04,006 epoch 57 - iter 6/64 - loss 0.48866920 - samples/sec: 151.06 - lr: 0.018750 | |
| 2021-03-31 22:46:06,086 epoch 57 - iter 12/64 - loss 0.44996408 - samples/sec: 138.53 - lr: 0.018750 | |
| 2021-03-31 22:46:08,352 epoch 57 - iter 18/64 - loss 0.47660694 - samples/sec: 127.11 - lr: 0.018750 | |
| 2021-03-31 22:46:10,901 epoch 57 - iter 24/64 - loss 0.46919575 - samples/sec: 113.06 - lr: 0.018750 | |
| 2021-03-31 22:46:13,031 epoch 57 - iter 30/64 - loss 0.47214089 - samples/sec: 135.28 - lr: 0.018750 | |
| 2021-03-31 22:46:14,931 epoch 57 - iter 36/64 - loss 0.46912531 - samples/sec: 151.66 - lr: 0.018750 | |
| 2021-03-31 22:46:17,331 epoch 57 - iter 42/64 - loss 0.45416388 - samples/sec: 120.04 - lr: 0.018750 | |
| 2021-03-31 22:46:19,505 epoch 57 - iter 48/64 - loss 0.44058887 - samples/sec: 132.52 - lr: 0.018750 | |
| 2021-03-31 22:46:22,082 epoch 57 - iter 54/64 - loss 0.44779208 - samples/sec: 111.81 - lr: 0.018750 | |
| 2021-03-31 22:46:24,427 epoch 57 - iter 60/64 - loss 0.45181950 - samples/sec: 122.90 - lr: 0.018750 | |
| 2021-03-31 22:46:25,499 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:46:25,499 EPOCH 57 done: loss 0.4436 - lr 0.0187500 | |
| 2021-03-31 22:46:26,930 DEV : loss 2.370931386947632 - score 0.8807 | |
| 2021-03-31 22:46:26,975 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:46:26,975 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:46:29,663 epoch 58 - iter 6/64 - loss 0.54042155 - samples/sec: 107.20 - lr: 0.018750 | |
| 2021-03-31 22:46:31,771 epoch 58 - iter 12/64 - loss 0.45063400 - samples/sec: 136.68 - lr: 0.018750 | |
| 2021-03-31 22:46:33,908 epoch 58 - iter 18/64 - loss 0.44986500 - samples/sec: 134.88 - lr: 0.018750 | |
| 2021-03-31 22:46:36,312 epoch 58 - iter 24/64 - loss 0.41796082 - samples/sec: 119.85 - lr: 0.018750 | |
| 2021-03-31 22:46:38,417 epoch 58 - iter 30/64 - loss 0.45040403 - samples/sec: 136.88 - lr: 0.018750 | |
| 2021-03-31 22:46:40,790 epoch 58 - iter 36/64 - loss 0.43926823 - samples/sec: 121.39 - lr: 0.018750 | |
| 2021-03-31 22:46:42,951 epoch 58 - iter 42/64 - loss 0.43817877 - samples/sec: 133.39 - lr: 0.018750 | |
| 2021-03-31 22:46:45,361 epoch 58 - iter 48/64 - loss 0.44181157 - samples/sec: 119.53 - lr: 0.018750 | |
| 2021-03-31 22:46:47,520 epoch 58 - iter 54/64 - loss 0.42913665 - samples/sec: 133.50 - lr: 0.018750 | |
| 2021-03-31 22:46:50,059 epoch 58 - iter 60/64 - loss 0.43279723 - samples/sec: 113.47 - lr: 0.018750 | |
| 2021-03-31 22:46:51,230 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:46:51,230 EPOCH 58 done: loss 0.4326 - lr 0.0187500 | |
| 2021-03-31 22:46:52,657 DEV : loss 2.3615732192993164 - score 0.8838 | |
| 2021-03-31 22:46:52,702 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:46:52,702 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:46:54,942 epoch 59 - iter 6/64 - loss 0.53111244 - samples/sec: 128.63 - lr: 0.009375 | |
| 2021-03-31 22:46:57,225 epoch 59 - iter 12/64 - loss 0.47441952 - samples/sec: 126.22 - lr: 0.009375 | |
| 2021-03-31 22:46:59,311 epoch 59 - iter 18/64 - loss 0.45058530 - samples/sec: 138.12 - lr: 0.009375 | |
| 2021-03-31 22:47:01,731 epoch 59 - iter 24/64 - loss 0.44817915 - samples/sec: 119.06 - lr: 0.009375 | |
| 2021-03-31 22:47:03,770 epoch 59 - iter 30/64 - loss 0.44904818 - samples/sec: 141.32 - lr: 0.009375 | |
| 2021-03-31 22:47:06,458 epoch 59 - iter 36/64 - loss 0.43816926 - samples/sec: 107.20 - lr: 0.009375 | |
| 2021-03-31 22:47:08,618 epoch 59 - iter 42/64 - loss 0.43537807 - samples/sec: 133.36 - lr: 0.009375 | |
| 2021-03-31 22:47:10,620 epoch 59 - iter 48/64 - loss 0.44203216 - samples/sec: 143.95 - lr: 0.009375 | |
| 2021-03-31 22:47:13,296 epoch 59 - iter 54/64 - loss 0.46212612 - samples/sec: 107.65 - lr: 0.009375 | |
| 2021-03-31 22:47:15,748 epoch 59 - iter 60/64 - loss 0.45108952 - samples/sec: 117.52 - lr: 0.009375 | |
| 2021-03-31 22:47:16,869 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:47:16,869 EPOCH 59 done: loss 0.4402 - lr 0.0093750 | |
| 2021-03-31 22:47:18,298 DEV : loss 2.3688137531280518 - score 0.8832 | |
| 2021-03-31 22:47:18,343 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:47:18,343 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:47:20,671 epoch 60 - iter 6/64 - loss 0.35154796 - samples/sec: 123.82 - lr: 0.009375 | |
| 2021-03-31 22:47:23,222 epoch 60 - iter 12/64 - loss 0.39290065 - samples/sec: 112.93 - lr: 0.009375 | |
| 2021-03-31 22:47:25,804 epoch 60 - iter 18/64 - loss 0.45837066 - samples/sec: 111.61 - lr: 0.009375 | |
| 2021-03-31 22:47:28,096 epoch 60 - iter 24/64 - loss 0.45637525 - samples/sec: 125.69 - lr: 0.009375 | |
| 2021-03-31 22:47:30,972 epoch 60 - iter 30/64 - loss 0.44223054 - samples/sec: 100.15 - lr: 0.009375 | |
| 2021-03-31 22:47:33,293 epoch 60 - iter 36/64 - loss 0.44273176 - samples/sec: 124.14 - lr: 0.009375 | |
| 2021-03-31 22:47:35,397 epoch 60 - iter 42/64 - loss 0.43766253 - samples/sec: 136.96 - lr: 0.009375 | |
| 2021-03-31 22:47:37,412 epoch 60 - iter 48/64 - loss 0.42877616 - samples/sec: 143.01 - lr: 0.009375 | |
| 2021-03-31 22:47:39,878 epoch 60 - iter 54/64 - loss 0.43473105 - samples/sec: 116.82 - lr: 0.009375 | |
| 2021-03-31 22:47:42,119 epoch 60 - iter 60/64 - loss 0.43468465 - samples/sec: 128.59 - lr: 0.009375 | |
| 2021-03-31 22:47:43,130 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:47:43,131 EPOCH 60 done: loss 0.4472 - lr 0.0093750 | |
| 2021-03-31 22:47:44,539 DEV : loss 2.3603522777557373 - score 0.8824 | |
| 2021-03-31 22:47:44,585 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:47:44,586 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:47:46,533 epoch 61 - iter 6/64 - loss 0.37157393 - samples/sec: 147.95 - lr: 0.009375 | |
| 2021-03-31 22:47:48,588 epoch 61 - iter 12/64 - loss 0.36822008 - samples/sec: 140.20 - lr: 0.009375 | |
| 2021-03-31 22:47:50,794 epoch 61 - iter 18/64 - loss 0.35996790 - samples/sec: 130.63 - lr: 0.009375 | |
| 2021-03-31 22:47:52,772 epoch 61 - iter 24/64 - loss 0.37988280 - samples/sec: 145.68 - lr: 0.009375 | |
| 2021-03-31 22:47:54,744 epoch 61 - iter 30/64 - loss 0.38961970 - samples/sec: 146.12 - lr: 0.009375 | |
| 2021-03-31 22:47:56,833 epoch 61 - iter 36/64 - loss 0.39483147 - samples/sec: 137.93 - lr: 0.009375 | |
| 2021-03-31 22:47:58,848 epoch 61 - iter 42/64 - loss 0.40457992 - samples/sec: 143.02 - lr: 0.009375 | |
| 2021-03-31 22:48:00,862 epoch 61 - iter 48/64 - loss 0.40042773 - samples/sec: 143.06 - lr: 0.009375 | |
| 2021-03-31 22:48:02,818 epoch 61 - iter 54/64 - loss 0.40133460 - samples/sec: 147.35 - lr: 0.009375 | |
| 2021-03-31 22:48:04,943 epoch 61 - iter 60/64 - loss 0.40130151 - samples/sec: 135.56 - lr: 0.009375 | |
| 2021-03-31 22:48:06,505 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:48:06,505 EPOCH 61 done: loss 0.3986 - lr 0.0093750 | |
| 2021-03-31 22:48:07,695 DEV : loss 2.3601460456848145 - score 0.8825 | |
| 2021-03-31 22:48:07,732 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:48:07,732 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:48:09,550 epoch 62 - iter 6/64 - loss 0.36643231 - samples/sec: 158.54 - lr: 0.009375 | |
| 2021-03-31 22:48:11,451 epoch 62 - iter 12/64 - loss 0.33194576 - samples/sec: 151.54 - lr: 0.009375 | |
| 2021-03-31 22:48:13,427 epoch 62 - iter 18/64 - loss 0.37499551 - samples/sec: 145.85 - lr: 0.009375 | |
| 2021-03-31 22:48:15,618 epoch 62 - iter 24/64 - loss 0.37465501 - samples/sec: 131.49 - lr: 0.009375 | |
| 2021-03-31 22:48:17,707 epoch 62 - iter 30/64 - loss 0.39342956 - samples/sec: 137.94 - lr: 0.009375 | |
| 2021-03-31 22:48:20,135 epoch 62 - iter 36/64 - loss 0.40702317 - samples/sec: 118.69 - lr: 0.009375 | |
| 2021-03-31 22:48:21,882 epoch 62 - iter 42/64 - loss 0.41639983 - samples/sec: 164.89 - lr: 0.009375 | |
| 2021-03-31 22:48:23,933 epoch 62 - iter 48/64 - loss 0.42907352 - samples/sec: 140.47 - lr: 0.009375 | |
| 2021-03-31 22:48:25,963 epoch 62 - iter 54/64 - loss 0.41507866 - samples/sec: 141.97 - lr: 0.009375 | |
| 2021-03-31 22:48:28,152 epoch 62 - iter 60/64 - loss 0.42436597 - samples/sec: 131.62 - lr: 0.009375 | |
| 2021-03-31 22:48:29,202 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:48:29,202 EPOCH 62 done: loss 0.4180 - lr 0.0093750 | |
| 2021-03-31 22:48:30,400 DEV : loss 2.362473726272583 - score 0.8825 | |
| 2021-03-31 22:48:30,440 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:48:30,440 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:48:32,587 epoch 63 - iter 6/64 - loss 0.33499677 - samples/sec: 134.24 - lr: 0.004687 | |
| 2021-03-31 22:48:34,522 epoch 63 - iter 12/64 - loss 0.38339045 - samples/sec: 148.91 - lr: 0.004687 | |
| 2021-03-31 22:48:36,455 epoch 63 - iter 18/64 - loss 0.38879742 - samples/sec: 149.06 - lr: 0.004687 | |
| 2021-03-31 22:48:38,554 epoch 63 - iter 24/64 - loss 0.40129162 - samples/sec: 137.27 - lr: 0.004687 | |
| 2021-03-31 22:48:40,371 epoch 63 - iter 30/64 - loss 0.38815471 - samples/sec: 158.59 - lr: 0.004687 | |
| 2021-03-31 22:48:42,278 epoch 63 - iter 36/64 - loss 0.38555519 - samples/sec: 151.08 - lr: 0.004687 | |
| 2021-03-31 22:48:44,657 epoch 63 - iter 42/64 - loss 0.39506182 - samples/sec: 121.13 - lr: 0.004687 | |
| 2021-03-31 22:48:46,414 epoch 63 - iter 48/64 - loss 0.38798421 - samples/sec: 164.01 - lr: 0.004687 | |
| 2021-03-31 22:48:48,719 epoch 63 - iter 54/64 - loss 0.40285443 - samples/sec: 124.98 - lr: 0.004687 | |
| 2021-03-31 22:48:51,088 epoch 63 - iter 60/64 - loss 0.40346138 - samples/sec: 121.61 - lr: 0.004687 | |
| 2021-03-31 22:48:52,143 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:48:52,144 EPOCH 63 done: loss 0.4112 - lr 0.0046875 | |
| 2021-03-31 22:48:53,342 DEV : loss 2.3569560050964355 - score 0.8824 | |
| 2021-03-31 22:48:53,382 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:48:53,383 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:48:55,261 epoch 64 - iter 6/64 - loss 0.42214556 - samples/sec: 153.42 - lr: 0.004687 | |
| 2021-03-31 22:48:57,451 epoch 64 - iter 12/64 - loss 0.45220957 - samples/sec: 131.60 - lr: 0.004687 | |
| 2021-03-31 22:48:59,508 epoch 64 - iter 18/64 - loss 0.43746129 - samples/sec: 140.07 - lr: 0.004687 | |
| 2021-03-31 22:49:01,537 epoch 64 - iter 24/64 - loss 0.41494685 - samples/sec: 142.02 - lr: 0.004687 | |
| 2021-03-31 22:49:03,720 epoch 64 - iter 30/64 - loss 0.39904337 - samples/sec: 131.98 - lr: 0.004687 | |
| 2021-03-31 22:49:06,083 epoch 64 - iter 36/64 - loss 0.40268757 - samples/sec: 121.94 - lr: 0.004687 | |
| 2021-03-31 22:49:08,563 epoch 64 - iter 42/64 - loss 0.40434242 - samples/sec: 116.17 - lr: 0.004687 | |
| 2021-03-31 22:49:10,598 epoch 64 - iter 48/64 - loss 0.40094061 - samples/sec: 141.59 - lr: 0.004687 | |
| 2021-03-31 22:49:12,522 epoch 64 - iter 54/64 - loss 0.39907583 - samples/sec: 149.74 - lr: 0.004687 | |
| 2021-03-31 22:49:14,386 epoch 64 - iter 60/64 - loss 0.39532439 - samples/sec: 154.63 - lr: 0.004687 | |
| 2021-03-31 22:49:15,478 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:49:15,478 EPOCH 64 done: loss 0.4034 - lr 0.0046875 | |
| 2021-03-31 22:49:16,659 DEV : loss 2.3631749153137207 - score 0.8838 | |
| 2021-03-31 22:49:16,695 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:49:16,695 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:49:18,911 epoch 65 - iter 6/64 - loss 0.49347870 - samples/sec: 130.06 - lr: 0.004687 | |
| 2021-03-31 22:49:20,895 epoch 65 - iter 12/64 - loss 0.47733328 - samples/sec: 145.20 - lr: 0.004687 | |
| 2021-03-31 22:49:23,040 epoch 65 - iter 18/64 - loss 0.45964817 - samples/sec: 134.37 - lr: 0.004687 | |
| 2021-03-31 22:49:25,559 epoch 65 - iter 24/64 - loss 0.44064248 - samples/sec: 114.36 - lr: 0.004687 | |
| 2021-03-31 22:49:27,596 epoch 65 - iter 30/64 - loss 0.43791611 - samples/sec: 141.40 - lr: 0.004687 | |
| 2021-03-31 22:49:29,583 epoch 65 - iter 36/64 - loss 0.44019760 - samples/sec: 145.07 - lr: 0.004687 | |
| 2021-03-31 22:49:31,489 epoch 65 - iter 42/64 - loss 0.43020669 - samples/sec: 151.16 - lr: 0.004687 | |
| 2021-03-31 22:49:33,522 epoch 65 - iter 48/64 - loss 0.43126395 - samples/sec: 141.75 - lr: 0.004687 | |
| 2021-03-31 22:49:35,460 epoch 65 - iter 54/64 - loss 0.42933189 - samples/sec: 148.64 - lr: 0.004687 | |
| 2021-03-31 22:49:38,278 epoch 65 - iter 60/64 - loss 0.42694603 - samples/sec: 102.26 - lr: 0.004687 | |
| 2021-03-31 22:49:39,378 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:49:39,378 EPOCH 65 done: loss 0.4237 - lr 0.0046875 | |
| 2021-03-31 22:49:40,559 DEV : loss 2.366528034210205 - score 0.8838 | |
| 2021-03-31 22:49:40,595 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:49:40,595 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:49:42,658 epoch 66 - iter 6/64 - loss 0.54572849 - samples/sec: 139.64 - lr: 0.004687 | |
| 2021-03-31 22:49:44,881 epoch 66 - iter 12/64 - loss 0.50918468 - samples/sec: 129.62 - lr: 0.004687 | |
| 2021-03-31 22:49:46,549 epoch 66 - iter 18/64 - loss 0.47772709 - samples/sec: 172.83 - lr: 0.004687 | |
| 2021-03-31 22:49:48,467 epoch 66 - iter 24/64 - loss 0.44923944 - samples/sec: 150.23 - lr: 0.004687 | |
| 2021-03-31 22:49:50,991 epoch 66 - iter 30/64 - loss 0.47072319 - samples/sec: 114.14 - lr: 0.004687 | |
| 2021-03-31 22:49:52,915 epoch 66 - iter 36/64 - loss 0.45825829 - samples/sec: 149.72 - lr: 0.004687 | |
| 2021-03-31 22:49:55,215 epoch 66 - iter 42/64 - loss 0.44346231 - samples/sec: 125.30 - lr: 0.004687 | |
| 2021-03-31 22:49:57,428 epoch 66 - iter 48/64 - loss 0.44104415 - samples/sec: 130.20 - lr: 0.004687 | |
| 2021-03-31 22:49:59,505 epoch 66 - iter 54/64 - loss 0.44119060 - samples/sec: 138.73 - lr: 0.004687 | |
| 2021-03-31 22:50:01,486 epoch 66 - iter 60/64 - loss 0.44389298 - samples/sec: 145.43 - lr: 0.004687 | |
| 2021-03-31 22:50:02,423 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:50:02,423 EPOCH 66 done: loss 0.4338 - lr 0.0046875 | |
| 2021-03-31 22:50:03,601 DEV : loss 2.3644633293151855 - score 0.8827 | |
| 2021-03-31 22:50:03,636 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:50:03,637 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:50:05,512 epoch 67 - iter 6/64 - loss 0.46221223 - samples/sec: 153.62 - lr: 0.002344 | |
| 2021-03-31 22:50:07,721 epoch 67 - iter 12/64 - loss 0.44941385 - samples/sec: 130.43 - lr: 0.002344 | |
| 2021-03-31 22:50:09,674 epoch 67 - iter 18/64 - loss 0.45108870 - samples/sec: 147.52 - lr: 0.002344 | |
| 2021-03-31 22:50:11,544 epoch 67 - iter 24/64 - loss 0.42673442 - samples/sec: 154.16 - lr: 0.002344 | |
| 2021-03-31 22:50:13,832 epoch 67 - iter 30/64 - loss 0.41697717 - samples/sec: 125.92 - lr: 0.002344 | |
| 2021-03-31 22:50:15,850 epoch 67 - iter 36/64 - loss 0.42015032 - samples/sec: 142.79 - lr: 0.002344 | |
| 2021-03-31 22:50:18,385 epoch 67 - iter 42/64 - loss 0.43248807 - samples/sec: 113.62 - lr: 0.002344 | |
| 2021-03-31 22:50:20,506 epoch 67 - iter 48/64 - loss 0.43379889 - samples/sec: 135.88 - lr: 0.002344 | |
| 2021-03-31 22:50:22,597 epoch 67 - iter 54/64 - loss 0.43126881 - samples/sec: 137.82 - lr: 0.002344 | |
| 2021-03-31 22:50:24,543 epoch 67 - iter 60/64 - loss 0.42558313 - samples/sec: 148.08 - lr: 0.002344 | |
| 2021-03-31 22:50:25,608 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:50:25,608 EPOCH 67 done: loss 0.4181 - lr 0.0023437 | |
| 2021-03-31 22:50:26,795 DEV : loss 2.3589577674865723 - score 0.8832 | |
| 2021-03-31 22:50:26,831 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:50:26,831 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:50:29,066 epoch 68 - iter 6/64 - loss 0.33877463 - samples/sec: 128.90 - lr: 0.002344 | |
| 2021-03-31 22:50:31,303 epoch 68 - iter 12/64 - loss 0.36943153 - samples/sec: 128.86 - lr: 0.002344 | |
| 2021-03-31 22:50:33,987 epoch 68 - iter 18/64 - loss 0.40515645 - samples/sec: 107.31 - lr: 0.002344 | |
| 2021-03-31 22:50:35,878 epoch 68 - iter 24/64 - loss 0.39369688 - samples/sec: 152.39 - lr: 0.002344 | |
| 2021-03-31 22:50:37,818 epoch 68 - iter 30/64 - loss 0.39356977 - samples/sec: 148.52 - lr: 0.002344 | |
| 2021-03-31 22:50:39,812 epoch 68 - iter 36/64 - loss 0.38801979 - samples/sec: 144.48 - lr: 0.002344 | |
| 2021-03-31 22:50:41,887 epoch 68 - iter 42/64 - loss 0.40009766 - samples/sec: 138.87 - lr: 0.002344 | |
| 2021-03-31 22:50:44,094 epoch 68 - iter 48/64 - loss 0.40295092 - samples/sec: 130.60 - lr: 0.002344 | |
| 2021-03-31 22:50:46,115 epoch 68 - iter 54/64 - loss 0.40987640 - samples/sec: 142.56 - lr: 0.002344 | |
| 2021-03-31 22:50:48,218 epoch 68 - iter 60/64 - loss 0.41201487 - samples/sec: 137.03 - lr: 0.002344 | |
| 2021-03-31 22:50:49,236 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:50:49,236 EPOCH 68 done: loss 0.4133 - lr 0.0023437 | |
| 2021-03-31 22:50:50,430 DEV : loss 2.364949941635132 - score 0.8832 | |
| 2021-03-31 22:50:50,465 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:50:50,465 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:50:52,429 epoch 69 - iter 6/64 - loss 0.33690803 - samples/sec: 146.75 - lr: 0.002344 | |
| 2021-03-31 22:50:54,507 epoch 69 - iter 12/64 - loss 0.38894223 - samples/sec: 138.63 - lr: 0.002344 | |
| 2021-03-31 22:50:56,766 epoch 69 - iter 18/64 - loss 0.40476569 - samples/sec: 127.53 - lr: 0.002344 | |
| 2021-03-31 22:50:59,385 epoch 69 - iter 24/64 - loss 0.41660878 - samples/sec: 110.03 - lr: 0.002344 | |
| 2021-03-31 22:51:01,598 epoch 69 - iter 30/64 - loss 0.41707035 - samples/sec: 130.17 - lr: 0.002344 | |
| 2021-03-31 22:51:03,347 epoch 69 - iter 36/64 - loss 0.40444451 - samples/sec: 164.75 - lr: 0.002344 | |
| 2021-03-31 22:51:05,507 epoch 69 - iter 42/64 - loss 0.42833369 - samples/sec: 133.38 - lr: 0.002344 | |
| 2021-03-31 22:51:07,685 epoch 69 - iter 48/64 - loss 0.42662419 - samples/sec: 132.32 - lr: 0.002344 | |
| 2021-03-31 22:51:09,788 epoch 69 - iter 54/64 - loss 0.41506923 - samples/sec: 137.00 - lr: 0.002344 | |
| 2021-03-31 22:51:11,772 epoch 69 - iter 60/64 - loss 0.41211900 - samples/sec: 145.29 - lr: 0.002344 | |
| 2021-03-31 22:51:12,768 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:51:12,769 EPOCH 69 done: loss 0.4140 - lr 0.0023437 | |
| 2021-03-31 22:51:13,969 DEV : loss 2.364715337753296 - score 0.8845 | |
| 2021-03-31 22:51:14,005 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:51:14,005 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:51:16,085 epoch 70 - iter 6/64 - loss 0.34292675 - samples/sec: 138.53 - lr: 0.002344 | |
| 2021-03-31 22:51:18,289 epoch 70 - iter 12/64 - loss 0.40526571 - samples/sec: 130.70 - lr: 0.002344 | |
| 2021-03-31 22:51:20,421 epoch 70 - iter 18/64 - loss 0.40489151 - samples/sec: 135.17 - lr: 0.002344 | |
| 2021-03-31 22:51:22,658 epoch 70 - iter 24/64 - loss 0.39995527 - samples/sec: 128.85 - lr: 0.002344 | |
| 2021-03-31 22:51:24,972 epoch 70 - iter 30/64 - loss 0.40142559 - samples/sec: 124.51 - lr: 0.002344 | |
| 2021-03-31 22:51:26,900 epoch 70 - iter 36/64 - loss 0.41682282 - samples/sec: 149.45 - lr: 0.002344 | |
| 2021-03-31 22:51:28,942 epoch 70 - iter 42/64 - loss 0.40972378 - samples/sec: 141.13 - lr: 0.002344 | |
| 2021-03-31 22:51:31,498 epoch 70 - iter 48/64 - loss 0.39649051 - samples/sec: 112.72 - lr: 0.002344 | |
| 2021-03-31 22:51:33,516 epoch 70 - iter 54/64 - loss 0.40401654 - samples/sec: 142.76 - lr: 0.002344 | |
| 2021-03-31 22:51:35,459 epoch 70 - iter 60/64 - loss 0.40503417 - samples/sec: 148.26 - lr: 0.002344 | |
| 2021-03-31 22:51:36,397 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:51:36,397 EPOCH 70 done: loss 0.4057 - lr 0.0023437 | |
| 2021-03-31 22:51:38,190 DEV : loss 2.366793394088745 - score 0.8839 | |
| 2021-03-31 22:51:38,227 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:51:38,227 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:51:40,021 epoch 71 - iter 6/64 - loss 0.35791232 - samples/sec: 160.63 - lr: 0.001172 | |
| 2021-03-31 22:51:41,932 epoch 71 - iter 12/64 - loss 0.35826226 - samples/sec: 150.81 - lr: 0.001172 | |
| 2021-03-31 22:51:44,262 epoch 71 - iter 18/64 - loss 0.41203381 - samples/sec: 123.61 - lr: 0.001172 | |
| 2021-03-31 22:51:46,517 epoch 71 - iter 24/64 - loss 0.40433551 - samples/sec: 127.82 - lr: 0.001172 | |
| 2021-03-31 22:51:48,610 epoch 71 - iter 30/64 - loss 0.38592889 - samples/sec: 137.67 - lr: 0.001172 | |
| 2021-03-31 22:51:50,327 epoch 71 - iter 36/64 - loss 0.38603222 - samples/sec: 167.76 - lr: 0.001172 | |
| 2021-03-31 22:51:52,370 epoch 71 - iter 42/64 - loss 0.37292904 - samples/sec: 141.07 - lr: 0.001172 | |
| 2021-03-31 22:51:54,588 epoch 71 - iter 48/64 - loss 0.38823225 - samples/sec: 129.92 - lr: 0.001172 | |
| 2021-03-31 22:51:56,597 epoch 71 - iter 54/64 - loss 0.39434198 - samples/sec: 143.44 - lr: 0.001172 | |
| 2021-03-31 22:51:58,605 epoch 71 - iter 60/64 - loss 0.39908332 - samples/sec: 143.49 - lr: 0.001172 | |
| 2021-03-31 22:52:00,203 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:52:00,204 EPOCH 71 done: loss 0.3992 - lr 0.0011719 | |
| 2021-03-31 22:52:01,387 DEV : loss 2.367583751678467 - score 0.8834 | |
| 2021-03-31 22:52:01,424 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:52:01,425 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:52:03,292 epoch 72 - iter 6/64 - loss 0.37233112 - samples/sec: 154.34 - lr: 0.001172 | |
| 2021-03-31 22:52:05,264 epoch 72 - iter 12/64 - loss 0.37850944 - samples/sec: 146.07 - lr: 0.001172 | |
| 2021-03-31 22:52:07,150 epoch 72 - iter 18/64 - loss 0.38414529 - samples/sec: 152.78 - lr: 0.001172 | |
| 2021-03-31 22:52:09,297 epoch 72 - iter 24/64 - loss 0.39247062 - samples/sec: 134.26 - lr: 0.001172 | |
| 2021-03-31 22:52:11,516 epoch 72 - iter 30/64 - loss 0.37805085 - samples/sec: 129.85 - lr: 0.001172 | |
| 2021-03-31 22:52:13,411 epoch 72 - iter 36/64 - loss 0.37808199 - samples/sec: 152.05 - lr: 0.001172 | |
| 2021-03-31 22:52:15,528 epoch 72 - iter 42/64 - loss 0.39260436 - samples/sec: 136.05 - lr: 0.001172 | |
| 2021-03-31 22:52:18,274 epoch 72 - iter 48/64 - loss 0.39693369 - samples/sec: 104.91 - lr: 0.001172 | |
| 2021-03-31 22:52:20,227 epoch 72 - iter 54/64 - loss 0.40025736 - samples/sec: 147.60 - lr: 0.001172 | |
| 2021-03-31 22:52:22,486 epoch 72 - iter 60/64 - loss 0.40339495 - samples/sec: 127.54 - lr: 0.001172 | |
| 2021-03-31 22:52:23,701 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:52:23,702 EPOCH 72 done: loss 0.4466 - lr 0.0011719 | |
| 2021-03-31 22:52:24,881 DEV : loss 2.3672447204589844 - score 0.8827 | |
| 2021-03-31 22:52:24,917 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:52:24,918 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:52:26,934 epoch 73 - iter 6/64 - loss 0.44056621 - samples/sec: 142.94 - lr: 0.001172 | |
| 2021-03-31 22:52:29,121 epoch 73 - iter 12/64 - loss 0.43150109 - samples/sec: 131.71 - lr: 0.001172 | |
| 2021-03-31 22:52:31,249 epoch 73 - iter 18/64 - loss 0.45720213 - samples/sec: 135.42 - lr: 0.001172 | |
| 2021-03-31 22:52:33,225 epoch 73 - iter 24/64 - loss 0.44974646 - samples/sec: 145.83 - lr: 0.001172 | |
| 2021-03-31 22:52:35,212 epoch 73 - iter 30/64 - loss 0.46489734 - samples/sec: 145.03 - lr: 0.001172 | |
| 2021-03-31 22:52:37,319 epoch 73 - iter 36/64 - loss 0.44459257 - samples/sec: 136.70 - lr: 0.001172 | |
| 2021-03-31 22:52:39,443 epoch 73 - iter 42/64 - loss 0.44186031 - samples/sec: 135.69 - lr: 0.001172 | |
| 2021-03-31 22:52:41,445 epoch 73 - iter 48/64 - loss 0.45073208 - samples/sec: 143.88 - lr: 0.001172 | |
| 2021-03-31 22:52:43,492 epoch 73 - iter 54/64 - loss 0.44174834 - samples/sec: 140.79 - lr: 0.001172 | |
| 2021-03-31 22:52:46,127 epoch 73 - iter 60/64 - loss 0.45056896 - samples/sec: 109.33 - lr: 0.001172 | |
| 2021-03-31 22:52:47,285 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:52:47,285 EPOCH 73 done: loss 0.4934 - lr 0.0011719 | |
| 2021-03-31 22:52:48,463 DEV : loss 2.3676764965057373 - score 0.8839 | |
| 2021-03-31 22:52:48,500 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:52:48,500 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:52:50,719 epoch 74 - iter 6/64 - loss 0.46477328 - samples/sec: 129.83 - lr: 0.001172 | |
| 2021-03-31 22:52:52,743 epoch 74 - iter 12/64 - loss 0.42842099 - samples/sec: 142.35 - lr: 0.001172 | |
| 2021-03-31 22:52:54,809 epoch 74 - iter 18/64 - loss 0.44038107 - samples/sec: 139.51 - lr: 0.001172 | |
| 2021-03-31 22:52:56,735 epoch 74 - iter 24/64 - loss 0.44722418 - samples/sec: 149.58 - lr: 0.001172 | |
| 2021-03-31 22:52:58,659 epoch 74 - iter 30/64 - loss 0.44304146 - samples/sec: 149.82 - lr: 0.001172 | |
| 2021-03-31 22:53:01,066 epoch 74 - iter 36/64 - loss 0.44673948 - samples/sec: 119.71 - lr: 0.001172 | |
| 2021-03-31 22:53:03,038 epoch 74 - iter 42/64 - loss 0.43122482 - samples/sec: 146.10 - lr: 0.001172 | |
| 2021-03-31 22:53:05,011 epoch 74 - iter 48/64 - loss 0.43517286 - samples/sec: 146.03 - lr: 0.001172 | |
| 2021-03-31 22:53:06,864 epoch 74 - iter 54/64 - loss 0.43166022 - samples/sec: 155.54 - lr: 0.001172 | |
| 2021-03-31 22:53:09,074 epoch 74 - iter 60/64 - loss 0.42130241 - samples/sec: 130.33 - lr: 0.001172 | |
| 2021-03-31 22:53:10,208 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:53:10,208 EPOCH 74 done: loss 0.4168 - lr 0.0011719 | |
| 2021-03-31 22:53:11,394 DEV : loss 2.3728187084198 - score 0.8827 | |
| 2021-03-31 22:53:11,430 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:53:11,431 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:53:13,511 epoch 75 - iter 6/64 - loss 0.56753588 - samples/sec: 138.49 - lr: 0.000586 | |
| 2021-03-31 22:53:15,631 epoch 75 - iter 12/64 - loss 0.50197187 - samples/sec: 135.89 - lr: 0.000586 | |
| 2021-03-31 22:53:17,588 epoch 75 - iter 18/64 - loss 0.44903161 - samples/sec: 147.28 - lr: 0.000586 | |
| 2021-03-31 22:53:19,644 epoch 75 - iter 24/64 - loss 0.41022084 - samples/sec: 140.10 - lr: 0.000586 | |
| 2021-03-31 22:53:21,794 epoch 75 - iter 30/64 - loss 0.41136685 - samples/sec: 134.05 - lr: 0.000586 | |
| 2021-03-31 22:53:23,601 epoch 75 - iter 36/64 - loss 0.39705345 - samples/sec: 159.50 - lr: 0.000586 | |
| 2021-03-31 22:53:25,663 epoch 75 - iter 42/64 - loss 0.40383725 - samples/sec: 139.68 - lr: 0.000586 | |
| 2021-03-31 22:53:28,237 epoch 75 - iter 48/64 - loss 0.40288287 - samples/sec: 111.92 - lr: 0.000586 | |
| 2021-03-31 22:53:30,124 epoch 75 - iter 54/64 - loss 0.41336638 - samples/sec: 152.81 - lr: 0.000586 | |
| 2021-03-31 22:53:32,264 epoch 75 - iter 60/64 - loss 0.40756518 - samples/sec: 134.61 - lr: 0.000586 | |
| 2021-03-31 22:53:33,576 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:53:33,576 EPOCH 75 done: loss 0.4064 - lr 0.0005859 | |
| 2021-03-31 22:53:34,785 DEV : loss 2.3737502098083496 - score 0.8839 | |
| 2021-03-31 22:53:34,822 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:53:34,823 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:53:37,016 epoch 76 - iter 6/64 - loss 0.35301521 - samples/sec: 131.35 - lr: 0.000586 | |
| 2021-03-31 22:53:39,129 epoch 76 - iter 12/64 - loss 0.38494892 - samples/sec: 136.36 - lr: 0.000586 | |
| 2021-03-31 22:53:40,947 epoch 76 - iter 18/64 - loss 0.41550410 - samples/sec: 158.55 - lr: 0.000586 | |
| 2021-03-31 22:53:42,959 epoch 76 - iter 24/64 - loss 0.41845184 - samples/sec: 143.21 - lr: 0.000586 | |
| 2021-03-31 22:53:45,244 epoch 76 - iter 30/64 - loss 0.40985596 - samples/sec: 126.08 - lr: 0.000586 | |
| 2021-03-31 22:53:47,127 epoch 76 - iter 36/64 - loss 0.40641805 - samples/sec: 153.09 - lr: 0.000586 | |
| 2021-03-31 22:53:49,276 epoch 76 - iter 42/64 - loss 0.40492874 - samples/sec: 134.05 - lr: 0.000586 | |
| 2021-03-31 22:53:51,956 epoch 76 - iter 48/64 - loss 0.40403999 - samples/sec: 107.52 - lr: 0.000586 | |
| 2021-03-31 22:53:54,244 epoch 76 - iter 54/64 - loss 0.39893902 - samples/sec: 125.93 - lr: 0.000586 | |
| 2021-03-31 22:53:56,045 epoch 76 - iter 60/64 - loss 0.39912860 - samples/sec: 159.99 - lr: 0.000586 | |
| 2021-03-31 22:53:57,496 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:53:57,496 EPOCH 76 done: loss 0.3959 - lr 0.0005859 | |
| 2021-03-31 22:53:58,671 DEV : loss 2.3736560344696045 - score 0.8839 | |
| 2021-03-31 22:53:58,708 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:53:58,708 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:54:00,595 epoch 77 - iter 6/64 - loss 0.37902658 - samples/sec: 152.71 - lr: 0.000586 | |
| 2021-03-31 22:54:02,631 epoch 77 - iter 12/64 - loss 0.40054437 - samples/sec: 141.54 - lr: 0.000586 | |
| 2021-03-31 22:54:05,246 epoch 77 - iter 18/64 - loss 0.43261018 - samples/sec: 110.14 - lr: 0.000586 | |
| 2021-03-31 22:54:07,048 epoch 77 - iter 24/64 - loss 0.39109694 - samples/sec: 159.98 - lr: 0.000586 | |
| 2021-03-31 22:54:09,301 epoch 77 - iter 30/64 - loss 0.39883074 - samples/sec: 127.87 - lr: 0.000586 | |
| 2021-03-31 22:54:11,424 epoch 77 - iter 36/64 - loss 0.40626654 - samples/sec: 135.74 - lr: 0.000586 | |
| 2021-03-31 22:54:13,386 epoch 77 - iter 42/64 - loss 0.39817216 - samples/sec: 146.86 - lr: 0.000586 | |
| 2021-03-31 22:54:15,420 epoch 77 - iter 48/64 - loss 0.40151319 - samples/sec: 141.65 - lr: 0.000586 | |
| 2021-03-31 22:54:17,471 epoch 77 - iter 54/64 - loss 0.41062728 - samples/sec: 140.50 - lr: 0.000586 | |
| 2021-03-31 22:54:19,262 epoch 77 - iter 60/64 - loss 0.40818399 - samples/sec: 160.88 - lr: 0.000586 | |
| 2021-03-31 22:54:20,362 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:54:20,362 EPOCH 77 done: loss 0.4053 - lr 0.0005859 | |
| 2021-03-31 22:54:21,543 DEV : loss 2.373429536819458 - score 0.8839 | |
| 2021-03-31 22:54:21,579 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:54:21,580 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:54:23,550 epoch 78 - iter 6/64 - loss 0.49853660 - samples/sec: 146.28 - lr: 0.000586 | |
| 2021-03-31 22:54:26,001 epoch 78 - iter 12/64 - loss 0.42273763 - samples/sec: 117.52 - lr: 0.000586 | |
| 2021-03-31 22:54:28,052 epoch 78 - iter 18/64 - loss 0.42994470 - samples/sec: 140.47 - lr: 0.000586 | |
| 2021-03-31 22:54:30,128 epoch 78 - iter 24/64 - loss 0.40608464 - samples/sec: 138.85 - lr: 0.000586 | |
| 2021-03-31 22:54:32,237 epoch 78 - iter 30/64 - loss 0.38437345 - samples/sec: 136.62 - lr: 0.000586 | |
| 2021-03-31 22:54:34,107 epoch 78 - iter 36/64 - loss 0.38975593 - samples/sec: 154.11 - lr: 0.000586 | |
| 2021-03-31 22:54:36,151 epoch 78 - iter 42/64 - loss 0.40226523 - samples/sec: 140.93 - lr: 0.000586 | |
| 2021-03-31 22:54:38,165 epoch 78 - iter 48/64 - loss 0.40328056 - samples/sec: 143.04 - lr: 0.000586 | |
| 2021-03-31 22:54:40,073 epoch 78 - iter 54/64 - loss 0.41322422 - samples/sec: 151.08 - lr: 0.000586 | |
| 2021-03-31 22:54:42,203 epoch 78 - iter 60/64 - loss 0.41979348 - samples/sec: 135.24 - lr: 0.000586 | |
| 2021-03-31 22:54:43,501 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:54:43,501 EPOCH 78 done: loss 0.4628 - lr 0.0005859 | |
| 2021-03-31 22:54:44,687 DEV : loss 2.3730530738830566 - score 0.8839 | |
| 2021-03-31 22:54:44,724 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:54:44,725 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:54:46,762 epoch 79 - iter 6/64 - loss 0.31950993 - samples/sec: 141.44 - lr: 0.000293 | |
| 2021-03-31 22:54:48,897 epoch 79 - iter 12/64 - loss 0.39233759 - samples/sec: 134.97 - lr: 0.000293 | |
| 2021-03-31 22:54:50,773 epoch 79 - iter 18/64 - loss 0.40816270 - samples/sec: 153.54 - lr: 0.000293 | |
| 2021-03-31 22:54:52,634 epoch 79 - iter 24/64 - loss 0.41848559 - samples/sec: 154.82 - lr: 0.000293 | |
| 2021-03-31 22:54:54,635 epoch 79 - iter 30/64 - loss 0.41729745 - samples/sec: 143.98 - lr: 0.000293 | |
| 2021-03-31 22:54:56,921 epoch 79 - iter 36/64 - loss 0.42248405 - samples/sec: 126.08 - lr: 0.000293 | |
| 2021-03-31 22:54:59,150 epoch 79 - iter 42/64 - loss 0.43603896 - samples/sec: 129.26 - lr: 0.000293 | |
| 2021-03-31 22:55:01,607 epoch 79 - iter 48/64 - loss 0.42670903 - samples/sec: 117.23 - lr: 0.000293 | |
| 2021-03-31 22:55:03,832 epoch 79 - iter 54/64 - loss 0.42120210 - samples/sec: 129.48 - lr: 0.000293 | |
| 2021-03-31 22:55:05,897 epoch 79 - iter 60/64 - loss 0.42354108 - samples/sec: 139.56 - lr: 0.000293 | |
| 2021-03-31 22:55:06,793 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:55:06,793 EPOCH 79 done: loss 0.4145 - lr 0.0002930 | |
| 2021-03-31 22:55:07,993 DEV : loss 2.3730993270874023 - score 0.8839 | |
| 2021-03-31 22:55:08,029 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:55:08,029 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:55:10,247 epoch 80 - iter 6/64 - loss 0.51468335 - samples/sec: 129.95 - lr: 0.000293 | |
| 2021-03-31 22:55:12,430 epoch 80 - iter 12/64 - loss 0.49337794 - samples/sec: 131.94 - lr: 0.000293 | |
| 2021-03-31 22:55:14,466 epoch 80 - iter 18/64 - loss 0.45626803 - samples/sec: 141.55 - lr: 0.000293 | |
| 2021-03-31 22:55:16,559 epoch 80 - iter 24/64 - loss 0.44689322 - samples/sec: 137.68 - lr: 0.000293 | |
| 2021-03-31 22:55:18,912 epoch 80 - iter 30/64 - loss 0.44472526 - samples/sec: 122.45 - lr: 0.000293 | |
| 2021-03-31 22:55:20,992 epoch 80 - iter 36/64 - loss 0.45055168 - samples/sec: 138.48 - lr: 0.000293 | |
| 2021-03-31 22:55:23,033 epoch 80 - iter 42/64 - loss 0.45163505 - samples/sec: 141.24 - lr: 0.000293 | |
| 2021-03-31 22:55:24,971 epoch 80 - iter 48/64 - loss 0.44942053 - samples/sec: 148.63 - lr: 0.000293 | |
| 2021-03-31 22:55:26,769 epoch 80 - iter 54/64 - loss 0.44165296 - samples/sec: 160.25 - lr: 0.000293 | |
| 2021-03-31 22:55:29,254 epoch 80 - iter 60/64 - loss 0.43385433 - samples/sec: 115.97 - lr: 0.000293 | |
| 2021-03-31 22:55:30,234 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:55:30,235 EPOCH 80 done: loss 0.4305 - lr 0.0002930 | |
| 2021-03-31 22:55:31,432 DEV : loss 2.3732383251190186 - score 0.8839 | |
| 2021-03-31 22:55:31,468 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:55:31,469 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:55:33,516 epoch 81 - iter 6/64 - loss 0.50049928 - samples/sec: 140.75 - lr: 0.000293 | |
| 2021-03-31 22:55:35,430 epoch 81 - iter 12/64 - loss 0.42674196 - samples/sec: 150.56 - lr: 0.000293 | |
| 2021-03-31 22:55:37,464 epoch 81 - iter 18/64 - loss 0.43843730 - samples/sec: 141.64 - lr: 0.000293 | |
| 2021-03-31 22:55:39,252 epoch 81 - iter 24/64 - loss 0.44161734 - samples/sec: 161.15 - lr: 0.000293 | |
| 2021-03-31 22:55:41,574 epoch 81 - iter 30/64 - loss 0.44165418 - samples/sec: 124.08 - lr: 0.000293 | |
| 2021-03-31 22:55:43,468 epoch 81 - iter 36/64 - loss 0.43079067 - samples/sec: 152.19 - lr: 0.000293 | |
| 2021-03-31 22:55:45,926 epoch 81 - iter 42/64 - loss 0.44070883 - samples/sec: 117.21 - lr: 0.000293 | |
| 2021-03-31 22:55:48,084 epoch 81 - iter 48/64 - loss 0.44107718 - samples/sec: 133.51 - lr: 0.000293 | |
| 2021-03-31 22:55:50,710 epoch 81 - iter 54/64 - loss 0.43404028 - samples/sec: 109.75 - lr: 0.000293 | |
| 2021-03-31 22:55:53,005 epoch 81 - iter 60/64 - loss 0.43640784 - samples/sec: 125.55 - lr: 0.000293 | |
| 2021-03-31 22:55:53,967 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:55:53,968 EPOCH 81 done: loss 0.4843 - lr 0.0002930 | |
| 2021-03-31 22:55:55,139 DEV : loss 2.37296199798584 - score 0.8839 | |
| 2021-03-31 22:55:55,176 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:55:55,176 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:55:57,264 epoch 82 - iter 6/64 - loss 0.40367471 - samples/sec: 137.97 - lr: 0.000293 | |
| 2021-03-31 22:55:59,230 epoch 82 - iter 12/64 - loss 0.38725870 - samples/sec: 146.56 - lr: 0.000293 | |
| 2021-03-31 22:56:01,178 epoch 82 - iter 18/64 - loss 0.38262892 - samples/sec: 147.91 - lr: 0.000293 | |
| 2021-03-31 22:56:03,066 epoch 82 - iter 24/64 - loss 0.38260128 - samples/sec: 152.64 - lr: 0.000293 | |
| 2021-03-31 22:56:05,309 epoch 82 - iter 30/64 - loss 0.40051896 - samples/sec: 128.50 - lr: 0.000293 | |
| 2021-03-31 22:56:07,273 epoch 82 - iter 36/64 - loss 0.40432239 - samples/sec: 146.71 - lr: 0.000293 | |
| 2021-03-31 22:56:09,543 epoch 82 - iter 42/64 - loss 0.41173158 - samples/sec: 126.91 - lr: 0.000293 | |
| 2021-03-31 22:56:11,616 epoch 82 - iter 48/64 - loss 0.41862307 - samples/sec: 139.01 - lr: 0.000293 | |
| 2021-03-31 22:56:13,838 epoch 82 - iter 54/64 - loss 0.42869387 - samples/sec: 129.68 - lr: 0.000293 | |
| 2021-03-31 22:56:16,085 epoch 82 - iter 60/64 - loss 0.42954034 - samples/sec: 128.24 - lr: 0.000293 | |
| 2021-03-31 22:56:17,248 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:56:17,248 EPOCH 82 done: loss 0.4899 - lr 0.0002930 | |
| 2021-03-31 22:56:18,425 DEV : loss 2.373277187347412 - score 0.8839 | |
| 2021-03-31 22:56:18,461 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:56:18,461 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:56:20,469 epoch 83 - iter 6/64 - loss 0.44082957 - samples/sec: 143.50 - lr: 0.000146 | |
| 2021-03-31 22:56:22,711 epoch 83 - iter 12/64 - loss 0.43512899 - samples/sec: 128.51 - lr: 0.000146 | |
| 2021-03-31 22:56:24,644 epoch 83 - iter 18/64 - loss 0.40889830 - samples/sec: 149.08 - lr: 0.000146 | |
| 2021-03-31 22:56:26,703 epoch 83 - iter 24/64 - loss 0.38518578 - samples/sec: 139.93 - lr: 0.000146 | |
| 2021-03-31 22:56:28,627 epoch 83 - iter 30/64 - loss 0.43003823 - samples/sec: 149.83 - lr: 0.000146 | |
| 2021-03-31 22:56:30,607 epoch 83 - iter 36/64 - loss 0.42023019 - samples/sec: 145.49 - lr: 0.000146 | |
| 2021-03-31 22:56:33,052 epoch 83 - iter 42/64 - loss 0.40995901 - samples/sec: 117.84 - lr: 0.000146 | |
| 2021-03-31 22:56:34,760 epoch 83 - iter 48/64 - loss 0.40243973 - samples/sec: 168.72 - lr: 0.000146 | |
| 2021-03-31 22:56:36,966 epoch 83 - iter 54/64 - loss 0.41477009 - samples/sec: 130.63 - lr: 0.000146 | |
| 2021-03-31 22:56:38,967 epoch 83 - iter 60/64 - loss 0.40986970 - samples/sec: 143.99 - lr: 0.000146 | |
| 2021-03-31 22:56:40,205 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:56:40,205 EPOCH 83 done: loss 0.4064 - lr 0.0001465 | |
| 2021-03-31 22:56:41,384 DEV : loss 2.372835636138916 - score 0.8839 | |
| 2021-03-31 22:56:41,420 BAD EPOCHS (no improvement): 1 | |
| 2021-03-31 22:56:41,420 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:56:43,450 epoch 84 - iter 6/64 - loss 0.44479579 - samples/sec: 141.94 - lr: 0.000146 | |
| 2021-03-31 22:56:45,428 epoch 84 - iter 12/64 - loss 0.39667094 - samples/sec: 145.65 - lr: 0.000146 | |
| 2021-03-31 22:56:47,580 epoch 84 - iter 18/64 - loss 0.39714662 - samples/sec: 133.90 - lr: 0.000146 | |
| 2021-03-31 22:56:49,655 epoch 84 - iter 24/64 - loss 0.39622994 - samples/sec: 138.89 - lr: 0.000146 | |
| 2021-03-31 22:56:51,911 epoch 84 - iter 30/64 - loss 0.41834929 - samples/sec: 127.69 - lr: 0.000146 | |
| 2021-03-31 22:56:53,855 epoch 84 - iter 36/64 - loss 0.42252420 - samples/sec: 148.21 - lr: 0.000146 | |
| 2021-03-31 22:56:55,957 epoch 84 - iter 42/64 - loss 0.41451500 - samples/sec: 137.12 - lr: 0.000146 | |
| 2021-03-31 22:56:58,059 epoch 84 - iter 48/64 - loss 0.42079820 - samples/sec: 137.07 - lr: 0.000146 | |
| 2021-03-31 22:56:59,938 epoch 84 - iter 54/64 - loss 0.42106613 - samples/sec: 153.40 - lr: 0.000146 | |
| 2021-03-31 22:57:02,421 epoch 84 - iter 60/64 - loss 0.42141970 - samples/sec: 116.02 - lr: 0.000146 | |
| 2021-03-31 22:57:03,503 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:03,503 EPOCH 84 done: loss 0.4239 - lr 0.0001465 | |
| 2021-03-31 22:57:04,690 DEV : loss 2.372957944869995 - score 0.8839 | |
| 2021-03-31 22:57:04,727 BAD EPOCHS (no improvement): 2 | |
| 2021-03-31 22:57:04,728 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:06,858 epoch 85 - iter 6/64 - loss 0.48178672 - samples/sec: 135.25 - lr: 0.000146 | |
| 2021-03-31 22:57:09,267 epoch 85 - iter 12/64 - loss 0.45703672 - samples/sec: 119.61 - lr: 0.000146 | |
| 2021-03-31 22:57:11,232 epoch 85 - iter 18/64 - loss 0.43453310 - samples/sec: 146.66 - lr: 0.000146 | |
| 2021-03-31 22:57:13,288 epoch 85 - iter 24/64 - loss 0.44464177 - samples/sec: 140.10 - lr: 0.000146 | |
| 2021-03-31 22:57:15,384 epoch 85 - iter 30/64 - loss 0.45306847 - samples/sec: 137.50 - lr: 0.000146 | |
| 2021-03-31 22:57:17,696 epoch 85 - iter 36/64 - loss 0.44631434 - samples/sec: 124.62 - lr: 0.000146 | |
| 2021-03-31 22:57:19,806 epoch 85 - iter 42/64 - loss 0.44386492 - samples/sec: 136.53 - lr: 0.000146 | |
| 2021-03-31 22:57:22,041 epoch 85 - iter 48/64 - loss 0.43424922 - samples/sec: 128.94 - lr: 0.000146 | |
| 2021-03-31 22:57:24,035 epoch 85 - iter 54/64 - loss 0.43346192 - samples/sec: 144.53 - lr: 0.000146 | |
| 2021-03-31 22:57:25,852 epoch 85 - iter 60/64 - loss 0.42687025 - samples/sec: 158.62 - lr: 0.000146 | |
| 2021-03-31 22:57:26,987 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:26,987 EPOCH 85 done: loss 0.4229 - lr 0.0001465 | |
| 2021-03-31 22:57:28,175 DEV : loss 2.3727893829345703 - score 0.8839 | |
| 2021-03-31 22:57:28,211 BAD EPOCHS (no improvement): 3 | |
| 2021-03-31 22:57:28,212 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:29,997 epoch 86 - iter 6/64 - loss 0.37195915 - samples/sec: 161.36 - lr: 0.000146 | |
| 2021-03-31 22:57:32,264 epoch 86 - iter 12/64 - loss 0.41615744 - samples/sec: 127.11 - lr: 0.000146 | |
| 2021-03-31 22:57:34,168 epoch 86 - iter 18/64 - loss 0.35657814 - samples/sec: 151.39 - lr: 0.000146 | |
| 2021-03-31 22:57:36,414 epoch 86 - iter 24/64 - loss 0.35120645 - samples/sec: 128.29 - lr: 0.000146 | |
| 2021-03-31 22:57:38,601 epoch 86 - iter 30/64 - loss 0.36778225 - samples/sec: 131.74 - lr: 0.000146 | |
| 2021-03-31 22:57:40,716 epoch 86 - iter 36/64 - loss 0.38389288 - samples/sec: 136.23 - lr: 0.000146 | |
| 2021-03-31 22:57:42,739 epoch 86 - iter 42/64 - loss 0.39187392 - samples/sec: 142.40 - lr: 0.000146 | |
| 2021-03-31 22:57:45,122 epoch 86 - iter 48/64 - loss 0.39360121 - samples/sec: 120.96 - lr: 0.000146 | |
| 2021-03-31 22:57:47,147 epoch 86 - iter 54/64 - loss 0.40146593 - samples/sec: 142.24 - lr: 0.000146 | |
| 2021-03-31 22:57:49,369 epoch 86 - iter 60/64 - loss 0.40555203 - samples/sec: 129.71 - lr: 0.000146 | |
| 2021-03-31 22:57:50,443 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:50,444 EPOCH 86 done: loss 0.4089 - lr 0.0001465 | |
| 2021-03-31 22:57:52,238 DEV : loss 2.37283992767334 - score 0.8839 | |
| 2021-03-31 22:57:52,275 BAD EPOCHS (no improvement): 4 | |
| 2021-03-31 22:57:52,275 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:52,275 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:52,275 learning rate too small - quitting training! | |
| 2021-03-31 22:57:52,275 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:57,904 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-31 22:57:57,904 Testing using best model ... | |
| 2021-03-31 22:57:57,905 loading file /home/tmp/megahedm/anercorp-mar/aqmar_48_0.3_ar_flairfwbw__202103312219/best-model.pt | |
| 2021-03-31 22:58:11,972 0.9451 0.9198 0.9323 | |
| 2021-03-31 22:58:11,972 | |
| Results: | |
| - F1-score (micro) 0.9323 | |
| - F1-score (macro) 0.9272 | |
| By class: | |
| LOC tp: 164 - fp: 7 - fn: 13 - precision: 0.9591 - recall: 0.9266 - f1-score: 0.9425 | |
| MISC tp: 398 - fp: 22 - fn: 37 - precision: 0.9476 - recall: 0.9149 - f1-score: 0.9310 | |
| ORG tp: 65 - fp: 6 - fn: 9 - precision: 0.9155 - recall: 0.8784 - f1-score: 0.8966 | |
| PER tp: 199 - fp: 13 - fn: 13 - precision: 0.9387 - recall: 0.9387 - f1-score: 0.9387 | |
| 2021-03-31 22:58:11,972 ---------------------------------------------------------------------------------------------------- | |