| 2021-03-25 14:01:05,449 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:01:05,449 Model: "SequenceTagger( | |
| (embeddings): StackedEmbeddings( | |
| (list_embedding_0): WordEmbeddings('fr') | |
| ) | |
| (word_dropout): WordDropout(p=0.05) | |
| (locked_dropout): LockedDropout(p=0.5) | |
| (embedding2nn): Linear(in_features=300, out_features=300, bias=True) | |
| (rnn): LSTM(300, 256, batch_first=True, bidirectional=True) | |
| (linear): Linear(in_features=512, out_features=69, bias=True) | |
| (beta): 1.0 | |
| (weights): None | |
| (weight_tensor) None | |
| )" | |
| 2021-03-25 14:01:05,450 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:01:05,450 Corpus: "Corpus: 14449 train + 1476 dev + 416 test sentences" | |
| 2021-03-25 14:01:05,450 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:01:05,450 Parameters: | |
| 2021-03-25 14:01:05,450 - learning_rate: "0.1" | |
| 2021-03-25 14:01:05,450 - mini_batch_size: "128" | |
| 2021-03-25 14:01:05,450 - patience: "3" | |
| 2021-03-25 14:01:05,450 - anneal_factor: "0.5" | |
| 2021-03-25 14:01:05,450 - max_epochs: "500" | |
| 2021-03-25 14:01:05,450 - shuffle: "True" | |
| 2021-03-25 14:01:05,450 - train_with_dev: "False" | |
| 2021-03-25 14:01:05,450 - batch_growth_annealing: "False" | |
| 2021-03-25 14:01:05,450 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:01:05,450 Model training base path: "resources/taggers/UPOS_UD_FRENCH_FR_500_2021-03-25-14:00:44" | |
| 2021-03-25 14:01:05,450 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:01:05,451 Device: cuda:0 | |
| 2021-03-25 14:01:05,451 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:01:05,451 Embeddings storage mode: cpu | |
| 2021-03-25 14:01:05,461 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:01:11,873 epoch 1 - iter 11/113 - loss 99.77079287 - samples/sec: 219.72 - lr: 0.100000 | |
| 2021-03-25 14:01:18,305 epoch 1 - iter 22/113 - loss 94.24917672 - samples/sec: 219.02 - lr: 0.100000 | |
| 2021-03-25 14:01:24,652 epoch 1 - iter 33/113 - loss 89.90108860 - samples/sec: 221.95 - lr: 0.100000 | |
| 2021-03-25 14:01:31,117 epoch 1 - iter 44/113 - loss 86.80566926 - samples/sec: 217.88 - lr: 0.100000 | |
| 2021-03-25 14:01:37,552 epoch 1 - iter 55/113 - loss 84.16539223 - samples/sec: 218.93 - lr: 0.100000 | |
| 2021-03-25 14:01:44,012 epoch 1 - iter 66/113 - loss 81.40805354 - samples/sec: 218.06 - lr: 0.100000 | |
| 2021-03-25 14:01:51,526 epoch 1 - iter 77/113 - loss 78.49298814 - samples/sec: 187.49 - lr: 0.100000 | |
| 2021-03-25 14:02:01,591 epoch 1 - iter 88/113 - loss 75.67749630 - samples/sec: 139.93 - lr: 0.100000 | |
| 2021-03-25 14:02:07,891 epoch 1 - iter 99/113 - loss 72.61106661 - samples/sec: 223.55 - lr: 0.100000 | |
| 2021-03-25 14:02:14,136 epoch 1 - iter 110/113 - loss 69.49553615 - samples/sec: 225.55 - lr: 0.100000 | |
| 2021-03-25 14:02:15,750 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:02:15,750 EPOCH 1 done: loss 68.6976 - lr 0.1000000 | |
| 2021-03-25 14:02:20,848 DEV : loss 33.562286376953125 - score 0.6341 | |
| 2021-03-25 14:02:20,934 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:02:41,804 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:02:46,887 epoch 2 - iter 11/113 - loss 38.53407010 - samples/sec: 277.63 - lr: 0.100000 | |
| 2021-03-25 14:02:52,015 epoch 2 - iter 22/113 - loss 36.84829790 - samples/sec: 275.01 - lr: 0.100000 | |
| 2021-03-25 14:02:57,173 epoch 2 - iter 33/113 - loss 35.26770707 - samples/sec: 273.49 - lr: 0.100000 | |
| 2021-03-25 14:03:02,138 epoch 2 - iter 44/113 - loss 33.75601608 - samples/sec: 284.36 - lr: 0.100000 | |
| 2021-03-25 14:03:07,395 epoch 2 - iter 55/113 - loss 32.55319994 - samples/sec: 268.44 - lr: 0.100000 | |
| 2021-03-25 14:03:13,761 epoch 2 - iter 66/113 - loss 31.48422678 - samples/sec: 221.52 - lr: 0.100000 | |
| 2021-03-25 14:03:19,332 epoch 2 - iter 77/113 - loss 30.51842729 - samples/sec: 253.17 - lr: 0.100000 | |
| 2021-03-25 14:03:24,352 epoch 2 - iter 88/113 - loss 29.67007930 - samples/sec: 281.11 - lr: 0.100000 | |
| 2021-03-25 14:03:29,355 epoch 2 - iter 99/113 - loss 28.97049817 - samples/sec: 281.94 - lr: 0.100000 | |
| 2021-03-25 14:03:34,392 epoch 2 - iter 110/113 - loss 28.28872760 - samples/sec: 279.96 - lr: 0.100000 | |
| 2021-03-25 14:03:35,944 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:03:35,945 EPOCH 2 done: loss 28.1125 - lr 0.1000000 | |
| 2021-03-25 14:03:39,005 DEV : loss 14.451913833618164 - score 0.842 | |
| 2021-03-25 14:03:39,104 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:03:59,805 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:04:04,680 epoch 3 - iter 11/113 - loss 20.39941580 - samples/sec: 289.45 - lr: 0.100000 | |
| 2021-03-25 14:04:09,826 epoch 3 - iter 22/113 - loss 20.40815692 - samples/sec: 274.02 - lr: 0.100000 | |
| 2021-03-25 14:04:16,514 epoch 3 - iter 33/113 - loss 20.40991708 - samples/sec: 227.26 - lr: 0.100000 | |
| 2021-03-25 14:04:21,733 epoch 3 - iter 44/113 - loss 20.11849230 - samples/sec: 270.17 - lr: 0.100000 | |
| 2021-03-25 14:04:26,767 epoch 3 - iter 55/113 - loss 19.74780651 - samples/sec: 280.18 - lr: 0.100000 | |
| 2021-03-25 14:04:31,826 epoch 3 - iter 66/113 - loss 19.50673410 - samples/sec: 278.76 - lr: 0.100000 | |
| 2021-03-25 14:04:37,239 epoch 3 - iter 77/113 - loss 19.32139960 - samples/sec: 260.49 - lr: 0.100000 | |
| 2021-03-25 14:04:42,653 epoch 3 - iter 88/113 - loss 19.16204250 - samples/sec: 260.52 - lr: 0.100000 | |
| 2021-03-25 14:04:47,652 epoch 3 - iter 99/113 - loss 18.94602723 - samples/sec: 282.16 - lr: 0.100000 | |
| 2021-03-25 14:04:52,801 epoch 3 - iter 110/113 - loss 18.69609687 - samples/sec: 273.96 - lr: 0.100000 | |
| 2021-03-25 14:04:54,360 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:04:54,361 EPOCH 3 done: loss 18.6458 - lr 0.1000000 | |
| 2021-03-25 14:04:57,423 DEV : loss 9.90114974975586 - score 0.8889 | |
| 2021-03-25 14:04:57,508 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:05:18,181 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:05:23,508 epoch 4 - iter 11/113 - loss 16.34136980 - samples/sec: 264.70 - lr: 0.100000 | |
| 2021-03-25 14:05:28,603 epoch 4 - iter 22/113 - loss 16.02988811 - samples/sec: 276.83 - lr: 0.100000 | |
| 2021-03-25 14:05:33,565 epoch 4 - iter 33/113 - loss 15.86472456 - samples/sec: 284.38 - lr: 0.100000 | |
| 2021-03-25 14:05:38,569 epoch 4 - iter 44/113 - loss 15.73787843 - samples/sec: 281.82 - lr: 0.100000 | |
| 2021-03-25 14:05:43,873 epoch 4 - iter 55/113 - loss 15.72529602 - samples/sec: 265.93 - lr: 0.100000 | |
| 2021-03-25 14:05:49,022 epoch 4 - iter 66/113 - loss 15.64231133 - samples/sec: 273.85 - lr: 0.100000 | |
| 2021-03-25 14:05:54,079 epoch 4 - iter 77/113 - loss 15.53098549 - samples/sec: 279.00 - lr: 0.100000 | |
| 2021-03-25 14:05:59,725 epoch 4 - iter 88/113 - loss 15.44144802 - samples/sec: 249.83 - lr: 0.100000 | |
| 2021-03-25 14:06:05,622 epoch 4 - iter 99/113 - loss 15.36166467 - samples/sec: 239.06 - lr: 0.100000 | |
| 2021-03-25 14:06:10,703 epoch 4 - iter 110/113 - loss 15.28287371 - samples/sec: 277.68 - lr: 0.100000 | |
| 2021-03-25 14:06:11,969 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:06:11,969 EPOCH 4 done: loss 15.2482 - lr 0.1000000 | |
| 2021-03-25 14:06:15,061 DEV : loss 7.970705986022949 - score 0.9102 | |
| 2021-03-25 14:06:15,152 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:06:35,844 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:06:40,959 epoch 5 - iter 11/113 - loss 13.75491550 - samples/sec: 275.82 - lr: 0.100000 | |
| 2021-03-25 14:06:46,334 epoch 5 - iter 22/113 - loss 13.73643225 - samples/sec: 262.36 - lr: 0.100000 | |
| 2021-03-25 14:06:51,502 epoch 5 - iter 33/113 - loss 13.73926518 - samples/sec: 272.86 - lr: 0.100000 | |
| 2021-03-25 14:06:56,795 epoch 5 - iter 44/113 - loss 13.75865908 - samples/sec: 266.40 - lr: 0.100000 | |
| 2021-03-25 14:07:01,813 epoch 5 - iter 55/113 - loss 13.73817203 - samples/sec: 281.04 - lr: 0.100000 | |
| 2021-03-25 14:07:06,883 epoch 5 - iter 66/113 - loss 13.63995595 - samples/sec: 278.25 - lr: 0.100000 | |
| 2021-03-25 14:07:11,857 epoch 5 - iter 77/113 - loss 13.56778212 - samples/sec: 283.74 - lr: 0.100000 | |
| 2021-03-25 14:07:17,324 epoch 5 - iter 88/113 - loss 13.55545408 - samples/sec: 257.94 - lr: 0.100000 | |
| 2021-03-25 14:07:23,288 epoch 5 - iter 99/113 - loss 13.54607271 - samples/sec: 236.43 - lr: 0.100000 | |
| 2021-03-25 14:07:28,242 epoch 5 - iter 110/113 - loss 13.47867798 - samples/sec: 284.77 - lr: 0.100000 | |
| 2021-03-25 14:07:29,571 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:07:29,572 EPOCH 5 done: loss 13.4781 - lr 0.1000000 | |
| 2021-03-25 14:07:32,655 DEV : loss 7.087363243103027 - score 0.9182 | |
| 2021-03-25 14:07:32,741 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:07:53,501 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:07:58,178 epoch 6 - iter 11/113 - loss 12.25414996 - samples/sec: 301.50 - lr: 0.100000 | |
| 2021-03-25 14:08:03,132 epoch 6 - iter 22/113 - loss 12.58216494 - samples/sec: 284.48 - lr: 0.100000 | |
| 2021-03-25 14:08:07,826 epoch 6 - iter 33/113 - loss 12.55465687 - samples/sec: 300.45 - lr: 0.100000 | |
| 2021-03-25 14:08:12,942 epoch 6 - iter 44/113 - loss 12.54222328 - samples/sec: 275.57 - lr: 0.100000 | |
| 2021-03-25 14:08:18,250 epoch 6 - iter 55/113 - loss 12.46822612 - samples/sec: 265.61 - lr: 0.100000 | |
| 2021-03-25 14:08:24,019 epoch 6 - iter 66/113 - loss 12.50989278 - samples/sec: 244.50 - lr: 0.100000 | |
| 2021-03-25 14:08:29,204 epoch 6 - iter 77/113 - loss 12.54399957 - samples/sec: 272.09 - lr: 0.100000 | |
| 2021-03-25 14:08:34,524 epoch 6 - iter 88/113 - loss 12.49329826 - samples/sec: 265.12 - lr: 0.100000 | |
| 2021-03-25 14:08:39,515 epoch 6 - iter 99/113 - loss 12.39737834 - samples/sec: 282.62 - lr: 0.100000 | |
| 2021-03-25 14:08:44,479 epoch 6 - iter 110/113 - loss 12.36775175 - samples/sec: 284.16 - lr: 0.100000 | |
| 2021-03-25 14:08:45,908 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:08:45,909 EPOCH 6 done: loss 12.3701 - lr 0.1000000 | |
| 2021-03-25 14:08:48,984 DEV : loss 6.438025951385498 - score 0.9242 | |
| 2021-03-25 14:08:49,070 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:09:09,808 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:09:14,807 epoch 7 - iter 11/113 - loss 11.48707477 - samples/sec: 282.15 - lr: 0.100000 | |
| 2021-03-25 14:09:19,938 epoch 7 - iter 22/113 - loss 11.75823628 - samples/sec: 274.72 - lr: 0.100000 | |
| 2021-03-25 14:09:24,882 epoch 7 - iter 33/113 - loss 11.76155940 - samples/sec: 285.27 - lr: 0.100000 | |
| 2021-03-25 14:09:30,122 epoch 7 - iter 44/113 - loss 11.70511486 - samples/sec: 269.04 - lr: 0.100000 | |
| 2021-03-25 14:09:36,110 epoch 7 - iter 55/113 - loss 11.75042126 - samples/sec: 235.49 - lr: 0.100000 | |
| 2021-03-25 14:09:41,252 epoch 7 - iter 66/113 - loss 11.75738887 - samples/sec: 274.31 - lr: 0.100000 | |
| 2021-03-25 14:09:46,391 epoch 7 - iter 77/113 - loss 11.74673812 - samples/sec: 274.49 - lr: 0.100000 | |
| 2021-03-25 14:09:51,417 epoch 7 - iter 88/113 - loss 11.69784170 - samples/sec: 280.68 - lr: 0.100000 | |
| 2021-03-25 14:09:56,404 epoch 7 - iter 99/113 - loss 11.67277172 - samples/sec: 282.97 - lr: 0.100000 | |
| 2021-03-25 14:10:01,812 epoch 7 - iter 110/113 - loss 11.61549222 - samples/sec: 260.79 - lr: 0.100000 | |
| 2021-03-25 14:10:03,239 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:10:03,240 EPOCH 7 done: loss 11.6159 - lr 0.1000000 | |
| 2021-03-25 14:10:06,339 DEV : loss 5.967233657836914 - score 0.9301 | |
| 2021-03-25 14:10:06,425 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:10:27,254 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:10:32,186 epoch 8 - iter 11/113 - loss 11.41520058 - samples/sec: 286.00 - lr: 0.100000 | |
| 2021-03-25 14:10:37,579 epoch 8 - iter 22/113 - loss 11.41410459 - samples/sec: 261.56 - lr: 0.100000 | |
| 2021-03-25 14:10:42,925 epoch 8 - iter 33/113 - loss 11.40393933 - samples/sec: 263.77 - lr: 0.100000 | |
| 2021-03-25 14:10:48,722 epoch 8 - iter 44/113 - loss 11.29198272 - samples/sec: 243.09 - lr: 0.100000 | |
| 2021-03-25 14:10:53,931 epoch 8 - iter 55/113 - loss 11.27080727 - samples/sec: 270.69 - lr: 0.100000 | |
| 2021-03-25 14:10:58,971 epoch 8 - iter 66/113 - loss 11.20616601 - samples/sec: 279.75 - lr: 0.100000 | |
| 2021-03-25 14:11:03,842 epoch 8 - iter 77/113 - loss 11.11662654 - samples/sec: 289.53 - lr: 0.100000 | |
| 2021-03-25 14:11:08,686 epoch 8 - iter 88/113 - loss 11.07857649 - samples/sec: 291.17 - lr: 0.100000 | |
| 2021-03-25 14:11:14,284 epoch 8 - iter 99/113 - loss 11.05369238 - samples/sec: 251.87 - lr: 0.100000 | |
| 2021-03-25 14:11:19,353 epoch 8 - iter 110/113 - loss 10.99549906 - samples/sec: 278.33 - lr: 0.100000 | |
| 2021-03-25 14:11:20,742 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:11:20,743 EPOCH 8 done: loss 10.9712 - lr 0.1000000 | |
| 2021-03-25 14:11:23,799 DEV : loss 5.777602195739746 - score 0.9305 | |
| 2021-03-25 14:11:23,884 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:11:44,620 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:11:49,614 epoch 9 - iter 11/113 - loss 10.98097004 - samples/sec: 282.51 - lr: 0.100000 | |
| 2021-03-25 14:11:54,830 epoch 9 - iter 22/113 - loss 10.93346786 - samples/sec: 270.44 - lr: 0.100000 | |
| 2021-03-25 14:12:00,290 epoch 9 - iter 33/113 - loss 10.88734647 - samples/sec: 258.33 - lr: 0.100000 | |
| 2021-03-25 14:12:05,778 epoch 9 - iter 44/113 - loss 10.84287509 - samples/sec: 256.92 - lr: 0.100000 | |
| 2021-03-25 14:12:10,777 epoch 9 - iter 55/113 - loss 10.70467356 - samples/sec: 282.10 - lr: 0.100000 | |
| 2021-03-25 14:12:16,573 epoch 9 - iter 66/113 - loss 10.74898650 - samples/sec: 243.41 - lr: 0.100000 | |
| 2021-03-25 14:12:21,545 epoch 9 - iter 77/113 - loss 10.71510647 - samples/sec: 283.70 - lr: 0.100000 | |
| 2021-03-25 14:12:26,409 epoch 9 - iter 88/113 - loss 10.69577348 - samples/sec: 289.87 - lr: 0.100000 | |
| 2021-03-25 14:12:31,283 epoch 9 - iter 99/113 - loss 10.65237220 - samples/sec: 289.36 - lr: 0.100000 | |
| 2021-03-25 14:12:36,097 epoch 9 - iter 110/113 - loss 10.62479797 - samples/sec: 292.91 - lr: 0.100000 | |
| 2021-03-25 14:12:37,791 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:12:37,792 EPOCH 9 done: loss 10.5987 - lr 0.1000000 | |
| 2021-03-25 14:12:40,927 DEV : loss 5.393132209777832 - score 0.9343 | |
| 2021-03-25 14:12:41,015 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:13:01,684 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:13:06,653 epoch 10 - iter 11/113 - loss 10.12780831 - samples/sec: 283.98 - lr: 0.100000 | |
| 2021-03-25 14:13:11,638 epoch 10 - iter 22/113 - loss 10.17941596 - samples/sec: 282.90 - lr: 0.100000 | |
| 2021-03-25 14:13:16,500 epoch 10 - iter 33/113 - loss 10.13595911 - samples/sec: 290.19 - lr: 0.100000 | |
| 2021-03-25 14:13:22,468 epoch 10 - iter 44/113 - loss 10.23102899 - samples/sec: 236.33 - lr: 0.100000 | |
| 2021-03-25 14:13:27,403 epoch 10 - iter 55/113 - loss 10.19711217 - samples/sec: 285.75 - lr: 0.100000 | |
| 2021-03-25 14:13:32,765 epoch 10 - iter 66/113 - loss 10.19659086 - samples/sec: 262.95 - lr: 0.100000 | |
| 2021-03-25 14:13:37,934 epoch 10 - iter 77/113 - loss 10.23902109 - samples/sec: 272.79 - lr: 0.100000 | |
| 2021-03-25 14:13:43,081 epoch 10 - iter 88/113 - loss 10.19825011 - samples/sec: 273.97 - lr: 0.100000 | |
| 2021-03-25 14:13:47,959 epoch 10 - iter 99/113 - loss 10.20401257 - samples/sec: 289.11 - lr: 0.100000 | |
| 2021-03-25 14:13:53,381 epoch 10 - iter 110/113 - loss 10.20861778 - samples/sec: 260.11 - lr: 0.100000 | |
| 2021-03-25 14:13:54,782 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:13:54,784 EPOCH 10 done: loss 10.2038 - lr 0.1000000 | |
| 2021-03-25 14:13:57,821 DEV : loss 5.497661590576172 - score 0.9333 | |
| 2021-03-25 14:13:57,907 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:13:57,909 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:14:02,818 epoch 11 - iter 11/113 - loss 9.95163449 - samples/sec: 287.26 - lr: 0.100000 | |
| 2021-03-25 14:14:08,069 epoch 11 - iter 22/113 - loss 10.01565296 - samples/sec: 268.50 - lr: 0.100000 | |
| 2021-03-25 14:14:12,996 epoch 11 - iter 33/113 - loss 9.99093333 - samples/sec: 286.31 - lr: 0.100000 | |
| 2021-03-25 14:14:18,079 epoch 11 - iter 44/113 - loss 9.94215116 - samples/sec: 277.53 - lr: 0.100000 | |
| 2021-03-25 14:14:26,576 epoch 11 - iter 55/113 - loss 9.91138967 - samples/sec: 165.87 - lr: 0.100000 | |
| 2021-03-25 14:14:31,882 epoch 11 - iter 66/113 - loss 9.92189751 - samples/sec: 265.74 - lr: 0.100000 | |
| 2021-03-25 14:14:37,855 epoch 11 - iter 77/113 - loss 9.94067262 - samples/sec: 236.04 - lr: 0.100000 | |
| 2021-03-25 14:14:42,610 epoch 11 - iter 88/113 - loss 9.92497098 - samples/sec: 296.57 - lr: 0.100000 | |
| 2021-03-25 14:14:47,825 epoch 11 - iter 99/113 - loss 9.91202928 - samples/sec: 270.35 - lr: 0.100000 | |
| 2021-03-25 14:14:52,707 epoch 11 - iter 110/113 - loss 9.88208182 - samples/sec: 288.78 - lr: 0.100000 | |
| 2021-03-25 14:14:54,014 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:14:54,015 EPOCH 11 done: loss 9.8938 - lr 0.1000000 | |
| 2021-03-25 14:14:57,023 DEV : loss 5.045197486877441 - score 0.9384 | |
| 2021-03-25 14:14:57,114 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:15:17,806 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:15:23,043 epoch 12 - iter 11/113 - loss 9.60898850 - samples/sec: 269.25 - lr: 0.100000 | |
| 2021-03-25 14:15:29,194 epoch 12 - iter 22/113 - loss 9.75797415 - samples/sec: 229.16 - lr: 0.100000 | |
| 2021-03-25 14:15:34,283 epoch 12 - iter 33/113 - loss 9.66825789 - samples/sec: 277.06 - lr: 0.100000 | |
| 2021-03-25 14:15:39,273 epoch 12 - iter 44/113 - loss 9.64228695 - samples/sec: 282.51 - lr: 0.100000 | |
| 2021-03-25 14:15:44,269 epoch 12 - iter 55/113 - loss 9.64185578 - samples/sec: 282.20 - lr: 0.100000 | |
| 2021-03-25 14:15:49,301 epoch 12 - iter 66/113 - loss 9.65320571 - samples/sec: 280.27 - lr: 0.100000 | |
| 2021-03-25 14:15:54,366 epoch 12 - iter 77/113 - loss 9.69141129 - samples/sec: 278.61 - lr: 0.100000 | |
| 2021-03-25 14:15:59,764 epoch 12 - iter 88/113 - loss 9.68915646 - samples/sec: 261.26 - lr: 0.100000 | |
| 2021-03-25 14:16:04,794 epoch 12 - iter 99/113 - loss 9.69711871 - samples/sec: 280.61 - lr: 0.100000 | |
| 2021-03-25 14:16:09,837 epoch 12 - iter 110/113 - loss 9.67122457 - samples/sec: 279.69 - lr: 0.100000 | |
| 2021-03-25 14:16:11,211 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:16:11,211 EPOCH 12 done: loss 9.6634 - lr 0.1000000 | |
| 2021-03-25 14:16:14,320 DEV : loss 4.956379413604736 - score 0.94 | |
| 2021-03-25 14:16:14,407 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:16:37,130 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:16:42,981 epoch 13 - iter 11/113 - loss 9.70416060 - samples/sec: 241.04 - lr: 0.100000 | |
| 2021-03-25 14:16:48,412 epoch 13 - iter 22/113 - loss 9.72429145 - samples/sec: 259.80 - lr: 0.100000 | |
| 2021-03-25 14:16:53,517 epoch 13 - iter 33/113 - loss 9.73316918 - samples/sec: 276.22 - lr: 0.100000 | |
| 2021-03-25 14:16:58,676 epoch 13 - iter 44/113 - loss 9.66548928 - samples/sec: 273.25 - lr: 0.100000 | |
| 2021-03-25 14:17:03,788 epoch 13 - iter 55/113 - loss 9.65393751 - samples/sec: 275.73 - lr: 0.100000 | |
| 2021-03-25 14:17:08,822 epoch 13 - iter 66/113 - loss 9.58927981 - samples/sec: 280.16 - lr: 0.100000 | |
| 2021-03-25 14:17:13,928 epoch 13 - iter 77/113 - loss 9.56828498 - samples/sec: 276.13 - lr: 0.100000 | |
| 2021-03-25 14:17:19,018 epoch 13 - iter 88/113 - loss 9.56351062 - samples/sec: 277.07 - lr: 0.100000 | |
| 2021-03-25 14:17:23,959 epoch 13 - iter 99/113 - loss 9.52224740 - samples/sec: 285.55 - lr: 0.100000 | |
| 2021-03-25 14:17:29,133 epoch 13 - iter 110/113 - loss 9.48496844 - samples/sec: 272.73 - lr: 0.100000 | |
| 2021-03-25 14:17:30,840 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:17:30,841 EPOCH 13 done: loss 9.4778 - lr 0.1000000 | |
| 2021-03-25 14:17:33,917 DEV : loss 4.854061126708984 - score 0.9407 | |
| 2021-03-25 14:17:34,006 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:17:54,637 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:17:59,770 epoch 14 - iter 11/113 - loss 9.19493450 - samples/sec: 274.87 - lr: 0.100000 | |
| 2021-03-25 14:18:04,733 epoch 14 - iter 22/113 - loss 9.25288686 - samples/sec: 284.21 - lr: 0.100000 | |
| 2021-03-25 14:18:09,595 epoch 14 - iter 33/113 - loss 9.26891538 - samples/sec: 290.07 - lr: 0.100000 | |
| 2021-03-25 14:18:14,393 epoch 14 - iter 44/113 - loss 9.16350185 - samples/sec: 293.94 - lr: 0.100000 | |
| 2021-03-25 14:18:20,637 epoch 14 - iter 55/113 - loss 9.21550579 - samples/sec: 225.78 - lr: 0.100000 | |
| 2021-03-25 14:18:25,671 epoch 14 - iter 66/113 - loss 9.26127974 - samples/sec: 280.16 - lr: 0.100000 | |
| 2021-03-25 14:18:30,591 epoch 14 - iter 77/113 - loss 9.24992544 - samples/sec: 286.77 - lr: 0.100000 | |
| 2021-03-25 14:18:35,863 epoch 14 - iter 88/113 - loss 9.26024974 - samples/sec: 267.37 - lr: 0.100000 | |
| 2021-03-25 14:18:41,106 epoch 14 - iter 99/113 - loss 9.25936102 - samples/sec: 268.84 - lr: 0.100000 | |
| 2021-03-25 14:18:46,173 epoch 14 - iter 110/113 - loss 9.27194617 - samples/sec: 278.39 - lr: 0.100000 | |
| 2021-03-25 14:18:47,520 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:18:47,521 EPOCH 14 done: loss 9.2677 - lr 0.1000000 | |
| 2021-03-25 14:18:50,605 DEV : loss 4.6637468338012695 - score 0.9437 | |
| 2021-03-25 14:18:50,702 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:19:11,401 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:19:16,430 epoch 15 - iter 11/113 - loss 9.20153635 - samples/sec: 280.52 - lr: 0.100000 | |
| 2021-03-25 14:19:21,356 epoch 15 - iter 22/113 - loss 9.18468007 - samples/sec: 286.36 - lr: 0.100000 | |
| 2021-03-25 14:19:26,404 epoch 15 - iter 33/113 - loss 9.13618911 - samples/sec: 279.41 - lr: 0.100000 | |
| 2021-03-25 14:19:31,425 epoch 15 - iter 44/113 - loss 9.14671193 - samples/sec: 281.09 - lr: 0.100000 | |
| 2021-03-25 14:19:37,274 epoch 15 - iter 55/113 - loss 9.17618445 - samples/sec: 241.14 - lr: 0.100000 | |
| 2021-03-25 14:19:42,382 epoch 15 - iter 66/113 - loss 9.21374535 - samples/sec: 276.03 - lr: 0.100000 | |
| 2021-03-25 14:19:47,165 epoch 15 - iter 77/113 - loss 9.15780705 - samples/sec: 294.90 - lr: 0.100000 | |
| 2021-03-25 14:19:52,493 epoch 15 - iter 88/113 - loss 9.16023508 - samples/sec: 264.58 - lr: 0.100000 | |
| 2021-03-25 14:19:57,704 epoch 15 - iter 99/113 - loss 9.14380626 - samples/sec: 270.57 - lr: 0.100000 | |
| 2021-03-25 14:20:02,883 epoch 15 - iter 110/113 - loss 9.15607706 - samples/sec: 272.33 - lr: 0.100000 | |
| 2021-03-25 14:20:04,296 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:20:04,297 EPOCH 15 done: loss 9.1547 - lr 0.1000000 | |
| 2021-03-25 14:20:07,336 DEV : loss 4.723843574523926 - score 0.9425 | |
| 2021-03-25 14:20:07,431 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:20:07,434 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:20:12,718 epoch 16 - iter 11/113 - loss 8.91683752 - samples/sec: 266.78 - lr: 0.100000 | |
| 2021-03-25 14:20:17,603 epoch 16 - iter 22/113 - loss 8.84586811 - samples/sec: 288.72 - lr: 0.100000 | |
| 2021-03-25 14:20:22,423 epoch 16 - iter 33/113 - loss 8.87587521 - samples/sec: 292.70 - lr: 0.100000 | |
| 2021-03-25 14:20:27,278 epoch 16 - iter 44/113 - loss 8.91776588 - samples/sec: 290.34 - lr: 0.100000 | |
| 2021-03-25 14:20:32,082 epoch 16 - iter 55/113 - loss 8.91623986 - samples/sec: 293.54 - lr: 0.100000 | |
| 2021-03-25 14:20:37,254 epoch 16 - iter 66/113 - loss 8.93175859 - samples/sec: 272.68 - lr: 0.100000 | |
| 2021-03-25 14:20:42,183 epoch 16 - iter 77/113 - loss 8.91786335 - samples/sec: 286.20 - lr: 0.100000 | |
| 2021-03-25 14:20:48,619 epoch 16 - iter 88/113 - loss 9.00497681 - samples/sec: 219.12 - lr: 0.100000 | |
| 2021-03-25 14:20:53,591 epoch 16 - iter 99/113 - loss 8.96611474 - samples/sec: 283.66 - lr: 0.100000 | |
| 2021-03-25 14:20:59,083 epoch 16 - iter 110/113 - loss 8.98243074 - samples/sec: 256.83 - lr: 0.100000 | |
| 2021-03-25 14:21:00,583 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:21:00,584 EPOCH 16 done: loss 8.9999 - lr 0.1000000 | |
| 2021-03-25 14:21:03,684 DEV : loss 4.600645542144775 - score 0.9449 | |
| 2021-03-25 14:21:03,776 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:21:27,116 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:21:32,099 epoch 17 - iter 11/113 - loss 8.63473545 - samples/sec: 283.12 - lr: 0.100000 | |
| 2021-03-25 14:21:37,291 epoch 17 - iter 22/113 - loss 9.00390313 - samples/sec: 271.57 - lr: 0.100000 | |
| 2021-03-25 14:21:42,152 epoch 17 - iter 33/113 - loss 8.89432429 - samples/sec: 290.16 - lr: 0.100000 | |
| 2021-03-25 14:21:47,244 epoch 17 - iter 44/113 - loss 8.89753563 - samples/sec: 276.96 - lr: 0.100000 | |
| 2021-03-25 14:21:52,511 epoch 17 - iter 55/113 - loss 8.99695036 - samples/sec: 267.63 - lr: 0.100000 | |
| 2021-03-25 14:21:57,536 epoch 17 - iter 66/113 - loss 8.96438860 - samples/sec: 280.73 - lr: 0.100000 | |
| 2021-03-25 14:22:02,418 epoch 17 - iter 77/113 - loss 8.89798951 - samples/sec: 289.00 - lr: 0.100000 | |
| 2021-03-25 14:22:07,408 epoch 17 - iter 88/113 - loss 8.84122361 - samples/sec: 282.85 - lr: 0.100000 | |
| 2021-03-25 14:22:13,498 epoch 17 - iter 99/113 - loss 8.84088721 - samples/sec: 231.51 - lr: 0.100000 | |
| 2021-03-25 14:22:18,961 epoch 17 - iter 110/113 - loss 8.83661433 - samples/sec: 258.16 - lr: 0.100000 | |
| 2021-03-25 14:22:20,352 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:22:20,353 EPOCH 17 done: loss 8.8371 - lr 0.1000000 | |
| 2021-03-25 14:22:23,459 DEV : loss 4.431546211242676 - score 0.9457 | |
| 2021-03-25 14:22:23,546 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:22:47,805 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:22:52,802 epoch 18 - iter 11/113 - loss 8.54313933 - samples/sec: 282.47 - lr: 0.100000 | |
| 2021-03-25 14:22:57,846 epoch 18 - iter 22/113 - loss 8.64078353 - samples/sec: 279.62 - lr: 0.100000 | |
| 2021-03-25 14:23:03,508 epoch 18 - iter 33/113 - loss 8.84093013 - samples/sec: 249.04 - lr: 0.100000 | |
| 2021-03-25 14:23:08,710 epoch 18 - iter 44/113 - loss 8.80217834 - samples/sec: 271.18 - lr: 0.100000 | |
| 2021-03-25 14:23:13,878 epoch 18 - iter 55/113 - loss 8.81391993 - samples/sec: 272.87 - lr: 0.100000 | |
| 2021-03-25 14:23:18,908 epoch 18 - iter 66/113 - loss 8.76180567 - samples/sec: 280.45 - lr: 0.100000 | |
| 2021-03-25 14:23:25,082 epoch 18 - iter 77/113 - loss 8.77215919 - samples/sec: 228.34 - lr: 0.100000 | |
| 2021-03-25 14:23:30,050 epoch 18 - iter 88/113 - loss 8.73111441 - samples/sec: 283.89 - lr: 0.100000 | |
| 2021-03-25 14:23:35,369 epoch 18 - iter 99/113 - loss 8.73661179 - samples/sec: 265.12 - lr: 0.100000 | |
| 2021-03-25 14:23:40,238 epoch 18 - iter 110/113 - loss 8.71119777 - samples/sec: 289.63 - lr: 0.100000 | |
| 2021-03-25 14:23:41,614 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:23:41,615 EPOCH 18 done: loss 8.7209 - lr 0.1000000 | |
| 2021-03-25 14:23:44,740 DEV : loss 4.406030178070068 - score 0.9458 | |
| 2021-03-25 14:23:44,825 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:24:05,502 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:24:11,494 epoch 19 - iter 11/113 - loss 8.80325729 - samples/sec: 235.54 - lr: 0.100000 | |
| 2021-03-25 14:24:16,576 epoch 19 - iter 22/113 - loss 8.76107066 - samples/sec: 277.56 - lr: 0.100000 | |
| 2021-03-25 14:24:21,785 epoch 19 - iter 33/113 - loss 8.76905194 - samples/sec: 270.72 - lr: 0.100000 | |
| 2021-03-25 14:24:26,862 epoch 19 - iter 44/113 - loss 8.68167763 - samples/sec: 277.84 - lr: 0.100000 | |
| 2021-03-25 14:24:31,912 epoch 19 - iter 55/113 - loss 8.66194548 - samples/sec: 279.31 - lr: 0.100000 | |
| 2021-03-25 14:24:37,311 epoch 19 - iter 66/113 - loss 8.65696138 - samples/sec: 261.24 - lr: 0.100000 | |
| 2021-03-25 14:24:42,357 epoch 19 - iter 77/113 - loss 8.63890009 - samples/sec: 279.49 - lr: 0.100000 | |
| 2021-03-25 14:24:47,373 epoch 19 - iter 88/113 - loss 8.63974104 - samples/sec: 281.19 - lr: 0.100000 | |
| 2021-03-25 14:24:52,680 epoch 19 - iter 99/113 - loss 8.65158988 - samples/sec: 265.66 - lr: 0.100000 | |
| 2021-03-25 14:24:57,851 epoch 19 - iter 110/113 - loss 8.63538480 - samples/sec: 272.76 - lr: 0.100000 | |
| 2021-03-25 14:24:59,179 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:24:59,180 EPOCH 19 done: loss 8.6226 - lr 0.1000000 | |
| 2021-03-25 14:25:02,225 DEV : loss 4.378823757171631 - score 0.9467 | |
| 2021-03-25 14:25:02,309 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:25:23,052 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:25:28,123 epoch 20 - iter 11/113 - loss 8.88146661 - samples/sec: 278.06 - lr: 0.100000 | |
| 2021-03-25 14:25:33,152 epoch 20 - iter 22/113 - loss 8.62564668 - samples/sec: 280.52 - lr: 0.100000 | |
| 2021-03-25 14:25:38,233 epoch 20 - iter 33/113 - loss 8.61044546 - samples/sec: 277.78 - lr: 0.100000 | |
| 2021-03-25 14:25:43,396 epoch 20 - iter 44/113 - loss 8.47159225 - samples/sec: 273.33 - lr: 0.100000 | |
| 2021-03-25 14:25:48,923 epoch 20 - iter 55/113 - loss 8.50170311 - samples/sec: 255.17 - lr: 0.100000 | |
| 2021-03-25 14:25:53,969 epoch 20 - iter 66/113 - loss 8.49327851 - samples/sec: 279.71 - lr: 0.100000 | |
| 2021-03-25 14:25:58,986 epoch 20 - iter 77/113 - loss 8.50381073 - samples/sec: 281.29 - lr: 0.100000 | |
| 2021-03-25 14:26:04,067 epoch 20 - iter 88/113 - loss 8.44488644 - samples/sec: 277.82 - lr: 0.100000 | |
| 2021-03-25 14:26:09,142 epoch 20 - iter 99/113 - loss 8.45974325 - samples/sec: 277.93 - lr: 0.100000 | |
| 2021-03-25 14:26:15,054 epoch 20 - iter 110/113 - loss 8.51287270 - samples/sec: 238.48 - lr: 0.100000 | |
| 2021-03-25 14:26:16,350 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:26:16,351 EPOCH 20 done: loss 8.5063 - lr 0.1000000 | |
| 2021-03-25 14:26:19,411 DEV : loss 4.324984550476074 - score 0.9473 | |
| 2021-03-25 14:26:19,499 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:26:40,178 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:26:45,108 epoch 21 - iter 11/113 - loss 8.48801665 - samples/sec: 286.16 - lr: 0.100000 | |
| 2021-03-25 14:26:50,094 epoch 21 - iter 22/113 - loss 8.47772455 - samples/sec: 282.79 - lr: 0.100000 | |
| 2021-03-25 14:26:55,424 epoch 21 - iter 33/113 - loss 8.48680511 - samples/sec: 264.52 - lr: 0.100000 | |
| 2021-03-25 14:27:00,441 epoch 21 - iter 44/113 - loss 8.50129194 - samples/sec: 281.06 - lr: 0.100000 | |
| 2021-03-25 14:27:05,770 epoch 21 - iter 55/113 - loss 8.46239126 - samples/sec: 264.75 - lr: 0.100000 | |
| 2021-03-25 14:27:10,809 epoch 21 - iter 66/113 - loss 8.44019704 - samples/sec: 280.13 - lr: 0.100000 | |
| 2021-03-25 14:27:15,794 epoch 21 - iter 77/113 - loss 8.44875589 - samples/sec: 282.95 - lr: 0.100000 | |
| 2021-03-25 14:27:20,728 epoch 21 - iter 88/113 - loss 8.42510764 - samples/sec: 286.00 - lr: 0.100000 | |
| 2021-03-25 14:27:26,137 epoch 21 - iter 99/113 - loss 8.41351179 - samples/sec: 260.77 - lr: 0.100000 | |
| 2021-03-25 14:27:32,317 epoch 21 - iter 110/113 - loss 8.41928242 - samples/sec: 228.25 - lr: 0.100000 | |
| 2021-03-25 14:27:33,684 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:27:33,684 EPOCH 21 done: loss 8.4179 - lr 0.1000000 | |
| 2021-03-25 14:27:36,762 DEV : loss 4.271585941314697 - score 0.9478 | |
| 2021-03-25 14:27:36,849 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:28:00,305 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:28:05,448 epoch 22 - iter 11/113 - loss 8.33362540 - samples/sec: 274.25 - lr: 0.100000 | |
| 2021-03-25 14:28:10,549 epoch 22 - iter 22/113 - loss 8.26746761 - samples/sec: 276.40 - lr: 0.100000 | |
| 2021-03-25 14:28:15,490 epoch 22 - iter 33/113 - loss 8.21251268 - samples/sec: 285.33 - lr: 0.100000 | |
| 2021-03-25 14:28:21,872 epoch 22 - iter 44/113 - loss 8.30965517 - samples/sec: 220.93 - lr: 0.100000 | |
| 2021-03-25 14:28:27,120 epoch 22 - iter 55/113 - loss 8.28732276 - samples/sec: 268.67 - lr: 0.100000 | |
| 2021-03-25 14:28:32,316 epoch 22 - iter 66/113 - loss 8.30639047 - samples/sec: 271.31 - lr: 0.100000 | |
| 2021-03-25 14:28:37,460 epoch 22 - iter 77/113 - loss 8.31527423 - samples/sec: 274.11 - lr: 0.100000 | |
| 2021-03-25 14:28:42,277 epoch 22 - iter 88/113 - loss 8.29930803 - samples/sec: 292.88 - lr: 0.100000 | |
| 2021-03-25 14:28:47,276 epoch 22 - iter 99/113 - loss 8.30655447 - samples/sec: 282.27 - lr: 0.100000 | |
| 2021-03-25 14:28:52,467 epoch 22 - iter 110/113 - loss 8.31604251 - samples/sec: 271.67 - lr: 0.100000 | |
| 2021-03-25 14:28:53,837 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:28:53,838 EPOCH 22 done: loss 8.3136 - lr 0.1000000 | |
| 2021-03-25 14:28:56,914 DEV : loss 4.242696285247803 - score 0.9481 | |
| 2021-03-25 14:28:57,000 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:29:23,549 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:29:28,616 epoch 23 - iter 11/113 - loss 8.21188684 - samples/sec: 278.33 - lr: 0.100000 | |
| 2021-03-25 14:29:33,693 epoch 23 - iter 22/113 - loss 8.12478161 - samples/sec: 277.88 - lr: 0.100000 | |
| 2021-03-25 14:29:38,722 epoch 23 - iter 33/113 - loss 8.12512396 - samples/sec: 280.46 - lr: 0.100000 | |
| 2021-03-25 14:29:44,494 epoch 23 - iter 44/113 - loss 8.17877230 - samples/sec: 244.24 - lr: 0.100000 | |
| 2021-03-25 14:29:49,524 epoch 23 - iter 55/113 - loss 8.15525670 - samples/sec: 280.46 - lr: 0.100000 | |
| 2021-03-25 14:29:54,746 epoch 23 - iter 66/113 - loss 8.14327848 - samples/sec: 270.02 - lr: 0.100000 | |
| 2021-03-25 14:30:00,094 epoch 23 - iter 77/113 - loss 8.16310959 - samples/sec: 263.71 - lr: 0.100000 | |
| 2021-03-25 14:30:05,364 epoch 23 - iter 88/113 - loss 8.17443132 - samples/sec: 267.60 - lr: 0.100000 | |
| 2021-03-25 14:30:10,412 epoch 23 - iter 99/113 - loss 8.19328612 - samples/sec: 279.41 - lr: 0.100000 | |
| 2021-03-25 14:30:15,542 epoch 23 - iter 110/113 - loss 8.18489590 - samples/sec: 274.92 - lr: 0.100000 | |
| 2021-03-25 14:30:16,814 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:30:16,815 EPOCH 23 done: loss 8.1939 - lr 0.1000000 | |
| 2021-03-25 14:30:23,277 DEV : loss 4.192256927490234 - score 0.9487 | |
| 2021-03-25 14:30:23,363 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:30:47,453 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:30:52,300 epoch 24 - iter 11/113 - loss 8.31457142 - samples/sec: 290.85 - lr: 0.100000 | |
| 2021-03-25 14:30:57,041 epoch 24 - iter 22/113 - loss 8.15165019 - samples/sec: 297.38 - lr: 0.100000 | |
| 2021-03-25 14:31:01,990 epoch 24 - iter 33/113 - loss 8.21532791 - samples/sec: 284.78 - lr: 0.100000 | |
| 2021-03-25 14:31:07,513 epoch 24 - iter 44/113 - loss 8.29228537 - samples/sec: 255.22 - lr: 0.100000 | |
| 2021-03-25 14:31:12,889 epoch 24 - iter 55/113 - loss 8.26596643 - samples/sec: 262.21 - lr: 0.100000 | |
| 2021-03-25 14:31:17,767 epoch 24 - iter 66/113 - loss 8.20572353 - samples/sec: 289.04 - lr: 0.100000 | |
| 2021-03-25 14:31:23,986 epoch 24 - iter 77/113 - loss 8.19112746 - samples/sec: 226.71 - lr: 0.100000 | |
| 2021-03-25 14:31:28,776 epoch 24 - iter 88/113 - loss 8.14982860 - samples/sec: 294.40 - lr: 0.100000 | |
| 2021-03-25 14:31:33,772 epoch 24 - iter 99/113 - loss 8.15588484 - samples/sec: 282.15 - lr: 0.100000 | |
| 2021-03-25 14:31:38,765 epoch 24 - iter 110/113 - loss 8.13622023 - samples/sec: 282.38 - lr: 0.100000 | |
| 2021-03-25 14:31:39,981 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:31:39,982 EPOCH 24 done: loss 8.1106 - lr 0.1000000 | |
| 2021-03-25 14:31:43,064 DEV : loss 4.094086647033691 - score 0.9502 | |
| 2021-03-25 14:31:43,156 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:32:03,928 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:32:08,955 epoch 25 - iter 11/113 - loss 8.19163994 - samples/sec: 280.61 - lr: 0.100000 | |
| 2021-03-25 14:32:13,990 epoch 25 - iter 22/113 - loss 8.18304365 - samples/sec: 280.16 - lr: 0.100000 | |
| 2021-03-25 14:32:19,241 epoch 25 - iter 33/113 - loss 7.93600996 - samples/sec: 268.65 - lr: 0.100000 | |
| 2021-03-25 14:32:24,903 epoch 25 - iter 44/113 - loss 7.96527595 - samples/sec: 248.99 - lr: 0.100000 | |
| 2021-03-25 14:32:30,212 epoch 25 - iter 55/113 - loss 7.97594872 - samples/sec: 265.66 - lr: 0.100000 | |
| 2021-03-25 14:32:35,245 epoch 25 - iter 66/113 - loss 7.96416077 - samples/sec: 280.32 - lr: 0.100000 | |
| 2021-03-25 14:32:40,410 epoch 25 - iter 77/113 - loss 7.96897899 - samples/sec: 272.95 - lr: 0.100000 | |
| 2021-03-25 14:32:45,400 epoch 25 - iter 88/113 - loss 7.95469350 - samples/sec: 282.61 - lr: 0.100000 | |
| 2021-03-25 14:32:50,251 epoch 25 - iter 99/113 - loss 7.95179938 - samples/sec: 290.77 - lr: 0.100000 | |
| 2021-03-25 14:32:55,618 epoch 25 - iter 110/113 - loss 7.98967878 - samples/sec: 262.73 - lr: 0.100000 | |
| 2021-03-25 14:32:57,024 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:32:57,025 EPOCH 25 done: loss 7.9944 - lr 0.1000000 | |
| 2021-03-25 14:33:00,080 DEV : loss 4.010470390319824 - score 0.9498 | |
| 2021-03-25 14:33:00,174 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:33:04,071 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:33:08,956 epoch 26 - iter 11/113 - loss 8.06572771 - samples/sec: 288.69 - lr: 0.100000 | |
| 2021-03-25 14:33:14,062 epoch 26 - iter 22/113 - loss 7.93874077 - samples/sec: 276.18 - lr: 0.100000 | |
| 2021-03-25 14:33:18,925 epoch 26 - iter 33/113 - loss 7.92231239 - samples/sec: 290.17 - lr: 0.100000 | |
| 2021-03-25 14:33:25,103 epoch 26 - iter 44/113 - loss 7.99476777 - samples/sec: 228.27 - lr: 0.100000 | |
| 2021-03-25 14:33:30,170 epoch 26 - iter 55/113 - loss 8.00042777 - samples/sec: 278.34 - lr: 0.100000 | |
| 2021-03-25 14:33:35,166 epoch 26 - iter 66/113 - loss 7.99696588 - samples/sec: 282.39 - lr: 0.100000 | |
| 2021-03-25 14:33:40,349 epoch 26 - iter 77/113 - loss 8.00096771 - samples/sec: 272.04 - lr: 0.100000 | |
| 2021-03-25 14:33:45,584 epoch 26 - iter 88/113 - loss 8.02346605 - samples/sec: 269.40 - lr: 0.100000 | |
| 2021-03-25 14:33:50,763 epoch 26 - iter 99/113 - loss 8.04105186 - samples/sec: 272.25 - lr: 0.100000 | |
| 2021-03-25 14:33:56,067 epoch 26 - iter 110/113 - loss 8.01797169 - samples/sec: 265.87 - lr: 0.100000 | |
| 2021-03-25 14:33:57,354 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:33:57,356 EPOCH 26 done: loss 8.0080 - lr 0.1000000 | |
| 2021-03-25 14:34:00,430 DEV : loss 4.04341983795166 - score 0.9504 | |
| 2021-03-25 14:34:00,536 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:34:21,372 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:34:26,474 epoch 27 - iter 11/113 - loss 7.75277632 - samples/sec: 276.62 - lr: 0.100000 | |
| 2021-03-25 14:34:31,675 epoch 27 - iter 22/113 - loss 7.78055564 - samples/sec: 271.28 - lr: 0.100000 | |
| 2021-03-25 14:34:36,691 epoch 27 - iter 33/113 - loss 7.80861733 - samples/sec: 281.32 - lr: 0.100000 | |
| 2021-03-25 14:34:41,676 epoch 27 - iter 44/113 - loss 7.71990634 - samples/sec: 282.99 - lr: 0.100000 | |
| 2021-03-25 14:34:46,877 epoch 27 - iter 55/113 - loss 7.70538029 - samples/sec: 271.06 - lr: 0.100000 | |
| 2021-03-25 14:34:52,245 epoch 27 - iter 66/113 - loss 7.81512204 - samples/sec: 262.70 - lr: 0.100000 | |
| 2021-03-25 14:34:58,672 epoch 27 - iter 77/113 - loss 7.83052387 - samples/sec: 219.45 - lr: 0.100000 | |
| 2021-03-25 14:35:03,727 epoch 27 - iter 88/113 - loss 7.84071522 - samples/sec: 278.96 - lr: 0.100000 | |
| 2021-03-25 14:35:09,122 epoch 27 - iter 99/113 - loss 7.85192146 - samples/sec: 261.39 - lr: 0.100000 | |
| 2021-03-25 14:35:14,008 epoch 27 - iter 110/113 - loss 7.86243636 - samples/sec: 288.50 - lr: 0.100000 | |
| 2021-03-25 14:35:15,348 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:35:15,349 EPOCH 27 done: loss 7.8654 - lr 0.1000000 | |
| 2021-03-25 14:35:18,413 DEV : loss 3.950613498687744 - score 0.9514 | |
| 2021-03-25 14:35:18,500 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:35:39,319 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:35:44,306 epoch 28 - iter 11/113 - loss 7.72857974 - samples/sec: 282.81 - lr: 0.100000 | |
| 2021-03-25 14:35:50,460 epoch 28 - iter 22/113 - loss 7.89401340 - samples/sec: 229.18 - lr: 0.100000 | |
| 2021-03-25 14:35:55,504 epoch 28 - iter 33/113 - loss 7.99114219 - samples/sec: 279.59 - lr: 0.100000 | |
| 2021-03-25 14:36:00,380 epoch 28 - iter 44/113 - loss 7.90964775 - samples/sec: 289.30 - lr: 0.100000 | |
| 2021-03-25 14:36:05,432 epoch 28 - iter 55/113 - loss 7.86543155 - samples/sec: 279.21 - lr: 0.100000 | |
| 2021-03-25 14:36:10,736 epoch 28 - iter 66/113 - loss 7.83895001 - samples/sec: 265.93 - lr: 0.100000 | |
| 2021-03-25 14:36:15,825 epoch 28 - iter 77/113 - loss 7.83107535 - samples/sec: 277.06 - lr: 0.100000 | |
| 2021-03-25 14:36:20,828 epoch 28 - iter 88/113 - loss 7.80141548 - samples/sec: 281.97 - lr: 0.100000 | |
| 2021-03-25 14:36:26,216 epoch 28 - iter 99/113 - loss 7.79087366 - samples/sec: 261.73 - lr: 0.100000 | |
| 2021-03-25 14:36:31,266 epoch 28 - iter 110/113 - loss 7.79396911 - samples/sec: 279.31 - lr: 0.100000 | |
| 2021-03-25 14:36:32,529 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:36:32,530 EPOCH 28 done: loss 7.7848 - lr 0.1000000 | |
| 2021-03-25 14:36:35,626 DEV : loss 3.975137233734131 - score 0.9506 | |
| 2021-03-25 14:36:35,722 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:36:35,767 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:36:40,927 epoch 29 - iter 11/113 - loss 7.83911718 - samples/sec: 273.27 - lr: 0.100000 | |
| 2021-03-25 14:36:45,826 epoch 29 - iter 22/113 - loss 7.76468316 - samples/sec: 287.89 - lr: 0.100000 | |
| 2021-03-25 14:36:51,032 epoch 29 - iter 33/113 - loss 7.83219070 - samples/sec: 270.89 - lr: 0.100000 | |
| 2021-03-25 14:36:56,008 epoch 29 - iter 44/113 - loss 7.79697327 - samples/sec: 283.38 - lr: 0.100000 | |
| 2021-03-25 14:37:02,125 epoch 29 - iter 55/113 - loss 7.77216019 - samples/sec: 230.48 - lr: 0.100000 | |
| 2021-03-25 14:37:07,708 epoch 29 - iter 66/113 - loss 7.81599053 - samples/sec: 252.52 - lr: 0.100000 | |
| 2021-03-25 14:37:12,624 epoch 29 - iter 77/113 - loss 7.79054785 - samples/sec: 286.83 - lr: 0.100000 | |
| 2021-03-25 14:37:17,696 epoch 29 - iter 88/113 - loss 7.77782241 - samples/sec: 278.05 - lr: 0.100000 | |
| 2021-03-25 14:37:22,600 epoch 29 - iter 99/113 - loss 7.78255589 - samples/sec: 287.69 - lr: 0.100000 | |
| 2021-03-25 14:37:27,583 epoch 29 - iter 110/113 - loss 7.76888445 - samples/sec: 282.96 - lr: 0.100000 | |
| 2021-03-25 14:37:28,950 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:37:28,951 EPOCH 29 done: loss 7.7646 - lr 0.1000000 | |
| 2021-03-25 14:37:32,022 DEV : loss 3.91574764251709 - score 0.9511 | |
| 2021-03-25 14:37:32,108 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 14:37:32,151 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:37:37,111 epoch 30 - iter 11/113 - loss 7.58787675 - samples/sec: 284.47 - lr: 0.100000 | |
| 2021-03-25 14:37:42,198 epoch 30 - iter 22/113 - loss 7.77794632 - samples/sec: 277.17 - lr: 0.100000 | |
| 2021-03-25 14:37:47,165 epoch 30 - iter 33/113 - loss 7.72322486 - samples/sec: 283.91 - lr: 0.100000 | |
| 2021-03-25 14:37:51,860 epoch 30 - iter 44/113 - loss 7.63227994 - samples/sec: 300.56 - lr: 0.100000 | |
| 2021-03-25 14:37:57,171 epoch 30 - iter 55/113 - loss 7.56396464 - samples/sec: 265.58 - lr: 0.100000 | |
| 2021-03-25 14:38:02,117 epoch 30 - iter 66/113 - loss 7.59361048 - samples/sec: 285.16 - lr: 0.100000 | |
| 2021-03-25 14:38:08,062 epoch 30 - iter 77/113 - loss 7.64451867 - samples/sec: 237.19 - lr: 0.100000 | |
| 2021-03-25 14:38:13,395 epoch 30 - iter 88/113 - loss 7.61587958 - samples/sec: 264.36 - lr: 0.100000 | |
| 2021-03-25 14:38:18,650 epoch 30 - iter 99/113 - loss 7.62815206 - samples/sec: 268.29 - lr: 0.100000 | |
| 2021-03-25 14:38:23,854 epoch 30 - iter 110/113 - loss 7.68023938 - samples/sec: 271.08 - lr: 0.100000 | |
| 2021-03-25 14:38:25,160 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:38:25,161 EPOCH 30 done: loss 7.6753 - lr 0.1000000 | |
| 2021-03-25 14:38:28,302 DEV : loss 3.923271894454956 - score 0.9516 | |
| 2021-03-25 14:38:28,390 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:38:51,076 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:38:55,957 epoch 31 - iter 11/113 - loss 7.77999683 - samples/sec: 288.99 - lr: 0.100000 | |
| 2021-03-25 14:39:01,062 epoch 31 - iter 22/113 - loss 7.84535846 - samples/sec: 276.37 - lr: 0.100000 | |
| 2021-03-25 14:39:06,245 epoch 31 - iter 33/113 - loss 7.74700107 - samples/sec: 272.05 - lr: 0.100000 | |
| 2021-03-25 14:39:12,338 epoch 31 - iter 44/113 - loss 7.72719170 - samples/sec: 231.38 - lr: 0.100000 | |
| 2021-03-25 14:39:17,455 epoch 31 - iter 55/113 - loss 7.74124235 - samples/sec: 275.58 - lr: 0.100000 | |
| 2021-03-25 14:39:22,559 epoch 31 - iter 66/113 - loss 7.69948498 - samples/sec: 276.27 - lr: 0.100000 | |
| 2021-03-25 14:39:27,620 epoch 31 - iter 77/113 - loss 7.73085281 - samples/sec: 278.70 - lr: 0.100000 | |
| 2021-03-25 14:39:32,660 epoch 31 - iter 88/113 - loss 7.73309842 - samples/sec: 279.87 - lr: 0.100000 | |
| 2021-03-25 14:39:37,565 epoch 31 - iter 99/113 - loss 7.67680815 - samples/sec: 287.50 - lr: 0.100000 | |
| 2021-03-25 14:39:43,101 epoch 31 - iter 110/113 - loss 7.63526623 - samples/sec: 254.73 - lr: 0.100000 | |
| 2021-03-25 14:39:44,380 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:39:44,381 EPOCH 31 done: loss 7.6416 - lr 0.1000000 | |
| 2021-03-25 14:39:47,464 DEV : loss 3.890695333480835 - score 0.9531 | |
| 2021-03-25 14:39:47,549 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:40:11,459 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:40:16,198 epoch 32 - iter 11/113 - loss 7.54056831 - samples/sec: 297.86 - lr: 0.100000 | |
| 2021-03-25 14:40:21,226 epoch 32 - iter 22/113 - loss 7.58873151 - samples/sec: 280.49 - lr: 0.100000 | |
| 2021-03-25 14:40:26,399 epoch 32 - iter 33/113 - loss 7.61369918 - samples/sec: 272.60 - lr: 0.100000 | |
| 2021-03-25 14:40:31,830 epoch 32 - iter 44/113 - loss 7.64568590 - samples/sec: 259.76 - lr: 0.100000 | |
| 2021-03-25 14:40:36,837 epoch 32 - iter 55/113 - loss 7.56638715 - samples/sec: 281.77 - lr: 0.100000 | |
| 2021-03-25 14:40:42,040 epoch 32 - iter 66/113 - loss 7.55572872 - samples/sec: 271.23 - lr: 0.100000 | |
| 2021-03-25 14:40:47,839 epoch 32 - iter 77/113 - loss 7.55975241 - samples/sec: 243.25 - lr: 0.100000 | |
| 2021-03-25 14:40:52,885 epoch 32 - iter 88/113 - loss 7.57684105 - samples/sec: 279.41 - lr: 0.100000 | |
| 2021-03-25 14:40:57,992 epoch 32 - iter 99/113 - loss 7.59078643 - samples/sec: 276.06 - lr: 0.100000 | |
| 2021-03-25 14:41:02,757 epoch 32 - iter 110/113 - loss 7.57332964 - samples/sec: 296.05 - lr: 0.100000 | |
| 2021-03-25 14:41:04,028 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:41:04,029 EPOCH 32 done: loss 7.5646 - lr 0.1000000 | |
| 2021-03-25 14:41:07,063 DEV : loss 3.8633809089660645 - score 0.9521 | |
| 2021-03-25 14:41:07,148 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:41:07,195 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:41:12,200 epoch 33 - iter 11/113 - loss 7.30951678 - samples/sec: 281.83 - lr: 0.100000 | |
| 2021-03-25 14:41:17,201 epoch 33 - iter 22/113 - loss 7.49495593 - samples/sec: 281.88 - lr: 0.100000 | |
| 2021-03-25 14:41:22,678 epoch 33 - iter 33/113 - loss 7.59946773 - samples/sec: 257.45 - lr: 0.100000 | |
| 2021-03-25 14:41:28,021 epoch 33 - iter 44/113 - loss 7.57551703 - samples/sec: 264.12 - lr: 0.100000 | |
| 2021-03-25 14:41:32,922 epoch 33 - iter 55/113 - loss 7.52387812 - samples/sec: 287.93 - lr: 0.100000 | |
| 2021-03-25 14:41:38,882 epoch 33 - iter 66/113 - loss 7.56546710 - samples/sec: 236.67 - lr: 0.100000 | |
| 2021-03-25 14:41:43,928 epoch 33 - iter 77/113 - loss 7.55868388 - samples/sec: 279.55 - lr: 0.100000 | |
| 2021-03-25 14:41:49,120 epoch 33 - iter 88/113 - loss 7.51008069 - samples/sec: 271.66 - lr: 0.100000 | |
| 2021-03-25 14:41:54,218 epoch 33 - iter 99/113 - loss 7.53700708 - samples/sec: 276.68 - lr: 0.100000 | |
| 2021-03-25 14:41:59,165 epoch 33 - iter 110/113 - loss 7.51455200 - samples/sec: 285.11 - lr: 0.100000 | |
| 2021-03-25 14:42:00,564 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:42:00,565 EPOCH 33 done: loss 7.5232 - lr 0.1000000 | |
| 2021-03-25 14:42:03,645 DEV : loss 3.8121325969696045 - score 0.9532 | |
| 2021-03-25 14:42:03,731 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:42:26,240 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:42:31,301 epoch 34 - iter 11/113 - loss 7.16937078 - samples/sec: 278.70 - lr: 0.100000 | |
| 2021-03-25 14:42:36,641 epoch 34 - iter 22/113 - loss 7.17047975 - samples/sec: 263.99 - lr: 0.100000 | |
| 2021-03-25 14:42:41,735 epoch 34 - iter 33/113 - loss 7.24182551 - samples/sec: 276.79 - lr: 0.100000 | |
| 2021-03-25 14:42:46,661 epoch 34 - iter 44/113 - loss 7.31377233 - samples/sec: 286.31 - lr: 0.100000 | |
| 2021-03-25 14:42:51,755 epoch 34 - iter 55/113 - loss 7.31293419 - samples/sec: 276.91 - lr: 0.100000 | |
| 2021-03-25 14:42:56,818 epoch 34 - iter 66/113 - loss 7.31781880 - samples/sec: 278.55 - lr: 0.100000 | |
| 2021-03-25 14:43:01,809 epoch 34 - iter 77/113 - loss 7.34984973 - samples/sec: 282.70 - lr: 0.100000 | |
| 2021-03-25 14:43:06,766 epoch 34 - iter 88/113 - loss 7.36122336 - samples/sec: 284.60 - lr: 0.100000 | |
| 2021-03-25 14:43:11,909 epoch 34 - iter 99/113 - loss 7.40835599 - samples/sec: 274.24 - lr: 0.100000 | |
| 2021-03-25 14:43:17,771 epoch 34 - iter 110/113 - loss 7.43412949 - samples/sec: 240.51 - lr: 0.100000 | |
| 2021-03-25 14:43:19,271 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:43:19,272 EPOCH 34 done: loss 7.4266 - lr 0.1000000 | |
| 2021-03-25 14:43:22,382 DEV : loss 3.7572150230407715 - score 0.9526 | |
| 2021-03-25 14:43:22,468 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:43:22,511 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:43:27,423 epoch 35 - iter 11/113 - loss 7.40471302 - samples/sec: 287.14 - lr: 0.100000 | |
| 2021-03-25 14:43:32,444 epoch 35 - iter 22/113 - loss 7.31823141 - samples/sec: 280.78 - lr: 0.100000 | |
| 2021-03-25 14:43:37,620 epoch 35 - iter 33/113 - loss 7.28463890 - samples/sec: 272.39 - lr: 0.100000 | |
| 2021-03-25 14:43:42,773 epoch 35 - iter 44/113 - loss 7.29361932 - samples/sec: 273.72 - lr: 0.100000 | |
| 2021-03-25 14:43:48,132 epoch 35 - iter 55/113 - loss 7.33518709 - samples/sec: 263.10 - lr: 0.100000 | |
| 2021-03-25 14:43:53,094 epoch 35 - iter 66/113 - loss 7.32623395 - samples/sec: 284.26 - lr: 0.100000 | |
| 2021-03-25 14:43:58,994 epoch 35 - iter 77/113 - loss 7.36757252 - samples/sec: 239.14 - lr: 0.100000 | |
| 2021-03-25 14:44:04,157 epoch 35 - iter 88/113 - loss 7.35759730 - samples/sec: 273.15 - lr: 0.100000 | |
| 2021-03-25 14:44:09,028 epoch 35 - iter 99/113 - loss 7.34337790 - samples/sec: 289.70 - lr: 0.100000 | |
| 2021-03-25 14:44:13,959 epoch 35 - iter 110/113 - loss 7.32471508 - samples/sec: 286.10 - lr: 0.100000 | |
| 2021-03-25 14:44:15,743 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:44:15,744 EPOCH 35 done: loss 7.3233 - lr 0.1000000 | |
| 2021-03-25 14:44:22,230 DEV : loss 3.7696845531463623 - score 0.9537 | |
| 2021-03-25 14:44:22,318 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:44:42,816 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:44:48,221 epoch 36 - iter 11/113 - loss 7.42791913 - samples/sec: 260.98 - lr: 0.100000 | |
| 2021-03-25 14:44:53,311 epoch 36 - iter 22/113 - loss 7.36976580 - samples/sec: 276.93 - lr: 0.100000 | |
| 2021-03-25 14:44:58,268 epoch 36 - iter 33/113 - loss 7.33748416 - samples/sec: 284.46 - lr: 0.100000 | |
| 2021-03-25 14:45:03,689 epoch 36 - iter 44/113 - loss 7.40063564 - samples/sec: 259.99 - lr: 0.100000 | |
| 2021-03-25 14:45:09,138 epoch 36 - iter 55/113 - loss 7.34396449 - samples/sec: 258.71 - lr: 0.100000 | |
| 2021-03-25 14:45:14,188 epoch 36 - iter 66/113 - loss 7.34587563 - samples/sec: 279.32 - lr: 0.100000 | |
| 2021-03-25 14:45:19,032 epoch 36 - iter 77/113 - loss 7.33455528 - samples/sec: 291.29 - lr: 0.100000 | |
| 2021-03-25 14:45:24,163 epoch 36 - iter 88/113 - loss 7.37901798 - samples/sec: 274.89 - lr: 0.100000 | |
| 2021-03-25 14:45:30,009 epoch 36 - iter 99/113 - loss 7.37039644 - samples/sec: 241.17 - lr: 0.100000 | |
| 2021-03-25 14:45:34,932 epoch 36 - iter 110/113 - loss 7.39970661 - samples/sec: 286.50 - lr: 0.100000 | |
| 2021-03-25 14:45:36,218 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:45:36,219 EPOCH 36 done: loss 7.3896 - lr 0.1000000 | |
| 2021-03-25 14:45:39,301 DEV : loss 3.7234673500061035 - score 0.953 | |
| 2021-03-25 14:45:39,387 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:45:39,431 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:45:44,446 epoch 37 - iter 11/113 - loss 7.26067279 - samples/sec: 281.36 - lr: 0.100000 | |
| 2021-03-25 14:45:49,766 epoch 37 - iter 22/113 - loss 7.24956729 - samples/sec: 265.11 - lr: 0.100000 | |
| 2021-03-25 14:45:54,636 epoch 37 - iter 33/113 - loss 7.23389611 - samples/sec: 289.64 - lr: 0.100000 | |
| 2021-03-25 14:45:59,622 epoch 37 - iter 44/113 - loss 7.22524435 - samples/sec: 282.72 - lr: 0.100000 | |
| 2021-03-25 14:46:04,837 epoch 37 - iter 55/113 - loss 7.29068888 - samples/sec: 270.44 - lr: 0.100000 | |
| 2021-03-25 14:46:09,884 epoch 37 - iter 66/113 - loss 7.23224641 - samples/sec: 279.42 - lr: 0.100000 | |
| 2021-03-25 14:46:14,930 epoch 37 - iter 77/113 - loss 7.23327219 - samples/sec: 279.56 - lr: 0.100000 | |
| 2021-03-25 14:46:21,139 epoch 37 - iter 88/113 - loss 7.27235759 - samples/sec: 227.08 - lr: 0.100000 | |
| 2021-03-25 14:46:26,106 epoch 37 - iter 99/113 - loss 7.27323621 - samples/sec: 283.85 - lr: 0.100000 | |
| 2021-03-25 14:46:31,541 epoch 37 - iter 110/113 - loss 7.28473168 - samples/sec: 259.45 - lr: 0.100000 | |
| 2021-03-25 14:46:32,885 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:46:32,886 EPOCH 37 done: loss 7.2817 - lr 0.1000000 | |
| 2021-03-25 14:46:35,975 DEV : loss 3.734175443649292 - score 0.9533 | |
| 2021-03-25 14:46:36,061 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 14:46:36,107 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:46:41,194 epoch 38 - iter 11/113 - loss 7.18007114 - samples/sec: 277.26 - lr: 0.100000 | |
| 2021-03-25 14:46:47,118 epoch 38 - iter 22/113 - loss 7.26164029 - samples/sec: 238.02 - lr: 0.100000 | |
| 2021-03-25 14:46:52,767 epoch 38 - iter 33/113 - loss 7.32953421 - samples/sec: 249.59 - lr: 0.100000 | |
| 2021-03-25 14:46:57,756 epoch 38 - iter 44/113 - loss 7.24047101 - samples/sec: 282.74 - lr: 0.100000 | |
| 2021-03-25 14:47:02,627 epoch 38 - iter 55/113 - loss 7.22432293 - samples/sec: 289.65 - lr: 0.100000 | |
| 2021-03-25 14:47:07,716 epoch 38 - iter 66/113 - loss 7.22308876 - samples/sec: 277.19 - lr: 0.100000 | |
| 2021-03-25 14:47:12,962 epoch 38 - iter 77/113 - loss 7.22992978 - samples/sec: 268.89 - lr: 0.100000 | |
| 2021-03-25 14:47:18,013 epoch 38 - iter 88/113 - loss 7.25359542 - samples/sec: 279.33 - lr: 0.100000 | |
| 2021-03-25 14:47:22,918 epoch 38 - iter 99/113 - loss 7.24953755 - samples/sec: 287.61 - lr: 0.100000 | |
| 2021-03-25 14:47:27,946 epoch 38 - iter 110/113 - loss 7.27126093 - samples/sec: 280.53 - lr: 0.100000 | |
| 2021-03-25 14:47:29,490 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:47:29,491 EPOCH 38 done: loss 7.2700 - lr 0.1000000 | |
| 2021-03-25 14:47:32,554 DEV : loss 3.769817352294922 - score 0.9531 | |
| 2021-03-25 14:47:32,642 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 14:47:34,980 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:47:40,297 epoch 39 - iter 11/113 - loss 7.20990727 - samples/sec: 265.34 - lr: 0.100000 | |
| 2021-03-25 14:47:45,371 epoch 39 - iter 22/113 - loss 7.39222945 - samples/sec: 278.16 - lr: 0.100000 | |
| 2021-03-25 14:47:50,417 epoch 39 - iter 33/113 - loss 7.28233886 - samples/sec: 279.58 - lr: 0.100000 | |
| 2021-03-25 14:47:55,408 epoch 39 - iter 44/113 - loss 7.30609390 - samples/sec: 282.49 - lr: 0.100000 | |
| 2021-03-25 14:48:00,459 epoch 39 - iter 55/113 - loss 7.25967888 - samples/sec: 279.29 - lr: 0.100000 | |
| 2021-03-25 14:48:05,828 epoch 39 - iter 66/113 - loss 7.24677121 - samples/sec: 262.90 - lr: 0.100000 | |
| 2021-03-25 14:48:10,975 epoch 39 - iter 77/113 - loss 7.23880388 - samples/sec: 274.08 - lr: 0.100000 | |
| 2021-03-25 14:48:16,976 epoch 39 - iter 88/113 - loss 7.22635680 - samples/sec: 235.00 - lr: 0.100000 | |
| 2021-03-25 14:48:22,125 epoch 39 - iter 99/113 - loss 7.23542865 - samples/sec: 273.79 - lr: 0.100000 | |
| 2021-03-25 14:48:26,825 epoch 39 - iter 110/113 - loss 7.20121140 - samples/sec: 300.06 - lr: 0.100000 | |
| 2021-03-25 14:48:28,138 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:48:28,139 EPOCH 39 done: loss 7.2134 - lr 0.1000000 | |
| 2021-03-25 14:48:31,199 DEV : loss 3.6631696224212646 - score 0.9543 | |
| 2021-03-25 14:48:31,284 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:48:52,064 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:48:56,984 epoch 40 - iter 11/113 - loss 7.06311954 - samples/sec: 286.63 - lr: 0.100000 | |
| 2021-03-25 14:49:02,828 epoch 40 - iter 22/113 - loss 7.17651072 - samples/sec: 241.27 - lr: 0.100000 | |
| 2021-03-25 14:49:07,563 epoch 40 - iter 33/113 - loss 7.15870577 - samples/sec: 297.74 - lr: 0.100000 | |
| 2021-03-25 14:49:12,465 epoch 40 - iter 44/113 - loss 7.14217929 - samples/sec: 287.58 - lr: 0.100000 | |
| 2021-03-25 14:49:17,470 epoch 40 - iter 55/113 - loss 7.08453139 - samples/sec: 281.68 - lr: 0.100000 | |
| 2021-03-25 14:49:22,545 epoch 40 - iter 66/113 - loss 7.10382709 - samples/sec: 277.94 - lr: 0.100000 | |
| 2021-03-25 14:49:27,723 epoch 40 - iter 77/113 - loss 7.16782256 - samples/sec: 272.41 - lr: 0.100000 | |
| 2021-03-25 14:49:32,498 epoch 40 - iter 88/113 - loss 7.11030896 - samples/sec: 295.50 - lr: 0.100000 | |
| 2021-03-25 14:49:37,801 epoch 40 - iter 99/113 - loss 7.13581445 - samples/sec: 265.83 - lr: 0.100000 | |
| 2021-03-25 14:49:42,789 epoch 40 - iter 110/113 - loss 7.15059602 - samples/sec: 282.82 - lr: 0.100000 | |
| 2021-03-25 14:49:44,136 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:49:44,137 EPOCH 40 done: loss 7.1497 - lr 0.1000000 | |
| 2021-03-25 14:49:47,289 DEV : loss 3.682539939880371 - score 0.9543 | |
| 2021-03-25 14:49:47,376 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:49:47,415 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:49:52,486 epoch 41 - iter 11/113 - loss 7.26682763 - samples/sec: 278.19 - lr: 0.100000 | |
| 2021-03-25 14:49:57,395 epoch 41 - iter 22/113 - loss 7.20432711 - samples/sec: 287.41 - lr: 0.100000 | |
| 2021-03-25 14:50:02,638 epoch 41 - iter 33/113 - loss 7.20516306 - samples/sec: 269.12 - lr: 0.100000 | |
| 2021-03-25 14:50:07,940 epoch 41 - iter 44/113 - loss 7.26134681 - samples/sec: 265.98 - lr: 0.100000 | |
| 2021-03-25 14:50:12,984 epoch 41 - iter 55/113 - loss 7.23543919 - samples/sec: 279.84 - lr: 0.100000 | |
| 2021-03-25 14:50:18,327 epoch 41 - iter 66/113 - loss 7.24876324 - samples/sec: 264.06 - lr: 0.100000 | |
| 2021-03-25 14:50:23,254 epoch 41 - iter 77/113 - loss 7.19017901 - samples/sec: 286.32 - lr: 0.100000 | |
| 2021-03-25 14:50:28,467 epoch 41 - iter 88/113 - loss 7.19195555 - samples/sec: 270.67 - lr: 0.100000 | |
| 2021-03-25 14:50:34,558 epoch 41 - iter 99/113 - loss 7.19209546 - samples/sec: 231.47 - lr: 0.100000 | |
| 2021-03-25 14:50:39,253 epoch 41 - iter 110/113 - loss 7.16552909 - samples/sec: 300.42 - lr: 0.100000 | |
| 2021-03-25 14:50:40,907 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:50:40,908 EPOCH 41 done: loss 7.1778 - lr 0.1000000 | |
| 2021-03-25 14:50:43,998 DEV : loss 3.6655328273773193 - score 0.954 | |
| 2021-03-25 14:50:44,083 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 14:50:44,084 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:50:48,866 epoch 42 - iter 11/113 - loss 7.10163281 - samples/sec: 295.00 - lr: 0.100000 | |
| 2021-03-25 14:50:53,791 epoch 42 - iter 22/113 - loss 7.06596687 - samples/sec: 286.35 - lr: 0.100000 | |
| 2021-03-25 14:50:59,087 epoch 42 - iter 33/113 - loss 7.02297303 - samples/sec: 266.38 - lr: 0.100000 | |
| 2021-03-25 14:51:04,370 epoch 42 - iter 44/113 - loss 7.07637098 - samples/sec: 267.07 - lr: 0.100000 | |
| 2021-03-25 14:51:10,343 epoch 42 - iter 55/113 - loss 7.09494743 - samples/sec: 236.07 - lr: 0.100000 | |
| 2021-03-25 14:51:15,174 epoch 42 - iter 66/113 - loss 7.01179077 - samples/sec: 291.95 - lr: 0.100000 | |
| 2021-03-25 14:51:20,220 epoch 42 - iter 77/113 - loss 7.03887380 - samples/sec: 279.51 - lr: 0.100000 | |
| 2021-03-25 14:51:25,549 epoch 42 - iter 88/113 - loss 7.03835126 - samples/sec: 264.63 - lr: 0.100000 | |
| 2021-03-25 14:51:30,522 epoch 42 - iter 99/113 - loss 7.02330947 - samples/sec: 283.64 - lr: 0.100000 | |
| 2021-03-25 14:51:35,448 epoch 42 - iter 110/113 - loss 7.04115816 - samples/sec: 286.32 - lr: 0.100000 | |
| 2021-03-25 14:51:36,785 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:51:36,786 EPOCH 42 done: loss 7.0424 - lr 0.1000000 | |
| 2021-03-25 14:51:39,887 DEV : loss 3.650456428527832 - score 0.9549 | |
| 2021-03-25 14:51:39,974 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:52:00,824 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:52:05,628 epoch 43 - iter 11/113 - loss 7.17539042 - samples/sec: 293.74 - lr: 0.100000 | |
| 2021-03-25 14:52:10,613 epoch 43 - iter 22/113 - loss 7.30080943 - samples/sec: 282.79 - lr: 0.100000 | |
| 2021-03-25 14:52:15,506 epoch 43 - iter 33/113 - loss 7.27284638 - samples/sec: 288.27 - lr: 0.100000 | |
| 2021-03-25 14:52:20,423 epoch 43 - iter 44/113 - loss 7.20964491 - samples/sec: 286.86 - lr: 0.100000 | |
| 2021-03-25 14:52:25,413 epoch 43 - iter 55/113 - loss 7.14063568 - samples/sec: 282.73 - lr: 0.100000 | |
| 2021-03-25 14:52:30,689 epoch 43 - iter 66/113 - loss 7.12791290 - samples/sec: 267.30 - lr: 0.100000 | |
| 2021-03-25 14:52:36,480 epoch 43 - iter 77/113 - loss 7.14056068 - samples/sec: 243.49 - lr: 0.100000 | |
| 2021-03-25 14:52:42,045 epoch 43 - iter 88/113 - loss 7.09944010 - samples/sec: 253.34 - lr: 0.100000 | |
| 2021-03-25 14:52:47,316 epoch 43 - iter 99/113 - loss 7.07480457 - samples/sec: 267.59 - lr: 0.100000 | |
| 2021-03-25 14:52:52,113 epoch 43 - iter 110/113 - loss 7.08732393 - samples/sec: 294.04 - lr: 0.100000 | |
| 2021-03-25 14:52:53,375 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:52:53,375 EPOCH 43 done: loss 7.0884 - lr 0.1000000 | |
| 2021-03-25 14:52:56,416 DEV : loss 3.5950212478637695 - score 0.9553 | |
| 2021-03-25 14:52:56,502 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:53:19,079 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:53:24,144 epoch 44 - iter 11/113 - loss 7.20561266 - samples/sec: 278.60 - lr: 0.100000 | |
| 2021-03-25 14:53:29,173 epoch 44 - iter 22/113 - loss 7.09832504 - samples/sec: 280.42 - lr: 0.100000 | |
| 2021-03-25 14:53:34,555 epoch 44 - iter 33/113 - loss 7.09403418 - samples/sec: 262.13 - lr: 0.100000 | |
| 2021-03-25 14:53:39,452 epoch 44 - iter 44/113 - loss 7.12761129 - samples/sec: 288.14 - lr: 0.100000 | |
| 2021-03-25 14:53:44,380 epoch 44 - iter 55/113 - loss 7.08902166 - samples/sec: 286.32 - lr: 0.100000 | |
| 2021-03-25 14:53:49,735 epoch 44 - iter 66/113 - loss 7.07549019 - samples/sec: 263.43 - lr: 0.100000 | |
| 2021-03-25 14:53:54,674 epoch 44 - iter 77/113 - loss 7.01841467 - samples/sec: 285.53 - lr: 0.100000 | |
| 2021-03-25 14:53:59,698 epoch 44 - iter 88/113 - loss 7.03975764 - samples/sec: 280.73 - lr: 0.100000 | |
| 2021-03-25 14:54:04,747 epoch 44 - iter 99/113 - loss 7.01219806 - samples/sec: 279.33 - lr: 0.100000 | |
| 2021-03-25 14:54:11,026 epoch 44 - iter 110/113 - loss 7.03747837 - samples/sec: 224.49 - lr: 0.100000 | |
| 2021-03-25 14:54:12,308 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:54:12,310 EPOCH 44 done: loss 7.0414 - lr 0.1000000 | |
| 2021-03-25 14:54:15,407 DEV : loss 3.6201629638671875 - score 0.955 | |
| 2021-03-25 14:54:15,493 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:54:15,495 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:54:20,494 epoch 45 - iter 11/113 - loss 6.84829872 - samples/sec: 282.16 - lr: 0.100000 | |
| 2021-03-25 14:54:25,503 epoch 45 - iter 22/113 - loss 6.99019369 - samples/sec: 281.39 - lr: 0.100000 | |
| 2021-03-25 14:54:30,865 epoch 45 - iter 33/113 - loss 6.99422552 - samples/sec: 262.86 - lr: 0.100000 | |
| 2021-03-25 14:54:36,035 epoch 45 - iter 44/113 - loss 6.93951006 - samples/sec: 272.72 - lr: 0.100000 | |
| 2021-03-25 14:54:41,112 epoch 45 - iter 55/113 - loss 6.95940095 - samples/sec: 277.76 - lr: 0.100000 | |
| 2021-03-25 14:54:46,148 epoch 45 - iter 66/113 - loss 6.90864986 - samples/sec: 280.12 - lr: 0.100000 | |
| 2021-03-25 14:54:51,094 epoch 45 - iter 77/113 - loss 6.92370374 - samples/sec: 285.25 - lr: 0.100000 | |
| 2021-03-25 14:54:56,572 epoch 45 - iter 88/113 - loss 6.92974155 - samples/sec: 257.47 - lr: 0.100000 | |
| 2021-03-25 14:55:01,599 epoch 45 - iter 99/113 - loss 6.93923885 - samples/sec: 280.69 - lr: 0.100000 | |
| 2021-03-25 14:55:07,488 epoch 45 - iter 110/113 - loss 6.94654282 - samples/sec: 239.52 - lr: 0.100000 | |
| 2021-03-25 14:55:08,808 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:55:08,808 EPOCH 45 done: loss 6.9403 - lr 0.1000000 | |
| 2021-03-25 14:55:11,873 DEV : loss 3.6683692932128906 - score 0.9547 | |
| 2021-03-25 14:55:11,958 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 14:55:11,960 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:55:16,815 epoch 46 - iter 11/113 - loss 6.73468676 - samples/sec: 290.42 - lr: 0.100000 | |
| 2021-03-25 14:55:22,119 epoch 46 - iter 22/113 - loss 6.78068538 - samples/sec: 265.82 - lr: 0.100000 | |
| 2021-03-25 14:55:27,095 epoch 46 - iter 33/113 - loss 6.80283117 - samples/sec: 283.40 - lr: 0.100000 | |
| 2021-03-25 14:55:33,196 epoch 46 - iter 44/113 - loss 6.88936084 - samples/sec: 231.15 - lr: 0.100000 | |
| 2021-03-25 14:55:38,386 epoch 46 - iter 55/113 - loss 6.89439911 - samples/sec: 271.76 - lr: 0.100000 | |
| 2021-03-25 14:55:43,518 epoch 46 - iter 66/113 - loss 6.89693439 - samples/sec: 274.76 - lr: 0.100000 | |
| 2021-03-25 14:55:48,392 epoch 46 - iter 77/113 - loss 6.87722018 - samples/sec: 289.36 - lr: 0.100000 | |
| 2021-03-25 14:55:53,729 epoch 46 - iter 88/113 - loss 6.89433806 - samples/sec: 264.19 - lr: 0.100000 | |
| 2021-03-25 14:55:58,795 epoch 46 - iter 99/113 - loss 6.91295513 - samples/sec: 278.57 - lr: 0.100000 | |
| 2021-03-25 14:56:04,016 epoch 46 - iter 110/113 - loss 6.91241693 - samples/sec: 270.12 - lr: 0.100000 | |
| 2021-03-25 14:56:05,376 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:56:05,376 EPOCH 46 done: loss 6.9205 - lr 0.1000000 | |
| 2021-03-25 14:56:08,464 DEV : loss 3.6241424083709717 - score 0.9546 | |
| 2021-03-25 14:56:08,550 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 14:56:08,552 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:56:13,796 epoch 47 - iter 11/113 - loss 6.98904445 - samples/sec: 268.95 - lr: 0.100000 | |
| 2021-03-25 14:56:18,872 epoch 47 - iter 22/113 - loss 7.03169641 - samples/sec: 277.76 - lr: 0.100000 | |
| 2021-03-25 14:56:23,828 epoch 47 - iter 33/113 - loss 7.00269569 - samples/sec: 284.66 - lr: 0.100000 | |
| 2021-03-25 14:56:28,771 epoch 47 - iter 44/113 - loss 7.01616318 - samples/sec: 285.44 - lr: 0.100000 | |
| 2021-03-25 14:56:34,165 epoch 47 - iter 55/113 - loss 6.96931607 - samples/sec: 261.36 - lr: 0.100000 | |
| 2021-03-25 14:56:39,326 epoch 47 - iter 66/113 - loss 6.92368142 - samples/sec: 273.32 - lr: 0.100000 | |
| 2021-03-25 14:56:44,430 epoch 47 - iter 77/113 - loss 6.90896413 - samples/sec: 276.38 - lr: 0.100000 | |
| 2021-03-25 14:56:49,511 epoch 47 - iter 88/113 - loss 6.89127614 - samples/sec: 277.68 - lr: 0.100000 | |
| 2021-03-25 14:56:55,353 epoch 47 - iter 99/113 - loss 6.88498482 - samples/sec: 241.40 - lr: 0.100000 | |
| 2021-03-25 14:57:00,656 epoch 47 - iter 110/113 - loss 6.88785292 - samples/sec: 265.99 - lr: 0.100000 | |
| 2021-03-25 14:57:01,920 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:57:01,921 EPOCH 47 done: loss 6.8906 - lr 0.1000000 | |
| 2021-03-25 14:57:04,995 DEV : loss 3.5482797622680664 - score 0.9559 | |
| 2021-03-25 14:57:05,081 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 14:57:25,719 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:57:31,682 epoch 48 - iter 11/113 - loss 7.15731707 - samples/sec: 236.56 - lr: 0.100000 | |
| 2021-03-25 14:57:36,801 epoch 48 - iter 22/113 - loss 6.93565395 - samples/sec: 275.57 - lr: 0.100000 | |
| 2021-03-25 14:57:41,933 epoch 48 - iter 33/113 - loss 6.94788887 - samples/sec: 274.79 - lr: 0.100000 | |
| 2021-03-25 14:57:50,676 epoch 48 - iter 44/113 - loss 6.99007987 - samples/sec: 161.18 - lr: 0.100000 | |
| 2021-03-25 14:57:55,636 epoch 48 - iter 55/113 - loss 6.93627490 - samples/sec: 284.23 - lr: 0.100000 | |
| 2021-03-25 14:58:00,723 epoch 48 - iter 66/113 - loss 6.88361405 - samples/sec: 277.25 - lr: 0.100000 | |
| 2021-03-25 14:58:05,819 epoch 48 - iter 77/113 - loss 6.86392096 - samples/sec: 276.75 - lr: 0.100000 | |
| 2021-03-25 14:58:10,913 epoch 48 - iter 88/113 - loss 6.85383083 - samples/sec: 276.90 - lr: 0.100000 | |
| 2021-03-25 14:58:15,855 epoch 48 - iter 99/113 - loss 6.84726559 - samples/sec: 285.32 - lr: 0.100000 | |
| 2021-03-25 14:58:20,826 epoch 48 - iter 110/113 - loss 6.85482323 - samples/sec: 283.85 - lr: 0.100000 | |
| 2021-03-25 14:58:22,556 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:58:22,557 EPOCH 48 done: loss 6.8550 - lr 0.1000000 | |
| 2021-03-25 14:58:25,655 DEV : loss 3.5812222957611084 - score 0.9553 | |
| 2021-03-25 14:58:25,741 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 14:58:25,748 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:58:30,774 epoch 49 - iter 11/113 - loss 6.77093150 - samples/sec: 280.85 - lr: 0.100000 | |
| 2021-03-25 14:58:35,953 epoch 49 - iter 22/113 - loss 6.78720223 - samples/sec: 272.32 - lr: 0.100000 | |
| 2021-03-25 14:58:41,260 epoch 49 - iter 33/113 - loss 6.87489585 - samples/sec: 265.73 - lr: 0.100000 | |
| 2021-03-25 14:58:47,296 epoch 49 - iter 44/113 - loss 6.84506398 - samples/sec: 233.58 - lr: 0.100000 | |
| 2021-03-25 14:58:52,475 epoch 49 - iter 55/113 - loss 6.84594498 - samples/sec: 272.32 - lr: 0.100000 | |
| 2021-03-25 14:58:57,445 epoch 49 - iter 66/113 - loss 6.80520086 - samples/sec: 283.76 - lr: 0.100000 | |
| 2021-03-25 14:59:02,788 epoch 49 - iter 77/113 - loss 6.83469224 - samples/sec: 263.89 - lr: 0.100000 | |
| 2021-03-25 14:59:07,822 epoch 49 - iter 88/113 - loss 6.82589198 - samples/sec: 280.15 - lr: 0.100000 | |
| 2021-03-25 14:59:12,780 epoch 49 - iter 99/113 - loss 6.79725646 - samples/sec: 284.32 - lr: 0.100000 | |
| 2021-03-25 14:59:17,804 epoch 49 - iter 110/113 - loss 6.80753495 - samples/sec: 280.75 - lr: 0.100000 | |
| 2021-03-25 14:59:19,154 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:59:19,156 EPOCH 49 done: loss 6.8001 - lr 0.1000000 | |
| 2021-03-25 14:59:22,238 DEV : loss 3.53963565826416 - score 0.9557 | |
| 2021-03-25 14:59:22,327 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 14:59:22,329 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 14:59:27,371 epoch 50 - iter 11/113 - loss 6.42953630 - samples/sec: 279.60 - lr: 0.100000 | |
| 2021-03-25 14:59:32,404 epoch 50 - iter 22/113 - loss 6.63980159 - samples/sec: 280.26 - lr: 0.100000 | |
| 2021-03-25 14:59:37,379 epoch 50 - iter 33/113 - loss 6.61146464 - samples/sec: 283.60 - lr: 0.100000 | |
| 2021-03-25 14:59:42,874 epoch 50 - iter 44/113 - loss 6.64865323 - samples/sec: 256.68 - lr: 0.100000 | |
| 2021-03-25 14:59:47,923 epoch 50 - iter 55/113 - loss 6.60843857 - samples/sec: 279.59 - lr: 0.100000 | |
| 2021-03-25 14:59:52,958 epoch 50 - iter 66/113 - loss 6.64956780 - samples/sec: 280.13 - lr: 0.100000 | |
| 2021-03-25 14:59:58,239 epoch 50 - iter 77/113 - loss 6.67605187 - samples/sec: 267.10 - lr: 0.100000 | |
| 2021-03-25 15:00:03,404 epoch 50 - iter 88/113 - loss 6.69744796 - samples/sec: 273.05 - lr: 0.100000 | |
| 2021-03-25 15:00:09,520 epoch 50 - iter 99/113 - loss 6.75439670 - samples/sec: 230.55 - lr: 0.100000 | |
| 2021-03-25 15:00:14,584 epoch 50 - iter 110/113 - loss 6.76818732 - samples/sec: 278.47 - lr: 0.100000 | |
| 2021-03-25 15:00:15,852 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:00:15,853 EPOCH 50 done: loss 6.7687 - lr 0.1000000 | |
| 2021-03-25 15:00:18,896 DEV : loss 3.5272233486175537 - score 0.9568 | |
| 2021-03-25 15:00:18,990 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:00:39,812 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:00:45,909 epoch 51 - iter 11/113 - loss 6.83859543 - samples/sec: 231.41 - lr: 0.100000 | |
| 2021-03-25 15:00:50,953 epoch 51 - iter 22/113 - loss 6.80974956 - samples/sec: 279.67 - lr: 0.100000 | |
| 2021-03-25 15:00:56,024 epoch 51 - iter 33/113 - loss 6.83176744 - samples/sec: 278.18 - lr: 0.100000 | |
| 2021-03-25 15:01:00,970 epoch 51 - iter 44/113 - loss 6.69669654 - samples/sec: 285.17 - lr: 0.100000 | |
| 2021-03-25 15:01:06,133 epoch 51 - iter 55/113 - loss 6.68021082 - samples/sec: 273.21 - lr: 0.100000 | |
| 2021-03-25 15:01:11,479 epoch 51 - iter 66/113 - loss 6.70780949 - samples/sec: 263.79 - lr: 0.100000 | |
| 2021-03-25 15:01:16,615 epoch 51 - iter 77/113 - loss 6.69385660 - samples/sec: 274.60 - lr: 0.100000 | |
| 2021-03-25 15:01:21,826 epoch 51 - iter 88/113 - loss 6.71799206 - samples/sec: 270.61 - lr: 0.100000 | |
| 2021-03-25 15:01:27,110 epoch 51 - iter 99/113 - loss 6.75576027 - samples/sec: 266.82 - lr: 0.100000 | |
| 2021-03-25 15:01:32,285 epoch 51 - iter 110/113 - loss 6.74646486 - samples/sec: 272.58 - lr: 0.100000 | |
| 2021-03-25 15:01:33,671 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:01:33,672 EPOCH 51 done: loss 6.7394 - lr 0.1000000 | |
| 2021-03-25 15:01:36,821 DEV : loss 3.5689055919647217 - score 0.9562 | |
| 2021-03-25 15:01:36,909 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:01:36,911 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:01:42,161 epoch 52 - iter 11/113 - loss 6.46823515 - samples/sec: 268.59 - lr: 0.100000 | |
| 2021-03-25 15:01:47,262 epoch 52 - iter 22/113 - loss 6.53197210 - samples/sec: 276.38 - lr: 0.100000 | |
| 2021-03-25 15:01:52,648 epoch 52 - iter 33/113 - loss 6.53218126 - samples/sec: 261.75 - lr: 0.100000 | |
| 2021-03-25 15:01:57,725 epoch 52 - iter 44/113 - loss 6.54366938 - samples/sec: 277.74 - lr: 0.100000 | |
| 2021-03-25 15:02:02,795 epoch 52 - iter 55/113 - loss 6.58420842 - samples/sec: 278.27 - lr: 0.100000 | |
| 2021-03-25 15:02:07,863 epoch 52 - iter 66/113 - loss 6.58919344 - samples/sec: 278.37 - lr: 0.100000 | |
| 2021-03-25 15:02:13,865 epoch 52 - iter 77/113 - loss 6.61756610 - samples/sec: 235.00 - lr: 0.100000 | |
| 2021-03-25 15:02:19,086 epoch 52 - iter 88/113 - loss 6.63812200 - samples/sec: 270.21 - lr: 0.100000 | |
| 2021-03-25 15:02:24,180 epoch 52 - iter 99/113 - loss 6.66120144 - samples/sec: 276.82 - lr: 0.100000 | |
| 2021-03-25 15:02:29,354 epoch 52 - iter 110/113 - loss 6.65615913 - samples/sec: 272.59 - lr: 0.100000 | |
| 2021-03-25 15:02:30,669 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:02:30,670 EPOCH 52 done: loss 6.6614 - lr 0.1000000 | |
| 2021-03-25 15:02:33,735 DEV : loss 3.5081849098205566 - score 0.9564 | |
| 2021-03-25 15:02:33,824 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:02:33,826 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:02:38,795 epoch 53 - iter 11/113 - loss 6.67144008 - samples/sec: 283.82 - lr: 0.100000 | |
| 2021-03-25 15:02:43,752 epoch 53 - iter 22/113 - loss 6.67332073 - samples/sec: 284.43 - lr: 0.100000 | |
| 2021-03-25 15:02:48,901 epoch 53 - iter 33/113 - loss 6.65950641 - samples/sec: 273.98 - lr: 0.100000 | |
| 2021-03-25 15:02:53,803 epoch 53 - iter 44/113 - loss 6.63509324 - samples/sec: 287.81 - lr: 0.100000 | |
| 2021-03-25 15:02:58,889 epoch 53 - iter 55/113 - loss 6.61404609 - samples/sec: 277.18 - lr: 0.100000 | |
| 2021-03-25 15:03:04,900 epoch 53 - iter 66/113 - loss 6.62312623 - samples/sec: 234.55 - lr: 0.100000 | |
| 2021-03-25 15:03:10,072 epoch 53 - iter 77/113 - loss 6.64444303 - samples/sec: 272.67 - lr: 0.100000 | |
| 2021-03-25 15:03:15,409 epoch 53 - iter 88/113 - loss 6.66178103 - samples/sec: 264.23 - lr: 0.100000 | |
| 2021-03-25 15:03:20,571 epoch 53 - iter 99/113 - loss 6.64121668 - samples/sec: 273.22 - lr: 0.100000 | |
| 2021-03-25 15:03:25,919 epoch 53 - iter 110/113 - loss 6.62482871 - samples/sec: 263.70 - lr: 0.100000 | |
| 2021-03-25 15:03:27,264 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:03:27,265 EPOCH 53 done: loss 6.6242 - lr 0.1000000 | |
| 2021-03-25 15:03:30,411 DEV : loss 3.5275826454162598 - score 0.9556 | |
| 2021-03-25 15:03:30,497 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:03:30,513 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:03:35,335 epoch 54 - iter 11/113 - loss 6.47702854 - samples/sec: 292.45 - lr: 0.100000 | |
| 2021-03-25 15:03:40,425 epoch 54 - iter 22/113 - loss 6.59636500 - samples/sec: 277.07 - lr: 0.100000 | |
| 2021-03-25 15:03:45,551 epoch 54 - iter 33/113 - loss 6.59159053 - samples/sec: 275.08 - lr: 0.100000 | |
| 2021-03-25 15:03:50,892 epoch 54 - iter 44/113 - loss 6.53150730 - samples/sec: 263.99 - lr: 0.100000 | |
| 2021-03-25 15:03:55,877 epoch 54 - iter 55/113 - loss 6.54861434 - samples/sec: 283.03 - lr: 0.100000 | |
| 2021-03-25 15:04:01,150 epoch 54 - iter 66/113 - loss 6.54625330 - samples/sec: 267.49 - lr: 0.100000 | |
| 2021-03-25 15:04:06,320 epoch 54 - iter 77/113 - loss 6.57029990 - samples/sec: 272.93 - lr: 0.100000 | |
| 2021-03-25 15:04:12,362 epoch 54 - iter 88/113 - loss 6.62879123 - samples/sec: 233.37 - lr: 0.100000 | |
| 2021-03-25 15:04:17,453 epoch 54 - iter 99/113 - loss 6.63134430 - samples/sec: 277.10 - lr: 0.100000 | |
| 2021-03-25 15:04:22,697 epoch 54 - iter 110/113 - loss 6.63157288 - samples/sec: 269.07 - lr: 0.100000 | |
| 2021-03-25 15:04:24,008 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:04:24,009 EPOCH 54 done: loss 6.6407 - lr 0.1000000 | |
| 2021-03-25 15:04:27,075 DEV : loss 3.4983420372009277 - score 0.9567 | |
| 2021-03-25 15:04:27,159 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 15:04:27,164 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:04:32,529 epoch 55 - iter 11/113 - loss 6.71955421 - samples/sec: 262.94 - lr: 0.050000 | |
| 2021-03-25 15:04:37,549 epoch 55 - iter 22/113 - loss 6.74457004 - samples/sec: 280.95 - lr: 0.050000 | |
| 2021-03-25 15:04:42,422 epoch 55 - iter 33/113 - loss 6.66195907 - samples/sec: 289.44 - lr: 0.050000 | |
| 2021-03-25 15:04:48,427 epoch 55 - iter 44/113 - loss 6.60672842 - samples/sec: 234.87 - lr: 0.050000 | |
| 2021-03-25 15:04:53,551 epoch 55 - iter 55/113 - loss 6.61570220 - samples/sec: 275.25 - lr: 0.050000 | |
| 2021-03-25 15:04:58,549 epoch 55 - iter 66/113 - loss 6.57257121 - samples/sec: 282.20 - lr: 0.050000 | |
| 2021-03-25 15:05:03,972 epoch 55 - iter 77/113 - loss 6.54529172 - samples/sec: 260.12 - lr: 0.050000 | |
| 2021-03-25 15:05:09,141 epoch 55 - iter 88/113 - loss 6.54196942 - samples/sec: 272.79 - lr: 0.050000 | |
| 2021-03-25 15:05:14,323 epoch 55 - iter 99/113 - loss 6.55160011 - samples/sec: 272.10 - lr: 0.050000 | |
| 2021-03-25 15:05:19,279 epoch 55 - iter 110/113 - loss 6.55191416 - samples/sec: 284.50 - lr: 0.050000 | |
| 2021-03-25 15:05:20,606 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:05:20,607 EPOCH 55 done: loss 6.5579 - lr 0.0500000 | |
| 2021-03-25 15:05:23,670 DEV : loss 3.457058906555176 - score 0.9568 | |
| 2021-03-25 15:05:23,755 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:05:45,184 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:05:50,423 epoch 56 - iter 11/113 - loss 6.35962365 - samples/sec: 269.39 - lr: 0.050000 | |
| 2021-03-25 15:05:56,206 epoch 56 - iter 22/113 - loss 6.52940210 - samples/sec: 243.89 - lr: 0.050000 | |
| 2021-03-25 15:06:01,176 epoch 56 - iter 33/113 - loss 6.54244595 - samples/sec: 283.73 - lr: 0.050000 | |
| 2021-03-25 15:06:06,306 epoch 56 - iter 44/113 - loss 6.58132705 - samples/sec: 274.91 - lr: 0.050000 | |
| 2021-03-25 15:06:11,468 epoch 56 - iter 55/113 - loss 6.51851191 - samples/sec: 273.21 - lr: 0.050000 | |
| 2021-03-25 15:06:16,705 epoch 56 - iter 66/113 - loss 6.52106927 - samples/sec: 269.16 - lr: 0.050000 | |
| 2021-03-25 15:06:22,097 epoch 56 - iter 77/113 - loss 6.50234974 - samples/sec: 261.56 - lr: 0.050000 | |
| 2021-03-25 15:06:27,124 epoch 56 - iter 88/113 - loss 6.50846352 - samples/sec: 280.69 - lr: 0.050000 | |
| 2021-03-25 15:06:32,242 epoch 56 - iter 99/113 - loss 6.52387391 - samples/sec: 275.54 - lr: 0.050000 | |
| 2021-03-25 15:06:37,423 epoch 56 - iter 110/113 - loss 6.55175103 - samples/sec: 272.19 - lr: 0.050000 | |
| 2021-03-25 15:06:38,665 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:06:38,666 EPOCH 56 done: loss 6.5540 - lr 0.0500000 | |
| 2021-03-25 15:06:41,790 DEV : loss 3.446054458618164 - score 0.9568 | |
| 2021-03-25 15:06:41,891 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:07:04,632 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:07:09,856 epoch 57 - iter 11/113 - loss 6.61089295 - samples/sec: 270.20 - lr: 0.050000 | |
| 2021-03-25 15:07:14,982 epoch 57 - iter 22/113 - loss 6.44521557 - samples/sec: 275.18 - lr: 0.050000 | |
| 2021-03-25 15:07:20,850 epoch 57 - iter 33/113 - loss 6.44372852 - samples/sec: 240.34 - lr: 0.050000 | |
| 2021-03-25 15:07:25,836 epoch 57 - iter 44/113 - loss 6.42631095 - samples/sec: 282.85 - lr: 0.050000 | |
| 2021-03-25 15:07:31,311 epoch 57 - iter 55/113 - loss 6.43999525 - samples/sec: 257.57 - lr: 0.050000 | |
| 2021-03-25 15:07:36,237 epoch 57 - iter 66/113 - loss 6.38310458 - samples/sec: 286.24 - lr: 0.050000 | |
| 2021-03-25 15:07:41,379 epoch 57 - iter 77/113 - loss 6.42060466 - samples/sec: 274.28 - lr: 0.050000 | |
| 2021-03-25 15:07:46,434 epoch 57 - iter 88/113 - loss 6.44032457 - samples/sec: 278.98 - lr: 0.050000 | |
| 2021-03-25 15:07:51,634 epoch 57 - iter 99/113 - loss 6.49381082 - samples/sec: 271.14 - lr: 0.050000 | |
| 2021-03-25 15:07:57,008 epoch 57 - iter 110/113 - loss 6.51019169 - samples/sec: 262.31 - lr: 0.050000 | |
| 2021-03-25 15:07:58,275 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:07:58,276 EPOCH 57 done: loss 6.5059 - lr 0.0500000 | |
| 2021-03-25 15:08:01,366 DEV : loss 3.4272050857543945 - score 0.9569 | |
| 2021-03-25 15:08:01,453 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:08:22,222 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:08:27,748 epoch 58 - iter 11/113 - loss 6.51593286 - samples/sec: 255.30 - lr: 0.050000 | |
| 2021-03-25 15:08:32,934 epoch 58 - iter 22/113 - loss 6.50791877 - samples/sec: 271.93 - lr: 0.050000 | |
| 2021-03-25 15:08:37,922 epoch 58 - iter 33/113 - loss 6.50165091 - samples/sec: 282.88 - lr: 0.050000 | |
| 2021-03-25 15:08:42,881 epoch 58 - iter 44/113 - loss 6.52272793 - samples/sec: 284.60 - lr: 0.050000 | |
| 2021-03-25 15:08:48,173 epoch 58 - iter 55/113 - loss 6.54929308 - samples/sec: 266.70 - lr: 0.050000 | |
| 2021-03-25 15:08:53,291 epoch 58 - iter 66/113 - loss 6.58102183 - samples/sec: 275.58 - lr: 0.050000 | |
| 2021-03-25 15:08:58,364 epoch 58 - iter 77/113 - loss 6.55354588 - samples/sec: 277.97 - lr: 0.050000 | |
| 2021-03-25 15:09:03,566 epoch 58 - iter 88/113 - loss 6.53261779 - samples/sec: 271.19 - lr: 0.050000 | |
| 2021-03-25 15:09:08,742 epoch 58 - iter 99/113 - loss 6.54162615 - samples/sec: 272.64 - lr: 0.050000 | |
| 2021-03-25 15:09:14,676 epoch 58 - iter 110/113 - loss 6.53505614 - samples/sec: 237.58 - lr: 0.050000 | |
| 2021-03-25 15:09:15,933 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:09:15,934 EPOCH 58 done: loss 6.5368 - lr 0.0500000 | |
| 2021-03-25 15:09:19,056 DEV : loss 3.4196906089782715 - score 0.9577 | |
| 2021-03-25 15:09:19,142 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:09:40,467 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:09:45,525 epoch 59 - iter 11/113 - loss 6.59255674 - samples/sec: 278.89 - lr: 0.050000 | |
| 2021-03-25 15:09:50,757 epoch 59 - iter 22/113 - loss 6.56869533 - samples/sec: 269.65 - lr: 0.050000 | |
| 2021-03-25 15:09:55,739 epoch 59 - iter 33/113 - loss 6.46954415 - samples/sec: 283.18 - lr: 0.050000 | |
| 2021-03-25 15:10:01,776 epoch 59 - iter 44/113 - loss 6.47994879 - samples/sec: 233.52 - lr: 0.050000 | |
| 2021-03-25 15:10:07,372 epoch 59 - iter 55/113 - loss 6.40950620 - samples/sec: 252.00 - lr: 0.050000 | |
| 2021-03-25 15:10:12,575 epoch 59 - iter 66/113 - loss 6.42829011 - samples/sec: 271.02 - lr: 0.050000 | |
| 2021-03-25 15:10:17,805 epoch 59 - iter 77/113 - loss 6.46187385 - samples/sec: 269.60 - lr: 0.050000 | |
| 2021-03-25 15:10:22,688 epoch 59 - iter 88/113 - loss 6.45679639 - samples/sec: 288.75 - lr: 0.050000 | |
| 2021-03-25 15:10:27,690 epoch 59 - iter 99/113 - loss 6.43451816 - samples/sec: 281.93 - lr: 0.050000 | |
| 2021-03-25 15:10:32,792 epoch 59 - iter 110/113 - loss 6.46367638 - samples/sec: 276.51 - lr: 0.050000 | |
| 2021-03-25 15:10:34,087 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:10:34,088 EPOCH 59 done: loss 6.4509 - lr 0.0500000 | |
| 2021-03-25 15:10:37,181 DEV : loss 3.4158873558044434 - score 0.958 | |
| 2021-03-25 15:10:37,271 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:10:58,175 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:11:03,559 epoch 60 - iter 11/113 - loss 6.37710185 - samples/sec: 262.00 - lr: 0.050000 | |
| 2021-03-25 15:11:09,414 epoch 60 - iter 22/113 - loss 6.71157839 - samples/sec: 240.81 - lr: 0.050000 | |
| 2021-03-25 15:11:14,313 epoch 60 - iter 33/113 - loss 6.66801356 - samples/sec: 287.88 - lr: 0.050000 | |
| 2021-03-25 15:11:19,713 epoch 60 - iter 44/113 - loss 6.59792071 - samples/sec: 261.18 - lr: 0.050000 | |
| 2021-03-25 15:11:24,902 epoch 60 - iter 55/113 - loss 6.56708833 - samples/sec: 271.78 - lr: 0.050000 | |
| 2021-03-25 15:11:30,491 epoch 60 - iter 66/113 - loss 6.53052933 - samples/sec: 252.37 - lr: 0.050000 | |
| 2021-03-25 15:11:35,322 epoch 60 - iter 77/113 - loss 6.51113887 - samples/sec: 292.12 - lr: 0.050000 | |
| 2021-03-25 15:11:40,526 epoch 60 - iter 88/113 - loss 6.50295652 - samples/sec: 270.94 - lr: 0.050000 | |
| 2021-03-25 15:11:48,832 epoch 60 - iter 99/113 - loss 6.49722912 - samples/sec: 169.68 - lr: 0.050000 | |
| 2021-03-25 15:11:53,879 epoch 60 - iter 110/113 - loss 6.48298754 - samples/sec: 279.52 - lr: 0.050000 | |
| 2021-03-25 15:11:55,147 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:11:55,148 EPOCH 60 done: loss 6.4673 - lr 0.0500000 | |
| 2021-03-25 15:11:58,202 DEV : loss 3.4086313247680664 - score 0.9578 | |
| 2021-03-25 15:11:58,311 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:11:58,313 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:12:03,455 epoch 61 - iter 11/113 - loss 6.25001955 - samples/sec: 274.28 - lr: 0.050000 | |
| 2021-03-25 15:12:09,530 epoch 61 - iter 22/113 - loss 6.34872267 - samples/sec: 232.09 - lr: 0.050000 | |
| 2021-03-25 15:12:15,172 epoch 61 - iter 33/113 - loss 6.34614871 - samples/sec: 250.02 - lr: 0.050000 | |
| 2021-03-25 15:12:20,291 epoch 61 - iter 44/113 - loss 6.44023537 - samples/sec: 275.59 - lr: 0.050000 | |
| 2021-03-25 15:12:25,553 epoch 61 - iter 55/113 - loss 6.40231507 - samples/sec: 267.99 - lr: 0.050000 | |
| 2021-03-25 15:12:30,506 epoch 61 - iter 66/113 - loss 6.34244748 - samples/sec: 284.83 - lr: 0.050000 | |
| 2021-03-25 15:12:35,449 epoch 61 - iter 77/113 - loss 6.34295705 - samples/sec: 285.27 - lr: 0.050000 | |
| 2021-03-25 15:12:40,564 epoch 61 - iter 88/113 - loss 6.38207441 - samples/sec: 275.76 - lr: 0.050000 | |
| 2021-03-25 15:12:45,391 epoch 61 - iter 99/113 - loss 6.38977950 - samples/sec: 292.17 - lr: 0.050000 | |
| 2021-03-25 15:12:50,367 epoch 61 - iter 110/113 - loss 6.39235308 - samples/sec: 283.47 - lr: 0.050000 | |
| 2021-03-25 15:12:51,648 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:12:51,649 EPOCH 61 done: loss 6.3953 - lr 0.0500000 | |
| 2021-03-25 15:12:54,677 DEV : loss 3.407853603363037 - score 0.9575 | |
| 2021-03-25 15:12:54,785 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:12:54,787 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:12:59,777 epoch 62 - iter 11/113 - loss 6.51730897 - samples/sec: 282.53 - lr: 0.050000 | |
| 2021-03-25 15:13:04,454 epoch 62 - iter 22/113 - loss 6.40779200 - samples/sec: 301.57 - lr: 0.050000 | |
| 2021-03-25 15:13:09,042 epoch 62 - iter 33/113 - loss 6.34815706 - samples/sec: 307.42 - lr: 0.050000 | |
| 2021-03-25 15:13:13,968 epoch 62 - iter 44/113 - loss 6.38142379 - samples/sec: 286.29 - lr: 0.050000 | |
| 2021-03-25 15:13:20,114 epoch 62 - iter 55/113 - loss 6.39987502 - samples/sec: 229.40 - lr: 0.050000 | |
| 2021-03-25 15:13:25,266 epoch 62 - iter 66/113 - loss 6.41860867 - samples/sec: 274.02 - lr: 0.050000 | |
| 2021-03-25 15:13:30,169 epoch 62 - iter 77/113 - loss 6.42502875 - samples/sec: 287.64 - lr: 0.050000 | |
| 2021-03-25 15:13:35,383 epoch 62 - iter 88/113 - loss 6.43357813 - samples/sec: 270.45 - lr: 0.050000 | |
| 2021-03-25 15:13:40,357 epoch 62 - iter 99/113 - loss 6.43542698 - samples/sec: 283.53 - lr: 0.050000 | |
| 2021-03-25 15:13:45,659 epoch 62 - iter 110/113 - loss 6.43134757 - samples/sec: 265.94 - lr: 0.050000 | |
| 2021-03-25 15:13:47,172 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:13:47,173 EPOCH 62 done: loss 6.4242 - lr 0.0500000 | |
| 2021-03-25 15:13:50,313 DEV : loss 3.4143223762512207 - score 0.9575 | |
| 2021-03-25 15:13:50,403 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:13:50,405 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:13:55,694 epoch 63 - iter 11/113 - loss 6.60406061 - samples/sec: 266.69 - lr: 0.050000 | |
| 2021-03-25 15:14:00,530 epoch 63 - iter 22/113 - loss 6.47367285 - samples/sec: 291.71 - lr: 0.050000 | |
| 2021-03-25 15:14:05,825 epoch 63 - iter 33/113 - loss 6.40358835 - samples/sec: 266.36 - lr: 0.050000 | |
| 2021-03-25 15:14:10,840 epoch 63 - iter 44/113 - loss 6.38938633 - samples/sec: 281.21 - lr: 0.050000 | |
| 2021-03-25 15:14:15,649 epoch 63 - iter 55/113 - loss 6.45670667 - samples/sec: 293.35 - lr: 0.050000 | |
| 2021-03-25 15:14:20,669 epoch 63 - iter 66/113 - loss 6.40890151 - samples/sec: 280.99 - lr: 0.050000 | |
| 2021-03-25 15:14:25,590 epoch 63 - iter 77/113 - loss 6.37168835 - samples/sec: 286.74 - lr: 0.050000 | |
| 2021-03-25 15:14:30,961 epoch 63 - iter 88/113 - loss 6.37127600 - samples/sec: 262.73 - lr: 0.050000 | |
| 2021-03-25 15:14:37,140 epoch 63 - iter 99/113 - loss 6.39162842 - samples/sec: 228.20 - lr: 0.050000 | |
| 2021-03-25 15:14:41,953 epoch 63 - iter 110/113 - loss 6.40248121 - samples/sec: 293.17 - lr: 0.050000 | |
| 2021-03-25 15:14:43,334 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:14:43,335 EPOCH 63 done: loss 6.4089 - lr 0.0500000 | |
| 2021-03-25 15:14:46,441 DEV : loss 3.399538516998291 - score 0.9577 | |
| 2021-03-25 15:14:46,530 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 15:14:46,532 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:14:51,551 epoch 64 - iter 11/113 - loss 6.32832584 - samples/sec: 280.95 - lr: 0.025000 | |
| 2021-03-25 15:14:57,706 epoch 64 - iter 22/113 - loss 6.46729628 - samples/sec: 229.11 - lr: 0.025000 | |
| 2021-03-25 15:15:02,863 epoch 64 - iter 33/113 - loss 6.44284376 - samples/sec: 273.46 - lr: 0.025000 | |
| 2021-03-25 15:15:07,795 epoch 64 - iter 44/113 - loss 6.39240211 - samples/sec: 285.84 - lr: 0.025000 | |
| 2021-03-25 15:15:13,244 epoch 64 - iter 55/113 - loss 6.40879782 - samples/sec: 258.73 - lr: 0.025000 | |
| 2021-03-25 15:15:18,174 epoch 64 - iter 66/113 - loss 6.38746880 - samples/sec: 286.07 - lr: 0.025000 | |
| 2021-03-25 15:15:23,220 epoch 64 - iter 77/113 - loss 6.39627733 - samples/sec: 279.59 - lr: 0.025000 | |
| 2021-03-25 15:15:28,698 epoch 64 - iter 88/113 - loss 6.39967418 - samples/sec: 257.41 - lr: 0.025000 | |
| 2021-03-25 15:15:33,520 epoch 64 - iter 99/113 - loss 6.37581188 - samples/sec: 292.70 - lr: 0.025000 | |
| 2021-03-25 15:15:38,829 epoch 64 - iter 110/113 - loss 6.38478478 - samples/sec: 265.83 - lr: 0.025000 | |
| 2021-03-25 15:15:40,163 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:15:40,164 EPOCH 64 done: loss 6.3856 - lr 0.0250000 | |
| 2021-03-25 15:15:43,260 DEV : loss 3.399369239807129 - score 0.958 | |
| 2021-03-25 15:15:43,349 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:16:04,075 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:16:09,461 epoch 65 - iter 11/113 - loss 6.42641969 - samples/sec: 261.93 - lr: 0.025000 | |
| 2021-03-25 15:16:14,553 epoch 65 - iter 22/113 - loss 6.46950022 - samples/sec: 277.08 - lr: 0.025000 | |
| 2021-03-25 15:16:19,698 epoch 65 - iter 33/113 - loss 6.36533229 - samples/sec: 274.24 - lr: 0.025000 | |
| 2021-03-25 15:16:24,811 epoch 65 - iter 44/113 - loss 6.37211430 - samples/sec: 275.87 - lr: 0.025000 | |
| 2021-03-25 15:16:31,028 epoch 65 - iter 55/113 - loss 6.36461535 - samples/sec: 226.71 - lr: 0.025000 | |
| 2021-03-25 15:16:36,049 epoch 65 - iter 66/113 - loss 6.37641932 - samples/sec: 281.01 - lr: 0.025000 | |
| 2021-03-25 15:16:41,021 epoch 65 - iter 77/113 - loss 6.39297835 - samples/sec: 283.58 - lr: 0.025000 | |
| 2021-03-25 15:16:46,126 epoch 65 - iter 88/113 - loss 6.40809778 - samples/sec: 276.24 - lr: 0.025000 | |
| 2021-03-25 15:16:51,257 epoch 65 - iter 99/113 - loss 6.41606844 - samples/sec: 274.72 - lr: 0.025000 | |
| 2021-03-25 15:16:56,656 epoch 65 - iter 110/113 - loss 6.41088513 - samples/sec: 261.19 - lr: 0.025000 | |
| 2021-03-25 15:16:57,928 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:16:57,928 EPOCH 65 done: loss 6.4126 - lr 0.0250000 | |
| 2021-03-25 15:17:01,061 DEV : loss 3.3750159740448 - score 0.9576 | |
| 2021-03-25 15:17:01,147 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:17:01,149 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:17:06,128 epoch 66 - iter 11/113 - loss 5.94610982 - samples/sec: 283.33 - lr: 0.025000 | |
| 2021-03-25 15:17:11,092 epoch 66 - iter 22/113 - loss 6.08157812 - samples/sec: 284.18 - lr: 0.025000 | |
| 2021-03-25 15:17:16,051 epoch 66 - iter 33/113 - loss 6.19407703 - samples/sec: 284.45 - lr: 0.025000 | |
| 2021-03-25 15:17:21,226 epoch 66 - iter 44/113 - loss 6.20578609 - samples/sec: 272.51 - lr: 0.025000 | |
| 2021-03-25 15:17:26,338 epoch 66 - iter 55/113 - loss 6.24202483 - samples/sec: 275.97 - lr: 0.025000 | |
| 2021-03-25 15:17:31,448 epoch 66 - iter 66/113 - loss 6.23671432 - samples/sec: 275.95 - lr: 0.025000 | |
| 2021-03-25 15:17:37,400 epoch 66 - iter 77/113 - loss 6.28134862 - samples/sec: 236.81 - lr: 0.025000 | |
| 2021-03-25 15:17:42,416 epoch 66 - iter 88/113 - loss 6.30909010 - samples/sec: 281.14 - lr: 0.025000 | |
| 2021-03-25 15:17:47,775 epoch 66 - iter 99/113 - loss 6.33531909 - samples/sec: 263.10 - lr: 0.025000 | |
| 2021-03-25 15:17:53,280 epoch 66 - iter 110/113 - loss 6.33566280 - samples/sec: 256.13 - lr: 0.025000 | |
| 2021-03-25 15:17:54,721 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:17:54,722 EPOCH 66 done: loss 6.3375 - lr 0.0250000 | |
| 2021-03-25 15:17:57,799 DEV : loss 3.3704581260681152 - score 0.9581 | |
| 2021-03-25 15:17:57,889 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:18:18,666 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:18:23,865 epoch 67 - iter 11/113 - loss 6.30693722 - samples/sec: 271.50 - lr: 0.025000 | |
| 2021-03-25 15:18:28,902 epoch 67 - iter 22/113 - loss 6.34510177 - samples/sec: 279.96 - lr: 0.025000 | |
| 2021-03-25 15:18:34,016 epoch 67 - iter 33/113 - loss 6.25972519 - samples/sec: 275.92 - lr: 0.025000 | |
| 2021-03-25 15:18:38,917 epoch 67 - iter 44/113 - loss 6.32004163 - samples/sec: 287.85 - lr: 0.025000 | |
| 2021-03-25 15:18:44,941 epoch 67 - iter 55/113 - loss 6.31397590 - samples/sec: 234.12 - lr: 0.025000 | |
| 2021-03-25 15:18:50,148 epoch 67 - iter 66/113 - loss 6.29851842 - samples/sec: 270.88 - lr: 0.025000 | |
| 2021-03-25 15:18:55,215 epoch 67 - iter 77/113 - loss 6.29046589 - samples/sec: 278.31 - lr: 0.025000 | |
| 2021-03-25 15:19:00,533 epoch 67 - iter 88/113 - loss 6.33313489 - samples/sec: 265.18 - lr: 0.025000 | |
| 2021-03-25 15:19:05,519 epoch 67 - iter 99/113 - loss 6.31619935 - samples/sec: 282.91 - lr: 0.025000 | |
| 2021-03-25 15:19:10,807 epoch 67 - iter 110/113 - loss 6.32602875 - samples/sec: 266.62 - lr: 0.025000 | |
| 2021-03-25 15:19:12,476 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:19:12,477 EPOCH 67 done: loss 6.3245 - lr 0.0250000 | |
| 2021-03-25 15:19:15,528 DEV : loss 3.38270902633667 - score 0.958 | |
| 2021-03-25 15:19:15,614 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:19:15,616 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:19:20,676 epoch 68 - iter 11/113 - loss 6.46326624 - samples/sec: 278.69 - lr: 0.025000 | |
| 2021-03-25 15:19:25,494 epoch 68 - iter 22/113 - loss 6.40450937 - samples/sec: 292.89 - lr: 0.025000 | |
| 2021-03-25 15:19:30,536 epoch 68 - iter 33/113 - loss 6.37490429 - samples/sec: 279.74 - lr: 0.025000 | |
| 2021-03-25 15:19:36,298 epoch 68 - iter 44/113 - loss 6.38558691 - samples/sec: 244.72 - lr: 0.025000 | |
| 2021-03-25 15:19:41,255 epoch 68 - iter 55/113 - loss 6.31947377 - samples/sec: 284.77 - lr: 0.025000 | |
| 2021-03-25 15:19:46,484 epoch 68 - iter 66/113 - loss 6.35099336 - samples/sec: 269.96 - lr: 0.025000 | |
| 2021-03-25 15:19:51,265 epoch 68 - iter 77/113 - loss 6.29200888 - samples/sec: 295.05 - lr: 0.025000 | |
| 2021-03-25 15:19:56,353 epoch 68 - iter 88/113 - loss 6.31225975 - samples/sec: 277.27 - lr: 0.025000 | |
| 2021-03-25 15:20:02,226 epoch 68 - iter 99/113 - loss 6.32229046 - samples/sec: 240.10 - lr: 0.025000 | |
| 2021-03-25 15:20:07,299 epoch 68 - iter 110/113 - loss 6.33531381 - samples/sec: 278.11 - lr: 0.025000 | |
| 2021-03-25 15:20:08,871 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:20:08,872 EPOCH 68 done: loss 6.3315 - lr 0.0250000 | |
| 2021-03-25 15:20:11,962 DEV : loss 3.3832640647888184 - score 0.9581 | |
| 2021-03-25 15:20:12,049 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:20:12,050 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:20:17,147 epoch 69 - iter 11/113 - loss 6.36881312 - samples/sec: 276.62 - lr: 0.025000 | |
| 2021-03-25 15:20:22,506 epoch 69 - iter 22/113 - loss 6.51247911 - samples/sec: 263.13 - lr: 0.025000 | |
| 2021-03-25 15:20:27,644 epoch 69 - iter 33/113 - loss 6.42941608 - samples/sec: 274.38 - lr: 0.025000 | |
| 2021-03-25 15:20:32,723 epoch 69 - iter 44/113 - loss 6.37223440 - samples/sec: 277.61 - lr: 0.025000 | |
| 2021-03-25 15:20:37,892 epoch 69 - iter 55/113 - loss 6.36803448 - samples/sec: 272.82 - lr: 0.025000 | |
| 2021-03-25 15:20:43,181 epoch 69 - iter 66/113 - loss 6.34662487 - samples/sec: 266.68 - lr: 0.025000 | |
| 2021-03-25 15:20:48,369 epoch 69 - iter 77/113 - loss 6.35237445 - samples/sec: 272.05 - lr: 0.025000 | |
| 2021-03-25 15:20:53,249 epoch 69 - iter 88/113 - loss 6.33189183 - samples/sec: 289.26 - lr: 0.025000 | |
| 2021-03-25 15:20:58,866 epoch 69 - iter 99/113 - loss 6.33578537 - samples/sec: 251.12 - lr: 0.025000 | |
| 2021-03-25 15:21:03,910 epoch 69 - iter 110/113 - loss 6.31799347 - samples/sec: 279.54 - lr: 0.025000 | |
| 2021-03-25 15:21:05,414 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:21:05,415 EPOCH 69 done: loss 6.3131 - lr 0.0250000 | |
| 2021-03-25 15:21:08,494 DEV : loss 3.3663582801818848 - score 0.958 | |
| 2021-03-25 15:21:08,584 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:21:08,586 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:21:13,627 epoch 70 - iter 11/113 - loss 6.13655988 - samples/sec: 279.75 - lr: 0.025000 | |
| 2021-03-25 15:21:18,662 epoch 70 - iter 22/113 - loss 6.15868482 - samples/sec: 279.98 - lr: 0.025000 | |
| 2021-03-25 15:21:23,708 epoch 70 - iter 33/113 - loss 6.13085071 - samples/sec: 279.53 - lr: 0.025000 | |
| 2021-03-25 15:21:28,966 epoch 70 - iter 44/113 - loss 6.16003778 - samples/sec: 268.28 - lr: 0.025000 | |
| 2021-03-25 15:21:34,057 epoch 70 - iter 55/113 - loss 6.18876990 - samples/sec: 276.96 - lr: 0.025000 | |
| 2021-03-25 15:21:38,884 epoch 70 - iter 66/113 - loss 6.17504595 - samples/sec: 292.22 - lr: 0.025000 | |
| 2021-03-25 15:21:44,063 epoch 70 - iter 77/113 - loss 6.18541169 - samples/sec: 272.39 - lr: 0.025000 | |
| 2021-03-25 15:21:50,065 epoch 70 - iter 88/113 - loss 6.21585935 - samples/sec: 234.94 - lr: 0.025000 | |
| 2021-03-25 15:21:55,229 epoch 70 - iter 99/113 - loss 6.22244914 - samples/sec: 273.24 - lr: 0.025000 | |
| 2021-03-25 15:22:00,354 epoch 70 - iter 110/113 - loss 6.23527341 - samples/sec: 275.34 - lr: 0.025000 | |
| 2021-03-25 15:22:01,711 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:22:01,712 EPOCH 70 done: loss 6.2350 - lr 0.0250000 | |
| 2021-03-25 15:22:04,812 DEV : loss 3.3701589107513428 - score 0.9581 | |
| 2021-03-25 15:22:04,898 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:22:26,994 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:22:32,610 epoch 71 - iter 11/113 - loss 6.45887947 - samples/sec: 251.14 - lr: 0.025000 | |
| 2021-03-25 15:22:37,644 epoch 71 - iter 22/113 - loss 6.35986755 - samples/sec: 280.13 - lr: 0.025000 | |
| 2021-03-25 15:22:42,876 epoch 71 - iter 33/113 - loss 6.30351671 - samples/sec: 269.57 - lr: 0.025000 | |
| 2021-03-25 15:22:48,081 epoch 71 - iter 44/113 - loss 6.33054553 - samples/sec: 270.77 - lr: 0.025000 | |
| 2021-03-25 15:22:52,978 epoch 71 - iter 55/113 - loss 6.30974877 - samples/sec: 287.98 - lr: 0.025000 | |
| 2021-03-25 15:22:57,884 epoch 71 - iter 66/113 - loss 6.28423980 - samples/sec: 287.43 - lr: 0.025000 | |
| 2021-03-25 15:23:03,217 epoch 71 - iter 77/113 - loss 6.31776252 - samples/sec: 264.38 - lr: 0.025000 | |
| 2021-03-25 15:23:08,372 epoch 71 - iter 88/113 - loss 6.29952533 - samples/sec: 273.54 - lr: 0.025000 | |
| 2021-03-25 15:23:13,197 epoch 71 - iter 99/113 - loss 6.32343002 - samples/sec: 292.27 - lr: 0.025000 | |
| 2021-03-25 15:23:18,494 epoch 71 - iter 110/113 - loss 6.31628170 - samples/sec: 266.40 - lr: 0.025000 | |
| 2021-03-25 15:23:19,872 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:23:19,873 EPOCH 71 done: loss 6.3210 - lr 0.0250000 | |
| 2021-03-25 15:23:23,000 DEV : loss 3.3578968048095703 - score 0.9581 | |
| 2021-03-25 15:23:23,099 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:23:43,907 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:23:49,094 epoch 72 - iter 11/113 - loss 6.43157296 - samples/sec: 271.93 - lr: 0.025000 | |
| 2021-03-25 15:23:54,032 epoch 72 - iter 22/113 - loss 6.28120715 - samples/sec: 285.70 - lr: 0.025000 | |
| 2021-03-25 15:23:59,035 epoch 72 - iter 33/113 - loss 6.32413237 - samples/sec: 281.88 - lr: 0.025000 | |
| 2021-03-25 15:24:05,377 epoch 72 - iter 44/113 - loss 6.32446752 - samples/sec: 222.30 - lr: 0.025000 | |
| 2021-03-25 15:24:10,816 epoch 72 - iter 55/113 - loss 6.29861413 - samples/sec: 259.27 - lr: 0.025000 | |
| 2021-03-25 15:24:15,754 epoch 72 - iter 66/113 - loss 6.28179768 - samples/sec: 285.61 - lr: 0.025000 | |
| 2021-03-25 15:24:20,935 epoch 72 - iter 77/113 - loss 6.26488818 - samples/sec: 272.18 - lr: 0.025000 | |
| 2021-03-25 15:24:25,928 epoch 72 - iter 88/113 - loss 6.31183732 - samples/sec: 282.32 - lr: 0.025000 | |
| 2021-03-25 15:24:30,938 epoch 72 - iter 99/113 - loss 6.34034217 - samples/sec: 281.48 - lr: 0.025000 | |
| 2021-03-25 15:24:35,834 epoch 72 - iter 110/113 - loss 6.30866744 - samples/sec: 287.96 - lr: 0.025000 | |
| 2021-03-25 15:24:37,080 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:24:37,080 EPOCH 72 done: loss 6.2969 - lr 0.0250000 | |
| 2021-03-25 15:24:43,496 DEV : loss 3.358468770980835 - score 0.9579 | |
| 2021-03-25 15:24:43,582 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:24:43,585 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:24:48,447 epoch 73 - iter 11/113 - loss 6.01541194 - samples/sec: 290.13 - lr: 0.025000 | |
| 2021-03-25 15:24:53,305 epoch 73 - iter 22/113 - loss 6.04475661 - samples/sec: 290.36 - lr: 0.025000 | |
| 2021-03-25 15:24:58,559 epoch 73 - iter 33/113 - loss 6.11820552 - samples/sec: 268.42 - lr: 0.025000 | |
| 2021-03-25 15:25:03,667 epoch 73 - iter 44/113 - loss 6.18942954 - samples/sec: 276.12 - lr: 0.025000 | |
| 2021-03-25 15:25:08,951 epoch 73 - iter 55/113 - loss 6.19969557 - samples/sec: 266.87 - lr: 0.025000 | |
| 2021-03-25 15:25:13,853 epoch 73 - iter 66/113 - loss 6.17688378 - samples/sec: 287.99 - lr: 0.025000 | |
| 2021-03-25 15:25:19,105 epoch 73 - iter 77/113 - loss 6.19926723 - samples/sec: 268.72 - lr: 0.025000 | |
| 2021-03-25 15:25:24,226 epoch 73 - iter 88/113 - loss 6.21836865 - samples/sec: 275.43 - lr: 0.025000 | |
| 2021-03-25 15:25:29,698 epoch 73 - iter 99/113 - loss 6.21886782 - samples/sec: 257.75 - lr: 0.025000 | |
| 2021-03-25 15:25:35,483 epoch 73 - iter 110/113 - loss 6.24287063 - samples/sec: 243.78 - lr: 0.025000 | |
| 2021-03-25 15:25:36,949 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:25:36,950 EPOCH 73 done: loss 6.2423 - lr 0.0250000 | |
| 2021-03-25 15:25:39,983 DEV : loss 3.3546149730682373 - score 0.9579 | |
| 2021-03-25 15:25:40,073 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:25:40,074 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:25:45,869 epoch 74 - iter 11/113 - loss 6.16204158 - samples/sec: 243.34 - lr: 0.025000 | |
| 2021-03-25 15:25:50,954 epoch 74 - iter 22/113 - loss 6.19081179 - samples/sec: 277.21 - lr: 0.025000 | |
| 2021-03-25 15:25:56,139 epoch 74 - iter 33/113 - loss 6.18880916 - samples/sec: 271.91 - lr: 0.025000 | |
| 2021-03-25 15:26:01,167 epoch 74 - iter 44/113 - loss 6.20482523 - samples/sec: 280.53 - lr: 0.025000 | |
| 2021-03-25 15:26:06,451 epoch 74 - iter 55/113 - loss 6.17266776 - samples/sec: 266.86 - lr: 0.025000 | |
| 2021-03-25 15:26:11,664 epoch 74 - iter 66/113 - loss 6.23928939 - samples/sec: 270.52 - lr: 0.025000 | |
| 2021-03-25 15:26:16,844 epoch 74 - iter 77/113 - loss 6.21359586 - samples/sec: 272.26 - lr: 0.025000 | |
| 2021-03-25 15:26:21,968 epoch 74 - iter 88/113 - loss 6.23203518 - samples/sec: 275.30 - lr: 0.025000 | |
| 2021-03-25 15:26:27,243 epoch 74 - iter 99/113 - loss 6.22857620 - samples/sec: 267.52 - lr: 0.025000 | |
| 2021-03-25 15:26:32,399 epoch 74 - iter 110/113 - loss 6.25030795 - samples/sec: 273.65 - lr: 0.025000 | |
| 2021-03-25 15:26:33,755 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:26:33,756 EPOCH 74 done: loss 6.2537 - lr 0.0250000 | |
| 2021-03-25 15:26:36,960 DEV : loss 3.3542890548706055 - score 0.9582 | |
| 2021-03-25 15:26:37,045 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:26:57,399 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:27:02,301 epoch 75 - iter 11/113 - loss 6.19108027 - samples/sec: 287.96 - lr: 0.025000 | |
| 2021-03-25 15:27:07,606 epoch 75 - iter 22/113 - loss 6.35046150 - samples/sec: 265.95 - lr: 0.025000 | |
| 2021-03-25 15:27:12,760 epoch 75 - iter 33/113 - loss 6.32671384 - samples/sec: 273.77 - lr: 0.025000 | |
| 2021-03-25 15:27:17,674 epoch 75 - iter 44/113 - loss 6.22122490 - samples/sec: 287.07 - lr: 0.025000 | |
| 2021-03-25 15:27:22,784 epoch 75 - iter 55/113 - loss 6.22036535 - samples/sec: 276.19 - lr: 0.025000 | |
| 2021-03-25 15:27:28,786 epoch 75 - iter 66/113 - loss 6.22449522 - samples/sec: 234.97 - lr: 0.025000 | |
| 2021-03-25 15:27:33,840 epoch 75 - iter 77/113 - loss 6.25788043 - samples/sec: 278.90 - lr: 0.025000 | |
| 2021-03-25 15:27:39,237 epoch 75 - iter 88/113 - loss 6.22805833 - samples/sec: 261.25 - lr: 0.025000 | |
| 2021-03-25 15:27:44,111 epoch 75 - iter 99/113 - loss 6.22271133 - samples/sec: 289.41 - lr: 0.025000 | |
| 2021-03-25 15:27:49,109 epoch 75 - iter 110/113 - loss 6.21490661 - samples/sec: 282.25 - lr: 0.025000 | |
| 2021-03-25 15:27:50,547 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:27:50,548 EPOCH 75 done: loss 6.2278 - lr 0.0250000 | |
| 2021-03-25 15:27:53,639 DEV : loss 3.352653980255127 - score 0.9585 | |
| 2021-03-25 15:27:53,737 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:28:14,009 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:28:19,639 epoch 76 - iter 11/113 - loss 6.34457458 - samples/sec: 250.59 - lr: 0.025000 | |
| 2021-03-25 15:28:24,241 epoch 76 - iter 22/113 - loss 6.44968993 - samples/sec: 306.45 - lr: 0.025000 | |
| 2021-03-25 15:28:28,940 epoch 76 - iter 33/113 - loss 6.46811597 - samples/sec: 300.14 - lr: 0.025000 | |
| 2021-03-25 15:28:33,860 epoch 76 - iter 44/113 - loss 6.38032993 - samples/sec: 286.77 - lr: 0.025000 | |
| 2021-03-25 15:28:38,816 epoch 76 - iter 55/113 - loss 6.36142024 - samples/sec: 284.58 - lr: 0.025000 | |
| 2021-03-25 15:28:44,108 epoch 76 - iter 66/113 - loss 6.32246384 - samples/sec: 266.62 - lr: 0.025000 | |
| 2021-03-25 15:28:49,368 epoch 76 - iter 77/113 - loss 6.32839986 - samples/sec: 268.04 - lr: 0.025000 | |
| 2021-03-25 15:28:54,594 epoch 76 - iter 88/113 - loss 6.31457709 - samples/sec: 269.87 - lr: 0.025000 | |
| 2021-03-25 15:28:59,609 epoch 76 - iter 99/113 - loss 6.26484841 - samples/sec: 281.18 - lr: 0.025000 | |
| 2021-03-25 15:29:05,347 epoch 76 - iter 110/113 - loss 6.27028207 - samples/sec: 245.78 - lr: 0.025000 | |
| 2021-03-25 15:29:06,596 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:29:06,597 EPOCH 76 done: loss 6.2555 - lr 0.0250000 | |
| 2021-03-25 15:29:09,698 DEV : loss 3.3581032752990723 - score 0.9581 | |
| 2021-03-25 15:29:09,800 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:29:09,802 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:29:14,848 epoch 77 - iter 11/113 - loss 5.94366394 - samples/sec: 279.59 - lr: 0.025000 | |
| 2021-03-25 15:29:20,181 epoch 77 - iter 22/113 - loss 6.13890834 - samples/sec: 264.58 - lr: 0.025000 | |
| 2021-03-25 15:29:25,460 epoch 77 - iter 33/113 - loss 6.20046642 - samples/sec: 267.25 - lr: 0.025000 | |
| 2021-03-25 15:29:30,564 epoch 77 - iter 44/113 - loss 6.20018288 - samples/sec: 276.27 - lr: 0.025000 | |
| 2021-03-25 15:29:35,698 epoch 77 - iter 55/113 - loss 6.28034867 - samples/sec: 274.76 - lr: 0.025000 | |
| 2021-03-25 15:29:40,691 epoch 77 - iter 66/113 - loss 6.27807317 - samples/sec: 282.50 - lr: 0.025000 | |
| 2021-03-25 15:29:45,762 epoch 77 - iter 77/113 - loss 6.24959552 - samples/sec: 278.25 - lr: 0.025000 | |
| 2021-03-25 15:29:50,750 epoch 77 - iter 88/113 - loss 6.24839674 - samples/sec: 282.85 - lr: 0.025000 | |
| 2021-03-25 15:29:57,135 epoch 77 - iter 99/113 - loss 6.25682250 - samples/sec: 220.82 - lr: 0.025000 | |
| 2021-03-25 15:30:02,156 epoch 77 - iter 110/113 - loss 6.23742514 - samples/sec: 280.79 - lr: 0.025000 | |
| 2021-03-25 15:30:03,635 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:30:03,636 EPOCH 77 done: loss 6.2406 - lr 0.0250000 | |
| 2021-03-25 15:30:06,710 DEV : loss 3.3542392253875732 - score 0.9578 | |
| 2021-03-25 15:30:06,801 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:30:06,802 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:30:11,908 epoch 78 - iter 11/113 - loss 6.31747215 - samples/sec: 276.15 - lr: 0.025000 | |
| 2021-03-25 15:30:16,774 epoch 78 - iter 22/113 - loss 6.32852684 - samples/sec: 289.89 - lr: 0.025000 | |
| 2021-03-25 15:30:22,164 epoch 78 - iter 33/113 - loss 6.40866293 - samples/sec: 261.59 - lr: 0.025000 | |
| 2021-03-25 15:30:28,207 epoch 78 - iter 44/113 - loss 6.40966691 - samples/sec: 233.39 - lr: 0.025000 | |
| 2021-03-25 15:30:33,299 epoch 78 - iter 55/113 - loss 6.37617196 - samples/sec: 277.01 - lr: 0.025000 | |
| 2021-03-25 15:30:38,304 epoch 78 - iter 66/113 - loss 6.30700046 - samples/sec: 281.74 - lr: 0.025000 | |
| 2021-03-25 15:30:43,593 epoch 78 - iter 77/113 - loss 6.34354341 - samples/sec: 266.76 - lr: 0.025000 | |
| 2021-03-25 15:30:48,690 epoch 78 - iter 88/113 - loss 6.32622358 - samples/sec: 276.76 - lr: 0.025000 | |
| 2021-03-25 15:30:53,581 epoch 78 - iter 99/113 - loss 6.28830431 - samples/sec: 288.44 - lr: 0.025000 | |
| 2021-03-25 15:30:58,616 epoch 78 - iter 110/113 - loss 6.25442263 - samples/sec: 280.16 - lr: 0.025000 | |
| 2021-03-25 15:31:00,198 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:31:00,199 EPOCH 78 done: loss 6.2612 - lr 0.0250000 | |
| 2021-03-25 15:31:03,288 DEV : loss 3.3449277877807617 - score 0.9583 | |
| 2021-03-25 15:31:03,375 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:31:03,377 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:31:08,349 epoch 79 - iter 11/113 - loss 6.25277454 - samples/sec: 283.57 - lr: 0.025000 | |
| 2021-03-25 15:31:13,525 epoch 79 - iter 22/113 - loss 6.22191765 - samples/sec: 272.37 - lr: 0.025000 | |
| 2021-03-25 15:31:18,615 epoch 79 - iter 33/113 - loss 6.15698051 - samples/sec: 277.06 - lr: 0.025000 | |
| 2021-03-25 15:31:23,666 epoch 79 - iter 44/113 - loss 6.15698864 - samples/sec: 279.25 - lr: 0.025000 | |
| 2021-03-25 15:31:28,528 epoch 79 - iter 55/113 - loss 6.14660239 - samples/sec: 290.00 - lr: 0.025000 | |
| 2021-03-25 15:31:33,807 epoch 79 - iter 66/113 - loss 6.18467673 - samples/sec: 267.19 - lr: 0.025000 | |
| 2021-03-25 15:31:39,076 epoch 79 - iter 77/113 - loss 6.18148220 - samples/sec: 267.79 - lr: 0.025000 | |
| 2021-03-25 15:31:44,268 epoch 79 - iter 88/113 - loss 6.20312509 - samples/sec: 271.77 - lr: 0.025000 | |
| 2021-03-25 15:31:49,039 epoch 79 - iter 99/113 - loss 6.19268999 - samples/sec: 295.71 - lr: 0.025000 | |
| 2021-03-25 15:31:55,110 epoch 79 - iter 110/113 - loss 6.21958560 - samples/sec: 232.23 - lr: 0.025000 | |
| 2021-03-25 15:31:56,627 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:31:56,628 EPOCH 79 done: loss 6.2274 - lr 0.0250000 | |
| 2021-03-25 15:31:59,754 DEV : loss 3.348515510559082 - score 0.9584 | |
| 2021-03-25 15:31:59,840 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 15:31:59,842 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:32:04,573 epoch 80 - iter 11/113 - loss 6.01370083 - samples/sec: 298.10 - lr: 0.012500 | |
| 2021-03-25 15:32:09,503 epoch 80 - iter 22/113 - loss 6.12176345 - samples/sec: 286.04 - lr: 0.012500 | |
| 2021-03-25 15:32:14,523 epoch 80 - iter 33/113 - loss 6.13875775 - samples/sec: 281.05 - lr: 0.012500 | |
| 2021-03-25 15:32:19,828 epoch 80 - iter 44/113 - loss 6.16518953 - samples/sec: 265.80 - lr: 0.012500 | |
| 2021-03-25 15:32:24,816 epoch 80 - iter 55/113 - loss 6.21870991 - samples/sec: 282.75 - lr: 0.012500 | |
| 2021-03-25 15:32:30,062 epoch 80 - iter 66/113 - loss 6.22683214 - samples/sec: 268.82 - lr: 0.012500 | |
| 2021-03-25 15:32:35,096 epoch 80 - iter 77/113 - loss 6.22990418 - samples/sec: 280.21 - lr: 0.012500 | |
| 2021-03-25 15:32:40,414 epoch 80 - iter 88/113 - loss 6.22712962 - samples/sec: 265.29 - lr: 0.012500 | |
| 2021-03-25 15:32:46,677 epoch 80 - iter 99/113 - loss 6.22449872 - samples/sec: 225.11 - lr: 0.012500 | |
| 2021-03-25 15:32:51,785 epoch 80 - iter 110/113 - loss 6.20820509 - samples/sec: 276.12 - lr: 0.012500 | |
| 2021-03-25 15:32:53,187 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:32:53,188 EPOCH 80 done: loss 6.2141 - lr 0.0125000 | |
| 2021-03-25 15:32:56,294 DEV : loss 3.3447864055633545 - score 0.9585 | |
| 2021-03-25 15:32:56,382 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:33:17,174 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:33:22,442 epoch 81 - iter 11/113 - loss 6.43297997 - samples/sec: 267.76 - lr: 0.012500 | |
| 2021-03-25 15:33:28,686 epoch 81 - iter 22/113 - loss 6.36750126 - samples/sec: 225.83 - lr: 0.012500 | |
| 2021-03-25 15:33:33,750 epoch 81 - iter 33/113 - loss 6.33675393 - samples/sec: 278.50 - lr: 0.012500 | |
| 2021-03-25 15:33:38,772 epoch 81 - iter 44/113 - loss 6.28433259 - samples/sec: 280.76 - lr: 0.012500 | |
| 2021-03-25 15:33:43,817 epoch 81 - iter 55/113 - loss 6.28752504 - samples/sec: 279.51 - lr: 0.012500 | |
| 2021-03-25 15:33:48,765 epoch 81 - iter 66/113 - loss 6.24915733 - samples/sec: 285.02 - lr: 0.012500 | |
| 2021-03-25 15:33:53,990 epoch 81 - iter 77/113 - loss 6.23355194 - samples/sec: 269.93 - lr: 0.012500 | |
| 2021-03-25 15:33:59,211 epoch 81 - iter 88/113 - loss 6.24650909 - samples/sec: 270.02 - lr: 0.012500 | |
| 2021-03-25 15:34:04,015 epoch 81 - iter 99/113 - loss 6.23450533 - samples/sec: 293.59 - lr: 0.012500 | |
| 2021-03-25 15:34:09,032 epoch 81 - iter 110/113 - loss 6.22110615 - samples/sec: 281.18 - lr: 0.012500 | |
| 2021-03-25 15:34:10,560 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:34:10,561 EPOCH 81 done: loss 6.2210 - lr 0.0125000 | |
| 2021-03-25 15:34:13,677 DEV : loss 3.3493881225585938 - score 0.9581 | |
| 2021-03-25 15:34:13,766 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:34:13,804 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:34:18,748 epoch 82 - iter 11/113 - loss 5.93787345 - samples/sec: 285.37 - lr: 0.012500 | |
| 2021-03-25 15:34:23,477 epoch 82 - iter 22/113 - loss 6.11604888 - samples/sec: 298.32 - lr: 0.012500 | |
| 2021-03-25 15:34:29,003 epoch 82 - iter 33/113 - loss 6.22687932 - samples/sec: 255.23 - lr: 0.012500 | |
| 2021-03-25 15:34:34,136 epoch 82 - iter 44/113 - loss 6.17574329 - samples/sec: 274.85 - lr: 0.012500 | |
| 2021-03-25 15:34:39,397 epoch 82 - iter 55/113 - loss 6.20494537 - samples/sec: 268.32 - lr: 0.012500 | |
| 2021-03-25 15:34:44,346 epoch 82 - iter 66/113 - loss 6.19579036 - samples/sec: 285.01 - lr: 0.012500 | |
| 2021-03-25 15:34:49,326 epoch 82 - iter 77/113 - loss 6.20149434 - samples/sec: 283.27 - lr: 0.012500 | |
| 2021-03-25 15:34:55,306 epoch 82 - iter 88/113 - loss 6.20747681 - samples/sec: 235.71 - lr: 0.012500 | |
| 2021-03-25 15:35:00,607 epoch 82 - iter 99/113 - loss 6.22829903 - samples/sec: 265.97 - lr: 0.012500 | |
| 2021-03-25 15:35:05,740 epoch 82 - iter 110/113 - loss 6.21489912 - samples/sec: 274.66 - lr: 0.012500 | |
| 2021-03-25 15:35:07,046 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:35:07,047 EPOCH 82 done: loss 6.2219 - lr 0.0125000 | |
| 2021-03-25 15:35:10,114 DEV : loss 3.3341634273529053 - score 0.9583 | |
| 2021-03-25 15:35:10,205 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:35:10,257 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:35:15,122 epoch 83 - iter 11/113 - loss 6.11807021 - samples/sec: 289.94 - lr: 0.012500 | |
| 2021-03-25 15:35:20,441 epoch 83 - iter 22/113 - loss 6.19842089 - samples/sec: 265.13 - lr: 0.012500 | |
| 2021-03-25 15:35:25,361 epoch 83 - iter 33/113 - loss 6.18000468 - samples/sec: 286.68 - lr: 0.012500 | |
| 2021-03-25 15:35:30,286 epoch 83 - iter 44/113 - loss 6.16799646 - samples/sec: 286.60 - lr: 0.012500 | |
| 2021-03-25 15:35:35,377 epoch 83 - iter 55/113 - loss 6.17877248 - samples/sec: 277.06 - lr: 0.012500 | |
| 2021-03-25 15:35:40,555 epoch 83 - iter 66/113 - loss 6.17696407 - samples/sec: 272.51 - lr: 0.012500 | |
| 2021-03-25 15:35:46,569 epoch 83 - iter 77/113 - loss 6.18880299 - samples/sec: 234.55 - lr: 0.012500 | |
| 2021-03-25 15:35:51,884 epoch 83 - iter 88/113 - loss 6.20375917 - samples/sec: 265.36 - lr: 0.012500 | |
| 2021-03-25 15:35:57,223 epoch 83 - iter 99/113 - loss 6.20526798 - samples/sec: 264.14 - lr: 0.012500 | |
| 2021-03-25 15:36:02,130 epoch 83 - iter 110/113 - loss 6.16721381 - samples/sec: 287.48 - lr: 0.012500 | |
| 2021-03-25 15:36:03,596 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:36:03,597 EPOCH 83 done: loss 6.1603 - lr 0.0125000 | |
| 2021-03-25 15:36:06,665 DEV : loss 3.338702917098999 - score 0.9583 | |
| 2021-03-25 15:36:06,755 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:36:06,789 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:36:11,744 epoch 84 - iter 11/113 - loss 6.05975732 - samples/sec: 284.73 - lr: 0.012500 | |
| 2021-03-25 15:36:16,771 epoch 84 - iter 22/113 - loss 6.11703704 - samples/sec: 280.49 - lr: 0.012500 | |
| 2021-03-25 15:36:22,416 epoch 84 - iter 33/113 - loss 6.15790591 - samples/sec: 249.82 - lr: 0.012500 | |
| 2021-03-25 15:36:27,575 epoch 84 - iter 44/113 - loss 6.12695780 - samples/sec: 273.40 - lr: 0.012500 | |
| 2021-03-25 15:36:32,742 epoch 84 - iter 55/113 - loss 6.14677984 - samples/sec: 273.10 - lr: 0.012500 | |
| 2021-03-25 15:36:37,690 epoch 84 - iter 66/113 - loss 6.14224070 - samples/sec: 285.23 - lr: 0.012500 | |
| 2021-03-25 15:36:42,643 epoch 84 - iter 77/113 - loss 6.13346608 - samples/sec: 284.84 - lr: 0.012500 | |
| 2021-03-25 15:36:48,807 epoch 84 - iter 88/113 - loss 6.13763985 - samples/sec: 228.82 - lr: 0.012500 | |
| 2021-03-25 15:36:53,750 epoch 84 - iter 99/113 - loss 6.13982212 - samples/sec: 285.29 - lr: 0.012500 | |
| 2021-03-25 15:36:58,890 epoch 84 - iter 110/113 - loss 6.13200221 - samples/sec: 274.42 - lr: 0.012500 | |
| 2021-03-25 15:37:00,323 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:37:00,323 EPOCH 84 done: loss 6.1385 - lr 0.0125000 | |
| 2021-03-25 15:37:06,732 DEV : loss 3.328439235687256 - score 0.9583 | |
| 2021-03-25 15:37:06,818 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 15:37:06,863 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:37:11,824 epoch 85 - iter 11/113 - loss 6.03336477 - samples/sec: 284.33 - lr: 0.006250 | |
| 2021-03-25 15:37:17,033 epoch 85 - iter 22/113 - loss 6.06523789 - samples/sec: 270.62 - lr: 0.006250 | |
| 2021-03-25 15:37:22,056 epoch 85 - iter 33/113 - loss 6.13048770 - samples/sec: 280.82 - lr: 0.006250 | |
| 2021-03-25 15:37:27,290 epoch 85 - iter 44/113 - loss 6.13132778 - samples/sec: 269.36 - lr: 0.006250 | |
| 2021-03-25 15:37:33,376 epoch 85 - iter 55/113 - loss 6.18880361 - samples/sec: 231.59 - lr: 0.006250 | |
| 2021-03-25 15:37:38,298 epoch 85 - iter 66/113 - loss 6.19091639 - samples/sec: 286.58 - lr: 0.006250 | |
| 2021-03-25 15:37:43,392 epoch 85 - iter 77/113 - loss 6.18936656 - samples/sec: 276.94 - lr: 0.006250 | |
| 2021-03-25 15:37:48,626 epoch 85 - iter 88/113 - loss 6.17658437 - samples/sec: 269.41 - lr: 0.006250 | |
| 2021-03-25 15:37:54,041 epoch 85 - iter 99/113 - loss 6.16599720 - samples/sec: 260.50 - lr: 0.006250 | |
| 2021-03-25 15:37:59,181 epoch 85 - iter 110/113 - loss 6.16959199 - samples/sec: 274.40 - lr: 0.006250 | |
| 2021-03-25 15:38:00,466 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:38:00,467 EPOCH 85 done: loss 6.1612 - lr 0.0062500 | |
| 2021-03-25 15:38:03,569 DEV : loss 3.3330752849578857 - score 0.9582 | |
| 2021-03-25 15:38:03,654 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:38:03,677 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:38:08,826 epoch 86 - iter 11/113 - loss 6.11465710 - samples/sec: 273.94 - lr: 0.006250 | |
| 2021-03-25 15:38:13,939 epoch 86 - iter 22/113 - loss 6.15597619 - samples/sec: 275.90 - lr: 0.006250 | |
| 2021-03-25 15:38:19,491 epoch 86 - iter 33/113 - loss 6.16001496 - samples/sec: 253.97 - lr: 0.006250 | |
| 2021-03-25 15:38:25,670 epoch 86 - iter 44/113 - loss 6.19408963 - samples/sec: 228.16 - lr: 0.006250 | |
| 2021-03-25 15:38:30,646 epoch 86 - iter 55/113 - loss 6.15653835 - samples/sec: 283.40 - lr: 0.006250 | |
| 2021-03-25 15:38:35,633 epoch 86 - iter 66/113 - loss 6.18831633 - samples/sec: 282.91 - lr: 0.006250 | |
| 2021-03-25 15:38:40,775 epoch 86 - iter 77/113 - loss 6.17023540 - samples/sec: 274.26 - lr: 0.006250 | |
| 2021-03-25 15:38:45,837 epoch 86 - iter 88/113 - loss 6.19512400 - samples/sec: 278.73 - lr: 0.006250 | |
| 2021-03-25 15:38:51,295 epoch 86 - iter 99/113 - loss 6.15963073 - samples/sec: 258.37 - lr: 0.006250 | |
| 2021-03-25 15:38:56,106 epoch 86 - iter 110/113 - loss 6.14988490 - samples/sec: 293.28 - lr: 0.006250 | |
| 2021-03-25 15:38:57,334 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:38:57,335 EPOCH 86 done: loss 6.1512 - lr 0.0062500 | |
| 2021-03-25 15:39:00,466 DEV : loss 3.3295114040374756 - score 0.9583 | |
| 2021-03-25 15:39:00,551 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:39:00,595 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:39:06,330 epoch 87 - iter 11/113 - loss 6.18125573 - samples/sec: 245.99 - lr: 0.006250 | |
| 2021-03-25 15:39:11,352 epoch 87 - iter 22/113 - loss 6.02682120 - samples/sec: 280.97 - lr: 0.006250 | |
| 2021-03-25 15:39:16,388 epoch 87 - iter 33/113 - loss 6.08371147 - samples/sec: 280.13 - lr: 0.006250 | |
| 2021-03-25 15:39:21,414 epoch 87 - iter 44/113 - loss 6.13385401 - samples/sec: 280.69 - lr: 0.006250 | |
| 2021-03-25 15:39:26,514 epoch 87 - iter 55/113 - loss 6.16805959 - samples/sec: 276.60 - lr: 0.006250 | |
| 2021-03-25 15:39:31,654 epoch 87 - iter 66/113 - loss 6.18569821 - samples/sec: 274.53 - lr: 0.006250 | |
| 2021-03-25 15:39:36,742 epoch 87 - iter 77/113 - loss 6.18698637 - samples/sec: 277.37 - lr: 0.006250 | |
| 2021-03-25 15:39:42,619 epoch 87 - iter 88/113 - loss 6.22026662 - samples/sec: 239.91 - lr: 0.006250 | |
| 2021-03-25 15:39:47,838 epoch 87 - iter 99/113 - loss 6.21453275 - samples/sec: 270.19 - lr: 0.006250 | |
| 2021-03-25 15:39:52,967 epoch 87 - iter 110/113 - loss 6.22781299 - samples/sec: 274.95 - lr: 0.006250 | |
| 2021-03-25 15:39:54,346 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:39:54,347 EPOCH 87 done: loss 6.2325 - lr 0.0062500 | |
| 2021-03-25 15:39:57,439 DEV : loss 3.32422137260437 - score 0.9583 | |
| 2021-03-25 15:39:57,529 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:39:57,572 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:40:03,048 epoch 88 - iter 11/113 - loss 6.46222838 - samples/sec: 257.62 - lr: 0.006250 | |
| 2021-03-25 15:40:08,031 epoch 88 - iter 22/113 - loss 6.38637794 - samples/sec: 283.12 - lr: 0.006250 | |
| 2021-03-25 15:40:13,166 epoch 88 - iter 33/113 - loss 6.26734073 - samples/sec: 274.72 - lr: 0.006250 | |
| 2021-03-25 15:40:18,124 epoch 88 - iter 44/113 - loss 6.23657848 - samples/sec: 284.55 - lr: 0.006250 | |
| 2021-03-25 15:40:23,249 epoch 88 - iter 55/113 - loss 6.16800318 - samples/sec: 275.28 - lr: 0.006250 | |
| 2021-03-25 15:40:29,130 epoch 88 - iter 66/113 - loss 6.18978329 - samples/sec: 239.86 - lr: 0.006250 | |
| 2021-03-25 15:40:34,386 epoch 88 - iter 77/113 - loss 6.23047964 - samples/sec: 268.34 - lr: 0.006250 | |
| 2021-03-25 15:40:39,309 epoch 88 - iter 88/113 - loss 6.24755818 - samples/sec: 286.54 - lr: 0.006250 | |
| 2021-03-25 15:40:44,269 epoch 88 - iter 99/113 - loss 6.23300886 - samples/sec: 284.29 - lr: 0.006250 | |
| 2021-03-25 15:40:49,731 epoch 88 - iter 110/113 - loss 6.23697518 - samples/sec: 258.15 - lr: 0.006250 | |
| 2021-03-25 15:40:51,070 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:40:51,071 EPOCH 88 done: loss 6.2362 - lr 0.0062500 | |
| 2021-03-25 15:40:54,131 DEV : loss 3.3302392959594727 - score 0.9583 | |
| 2021-03-25 15:40:54,236 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 15:40:54,279 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:40:59,467 epoch 89 - iter 11/113 - loss 6.07133506 - samples/sec: 271.99 - lr: 0.003125 | |
| 2021-03-25 15:41:04,590 epoch 89 - iter 22/113 - loss 6.27422370 - samples/sec: 275.40 - lr: 0.003125 | |
| 2021-03-25 15:41:09,965 epoch 89 - iter 33/113 - loss 6.18783633 - samples/sec: 262.42 - lr: 0.003125 | |
| 2021-03-25 15:41:15,924 epoch 89 - iter 44/113 - loss 6.15806977 - samples/sec: 236.64 - lr: 0.003125 | |
| 2021-03-25 15:41:21,043 epoch 89 - iter 55/113 - loss 6.18381875 - samples/sec: 275.35 - lr: 0.003125 | |
| 2021-03-25 15:41:26,160 epoch 89 - iter 66/113 - loss 6.16226318 - samples/sec: 275.66 - lr: 0.003125 | |
| 2021-03-25 15:41:31,400 epoch 89 - iter 77/113 - loss 6.16596720 - samples/sec: 269.11 - lr: 0.003125 | |
| 2021-03-25 15:41:36,700 epoch 89 - iter 88/113 - loss 6.16112247 - samples/sec: 266.01 - lr: 0.003125 | |
| 2021-03-25 15:41:41,842 epoch 89 - iter 99/113 - loss 6.14066432 - samples/sec: 274.28 - lr: 0.003125 | |
| 2021-03-25 15:41:46,556 epoch 89 - iter 110/113 - loss 6.14222240 - samples/sec: 299.33 - lr: 0.003125 | |
| 2021-03-25 15:41:47,946 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:41:47,947 EPOCH 89 done: loss 6.1419 - lr 0.0031250 | |
| 2021-03-25 15:41:51,059 DEV : loss 3.324725866317749 - score 0.9585 | |
| 2021-03-25 15:41:51,154 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:42:12,599 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:42:17,675 epoch 90 - iter 11/113 - loss 6.23975078 - samples/sec: 277.91 - lr: 0.003125 | |
| 2021-03-25 15:42:22,579 epoch 90 - iter 22/113 - loss 6.21003686 - samples/sec: 287.56 - lr: 0.003125 | |
| 2021-03-25 15:42:27,249 epoch 90 - iter 33/113 - loss 6.09769591 - samples/sec: 301.94 - lr: 0.003125 | |
| 2021-03-25 15:42:31,991 epoch 90 - iter 44/113 - loss 6.06265454 - samples/sec: 297.42 - lr: 0.003125 | |
| 2021-03-25 15:42:37,085 epoch 90 - iter 55/113 - loss 6.04550545 - samples/sec: 276.90 - lr: 0.003125 | |
| 2021-03-25 15:42:42,404 epoch 90 - iter 66/113 - loss 6.09235347 - samples/sec: 265.21 - lr: 0.003125 | |
| 2021-03-25 15:42:47,127 epoch 90 - iter 77/113 - loss 6.08479861 - samples/sec: 298.88 - lr: 0.003125 | |
| 2021-03-25 15:42:52,132 epoch 90 - iter 88/113 - loss 6.12409437 - samples/sec: 281.73 - lr: 0.003125 | |
| 2021-03-25 15:42:58,273 epoch 90 - iter 99/113 - loss 6.15191094 - samples/sec: 229.64 - lr: 0.003125 | |
| 2021-03-25 15:43:03,498 epoch 90 - iter 110/113 - loss 6.17108740 - samples/sec: 269.88 - lr: 0.003125 | |
| 2021-03-25 15:43:04,807 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:43:04,808 EPOCH 90 done: loss 6.1668 - lr 0.0031250 | |
| 2021-03-25 15:43:08,011 DEV : loss 3.3286867141723633 - score 0.9583 | |
| 2021-03-25 15:43:08,097 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:43:09,444 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:43:14,648 epoch 91 - iter 11/113 - loss 6.36325919 - samples/sec: 271.05 - lr: 0.003125 | |
| 2021-03-25 15:43:20,287 epoch 91 - iter 22/113 - loss 6.27755618 - samples/sec: 250.00 - lr: 0.003125 | |
| 2021-03-25 15:43:25,241 epoch 91 - iter 33/113 - loss 6.25358425 - samples/sec: 284.59 - lr: 0.003125 | |
| 2021-03-25 15:43:30,442 epoch 91 - iter 44/113 - loss 6.23445710 - samples/sec: 271.04 - lr: 0.003125 | |
| 2021-03-25 15:43:35,438 epoch 91 - iter 55/113 - loss 6.16216214 - samples/sec: 282.31 - lr: 0.003125 | |
| 2021-03-25 15:43:40,426 epoch 91 - iter 66/113 - loss 6.17625753 - samples/sec: 282.81 - lr: 0.003125 | |
| 2021-03-25 15:43:45,569 epoch 91 - iter 77/113 - loss 6.16248814 - samples/sec: 274.30 - lr: 0.003125 | |
| 2021-03-25 15:43:50,635 epoch 91 - iter 88/113 - loss 6.17230718 - samples/sec: 278.47 - lr: 0.003125 | |
| 2021-03-25 15:43:55,880 epoch 91 - iter 99/113 - loss 6.16821249 - samples/sec: 268.85 - lr: 0.003125 | |
| 2021-03-25 15:44:00,880 epoch 91 - iter 110/113 - loss 6.12960990 - samples/sec: 282.12 - lr: 0.003125 | |
| 2021-03-25 15:44:02,135 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:44:02,137 EPOCH 91 done: loss 6.1357 - lr 0.0031250 | |
| 2021-03-25 15:44:05,198 DEV : loss 3.3274388313293457 - score 0.9582 | |
| 2021-03-25 15:44:05,289 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:44:05,336 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:44:10,350 epoch 92 - iter 11/113 - loss 6.05227518 - samples/sec: 281.30 - lr: 0.003125 | |
| 2021-03-25 15:44:15,450 epoch 92 - iter 22/113 - loss 6.03922369 - samples/sec: 276.48 - lr: 0.003125 | |
| 2021-03-25 15:44:20,792 epoch 92 - iter 33/113 - loss 6.13710762 - samples/sec: 263.90 - lr: 0.003125 | |
| 2021-03-25 15:44:26,877 epoch 92 - iter 44/113 - loss 6.13514246 - samples/sec: 231.67 - lr: 0.003125 | |
| 2021-03-25 15:44:32,164 epoch 92 - iter 55/113 - loss 6.15641071 - samples/sec: 266.65 - lr: 0.003125 | |
| 2021-03-25 15:44:37,198 epoch 92 - iter 66/113 - loss 6.12731427 - samples/sec: 280.04 - lr: 0.003125 | |
| 2021-03-25 15:44:42,647 epoch 92 - iter 77/113 - loss 6.14158059 - samples/sec: 258.77 - lr: 0.003125 | |
| 2021-03-25 15:44:47,965 epoch 92 - iter 88/113 - loss 6.12581822 - samples/sec: 265.17 - lr: 0.003125 | |
| 2021-03-25 15:44:53,216 epoch 92 - iter 99/113 - loss 6.15548558 - samples/sec: 268.68 - lr: 0.003125 | |
| 2021-03-25 15:44:58,143 epoch 92 - iter 110/113 - loss 6.15204011 - samples/sec: 286.49 - lr: 0.003125 | |
| 2021-03-25 15:44:59,426 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:44:59,427 EPOCH 92 done: loss 6.1389 - lr 0.0031250 | |
| 2021-03-25 15:45:02,517 DEV : loss 3.3267321586608887 - score 0.9583 | |
| 2021-03-25 15:45:02,605 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:45:02,622 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:45:07,689 epoch 93 - iter 11/113 - loss 6.27039181 - samples/sec: 278.35 - lr: 0.003125 | |
| 2021-03-25 15:45:12,730 epoch 93 - iter 22/113 - loss 6.09596848 - samples/sec: 279.90 - lr: 0.003125 | |
| 2021-03-25 15:45:17,779 epoch 93 - iter 33/113 - loss 6.09668560 - samples/sec: 279.44 - lr: 0.003125 | |
| 2021-03-25 15:45:22,703 epoch 93 - iter 44/113 - loss 6.11860986 - samples/sec: 286.65 - lr: 0.003125 | |
| 2021-03-25 15:45:27,608 epoch 93 - iter 55/113 - loss 6.09555346 - samples/sec: 287.72 - lr: 0.003125 | |
| 2021-03-25 15:45:33,015 epoch 93 - iter 66/113 - loss 6.12926620 - samples/sec: 260.80 - lr: 0.003125 | |
| 2021-03-25 15:45:38,672 epoch 93 - iter 77/113 - loss 6.16984777 - samples/sec: 249.31 - lr: 0.003125 | |
| 2021-03-25 15:45:43,906 epoch 93 - iter 88/113 - loss 6.17287047 - samples/sec: 269.51 - lr: 0.003125 | |
| 2021-03-25 15:45:48,797 epoch 93 - iter 99/113 - loss 6.14410295 - samples/sec: 288.43 - lr: 0.003125 | |
| 2021-03-25 15:45:54,561 epoch 93 - iter 110/113 - loss 6.15117180 - samples/sec: 244.70 - lr: 0.003125 | |
| 2021-03-25 15:45:55,898 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:45:55,899 EPOCH 93 done: loss 6.1611 - lr 0.0031250 | |
| 2021-03-25 15:45:59,040 DEV : loss 3.3274779319763184 - score 0.9583 | |
| 2021-03-25 15:45:59,141 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 15:45:59,154 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:46:04,459 epoch 94 - iter 11/113 - loss 6.20135091 - samples/sec: 265.83 - lr: 0.001563 | |
| 2021-03-25 15:46:09,409 epoch 94 - iter 22/113 - loss 6.16404947 - samples/sec: 284.94 - lr: 0.001563 | |
| 2021-03-25 15:46:14,275 epoch 94 - iter 33/113 - loss 6.12419737 - samples/sec: 289.94 - lr: 0.001563 | |
| 2021-03-25 15:46:20,117 epoch 94 - iter 44/113 - loss 6.16745172 - samples/sec: 241.32 - lr: 0.001563 | |
| 2021-03-25 15:46:25,129 epoch 94 - iter 55/113 - loss 6.15479401 - samples/sec: 281.40 - lr: 0.001563 | |
| 2021-03-25 15:46:30,232 epoch 94 - iter 66/113 - loss 6.12790994 - samples/sec: 276.55 - lr: 0.001563 | |
| 2021-03-25 15:46:36,227 epoch 94 - iter 77/113 - loss 6.15809374 - samples/sec: 235.21 - lr: 0.001563 | |
| 2021-03-25 15:46:41,247 epoch 94 - iter 88/113 - loss 6.15221071 - samples/sec: 280.85 - lr: 0.001563 | |
| 2021-03-25 15:46:46,181 epoch 94 - iter 99/113 - loss 6.14432826 - samples/sec: 285.76 - lr: 0.001563 | |
| 2021-03-25 15:46:51,337 epoch 94 - iter 110/113 - loss 6.15079927 - samples/sec: 273.62 - lr: 0.001563 | |
| 2021-03-25 15:46:52,590 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:46:52,591 EPOCH 94 done: loss 6.1443 - lr 0.0015625 | |
| 2021-03-25 15:46:55,695 DEV : loss 3.3262553215026855 - score 0.9583 | |
| 2021-03-25 15:46:55,791 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:46:55,881 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:47:00,889 epoch 95 - iter 11/113 - loss 6.14556148 - samples/sec: 281.74 - lr: 0.001563 | |
| 2021-03-25 15:47:06,137 epoch 95 - iter 22/113 - loss 6.24558488 - samples/sec: 268.63 - lr: 0.001563 | |
| 2021-03-25 15:47:11,092 epoch 95 - iter 33/113 - loss 6.15787762 - samples/sec: 284.61 - lr: 0.001563 | |
| 2021-03-25 15:47:16,338 epoch 95 - iter 44/113 - loss 6.13774568 - samples/sec: 268.98 - lr: 0.001563 | |
| 2021-03-25 15:47:22,586 epoch 95 - iter 55/113 - loss 6.12859898 - samples/sec: 225.76 - lr: 0.001563 | |
| 2021-03-25 15:47:27,542 epoch 95 - iter 66/113 - loss 6.14371700 - samples/sec: 284.56 - lr: 0.001563 | |
| 2021-03-25 15:47:32,332 epoch 95 - iter 77/113 - loss 6.15113572 - samples/sec: 294.47 - lr: 0.001563 | |
| 2021-03-25 15:47:37,328 epoch 95 - iter 88/113 - loss 6.17768860 - samples/sec: 282.32 - lr: 0.001563 | |
| 2021-03-25 15:47:42,546 epoch 95 - iter 99/113 - loss 6.17702939 - samples/sec: 270.22 - lr: 0.001563 | |
| 2021-03-25 15:47:47,672 epoch 95 - iter 110/113 - loss 6.18225347 - samples/sec: 275.05 - lr: 0.001563 | |
| 2021-03-25 15:47:49,016 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:47:49,017 EPOCH 95 done: loss 6.1722 - lr 0.0015625 | |
| 2021-03-25 15:47:52,072 DEV : loss 3.3275344371795654 - score 0.9583 | |
| 2021-03-25 15:47:52,177 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:47:52,219 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:47:57,274 epoch 96 - iter 11/113 - loss 6.07557704 - samples/sec: 278.98 - lr: 0.001563 | |
| 2021-03-25 15:48:02,339 epoch 96 - iter 22/113 - loss 6.16668859 - samples/sec: 278.49 - lr: 0.001563 | |
| 2021-03-25 15:48:07,741 epoch 96 - iter 33/113 - loss 6.21463566 - samples/sec: 261.05 - lr: 0.001563 | |
| 2021-03-25 15:48:12,721 epoch 96 - iter 44/113 - loss 6.19182687 - samples/sec: 283.28 - lr: 0.001563 | |
| 2021-03-25 15:48:17,786 epoch 96 - iter 55/113 - loss 6.19924628 - samples/sec: 278.55 - lr: 0.001563 | |
| 2021-03-25 15:48:22,875 epoch 96 - iter 66/113 - loss 6.20971396 - samples/sec: 277.14 - lr: 0.001563 | |
| 2021-03-25 15:48:28,151 epoch 96 - iter 77/113 - loss 6.18712435 - samples/sec: 267.36 - lr: 0.001563 | |
| 2021-03-25 15:48:33,036 epoch 96 - iter 88/113 - loss 6.17643342 - samples/sec: 288.73 - lr: 0.001563 | |
| 2021-03-25 15:48:38,234 epoch 96 - iter 99/113 - loss 6.16405070 - samples/sec: 271.49 - lr: 0.001563 | |
| 2021-03-25 15:48:44,407 epoch 96 - iter 110/113 - loss 6.17914874 - samples/sec: 228.51 - lr: 0.001563 | |
| 2021-03-25 15:48:45,779 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:48:45,780 EPOCH 96 done: loss 6.1841 - lr 0.0015625 | |
| 2021-03-25 15:48:52,334 DEV : loss 3.326869487762451 - score 0.9583 | |
| 2021-03-25 15:48:52,428 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:48:52,430 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:48:57,580 epoch 97 - iter 11/113 - loss 6.06787322 - samples/sec: 273.86 - lr: 0.001563 | |
| 2021-03-25 15:49:02,638 epoch 97 - iter 22/113 - loss 6.08846738 - samples/sec: 278.80 - lr: 0.001563 | |
| 2021-03-25 15:49:07,974 epoch 97 - iter 33/113 - loss 6.05218608 - samples/sec: 264.23 - lr: 0.001563 | |
| 2021-03-25 15:49:13,776 epoch 97 - iter 44/113 - loss 6.06630222 - samples/sec: 243.04 - lr: 0.001563 | |
| 2021-03-25 15:49:18,740 epoch 97 - iter 55/113 - loss 6.07685950 - samples/sec: 284.20 - lr: 0.001563 | |
| 2021-03-25 15:49:23,803 epoch 97 - iter 66/113 - loss 6.09744175 - samples/sec: 278.54 - lr: 0.001563 | |
| 2021-03-25 15:49:29,314 epoch 97 - iter 77/113 - loss 6.14840147 - samples/sec: 255.89 - lr: 0.001563 | |
| 2021-03-25 15:49:34,308 epoch 97 - iter 88/113 - loss 6.16166669 - samples/sec: 282.48 - lr: 0.001563 | |
| 2021-03-25 15:49:39,349 epoch 97 - iter 99/113 - loss 6.16543536 - samples/sec: 279.80 - lr: 0.001563 | |
| 2021-03-25 15:49:44,482 epoch 97 - iter 110/113 - loss 6.17015014 - samples/sec: 274.82 - lr: 0.001563 | |
| 2021-03-25 15:49:45,850 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:49:45,851 EPOCH 97 done: loss 6.1702 - lr 0.0015625 | |
| 2021-03-25 15:49:48,959 DEV : loss 3.330195903778076 - score 0.9585 | |
| 2021-03-25 15:49:49,045 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 15:49:49,086 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:49:54,166 epoch 98 - iter 11/113 - loss 6.06253429 - samples/sec: 277.75 - lr: 0.000781 | |
| 2021-03-25 15:49:59,439 epoch 98 - iter 22/113 - loss 6.15119754 - samples/sec: 267.39 - lr: 0.000781 | |
| 2021-03-25 15:50:05,289 epoch 98 - iter 33/113 - loss 6.18354084 - samples/sec: 241.07 - lr: 0.000781 | |
| 2021-03-25 15:50:10,332 epoch 98 - iter 44/113 - loss 6.13629467 - samples/sec: 279.64 - lr: 0.000781 | |
| 2021-03-25 15:50:15,125 epoch 98 - iter 55/113 - loss 6.14591566 - samples/sec: 294.28 - lr: 0.000781 | |
| 2021-03-25 15:50:20,537 epoch 98 - iter 66/113 - loss 6.15642399 - samples/sec: 260.59 - lr: 0.000781 | |
| 2021-03-25 15:50:25,831 epoch 98 - iter 77/113 - loss 6.13039144 - samples/sec: 266.45 - lr: 0.000781 | |
| 2021-03-25 15:50:30,786 epoch 98 - iter 88/113 - loss 6.16832740 - samples/sec: 284.82 - lr: 0.000781 | |
| 2021-03-25 15:50:35,956 epoch 98 - iter 99/113 - loss 6.15721063 - samples/sec: 272.87 - lr: 0.000781 | |
| 2021-03-25 15:50:40,887 epoch 98 - iter 110/113 - loss 6.13022889 - samples/sec: 286.11 - lr: 0.000781 | |
| 2021-03-25 15:50:42,333 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:50:42,334 EPOCH 98 done: loss 6.1264 - lr 0.0007813 | |
| 2021-03-25 15:50:45,395 DEV : loss 3.3274950981140137 - score 0.9583 | |
| 2021-03-25 15:50:45,480 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:50:45,527 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:50:50,445 epoch 99 - iter 11/113 - loss 6.16037386 - samples/sec: 286.91 - lr: 0.000781 | |
| 2021-03-25 15:50:55,624 epoch 99 - iter 22/113 - loss 6.10425037 - samples/sec: 272.44 - lr: 0.000781 | |
| 2021-03-25 15:51:00,855 epoch 99 - iter 33/113 - loss 6.07651598 - samples/sec: 269.54 - lr: 0.000781 | |
| 2021-03-25 15:51:05,999 epoch 99 - iter 44/113 - loss 6.07720836 - samples/sec: 274.17 - lr: 0.000781 | |
| 2021-03-25 15:51:10,842 epoch 99 - iter 55/113 - loss 6.03781020 - samples/sec: 291.29 - lr: 0.000781 | |
| 2021-03-25 15:51:15,886 epoch 99 - iter 66/113 - loss 6.03905333 - samples/sec: 279.66 - lr: 0.000781 | |
| 2021-03-25 15:51:22,026 epoch 99 - iter 77/113 - loss 6.07477994 - samples/sec: 229.65 - lr: 0.000781 | |
| 2021-03-25 15:51:27,235 epoch 99 - iter 88/113 - loss 6.11937433 - samples/sec: 270.70 - lr: 0.000781 | |
| 2021-03-25 15:51:32,507 epoch 99 - iter 99/113 - loss 6.13440089 - samples/sec: 267.59 - lr: 0.000781 | |
| 2021-03-25 15:51:37,614 epoch 99 - iter 110/113 - loss 6.14437788 - samples/sec: 276.21 - lr: 0.000781 | |
| 2021-03-25 15:51:38,960 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:51:38,961 EPOCH 99 done: loss 6.1525 - lr 0.0007813 | |
| 2021-03-25 15:51:42,061 DEV : loss 3.3275747299194336 - score 0.9584 | |
| 2021-03-25 15:51:42,148 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:51:42,195 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:51:47,127 epoch 100 - iter 11/113 - loss 6.06493555 - samples/sec: 286.01 - lr: 0.000781 | |
| 2021-03-25 15:51:52,524 epoch 100 - iter 22/113 - loss 6.10308493 - samples/sec: 261.39 - lr: 0.000781 | |
| 2021-03-25 15:51:58,117 epoch 100 - iter 33/113 - loss 6.12451017 - samples/sec: 252.19 - lr: 0.000781 | |
| 2021-03-25 15:52:03,197 epoch 100 - iter 44/113 - loss 6.11966926 - samples/sec: 277.54 - lr: 0.000781 | |
| 2021-03-25 15:52:08,121 epoch 100 - iter 55/113 - loss 6.13828606 - samples/sec: 286.60 - lr: 0.000781 | |
| 2021-03-25 15:52:13,891 epoch 100 - iter 66/113 - loss 6.13819791 - samples/sec: 244.38 - lr: 0.000781 | |
| 2021-03-25 15:52:18,933 epoch 100 - iter 77/113 - loss 6.12901294 - samples/sec: 279.73 - lr: 0.000781 | |
| 2021-03-25 15:52:24,163 epoch 100 - iter 88/113 - loss 6.12540268 - samples/sec: 269.58 - lr: 0.000781 | |
| 2021-03-25 15:52:29,275 epoch 100 - iter 99/113 - loss 6.13758598 - samples/sec: 275.89 - lr: 0.000781 | |
| 2021-03-25 15:52:34,274 epoch 100 - iter 110/113 - loss 6.15303665 - samples/sec: 282.07 - lr: 0.000781 | |
| 2021-03-25 15:52:35,610 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:52:35,611 EPOCH 100 done: loss 6.1570 - lr 0.0007813 | |
| 2021-03-25 15:52:38,775 DEV : loss 3.327719211578369 - score 0.9586 | |
| 2021-03-25 15:52:38,861 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:52:58,795 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:53:04,470 epoch 101 - iter 11/113 - loss 6.11984405 - samples/sec: 248.61 - lr: 0.000781 | |
| 2021-03-25 15:53:09,554 epoch 101 - iter 22/113 - loss 6.12199419 - samples/sec: 277.49 - lr: 0.000781 | |
| 2021-03-25 15:53:14,584 epoch 101 - iter 33/113 - loss 6.14980123 - samples/sec: 280.44 - lr: 0.000781 | |
| 2021-03-25 15:53:19,727 epoch 101 - iter 44/113 - loss 6.17218459 - samples/sec: 274.30 - lr: 0.000781 | |
| 2021-03-25 15:53:25,046 epoch 101 - iter 55/113 - loss 6.16879316 - samples/sec: 265.20 - lr: 0.000781 | |
| 2021-03-25 15:53:30,022 epoch 101 - iter 66/113 - loss 6.16733735 - samples/sec: 283.29 - lr: 0.000781 | |
| 2021-03-25 15:53:35,160 epoch 101 - iter 77/113 - loss 6.17577010 - samples/sec: 274.57 - lr: 0.000781 | |
| 2021-03-25 15:53:40,306 epoch 101 - iter 88/113 - loss 6.13932931 - samples/sec: 274.05 - lr: 0.000781 | |
| 2021-03-25 15:53:46,060 epoch 101 - iter 99/113 - loss 6.17363490 - samples/sec: 245.02 - lr: 0.000781 | |
| 2021-03-25 15:53:51,095 epoch 101 - iter 110/113 - loss 6.16909135 - samples/sec: 280.11 - lr: 0.000781 | |
| 2021-03-25 15:53:52,330 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:53:52,331 EPOCH 101 done: loss 6.1699 - lr 0.0007813 | |
| 2021-03-25 15:53:55,377 DEV : loss 3.327259063720703 - score 0.9585 | |
| 2021-03-25 15:53:55,469 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:53:55,515 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:54:00,492 epoch 102 - iter 11/113 - loss 6.05125093 - samples/sec: 283.39 - lr: 0.000781 | |
| 2021-03-25 15:54:05,847 epoch 102 - iter 22/113 - loss 5.97680818 - samples/sec: 263.35 - lr: 0.000781 | |
| 2021-03-25 15:54:10,740 epoch 102 - iter 33/113 - loss 5.93307608 - samples/sec: 288.35 - lr: 0.000781 | |
| 2021-03-25 15:54:15,530 epoch 102 - iter 44/113 - loss 6.03805022 - samples/sec: 294.41 - lr: 0.000781 | |
| 2021-03-25 15:54:20,882 epoch 102 - iter 55/113 - loss 6.02993614 - samples/sec: 263.48 - lr: 0.000781 | |
| 2021-03-25 15:54:25,773 epoch 102 - iter 66/113 - loss 6.06891457 - samples/sec: 288.53 - lr: 0.000781 | |
| 2021-03-25 15:54:31,001 epoch 102 - iter 77/113 - loss 6.09428086 - samples/sec: 269.82 - lr: 0.000781 | |
| 2021-03-25 15:54:36,269 epoch 102 - iter 88/113 - loss 6.09146616 - samples/sec: 267.57 - lr: 0.000781 | |
| 2021-03-25 15:54:41,434 epoch 102 - iter 99/113 - loss 6.11053216 - samples/sec: 273.13 - lr: 0.000781 | |
| 2021-03-25 15:54:47,533 epoch 102 - iter 110/113 - loss 6.14122213 - samples/sec: 231.15 - lr: 0.000781 | |
| 2021-03-25 15:54:48,883 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:54:48,884 EPOCH 102 done: loss 6.1452 - lr 0.0007813 | |
| 2021-03-25 15:54:52,032 DEV : loss 3.325741767883301 - score 0.9585 | |
| 2021-03-25 15:54:52,125 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:54:52,171 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:54:57,406 epoch 103 - iter 11/113 - loss 6.15973685 - samples/sec: 269.49 - lr: 0.000781 | |
| 2021-03-25 15:55:02,895 epoch 103 - iter 22/113 - loss 6.11793453 - samples/sec: 256.89 - lr: 0.000781 | |
| 2021-03-25 15:55:08,993 epoch 103 - iter 33/113 - loss 6.19973993 - samples/sec: 231.17 - lr: 0.000781 | |
| 2021-03-25 15:55:13,953 epoch 103 - iter 44/113 - loss 6.15772507 - samples/sec: 284.29 - lr: 0.000781 | |
| 2021-03-25 15:55:19,155 epoch 103 - iter 55/113 - loss 6.12746676 - samples/sec: 271.15 - lr: 0.000781 | |
| 2021-03-25 15:55:24,301 epoch 103 - iter 66/113 - loss 6.12858582 - samples/sec: 274.08 - lr: 0.000781 | |
| 2021-03-25 15:55:29,253 epoch 103 - iter 77/113 - loss 6.11350735 - samples/sec: 284.76 - lr: 0.000781 | |
| 2021-03-25 15:55:34,200 epoch 103 - iter 88/113 - loss 6.10848211 - samples/sec: 285.21 - lr: 0.000781 | |
| 2021-03-25 15:55:39,246 epoch 103 - iter 99/113 - loss 6.12546985 - samples/sec: 279.67 - lr: 0.000781 | |
| 2021-03-25 15:55:44,167 epoch 103 - iter 110/113 - loss 6.13920174 - samples/sec: 286.65 - lr: 0.000781 | |
| 2021-03-25 15:55:45,579 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:55:45,580 EPOCH 103 done: loss 6.1524 - lr 0.0007813 | |
| 2021-03-25 15:55:48,719 DEV : loss 3.325845241546631 - score 0.9586 | |
| 2021-03-25 15:55:48,804 BAD EPOCHS (no improvement): 0 | |
| 2021-03-25 15:56:09,700 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:56:14,734 epoch 104 - iter 11/113 - loss 6.14736540 - samples/sec: 280.21 - lr: 0.000781 | |
| 2021-03-25 15:56:20,037 epoch 104 - iter 22/113 - loss 6.17269681 - samples/sec: 265.89 - lr: 0.000781 | |
| 2021-03-25 15:56:24,918 epoch 104 - iter 33/113 - loss 6.17797568 - samples/sec: 288.87 - lr: 0.000781 | |
| 2021-03-25 15:56:31,008 epoch 104 - iter 44/113 - loss 6.23297648 - samples/sec: 231.54 - lr: 0.000781 | |
| 2021-03-25 15:56:36,169 epoch 104 - iter 55/113 - loss 6.19541769 - samples/sec: 273.27 - lr: 0.000781 | |
| 2021-03-25 15:56:41,189 epoch 104 - iter 66/113 - loss 6.18203236 - samples/sec: 280.86 - lr: 0.000781 | |
| 2021-03-25 15:56:46,059 epoch 104 - iter 77/113 - loss 6.15180269 - samples/sec: 289.55 - lr: 0.000781 | |
| 2021-03-25 15:56:51,319 epoch 104 - iter 88/113 - loss 6.14375362 - samples/sec: 268.08 - lr: 0.000781 | |
| 2021-03-25 15:56:56,232 epoch 104 - iter 99/113 - loss 6.12926213 - samples/sec: 287.12 - lr: 0.000781 | |
| 2021-03-25 15:57:01,937 epoch 104 - iter 110/113 - loss 6.16034108 - samples/sec: 247.19 - lr: 0.000781 | |
| 2021-03-25 15:57:03,336 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:57:03,337 EPOCH 104 done: loss 6.1706 - lr 0.0007813 | |
| 2021-03-25 15:57:06,458 DEV : loss 3.3250930309295654 - score 0.9585 | |
| 2021-03-25 15:57:06,545 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 15:57:06,548 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:57:11,497 epoch 105 - iter 11/113 - loss 6.13709779 - samples/sec: 285.13 - lr: 0.000781 | |
| 2021-03-25 15:57:17,490 epoch 105 - iter 22/113 - loss 6.06950192 - samples/sec: 235.23 - lr: 0.000781 | |
| 2021-03-25 15:57:22,393 epoch 105 - iter 33/113 - loss 6.02918138 - samples/sec: 287.62 - lr: 0.000781 | |
| 2021-03-25 15:57:27,572 epoch 105 - iter 44/113 - loss 6.10254334 - samples/sec: 272.32 - lr: 0.000781 | |
| 2021-03-25 15:57:32,830 epoch 105 - iter 55/113 - loss 6.15381987 - samples/sec: 268.26 - lr: 0.000781 | |
| 2021-03-25 15:57:38,392 epoch 105 - iter 66/113 - loss 6.16843859 - samples/sec: 253.49 - lr: 0.000781 | |
| 2021-03-25 15:57:43,379 epoch 105 - iter 77/113 - loss 6.17284656 - samples/sec: 282.98 - lr: 0.000781 | |
| 2021-03-25 15:57:48,515 epoch 105 - iter 88/113 - loss 6.14753630 - samples/sec: 274.62 - lr: 0.000781 | |
| 2021-03-25 15:57:53,710 epoch 105 - iter 99/113 - loss 6.11878347 - samples/sec: 271.35 - lr: 0.000781 | |
| 2021-03-25 15:57:58,807 epoch 105 - iter 110/113 - loss 6.10282351 - samples/sec: 276.81 - lr: 0.000781 | |
| 2021-03-25 15:58:00,066 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:58:00,067 EPOCH 105 done: loss 6.1010 - lr 0.0007813 | |
| 2021-03-25 15:58:03,188 DEV : loss 3.32464861869812 - score 0.9585 | |
| 2021-03-25 15:58:03,281 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 15:58:03,283 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:58:08,277 epoch 106 - iter 11/113 - loss 6.18734867 - samples/sec: 282.49 - lr: 0.000781 | |
| 2021-03-25 15:58:14,242 epoch 106 - iter 22/113 - loss 6.15517178 - samples/sec: 236.36 - lr: 0.000781 | |
| 2021-03-25 15:58:19,448 epoch 106 - iter 33/113 - loss 6.12392713 - samples/sec: 270.90 - lr: 0.000781 | |
| 2021-03-25 15:58:24,267 epoch 106 - iter 44/113 - loss 6.17227556 - samples/sec: 292.69 - lr: 0.000781 | |
| 2021-03-25 15:58:29,610 epoch 106 - iter 55/113 - loss 6.18968780 - samples/sec: 263.81 - lr: 0.000781 | |
| 2021-03-25 15:58:34,380 epoch 106 - iter 66/113 - loss 6.19641023 - samples/sec: 295.72 - lr: 0.000781 | |
| 2021-03-25 15:58:39,520 epoch 106 - iter 77/113 - loss 6.17011249 - samples/sec: 274.34 - lr: 0.000781 | |
| 2021-03-25 15:58:44,723 epoch 106 - iter 88/113 - loss 6.17518071 - samples/sec: 271.04 - lr: 0.000781 | |
| 2021-03-25 15:58:50,026 epoch 106 - iter 99/113 - loss 6.17050865 - samples/sec: 265.87 - lr: 0.000781 | |
| 2021-03-25 15:58:55,345 epoch 106 - iter 110/113 - loss 6.18529919 - samples/sec: 265.20 - lr: 0.000781 | |
| 2021-03-25 15:58:56,572 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:58:56,572 EPOCH 106 done: loss 6.1840 - lr 0.0007813 | |
| 2021-03-25 15:58:59,617 DEV : loss 3.3257997035980225 - score 0.9585 | |
| 2021-03-25 15:58:59,704 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 15:58:59,706 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:59:04,751 epoch 107 - iter 11/113 - loss 6.32586106 - samples/sec: 279.57 - lr: 0.000781 | |
| 2021-03-25 15:59:09,725 epoch 107 - iter 22/113 - loss 6.20965232 - samples/sec: 283.60 - lr: 0.000781 | |
| 2021-03-25 15:59:14,868 epoch 107 - iter 33/113 - loss 6.26519377 - samples/sec: 274.31 - lr: 0.000781 | |
| 2021-03-25 15:59:19,992 epoch 107 - iter 44/113 - loss 6.22460475 - samples/sec: 275.46 - lr: 0.000781 | |
| 2021-03-25 15:59:26,153 epoch 107 - iter 55/113 - loss 6.23632702 - samples/sec: 228.96 - lr: 0.000781 | |
| 2021-03-25 15:59:31,060 epoch 107 - iter 66/113 - loss 6.19052713 - samples/sec: 287.47 - lr: 0.000781 | |
| 2021-03-25 15:59:36,096 epoch 107 - iter 77/113 - loss 6.16286332 - samples/sec: 279.99 - lr: 0.000781 | |
| 2021-03-25 15:59:41,236 epoch 107 - iter 88/113 - loss 6.15781025 - samples/sec: 274.30 - lr: 0.000781 | |
| 2021-03-25 15:59:46,647 epoch 107 - iter 99/113 - loss 6.15683097 - samples/sec: 260.60 - lr: 0.000781 | |
| 2021-03-25 15:59:51,650 epoch 107 - iter 110/113 - loss 6.16069329 - samples/sec: 281.92 - lr: 0.000781 | |
| 2021-03-25 15:59:52,885 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 15:59:52,886 EPOCH 107 done: loss 6.1657 - lr 0.0007813 | |
| 2021-03-25 15:59:55,958 DEV : loss 3.3272788524627686 - score 0.9585 | |
| 2021-03-25 15:59:56,045 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 15:59:56,046 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:00:01,020 epoch 108 - iter 11/113 - loss 5.99203669 - samples/sec: 283.64 - lr: 0.000391 | |
| 2021-03-25 16:00:06,071 epoch 108 - iter 22/113 - loss 6.04606264 - samples/sec: 279.09 - lr: 0.000391 | |
| 2021-03-25 16:00:11,166 epoch 108 - iter 33/113 - loss 6.09263722 - samples/sec: 276.71 - lr: 0.000391 | |
| 2021-03-25 16:00:16,232 epoch 108 - iter 44/113 - loss 6.03909678 - samples/sec: 278.37 - lr: 0.000391 | |
| 2021-03-25 16:00:21,291 epoch 108 - iter 55/113 - loss 6.05774801 - samples/sec: 278.80 - lr: 0.000391 | |
| 2021-03-25 16:00:27,551 epoch 108 - iter 66/113 - loss 6.10148978 - samples/sec: 225.29 - lr: 0.000391 | |
| 2021-03-25 16:00:32,511 epoch 108 - iter 77/113 - loss 6.11188278 - samples/sec: 284.42 - lr: 0.000391 | |
| 2021-03-25 16:00:37,591 epoch 108 - iter 88/113 - loss 6.13874792 - samples/sec: 277.70 - lr: 0.000391 | |
| 2021-03-25 16:00:42,916 epoch 108 - iter 99/113 - loss 6.13652759 - samples/sec: 264.80 - lr: 0.000391 | |
| 2021-03-25 16:00:48,347 epoch 108 - iter 110/113 - loss 6.12691958 - samples/sec: 259.63 - lr: 0.000391 | |
| 2021-03-25 16:00:49,564 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:00:49,565 EPOCH 108 done: loss 6.1234 - lr 0.0003906 | |
| 2021-03-25 16:00:52,639 DEV : loss 3.32755184173584 - score 0.9586 | |
| 2021-03-25 16:00:52,724 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 16:00:52,726 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:00:58,991 epoch 109 - iter 11/113 - loss 6.03100135 - samples/sec: 225.01 - lr: 0.000391 | |
| 2021-03-25 16:01:04,170 epoch 109 - iter 22/113 - loss 6.13190022 - samples/sec: 272.19 - lr: 0.000391 | |
| 2021-03-25 16:01:09,214 epoch 109 - iter 33/113 - loss 6.18540638 - samples/sec: 279.58 - lr: 0.000391 | |
| 2021-03-25 16:01:17,760 epoch 109 - iter 44/113 - loss 6.19675416 - samples/sec: 164.89 - lr: 0.000391 | |
| 2021-03-25 16:01:22,919 epoch 109 - iter 55/113 - loss 6.14273388 - samples/sec: 273.41 - lr: 0.000391 | |
| 2021-03-25 16:01:28,076 epoch 109 - iter 66/113 - loss 6.17380938 - samples/sec: 273.47 - lr: 0.000391 | |
| 2021-03-25 16:01:33,087 epoch 109 - iter 77/113 - loss 6.15031562 - samples/sec: 281.51 - lr: 0.000391 | |
| 2021-03-25 16:01:38,076 epoch 109 - iter 88/113 - loss 6.16294441 - samples/sec: 282.83 - lr: 0.000391 | |
| 2021-03-25 16:01:43,029 epoch 109 - iter 99/113 - loss 6.19135675 - samples/sec: 284.82 - lr: 0.000391 | |
| 2021-03-25 16:01:48,008 epoch 109 - iter 110/113 - loss 6.17891482 - samples/sec: 283.34 - lr: 0.000391 | |
| 2021-03-25 16:01:49,323 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:01:49,323 EPOCH 109 done: loss 6.1683 - lr 0.0003906 | |
| 2021-03-25 16:01:52,381 DEV : loss 3.3270320892333984 - score 0.9585 | |
| 2021-03-25 16:01:52,467 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 16:01:52,468 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:01:57,419 epoch 110 - iter 11/113 - loss 6.45541135 - samples/sec: 284.85 - lr: 0.000391 | |
| 2021-03-25 16:02:03,577 epoch 110 - iter 22/113 - loss 6.42854916 - samples/sec: 228.85 - lr: 0.000391 | |
| 2021-03-25 16:02:08,707 epoch 110 - iter 33/113 - loss 6.30906182 - samples/sec: 274.88 - lr: 0.000391 | |
| 2021-03-25 16:02:13,782 epoch 110 - iter 44/113 - loss 6.28687846 - samples/sec: 277.91 - lr: 0.000391 | |
| 2021-03-25 16:02:19,239 epoch 110 - iter 55/113 - loss 6.25474606 - samples/sec: 258.35 - lr: 0.000391 | |
| 2021-03-25 16:02:24,185 epoch 110 - iter 66/113 - loss 6.21787109 - samples/sec: 285.18 - lr: 0.000391 | |
| 2021-03-25 16:02:29,496 epoch 110 - iter 77/113 - loss 6.22076202 - samples/sec: 265.49 - lr: 0.000391 | |
| 2021-03-25 16:02:34,562 epoch 110 - iter 88/113 - loss 6.19048760 - samples/sec: 278.36 - lr: 0.000391 | |
| 2021-03-25 16:02:39,520 epoch 110 - iter 99/113 - loss 6.17430017 - samples/sec: 284.50 - lr: 0.000391 | |
| 2021-03-25 16:02:44,672 epoch 110 - iter 110/113 - loss 6.16945077 - samples/sec: 273.95 - lr: 0.000391 | |
| 2021-03-25 16:02:45,952 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:02:45,953 EPOCH 110 done: loss 6.1574 - lr 0.0003906 | |
| 2021-03-25 16:02:49,064 DEV : loss 3.3262462615966797 - score 0.9584 | |
| 2021-03-25 16:02:49,150 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 16:02:49,153 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:02:54,966 epoch 111 - iter 11/113 - loss 6.21120397 - samples/sec: 242.60 - lr: 0.000391 | |
| 2021-03-25 16:03:00,026 epoch 111 - iter 22/113 - loss 6.11925082 - samples/sec: 278.70 - lr: 0.000391 | |
| 2021-03-25 16:03:05,119 epoch 111 - iter 33/113 - loss 6.14689664 - samples/sec: 277.00 - lr: 0.000391 | |
| 2021-03-25 16:03:10,300 epoch 111 - iter 44/113 - loss 6.17063931 - samples/sec: 272.26 - lr: 0.000391 | |
| 2021-03-25 16:03:15,286 epoch 111 - iter 55/113 - loss 6.22383515 - samples/sec: 282.80 - lr: 0.000391 | |
| 2021-03-25 16:03:20,427 epoch 111 - iter 66/113 - loss 6.17576534 - samples/sec: 274.33 - lr: 0.000391 | |
| 2021-03-25 16:03:25,345 epoch 111 - iter 77/113 - loss 6.14347992 - samples/sec: 286.88 - lr: 0.000391 | |
| 2021-03-25 16:03:30,366 epoch 111 - iter 88/113 - loss 6.16209828 - samples/sec: 280.96 - lr: 0.000391 | |
| 2021-03-25 16:03:36,170 epoch 111 - iter 99/113 - loss 6.17244905 - samples/sec: 242.95 - lr: 0.000391 | |
| 2021-03-25 16:03:41,470 epoch 111 - iter 110/113 - loss 6.17673645 - samples/sec: 266.15 - lr: 0.000391 | |
| 2021-03-25 16:03:42,805 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:03:42,806 EPOCH 111 done: loss 6.1815 - lr 0.0003906 | |
| 2021-03-25 16:03:45,881 DEV : loss 3.325368881225586 - score 0.9584 | |
| 2021-03-25 16:03:45,971 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 16:03:45,973 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:03:50,871 epoch 112 - iter 11/113 - loss 6.10260894 - samples/sec: 288.06 - lr: 0.000195 | |
| 2021-03-25 16:03:55,968 epoch 112 - iter 22/113 - loss 6.13637421 - samples/sec: 276.82 - lr: 0.000195 | |
| 2021-03-25 16:04:01,112 epoch 112 - iter 33/113 - loss 6.15618719 - samples/sec: 274.23 - lr: 0.000195 | |
| 2021-03-25 16:04:06,266 epoch 112 - iter 44/113 - loss 6.19196840 - samples/sec: 273.86 - lr: 0.000195 | |
| 2021-03-25 16:04:11,650 epoch 112 - iter 55/113 - loss 6.17339929 - samples/sec: 262.01 - lr: 0.000195 | |
| 2021-03-25 16:04:16,845 epoch 112 - iter 66/113 - loss 6.17042909 - samples/sec: 271.59 - lr: 0.000195 | |
| 2021-03-25 16:04:21,841 epoch 112 - iter 77/113 - loss 6.13702541 - samples/sec: 282.30 - lr: 0.000195 | |
| 2021-03-25 16:04:26,837 epoch 112 - iter 88/113 - loss 6.12474000 - samples/sec: 282.34 - lr: 0.000195 | |
| 2021-03-25 16:04:32,061 epoch 112 - iter 99/113 - loss 6.14999596 - samples/sec: 270.10 - lr: 0.000195 | |
| 2021-03-25 16:04:38,037 epoch 112 - iter 110/113 - loss 6.15433597 - samples/sec: 235.85 - lr: 0.000195 | |
| 2021-03-25 16:04:39,481 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:04:39,481 EPOCH 112 done: loss 6.1518 - lr 0.0001953 | |
| 2021-03-25 16:04:42,579 DEV : loss 3.3254475593566895 - score 0.9585 | |
| 2021-03-25 16:04:42,686 BAD EPOCHS (no improvement): 1 | |
| 2021-03-25 16:04:42,693 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:04:47,865 epoch 113 - iter 11/113 - loss 5.97710679 - samples/sec: 272.60 - lr: 0.000195 | |
| 2021-03-25 16:04:53,170 epoch 113 - iter 22/113 - loss 6.14668662 - samples/sec: 265.83 - lr: 0.000195 | |
| 2021-03-25 16:04:59,352 epoch 113 - iter 33/113 - loss 6.14664478 - samples/sec: 228.04 - lr: 0.000195 | |
| 2021-03-25 16:05:04,313 epoch 113 - iter 44/113 - loss 6.10594733 - samples/sec: 284.44 - lr: 0.000195 | |
| 2021-03-25 16:05:09,514 epoch 113 - iter 55/113 - loss 6.10203394 - samples/sec: 271.21 - lr: 0.000195 | |
| 2021-03-25 16:05:14,848 epoch 113 - iter 66/113 - loss 6.10956687 - samples/sec: 264.37 - lr: 0.000195 | |
| 2021-03-25 16:05:19,715 epoch 113 - iter 77/113 - loss 6.13828732 - samples/sec: 289.93 - lr: 0.000195 | |
| 2021-03-25 16:05:25,054 epoch 113 - iter 88/113 - loss 6.14441100 - samples/sec: 264.22 - lr: 0.000195 | |
| 2021-03-25 16:05:29,998 epoch 113 - iter 99/113 - loss 6.15745712 - samples/sec: 285.38 - lr: 0.000195 | |
| 2021-03-25 16:05:34,953 epoch 113 - iter 110/113 - loss 6.16751454 - samples/sec: 284.56 - lr: 0.000195 | |
| 2021-03-25 16:05:36,378 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:05:36,379 EPOCH 113 done: loss 6.1527 - lr 0.0001953 | |
| 2021-03-25 16:05:39,390 DEV : loss 3.325159788131714 - score 0.9585 | |
| 2021-03-25 16:05:39,477 BAD EPOCHS (no improvement): 2 | |
| 2021-03-25 16:05:39,480 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:05:44,769 epoch 114 - iter 11/113 - loss 6.16418548 - samples/sec: 266.63 - lr: 0.000195 | |
| 2021-03-25 16:05:49,829 epoch 114 - iter 22/113 - loss 6.08753779 - samples/sec: 278.77 - lr: 0.000195 | |
| 2021-03-25 16:05:54,644 epoch 114 - iter 33/113 - loss 6.12955936 - samples/sec: 292.88 - lr: 0.000195 | |
| 2021-03-25 16:05:59,608 epoch 114 - iter 44/113 - loss 6.04952469 - samples/sec: 284.17 - lr: 0.000195 | |
| 2021-03-25 16:06:04,717 epoch 114 - iter 55/113 - loss 6.08080461 - samples/sec: 276.12 - lr: 0.000195 | |
| 2021-03-25 16:06:10,810 epoch 114 - iter 66/113 - loss 6.15013185 - samples/sec: 231.47 - lr: 0.000195 | |
| 2021-03-25 16:06:15,844 epoch 114 - iter 77/113 - loss 6.14819603 - samples/sec: 280.18 - lr: 0.000195 | |
| 2021-03-25 16:06:21,011 epoch 114 - iter 88/113 - loss 6.12926426 - samples/sec: 272.99 - lr: 0.000195 | |
| 2021-03-25 16:06:26,613 epoch 114 - iter 99/113 - loss 6.12509273 - samples/sec: 251.71 - lr: 0.000195 | |
| 2021-03-25 16:06:31,637 epoch 114 - iter 110/113 - loss 6.11130616 - samples/sec: 280.73 - lr: 0.000195 | |
| 2021-03-25 16:06:32,929 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:06:32,930 EPOCH 114 done: loss 6.1147 - lr 0.0001953 | |
| 2021-03-25 16:06:36,034 DEV : loss 3.325321912765503 - score 0.9584 | |
| 2021-03-25 16:06:36,120 BAD EPOCHS (no improvement): 3 | |
| 2021-03-25 16:06:36,851 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:06:41,856 epoch 115 - iter 11/113 - loss 6.05337715 - samples/sec: 281.77 - lr: 0.000195 | |
| 2021-03-25 16:06:46,815 epoch 115 - iter 22/113 - loss 6.20746138 - samples/sec: 284.46 - lr: 0.000195 | |
| 2021-03-25 16:06:53,048 epoch 115 - iter 33/113 - loss 6.17924553 - samples/sec: 226.20 - lr: 0.000195 | |
| 2021-03-25 16:06:57,958 epoch 115 - iter 44/113 - loss 6.18186934 - samples/sec: 287.21 - lr: 0.000195 | |
| 2021-03-25 16:07:02,806 epoch 115 - iter 55/113 - loss 6.16890380 - samples/sec: 290.92 - lr: 0.000195 | |
| 2021-03-25 16:07:08,484 epoch 115 - iter 66/113 - loss 6.17232910 - samples/sec: 248.28 - lr: 0.000195 | |
| 2021-03-25 16:07:13,509 epoch 115 - iter 77/113 - loss 6.16467198 - samples/sec: 280.83 - lr: 0.000195 | |
| 2021-03-25 16:07:18,877 epoch 115 - iter 88/113 - loss 6.19866339 - samples/sec: 262.81 - lr: 0.000195 | |
| 2021-03-25 16:07:24,079 epoch 115 - iter 99/113 - loss 6.17032406 - samples/sec: 271.33 - lr: 0.000195 | |
| 2021-03-25 16:07:29,263 epoch 115 - iter 110/113 - loss 6.15615573 - samples/sec: 271.98 - lr: 0.000195 | |
| 2021-03-25 16:07:30,548 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:07:30,549 EPOCH 115 done: loss 6.1577 - lr 0.0001953 | |
| 2021-03-25 16:07:33,644 DEV : loss 3.3252782821655273 - score 0.9585 | |
| 2021-03-25 16:07:33,729 BAD EPOCHS (no improvement): 4 | |
| 2021-03-25 16:07:33,730 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:07:33,730 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:07:33,730 learning rate too small - quitting training! | |
| 2021-03-25 16:07:33,731 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:07:54,397 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-25 16:07:54,398 Testing using best model ... | |
| 2021-03-25 16:07:54,405 loading file resources/taggers/UPOS_UD_FRENCH_FR_500_2021-03-25-14:00:44/best-model.pt | |
| 2021-03-25 16:08:04,891 0.952 | |
| 2021-03-25 16:08:04,891 | |
| Results: | |
| - F-score (micro): 0.952 | |
| - F-score (macro): 0.8644 | |
| - Accuracy (incl. no class): 0.952 | |
| By class: | |
| precision recall f1-score support | |
| PPER1S 0.9767 1.0000 0.9882 42 | |
| VERB 0.9823 0.9537 0.9678 583 | |
| COSUB 0.9344 0.8906 0.9120 128 | |
| PUNCT 0.9878 0.9688 0.9782 833 | |
| PREP 0.9767 0.9879 0.9822 1483 | |
| PDEMMS 0.9583 0.9200 0.9388 75 | |
| COCO 0.9839 1.0000 0.9919 245 | |
| DET 0.9679 0.9814 0.9746 645 | |
| NMP 0.9521 0.9115 0.9313 305 | |
| ADJMP 0.8352 0.9268 0.8786 82 | |
| PREL 0.9324 0.9857 0.9583 70 | |
| PREFP 0.9767 0.9545 0.9655 44 | |
| AUX 0.9537 0.9859 0.9695 355 | |
| ADV 0.9440 0.9365 0.9402 504 | |
| VPPMP 0.8667 1.0000 0.9286 26 | |
| DINTMS 0.9919 1.0000 0.9959 122 | |
| ADJMS 0.9020 0.9057 0.9039 244 | |
| NMS 0.9226 0.9336 0.9281 753 | |
| NFS 0.9347 0.9714 0.9527 560 | |
| YPFOR 0.9806 1.0000 0.9902 353 | |
| PINDMS 1.0000 0.9091 0.9524 44 | |
| NOUN 0.8400 0.5385 0.6562 39 | |
| PROPN 0.8605 0.8278 0.8439 395 | |
| DETMS 0.9972 0.9972 0.9972 362 | |
| PPER3MS 0.9341 0.9770 0.9551 87 | |
| VPPMS 0.8994 0.9682 0.9325 157 | |
| DETFS 1.0000 1.0000 1.0000 240 | |
| ADJFS 0.9266 0.9011 0.9136 182 | |
| ADJFP 0.9726 0.9342 0.9530 76 | |
| NFP 0.9463 0.9749 0.9604 199 | |
| VPPFS 0.8000 0.9000 0.8471 40 | |
| CHIF 0.9543 0.9414 0.9478 222 | |
| XFAMIL 0.9346 0.8696 0.9009 115 | |
| PPER3MP 0.9474 0.9000 0.9231 20 | |
| PPOBJMS 0.8800 0.9362 0.9072 47 | |
| PREF 0.8889 0.9231 0.9057 52 | |
| PPOBJMP 1.0000 0.6000 0.7500 10 | |
| SYM 0.9706 0.8684 0.9167 38 | |
| DINTFS 0.9683 1.0000 0.9839 61 | |
| PDEMFS 1.0000 0.8966 0.9455 29 | |
| PPER3FS 1.0000 0.9444 0.9714 18 | |
| VPPFP 0.9500 1.0000 0.9744 19 | |
| PRON 0.9200 0.7419 0.8214 31 | |
| PPOBJFS 0.8333 0.8333 0.8333 6 | |
| PART 0.8000 1.0000 0.8889 4 | |
| PPER3FP 1.0000 1.0000 1.0000 2 | |
| MOTINC 0.3571 0.3333 0.3448 15 | |
| PDEMMP 1.0000 0.6667 0.8000 3 | |
| INTJ 0.4000 0.6667 0.5000 6 | |
| PREFS 1.0000 0.5000 0.6667 10 | |
| ADJ 0.7917 0.8636 0.8261 22 | |
| PINDMP 0.0000 0.0000 0.0000 1 | |
| PINDFS 1.0000 1.0000 1.0000 1 | |
| NUM 1.0000 0.3333 0.5000 3 | |
| PPER2S 1.0000 1.0000 1.0000 2 | |
| PPOBJFP 1.0000 0.5000 0.6667 2 | |
| PDEMFP 1.0000 0.6667 0.8000 3 | |
| X 0.0000 0.0000 0.0000 1 | |
| PRELMS 1.0000 1.0000 1.0000 2 | |
| PINDFP 1.0000 1.0000 1.0000 1 | |
| accuracy 0.9520 10019 | |
| macro avg 0.8956 0.8521 0.8644 10019 | |
| weighted avg 0.9524 0.9520 0.9515 10019 | |
| 2021-03-25 16:08:04,891 ---------------------------------------------------------------------------------------------------- | |