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 ----------------------------------------------------------------------------------------------------