| 2021-03-02 12:06:03,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:06:03,526 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=21, bias=True) | |
| (beta): 1.0 | |
| (weights): None | |
| (weight_tensor) None | |
| )" | |
| 2021-03-02 12:06:03,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:06:03,526 Corpus: "Corpus: 14449 train + 1476 dev + 416 test sentences" | |
| 2021-03-02 12:06:03,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:06:03,526 Parameters: | |
| 2021-03-02 12:06:03,526 - learning_rate: "0.1" | |
| 2021-03-02 12:06:03,526 - mini_batch_size: "64" | |
| 2021-03-02 12:06:03,526 - patience: "3" | |
| 2021-03-02 12:06:03,526 - anneal_factor: "0.5" | |
| 2021-03-02 12:06:03,526 - max_epochs: "150" | |
| 2021-03-02 12:06:03,526 - shuffle: "True" | |
| 2021-03-02 12:06:03,526 - train_with_dev: "False" | |
| 2021-03-02 12:06:03,526 - batch_growth_annealing: "False" | |
| 2021-03-02 12:06:03,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:06:03,526 Model training base path: "resources/taggers/example-pos" | |
| 2021-03-02 12:06:03,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:06:03,526 Device: cuda:0 | |
| 2021-03-02 12:06:03,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:06:03,527 Embeddings storage mode: cpu | |
| 2021-03-02 12:06:03,529 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:06:10,054 epoch 1 - iter 22/226 - loss 65.55180203 - samples/sec: 215.87 - lr: 0.100000 | |
| 2021-03-02 12:06:16,066 epoch 1 - iter 44/226 - loss 54.34445927 - samples/sec: 234.31 - lr: 0.100000 | |
| 2021-03-02 12:06:22,324 epoch 1 - iter 66/226 - loss 46.26198378 - samples/sec: 225.12 - lr: 0.100000 | |
| 2021-03-02 12:06:28,449 epoch 1 - iter 88/226 - loss 40.31244484 - samples/sec: 230.03 - lr: 0.100000 | |
| 2021-03-02 12:06:34,624 epoch 1 - iter 110/226 - loss 36.06240538 - samples/sec: 228.12 - lr: 0.100000 | |
| 2021-03-02 12:06:40,651 epoch 1 - iter 132/226 - loss 32.68936389 - samples/sec: 233.73 - lr: 0.100000 | |
| 2021-03-02 12:06:46,708 epoch 1 - iter 154/226 - loss 30.06182317 - samples/sec: 232.57 - lr: 0.100000 | |
| 2021-03-02 12:06:55,670 epoch 1 - iter 176/226 - loss 27.93609124 - samples/sec: 157.17 - lr: 0.100000 | |
| 2021-03-02 12:07:01,627 epoch 1 - iter 198/226 - loss 26.16095592 - samples/sec: 236.41 - lr: 0.100000 | |
| 2021-03-02 12:07:07,719 epoch 1 - iter 220/226 - loss 24.70696594 - samples/sec: 231.27 - lr: 0.100000 | |
| 2021-03-02 12:07:09,303 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:07:09,303 EPOCH 1 done: loss 24.3529 - lr 0.1000000 | |
| 2021-03-02 12:07:13,202 DEV : loss 6.874114513397217 - score 0.9124 | |
| 2021-03-02 12:07:13,278 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:07:33,520 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:07:38,296 epoch 2 - iter 22/226 - loss 11.04434772 - samples/sec: 295.31 - lr: 0.100000 | |
| 2021-03-02 12:07:43,086 epoch 2 - iter 44/226 - loss 10.87801777 - samples/sec: 294.23 - lr: 0.100000 | |
| 2021-03-02 12:07:47,960 epoch 2 - iter 66/226 - loss 10.75282822 - samples/sec: 289.14 - lr: 0.100000 | |
| 2021-03-02 12:07:53,308 epoch 2 - iter 88/226 - loss 10.62418799 - samples/sec: 263.48 - lr: 0.100000 | |
| 2021-03-02 12:07:57,871 epoch 2 - iter 110/226 - loss 10.39342443 - samples/sec: 308.84 - lr: 0.100000 | |
| 2021-03-02 12:08:02,453 epoch 2 - iter 132/226 - loss 10.22209210 - samples/sec: 307.59 - lr: 0.100000 | |
| 2021-03-02 12:08:07,051 epoch 2 - iter 154/226 - loss 10.07944821 - samples/sec: 306.47 - lr: 0.100000 | |
| 2021-03-02 12:08:12,095 epoch 2 - iter 176/226 - loss 10.03107517 - samples/sec: 279.34 - lr: 0.100000 | |
| 2021-03-02 12:08:16,838 epoch 2 - iter 198/226 - loss 9.92488862 - samples/sec: 297.16 - lr: 0.100000 | |
| 2021-03-02 12:08:21,487 epoch 2 - iter 220/226 - loss 9.83373491 - samples/sec: 303.14 - lr: 0.100000 | |
| 2021-03-02 12:08:22,731 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:08:22,732 EPOCH 2 done: loss 9.8215 - lr 0.1000000 | |
| 2021-03-02 12:08:25,275 DEV : loss 5.277429103851318 - score 0.9289 | |
| 2021-03-02 12:08:25,351 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:08:45,552 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:08:50,402 epoch 3 - iter 22/226 - loss 8.72399512 - samples/sec: 290.65 - lr: 0.100000 | |
| 2021-03-02 12:08:54,855 epoch 3 - iter 44/226 - loss 8.58594025 - samples/sec: 316.49 - lr: 0.100000 | |
| 2021-03-02 12:09:00,055 epoch 3 - iter 66/226 - loss 8.70956379 - samples/sec: 270.94 - lr: 0.100000 | |
| 2021-03-02 12:09:04,800 epoch 3 - iter 88/226 - loss 8.67046070 - samples/sec: 297.02 - lr: 0.100000 | |
| 2021-03-02 12:09:09,433 epoch 3 - iter 110/226 - loss 8.59309378 - samples/sec: 304.17 - lr: 0.100000 | |
| 2021-03-02 12:09:14,270 epoch 3 - iter 132/226 - loss 8.58896746 - samples/sec: 291.33 - lr: 0.100000 | |
| 2021-03-02 12:09:19,425 epoch 3 - iter 154/226 - loss 8.60759325 - samples/sec: 273.34 - lr: 0.100000 | |
| 2021-03-02 12:09:23,906 epoch 3 - iter 176/226 - loss 8.57032593 - samples/sec: 314.57 - lr: 0.100000 | |
| 2021-03-02 12:09:28,543 epoch 3 - iter 198/226 - loss 8.56564222 - samples/sec: 303.89 - lr: 0.100000 | |
| 2021-03-02 12:09:33,105 epoch 3 - iter 220/226 - loss 8.52381685 - samples/sec: 308.89 - lr: 0.100000 | |
| 2021-03-02 12:09:34,363 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:09:34,363 EPOCH 3 done: loss 8.5228 - lr 0.1000000 | |
| 2021-03-02 12:09:36,915 DEV : loss 4.803399562835693 - score 0.935 | |
| 2021-03-02 12:09:36,994 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:09:57,188 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:10:02,369 epoch 4 - iter 22/226 - loss 8.43228316 - samples/sec: 272.16 - lr: 0.100000 | |
| 2021-03-02 12:10:07,054 epoch 4 - iter 44/226 - loss 8.30056567 - samples/sec: 300.84 - lr: 0.100000 | |
| 2021-03-02 12:10:11,947 epoch 4 - iter 66/226 - loss 8.28582814 - samples/sec: 287.97 - lr: 0.100000 | |
| 2021-03-02 12:10:16,621 epoch 4 - iter 88/226 - loss 8.21634536 - samples/sec: 301.46 - lr: 0.100000 | |
| 2021-03-02 12:10:21,242 epoch 4 - iter 110/226 - loss 8.13665546 - samples/sec: 304.97 - lr: 0.100000 | |
| 2021-03-02 12:10:26,037 epoch 4 - iter 132/226 - loss 8.14766377 - samples/sec: 293.83 - lr: 0.100000 | |
| 2021-03-02 12:10:30,512 epoch 4 - iter 154/226 - loss 8.06639609 - samples/sec: 314.92 - lr: 0.100000 | |
| 2021-03-02 12:10:35,383 epoch 4 - iter 176/226 - loss 8.00978838 - samples/sec: 289.35 - lr: 0.100000 | |
| 2021-03-02 12:10:39,951 epoch 4 - iter 198/226 - loss 7.97817996 - samples/sec: 308.49 - lr: 0.100000 | |
| 2021-03-02 12:10:44,667 epoch 4 - iter 220/226 - loss 7.95339045 - samples/sec: 298.76 - lr: 0.100000 | |
| 2021-03-02 12:10:45,867 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:10:45,868 EPOCH 4 done: loss 7.9403 - lr 0.1000000 | |
| 2021-03-02 12:10:48,422 DEV : loss 4.450038433074951 - score 0.9399 | |
| 2021-03-02 12:10:48,499 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:11:08,718 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:11:13,497 epoch 5 - iter 22/226 - loss 7.69163119 - samples/sec: 295.16 - lr: 0.100000 | |
| 2021-03-02 12:11:17,996 epoch 5 - iter 44/226 - loss 7.71907982 - samples/sec: 313.27 - lr: 0.100000 | |
| 2021-03-02 12:11:23,169 epoch 5 - iter 66/226 - loss 7.74686594 - samples/sec: 272.35 - lr: 0.100000 | |
| 2021-03-02 12:11:28,137 epoch 5 - iter 88/226 - loss 7.77408807 - samples/sec: 283.65 - lr: 0.100000 | |
| 2021-03-02 12:11:32,826 epoch 5 - iter 110/226 - loss 7.71197649 - samples/sec: 300.51 - lr: 0.100000 | |
| 2021-03-02 12:11:37,414 epoch 5 - iter 132/226 - loss 7.65543950 - samples/sec: 307.07 - lr: 0.100000 | |
| 2021-03-02 12:11:41,946 epoch 5 - iter 154/226 - loss 7.64849317 - samples/sec: 310.89 - lr: 0.100000 | |
| 2021-03-02 12:11:46,406 epoch 5 - iter 176/226 - loss 7.62513854 - samples/sec: 315.93 - lr: 0.100000 | |
| 2021-03-02 12:11:51,184 epoch 5 - iter 198/226 - loss 7.62624801 - samples/sec: 294.88 - lr: 0.100000 | |
| 2021-03-02 12:11:55,960 epoch 5 - iter 220/226 - loss 7.58450952 - samples/sec: 295.01 - lr: 0.100000 | |
| 2021-03-02 12:11:57,117 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:11:57,118 EPOCH 5 done: loss 7.5771 - lr 0.1000000 | |
| 2021-03-02 12:11:59,662 DEV : loss 4.1144700050354 - score 0.9453 | |
| 2021-03-02 12:11:59,737 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:12:19,984 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:12:24,848 epoch 6 - iter 22/226 - loss 7.36023253 - samples/sec: 289.85 - lr: 0.100000 | |
| 2021-03-02 12:12:29,420 epoch 6 - iter 44/226 - loss 7.38352940 - samples/sec: 308.23 - lr: 0.100000 | |
| 2021-03-02 12:12:33,903 epoch 6 - iter 66/226 - loss 7.23470168 - samples/sec: 314.29 - lr: 0.100000 | |
| 2021-03-02 12:12:38,494 epoch 6 - iter 88/226 - loss 7.27050326 - samples/sec: 306.89 - lr: 0.100000 | |
| 2021-03-02 12:12:43,440 epoch 6 - iter 110/226 - loss 7.27176122 - samples/sec: 284.85 - lr: 0.100000 | |
| 2021-03-02 12:12:48,144 epoch 6 - iter 132/226 - loss 7.22077260 - samples/sec: 299.54 - lr: 0.100000 | |
| 2021-03-02 12:12:52,884 epoch 6 - iter 154/226 - loss 7.23148984 - samples/sec: 297.26 - lr: 0.100000 | |
| 2021-03-02 12:12:57,924 epoch 6 - iter 176/226 - loss 7.26751958 - samples/sec: 279.62 - lr: 0.100000 | |
| 2021-03-02 12:13:02,489 epoch 6 - iter 198/226 - loss 7.26897373 - samples/sec: 308.68 - lr: 0.100000 | |
| 2021-03-02 12:13:07,150 epoch 6 - iter 220/226 - loss 7.25435415 - samples/sec: 302.36 - lr: 0.100000 | |
| 2021-03-02 12:13:08,602 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:13:08,603 EPOCH 6 done: loss 7.2444 - lr 0.1000000 | |
| 2021-03-02 12:13:11,149 DEV : loss 3.8972177505493164 - score 0.9465 | |
| 2021-03-02 12:13:11,224 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:13:31,440 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:13:36,070 epoch 7 - iter 22/226 - loss 7.25298706 - samples/sec: 304.47 - lr: 0.100000 | |
| 2021-03-02 12:13:40,794 epoch 7 - iter 44/226 - loss 7.00910956 - samples/sec: 298.25 - lr: 0.100000 | |
| 2021-03-02 12:13:45,358 epoch 7 - iter 66/226 - loss 6.90938247 - samples/sec: 308.72 - lr: 0.100000 | |
| 2021-03-02 12:13:50,144 epoch 7 - iter 88/226 - loss 6.84979005 - samples/sec: 294.32 - lr: 0.100000 | |
| 2021-03-02 12:13:54,921 epoch 7 - iter 110/226 - loss 6.88427613 - samples/sec: 294.93 - lr: 0.100000 | |
| 2021-03-02 12:13:59,520 epoch 7 - iter 132/226 - loss 6.87751160 - samples/sec: 306.35 - lr: 0.100000 | |
| 2021-03-02 12:14:04,228 epoch 7 - iter 154/226 - loss 6.90348729 - samples/sec: 299.21 - lr: 0.100000 | |
| 2021-03-02 12:14:08,915 epoch 7 - iter 176/226 - loss 6.89493325 - samples/sec: 300.68 - lr: 0.100000 | |
| 2021-03-02 12:14:14,132 epoch 7 - iter 198/226 - loss 6.93368601 - samples/sec: 270.07 - lr: 0.100000 | |
| 2021-03-02 12:14:18,812 epoch 7 - iter 220/226 - loss 6.91712191 - samples/sec: 301.10 - lr: 0.100000 | |
| 2021-03-02 12:14:20,050 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:14:20,050 EPOCH 7 done: loss 6.9287 - lr 0.1000000 | |
| 2021-03-02 12:14:22,600 DEV : loss 3.6763200759887695 - score 0.9505 | |
| 2021-03-02 12:14:22,676 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:14:42,882 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:14:47,734 epoch 8 - iter 22/226 - loss 6.82737892 - samples/sec: 290.56 - lr: 0.100000 | |
| 2021-03-02 12:14:52,838 epoch 8 - iter 44/226 - loss 6.74179873 - samples/sec: 275.99 - lr: 0.100000 | |
| 2021-03-02 12:14:57,488 epoch 8 - iter 66/226 - loss 6.67415548 - samples/sec: 303.00 - lr: 0.100000 | |
| 2021-03-02 12:15:02,033 epoch 8 - iter 88/226 - loss 6.70279098 - samples/sec: 309.98 - lr: 0.100000 | |
| 2021-03-02 12:15:06,932 epoch 8 - iter 110/226 - loss 6.70512675 - samples/sec: 287.59 - lr: 0.100000 | |
| 2021-03-02 12:15:11,523 epoch 8 - iter 132/226 - loss 6.70713423 - samples/sec: 306.87 - lr: 0.100000 | |
| 2021-03-02 12:15:16,046 epoch 8 - iter 154/226 - loss 6.71497879 - samples/sec: 311.52 - lr: 0.100000 | |
| 2021-03-02 12:15:20,727 epoch 8 - iter 176/226 - loss 6.70076570 - samples/sec: 300.92 - lr: 0.100000 | |
| 2021-03-02 12:15:25,578 epoch 8 - iter 198/226 - loss 6.72709603 - samples/sec: 290.40 - lr: 0.100000 | |
| 2021-03-02 12:15:30,198 epoch 8 - iter 220/226 - loss 6.73148908 - samples/sec: 304.94 - lr: 0.100000 | |
| 2021-03-02 12:15:31,424 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:15:31,424 EPOCH 8 done: loss 6.7306 - lr 0.1000000 | |
| 2021-03-02 12:15:33,971 DEV : loss 3.591869354248047 - score 0.951 | |
| 2021-03-02 12:15:34,047 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:15:54,255 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:15:59,273 epoch 9 - iter 22/226 - loss 6.44558159 - samples/sec: 280.96 - lr: 0.100000 | |
| 2021-03-02 12:16:04,053 epoch 9 - iter 44/226 - loss 6.67641181 - samples/sec: 294.80 - lr: 0.100000 | |
| 2021-03-02 12:16:09,034 epoch 9 - iter 66/226 - loss 6.66629868 - samples/sec: 282.84 - lr: 0.100000 | |
| 2021-03-02 12:16:13,725 epoch 9 - iter 88/226 - loss 6.59650782 - samples/sec: 300.35 - lr: 0.100000 | |
| 2021-03-02 12:16:18,454 epoch 9 - iter 110/226 - loss 6.58020396 - samples/sec: 297.97 - lr: 0.100000 | |
| 2021-03-02 12:16:23,194 epoch 9 - iter 132/226 - loss 6.56460140 - samples/sec: 297.24 - lr: 0.100000 | |
| 2021-03-02 12:16:27,746 epoch 9 - iter 154/226 - loss 6.53671642 - samples/sec: 309.52 - lr: 0.100000 | |
| 2021-03-02 12:16:32,389 epoch 9 - iter 176/226 - loss 6.54139594 - samples/sec: 303.46 - lr: 0.100000 | |
| 2021-03-02 12:16:37,185 epoch 9 - iter 198/226 - loss 6.53887560 - samples/sec: 293.73 - lr: 0.100000 | |
| 2021-03-02 12:16:41,801 epoch 9 - iter 220/226 - loss 6.51803454 - samples/sec: 305.19 - lr: 0.100000 | |
| 2021-03-02 12:16:43,010 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:16:43,010 EPOCH 9 done: loss 6.5296 - lr 0.1000000 | |
| 2021-03-02 12:16:45,523 DEV : loss 3.529794216156006 - score 0.9514 | |
| 2021-03-02 12:16:45,602 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:17:05,853 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:17:11,111 epoch 10 - iter 22/226 - loss 6.78708699 - samples/sec: 268.12 - lr: 0.100000 | |
| 2021-03-02 12:17:15,770 epoch 10 - iter 44/226 - loss 6.65824565 - samples/sec: 302.47 - lr: 0.100000 | |
| 2021-03-02 12:17:20,346 epoch 10 - iter 66/226 - loss 6.54451286 - samples/sec: 308.00 - lr: 0.100000 | |
| 2021-03-02 12:17:25,252 epoch 10 - iter 88/226 - loss 6.51053966 - samples/sec: 287.23 - lr: 0.100000 | |
| 2021-03-02 12:17:30,086 epoch 10 - iter 110/226 - loss 6.49176365 - samples/sec: 291.49 - lr: 0.100000 | |
| 2021-03-02 12:17:34,744 epoch 10 - iter 132/226 - loss 6.44009249 - samples/sec: 302.48 - lr: 0.100000 | |
| 2021-03-02 12:17:39,556 epoch 10 - iter 154/226 - loss 6.44174700 - samples/sec: 292.85 - lr: 0.100000 | |
| 2021-03-02 12:17:44,060 epoch 10 - iter 176/226 - loss 6.44666531 - samples/sec: 312.80 - lr: 0.100000 | |
| 2021-03-02 12:17:48,636 epoch 10 - iter 198/226 - loss 6.41738678 - samples/sec: 307.88 - lr: 0.100000 | |
| 2021-03-02 12:17:53,375 epoch 10 - iter 220/226 - loss 6.41472057 - samples/sec: 297.32 - lr: 0.100000 | |
| 2021-03-02 12:17:54,610 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:17:54,610 EPOCH 10 done: loss 6.4051 - lr 0.1000000 | |
| 2021-03-02 12:17:57,142 DEV : loss 3.361401081085205 - score 0.9543 | |
| 2021-03-02 12:17:57,218 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:18:17,320 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:18:22,215 epoch 11 - iter 22/226 - loss 6.47508571 - samples/sec: 287.91 - lr: 0.100000 | |
| 2021-03-02 12:18:26,897 epoch 11 - iter 44/226 - loss 6.34046380 - samples/sec: 300.90 - lr: 0.100000 | |
| 2021-03-02 12:18:31,553 epoch 11 - iter 66/226 - loss 6.31181885 - samples/sec: 302.58 - lr: 0.100000 | |
| 2021-03-02 12:18:36,424 epoch 11 - iter 88/226 - loss 6.30399061 - samples/sec: 289.27 - lr: 0.100000 | |
| 2021-03-02 12:18:41,104 epoch 11 - iter 110/226 - loss 6.25753505 - samples/sec: 301.15 - lr: 0.100000 | |
| 2021-03-02 12:18:45,644 epoch 11 - iter 132/226 - loss 6.22751645 - samples/sec: 310.43 - lr: 0.100000 | |
| 2021-03-02 12:18:50,164 epoch 11 - iter 154/226 - loss 6.22338431 - samples/sec: 311.81 - lr: 0.100000 | |
| 2021-03-02 12:18:55,190 epoch 11 - iter 176/226 - loss 6.21245406 - samples/sec: 280.40 - lr: 0.100000 | |
| 2021-03-02 12:18:59,921 epoch 11 - iter 198/226 - loss 6.21484717 - samples/sec: 297.86 - lr: 0.100000 | |
| 2021-03-02 12:19:04,994 epoch 11 - iter 220/226 - loss 6.22279377 - samples/sec: 277.76 - lr: 0.100000 | |
| 2021-03-02 12:19:06,267 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:19:06,267 EPOCH 11 done: loss 6.2259 - lr 0.1000000 | |
| 2021-03-02 12:19:08,794 DEV : loss 3.307126760482788 - score 0.9546 | |
| 2021-03-02 12:19:08,870 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:19:29,093 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:19:33,680 epoch 12 - iter 22/226 - loss 5.93327182 - samples/sec: 307.37 - lr: 0.100000 | |
| 2021-03-02 12:19:38,162 epoch 12 - iter 44/226 - loss 6.07209740 - samples/sec: 314.28 - lr: 0.100000 | |
| 2021-03-02 12:19:42,724 epoch 12 - iter 66/226 - loss 6.04609233 - samples/sec: 308.81 - lr: 0.100000 | |
| 2021-03-02 12:19:47,252 epoch 12 - iter 88/226 - loss 6.08296212 - samples/sec: 311.18 - lr: 0.100000 | |
| 2021-03-02 12:19:52,117 epoch 12 - iter 110/226 - loss 6.07122110 - samples/sec: 289.55 - lr: 0.100000 | |
| 2021-03-02 12:19:57,158 epoch 12 - iter 132/226 - loss 6.12324406 - samples/sec: 279.47 - lr: 0.100000 | |
| 2021-03-02 12:20:01,825 epoch 12 - iter 154/226 - loss 6.10276610 - samples/sec: 301.86 - lr: 0.100000 | |
| 2021-03-02 12:20:06,457 epoch 12 - iter 176/226 - loss 6.07245450 - samples/sec: 304.15 - lr: 0.100000 | |
| 2021-03-02 12:20:10,979 epoch 12 - iter 198/226 - loss 6.07118061 - samples/sec: 311.58 - lr: 0.100000 | |
| 2021-03-02 12:20:15,586 epoch 12 - iter 220/226 - loss 6.07307480 - samples/sec: 305.91 - lr: 0.100000 | |
| 2021-03-02 12:20:16,912 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:20:16,912 EPOCH 12 done: loss 6.0713 - lr 0.1000000 | |
| 2021-03-02 12:20:19,457 DEV : loss 3.209815502166748 - score 0.9563 | |
| 2021-03-02 12:20:19,532 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:20:39,724 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:20:44,162 epoch 13 - iter 22/226 - loss 5.81342946 - samples/sec: 317.81 - lr: 0.100000 | |
| 2021-03-02 12:20:48,842 epoch 13 - iter 44/226 - loss 5.78302381 - samples/sec: 301.13 - lr: 0.100000 | |
| 2021-03-02 12:20:53,599 epoch 13 - iter 66/226 - loss 5.90845238 - samples/sec: 296.23 - lr: 0.100000 | |
| 2021-03-02 12:20:58,208 epoch 13 - iter 88/226 - loss 5.94706044 - samples/sec: 305.71 - lr: 0.100000 | |
| 2021-03-02 12:21:02,974 epoch 13 - iter 110/226 - loss 5.97966439 - samples/sec: 295.66 - lr: 0.100000 | |
| 2021-03-02 12:21:07,653 epoch 13 - iter 132/226 - loss 5.93694615 - samples/sec: 301.17 - lr: 0.100000 | |
| 2021-03-02 12:21:12,313 epoch 13 - iter 154/226 - loss 5.94886271 - samples/sec: 302.30 - lr: 0.100000 | |
| 2021-03-02 12:21:17,217 epoch 13 - iter 176/226 - loss 5.94955487 - samples/sec: 287.31 - lr: 0.100000 | |
| 2021-03-02 12:21:22,505 epoch 13 - iter 198/226 - loss 5.97424826 - samples/sec: 266.45 - lr: 0.100000 | |
| 2021-03-02 12:21:26,923 epoch 13 - iter 220/226 - loss 5.96865309 - samples/sec: 318.92 - lr: 0.100000 | |
| 2021-03-02 12:21:28,210 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:21:28,211 EPOCH 13 done: loss 5.9666 - lr 0.1000000 | |
| 2021-03-02 12:21:30,759 DEV : loss 3.2812561988830566 - score 0.9551 | |
| 2021-03-02 12:21:30,836 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:21:30,839 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:21:35,554 epoch 14 - iter 22/226 - loss 5.81323225 - samples/sec: 298.88 - lr: 0.100000 | |
| 2021-03-02 12:21:40,252 epoch 14 - iter 44/226 - loss 5.73190269 - samples/sec: 299.97 - lr: 0.100000 | |
| 2021-03-02 12:21:48,188 epoch 14 - iter 66/226 - loss 5.76177246 - samples/sec: 177.51 - lr: 0.100000 | |
| 2021-03-02 12:21:52,900 epoch 14 - iter 88/226 - loss 5.79665021 - samples/sec: 298.98 - lr: 0.100000 | |
| 2021-03-02 12:21:57,848 epoch 14 - iter 110/226 - loss 5.75312194 - samples/sec: 284.71 - lr: 0.100000 | |
| 2021-03-02 12:22:02,511 epoch 14 - iter 132/226 - loss 5.77030836 - samples/sec: 302.10 - lr: 0.100000 | |
| 2021-03-02 12:22:07,125 epoch 14 - iter 154/226 - loss 5.83146126 - samples/sec: 305.33 - lr: 0.100000 | |
| 2021-03-02 12:22:11,674 epoch 14 - iter 176/226 - loss 5.80009570 - samples/sec: 309.72 - lr: 0.100000 | |
| 2021-03-02 12:22:16,248 epoch 14 - iter 198/226 - loss 5.79420889 - samples/sec: 307.97 - lr: 0.100000 | |
| 2021-03-02 12:22:21,005 epoch 14 - iter 220/226 - loss 5.82198828 - samples/sec: 296.12 - lr: 0.100000 | |
| 2021-03-02 12:22:22,181 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:22:22,181 EPOCH 14 done: loss 5.8154 - lr 0.1000000 | |
| 2021-03-02 12:22:24,660 DEV : loss 3.0533204078674316 - score 0.9579 | |
| 2021-03-02 12:22:24,737 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:22:44,982 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:22:49,441 epoch 15 - iter 22/226 - loss 5.67295259 - samples/sec: 316.16 - lr: 0.100000 | |
| 2021-03-02 12:22:54,101 epoch 15 - iter 44/226 - loss 5.68083337 - samples/sec: 302.38 - lr: 0.100000 | |
| 2021-03-02 12:22:58,846 epoch 15 - iter 66/226 - loss 5.68906723 - samples/sec: 296.99 - lr: 0.100000 | |
| 2021-03-02 12:23:03,586 epoch 15 - iter 88/226 - loss 5.68500325 - samples/sec: 297.27 - lr: 0.100000 | |
| 2021-03-02 12:23:08,270 epoch 15 - iter 110/226 - loss 5.71941836 - samples/sec: 300.79 - lr: 0.100000 | |
| 2021-03-02 12:23:13,556 epoch 15 - iter 132/226 - loss 5.73539855 - samples/sec: 266.58 - lr: 0.100000 | |
| 2021-03-02 12:23:18,121 epoch 15 - iter 154/226 - loss 5.71976479 - samples/sec: 308.60 - lr: 0.100000 | |
| 2021-03-02 12:23:22,669 epoch 15 - iter 176/226 - loss 5.70429908 - samples/sec: 309.82 - lr: 0.100000 | |
| 2021-03-02 12:23:27,248 epoch 15 - iter 198/226 - loss 5.69654963 - samples/sec: 307.72 - lr: 0.100000 | |
| 2021-03-02 12:23:32,011 epoch 15 - iter 220/226 - loss 5.73062568 - samples/sec: 295.79 - lr: 0.100000 | |
| 2021-03-02 12:23:33,343 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:23:33,344 EPOCH 15 done: loss 5.7281 - lr 0.1000000 | |
| 2021-03-02 12:23:35,885 DEV : loss 3.098984718322754 - score 0.9583 | |
| 2021-03-02 12:23:35,961 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:23:56,120 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:24:00,657 epoch 16 - iter 22/226 - loss 5.47865434 - samples/sec: 310.73 - lr: 0.100000 | |
| 2021-03-02 12:24:05,279 epoch 16 - iter 44/226 - loss 5.64975263 - samples/sec: 304.75 - lr: 0.100000 | |
| 2021-03-02 12:24:10,009 epoch 16 - iter 66/226 - loss 5.75589168 - samples/sec: 297.85 - lr: 0.100000 | |
| 2021-03-02 12:24:14,660 epoch 16 - iter 88/226 - loss 5.76748121 - samples/sec: 302.86 - lr: 0.100000 | |
| 2021-03-02 12:24:19,354 epoch 16 - iter 110/226 - loss 5.74031863 - samples/sec: 300.17 - lr: 0.100000 | |
| 2021-03-02 12:24:24,003 epoch 16 - iter 132/226 - loss 5.70169360 - samples/sec: 303.08 - lr: 0.100000 | |
| 2021-03-02 12:24:28,940 epoch 16 - iter 154/226 - loss 5.70688458 - samples/sec: 285.46 - lr: 0.100000 | |
| 2021-03-02 12:24:33,461 epoch 16 - iter 176/226 - loss 5.68941835 - samples/sec: 311.68 - lr: 0.100000 | |
| 2021-03-02 12:24:38,852 epoch 16 - iter 198/226 - loss 5.70622014 - samples/sec: 261.37 - lr: 0.100000 | |
| 2021-03-02 12:24:43,407 epoch 16 - iter 220/226 - loss 5.66966486 - samples/sec: 309.35 - lr: 0.100000 | |
| 2021-03-02 12:24:44,653 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:24:44,653 EPOCH 16 done: loss 5.6698 - lr 0.1000000 | |
| 2021-03-02 12:24:47,200 DEV : loss 3.0057859420776367 - score 0.96 | |
| 2021-03-02 12:24:47,276 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:25:07,500 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:25:11,868 epoch 17 - iter 22/226 - loss 5.40437154 - samples/sec: 322.74 - lr: 0.100000 | |
| 2021-03-02 12:25:16,158 epoch 17 - iter 44/226 - loss 5.42225520 - samples/sec: 328.36 - lr: 0.100000 | |
| 2021-03-02 12:25:20,504 epoch 17 - iter 66/226 - loss 5.51035500 - samples/sec: 324.12 - lr: 0.100000 | |
| 2021-03-02 12:25:25,388 epoch 17 - iter 88/226 - loss 5.51269228 - samples/sec: 288.40 - lr: 0.100000 | |
| 2021-03-02 12:25:29,713 epoch 17 - iter 110/226 - loss 5.51827302 - samples/sec: 325.74 - lr: 0.100000 | |
| 2021-03-02 12:25:34,198 epoch 17 - iter 132/226 - loss 5.52896604 - samples/sec: 314.07 - lr: 0.100000 | |
| 2021-03-02 12:25:38,930 epoch 17 - iter 154/226 - loss 5.56259544 - samples/sec: 297.64 - lr: 0.100000 | |
| 2021-03-02 12:25:43,195 epoch 17 - iter 176/226 - loss 5.52899651 - samples/sec: 330.28 - lr: 0.100000 | |
| 2021-03-02 12:25:47,505 epoch 17 - iter 198/226 - loss 5.52833287 - samples/sec: 326.86 - lr: 0.100000 | |
| 2021-03-02 12:25:51,837 epoch 17 - iter 220/226 - loss 5.52376431 - samples/sec: 325.23 - lr: 0.100000 | |
| 2021-03-02 12:25:52,977 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:25:52,978 EPOCH 17 done: loss 5.5238 - lr 0.1000000 | |
| 2021-03-02 12:25:55,534 DEV : loss 2.9501729011535645 - score 0.9609 | |
| 2021-03-02 12:25:55,610 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:26:15,851 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:26:20,379 epoch 18 - iter 22/226 - loss 5.36729024 - samples/sec: 311.42 - lr: 0.100000 | |
| 2021-03-02 12:26:25,120 epoch 18 - iter 44/226 - loss 5.56896599 - samples/sec: 297.22 - lr: 0.100000 | |
| 2021-03-02 12:26:30,019 epoch 18 - iter 66/226 - loss 5.59357333 - samples/sec: 287.64 - lr: 0.100000 | |
| 2021-03-02 12:26:34,715 epoch 18 - iter 88/226 - loss 5.57033093 - samples/sec: 300.04 - lr: 0.100000 | |
| 2021-03-02 12:26:39,382 epoch 18 - iter 110/226 - loss 5.53054149 - samples/sec: 301.91 - lr: 0.100000 | |
| 2021-03-02 12:26:43,943 epoch 18 - iter 132/226 - loss 5.46317616 - samples/sec: 308.89 - lr: 0.100000 | |
| 2021-03-02 12:26:48,844 epoch 18 - iter 154/226 - loss 5.48394228 - samples/sec: 287.51 - lr: 0.100000 | |
| 2021-03-02 12:26:53,963 epoch 18 - iter 176/226 - loss 5.45764952 - samples/sec: 275.22 - lr: 0.100000 | |
| 2021-03-02 12:26:58,640 epoch 18 - iter 198/226 - loss 5.44608234 - samples/sec: 301.21 - lr: 0.100000 | |
| 2021-03-02 12:27:03,288 epoch 18 - iter 220/226 - loss 5.44462931 - samples/sec: 303.09 - lr: 0.100000 | |
| 2021-03-02 12:27:04,562 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:27:04,563 EPOCH 18 done: loss 5.4394 - lr 0.1000000 | |
| 2021-03-02 12:27:07,065 DEV : loss 2.8849360942840576 - score 0.9613 | |
| 2021-03-02 12:27:07,141 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:27:27,047 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:27:32,056 epoch 19 - iter 22/226 - loss 5.62021156 - samples/sec: 281.49 - lr: 0.100000 | |
| 2021-03-02 12:27:36,806 epoch 19 - iter 44/226 - loss 5.54764419 - samples/sec: 296.70 - lr: 0.100000 | |
| 2021-03-02 12:27:41,463 epoch 19 - iter 66/226 - loss 5.52793049 - samples/sec: 302.64 - lr: 0.100000 | |
| 2021-03-02 12:27:45,972 epoch 19 - iter 88/226 - loss 5.39090671 - samples/sec: 312.55 - lr: 0.100000 | |
| 2021-03-02 12:27:50,572 epoch 19 - iter 110/226 - loss 5.39549201 - samples/sec: 306.32 - lr: 0.100000 | |
| 2021-03-02 12:27:55,119 epoch 19 - iter 132/226 - loss 5.41734884 - samples/sec: 309.91 - lr: 0.100000 | |
| 2021-03-02 12:27:59,818 epoch 19 - iter 154/226 - loss 5.43162913 - samples/sec: 299.85 - lr: 0.100000 | |
| 2021-03-02 12:28:04,737 epoch 19 - iter 176/226 - loss 5.45924142 - samples/sec: 286.45 - lr: 0.100000 | |
| 2021-03-02 12:28:09,537 epoch 19 - iter 198/226 - loss 5.44415974 - samples/sec: 293.47 - lr: 0.100000 | |
| 2021-03-02 12:28:14,196 epoch 19 - iter 220/226 - loss 5.43138959 - samples/sec: 302.38 - lr: 0.100000 | |
| 2021-03-02 12:28:15,498 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:28:15,498 EPOCH 19 done: loss 5.4303 - lr 0.1000000 | |
| 2021-03-02 12:28:18,037 DEV : loss 2.8557286262512207 - score 0.9618 | |
| 2021-03-02 12:28:18,113 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:28:38,223 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:28:43,638 epoch 20 - iter 22/226 - loss 5.54791353 - samples/sec: 260.26 - lr: 0.100000 | |
| 2021-03-02 12:28:48,402 epoch 20 - iter 44/226 - loss 5.37923357 - samples/sec: 295.76 - lr: 0.100000 | |
| 2021-03-02 12:28:52,989 epoch 20 - iter 66/226 - loss 5.29709985 - samples/sec: 307.24 - lr: 0.100000 | |
| 2021-03-02 12:28:57,804 epoch 20 - iter 88/226 - loss 5.28773033 - samples/sec: 292.72 - lr: 0.100000 | |
| 2021-03-02 12:29:02,454 epoch 20 - iter 110/226 - loss 5.29019342 - samples/sec: 303.13 - lr: 0.100000 | |
| 2021-03-02 12:29:07,358 epoch 20 - iter 132/226 - loss 5.32519963 - samples/sec: 287.41 - lr: 0.100000 | |
| 2021-03-02 12:29:11,987 epoch 20 - iter 154/226 - loss 5.30066517 - samples/sec: 304.59 - lr: 0.100000 | |
| 2021-03-02 12:29:16,909 epoch 20 - iter 176/226 - loss 5.31746499 - samples/sec: 286.38 - lr: 0.100000 | |
| 2021-03-02 12:29:21,725 epoch 20 - iter 198/226 - loss 5.32019624 - samples/sec: 292.61 - lr: 0.100000 | |
| 2021-03-02 12:29:26,564 epoch 20 - iter 220/226 - loss 5.31880456 - samples/sec: 291.27 - lr: 0.100000 | |
| 2021-03-02 12:29:27,876 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:29:27,877 EPOCH 20 done: loss 5.3224 - lr 0.1000000 | |
| 2021-03-02 12:29:30,422 DEV : loss 2.8642454147338867 - score 0.9611 | |
| 2021-03-02 12:29:30,498 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:29:30,500 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:29:35,199 epoch 21 - iter 22/226 - loss 5.29684468 - samples/sec: 299.88 - lr: 0.100000 | |
| 2021-03-02 12:29:40,139 epoch 21 - iter 44/226 - loss 5.22048582 - samples/sec: 285.25 - lr: 0.100000 | |
| 2021-03-02 12:29:45,356 epoch 21 - iter 66/226 - loss 5.33847497 - samples/sec: 270.07 - lr: 0.100000 | |
| 2021-03-02 12:29:50,202 epoch 21 - iter 88/226 - loss 5.28791927 - samples/sec: 290.75 - lr: 0.100000 | |
| 2021-03-02 12:29:55,039 epoch 21 - iter 110/226 - loss 5.27051547 - samples/sec: 291.29 - lr: 0.100000 | |
| 2021-03-02 12:29:59,942 epoch 21 - iter 132/226 - loss 5.29416718 - samples/sec: 287.32 - lr: 0.100000 | |
| 2021-03-02 12:30:04,679 epoch 21 - iter 154/226 - loss 5.25552902 - samples/sec: 297.42 - lr: 0.100000 | |
| 2021-03-02 12:30:09,439 epoch 21 - iter 176/226 - loss 5.27564516 - samples/sec: 296.02 - lr: 0.100000 | |
| 2021-03-02 12:30:14,177 epoch 21 - iter 198/226 - loss 5.29864389 - samples/sec: 297.38 - lr: 0.100000 | |
| 2021-03-02 12:30:18,730 epoch 21 - iter 220/226 - loss 5.29099408 - samples/sec: 309.51 - lr: 0.100000 | |
| 2021-03-02 12:30:20,246 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:30:20,246 EPOCH 21 done: loss 5.2912 - lr 0.1000000 | |
| 2021-03-02 12:30:22,803 DEV : loss 2.8174052238464355 - score 0.9618 | |
| 2021-03-02 12:30:22,879 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:30:43,079 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:30:47,557 epoch 22 - iter 22/226 - loss 4.91625257 - samples/sec: 315.05 - lr: 0.100000 | |
| 2021-03-02 12:30:52,245 epoch 22 - iter 44/226 - loss 5.07609846 - samples/sec: 300.60 - lr: 0.100000 | |
| 2021-03-02 12:30:56,927 epoch 22 - iter 66/226 - loss 5.11949955 - samples/sec: 301.02 - lr: 0.100000 | |
| 2021-03-02 12:31:01,651 epoch 22 - iter 88/226 - loss 5.17461276 - samples/sec: 298.33 - lr: 0.100000 | |
| 2021-03-02 12:31:06,458 epoch 22 - iter 110/226 - loss 5.18773076 - samples/sec: 293.16 - lr: 0.100000 | |
| 2021-03-02 12:31:11,284 epoch 22 - iter 132/226 - loss 5.24821421 - samples/sec: 292.02 - lr: 0.100000 | |
| 2021-03-02 12:31:15,885 epoch 22 - iter 154/226 - loss 5.28143251 - samples/sec: 306.23 - lr: 0.100000 | |
| 2021-03-02 12:31:20,590 epoch 22 - iter 176/226 - loss 5.26149465 - samples/sec: 299.51 - lr: 0.100000 | |
| 2021-03-02 12:31:25,199 epoch 22 - iter 198/226 - loss 5.26389915 - samples/sec: 305.68 - lr: 0.100000 | |
| 2021-03-02 12:31:30,435 epoch 22 - iter 220/226 - loss 5.24284517 - samples/sec: 269.04 - lr: 0.100000 | |
| 2021-03-02 12:31:31,790 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:31:31,790 EPOCH 22 done: loss 5.2386 - lr 0.1000000 | |
| 2021-03-02 12:31:34,300 DEV : loss 2.7941231727600098 - score 0.962 | |
| 2021-03-02 12:31:34,377 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:31:54,349 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:31:59,057 epoch 23 - iter 22/226 - loss 5.12484332 - samples/sec: 299.45 - lr: 0.100000 | |
| 2021-03-02 12:32:03,690 epoch 23 - iter 44/226 - loss 5.08499758 - samples/sec: 304.09 - lr: 0.100000 | |
| 2021-03-02 12:32:08,285 epoch 23 - iter 66/226 - loss 5.12916445 - samples/sec: 306.70 - lr: 0.100000 | |
| 2021-03-02 12:32:13,670 epoch 23 - iter 88/226 - loss 5.22015781 - samples/sec: 261.68 - lr: 0.100000 | |
| 2021-03-02 12:32:18,430 epoch 23 - iter 110/226 - loss 5.22409021 - samples/sec: 296.08 - lr: 0.100000 | |
| 2021-03-02 12:32:23,088 epoch 23 - iter 132/226 - loss 5.20612405 - samples/sec: 302.52 - lr: 0.100000 | |
| 2021-03-02 12:32:27,703 epoch 23 - iter 154/226 - loss 5.16836774 - samples/sec: 305.31 - lr: 0.100000 | |
| 2021-03-02 12:32:32,306 epoch 23 - iter 176/226 - loss 5.16979364 - samples/sec: 306.12 - lr: 0.100000 | |
| 2021-03-02 12:32:36,817 epoch 23 - iter 198/226 - loss 5.15159683 - samples/sec: 312.31 - lr: 0.100000 | |
| 2021-03-02 12:32:41,623 epoch 23 - iter 220/226 - loss 5.18111385 - samples/sec: 293.14 - lr: 0.100000 | |
| 2021-03-02 12:32:43,142 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:32:43,143 EPOCH 23 done: loss 5.1746 - lr 0.1000000 | |
| 2021-03-02 12:32:45,664 DEV : loss 2.8065927028656006 - score 0.9622 | |
| 2021-03-02 12:32:45,739 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:33:05,567 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:33:10,366 epoch 24 - iter 22/226 - loss 5.00725503 - samples/sec: 293.75 - lr: 0.100000 | |
| 2021-03-02 12:33:15,281 epoch 24 - iter 44/226 - loss 5.10604477 - samples/sec: 286.65 - lr: 0.100000 | |
| 2021-03-02 12:33:20,037 epoch 24 - iter 66/226 - loss 5.12667553 - samples/sec: 296.25 - lr: 0.100000 | |
| 2021-03-02 12:33:24,625 epoch 24 - iter 88/226 - loss 5.12941140 - samples/sec: 307.08 - lr: 0.100000 | |
| 2021-03-02 12:33:29,300 epoch 24 - iter 110/226 - loss 5.14817616 - samples/sec: 301.38 - lr: 0.100000 | |
| 2021-03-02 12:33:34,168 epoch 24 - iter 132/226 - loss 5.14762985 - samples/sec: 289.47 - lr: 0.100000 | |
| 2021-03-02 12:33:38,901 epoch 24 - iter 154/226 - loss 5.16203197 - samples/sec: 297.77 - lr: 0.100000 | |
| 2021-03-02 12:33:44,477 epoch 24 - iter 176/226 - loss 5.16515541 - samples/sec: 252.77 - lr: 0.100000 | |
| 2021-03-02 12:33:49,235 epoch 24 - iter 198/226 - loss 5.16429772 - samples/sec: 296.24 - lr: 0.100000 | |
| 2021-03-02 12:33:53,860 epoch 24 - iter 220/226 - loss 5.15188599 - samples/sec: 304.76 - lr: 0.100000 | |
| 2021-03-02 12:33:55,055 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:33:55,056 EPOCH 24 done: loss 5.1367 - lr 0.1000000 | |
| 2021-03-02 12:33:57,618 DEV : loss 2.727389097213745 - score 0.9635 | |
| 2021-03-02 12:33:57,694 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:34:17,912 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:34:22,726 epoch 25 - iter 22/226 - loss 5.28198654 - samples/sec: 292.82 - lr: 0.100000 | |
| 2021-03-02 12:34:27,515 epoch 25 - iter 44/226 - loss 5.09249745 - samples/sec: 294.19 - lr: 0.100000 | |
| 2021-03-02 12:34:32,682 epoch 25 - iter 66/226 - loss 5.01988124 - samples/sec: 272.66 - lr: 0.100000 | |
| 2021-03-02 12:34:37,463 epoch 25 - iter 88/226 - loss 5.07119706 - samples/sec: 294.67 - lr: 0.100000 | |
| 2021-03-02 12:34:41,881 epoch 25 - iter 110/226 - loss 5.04652565 - samples/sec: 318.94 - lr: 0.100000 | |
| 2021-03-02 12:34:46,415 epoch 25 - iter 132/226 - loss 5.05910077 - samples/sec: 310.71 - lr: 0.100000 | |
| 2021-03-02 12:34:50,911 epoch 25 - iter 154/226 - loss 5.05163763 - samples/sec: 313.36 - lr: 0.100000 | |
| 2021-03-02 12:34:55,527 epoch 25 - iter 176/226 - loss 5.04420760 - samples/sec: 305.22 - lr: 0.100000 | |
| 2021-03-02 12:35:00,037 epoch 25 - iter 198/226 - loss 5.03629188 - samples/sec: 312.37 - lr: 0.100000 | |
| 2021-03-02 12:35:04,729 epoch 25 - iter 220/226 - loss 5.04604290 - samples/sec: 300.27 - lr: 0.100000 | |
| 2021-03-02 12:35:05,993 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:35:05,993 EPOCH 25 done: loss 5.0482 - lr 0.1000000 | |
| 2021-03-02 12:35:08,545 DEV : loss 2.7719874382019043 - score 0.9622 | |
| 2021-03-02 12:35:08,621 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:35:08,623 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:35:13,597 epoch 26 - iter 22/226 - loss 5.15162227 - samples/sec: 283.30 - lr: 0.100000 | |
| 2021-03-02 12:35:18,155 epoch 26 - iter 44/226 - loss 5.03666749 - samples/sec: 309.18 - lr: 0.100000 | |
| 2021-03-02 12:35:22,736 epoch 26 - iter 66/226 - loss 5.01081347 - samples/sec: 307.58 - lr: 0.100000 | |
| 2021-03-02 12:35:27,376 epoch 26 - iter 88/226 - loss 4.98357954 - samples/sec: 303.67 - lr: 0.100000 | |
| 2021-03-02 12:35:32,123 epoch 26 - iter 110/226 - loss 4.99164035 - samples/sec: 296.87 - lr: 0.100000 | |
| 2021-03-02 12:35:36,882 epoch 26 - iter 132/226 - loss 5.01850202 - samples/sec: 296.08 - lr: 0.100000 | |
| 2021-03-02 12:35:41,405 epoch 26 - iter 154/226 - loss 5.02703794 - samples/sec: 311.50 - lr: 0.100000 | |
| 2021-03-02 12:35:45,952 epoch 26 - iter 176/226 - loss 5.01172684 - samples/sec: 309.82 - lr: 0.100000 | |
| 2021-03-02 12:35:50,544 epoch 26 - iter 198/226 - loss 5.00266386 - samples/sec: 306.83 - lr: 0.100000 | |
| 2021-03-02 12:35:55,501 epoch 26 - iter 220/226 - loss 5.00865761 - samples/sec: 284.20 - lr: 0.100000 | |
| 2021-03-02 12:35:56,659 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:35:56,659 EPOCH 26 done: loss 5.0126 - lr 0.1000000 | |
| 2021-03-02 12:35:59,152 DEV : loss 2.764522075653076 - score 0.9626 | |
| 2021-03-02 12:35:59,228 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 12:35:59,230 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:36:04,228 epoch 27 - iter 22/226 - loss 4.85356351 - samples/sec: 281.87 - lr: 0.100000 | |
| 2021-03-02 12:36:08,909 epoch 27 - iter 44/226 - loss 4.84228600 - samples/sec: 300.93 - lr: 0.100000 | |
| 2021-03-02 12:36:13,528 epoch 27 - iter 66/226 - loss 4.94531875 - samples/sec: 304.98 - lr: 0.100000 | |
| 2021-03-02 12:36:18,071 epoch 27 - iter 88/226 - loss 4.93810143 - samples/sec: 310.12 - lr: 0.100000 | |
| 2021-03-02 12:36:22,587 epoch 27 - iter 110/226 - loss 4.95903680 - samples/sec: 311.92 - lr: 0.100000 | |
| 2021-03-02 12:36:27,365 epoch 27 - iter 132/226 - loss 4.94009423 - samples/sec: 294.95 - lr: 0.100000 | |
| 2021-03-02 12:36:32,083 epoch 27 - iter 154/226 - loss 4.93020583 - samples/sec: 298.63 - lr: 0.100000 | |
| 2021-03-02 12:36:36,723 epoch 27 - iter 176/226 - loss 4.92373899 - samples/sec: 303.74 - lr: 0.100000 | |
| 2021-03-02 12:36:41,265 epoch 27 - iter 198/226 - loss 4.92328239 - samples/sec: 310.29 - lr: 0.100000 | |
| 2021-03-02 12:36:45,927 epoch 27 - iter 220/226 - loss 4.93293071 - samples/sec: 302.23 - lr: 0.100000 | |
| 2021-03-02 12:36:47,171 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:36:47,171 EPOCH 27 done: loss 4.9323 - lr 0.1000000 | |
| 2021-03-02 12:36:49,723 DEV : loss 2.750129461288452 - score 0.9635 | |
| 2021-03-02 12:36:49,799 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 12:36:49,801 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:36:54,446 epoch 28 - iter 22/226 - loss 4.90738409 - samples/sec: 303.39 - lr: 0.100000 | |
| 2021-03-02 12:36:59,198 epoch 28 - iter 44/226 - loss 4.93428412 - samples/sec: 296.44 - lr: 0.100000 | |
| 2021-03-02 12:37:03,681 epoch 28 - iter 66/226 - loss 4.89926485 - samples/sec: 314.26 - lr: 0.100000 | |
| 2021-03-02 12:37:08,481 epoch 28 - iter 88/226 - loss 4.92100635 - samples/sec: 293.49 - lr: 0.100000 | |
| 2021-03-02 12:37:13,190 epoch 28 - iter 110/226 - loss 4.92670722 - samples/sec: 299.17 - lr: 0.100000 | |
| 2021-03-02 12:37:17,702 epoch 28 - iter 132/226 - loss 4.94115182 - samples/sec: 312.21 - lr: 0.100000 | |
| 2021-03-02 12:37:22,148 epoch 28 - iter 154/226 - loss 4.93711268 - samples/sec: 316.87 - lr: 0.100000 | |
| 2021-03-02 12:37:27,079 epoch 28 - iter 176/226 - loss 4.91109105 - samples/sec: 285.74 - lr: 0.100000 | |
| 2021-03-02 12:37:31,758 epoch 28 - iter 198/226 - loss 4.93562892 - samples/sec: 301.09 - lr: 0.100000 | |
| 2021-03-02 12:37:36,548 epoch 28 - iter 220/226 - loss 4.93658625 - samples/sec: 294.22 - lr: 0.100000 | |
| 2021-03-02 12:37:37,789 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:37:37,790 EPOCH 28 done: loss 4.9341 - lr 0.1000000 | |
| 2021-03-02 12:37:40,338 DEV : loss 2.7224578857421875 - score 0.9634 | |
| 2021-03-02 12:37:40,414 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 12:37:40,416 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:37:45,080 epoch 29 - iter 22/226 - loss 4.74876939 - samples/sec: 302.20 - lr: 0.050000 | |
| 2021-03-02 12:37:49,590 epoch 29 - iter 44/226 - loss 4.84494490 - samples/sec: 312.45 - lr: 0.050000 | |
| 2021-03-02 12:37:54,221 epoch 29 - iter 66/226 - loss 4.92065695 - samples/sec: 304.26 - lr: 0.050000 | |
| 2021-03-02 12:37:58,613 epoch 29 - iter 88/226 - loss 4.89912525 - samples/sec: 320.74 - lr: 0.050000 | |
| 2021-03-02 12:38:03,225 epoch 29 - iter 110/226 - loss 4.88014929 - samples/sec: 305.53 - lr: 0.050000 | |
| 2021-03-02 12:38:08,001 epoch 29 - iter 132/226 - loss 4.89052036 - samples/sec: 294.99 - lr: 0.050000 | |
| 2021-03-02 12:38:12,535 epoch 29 - iter 154/226 - loss 4.82561046 - samples/sec: 310.73 - lr: 0.050000 | |
| 2021-03-02 12:38:17,731 epoch 29 - iter 176/226 - loss 4.84309944 - samples/sec: 271.14 - lr: 0.050000 | |
| 2021-03-02 12:38:22,573 epoch 29 - iter 198/226 - loss 4.86181862 - samples/sec: 290.97 - lr: 0.050000 | |
| 2021-03-02 12:38:27,176 epoch 29 - iter 220/226 - loss 4.83731847 - samples/sec: 306.05 - lr: 0.050000 | |
| 2021-03-02 12:38:28,609 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:38:28,610 EPOCH 29 done: loss 4.8280 - lr 0.0500000 | |
| 2021-03-02 12:38:31,161 DEV : loss 2.643817901611328 - score 0.965 | |
| 2021-03-02 12:38:31,243 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:38:51,437 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:38:56,195 epoch 30 - iter 22/226 - loss 4.94236820 - samples/sec: 296.48 - lr: 0.050000 | |
| 2021-03-02 12:39:01,251 epoch 30 - iter 44/226 - loss 4.87298515 - samples/sec: 278.78 - lr: 0.050000 | |
| 2021-03-02 12:39:05,847 epoch 30 - iter 66/226 - loss 4.87605703 - samples/sec: 306.66 - lr: 0.050000 | |
| 2021-03-02 12:39:10,503 epoch 30 - iter 88/226 - loss 4.78286774 - samples/sec: 302.70 - lr: 0.050000 | |
| 2021-03-02 12:39:15,109 epoch 30 - iter 110/226 - loss 4.70364232 - samples/sec: 305.89 - lr: 0.050000 | |
| 2021-03-02 12:39:19,951 epoch 30 - iter 132/226 - loss 4.70045568 - samples/sec: 291.05 - lr: 0.050000 | |
| 2021-03-02 12:39:24,667 epoch 30 - iter 154/226 - loss 4.69287239 - samples/sec: 298.81 - lr: 0.050000 | |
| 2021-03-02 12:39:29,629 epoch 30 - iter 176/226 - loss 4.75636665 - samples/sec: 283.95 - lr: 0.050000 | |
| 2021-03-02 12:39:37,328 epoch 30 - iter 198/226 - loss 4.76209223 - samples/sec: 182.94 - lr: 0.050000 | |
| 2021-03-02 12:39:42,237 epoch 30 - iter 220/226 - loss 4.76975885 - samples/sec: 287.01 - lr: 0.050000 | |
| 2021-03-02 12:39:43,446 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:39:43,447 EPOCH 30 done: loss 4.7663 - lr 0.0500000 | |
| 2021-03-02 12:39:45,979 DEV : loss 2.677062511444092 - score 0.9645 | |
| 2021-03-02 12:39:46,055 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:39:46,057 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:39:50,787 epoch 31 - iter 22/226 - loss 4.81702999 - samples/sec: 298.05 - lr: 0.050000 | |
| 2021-03-02 12:39:55,518 epoch 31 - iter 44/226 - loss 4.76242047 - samples/sec: 297.88 - lr: 0.050000 | |
| 2021-03-02 12:40:00,325 epoch 31 - iter 66/226 - loss 4.73913543 - samples/sec: 293.18 - lr: 0.050000 | |
| 2021-03-02 12:40:05,312 epoch 31 - iter 88/226 - loss 4.73114073 - samples/sec: 282.58 - lr: 0.050000 | |
| 2021-03-02 12:40:09,822 epoch 31 - iter 110/226 - loss 4.73687147 - samples/sec: 312.49 - lr: 0.050000 | |
| 2021-03-02 12:40:14,582 epoch 31 - iter 132/226 - loss 4.71922659 - samples/sec: 296.02 - lr: 0.050000 | |
| 2021-03-02 12:40:19,372 epoch 31 - iter 154/226 - loss 4.72078651 - samples/sec: 294.17 - lr: 0.050000 | |
| 2021-03-02 12:40:24,607 epoch 31 - iter 176/226 - loss 4.75659071 - samples/sec: 269.10 - lr: 0.050000 | |
| 2021-03-02 12:40:29,279 epoch 31 - iter 198/226 - loss 4.74592781 - samples/sec: 301.61 - lr: 0.050000 | |
| 2021-03-02 12:40:33,896 epoch 31 - iter 220/226 - loss 4.74337215 - samples/sec: 305.17 - lr: 0.050000 | |
| 2021-03-02 12:40:35,174 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:40:35,174 EPOCH 31 done: loss 4.7402 - lr 0.0500000 | |
| 2021-03-02 12:40:37,729 DEV : loss 2.6126627922058105 - score 0.9651 | |
| 2021-03-02 12:40:37,805 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:40:58,091 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:41:02,836 epoch 32 - iter 22/226 - loss 4.79364890 - samples/sec: 297.24 - lr: 0.050000 | |
| 2021-03-02 12:41:07,472 epoch 32 - iter 44/226 - loss 4.86209493 - samples/sec: 303.98 - lr: 0.050000 | |
| 2021-03-02 12:41:12,013 epoch 32 - iter 66/226 - loss 4.81317096 - samples/sec: 310.33 - lr: 0.050000 | |
| 2021-03-02 12:41:16,747 epoch 32 - iter 88/226 - loss 4.80211742 - samples/sec: 297.67 - lr: 0.050000 | |
| 2021-03-02 12:41:21,479 epoch 32 - iter 110/226 - loss 4.78087717 - samples/sec: 297.77 - lr: 0.050000 | |
| 2021-03-02 12:41:26,160 epoch 32 - iter 132/226 - loss 4.76927685 - samples/sec: 301.02 - lr: 0.050000 | |
| 2021-03-02 12:41:31,267 epoch 32 - iter 154/226 - loss 4.76803348 - samples/sec: 275.84 - lr: 0.050000 | |
| 2021-03-02 12:41:36,006 epoch 32 - iter 176/226 - loss 4.75998304 - samples/sec: 297.30 - lr: 0.050000 | |
| 2021-03-02 12:41:40,809 epoch 32 - iter 198/226 - loss 4.77127114 - samples/sec: 293.30 - lr: 0.050000 | |
| 2021-03-02 12:41:45,410 epoch 32 - iter 220/226 - loss 4.75493640 - samples/sec: 306.23 - lr: 0.050000 | |
| 2021-03-02 12:41:46,555 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:41:46,556 EPOCH 32 done: loss 4.7479 - lr 0.0500000 | |
| 2021-03-02 12:41:49,068 DEV : loss 2.6256086826324463 - score 0.9652 | |
| 2021-03-02 12:41:49,147 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:42:09,409 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:42:13,722 epoch 33 - iter 22/226 - loss 4.58837919 - samples/sec: 326.93 - lr: 0.050000 | |
| 2021-03-02 12:42:18,044 epoch 33 - iter 44/226 - loss 4.66200319 - samples/sec: 325.93 - lr: 0.050000 | |
| 2021-03-02 12:42:22,500 epoch 33 - iter 66/226 - loss 4.65533241 - samples/sec: 316.21 - lr: 0.050000 | |
| 2021-03-02 12:42:26,786 epoch 33 - iter 88/226 - loss 4.65853417 - samples/sec: 328.70 - lr: 0.050000 | |
| 2021-03-02 12:42:31,333 epoch 33 - iter 110/226 - loss 4.72646942 - samples/sec: 309.83 - lr: 0.050000 | |
| 2021-03-02 12:42:35,519 epoch 33 - iter 132/226 - loss 4.72529419 - samples/sec: 336.55 - lr: 0.050000 | |
| 2021-03-02 12:42:40,135 epoch 33 - iter 154/226 - loss 4.74222747 - samples/sec: 305.21 - lr: 0.050000 | |
| 2021-03-02 12:42:44,502 epoch 33 - iter 176/226 - loss 4.72501991 - samples/sec: 322.54 - lr: 0.050000 | |
| 2021-03-02 12:42:48,806 epoch 33 - iter 198/226 - loss 4.69053067 - samples/sec: 327.34 - lr: 0.050000 | |
| 2021-03-02 12:42:53,793 epoch 33 - iter 220/226 - loss 4.71906058 - samples/sec: 282.43 - lr: 0.050000 | |
| 2021-03-02 12:42:54,961 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:42:54,962 EPOCH 33 done: loss 4.7318 - lr 0.0500000 | |
| 2021-03-02 12:42:57,506 DEV : loss 2.627054452896118 - score 0.9642 | |
| 2021-03-02 12:42:57,581 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:42:57,584 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:43:01,988 epoch 34 - iter 22/226 - loss 4.81752751 - samples/sec: 319.87 - lr: 0.050000 | |
| 2021-03-02 12:43:06,149 epoch 34 - iter 44/226 - loss 4.73167309 - samples/sec: 338.51 - lr: 0.050000 | |
| 2021-03-02 12:43:10,500 epoch 34 - iter 66/226 - loss 4.67608619 - samples/sec: 323.71 - lr: 0.050000 | |
| 2021-03-02 12:43:14,893 epoch 34 - iter 88/226 - loss 4.69116685 - samples/sec: 320.59 - lr: 0.050000 | |
| 2021-03-02 12:43:19,760 epoch 34 - iter 110/226 - loss 4.70973603 - samples/sec: 289.44 - lr: 0.050000 | |
| 2021-03-02 12:43:24,261 epoch 34 - iter 132/226 - loss 4.69013260 - samples/sec: 312.95 - lr: 0.050000 | |
| 2021-03-02 12:43:28,593 epoch 34 - iter 154/226 - loss 4.67510394 - samples/sec: 325.17 - lr: 0.050000 | |
| 2021-03-02 12:43:32,919 epoch 34 - iter 176/226 - loss 4.66639337 - samples/sec: 325.65 - lr: 0.050000 | |
| 2021-03-02 12:43:37,264 epoch 34 - iter 198/226 - loss 4.68048262 - samples/sec: 324.31 - lr: 0.050000 | |
| 2021-03-02 12:43:41,535 epoch 34 - iter 220/226 - loss 4.66508796 - samples/sec: 329.88 - lr: 0.050000 | |
| 2021-03-02 12:43:42,771 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:43:42,772 EPOCH 34 done: loss 4.6667 - lr 0.0500000 | |
| 2021-03-02 12:43:45,307 DEV : loss 2.652263641357422 - score 0.9644 | |
| 2021-03-02 12:43:45,383 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 12:43:45,384 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:43:49,779 epoch 35 - iter 22/226 - loss 4.72938051 - samples/sec: 320.68 - lr: 0.050000 | |
| 2021-03-02 12:43:54,065 epoch 35 - iter 44/226 - loss 4.59454092 - samples/sec: 328.70 - lr: 0.050000 | |
| 2021-03-02 12:43:58,530 epoch 35 - iter 66/226 - loss 4.62790721 - samples/sec: 315.48 - lr: 0.050000 | |
| 2021-03-02 12:44:02,881 epoch 35 - iter 88/226 - loss 4.64621079 - samples/sec: 323.75 - lr: 0.050000 | |
| 2021-03-02 12:44:07,075 epoch 35 - iter 110/226 - loss 4.61482221 - samples/sec: 335.90 - lr: 0.050000 | |
| 2021-03-02 12:44:11,312 epoch 35 - iter 132/226 - loss 4.61588426 - samples/sec: 332.44 - lr: 0.050000 | |
| 2021-03-02 12:44:16,243 epoch 35 - iter 154/226 - loss 4.63431394 - samples/sec: 285.68 - lr: 0.050000 | |
| 2021-03-02 12:44:20,523 epoch 35 - iter 176/226 - loss 4.64901999 - samples/sec: 329.12 - lr: 0.050000 | |
| 2021-03-02 12:44:25,227 epoch 35 - iter 198/226 - loss 4.65339260 - samples/sec: 299.43 - lr: 0.050000 | |
| 2021-03-02 12:44:29,568 epoch 35 - iter 220/226 - loss 4.66191226 - samples/sec: 324.48 - lr: 0.050000 | |
| 2021-03-02 12:44:30,796 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:44:30,796 EPOCH 35 done: loss 4.6575 - lr 0.0500000 | |
| 2021-03-02 12:44:33,349 DEV : loss 2.5764060020446777 - score 0.9653 | |
| 2021-03-02 12:44:33,432 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:44:53,721 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:44:58,507 epoch 36 - iter 22/226 - loss 4.74134457 - samples/sec: 294.68 - lr: 0.050000 | |
| 2021-03-02 12:45:03,006 epoch 36 - iter 44/226 - loss 4.64485334 - samples/sec: 313.22 - lr: 0.050000 | |
| 2021-03-02 12:45:07,498 epoch 36 - iter 66/226 - loss 4.56865860 - samples/sec: 313.76 - lr: 0.050000 | |
| 2021-03-02 12:45:12,075 epoch 36 - iter 88/226 - loss 4.54897283 - samples/sec: 307.88 - lr: 0.050000 | |
| 2021-03-02 12:45:16,806 epoch 36 - iter 110/226 - loss 4.57288518 - samples/sec: 297.79 - lr: 0.050000 | |
| 2021-03-02 12:45:21,551 epoch 36 - iter 132/226 - loss 4.60097296 - samples/sec: 296.95 - lr: 0.050000 | |
| 2021-03-02 12:45:26,363 epoch 36 - iter 154/226 - loss 4.61330920 - samples/sec: 292.80 - lr: 0.050000 | |
| 2021-03-02 12:45:31,525 epoch 36 - iter 176/226 - loss 4.62630832 - samples/sec: 272.90 - lr: 0.050000 | |
| 2021-03-02 12:45:36,219 epoch 36 - iter 198/226 - loss 4.65080644 - samples/sec: 300.08 - lr: 0.050000 | |
| 2021-03-02 12:45:41,378 epoch 36 - iter 220/226 - loss 4.64752742 - samples/sec: 273.08 - lr: 0.050000 | |
| 2021-03-02 12:45:42,585 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:45:42,586 EPOCH 36 done: loss 4.6433 - lr 0.0500000 | |
| 2021-03-02 12:45:45,100 DEV : loss 2.5746216773986816 - score 0.9655 | |
| 2021-03-02 12:45:45,176 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:46:05,395 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:46:10,235 epoch 37 - iter 22/226 - loss 4.66562238 - samples/sec: 291.36 - lr: 0.050000 | |
| 2021-03-02 12:46:14,705 epoch 37 - iter 44/226 - loss 4.58943291 - samples/sec: 315.30 - lr: 0.050000 | |
| 2021-03-02 12:46:19,429 epoch 37 - iter 66/226 - loss 4.55338003 - samples/sec: 298.30 - lr: 0.050000 | |
| 2021-03-02 12:46:23,988 epoch 37 - iter 88/226 - loss 4.52589824 - samples/sec: 309.11 - lr: 0.050000 | |
| 2021-03-02 12:46:29,150 epoch 37 - iter 110/226 - loss 4.54333296 - samples/sec: 272.96 - lr: 0.050000 | |
| 2021-03-02 12:46:33,821 epoch 37 - iter 132/226 - loss 4.54862654 - samples/sec: 301.70 - lr: 0.050000 | |
| 2021-03-02 12:46:38,597 epoch 37 - iter 154/226 - loss 4.55880527 - samples/sec: 295.02 - lr: 0.050000 | |
| 2021-03-02 12:46:43,447 epoch 37 - iter 176/226 - loss 4.56151819 - samples/sec: 290.49 - lr: 0.050000 | |
| 2021-03-02 12:46:48,146 epoch 37 - iter 198/226 - loss 4.56235231 - samples/sec: 299.88 - lr: 0.050000 | |
| 2021-03-02 12:46:52,866 epoch 37 - iter 220/226 - loss 4.57658720 - samples/sec: 298.46 - lr: 0.050000 | |
| 2021-03-02 12:46:54,080 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:46:54,080 EPOCH 37 done: loss 4.5759 - lr 0.0500000 | |
| 2021-03-02 12:46:56,622 DEV : loss 2.5787086486816406 - score 0.9652 | |
| 2021-03-02 12:46:56,698 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:46:56,700 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:47:01,340 epoch 38 - iter 22/226 - loss 4.61333420 - samples/sec: 303.68 - lr: 0.050000 | |
| 2021-03-02 12:47:05,974 epoch 38 - iter 44/226 - loss 4.69679946 - samples/sec: 304.02 - lr: 0.050000 | |
| 2021-03-02 12:47:10,646 epoch 38 - iter 66/226 - loss 4.69750109 - samples/sec: 301.56 - lr: 0.050000 | |
| 2021-03-02 12:47:15,171 epoch 38 - iter 88/226 - loss 4.61004476 - samples/sec: 311.32 - lr: 0.050000 | |
| 2021-03-02 12:47:19,810 epoch 38 - iter 110/226 - loss 4.56752182 - samples/sec: 303.75 - lr: 0.050000 | |
| 2021-03-02 12:47:24,314 epoch 38 - iter 132/226 - loss 4.54566523 - samples/sec: 312.92 - lr: 0.050000 | |
| 2021-03-02 12:47:29,131 epoch 38 - iter 154/226 - loss 4.56347666 - samples/sec: 292.57 - lr: 0.050000 | |
| 2021-03-02 12:47:33,942 epoch 38 - iter 176/226 - loss 4.59016239 - samples/sec: 292.93 - lr: 0.050000 | |
| 2021-03-02 12:47:39,060 epoch 38 - iter 198/226 - loss 4.60928384 - samples/sec: 275.39 - lr: 0.050000 | |
| 2021-03-02 12:47:43,843 epoch 38 - iter 220/226 - loss 4.60784330 - samples/sec: 294.60 - lr: 0.050000 | |
| 2021-03-02 12:47:45,138 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:47:45,138 EPOCH 38 done: loss 4.6037 - lr 0.0500000 | |
| 2021-03-02 12:47:47,670 DEV : loss 2.5750954151153564 - score 0.9655 | |
| 2021-03-02 12:47:47,746 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 12:47:47,747 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:47:52,343 epoch 39 - iter 22/226 - loss 4.63389741 - samples/sec: 306.63 - lr: 0.050000 | |
| 2021-03-02 12:47:57,008 epoch 39 - iter 44/226 - loss 4.59737634 - samples/sec: 302.05 - lr: 0.050000 | |
| 2021-03-02 12:48:01,858 epoch 39 - iter 66/226 - loss 4.61314438 - samples/sec: 290.55 - lr: 0.050000 | |
| 2021-03-02 12:48:07,211 epoch 39 - iter 88/226 - loss 4.62947123 - samples/sec: 263.14 - lr: 0.050000 | |
| 2021-03-02 12:48:11,942 epoch 39 - iter 110/226 - loss 4.61889617 - samples/sec: 297.88 - lr: 0.050000 | |
| 2021-03-02 12:48:16,530 epoch 39 - iter 132/226 - loss 4.58621254 - samples/sec: 307.10 - lr: 0.050000 | |
| 2021-03-02 12:48:21,233 epoch 39 - iter 154/226 - loss 4.58238402 - samples/sec: 299.57 - lr: 0.050000 | |
| 2021-03-02 12:48:25,878 epoch 39 - iter 176/226 - loss 4.55898686 - samples/sec: 303.38 - lr: 0.050000 | |
| 2021-03-02 12:48:30,345 epoch 39 - iter 198/226 - loss 4.58150591 - samples/sec: 315.40 - lr: 0.050000 | |
| 2021-03-02 12:48:34,841 epoch 39 - iter 220/226 - loss 4.59080984 - samples/sec: 313.46 - lr: 0.050000 | |
| 2021-03-02 12:48:36,136 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:48:36,136 EPOCH 39 done: loss 4.5999 - lr 0.0500000 | |
| 2021-03-02 12:48:38,690 DEV : loss 2.546065330505371 - score 0.9663 | |
| 2021-03-02 12:48:38,766 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:48:59,020 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:49:03,937 epoch 40 - iter 22/226 - loss 4.64358004 - samples/sec: 286.84 - lr: 0.050000 | |
| 2021-03-02 12:49:08,488 epoch 40 - iter 44/226 - loss 4.63632184 - samples/sec: 309.67 - lr: 0.050000 | |
| 2021-03-02 12:49:13,189 epoch 40 - iter 66/226 - loss 4.60201601 - samples/sec: 299.78 - lr: 0.050000 | |
| 2021-03-02 12:49:18,183 epoch 40 - iter 88/226 - loss 4.54942156 - samples/sec: 282.16 - lr: 0.050000 | |
| 2021-03-02 12:49:23,074 epoch 40 - iter 110/226 - loss 4.54958003 - samples/sec: 288.05 - lr: 0.050000 | |
| 2021-03-02 12:49:27,748 epoch 40 - iter 132/226 - loss 4.53282000 - samples/sec: 301.45 - lr: 0.050000 | |
| 2021-03-02 12:49:33,023 epoch 40 - iter 154/226 - loss 4.53505744 - samples/sec: 267.11 - lr: 0.050000 | |
| 2021-03-02 12:49:37,660 epoch 40 - iter 176/226 - loss 4.53257261 - samples/sec: 303.80 - lr: 0.050000 | |
| 2021-03-02 12:49:42,135 epoch 40 - iter 198/226 - loss 4.51187128 - samples/sec: 314.88 - lr: 0.050000 | |
| 2021-03-02 12:49:46,661 epoch 40 - iter 220/226 - loss 4.53239982 - samples/sec: 311.23 - lr: 0.050000 | |
| 2021-03-02 12:49:47,888 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:49:47,889 EPOCH 40 done: loss 4.5349 - lr 0.0500000 | |
| 2021-03-02 12:49:50,401 DEV : loss 2.5598995685577393 - score 0.9657 | |
| 2021-03-02 12:49:50,477 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:49:50,479 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:49:55,279 epoch 41 - iter 22/226 - loss 4.53217761 - samples/sec: 293.50 - lr: 0.050000 | |
| 2021-03-02 12:50:00,038 epoch 41 - iter 44/226 - loss 4.47422222 - samples/sec: 296.02 - lr: 0.050000 | |
| 2021-03-02 12:50:04,483 epoch 41 - iter 66/226 - loss 4.48689580 - samples/sec: 316.95 - lr: 0.050000 | |
| 2021-03-02 12:50:09,272 epoch 41 - iter 88/226 - loss 4.49449517 - samples/sec: 294.28 - lr: 0.050000 | |
| 2021-03-02 12:50:14,042 epoch 41 - iter 110/226 - loss 4.52423211 - samples/sec: 295.39 - lr: 0.050000 | |
| 2021-03-02 12:50:18,835 epoch 41 - iter 132/226 - loss 4.53089580 - samples/sec: 294.01 - lr: 0.050000 | |
| 2021-03-02 12:50:23,545 epoch 41 - iter 154/226 - loss 4.55354000 - samples/sec: 299.20 - lr: 0.050000 | |
| 2021-03-02 12:50:28,149 epoch 41 - iter 176/226 - loss 4.55213997 - samples/sec: 306.10 - lr: 0.050000 | |
| 2021-03-02 12:50:33,221 epoch 41 - iter 198/226 - loss 4.59473947 - samples/sec: 277.75 - lr: 0.050000 | |
| 2021-03-02 12:50:37,801 epoch 41 - iter 220/226 - loss 4.57485249 - samples/sec: 307.66 - lr: 0.050000 | |
| 2021-03-02 12:50:39,097 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:50:39,098 EPOCH 41 done: loss 4.5827 - lr 0.0500000 | |
| 2021-03-02 12:50:41,614 DEV : loss 2.5540454387664795 - score 0.9662 | |
| 2021-03-02 12:50:41,690 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 12:50:41,691 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:50:46,776 epoch 42 - iter 22/226 - loss 4.63674366 - samples/sec: 277.12 - lr: 0.050000 | |
| 2021-03-02 12:50:51,479 epoch 42 - iter 44/226 - loss 4.62284796 - samples/sec: 299.51 - lr: 0.050000 | |
| 2021-03-02 12:50:56,388 epoch 42 - iter 66/226 - loss 4.58375311 - samples/sec: 287.01 - lr: 0.050000 | |
| 2021-03-02 12:51:01,212 epoch 42 - iter 88/226 - loss 4.58960593 - samples/sec: 292.01 - lr: 0.050000 | |
| 2021-03-02 12:51:05,732 epoch 42 - iter 110/226 - loss 4.54630809 - samples/sec: 311.70 - lr: 0.050000 | |
| 2021-03-02 12:51:10,485 epoch 42 - iter 132/226 - loss 4.54713382 - samples/sec: 296.42 - lr: 0.050000 | |
| 2021-03-02 12:51:15,189 epoch 42 - iter 154/226 - loss 4.53513395 - samples/sec: 299.48 - lr: 0.050000 | |
| 2021-03-02 12:51:19,877 epoch 42 - iter 176/226 - loss 4.53678707 - samples/sec: 300.55 - lr: 0.050000 | |
| 2021-03-02 12:51:24,556 epoch 42 - iter 198/226 - loss 4.51425143 - samples/sec: 301.19 - lr: 0.050000 | |
| 2021-03-02 12:51:29,168 epoch 42 - iter 220/226 - loss 4.52784019 - samples/sec: 305.53 - lr: 0.050000 | |
| 2021-03-02 12:51:30,345 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:51:30,345 EPOCH 42 done: loss 4.5270 - lr 0.0500000 | |
| 2021-03-02 12:51:32,903 DEV : loss 2.551039695739746 - score 0.9659 | |
| 2021-03-02 12:51:32,979 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 12:51:32,982 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:51:37,547 epoch 43 - iter 22/226 - loss 4.44835871 - samples/sec: 308.76 - lr: 0.050000 | |
| 2021-03-02 12:51:42,212 epoch 43 - iter 44/226 - loss 4.39226403 - samples/sec: 302.07 - lr: 0.050000 | |
| 2021-03-02 12:51:46,921 epoch 43 - iter 66/226 - loss 4.46707423 - samples/sec: 299.19 - lr: 0.050000 | |
| 2021-03-02 12:51:51,659 epoch 43 - iter 88/226 - loss 4.48570982 - samples/sec: 297.32 - lr: 0.050000 | |
| 2021-03-02 12:51:56,652 epoch 43 - iter 110/226 - loss 4.47885021 - samples/sec: 282.20 - lr: 0.050000 | |
| 2021-03-02 12:52:01,663 epoch 43 - iter 132/226 - loss 4.49540631 - samples/sec: 281.12 - lr: 0.050000 | |
| 2021-03-02 12:52:06,337 epoch 43 - iter 154/226 - loss 4.48682522 - samples/sec: 301.47 - lr: 0.050000 | |
| 2021-03-02 12:52:11,264 epoch 43 - iter 176/226 - loss 4.49818385 - samples/sec: 285.94 - lr: 0.050000 | |
| 2021-03-02 12:52:15,867 epoch 43 - iter 198/226 - loss 4.51220885 - samples/sec: 306.03 - lr: 0.050000 | |
| 2021-03-02 12:52:20,629 epoch 43 - iter 220/226 - loss 4.51271212 - samples/sec: 295.83 - lr: 0.050000 | |
| 2021-03-02 12:52:21,845 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:52:21,845 EPOCH 43 done: loss 4.5177 - lr 0.0500000 | |
| 2021-03-02 12:52:24,391 DEV : loss 2.552358388900757 - score 0.9656 | |
| 2021-03-02 12:52:24,467 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 12:52:24,468 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:52:29,169 epoch 44 - iter 22/226 - loss 4.53483922 - samples/sec: 299.82 - lr: 0.025000 | |
| 2021-03-02 12:52:33,769 epoch 44 - iter 44/226 - loss 4.47704481 - samples/sec: 306.38 - lr: 0.025000 | |
| 2021-03-02 12:52:38,491 epoch 44 - iter 66/226 - loss 4.46802417 - samples/sec: 298.41 - lr: 0.025000 | |
| 2021-03-02 12:52:43,210 epoch 44 - iter 88/226 - loss 4.45023485 - samples/sec: 298.69 - lr: 0.025000 | |
| 2021-03-02 12:52:47,843 epoch 44 - iter 110/226 - loss 4.45438900 - samples/sec: 304.12 - lr: 0.025000 | |
| 2021-03-02 12:52:52,717 epoch 44 - iter 132/226 - loss 4.45798815 - samples/sec: 289.06 - lr: 0.025000 | |
| 2021-03-02 12:52:57,833 epoch 44 - iter 154/226 - loss 4.47672932 - samples/sec: 275.40 - lr: 0.025000 | |
| 2021-03-02 12:53:02,433 epoch 44 - iter 176/226 - loss 4.47722227 - samples/sec: 306.25 - lr: 0.025000 | |
| 2021-03-02 12:53:07,058 epoch 44 - iter 198/226 - loss 4.49006726 - samples/sec: 304.62 - lr: 0.025000 | |
| 2021-03-02 12:53:11,867 epoch 44 - iter 220/226 - loss 4.49785168 - samples/sec: 292.93 - lr: 0.025000 | |
| 2021-03-02 12:53:13,047 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:53:13,047 EPOCH 44 done: loss 4.4977 - lr 0.0250000 | |
| 2021-03-02 12:53:15,552 DEV : loss 2.5111753940582275 - score 0.9661 | |
| 2021-03-02 12:53:15,628 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:53:15,630 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:53:20,353 epoch 45 - iter 22/226 - loss 4.25703977 - samples/sec: 298.31 - lr: 0.025000 | |
| 2021-03-02 12:53:25,596 epoch 45 - iter 44/226 - loss 4.35467847 - samples/sec: 268.66 - lr: 0.025000 | |
| 2021-03-02 12:53:30,073 epoch 45 - iter 66/226 - loss 4.37810516 - samples/sec: 314.70 - lr: 0.025000 | |
| 2021-03-02 12:53:34,789 epoch 45 - iter 88/226 - loss 4.43256490 - samples/sec: 298.79 - lr: 0.025000 | |
| 2021-03-02 12:53:39,483 epoch 45 - iter 110/226 - loss 4.39250850 - samples/sec: 300.25 - lr: 0.025000 | |
| 2021-03-02 12:53:44,182 epoch 45 - iter 132/226 - loss 4.38551346 - samples/sec: 299.88 - lr: 0.025000 | |
| 2021-03-02 12:53:48,845 epoch 45 - iter 154/226 - loss 4.41887890 - samples/sec: 302.19 - lr: 0.025000 | |
| 2021-03-02 12:53:53,655 epoch 45 - iter 176/226 - loss 4.44606431 - samples/sec: 292.94 - lr: 0.025000 | |
| 2021-03-02 12:53:58,461 epoch 45 - iter 198/226 - loss 4.44184223 - samples/sec: 293.21 - lr: 0.025000 | |
| 2021-03-02 12:54:03,072 epoch 45 - iter 220/226 - loss 4.44377752 - samples/sec: 305.60 - lr: 0.025000 | |
| 2021-03-02 12:54:04,181 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:54:04,182 EPOCH 45 done: loss 4.4325 - lr 0.0250000 | |
| 2021-03-02 12:54:06,712 DEV : loss 2.512387275695801 - score 0.9665 | |
| 2021-03-02 12:54:06,787 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 12:54:26,820 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:54:31,608 epoch 46 - iter 22/226 - loss 4.43599932 - samples/sec: 294.44 - lr: 0.025000 | |
| 2021-03-02 12:54:36,312 epoch 46 - iter 44/226 - loss 4.39257556 - samples/sec: 299.57 - lr: 0.025000 | |
| 2021-03-02 12:54:41,588 epoch 46 - iter 66/226 - loss 4.45226271 - samples/sec: 267.03 - lr: 0.025000 | |
| 2021-03-02 12:54:46,118 epoch 46 - iter 88/226 - loss 4.43657781 - samples/sec: 311.03 - lr: 0.025000 | |
| 2021-03-02 12:54:53,731 epoch 46 - iter 110/226 - loss 4.40404629 - samples/sec: 185.02 - lr: 0.025000 | |
| 2021-03-02 12:54:58,440 epoch 46 - iter 132/226 - loss 4.41261988 - samples/sec: 299.19 - lr: 0.025000 | |
| 2021-03-02 12:55:03,248 epoch 46 - iter 154/226 - loss 4.42326301 - samples/sec: 293.10 - lr: 0.025000 | |
| 2021-03-02 12:55:07,935 epoch 46 - iter 176/226 - loss 4.43500176 - samples/sec: 300.72 - lr: 0.025000 | |
| 2021-03-02 12:55:12,687 epoch 46 - iter 198/226 - loss 4.45748625 - samples/sec: 296.72 - lr: 0.025000 | |
| 2021-03-02 12:55:17,571 epoch 46 - iter 220/226 - loss 4.45198697 - samples/sec: 288.63 - lr: 0.025000 | |
| 2021-03-02 12:55:19,163 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:55:19,164 EPOCH 46 done: loss 4.4627 - lr 0.0250000 | |
| 2021-03-02 12:55:21,689 DEV : loss 2.527057647705078 - score 0.9659 | |
| 2021-03-02 12:55:21,764 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:55:21,767 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:55:26,521 epoch 47 - iter 22/226 - loss 4.47424243 - samples/sec: 296.47 - lr: 0.025000 | |
| 2021-03-02 12:55:31,237 epoch 47 - iter 44/226 - loss 4.37337967 - samples/sec: 298.85 - lr: 0.025000 | |
| 2021-03-02 12:55:36,155 epoch 47 - iter 66/226 - loss 4.36831172 - samples/sec: 286.53 - lr: 0.025000 | |
| 2021-03-02 12:55:41,303 epoch 47 - iter 88/226 - loss 4.37126090 - samples/sec: 273.68 - lr: 0.025000 | |
| 2021-03-02 12:55:45,996 epoch 47 - iter 110/226 - loss 4.38029807 - samples/sec: 300.28 - lr: 0.025000 | |
| 2021-03-02 12:55:50,854 epoch 47 - iter 132/226 - loss 4.39032895 - samples/sec: 290.02 - lr: 0.025000 | |
| 2021-03-02 12:55:55,610 epoch 47 - iter 154/226 - loss 4.41571664 - samples/sec: 296.28 - lr: 0.025000 | |
| 2021-03-02 12:56:00,373 epoch 47 - iter 176/226 - loss 4.42732771 - samples/sec: 295.86 - lr: 0.025000 | |
| 2021-03-02 12:56:05,082 epoch 47 - iter 198/226 - loss 4.45415665 - samples/sec: 299.27 - lr: 0.025000 | |
| 2021-03-02 12:56:09,802 epoch 47 - iter 220/226 - loss 4.45104000 - samples/sec: 298.51 - lr: 0.025000 | |
| 2021-03-02 12:56:11,131 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:56:11,131 EPOCH 47 done: loss 4.4437 - lr 0.0250000 | |
| 2021-03-02 12:56:13,699 DEV : loss 2.523621082305908 - score 0.9663 | |
| 2021-03-02 12:56:13,774 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 12:56:13,776 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:56:18,727 epoch 48 - iter 22/226 - loss 4.40344230 - samples/sec: 284.68 - lr: 0.025000 | |
| 2021-03-02 12:56:24,018 epoch 48 - iter 44/226 - loss 4.43916564 - samples/sec: 266.42 - lr: 0.025000 | |
| 2021-03-02 12:56:28,753 epoch 48 - iter 66/226 - loss 4.45499849 - samples/sec: 297.70 - lr: 0.025000 | |
| 2021-03-02 12:56:33,401 epoch 48 - iter 88/226 - loss 4.42408887 - samples/sec: 303.23 - lr: 0.025000 | |
| 2021-03-02 12:56:38,106 epoch 48 - iter 110/226 - loss 4.41501962 - samples/sec: 299.57 - lr: 0.025000 | |
| 2021-03-02 12:56:42,892 epoch 48 - iter 132/226 - loss 4.42519227 - samples/sec: 294.41 - lr: 0.025000 | |
| 2021-03-02 12:56:47,809 epoch 48 - iter 154/226 - loss 4.41243423 - samples/sec: 286.59 - lr: 0.025000 | |
| 2021-03-02 12:56:52,528 epoch 48 - iter 176/226 - loss 4.42783547 - samples/sec: 298.61 - lr: 0.025000 | |
| 2021-03-02 12:56:57,290 epoch 48 - iter 198/226 - loss 4.43767508 - samples/sec: 295.89 - lr: 0.025000 | |
| 2021-03-02 12:57:02,399 epoch 48 - iter 220/226 - loss 4.45665219 - samples/sec: 275.80 - lr: 0.025000 | |
| 2021-03-02 12:57:03,662 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:57:03,663 EPOCH 48 done: loss 4.4523 - lr 0.0250000 | |
| 2021-03-02 12:57:06,199 DEV : loss 2.5409979820251465 - score 0.9656 | |
| 2021-03-02 12:57:06,285 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 12:57:06,287 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:57:11,285 epoch 49 - iter 22/226 - loss 4.43316382 - samples/sec: 281.90 - lr: 0.025000 | |
| 2021-03-02 12:57:15,993 epoch 49 - iter 44/226 - loss 4.36996498 - samples/sec: 299.31 - lr: 0.025000 | |
| 2021-03-02 12:57:20,951 epoch 49 - iter 66/226 - loss 4.33475170 - samples/sec: 284.28 - lr: 0.025000 | |
| 2021-03-02 12:57:25,636 epoch 49 - iter 88/226 - loss 4.35022047 - samples/sec: 300.85 - lr: 0.025000 | |
| 2021-03-02 12:57:30,419 epoch 49 - iter 110/226 - loss 4.39891044 - samples/sec: 294.77 - lr: 0.025000 | |
| 2021-03-02 12:57:35,153 epoch 49 - iter 132/226 - loss 4.40406680 - samples/sec: 297.80 - lr: 0.025000 | |
| 2021-03-02 12:57:39,868 epoch 49 - iter 154/226 - loss 4.40158756 - samples/sec: 298.92 - lr: 0.025000 | |
| 2021-03-02 12:57:44,661 epoch 49 - iter 176/226 - loss 4.41793779 - samples/sec: 294.06 - lr: 0.025000 | |
| 2021-03-02 12:57:49,934 epoch 49 - iter 198/226 - loss 4.40179443 - samples/sec: 267.19 - lr: 0.025000 | |
| 2021-03-02 12:57:54,646 epoch 49 - iter 220/226 - loss 4.41186606 - samples/sec: 299.07 - lr: 0.025000 | |
| 2021-03-02 12:57:55,913 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:57:55,914 EPOCH 49 done: loss 4.4144 - lr 0.0250000 | |
| 2021-03-02 12:57:58,427 DEV : loss 2.519404172897339 - score 0.9658 | |
| 2021-03-02 12:57:58,503 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 12:57:58,504 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:58:03,547 epoch 50 - iter 22/226 - loss 4.52288650 - samples/sec: 279.46 - lr: 0.012500 | |
| 2021-03-02 12:58:08,208 epoch 50 - iter 44/226 - loss 4.32049709 - samples/sec: 302.30 - lr: 0.012500 | |
| 2021-03-02 12:58:13,251 epoch 50 - iter 66/226 - loss 4.36778089 - samples/sec: 279.37 - lr: 0.012500 | |
| 2021-03-02 12:58:17,910 epoch 50 - iter 88/226 - loss 4.33578483 - samples/sec: 302.42 - lr: 0.012500 | |
| 2021-03-02 12:58:22,819 epoch 50 - iter 110/226 - loss 4.34236643 - samples/sec: 287.03 - lr: 0.012500 | |
| 2021-03-02 12:58:28,081 epoch 50 - iter 132/226 - loss 4.38018810 - samples/sec: 267.82 - lr: 0.012500 | |
| 2021-03-02 12:58:32,815 epoch 50 - iter 154/226 - loss 4.37534744 - samples/sec: 297.75 - lr: 0.012500 | |
| 2021-03-02 12:58:37,652 epoch 50 - iter 176/226 - loss 4.36774680 - samples/sec: 291.47 - lr: 0.012500 | |
| 2021-03-02 12:58:42,357 epoch 50 - iter 198/226 - loss 4.37220785 - samples/sec: 299.61 - lr: 0.012500 | |
| 2021-03-02 12:58:47,006 epoch 50 - iter 220/226 - loss 4.36893465 - samples/sec: 303.23 - lr: 0.012500 | |
| 2021-03-02 12:58:48,283 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:58:48,284 EPOCH 50 done: loss 4.3708 - lr 0.0125000 | |
| 2021-03-02 12:58:50,873 DEV : loss 2.512692928314209 - score 0.9662 | |
| 2021-03-02 12:58:50,949 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 12:58:50,952 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:58:55,763 epoch 51 - iter 22/226 - loss 4.36745239 - samples/sec: 292.92 - lr: 0.012500 | |
| 2021-03-02 12:59:00,444 epoch 51 - iter 44/226 - loss 4.31490788 - samples/sec: 301.00 - lr: 0.012500 | |
| 2021-03-02 12:59:05,278 epoch 51 - iter 66/226 - loss 4.36543504 - samples/sec: 291.47 - lr: 0.012500 | |
| 2021-03-02 12:59:09,987 epoch 51 - iter 88/226 - loss 4.38624905 - samples/sec: 299.26 - lr: 0.012500 | |
| 2021-03-02 12:59:14,888 epoch 51 - iter 110/226 - loss 4.43135549 - samples/sec: 287.50 - lr: 0.012500 | |
| 2021-03-02 12:59:19,845 epoch 51 - iter 132/226 - loss 4.43995669 - samples/sec: 284.22 - lr: 0.012500 | |
| 2021-03-02 12:59:24,605 epoch 51 - iter 154/226 - loss 4.41196162 - samples/sec: 296.03 - lr: 0.012500 | |
| 2021-03-02 12:59:29,770 epoch 51 - iter 176/226 - loss 4.41252837 - samples/sec: 272.79 - lr: 0.012500 | |
| 2021-03-02 12:59:34,494 epoch 51 - iter 198/226 - loss 4.40284634 - samples/sec: 298.30 - lr: 0.012500 | |
| 2021-03-02 12:59:39,211 epoch 51 - iter 220/226 - loss 4.39833342 - samples/sec: 298.81 - lr: 0.012500 | |
| 2021-03-02 12:59:40,558 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:59:40,559 EPOCH 51 done: loss 4.4031 - lr 0.0125000 | |
| 2021-03-02 12:59:43,120 DEV : loss 2.497544288635254 - score 0.9662 | |
| 2021-03-02 12:59:43,196 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 12:59:43,197 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 12:59:47,873 epoch 52 - iter 22/226 - loss 4.35761580 - samples/sec: 301.53 - lr: 0.012500 | |
| 2021-03-02 12:59:52,560 epoch 52 - iter 44/226 - loss 4.37267067 - samples/sec: 300.75 - lr: 0.012500 | |
| 2021-03-02 12:59:57,434 epoch 52 - iter 66/226 - loss 4.35270388 - samples/sec: 289.11 - lr: 0.012500 | |
| 2021-03-02 13:00:02,207 epoch 52 - iter 88/226 - loss 4.36679342 - samples/sec: 295.25 - lr: 0.012500 | |
| 2021-03-02 13:00:07,018 epoch 52 - iter 110/226 - loss 4.36123488 - samples/sec: 292.93 - lr: 0.012500 | |
| 2021-03-02 13:00:12,463 epoch 52 - iter 132/226 - loss 4.38560674 - samples/sec: 258.74 - lr: 0.012500 | |
| 2021-03-02 13:00:17,247 epoch 52 - iter 154/226 - loss 4.38522749 - samples/sec: 294.54 - lr: 0.012500 | |
| 2021-03-02 13:00:21,956 epoch 52 - iter 176/226 - loss 4.38007321 - samples/sec: 299.30 - lr: 0.012500 | |
| 2021-03-02 13:00:26,713 epoch 52 - iter 198/226 - loss 4.37926297 - samples/sec: 296.17 - lr: 0.012500 | |
| 2021-03-02 13:00:31,479 epoch 52 - iter 220/226 - loss 4.37746708 - samples/sec: 295.61 - lr: 0.012500 | |
| 2021-03-02 13:00:32,731 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:00:32,731 EPOCH 52 done: loss 4.3786 - lr 0.0125000 | |
| 2021-03-02 13:00:35,290 DEV : loss 2.495731830596924 - score 0.9665 | |
| 2021-03-02 13:00:35,373 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 13:00:55,253 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:01:00,684 epoch 53 - iter 22/226 - loss 4.41808392 - samples/sec: 259.68 - lr: 0.012500 | |
| 2021-03-02 13:01:05,336 epoch 53 - iter 44/226 - loss 4.28492777 - samples/sec: 303.04 - lr: 0.012500 | |
| 2021-03-02 13:01:10,120 epoch 53 - iter 66/226 - loss 4.31709432 - samples/sec: 294.60 - lr: 0.012500 | |
| 2021-03-02 13:01:15,173 epoch 53 - iter 88/226 - loss 4.36027656 - samples/sec: 278.96 - lr: 0.012500 | |
| 2021-03-02 13:01:20,003 epoch 53 - iter 110/226 - loss 4.33060572 - samples/sec: 291.75 - lr: 0.012500 | |
| 2021-03-02 13:01:24,928 epoch 53 - iter 132/226 - loss 4.35057095 - samples/sec: 286.18 - lr: 0.012500 | |
| 2021-03-02 13:01:29,639 epoch 53 - iter 154/226 - loss 4.35398010 - samples/sec: 299.12 - lr: 0.012500 | |
| 2021-03-02 13:01:34,334 epoch 53 - iter 176/226 - loss 4.36657007 - samples/sec: 300.12 - lr: 0.012500 | |
| 2021-03-02 13:01:38,996 epoch 53 - iter 198/226 - loss 4.36325798 - samples/sec: 302.25 - lr: 0.012500 | |
| 2021-03-02 13:01:43,591 epoch 53 - iter 220/226 - loss 4.35401464 - samples/sec: 306.62 - lr: 0.012500 | |
| 2021-03-02 13:01:44,857 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:01:44,858 EPOCH 53 done: loss 4.3553 - lr 0.0125000 | |
| 2021-03-02 13:01:47,413 DEV : loss 2.4923317432403564 - score 0.967 | |
| 2021-03-02 13:01:47,503 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 13:02:07,711 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:02:12,536 epoch 54 - iter 22/226 - loss 4.29365627 - samples/sec: 292.38 - lr: 0.012500 | |
| 2021-03-02 13:02:17,140 epoch 54 - iter 44/226 - loss 4.14311670 - samples/sec: 306.18 - lr: 0.012500 | |
| 2021-03-02 13:02:21,884 epoch 54 - iter 66/226 - loss 4.23902313 - samples/sec: 297.20 - lr: 0.012500 | |
| 2021-03-02 13:02:26,781 epoch 54 - iter 88/226 - loss 4.25932849 - samples/sec: 287.77 - lr: 0.012500 | |
| 2021-03-02 13:02:31,978 epoch 54 - iter 110/226 - loss 4.28414596 - samples/sec: 271.20 - lr: 0.012500 | |
| 2021-03-02 13:02:36,676 epoch 54 - iter 132/226 - loss 4.26848371 - samples/sec: 299.96 - lr: 0.012500 | |
| 2021-03-02 13:02:41,864 epoch 54 - iter 154/226 - loss 4.30260206 - samples/sec: 271.63 - lr: 0.012500 | |
| 2021-03-02 13:02:46,495 epoch 54 - iter 176/226 - loss 4.32594041 - samples/sec: 304.25 - lr: 0.012500 | |
| 2021-03-02 13:02:51,281 epoch 54 - iter 198/226 - loss 4.33806878 - samples/sec: 294.43 - lr: 0.012500 | |
| 2021-03-02 13:02:55,963 epoch 54 - iter 220/226 - loss 4.34028748 - samples/sec: 300.89 - lr: 0.012500 | |
| 2021-03-02 13:02:57,212 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:02:57,212 EPOCH 54 done: loss 4.3337 - lr 0.0125000 | |
| 2021-03-02 13:02:59,757 DEV : loss 2.5062971115112305 - score 0.9663 | |
| 2021-03-02 13:02:59,852 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 13:02:59,854 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:03:04,935 epoch 55 - iter 22/226 - loss 4.37281468 - samples/sec: 277.41 - lr: 0.012500 | |
| 2021-03-02 13:03:10,083 epoch 55 - iter 44/226 - loss 4.40878471 - samples/sec: 273.75 - lr: 0.012500 | |
| 2021-03-02 13:03:14,824 epoch 55 - iter 66/226 - loss 4.37000871 - samples/sec: 297.35 - lr: 0.012500 | |
| 2021-03-02 13:03:19,569 epoch 55 - iter 88/226 - loss 4.37240147 - samples/sec: 297.08 - lr: 0.012500 | |
| 2021-03-02 13:03:24,124 epoch 55 - iter 110/226 - loss 4.36359795 - samples/sec: 309.46 - lr: 0.012500 | |
| 2021-03-02 13:03:28,930 epoch 55 - iter 132/226 - loss 4.37392366 - samples/sec: 293.30 - lr: 0.012500 | |
| 2021-03-02 13:03:33,663 epoch 55 - iter 154/226 - loss 4.35191769 - samples/sec: 297.68 - lr: 0.012500 | |
| 2021-03-02 13:03:38,330 epoch 55 - iter 176/226 - loss 4.35314028 - samples/sec: 302.02 - lr: 0.012500 | |
| 2021-03-02 13:03:43,086 epoch 55 - iter 198/226 - loss 4.37046503 - samples/sec: 296.32 - lr: 0.012500 | |
| 2021-03-02 13:03:47,734 epoch 55 - iter 220/226 - loss 4.37404605 - samples/sec: 303.12 - lr: 0.012500 | |
| 2021-03-02 13:03:48,981 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:03:48,982 EPOCH 55 done: loss 4.3766 - lr 0.0125000 | |
| 2021-03-02 13:03:51,485 DEV : loss 2.5064191818237305 - score 0.9667 | |
| 2021-03-02 13:03:51,561 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 13:03:51,563 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:03:56,315 epoch 56 - iter 22/226 - loss 4.18596031 - samples/sec: 296.54 - lr: 0.012500 | |
| 2021-03-02 13:04:01,061 epoch 56 - iter 44/226 - loss 4.32869118 - samples/sec: 296.86 - lr: 0.012500 | |
| 2021-03-02 13:04:05,661 epoch 56 - iter 66/226 - loss 4.29250342 - samples/sec: 306.24 - lr: 0.012500 | |
| 2021-03-02 13:04:10,994 epoch 56 - iter 88/226 - loss 4.36594531 - samples/sec: 264.21 - lr: 0.012500 | |
| 2021-03-02 13:04:15,648 epoch 56 - iter 110/226 - loss 4.38667238 - samples/sec: 302.81 - lr: 0.012500 | |
| 2021-03-02 13:04:20,870 epoch 56 - iter 132/226 - loss 4.42383655 - samples/sec: 269.87 - lr: 0.012500 | |
| 2021-03-02 13:04:25,689 epoch 56 - iter 154/226 - loss 4.41748182 - samples/sec: 292.55 - lr: 0.012500 | |
| 2021-03-02 13:04:30,218 epoch 56 - iter 176/226 - loss 4.37229963 - samples/sec: 311.24 - lr: 0.012500 | |
| 2021-03-02 13:04:34,884 epoch 56 - iter 198/226 - loss 4.36431905 - samples/sec: 302.08 - lr: 0.012500 | |
| 2021-03-02 13:04:39,621 epoch 56 - iter 220/226 - loss 4.36178348 - samples/sec: 297.55 - lr: 0.012500 | |
| 2021-03-02 13:04:40,828 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:04:40,829 EPOCH 56 done: loss 4.3661 - lr 0.0125000 | |
| 2021-03-02 13:04:43,388 DEV : loss 2.4929332733154297 - score 0.9665 | |
| 2021-03-02 13:04:43,464 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 13:04:43,466 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:04:48,191 epoch 57 - iter 22/226 - loss 4.44058960 - samples/sec: 298.24 - lr: 0.012500 | |
| 2021-03-02 13:04:53,401 epoch 57 - iter 44/226 - loss 4.42105395 - samples/sec: 270.48 - lr: 0.012500 | |
| 2021-03-02 13:04:58,047 epoch 57 - iter 66/226 - loss 4.33351970 - samples/sec: 303.30 - lr: 0.012500 | |
| 2021-03-02 13:05:02,773 epoch 57 - iter 88/226 - loss 4.32152503 - samples/sec: 298.08 - lr: 0.012500 | |
| 2021-03-02 13:05:07,907 epoch 57 - iter 110/226 - loss 4.34187689 - samples/sec: 274.48 - lr: 0.012500 | |
| 2021-03-02 13:05:12,687 epoch 57 - iter 132/226 - loss 4.34218816 - samples/sec: 294.72 - lr: 0.012500 | |
| 2021-03-02 13:05:17,389 epoch 57 - iter 154/226 - loss 4.35290486 - samples/sec: 299.70 - lr: 0.012500 | |
| 2021-03-02 13:05:22,031 epoch 57 - iter 176/226 - loss 4.34411273 - samples/sec: 303.59 - lr: 0.012500 | |
| 2021-03-02 13:05:26,844 epoch 57 - iter 198/226 - loss 4.34143786 - samples/sec: 292.81 - lr: 0.012500 | |
| 2021-03-02 13:05:31,653 epoch 57 - iter 220/226 - loss 4.34239795 - samples/sec: 293.05 - lr: 0.012500 | |
| 2021-03-02 13:05:32,911 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:05:32,912 EPOCH 57 done: loss 4.3425 - lr 0.0125000 | |
| 2021-03-02 13:05:35,467 DEV : loss 2.496828079223633 - score 0.9668 | |
| 2021-03-02 13:05:35,543 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 13:05:35,545 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:05:40,262 epoch 58 - iter 22/226 - loss 4.26106959 - samples/sec: 298.79 - lr: 0.006250 | |
| 2021-03-02 13:05:45,003 epoch 58 - iter 44/226 - loss 4.20379769 - samples/sec: 297.30 - lr: 0.006250 | |
| 2021-03-02 13:05:49,734 epoch 58 - iter 66/226 - loss 4.27125142 - samples/sec: 297.85 - lr: 0.006250 | |
| 2021-03-02 13:05:54,563 epoch 58 - iter 88/226 - loss 4.29687362 - samples/sec: 291.87 - lr: 0.006250 | |
| 2021-03-02 13:05:59,782 epoch 58 - iter 110/226 - loss 4.34484733 - samples/sec: 270.00 - lr: 0.006250 | |
| 2021-03-02 13:06:04,522 epoch 58 - iter 132/226 - loss 4.32826960 - samples/sec: 297.28 - lr: 0.006250 | |
| 2021-03-02 13:06:09,323 epoch 58 - iter 154/226 - loss 4.34798136 - samples/sec: 293.49 - lr: 0.006250 | |
| 2021-03-02 13:06:14,075 epoch 58 - iter 176/226 - loss 4.36027329 - samples/sec: 296.57 - lr: 0.006250 | |
| 2021-03-02 13:06:18,838 epoch 58 - iter 198/226 - loss 4.35729354 - samples/sec: 295.83 - lr: 0.006250 | |
| 2021-03-02 13:06:23,863 epoch 58 - iter 220/226 - loss 4.36424401 - samples/sec: 280.37 - lr: 0.006250 | |
| 2021-03-02 13:06:25,116 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:06:25,116 EPOCH 58 done: loss 4.3546 - lr 0.0062500 | |
| 2021-03-02 13:06:27,676 DEV : loss 2.4992542266845703 - score 0.9665 | |
| 2021-03-02 13:06:27,754 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 13:06:27,756 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:06:32,717 epoch 59 - iter 22/226 - loss 4.36384961 - samples/sec: 284.10 - lr: 0.006250 | |
| 2021-03-02 13:06:37,449 epoch 59 - iter 44/226 - loss 4.25188421 - samples/sec: 297.86 - lr: 0.006250 | |
| 2021-03-02 13:06:42,254 epoch 59 - iter 66/226 - loss 4.34230541 - samples/sec: 293.45 - lr: 0.006250 | |
| 2021-03-02 13:06:47,116 epoch 59 - iter 88/226 - loss 4.32333521 - samples/sec: 289.92 - lr: 0.006250 | |
| 2021-03-02 13:06:51,901 epoch 59 - iter 110/226 - loss 4.32133018 - samples/sec: 294.55 - lr: 0.006250 | |
| 2021-03-02 13:06:56,635 epoch 59 - iter 132/226 - loss 4.27928636 - samples/sec: 297.73 - lr: 0.006250 | |
| 2021-03-02 13:07:01,807 epoch 59 - iter 154/226 - loss 4.30622992 - samples/sec: 272.41 - lr: 0.006250 | |
| 2021-03-02 13:07:06,442 epoch 59 - iter 176/226 - loss 4.28481213 - samples/sec: 304.04 - lr: 0.006250 | |
| 2021-03-02 13:07:11,149 epoch 59 - iter 198/226 - loss 4.29091401 - samples/sec: 299.38 - lr: 0.006250 | |
| 2021-03-02 13:07:15,955 epoch 59 - iter 220/226 - loss 4.30595973 - samples/sec: 293.18 - lr: 0.006250 | |
| 2021-03-02 13:07:17,283 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:07:17,283 EPOCH 59 done: loss 4.3105 - lr 0.0062500 | |
| 2021-03-02 13:07:19,780 DEV : loss 2.4926538467407227 - score 0.9666 | |
| 2021-03-02 13:07:19,856 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 13:07:19,858 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:07:24,481 epoch 60 - iter 22/226 - loss 4.09951949 - samples/sec: 304.83 - lr: 0.006250 | |
| 2021-03-02 13:07:29,273 epoch 60 - iter 44/226 - loss 4.09169726 - samples/sec: 294.03 - lr: 0.006250 | |
| 2021-03-02 13:07:34,016 epoch 60 - iter 66/226 - loss 4.23531460 - samples/sec: 297.08 - lr: 0.006250 | |
| 2021-03-02 13:07:38,782 epoch 60 - iter 88/226 - loss 4.23644064 - samples/sec: 295.58 - lr: 0.006250 | |
| 2021-03-02 13:07:43,491 epoch 60 - iter 110/226 - loss 4.26407306 - samples/sec: 299.27 - lr: 0.006250 | |
| 2021-03-02 13:07:48,337 epoch 60 - iter 132/226 - loss 4.27595105 - samples/sec: 290.84 - lr: 0.006250 | |
| 2021-03-02 13:07:53,184 epoch 60 - iter 154/226 - loss 4.28220802 - samples/sec: 290.81 - lr: 0.006250 | |
| 2021-03-02 13:07:57,924 epoch 60 - iter 176/226 - loss 4.29955173 - samples/sec: 297.39 - lr: 0.006250 | |
| 2021-03-02 13:08:03,109 epoch 60 - iter 198/226 - loss 4.32500822 - samples/sec: 271.79 - lr: 0.006250 | |
| 2021-03-02 13:08:07,797 epoch 60 - iter 220/226 - loss 4.32919365 - samples/sec: 300.63 - lr: 0.006250 | |
| 2021-03-02 13:08:09,069 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:08:09,070 EPOCH 60 done: loss 4.3229 - lr 0.0062500 | |
| 2021-03-02 13:08:11,629 DEV : loss 2.4904088973999023 - score 0.9664 | |
| 2021-03-02 13:08:11,705 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 13:08:11,708 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:08:16,330 epoch 61 - iter 22/226 - loss 4.20603855 - samples/sec: 304.91 - lr: 0.006250 | |
| 2021-03-02 13:08:21,083 epoch 61 - iter 44/226 - loss 4.15998923 - samples/sec: 296.47 - lr: 0.006250 | |
| 2021-03-02 13:08:26,474 epoch 61 - iter 66/226 - loss 4.29516100 - samples/sec: 261.36 - lr: 0.006250 | |
| 2021-03-02 13:08:31,271 epoch 61 - iter 88/226 - loss 4.30427675 - samples/sec: 293.74 - lr: 0.006250 | |
| 2021-03-02 13:08:36,318 epoch 61 - iter 110/226 - loss 4.31281058 - samples/sec: 279.14 - lr: 0.006250 | |
| 2021-03-02 13:08:40,985 epoch 61 - iter 132/226 - loss 4.30920996 - samples/sec: 301.91 - lr: 0.006250 | |
| 2021-03-02 13:08:45,757 epoch 61 - iter 154/226 - loss 4.30101481 - samples/sec: 295.30 - lr: 0.006250 | |
| 2021-03-02 13:08:50,426 epoch 61 - iter 176/226 - loss 4.31437570 - samples/sec: 301.78 - lr: 0.006250 | |
| 2021-03-02 13:08:55,027 epoch 61 - iter 198/226 - loss 4.30838462 - samples/sec: 306.39 - lr: 0.006250 | |
| 2021-03-02 13:08:59,824 epoch 61 - iter 220/226 - loss 4.31669483 - samples/sec: 293.88 - lr: 0.006250 | |
| 2021-03-02 13:09:01,052 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:09:01,053 EPOCH 61 done: loss 4.3158 - lr 0.0062500 | |
| 2021-03-02 13:09:06,599 DEV : loss 2.4885008335113525 - score 0.967 | |
| 2021-03-02 13:09:06,675 BAD EPOCHS (no improvement): 0 | |
| 2021-03-02 13:09:26,755 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:09:31,712 epoch 62 - iter 22/226 - loss 4.13374297 - samples/sec: 284.33 - lr: 0.006250 | |
| 2021-03-02 13:09:36,658 epoch 62 - iter 44/226 - loss 4.29302059 - samples/sec: 284.80 - lr: 0.006250 | |
| 2021-03-02 13:09:41,410 epoch 62 - iter 66/226 - loss 4.29262086 - samples/sec: 296.51 - lr: 0.006250 | |
| 2021-03-02 13:09:46,143 epoch 62 - iter 88/226 - loss 4.31671095 - samples/sec: 297.62 - lr: 0.006250 | |
| 2021-03-02 13:09:50,713 epoch 62 - iter 110/226 - loss 4.30470178 - samples/sec: 308.28 - lr: 0.006250 | |
| 2021-03-02 13:09:55,389 epoch 62 - iter 132/226 - loss 4.26259225 - samples/sec: 301.30 - lr: 0.006250 | |
| 2021-03-02 13:09:59,928 epoch 62 - iter 154/226 - loss 4.27064904 - samples/sec: 310.43 - lr: 0.006250 | |
| 2021-03-02 13:10:05,178 epoch 62 - iter 176/226 - loss 4.28858240 - samples/sec: 268.34 - lr: 0.006250 | |
| 2021-03-02 13:10:09,783 epoch 62 - iter 198/226 - loss 4.28246615 - samples/sec: 305.95 - lr: 0.006250 | |
| 2021-03-02 13:10:14,604 epoch 62 - iter 220/226 - loss 4.31031967 - samples/sec: 292.22 - lr: 0.006250 | |
| 2021-03-02 13:10:15,884 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:10:15,884 EPOCH 62 done: loss 4.3063 - lr 0.0062500 | |
| 2021-03-02 13:10:18,447 DEV : loss 2.4861385822296143 - score 0.9669 | |
| 2021-03-02 13:10:18,523 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 13:10:18,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:10:23,162 epoch 63 - iter 22/226 - loss 4.33507828 - samples/sec: 304.00 - lr: 0.006250 | |
| 2021-03-02 13:10:27,892 epoch 63 - iter 44/226 - loss 4.25919961 - samples/sec: 298.08 - lr: 0.006250 | |
| 2021-03-02 13:10:32,670 epoch 63 - iter 66/226 - loss 4.25104011 - samples/sec: 295.01 - lr: 0.006250 | |
| 2021-03-02 13:10:37,377 epoch 63 - iter 88/226 - loss 4.24235984 - samples/sec: 299.46 - lr: 0.006250 | |
| 2021-03-02 13:10:42,191 epoch 63 - iter 110/226 - loss 4.26371402 - samples/sec: 292.78 - lr: 0.006250 | |
| 2021-03-02 13:10:46,842 epoch 63 - iter 132/226 - loss 4.27632514 - samples/sec: 303.02 - lr: 0.006250 | |
| 2021-03-02 13:10:51,653 epoch 63 - iter 154/226 - loss 4.29277644 - samples/sec: 292.88 - lr: 0.006250 | |
| 2021-03-02 13:10:56,472 epoch 63 - iter 176/226 - loss 4.34497060 - samples/sec: 292.47 - lr: 0.006250 | |
| 2021-03-02 13:11:01,177 epoch 63 - iter 198/226 - loss 4.32045084 - samples/sec: 299.44 - lr: 0.006250 | |
| 2021-03-02 13:11:06,575 epoch 63 - iter 220/226 - loss 4.32461584 - samples/sec: 261.03 - lr: 0.006250 | |
| 2021-03-02 13:11:07,866 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:11:07,866 EPOCH 63 done: loss 4.3195 - lr 0.0062500 | |
| 2021-03-02 13:11:10,377 DEV : loss 2.4990551471710205 - score 0.9663 | |
| 2021-03-02 13:11:10,464 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 13:11:10,466 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:11:15,068 epoch 64 - iter 22/226 - loss 4.25240617 - samples/sec: 306.16 - lr: 0.006250 | |
| 2021-03-02 13:11:19,742 epoch 64 - iter 44/226 - loss 4.37724643 - samples/sec: 301.47 - lr: 0.006250 | |
| 2021-03-02 13:11:24,371 epoch 64 - iter 66/226 - loss 4.37063458 - samples/sec: 304.39 - lr: 0.006250 | |
| 2021-03-02 13:11:29,490 epoch 64 - iter 88/226 - loss 4.36685121 - samples/sec: 275.31 - lr: 0.006250 | |
| 2021-03-02 13:11:34,283 epoch 64 - iter 110/226 - loss 4.37177055 - samples/sec: 294.04 - lr: 0.006250 | |
| 2021-03-02 13:11:39,662 epoch 64 - iter 132/226 - loss 4.33910349 - samples/sec: 262.01 - lr: 0.006250 | |
| 2021-03-02 13:11:44,389 epoch 64 - iter 154/226 - loss 4.33639950 - samples/sec: 298.24 - lr: 0.006250 | |
| 2021-03-02 13:11:49,201 epoch 64 - iter 176/226 - loss 4.32123409 - samples/sec: 292.88 - lr: 0.006250 | |
| 2021-03-02 13:11:53,964 epoch 64 - iter 198/226 - loss 4.31215822 - samples/sec: 295.88 - lr: 0.006250 | |
| 2021-03-02 13:11:58,627 epoch 64 - iter 220/226 - loss 4.33287764 - samples/sec: 302.26 - lr: 0.006250 | |
| 2021-03-02 13:11:59,934 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:11:59,935 EPOCH 64 done: loss 4.3377 - lr 0.0062500 | |
| 2021-03-02 13:12:02,481 DEV : loss 2.4925572872161865 - score 0.9664 | |
| 2021-03-02 13:12:02,557 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 13:12:02,560 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:12:07,375 epoch 65 - iter 22/226 - loss 4.36403564 - samples/sec: 292.61 - lr: 0.006250 | |
| 2021-03-02 13:12:12,516 epoch 65 - iter 44/226 - loss 4.34434488 - samples/sec: 274.07 - lr: 0.006250 | |
| 2021-03-02 13:12:17,480 epoch 65 - iter 66/226 - loss 4.33470583 - samples/sec: 283.79 - lr: 0.006250 | |
| 2021-03-02 13:12:22,091 epoch 65 - iter 88/226 - loss 4.29391651 - samples/sec: 305.57 - lr: 0.006250 | |
| 2021-03-02 13:12:26,794 epoch 65 - iter 110/226 - loss 4.26951983 - samples/sec: 299.62 - lr: 0.006250 | |
| 2021-03-02 13:12:31,697 epoch 65 - iter 132/226 - loss 4.28317517 - samples/sec: 287.39 - lr: 0.006250 | |
| 2021-03-02 13:12:36,376 epoch 65 - iter 154/226 - loss 4.28415810 - samples/sec: 301.20 - lr: 0.006250 | |
| 2021-03-02 13:12:41,148 epoch 65 - iter 176/226 - loss 4.32618828 - samples/sec: 295.39 - lr: 0.006250 | |
| 2021-03-02 13:12:45,954 epoch 65 - iter 198/226 - loss 4.32527640 - samples/sec: 293.33 - lr: 0.006250 | |
| 2021-03-02 13:12:50,760 epoch 65 - iter 220/226 - loss 4.29527885 - samples/sec: 293.23 - lr: 0.006250 | |
| 2021-03-02 13:12:51,999 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:12:52,000 EPOCH 65 done: loss 4.3012 - lr 0.0062500 | |
| 2021-03-02 13:12:54,556 DEV : loss 2.484386920928955 - score 0.9666 | |
| 2021-03-02 13:12:54,631 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 13:12:54,633 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:12:59,767 epoch 66 - iter 22/226 - loss 4.18128212 - samples/sec: 274.48 - lr: 0.003125 | |
| 2021-03-02 13:13:04,666 epoch 66 - iter 44/226 - loss 4.28490644 - samples/sec: 287.66 - lr: 0.003125 | |
| 2021-03-02 13:13:09,469 epoch 66 - iter 66/226 - loss 4.31464386 - samples/sec: 293.40 - lr: 0.003125 | |
| 2021-03-02 13:13:14,019 epoch 66 - iter 88/226 - loss 4.30477922 - samples/sec: 309.70 - lr: 0.003125 | |
| 2021-03-02 13:13:18,565 epoch 66 - iter 110/226 - loss 4.29704779 - samples/sec: 309.93 - lr: 0.003125 | |
| 2021-03-02 13:13:23,378 epoch 66 - iter 132/226 - loss 4.30234110 - samples/sec: 292.76 - lr: 0.003125 | |
| 2021-03-02 13:13:28,089 epoch 66 - iter 154/226 - loss 4.31574966 - samples/sec: 299.12 - lr: 0.003125 | |
| 2021-03-02 13:13:32,845 epoch 66 - iter 176/226 - loss 4.32172206 - samples/sec: 296.29 - lr: 0.003125 | |
| 2021-03-02 13:13:37,538 epoch 66 - iter 198/226 - loss 4.34454674 - samples/sec: 300.23 - lr: 0.003125 | |
| 2021-03-02 13:13:42,534 epoch 66 - iter 220/226 - loss 4.33337953 - samples/sec: 282.00 - lr: 0.003125 | |
| 2021-03-02 13:13:43,733 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:13:43,733 EPOCH 66 done: loss 4.3291 - lr 0.0031250 | |
| 2021-03-02 13:13:46,293 DEV : loss 2.491257667541504 - score 0.9667 | |
| 2021-03-02 13:13:46,368 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 13:13:46,371 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:13:51,113 epoch 67 - iter 22/226 - loss 4.27824794 - samples/sec: 297.22 - lr: 0.003125 | |
| 2021-03-02 13:13:55,993 epoch 67 - iter 44/226 - loss 4.21884942 - samples/sec: 288.85 - lr: 0.003125 | |
| 2021-03-02 13:14:00,932 epoch 67 - iter 66/226 - loss 4.32129142 - samples/sec: 285.40 - lr: 0.003125 | |
| 2021-03-02 13:14:05,990 epoch 67 - iter 88/226 - loss 4.36543566 - samples/sec: 278.62 - lr: 0.003125 | |
| 2021-03-02 13:14:10,516 epoch 67 - iter 110/226 - loss 4.33429869 - samples/sec: 311.47 - lr: 0.003125 | |
| 2021-03-02 13:14:15,250 epoch 67 - iter 132/226 - loss 4.35361455 - samples/sec: 297.68 - lr: 0.003125 | |
| 2021-03-02 13:14:20,149 epoch 67 - iter 154/226 - loss 4.33627153 - samples/sec: 287.66 - lr: 0.003125 | |
| 2021-03-02 13:14:25,379 epoch 67 - iter 176/226 - loss 4.35663834 - samples/sec: 269.40 - lr: 0.003125 | |
| 2021-03-02 13:14:30,170 epoch 67 - iter 198/226 - loss 4.34670517 - samples/sec: 294.14 - lr: 0.003125 | |
| 2021-03-02 13:14:34,880 epoch 67 - iter 220/226 - loss 4.33609443 - samples/sec: 299.13 - lr: 0.003125 | |
| 2021-03-02 13:14:36,155 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:14:36,156 EPOCH 67 done: loss 4.3436 - lr 0.0031250 | |
| 2021-03-02 13:14:38,681 DEV : loss 2.4913344383239746 - score 0.9664 | |
| 2021-03-02 13:14:38,759 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 13:14:38,761 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:14:43,927 epoch 68 - iter 22/226 - loss 4.49483841 - samples/sec: 272.75 - lr: 0.003125 | |
| 2021-03-02 13:14:48,662 epoch 68 - iter 44/226 - loss 4.45968708 - samples/sec: 297.52 - lr: 0.003125 | |
| 2021-03-02 13:14:53,558 epoch 68 - iter 66/226 - loss 4.42061170 - samples/sec: 287.81 - lr: 0.003125 | |
| 2021-03-02 13:14:58,425 epoch 68 - iter 88/226 - loss 4.33403922 - samples/sec: 289.52 - lr: 0.003125 | |
| 2021-03-02 13:15:03,343 epoch 68 - iter 110/226 - loss 4.33430160 - samples/sec: 286.64 - lr: 0.003125 | |
| 2021-03-02 13:15:08,036 epoch 68 - iter 132/226 - loss 4.33344324 - samples/sec: 300.42 - lr: 0.003125 | |
| 2021-03-02 13:15:12,714 epoch 68 - iter 154/226 - loss 4.31723025 - samples/sec: 301.32 - lr: 0.003125 | |
| 2021-03-02 13:15:17,544 epoch 68 - iter 176/226 - loss 4.32971062 - samples/sec: 291.81 - lr: 0.003125 | |
| 2021-03-02 13:15:22,251 epoch 68 - iter 198/226 - loss 4.31811722 - samples/sec: 299.40 - lr: 0.003125 | |
| 2021-03-02 13:15:26,781 epoch 68 - iter 220/226 - loss 4.31711131 - samples/sec: 311.15 - lr: 0.003125 | |
| 2021-03-02 13:15:28,059 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:15:28,059 EPOCH 68 done: loss 4.3056 - lr 0.0031250 | |
| 2021-03-02 13:15:30,596 DEV : loss 2.493551731109619 - score 0.9666 | |
| 2021-03-02 13:15:30,671 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 13:15:30,674 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:15:35,890 epoch 69 - iter 22/226 - loss 4.16718330 - samples/sec: 270.08 - lr: 0.003125 | |
| 2021-03-02 13:15:40,707 epoch 69 - iter 44/226 - loss 4.19844761 - samples/sec: 292.50 - lr: 0.003125 | |
| 2021-03-02 13:15:45,603 epoch 69 - iter 66/226 - loss 4.14184868 - samples/sec: 287.75 - lr: 0.003125 | |
| 2021-03-02 13:15:50,219 epoch 69 - iter 88/226 - loss 4.16330922 - samples/sec: 305.24 - lr: 0.003125 | |
| 2021-03-02 13:15:55,038 epoch 69 - iter 110/226 - loss 4.21263310 - samples/sec: 292.32 - lr: 0.003125 | |
| 2021-03-02 13:16:00,045 epoch 69 - iter 132/226 - loss 4.26754699 - samples/sec: 281.45 - lr: 0.003125 | |
| 2021-03-02 13:16:04,800 epoch 69 - iter 154/226 - loss 4.30130609 - samples/sec: 296.37 - lr: 0.003125 | |
| 2021-03-02 13:16:09,350 epoch 69 - iter 176/226 - loss 4.28134439 - samples/sec: 309.83 - lr: 0.003125 | |
| 2021-03-02 13:16:14,168 epoch 69 - iter 198/226 - loss 4.26753044 - samples/sec: 292.56 - lr: 0.003125 | |
| 2021-03-02 13:16:18,728 epoch 69 - iter 220/226 - loss 4.27297871 - samples/sec: 309.15 - lr: 0.003125 | |
| 2021-03-02 13:16:19,983 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:16:19,984 EPOCH 69 done: loss 4.2727 - lr 0.0031250 | |
| 2021-03-02 13:16:22,543 DEV : loss 2.491436004638672 - score 0.9664 | |
| 2021-03-02 13:16:22,621 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 13:16:22,623 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:16:27,366 epoch 70 - iter 22/226 - loss 4.18295419 - samples/sec: 297.16 - lr: 0.001563 | |
| 2021-03-02 13:16:31,958 epoch 70 - iter 44/226 - loss 4.19861320 - samples/sec: 306.85 - lr: 0.001563 | |
| 2021-03-02 13:16:36,599 epoch 70 - iter 66/226 - loss 4.23787712 - samples/sec: 303.68 - lr: 0.001563 | |
| 2021-03-02 13:16:41,647 epoch 70 - iter 88/226 - loss 4.22543062 - samples/sec: 279.13 - lr: 0.001563 | |
| 2021-03-02 13:16:46,675 epoch 70 - iter 110/226 - loss 4.23100817 - samples/sec: 280.21 - lr: 0.001563 | |
| 2021-03-02 13:16:51,373 epoch 70 - iter 132/226 - loss 4.22704873 - samples/sec: 299.95 - lr: 0.001563 | |
| 2021-03-02 13:16:56,478 epoch 70 - iter 154/226 - loss 4.25983016 - samples/sec: 275.96 - lr: 0.001563 | |
| 2021-03-02 13:17:01,198 epoch 70 - iter 176/226 - loss 4.28039803 - samples/sec: 298.51 - lr: 0.001563 | |
| 2021-03-02 13:17:05,880 epoch 70 - iter 198/226 - loss 4.28662405 - samples/sec: 300.97 - lr: 0.001563 | |
| 2021-03-02 13:17:10,512 epoch 70 - iter 220/226 - loss 4.28769312 - samples/sec: 304.27 - lr: 0.001563 | |
| 2021-03-02 13:17:11,799 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:17:11,799 EPOCH 70 done: loss 4.2978 - lr 0.0015625 | |
| 2021-03-02 13:17:14,366 DEV : loss 2.489553213119507 - score 0.9665 | |
| 2021-03-02 13:17:14,442 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 13:17:14,444 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:17:19,442 epoch 71 - iter 22/226 - loss 4.24423717 - samples/sec: 282.05 - lr: 0.001563 | |
| 2021-03-02 13:17:24,355 epoch 71 - iter 44/226 - loss 4.18954397 - samples/sec: 286.90 - lr: 0.001563 | |
| 2021-03-02 13:17:29,015 epoch 71 - iter 66/226 - loss 4.22497857 - samples/sec: 302.47 - lr: 0.001563 | |
| 2021-03-02 13:17:33,707 epoch 71 - iter 88/226 - loss 4.21947516 - samples/sec: 300.36 - lr: 0.001563 | |
| 2021-03-02 13:17:38,394 epoch 71 - iter 110/226 - loss 4.22763360 - samples/sec: 300.72 - lr: 0.001563 | |
| 2021-03-02 13:17:43,120 epoch 71 - iter 132/226 - loss 4.22522394 - samples/sec: 298.15 - lr: 0.001563 | |
| 2021-03-02 13:17:47,972 epoch 71 - iter 154/226 - loss 4.25259125 - samples/sec: 290.44 - lr: 0.001563 | |
| 2021-03-02 13:17:52,687 epoch 71 - iter 176/226 - loss 4.25220990 - samples/sec: 298.86 - lr: 0.001563 | |
| 2021-03-02 13:17:57,480 epoch 71 - iter 198/226 - loss 4.26962373 - samples/sec: 293.94 - lr: 0.001563 | |
| 2021-03-02 13:18:02,761 epoch 71 - iter 220/226 - loss 4.28880819 - samples/sec: 266.82 - lr: 0.001563 | |
| 2021-03-02 13:18:03,934 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:18:03,935 EPOCH 71 done: loss 4.2943 - lr 0.0015625 | |
| 2021-03-02 13:18:06,462 DEV : loss 2.491175651550293 - score 0.9665 | |
| 2021-03-02 13:18:06,538 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 13:18:06,540 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:18:11,456 epoch 72 - iter 22/226 - loss 4.35860097 - samples/sec: 286.64 - lr: 0.001563 | |
| 2021-03-02 13:18:16,076 epoch 72 - iter 44/226 - loss 4.31160229 - samples/sec: 305.06 - lr: 0.001563 | |
| 2021-03-02 13:18:20,707 epoch 72 - iter 66/226 - loss 4.28834318 - samples/sec: 304.29 - lr: 0.001563 | |
| 2021-03-02 13:18:26,005 epoch 72 - iter 88/226 - loss 4.36116729 - samples/sec: 266.01 - lr: 0.001563 | |
| 2021-03-02 13:18:30,779 epoch 72 - iter 110/226 - loss 4.33143504 - samples/sec: 295.26 - lr: 0.001563 | |
| 2021-03-02 13:18:35,532 epoch 72 - iter 132/226 - loss 4.36724747 - samples/sec: 296.57 - lr: 0.001563 | |
| 2021-03-02 13:18:40,305 epoch 72 - iter 154/226 - loss 4.34903653 - samples/sec: 295.34 - lr: 0.001563 | |
| 2021-03-02 13:18:44,987 epoch 72 - iter 176/226 - loss 4.33688571 - samples/sec: 300.98 - lr: 0.001563 | |
| 2021-03-02 13:18:49,883 epoch 72 - iter 198/226 - loss 4.33259911 - samples/sec: 287.82 - lr: 0.001563 | |
| 2021-03-02 13:18:54,527 epoch 72 - iter 220/226 - loss 4.31375696 - samples/sec: 303.51 - lr: 0.001563 | |
| 2021-03-02 13:18:55,787 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:18:55,787 EPOCH 72 done: loss 4.3190 - lr 0.0015625 | |
| 2021-03-02 13:18:58,315 DEV : loss 2.4857826232910156 - score 0.9667 | |
| 2021-03-02 13:18:58,391 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 13:18:58,393 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:19:03,440 epoch 73 - iter 22/226 - loss 4.35148811 - samples/sec: 279.22 - lr: 0.001563 | |
| 2021-03-02 13:19:08,242 epoch 73 - iter 44/226 - loss 4.42674817 - samples/sec: 293.39 - lr: 0.001563 | |
| 2021-03-02 13:19:13,025 epoch 73 - iter 66/226 - loss 4.35383603 - samples/sec: 294.58 - lr: 0.001563 | |
| 2021-03-02 13:19:18,207 epoch 73 - iter 88/226 - loss 4.34294241 - samples/sec: 271.85 - lr: 0.001563 | |
| 2021-03-02 13:19:23,083 epoch 73 - iter 110/226 - loss 4.34770454 - samples/sec: 288.99 - lr: 0.001563 | |
| 2021-03-02 13:19:27,513 epoch 73 - iter 132/226 - loss 4.34357672 - samples/sec: 318.12 - lr: 0.001563 | |
| 2021-03-02 13:19:32,023 epoch 73 - iter 154/226 - loss 4.32390474 - samples/sec: 312.53 - lr: 0.001563 | |
| 2021-03-02 13:19:36,855 epoch 73 - iter 176/226 - loss 4.31826842 - samples/sec: 291.67 - lr: 0.001563 | |
| 2021-03-02 13:19:41,842 epoch 73 - iter 198/226 - loss 4.33197009 - samples/sec: 282.61 - lr: 0.001563 | |
| 2021-03-02 13:19:46,449 epoch 73 - iter 220/226 - loss 4.33008621 - samples/sec: 305.95 - lr: 0.001563 | |
| 2021-03-02 13:19:47,621 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:19:47,622 EPOCH 73 done: loss 4.3249 - lr 0.0015625 | |
| 2021-03-02 13:19:50,184 DEV : loss 2.4887161254882812 - score 0.9668 | |
| 2021-03-02 13:19:50,260 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 13:19:50,262 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:19:54,990 epoch 74 - iter 22/226 - loss 4.32287857 - samples/sec: 298.10 - lr: 0.000781 | |
| 2021-03-02 13:19:59,770 epoch 74 - iter 44/226 - loss 4.25762545 - samples/sec: 294.82 - lr: 0.000781 | |
| 2021-03-02 13:20:04,364 epoch 74 - iter 66/226 - loss 4.29113617 - samples/sec: 306.72 - lr: 0.000781 | |
| 2021-03-02 13:20:09,045 epoch 74 - iter 88/226 - loss 4.29988960 - samples/sec: 301.07 - lr: 0.000781 | |
| 2021-03-02 13:20:13,694 epoch 74 - iter 110/226 - loss 4.32245228 - samples/sec: 303.06 - lr: 0.000781 | |
| 2021-03-02 13:20:18,363 epoch 74 - iter 132/226 - loss 4.34273356 - samples/sec: 301.86 - lr: 0.000781 | |
| 2021-03-02 13:20:22,927 epoch 74 - iter 154/226 - loss 4.36042592 - samples/sec: 308.71 - lr: 0.000781 | |
| 2021-03-02 13:20:27,706 epoch 74 - iter 176/226 - loss 4.31875739 - samples/sec: 294.80 - lr: 0.000781 | |
| 2021-03-02 13:20:32,686 epoch 74 - iter 198/226 - loss 4.30989899 - samples/sec: 282.96 - lr: 0.000781 | |
| 2021-03-02 13:20:37,911 epoch 74 - iter 220/226 - loss 4.32490782 - samples/sec: 269.68 - lr: 0.000781 | |
| 2021-03-02 13:20:39,250 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:20:39,251 EPOCH 74 done: loss 4.3259 - lr 0.0007813 | |
| 2021-03-02 13:20:41,810 DEV : loss 2.487290859222412 - score 0.9668 | |
| 2021-03-02 13:20:41,886 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 13:20:41,888 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:20:47,058 epoch 75 - iter 22/226 - loss 4.50323968 - samples/sec: 272.62 - lr: 0.000781 | |
| 2021-03-02 13:20:51,687 epoch 75 - iter 44/226 - loss 4.37956695 - samples/sec: 304.50 - lr: 0.000781 | |
| 2021-03-02 13:20:56,226 epoch 75 - iter 66/226 - loss 4.30477909 - samples/sec: 310.55 - lr: 0.000781 | |
| 2021-03-02 13:21:00,965 epoch 75 - iter 88/226 - loss 4.27505691 - samples/sec: 297.36 - lr: 0.000781 | |
| 2021-03-02 13:21:05,539 epoch 75 - iter 110/226 - loss 4.29030255 - samples/sec: 308.10 - lr: 0.000781 | |
| 2021-03-02 13:21:10,132 epoch 75 - iter 132/226 - loss 4.29887165 - samples/sec: 306.84 - lr: 0.000781 | |
| 2021-03-02 13:21:15,396 epoch 75 - iter 154/226 - loss 4.30225699 - samples/sec: 267.66 - lr: 0.000781 | |
| 2021-03-02 13:21:20,026 epoch 75 - iter 176/226 - loss 4.29540141 - samples/sec: 304.35 - lr: 0.000781 | |
| 2021-03-02 13:21:24,762 epoch 75 - iter 198/226 - loss 4.28508268 - samples/sec: 297.52 - lr: 0.000781 | |
| 2021-03-02 13:21:29,578 epoch 75 - iter 220/226 - loss 4.30162698 - samples/sec: 292.54 - lr: 0.000781 | |
| 2021-03-02 13:21:30,905 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:21:30,905 EPOCH 75 done: loss 4.3056 - lr 0.0007813 | |
| 2021-03-02 13:21:33,427 DEV : loss 2.4870996475219727 - score 0.9668 | |
| 2021-03-02 13:21:33,505 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 13:21:33,507 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:21:38,207 epoch 76 - iter 22/226 - loss 4.37418475 - samples/sec: 299.77 - lr: 0.000781 | |
| 2021-03-02 13:21:42,885 epoch 76 - iter 44/226 - loss 4.39546596 - samples/sec: 301.23 - lr: 0.000781 | |
| 2021-03-02 13:21:47,534 epoch 76 - iter 66/226 - loss 4.41299921 - samples/sec: 303.13 - lr: 0.000781 | |
| 2021-03-02 13:21:52,248 epoch 76 - iter 88/226 - loss 4.39748039 - samples/sec: 299.00 - lr: 0.000781 | |
| 2021-03-02 13:21:57,053 epoch 76 - iter 110/226 - loss 4.42552429 - samples/sec: 293.35 - lr: 0.000781 | |
| 2021-03-02 13:22:01,739 epoch 76 - iter 132/226 - loss 4.40237816 - samples/sec: 300.84 - lr: 0.000781 | |
| 2021-03-02 13:22:06,584 epoch 76 - iter 154/226 - loss 4.37508377 - samples/sec: 290.91 - lr: 0.000781 | |
| 2021-03-02 13:22:11,544 epoch 76 - iter 176/226 - loss 4.34854153 - samples/sec: 284.21 - lr: 0.000781 | |
| 2021-03-02 13:22:16,834 epoch 76 - iter 198/226 - loss 4.35251858 - samples/sec: 266.35 - lr: 0.000781 | |
| 2021-03-02 13:22:21,523 epoch 76 - iter 220/226 - loss 4.33072009 - samples/sec: 300.58 - lr: 0.000781 | |
| 2021-03-02 13:22:22,882 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:22:22,883 EPOCH 76 done: loss 4.3325 - lr 0.0007813 | |
| 2021-03-02 13:22:25,416 DEV : loss 2.488741397857666 - score 0.9666 | |
| 2021-03-02 13:22:25,492 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 13:22:25,494 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:22:30,472 epoch 77 - iter 22/226 - loss 4.31774791 - samples/sec: 283.06 - lr: 0.000781 | |
| 2021-03-02 13:22:35,213 epoch 77 - iter 44/226 - loss 4.27422399 - samples/sec: 297.15 - lr: 0.000781 | |
| 2021-03-02 13:22:40,147 epoch 77 - iter 66/226 - loss 4.31293736 - samples/sec: 285.58 - lr: 0.000781 | |
| 2021-03-02 13:22:44,815 epoch 77 - iter 88/226 - loss 4.25217537 - samples/sec: 301.88 - lr: 0.000781 | |
| 2021-03-02 13:22:49,661 epoch 77 - iter 110/226 - loss 4.28297441 - samples/sec: 290.80 - lr: 0.000781 | |
| 2021-03-02 13:22:54,906 epoch 77 - iter 132/226 - loss 4.28642819 - samples/sec: 268.66 - lr: 0.000781 | |
| 2021-03-02 13:22:59,608 epoch 77 - iter 154/226 - loss 4.27728049 - samples/sec: 299.80 - lr: 0.000781 | |
| 2021-03-02 13:23:04,491 epoch 77 - iter 176/226 - loss 4.28222191 - samples/sec: 288.60 - lr: 0.000781 | |
| 2021-03-02 13:23:09,253 epoch 77 - iter 198/226 - loss 4.28962789 - samples/sec: 296.06 - lr: 0.000781 | |
| 2021-03-02 13:23:13,941 epoch 77 - iter 220/226 - loss 4.29445159 - samples/sec: 300.63 - lr: 0.000781 | |
| 2021-03-02 13:23:15,173 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:23:15,174 EPOCH 77 done: loss 4.2891 - lr 0.0007813 | |
| 2021-03-02 13:23:17,732 DEV : loss 2.485323429107666 - score 0.9668 | |
| 2021-03-02 13:23:17,807 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 13:23:17,809 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:23:22,488 epoch 78 - iter 22/226 - loss 4.50148922 - samples/sec: 301.23 - lr: 0.000391 | |
| 2021-03-02 13:23:30,162 epoch 78 - iter 44/226 - loss 4.38568244 - samples/sec: 183.59 - lr: 0.000391 | |
| 2021-03-02 13:23:35,200 epoch 78 - iter 66/226 - loss 4.38760542 - samples/sec: 279.62 - lr: 0.000391 | |
| 2021-03-02 13:23:39,790 epoch 78 - iter 88/226 - loss 4.30386083 - samples/sec: 306.93 - lr: 0.000391 | |
| 2021-03-02 13:23:44,749 epoch 78 - iter 110/226 - loss 4.31430260 - samples/sec: 284.15 - lr: 0.000391 | |
| 2021-03-02 13:23:49,585 epoch 78 - iter 132/226 - loss 4.32636283 - samples/sec: 291.37 - lr: 0.000391 | |
| 2021-03-02 13:23:54,297 epoch 78 - iter 154/226 - loss 4.33055210 - samples/sec: 298.99 - lr: 0.000391 | |
| 2021-03-02 13:23:59,116 epoch 78 - iter 176/226 - loss 4.29225156 - samples/sec: 292.42 - lr: 0.000391 | |
| 2021-03-02 13:24:04,433 epoch 78 - iter 198/226 - loss 4.31907943 - samples/sec: 265.07 - lr: 0.000391 | |
| 2021-03-02 13:24:09,118 epoch 78 - iter 220/226 - loss 4.31112100 - samples/sec: 300.93 - lr: 0.000391 | |
| 2021-03-02 13:24:10,394 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:24:10,395 EPOCH 78 done: loss 4.3138 - lr 0.0003906 | |
| 2021-03-02 13:24:12,955 DEV : loss 2.488582134246826 - score 0.9666 | |
| 2021-03-02 13:24:13,031 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 13:24:13,033 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:24:17,776 epoch 79 - iter 22/226 - loss 4.26065703 - samples/sec: 297.15 - lr: 0.000391 | |
| 2021-03-02 13:24:22,777 epoch 79 - iter 44/226 - loss 4.15566696 - samples/sec: 281.84 - lr: 0.000391 | |
| 2021-03-02 13:24:27,453 epoch 79 - iter 66/226 - loss 4.21219309 - samples/sec: 301.37 - lr: 0.000391 | |
| 2021-03-02 13:24:32,117 epoch 79 - iter 88/226 - loss 4.21736598 - samples/sec: 302.15 - lr: 0.000391 | |
| 2021-03-02 13:24:36,934 epoch 79 - iter 110/226 - loss 4.22537466 - samples/sec: 292.59 - lr: 0.000391 | |
| 2021-03-02 13:24:41,603 epoch 79 - iter 132/226 - loss 4.23492841 - samples/sec: 301.84 - lr: 0.000391 | |
| 2021-03-02 13:24:46,915 epoch 79 - iter 154/226 - loss 4.26808377 - samples/sec: 265.26 - lr: 0.000391 | |
| 2021-03-02 13:24:51,809 epoch 79 - iter 176/226 - loss 4.29945429 - samples/sec: 287.90 - lr: 0.000391 | |
| 2021-03-02 13:24:56,644 epoch 79 - iter 198/226 - loss 4.30232818 - samples/sec: 291.44 - lr: 0.000391 | |
| 2021-03-02 13:25:01,517 epoch 79 - iter 220/226 - loss 4.29774692 - samples/sec: 289.11 - lr: 0.000391 | |
| 2021-03-02 13:25:02,745 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:25:02,745 EPOCH 79 done: loss 4.2918 - lr 0.0003906 | |
| 2021-03-02 13:25:05,301 DEV : loss 2.489116668701172 - score 0.9666 | |
| 2021-03-02 13:25:05,383 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 13:25:05,385 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:25:10,579 epoch 80 - iter 22/226 - loss 4.41724111 - samples/sec: 271.35 - lr: 0.000391 | |
| 2021-03-02 13:25:15,469 epoch 80 - iter 44/226 - loss 4.54239089 - samples/sec: 288.23 - lr: 0.000391 | |
| 2021-03-02 13:25:20,130 epoch 80 - iter 66/226 - loss 4.38471864 - samples/sec: 302.37 - lr: 0.000391 | |
| 2021-03-02 13:25:25,006 epoch 80 - iter 88/226 - loss 4.31540930 - samples/sec: 289.12 - lr: 0.000391 | |
| 2021-03-02 13:25:29,801 epoch 80 - iter 110/226 - loss 4.29716722 - samples/sec: 293.96 - lr: 0.000391 | |
| 2021-03-02 13:25:34,705 epoch 80 - iter 132/226 - loss 4.27174449 - samples/sec: 287.42 - lr: 0.000391 | |
| 2021-03-02 13:25:39,399 epoch 80 - iter 154/226 - loss 4.27477719 - samples/sec: 300.26 - lr: 0.000391 | |
| 2021-03-02 13:25:44,324 epoch 80 - iter 176/226 - loss 4.30132451 - samples/sec: 286.14 - lr: 0.000391 | |
| 2021-03-02 13:25:48,977 epoch 80 - iter 198/226 - loss 4.28334979 - samples/sec: 302.84 - lr: 0.000391 | |
| 2021-03-02 13:25:53,678 epoch 80 - iter 220/226 - loss 4.30750553 - samples/sec: 299.78 - lr: 0.000391 | |
| 2021-03-02 13:25:54,983 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:25:54,983 EPOCH 80 done: loss 4.3032 - lr 0.0003906 | |
| 2021-03-02 13:25:57,493 DEV : loss 2.4872920513153076 - score 0.9667 | |
| 2021-03-02 13:25:57,580 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 13:25:57,583 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:26:02,335 epoch 81 - iter 22/226 - loss 4.33592282 - samples/sec: 296.53 - lr: 0.000391 | |
| 2021-03-02 13:26:07,195 epoch 81 - iter 44/226 - loss 4.37611949 - samples/sec: 289.87 - lr: 0.000391 | |
| 2021-03-02 13:26:11,906 epoch 81 - iter 66/226 - loss 4.38630977 - samples/sec: 299.07 - lr: 0.000391 | |
| 2021-03-02 13:26:16,560 epoch 81 - iter 88/226 - loss 4.35786818 - samples/sec: 302.81 - lr: 0.000391 | |
| 2021-03-02 13:26:21,448 epoch 81 - iter 110/226 - loss 4.35659745 - samples/sec: 288.31 - lr: 0.000391 | |
| 2021-03-02 13:26:26,182 epoch 81 - iter 132/226 - loss 4.30194785 - samples/sec: 297.77 - lr: 0.000391 | |
| 2021-03-02 13:26:30,935 epoch 81 - iter 154/226 - loss 4.28811583 - samples/sec: 296.58 - lr: 0.000391 | |
| 2021-03-02 13:26:35,829 epoch 81 - iter 176/226 - loss 4.27502600 - samples/sec: 288.03 - lr: 0.000391 | |
| 2021-03-02 13:26:40,740 epoch 81 - iter 198/226 - loss 4.27175879 - samples/sec: 287.03 - lr: 0.000391 | |
| 2021-03-02 13:26:46,043 epoch 81 - iter 220/226 - loss 4.28588193 - samples/sec: 265.70 - lr: 0.000391 | |
| 2021-03-02 13:26:47,297 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:26:47,298 EPOCH 81 done: loss 4.2931 - lr 0.0003906 | |
| 2021-03-02 13:26:49,840 DEV : loss 2.4866726398468018 - score 0.9667 | |
| 2021-03-02 13:26:49,916 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 13:26:49,918 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:26:54,870 epoch 82 - iter 22/226 - loss 4.20530889 - samples/sec: 284.59 - lr: 0.000195 | |
| 2021-03-02 13:26:59,809 epoch 82 - iter 44/226 - loss 4.37505933 - samples/sec: 285.24 - lr: 0.000195 | |
| 2021-03-02 13:27:04,480 epoch 82 - iter 66/226 - loss 4.28321471 - samples/sec: 301.63 - lr: 0.000195 | |
| 2021-03-02 13:27:09,413 epoch 82 - iter 88/226 - loss 4.24403245 - samples/sec: 285.61 - lr: 0.000195 | |
| 2021-03-02 13:27:14,415 epoch 82 - iter 110/226 - loss 4.26494537 - samples/sec: 281.66 - lr: 0.000195 | |
| 2021-03-02 13:27:19,281 epoch 82 - iter 132/226 - loss 4.29876563 - samples/sec: 289.61 - lr: 0.000195 | |
| 2021-03-02 13:27:23,931 epoch 82 - iter 154/226 - loss 4.28392571 - samples/sec: 303.00 - lr: 0.000195 | |
| 2021-03-02 13:27:28,723 epoch 82 - iter 176/226 - loss 4.28927607 - samples/sec: 294.10 - lr: 0.000195 | |
| 2021-03-02 13:27:33,479 epoch 82 - iter 198/226 - loss 4.29717333 - samples/sec: 296.38 - lr: 0.000195 | |
| 2021-03-02 13:27:38,521 epoch 82 - iter 220/226 - loss 4.30220513 - samples/sec: 279.59 - lr: 0.000195 | |
| 2021-03-02 13:27:39,768 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:27:39,769 EPOCH 82 done: loss 4.3098 - lr 0.0001953 | |
| 2021-03-02 13:27:42,338 DEV : loss 2.4870944023132324 - score 0.9667 | |
| 2021-03-02 13:27:42,415 BAD EPOCHS (no improvement): 1 | |
| 2021-03-02 13:27:42,417 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:27:47,304 epoch 83 - iter 22/226 - loss 4.49141608 - samples/sec: 288.39 - lr: 0.000195 | |
| 2021-03-02 13:27:52,325 epoch 83 - iter 44/226 - loss 4.50347602 - samples/sec: 280.67 - lr: 0.000195 | |
| 2021-03-02 13:27:57,132 epoch 83 - iter 66/226 - loss 4.45407822 - samples/sec: 293.20 - lr: 0.000195 | |
| 2021-03-02 13:28:02,388 epoch 83 - iter 88/226 - loss 4.41418025 - samples/sec: 268.07 - lr: 0.000195 | |
| 2021-03-02 13:28:07,050 epoch 83 - iter 110/226 - loss 4.40449502 - samples/sec: 302.29 - lr: 0.000195 | |
| 2021-03-02 13:28:11,921 epoch 83 - iter 132/226 - loss 4.39698159 - samples/sec: 289.24 - lr: 0.000195 | |
| 2021-03-02 13:28:16,770 epoch 83 - iter 154/226 - loss 4.40053011 - samples/sec: 290.61 - lr: 0.000195 | |
| 2021-03-02 13:28:21,428 epoch 83 - iter 176/226 - loss 4.37908849 - samples/sec: 302.49 - lr: 0.000195 | |
| 2021-03-02 13:28:26,107 epoch 83 - iter 198/226 - loss 4.35449270 - samples/sec: 301.17 - lr: 0.000195 | |
| 2021-03-02 13:28:30,931 epoch 83 - iter 220/226 - loss 4.34118999 - samples/sec: 292.10 - lr: 0.000195 | |
| 2021-03-02 13:28:32,363 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:28:32,364 EPOCH 83 done: loss 4.3371 - lr 0.0001953 | |
| 2021-03-02 13:28:34,941 DEV : loss 2.486717939376831 - score 0.9667 | |
| 2021-03-02 13:28:35,017 BAD EPOCHS (no improvement): 2 | |
| 2021-03-02 13:28:35,019 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:28:40,050 epoch 84 - iter 22/226 - loss 4.53630028 - samples/sec: 280.21 - lr: 0.000195 | |
| 2021-03-02 13:28:44,797 epoch 84 - iter 44/226 - loss 4.34582099 - samples/sec: 296.95 - lr: 0.000195 | |
| 2021-03-02 13:28:49,479 epoch 84 - iter 66/226 - loss 4.36626539 - samples/sec: 301.07 - lr: 0.000195 | |
| 2021-03-02 13:28:54,220 epoch 84 - iter 88/226 - loss 4.35209656 - samples/sec: 297.27 - lr: 0.000195 | |
| 2021-03-02 13:28:59,135 epoch 84 - iter 110/226 - loss 4.36782808 - samples/sec: 286.75 - lr: 0.000195 | |
| 2021-03-02 13:29:03,975 epoch 84 - iter 132/226 - loss 4.33494527 - samples/sec: 291.16 - lr: 0.000195 | |
| 2021-03-02 13:29:09,271 epoch 84 - iter 154/226 - loss 4.31337755 - samples/sec: 266.05 - lr: 0.000195 | |
| 2021-03-02 13:29:14,301 epoch 84 - iter 176/226 - loss 4.31934392 - samples/sec: 280.14 - lr: 0.000195 | |
| 2021-03-02 13:29:19,217 epoch 84 - iter 198/226 - loss 4.33994204 - samples/sec: 286.65 - lr: 0.000195 | |
| 2021-03-02 13:29:23,932 epoch 84 - iter 220/226 - loss 4.33385026 - samples/sec: 298.83 - lr: 0.000195 | |
| 2021-03-02 13:29:25,197 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:29:25,198 EPOCH 84 done: loss 4.3304 - lr 0.0001953 | |
| 2021-03-02 13:29:27,730 DEV : loss 2.486844539642334 - score 0.9667 | |
| 2021-03-02 13:29:27,806 BAD EPOCHS (no improvement): 3 | |
| 2021-03-02 13:29:27,808 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:29:32,491 epoch 85 - iter 22/226 - loss 4.31742632 - samples/sec: 300.87 - lr: 0.000195 | |
| 2021-03-02 13:29:37,087 epoch 85 - iter 44/226 - loss 4.26423753 - samples/sec: 306.63 - lr: 0.000195 | |
| 2021-03-02 13:29:41,878 epoch 85 - iter 66/226 - loss 4.27575780 - samples/sec: 294.14 - lr: 0.000195 | |
| 2021-03-02 13:29:46,830 epoch 85 - iter 88/226 - loss 4.31225107 - samples/sec: 284.65 - lr: 0.000195 | |
| 2021-03-02 13:29:51,681 epoch 85 - iter 110/226 - loss 4.29813769 - samples/sec: 290.55 - lr: 0.000195 | |
| 2021-03-02 13:29:56,482 epoch 85 - iter 132/226 - loss 4.36487476 - samples/sec: 293.52 - lr: 0.000195 | |
| 2021-03-02 13:30:01,667 epoch 85 - iter 154/226 - loss 4.35312672 - samples/sec: 271.81 - lr: 0.000195 | |
| 2021-03-02 13:30:06,445 epoch 85 - iter 176/226 - loss 4.34220209 - samples/sec: 294.91 - lr: 0.000195 | |
| 2021-03-02 13:30:11,240 epoch 85 - iter 198/226 - loss 4.33740348 - samples/sec: 293.97 - lr: 0.000195 | |
| 2021-03-02 13:30:15,958 epoch 85 - iter 220/226 - loss 4.34761800 - samples/sec: 298.66 - lr: 0.000195 | |
| 2021-03-02 13:30:17,175 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:30:17,176 EPOCH 85 done: loss 4.3385 - lr 0.0001953 | |
| 2021-03-02 13:30:19,699 DEV : loss 2.487819194793701 - score 0.9666 | |
| 2021-03-02 13:30:19,775 BAD EPOCHS (no improvement): 4 | |
| 2021-03-02 13:30:19,777 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:30:19,777 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:30:19,777 learning rate too small - quitting training! | |
| 2021-03-02 13:30:19,777 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:30:40,083 ---------------------------------------------------------------------------------------------------- | |
| 2021-03-02 13:30:40,083 Testing using best model ... | |
| 2021-03-02 13:30:40,085 loading file resources/taggers/example-pos/best-model.pt | |
| 2021-03-02 13:30:49,790 0.9615 | |
| 2021-03-02 13:30:49,790 | |
| Results: | |
| - F-score (micro): 0.9615 | |
| - F-score (macro): 0.8973 | |
| - Accuracy (incl. no class): 0.9615 | |
| By class: | |
| precision recall f1-score support | |
| PRON 0.9689 0.9653 0.9671 548 | |
| VERB 0.9545 0.9661 0.9602 825 | |
| SCONJ 0.9421 0.8906 0.9157 128 | |
| ADP 0.9767 0.9872 0.9819 1483 | |
| CCONJ 0.9919 1.0000 0.9959 245 | |
| DET 0.9807 0.9939 0.9873 1484 | |
| NOUN 0.9496 0.9547 0.9522 1856 | |
| ADJ 0.9238 0.9208 0.9223 606 | |
| AUX 0.9566 0.9944 0.9751 355 | |
| ADV 0.9593 0.9365 0.9478 504 | |
| PUNCT 0.9915 0.9815 0.9864 1186 | |
| PROPN 0.8969 0.8529 0.8744 510 | |
| NUM 0.9457 0.9289 0.9372 225 | |
| SYM 0.9706 0.8684 0.9167 38 | |
| PART 1.0000 1.0000 1.0000 4 | |
| X 0.5556 0.3125 0.4000 16 | |
| INTJ 0.4444 0.6667 0.5333 6 | |
| accuracy 0.9615 10019 | |
| macro avg 0.9064 0.8953 0.8973 10019 | |
| weighted avg 0.9612 0.9615 0.9612 10019 | |
| 2021-03-02 13:30:49,790 ---------------------------------------------------------------------------------------------------- | |