diff --git "a/training.log" "b/training.log" --- "a/training.log" +++ "b/training.log" @@ -1,5 +1,5 @@ -2021-03-02 12:06:03,526 ---------------------------------------------------------------------------------------------------- -2021-03-02 12:06:03,526 Model: "SequenceTagger( +2021-03-25 14:01:05,449 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:01:05,449 Model: "SequenceTagger( (embeddings): StackedEmbeddings( (list_embedding_0): WordEmbeddings('fr') ) @@ -7,1341 +7,1834 @@ (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) + (linear): Linear(in_features=512, out_features=69, 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 +2021-03-25 14:01:05,450 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:01:05,450 Corpus: "Corpus: 14449 train + 1476 dev + 416 test sentences" +2021-03-25 14:01:05,450 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:01:05,450 Parameters: +2021-03-25 14:01:05,450 - learning_rate: "0.1" +2021-03-25 14:01:05,450 - mini_batch_size: "128" +2021-03-25 14:01:05,450 - patience: "3" +2021-03-25 14:01:05,450 - anneal_factor: "0.5" +2021-03-25 14:01:05,450 - max_epochs: "500" +2021-03-25 14:01:05,450 - shuffle: "True" +2021-03-25 14:01:05,450 - train_with_dev: "False" +2021-03-25 14:01:05,450 - batch_growth_annealing: "False" +2021-03-25 14:01:05,450 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:01:05,450 Model training base path: "resources/taggers/UPOS_UD_FRENCH_FR_500_2021-03-25-14:00:44" +2021-03-25 14:01:05,450 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:01:05,451 Device: cuda:0 +2021-03-25 14:01:05,451 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:01:05,451 Embeddings storage mode: cpu +2021-03-25 14:01:05,461 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:01:11,873 epoch 1 - iter 11/113 - loss 99.77079287 - samples/sec: 219.72 - lr: 0.100000 +2021-03-25 14:01:18,305 epoch 1 - iter 22/113 - loss 94.24917672 - samples/sec: 219.02 - lr: 0.100000 +2021-03-25 14:01:24,652 epoch 1 - iter 33/113 - loss 89.90108860 - samples/sec: 221.95 - lr: 0.100000 +2021-03-25 14:01:31,117 epoch 1 - iter 44/113 - loss 86.80566926 - samples/sec: 217.88 - lr: 0.100000 +2021-03-25 14:01:37,552 epoch 1 - iter 55/113 - loss 84.16539223 - samples/sec: 218.93 - lr: 0.100000 +2021-03-25 14:01:44,012 epoch 1 - iter 66/113 - loss 81.40805354 - samples/sec: 218.06 - lr: 0.100000 +2021-03-25 14:01:51,526 epoch 1 - iter 77/113 - loss 78.49298814 - samples/sec: 187.49 - lr: 0.100000 +2021-03-25 14:02:01,591 epoch 1 - iter 88/113 - loss 75.67749630 - samples/sec: 139.93 - lr: 0.100000 +2021-03-25 14:02:07,891 epoch 1 - iter 99/113 - loss 72.61106661 - samples/sec: 223.55 - lr: 0.100000 +2021-03-25 14:02:14,136 epoch 1 - iter 110/113 - loss 69.49553615 - samples/sec: 225.55 - lr: 0.100000 +2021-03-25 14:02:15,750 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:02:15,750 EPOCH 1 done: loss 68.6976 - lr 0.1000000 +2021-03-25 14:02:20,848 DEV : loss 33.562286376953125 - score 0.6341 +2021-03-25 14:02:20,934 BAD EPOCHS (no improvement): 0 +2021-03-25 14:02:41,804 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:02:46,887 epoch 2 - iter 11/113 - loss 38.53407010 - samples/sec: 277.63 - lr: 0.100000 +2021-03-25 14:02:52,015 epoch 2 - iter 22/113 - loss 36.84829790 - samples/sec: 275.01 - lr: 0.100000 +2021-03-25 14:02:57,173 epoch 2 - iter 33/113 - loss 35.26770707 - samples/sec: 273.49 - lr: 0.100000 +2021-03-25 14:03:02,138 epoch 2 - iter 44/113 - loss 33.75601608 - samples/sec: 284.36 - lr: 0.100000 +2021-03-25 14:03:07,395 epoch 2 - iter 55/113 - loss 32.55319994 - samples/sec: 268.44 - lr: 0.100000 +2021-03-25 14:03:13,761 epoch 2 - iter 66/113 - loss 31.48422678 - samples/sec: 221.52 - lr: 0.100000 +2021-03-25 14:03:19,332 epoch 2 - iter 77/113 - loss 30.51842729 - samples/sec: 253.17 - lr: 0.100000 +2021-03-25 14:03:24,352 epoch 2 - iter 88/113 - loss 29.67007930 - samples/sec: 281.11 - lr: 0.100000 +2021-03-25 14:03:29,355 epoch 2 - iter 99/113 - loss 28.97049817 - samples/sec: 281.94 - lr: 0.100000 +2021-03-25 14:03:34,392 epoch 2 - iter 110/113 - loss 28.28872760 - samples/sec: 279.96 - lr: 0.100000 +2021-03-25 14:03:35,944 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:03:35,945 EPOCH 2 done: loss 28.1125 - lr 0.1000000 +2021-03-25 14:03:39,005 DEV : loss 14.451913833618164 - score 0.842 +2021-03-25 14:03:39,104 BAD EPOCHS (no improvement): 0 +2021-03-25 14:03:59,805 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:04:04,680 epoch 3 - iter 11/113 - loss 20.39941580 - samples/sec: 289.45 - lr: 0.100000 +2021-03-25 14:04:09,826 epoch 3 - iter 22/113 - loss 20.40815692 - samples/sec: 274.02 - lr: 0.100000 +2021-03-25 14:04:16,514 epoch 3 - iter 33/113 - loss 20.40991708 - samples/sec: 227.26 - lr: 0.100000 +2021-03-25 14:04:21,733 epoch 3 - iter 44/113 - loss 20.11849230 - samples/sec: 270.17 - lr: 0.100000 +2021-03-25 14:04:26,767 epoch 3 - iter 55/113 - loss 19.74780651 - samples/sec: 280.18 - lr: 0.100000 +2021-03-25 14:04:31,826 epoch 3 - iter 66/113 - loss 19.50673410 - samples/sec: 278.76 - lr: 0.100000 +2021-03-25 14:04:37,239 epoch 3 - iter 77/113 - loss 19.32139960 - samples/sec: 260.49 - lr: 0.100000 +2021-03-25 14:04:42,653 epoch 3 - iter 88/113 - loss 19.16204250 - samples/sec: 260.52 - lr: 0.100000 +2021-03-25 14:04:47,652 epoch 3 - iter 99/113 - loss 18.94602723 - samples/sec: 282.16 - lr: 0.100000 +2021-03-25 14:04:52,801 epoch 3 - iter 110/113 - loss 18.69609687 - samples/sec: 273.96 - lr: 0.100000 +2021-03-25 14:04:54,360 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:04:54,361 EPOCH 3 done: loss 18.6458 - lr 0.1000000 +2021-03-25 14:04:57,423 DEV : loss 9.90114974975586 - score 0.8889 +2021-03-25 14:04:57,508 BAD EPOCHS (no improvement): 0 +2021-03-25 14:05:18,181 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:05:23,508 epoch 4 - iter 11/113 - loss 16.34136980 - samples/sec: 264.70 - lr: 0.100000 +2021-03-25 14:05:28,603 epoch 4 - iter 22/113 - loss 16.02988811 - samples/sec: 276.83 - lr: 0.100000 +2021-03-25 14:05:33,565 epoch 4 - iter 33/113 - loss 15.86472456 - samples/sec: 284.38 - lr: 0.100000 +2021-03-25 14:05:38,569 epoch 4 - iter 44/113 - loss 15.73787843 - samples/sec: 281.82 - lr: 0.100000 +2021-03-25 14:05:43,873 epoch 4 - iter 55/113 - loss 15.72529602 - samples/sec: 265.93 - lr: 0.100000 +2021-03-25 14:05:49,022 epoch 4 - iter 66/113 - loss 15.64231133 - samples/sec: 273.85 - lr: 0.100000 +2021-03-25 14:05:54,079 epoch 4 - iter 77/113 - loss 15.53098549 - samples/sec: 279.00 - lr: 0.100000 +2021-03-25 14:05:59,725 epoch 4 - iter 88/113 - loss 15.44144802 - samples/sec: 249.83 - lr: 0.100000 +2021-03-25 14:06:05,622 epoch 4 - iter 99/113 - loss 15.36166467 - samples/sec: 239.06 - lr: 0.100000 +2021-03-25 14:06:10,703 epoch 4 - iter 110/113 - loss 15.28287371 - samples/sec: 277.68 - lr: 0.100000 +2021-03-25 14:06:11,969 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:06:11,969 EPOCH 4 done: loss 15.2482 - lr 0.1000000 +2021-03-25 14:06:15,061 DEV : loss 7.970705986022949 - score 0.9102 +2021-03-25 14:06:15,152 BAD EPOCHS (no improvement): 0 +2021-03-25 14:06:35,844 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:06:40,959 epoch 5 - iter 11/113 - loss 13.75491550 - samples/sec: 275.82 - lr: 0.100000 +2021-03-25 14:06:46,334 epoch 5 - iter 22/113 - loss 13.73643225 - samples/sec: 262.36 - lr: 0.100000 +2021-03-25 14:06:51,502 epoch 5 - iter 33/113 - loss 13.73926518 - samples/sec: 272.86 - lr: 0.100000 +2021-03-25 14:06:56,795 epoch 5 - iter 44/113 - loss 13.75865908 - samples/sec: 266.40 - lr: 0.100000 +2021-03-25 14:07:01,813 epoch 5 - iter 55/113 - loss 13.73817203 - samples/sec: 281.04 - lr: 0.100000 +2021-03-25 14:07:06,883 epoch 5 - iter 66/113 - loss 13.63995595 - samples/sec: 278.25 - lr: 0.100000 +2021-03-25 14:07:11,857 epoch 5 - iter 77/113 - loss 13.56778212 - samples/sec: 283.74 - lr: 0.100000 +2021-03-25 14:07:17,324 epoch 5 - iter 88/113 - loss 13.55545408 - samples/sec: 257.94 - lr: 0.100000 +2021-03-25 14:07:23,288 epoch 5 - iter 99/113 - loss 13.54607271 - samples/sec: 236.43 - lr: 0.100000 +2021-03-25 14:07:28,242 epoch 5 - iter 110/113 - loss 13.47867798 - samples/sec: 284.77 - lr: 0.100000 +2021-03-25 14:07:29,571 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:07:29,572 EPOCH 5 done: loss 13.4781 - lr 0.1000000 +2021-03-25 14:07:32,655 DEV : loss 7.087363243103027 - score 0.9182 +2021-03-25 14:07:32,741 BAD EPOCHS (no improvement): 0 +2021-03-25 14:07:53,501 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:07:58,178 epoch 6 - iter 11/113 - loss 12.25414996 - samples/sec: 301.50 - lr: 0.100000 +2021-03-25 14:08:03,132 epoch 6 - iter 22/113 - loss 12.58216494 - samples/sec: 284.48 - lr: 0.100000 +2021-03-25 14:08:07,826 epoch 6 - iter 33/113 - loss 12.55465687 - samples/sec: 300.45 - lr: 0.100000 +2021-03-25 14:08:12,942 epoch 6 - iter 44/113 - loss 12.54222328 - samples/sec: 275.57 - lr: 0.100000 +2021-03-25 14:08:18,250 epoch 6 - iter 55/113 - loss 12.46822612 - samples/sec: 265.61 - lr: 0.100000 +2021-03-25 14:08:24,019 epoch 6 - iter 66/113 - loss 12.50989278 - samples/sec: 244.50 - lr: 0.100000 +2021-03-25 14:08:29,204 epoch 6 - iter 77/113 - loss 12.54399957 - samples/sec: 272.09 - lr: 0.100000 +2021-03-25 14:08:34,524 epoch 6 - iter 88/113 - loss 12.49329826 - samples/sec: 265.12 - lr: 0.100000 +2021-03-25 14:08:39,515 epoch 6 - iter 99/113 - loss 12.39737834 - samples/sec: 282.62 - lr: 0.100000 +2021-03-25 14:08:44,479 epoch 6 - iter 110/113 - loss 12.36775175 - samples/sec: 284.16 - lr: 0.100000 +2021-03-25 14:08:45,908 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:08:45,909 EPOCH 6 done: loss 12.3701 - lr 0.1000000 +2021-03-25 14:08:48,984 DEV : loss 6.438025951385498 - score 0.9242 +2021-03-25 14:08:49,070 BAD EPOCHS (no improvement): 0 +2021-03-25 14:09:09,808 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:09:14,807 epoch 7 - iter 11/113 - loss 11.48707477 - samples/sec: 282.15 - lr: 0.100000 +2021-03-25 14:09:19,938 epoch 7 - iter 22/113 - loss 11.75823628 - samples/sec: 274.72 - lr: 0.100000 +2021-03-25 14:09:24,882 epoch 7 - iter 33/113 - loss 11.76155940 - samples/sec: 285.27 - lr: 0.100000 +2021-03-25 14:09:30,122 epoch 7 - iter 44/113 - loss 11.70511486 - samples/sec: 269.04 - lr: 0.100000 +2021-03-25 14:09:36,110 epoch 7 - iter 55/113 - loss 11.75042126 - samples/sec: 235.49 - lr: 0.100000 +2021-03-25 14:09:41,252 epoch 7 - iter 66/113 - loss 11.75738887 - samples/sec: 274.31 - lr: 0.100000 +2021-03-25 14:09:46,391 epoch 7 - iter 77/113 - loss 11.74673812 - samples/sec: 274.49 - lr: 0.100000 +2021-03-25 14:09:51,417 epoch 7 - iter 88/113 - loss 11.69784170 - samples/sec: 280.68 - lr: 0.100000 +2021-03-25 14:09:56,404 epoch 7 - iter 99/113 - loss 11.67277172 - samples/sec: 282.97 - lr: 0.100000 +2021-03-25 14:10:01,812 epoch 7 - iter 110/113 - loss 11.61549222 - samples/sec: 260.79 - lr: 0.100000 +2021-03-25 14:10:03,239 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:10:03,240 EPOCH 7 done: loss 11.6159 - lr 0.1000000 +2021-03-25 14:10:06,339 DEV : loss 5.967233657836914 - score 0.9301 +2021-03-25 14:10:06,425 BAD EPOCHS (no improvement): 0 +2021-03-25 14:10:27,254 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:10:32,186 epoch 8 - iter 11/113 - loss 11.41520058 - samples/sec: 286.00 - lr: 0.100000 +2021-03-25 14:10:37,579 epoch 8 - iter 22/113 - loss 11.41410459 - samples/sec: 261.56 - lr: 0.100000 +2021-03-25 14:10:42,925 epoch 8 - iter 33/113 - loss 11.40393933 - samples/sec: 263.77 - lr: 0.100000 +2021-03-25 14:10:48,722 epoch 8 - iter 44/113 - loss 11.29198272 - samples/sec: 243.09 - lr: 0.100000 +2021-03-25 14:10:53,931 epoch 8 - iter 55/113 - loss 11.27080727 - samples/sec: 270.69 - lr: 0.100000 +2021-03-25 14:10:58,971 epoch 8 - iter 66/113 - loss 11.20616601 - samples/sec: 279.75 - lr: 0.100000 +2021-03-25 14:11:03,842 epoch 8 - iter 77/113 - loss 11.11662654 - samples/sec: 289.53 - lr: 0.100000 +2021-03-25 14:11:08,686 epoch 8 - iter 88/113 - loss 11.07857649 - samples/sec: 291.17 - lr: 0.100000 +2021-03-25 14:11:14,284 epoch 8 - iter 99/113 - loss 11.05369238 - samples/sec: 251.87 - lr: 0.100000 +2021-03-25 14:11:19,353 epoch 8 - iter 110/113 - loss 10.99549906 - samples/sec: 278.33 - lr: 0.100000 +2021-03-25 14:11:20,742 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:11:20,743 EPOCH 8 done: loss 10.9712 - lr 0.1000000 +2021-03-25 14:11:23,799 DEV : loss 5.777602195739746 - score 0.9305 +2021-03-25 14:11:23,884 BAD EPOCHS (no improvement): 0 +2021-03-25 14:11:44,620 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:11:49,614 epoch 9 - iter 11/113 - loss 10.98097004 - samples/sec: 282.51 - lr: 0.100000 +2021-03-25 14:11:54,830 epoch 9 - iter 22/113 - loss 10.93346786 - samples/sec: 270.44 - lr: 0.100000 +2021-03-25 14:12:00,290 epoch 9 - iter 33/113 - loss 10.88734647 - samples/sec: 258.33 - lr: 0.100000 +2021-03-25 14:12:05,778 epoch 9 - iter 44/113 - loss 10.84287509 - samples/sec: 256.92 - lr: 0.100000 +2021-03-25 14:12:10,777 epoch 9 - iter 55/113 - loss 10.70467356 - samples/sec: 282.10 - lr: 0.100000 +2021-03-25 14:12:16,573 epoch 9 - iter 66/113 - loss 10.74898650 - samples/sec: 243.41 - lr: 0.100000 +2021-03-25 14:12:21,545 epoch 9 - iter 77/113 - loss 10.71510647 - samples/sec: 283.70 - lr: 0.100000 +2021-03-25 14:12:26,409 epoch 9 - iter 88/113 - loss 10.69577348 - samples/sec: 289.87 - lr: 0.100000 +2021-03-25 14:12:31,283 epoch 9 - iter 99/113 - loss 10.65237220 - samples/sec: 289.36 - lr: 0.100000 +2021-03-25 14:12:36,097 epoch 9 - iter 110/113 - loss 10.62479797 - samples/sec: 292.91 - lr: 0.100000 +2021-03-25 14:12:37,791 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:12:37,792 EPOCH 9 done: loss 10.5987 - lr 0.1000000 +2021-03-25 14:12:40,927 DEV : loss 5.393132209777832 - score 0.9343 +2021-03-25 14:12:41,015 BAD EPOCHS (no improvement): 0 +2021-03-25 14:13:01,684 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:13:06,653 epoch 10 - iter 11/113 - loss 10.12780831 - samples/sec: 283.98 - lr: 0.100000 +2021-03-25 14:13:11,638 epoch 10 - iter 22/113 - loss 10.17941596 - samples/sec: 282.90 - lr: 0.100000 +2021-03-25 14:13:16,500 epoch 10 - iter 33/113 - loss 10.13595911 - samples/sec: 290.19 - lr: 0.100000 +2021-03-25 14:13:22,468 epoch 10 - iter 44/113 - loss 10.23102899 - samples/sec: 236.33 - lr: 0.100000 +2021-03-25 14:13:27,403 epoch 10 - iter 55/113 - loss 10.19711217 - samples/sec: 285.75 - lr: 0.100000 +2021-03-25 14:13:32,765 epoch 10 - iter 66/113 - loss 10.19659086 - samples/sec: 262.95 - lr: 0.100000 +2021-03-25 14:13:37,934 epoch 10 - iter 77/113 - loss 10.23902109 - samples/sec: 272.79 - lr: 0.100000 +2021-03-25 14:13:43,081 epoch 10 - iter 88/113 - loss 10.19825011 - samples/sec: 273.97 - lr: 0.100000 +2021-03-25 14:13:47,959 epoch 10 - iter 99/113 - loss 10.20401257 - samples/sec: 289.11 - lr: 0.100000 +2021-03-25 14:13:53,381 epoch 10 - iter 110/113 - loss 10.20861778 - samples/sec: 260.11 - lr: 0.100000 +2021-03-25 14:13:54,782 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:13:54,784 EPOCH 10 done: loss 10.2038 - lr 0.1000000 +2021-03-25 14:13:57,821 DEV : loss 5.497661590576172 - score 0.9333 +2021-03-25 14:13:57,907 BAD EPOCHS (no improvement): 1 +2021-03-25 14:13:57,909 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:14:02,818 epoch 11 - iter 11/113 - loss 9.95163449 - samples/sec: 287.26 - lr: 0.100000 +2021-03-25 14:14:08,069 epoch 11 - iter 22/113 - loss 10.01565296 - samples/sec: 268.50 - lr: 0.100000 +2021-03-25 14:14:12,996 epoch 11 - iter 33/113 - loss 9.99093333 - samples/sec: 286.31 - lr: 0.100000 +2021-03-25 14:14:18,079 epoch 11 - iter 44/113 - loss 9.94215116 - samples/sec: 277.53 - lr: 0.100000 +2021-03-25 14:14:26,576 epoch 11 - iter 55/113 - loss 9.91138967 - samples/sec: 165.87 - lr: 0.100000 +2021-03-25 14:14:31,882 epoch 11 - iter 66/113 - loss 9.92189751 - samples/sec: 265.74 - lr: 0.100000 +2021-03-25 14:14:37,855 epoch 11 - iter 77/113 - loss 9.94067262 - samples/sec: 236.04 - lr: 0.100000 +2021-03-25 14:14:42,610 epoch 11 - iter 88/113 - loss 9.92497098 - samples/sec: 296.57 - lr: 0.100000 +2021-03-25 14:14:47,825 epoch 11 - iter 99/113 - loss 9.91202928 - samples/sec: 270.35 - lr: 0.100000 +2021-03-25 14:14:52,707 epoch 11 - iter 110/113 - loss 9.88208182 - samples/sec: 288.78 - lr: 0.100000 +2021-03-25 14:14:54,014 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:14:54,015 EPOCH 11 done: loss 9.8938 - lr 0.1000000 +2021-03-25 14:14:57,023 DEV : loss 5.045197486877441 - score 0.9384 +2021-03-25 14:14:57,114 BAD EPOCHS (no improvement): 0 +2021-03-25 14:15:17,806 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:15:23,043 epoch 12 - iter 11/113 - loss 9.60898850 - samples/sec: 269.25 - lr: 0.100000 +2021-03-25 14:15:29,194 epoch 12 - iter 22/113 - loss 9.75797415 - samples/sec: 229.16 - lr: 0.100000 +2021-03-25 14:15:34,283 epoch 12 - iter 33/113 - loss 9.66825789 - samples/sec: 277.06 - lr: 0.100000 +2021-03-25 14:15:39,273 epoch 12 - iter 44/113 - loss 9.64228695 - samples/sec: 282.51 - lr: 0.100000 +2021-03-25 14:15:44,269 epoch 12 - iter 55/113 - loss 9.64185578 - samples/sec: 282.20 - lr: 0.100000 +2021-03-25 14:15:49,301 epoch 12 - iter 66/113 - loss 9.65320571 - samples/sec: 280.27 - lr: 0.100000 +2021-03-25 14:15:54,366 epoch 12 - iter 77/113 - loss 9.69141129 - samples/sec: 278.61 - lr: 0.100000 +2021-03-25 14:15:59,764 epoch 12 - iter 88/113 - loss 9.68915646 - samples/sec: 261.26 - lr: 0.100000 +2021-03-25 14:16:04,794 epoch 12 - iter 99/113 - loss 9.69711871 - samples/sec: 280.61 - lr: 0.100000 +2021-03-25 14:16:09,837 epoch 12 - iter 110/113 - loss 9.67122457 - samples/sec: 279.69 - lr: 0.100000 +2021-03-25 14:16:11,211 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:16:11,211 EPOCH 12 done: loss 9.6634 - lr 0.1000000 +2021-03-25 14:16:14,320 DEV : loss 4.956379413604736 - score 0.94 +2021-03-25 14:16:14,407 BAD EPOCHS (no improvement): 0 +2021-03-25 14:16:37,130 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:16:42,981 epoch 13 - iter 11/113 - loss 9.70416060 - samples/sec: 241.04 - lr: 0.100000 +2021-03-25 14:16:48,412 epoch 13 - iter 22/113 - loss 9.72429145 - samples/sec: 259.80 - lr: 0.100000 +2021-03-25 14:16:53,517 epoch 13 - iter 33/113 - loss 9.73316918 - samples/sec: 276.22 - lr: 0.100000 +2021-03-25 14:16:58,676 epoch 13 - iter 44/113 - loss 9.66548928 - samples/sec: 273.25 - lr: 0.100000 +2021-03-25 14:17:03,788 epoch 13 - iter 55/113 - loss 9.65393751 - samples/sec: 275.73 - lr: 0.100000 +2021-03-25 14:17:08,822 epoch 13 - iter 66/113 - loss 9.58927981 - samples/sec: 280.16 - lr: 0.100000 +2021-03-25 14:17:13,928 epoch 13 - iter 77/113 - loss 9.56828498 - samples/sec: 276.13 - lr: 0.100000 +2021-03-25 14:17:19,018 epoch 13 - iter 88/113 - loss 9.56351062 - samples/sec: 277.07 - lr: 0.100000 +2021-03-25 14:17:23,959 epoch 13 - iter 99/113 - loss 9.52224740 - samples/sec: 285.55 - lr: 0.100000 +2021-03-25 14:17:29,133 epoch 13 - iter 110/113 - loss 9.48496844 - samples/sec: 272.73 - lr: 0.100000 +2021-03-25 14:17:30,840 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:17:30,841 EPOCH 13 done: loss 9.4778 - lr 0.1000000 +2021-03-25 14:17:33,917 DEV : loss 4.854061126708984 - score 0.9407 +2021-03-25 14:17:34,006 BAD EPOCHS (no improvement): 0 +2021-03-25 14:17:54,637 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:17:59,770 epoch 14 - iter 11/113 - loss 9.19493450 - samples/sec: 274.87 - lr: 0.100000 +2021-03-25 14:18:04,733 epoch 14 - iter 22/113 - loss 9.25288686 - samples/sec: 284.21 - lr: 0.100000 +2021-03-25 14:18:09,595 epoch 14 - iter 33/113 - loss 9.26891538 - samples/sec: 290.07 - lr: 0.100000 +2021-03-25 14:18:14,393 epoch 14 - iter 44/113 - loss 9.16350185 - samples/sec: 293.94 - lr: 0.100000 +2021-03-25 14:18:20,637 epoch 14 - iter 55/113 - loss 9.21550579 - samples/sec: 225.78 - lr: 0.100000 +2021-03-25 14:18:25,671 epoch 14 - iter 66/113 - loss 9.26127974 - samples/sec: 280.16 - lr: 0.100000 +2021-03-25 14:18:30,591 epoch 14 - iter 77/113 - loss 9.24992544 - samples/sec: 286.77 - lr: 0.100000 +2021-03-25 14:18:35,863 epoch 14 - iter 88/113 - loss 9.26024974 - samples/sec: 267.37 - lr: 0.100000 +2021-03-25 14:18:41,106 epoch 14 - iter 99/113 - loss 9.25936102 - samples/sec: 268.84 - lr: 0.100000 +2021-03-25 14:18:46,173 epoch 14 - iter 110/113 - loss 9.27194617 - samples/sec: 278.39 - lr: 0.100000 +2021-03-25 14:18:47,520 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:18:47,521 EPOCH 14 done: loss 9.2677 - lr 0.1000000 +2021-03-25 14:18:50,605 DEV : loss 4.6637468338012695 - score 0.9437 +2021-03-25 14:18:50,702 BAD EPOCHS (no improvement): 0 +2021-03-25 14:19:11,401 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:19:16,430 epoch 15 - iter 11/113 - loss 9.20153635 - samples/sec: 280.52 - lr: 0.100000 +2021-03-25 14:19:21,356 epoch 15 - iter 22/113 - loss 9.18468007 - samples/sec: 286.36 - lr: 0.100000 +2021-03-25 14:19:26,404 epoch 15 - iter 33/113 - loss 9.13618911 - samples/sec: 279.41 - lr: 0.100000 +2021-03-25 14:19:31,425 epoch 15 - iter 44/113 - loss 9.14671193 - samples/sec: 281.09 - lr: 0.100000 +2021-03-25 14:19:37,274 epoch 15 - iter 55/113 - loss 9.17618445 - samples/sec: 241.14 - lr: 0.100000 +2021-03-25 14:19:42,382 epoch 15 - iter 66/113 - loss 9.21374535 - samples/sec: 276.03 - lr: 0.100000 +2021-03-25 14:19:47,165 epoch 15 - iter 77/113 - loss 9.15780705 - samples/sec: 294.90 - lr: 0.100000 +2021-03-25 14:19:52,493 epoch 15 - iter 88/113 - loss 9.16023508 - samples/sec: 264.58 - lr: 0.100000 +2021-03-25 14:19:57,704 epoch 15 - iter 99/113 - loss 9.14380626 - samples/sec: 270.57 - lr: 0.100000 +2021-03-25 14:20:02,883 epoch 15 - iter 110/113 - loss 9.15607706 - samples/sec: 272.33 - lr: 0.100000 +2021-03-25 14:20:04,296 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:20:04,297 EPOCH 15 done: loss 9.1547 - lr 0.1000000 +2021-03-25 14:20:07,336 DEV : loss 4.723843574523926 - score 0.9425 +2021-03-25 14:20:07,431 BAD EPOCHS (no improvement): 1 +2021-03-25 14:20:07,434 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:20:12,718 epoch 16 - iter 11/113 - loss 8.91683752 - samples/sec: 266.78 - lr: 0.100000 +2021-03-25 14:20:17,603 epoch 16 - iter 22/113 - loss 8.84586811 - samples/sec: 288.72 - lr: 0.100000 +2021-03-25 14:20:22,423 epoch 16 - iter 33/113 - loss 8.87587521 - samples/sec: 292.70 - lr: 0.100000 +2021-03-25 14:20:27,278 epoch 16 - iter 44/113 - loss 8.91776588 - samples/sec: 290.34 - lr: 0.100000 +2021-03-25 14:20:32,082 epoch 16 - iter 55/113 - loss 8.91623986 - samples/sec: 293.54 - lr: 0.100000 +2021-03-25 14:20:37,254 epoch 16 - iter 66/113 - loss 8.93175859 - samples/sec: 272.68 - lr: 0.100000 +2021-03-25 14:20:42,183 epoch 16 - iter 77/113 - loss 8.91786335 - samples/sec: 286.20 - lr: 0.100000 +2021-03-25 14:20:48,619 epoch 16 - iter 88/113 - loss 9.00497681 - samples/sec: 219.12 - lr: 0.100000 +2021-03-25 14:20:53,591 epoch 16 - iter 99/113 - loss 8.96611474 - samples/sec: 283.66 - lr: 0.100000 +2021-03-25 14:20:59,083 epoch 16 - iter 110/113 - loss 8.98243074 - samples/sec: 256.83 - lr: 0.100000 +2021-03-25 14:21:00,583 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:21:00,584 EPOCH 16 done: loss 8.9999 - lr 0.1000000 +2021-03-25 14:21:03,684 DEV : loss 4.600645542144775 - score 0.9449 +2021-03-25 14:21:03,776 BAD EPOCHS (no improvement): 0 +2021-03-25 14:21:27,116 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:21:32,099 epoch 17 - iter 11/113 - loss 8.63473545 - samples/sec: 283.12 - lr: 0.100000 +2021-03-25 14:21:37,291 epoch 17 - iter 22/113 - loss 9.00390313 - samples/sec: 271.57 - lr: 0.100000 +2021-03-25 14:21:42,152 epoch 17 - iter 33/113 - loss 8.89432429 - samples/sec: 290.16 - lr: 0.100000 +2021-03-25 14:21:47,244 epoch 17 - iter 44/113 - loss 8.89753563 - samples/sec: 276.96 - lr: 0.100000 +2021-03-25 14:21:52,511 epoch 17 - iter 55/113 - loss 8.99695036 - samples/sec: 267.63 - lr: 0.100000 +2021-03-25 14:21:57,536 epoch 17 - iter 66/113 - loss 8.96438860 - samples/sec: 280.73 - lr: 0.100000 +2021-03-25 14:22:02,418 epoch 17 - iter 77/113 - loss 8.89798951 - samples/sec: 289.00 - lr: 0.100000 +2021-03-25 14:22:07,408 epoch 17 - iter 88/113 - loss 8.84122361 - samples/sec: 282.85 - lr: 0.100000 +2021-03-25 14:22:13,498 epoch 17 - iter 99/113 - loss 8.84088721 - samples/sec: 231.51 - lr: 0.100000 +2021-03-25 14:22:18,961 epoch 17 - iter 110/113 - loss 8.83661433 - samples/sec: 258.16 - lr: 0.100000 +2021-03-25 14:22:20,352 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:22:20,353 EPOCH 17 done: loss 8.8371 - lr 0.1000000 +2021-03-25 14:22:23,459 DEV : loss 4.431546211242676 - score 0.9457 +2021-03-25 14:22:23,546 BAD EPOCHS (no improvement): 0 +2021-03-25 14:22:47,805 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:22:52,802 epoch 18 - iter 11/113 - loss 8.54313933 - samples/sec: 282.47 - lr: 0.100000 +2021-03-25 14:22:57,846 epoch 18 - iter 22/113 - loss 8.64078353 - samples/sec: 279.62 - lr: 0.100000 +2021-03-25 14:23:03,508 epoch 18 - iter 33/113 - loss 8.84093013 - samples/sec: 249.04 - lr: 0.100000 +2021-03-25 14:23:08,710 epoch 18 - iter 44/113 - loss 8.80217834 - samples/sec: 271.18 - lr: 0.100000 +2021-03-25 14:23:13,878 epoch 18 - iter 55/113 - loss 8.81391993 - samples/sec: 272.87 - lr: 0.100000 +2021-03-25 14:23:18,908 epoch 18 - iter 66/113 - loss 8.76180567 - samples/sec: 280.45 - lr: 0.100000 +2021-03-25 14:23:25,082 epoch 18 - iter 77/113 - loss 8.77215919 - samples/sec: 228.34 - lr: 0.100000 +2021-03-25 14:23:30,050 epoch 18 - iter 88/113 - loss 8.73111441 - samples/sec: 283.89 - lr: 0.100000 +2021-03-25 14:23:35,369 epoch 18 - iter 99/113 - loss 8.73661179 - samples/sec: 265.12 - lr: 0.100000 +2021-03-25 14:23:40,238 epoch 18 - iter 110/113 - loss 8.71119777 - samples/sec: 289.63 - lr: 0.100000 +2021-03-25 14:23:41,614 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:23:41,615 EPOCH 18 done: loss 8.7209 - lr 0.1000000 +2021-03-25 14:23:44,740 DEV : loss 4.406030178070068 - score 0.9458 +2021-03-25 14:23:44,825 BAD EPOCHS (no improvement): 0 +2021-03-25 14:24:05,502 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:24:11,494 epoch 19 - iter 11/113 - loss 8.80325729 - samples/sec: 235.54 - lr: 0.100000 +2021-03-25 14:24:16,576 epoch 19 - iter 22/113 - loss 8.76107066 - samples/sec: 277.56 - lr: 0.100000 +2021-03-25 14:24:21,785 epoch 19 - iter 33/113 - loss 8.76905194 - samples/sec: 270.72 - lr: 0.100000 +2021-03-25 14:24:26,862 epoch 19 - iter 44/113 - loss 8.68167763 - samples/sec: 277.84 - lr: 0.100000 +2021-03-25 14:24:31,912 epoch 19 - iter 55/113 - loss 8.66194548 - samples/sec: 279.31 - lr: 0.100000 +2021-03-25 14:24:37,311 epoch 19 - iter 66/113 - loss 8.65696138 - samples/sec: 261.24 - lr: 0.100000 +2021-03-25 14:24:42,357 epoch 19 - iter 77/113 - loss 8.63890009 - samples/sec: 279.49 - lr: 0.100000 +2021-03-25 14:24:47,373 epoch 19 - iter 88/113 - loss 8.63974104 - samples/sec: 281.19 - lr: 0.100000 +2021-03-25 14:24:52,680 epoch 19 - iter 99/113 - loss 8.65158988 - samples/sec: 265.66 - lr: 0.100000 +2021-03-25 14:24:57,851 epoch 19 - iter 110/113 - loss 8.63538480 - samples/sec: 272.76 - lr: 0.100000 +2021-03-25 14:24:59,179 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:24:59,180 EPOCH 19 done: loss 8.6226 - lr 0.1000000 +2021-03-25 14:25:02,225 DEV : loss 4.378823757171631 - score 0.9467 +2021-03-25 14:25:02,309 BAD EPOCHS (no improvement): 0 +2021-03-25 14:25:23,052 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:25:28,123 epoch 20 - iter 11/113 - loss 8.88146661 - samples/sec: 278.06 - lr: 0.100000 +2021-03-25 14:25:33,152 epoch 20 - iter 22/113 - loss 8.62564668 - samples/sec: 280.52 - lr: 0.100000 +2021-03-25 14:25:38,233 epoch 20 - iter 33/113 - loss 8.61044546 - samples/sec: 277.78 - lr: 0.100000 +2021-03-25 14:25:43,396 epoch 20 - iter 44/113 - loss 8.47159225 - samples/sec: 273.33 - lr: 0.100000 +2021-03-25 14:25:48,923 epoch 20 - iter 55/113 - loss 8.50170311 - samples/sec: 255.17 - lr: 0.100000 +2021-03-25 14:25:53,969 epoch 20 - iter 66/113 - loss 8.49327851 - samples/sec: 279.71 - lr: 0.100000 +2021-03-25 14:25:58,986 epoch 20 - iter 77/113 - loss 8.50381073 - samples/sec: 281.29 - lr: 0.100000 +2021-03-25 14:26:04,067 epoch 20 - iter 88/113 - loss 8.44488644 - samples/sec: 277.82 - lr: 0.100000 +2021-03-25 14:26:09,142 epoch 20 - iter 99/113 - loss 8.45974325 - samples/sec: 277.93 - lr: 0.100000 +2021-03-25 14:26:15,054 epoch 20 - iter 110/113 - loss 8.51287270 - samples/sec: 238.48 - lr: 0.100000 +2021-03-25 14:26:16,350 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:26:16,351 EPOCH 20 done: loss 8.5063 - lr 0.1000000 +2021-03-25 14:26:19,411 DEV : loss 4.324984550476074 - score 0.9473 +2021-03-25 14:26:19,499 BAD EPOCHS (no improvement): 0 +2021-03-25 14:26:40,178 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:26:45,108 epoch 21 - iter 11/113 - loss 8.48801665 - samples/sec: 286.16 - lr: 0.100000 +2021-03-25 14:26:50,094 epoch 21 - iter 22/113 - loss 8.47772455 - samples/sec: 282.79 - lr: 0.100000 +2021-03-25 14:26:55,424 epoch 21 - iter 33/113 - loss 8.48680511 - samples/sec: 264.52 - lr: 0.100000 +2021-03-25 14:27:00,441 epoch 21 - iter 44/113 - loss 8.50129194 - samples/sec: 281.06 - lr: 0.100000 +2021-03-25 14:27:05,770 epoch 21 - iter 55/113 - loss 8.46239126 - samples/sec: 264.75 - lr: 0.100000 +2021-03-25 14:27:10,809 epoch 21 - iter 66/113 - loss 8.44019704 - samples/sec: 280.13 - lr: 0.100000 +2021-03-25 14:27:15,794 epoch 21 - iter 77/113 - loss 8.44875589 - samples/sec: 282.95 - lr: 0.100000 +2021-03-25 14:27:20,728 epoch 21 - iter 88/113 - loss 8.42510764 - samples/sec: 286.00 - lr: 0.100000 +2021-03-25 14:27:26,137 epoch 21 - iter 99/113 - loss 8.41351179 - samples/sec: 260.77 - lr: 0.100000 +2021-03-25 14:27:32,317 epoch 21 - iter 110/113 - loss 8.41928242 - samples/sec: 228.25 - lr: 0.100000 +2021-03-25 14:27:33,684 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:27:33,684 EPOCH 21 done: loss 8.4179 - lr 0.1000000 +2021-03-25 14:27:36,762 DEV : loss 4.271585941314697 - score 0.9478 +2021-03-25 14:27:36,849 BAD EPOCHS (no improvement): 0 +2021-03-25 14:28:00,305 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:28:05,448 epoch 22 - iter 11/113 - loss 8.33362540 - samples/sec: 274.25 - lr: 0.100000 +2021-03-25 14:28:10,549 epoch 22 - iter 22/113 - loss 8.26746761 - samples/sec: 276.40 - lr: 0.100000 +2021-03-25 14:28:15,490 epoch 22 - iter 33/113 - loss 8.21251268 - samples/sec: 285.33 - lr: 0.100000 +2021-03-25 14:28:21,872 epoch 22 - iter 44/113 - loss 8.30965517 - samples/sec: 220.93 - lr: 0.100000 +2021-03-25 14:28:27,120 epoch 22 - iter 55/113 - loss 8.28732276 - samples/sec: 268.67 - lr: 0.100000 +2021-03-25 14:28:32,316 epoch 22 - iter 66/113 - loss 8.30639047 - samples/sec: 271.31 - lr: 0.100000 +2021-03-25 14:28:37,460 epoch 22 - iter 77/113 - loss 8.31527423 - samples/sec: 274.11 - lr: 0.100000 +2021-03-25 14:28:42,277 epoch 22 - iter 88/113 - loss 8.29930803 - samples/sec: 292.88 - lr: 0.100000 +2021-03-25 14:28:47,276 epoch 22 - iter 99/113 - loss 8.30655447 - samples/sec: 282.27 - lr: 0.100000 +2021-03-25 14:28:52,467 epoch 22 - iter 110/113 - loss 8.31604251 - samples/sec: 271.67 - lr: 0.100000 +2021-03-25 14:28:53,837 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:28:53,838 EPOCH 22 done: loss 8.3136 - lr 0.1000000 +2021-03-25 14:28:56,914 DEV : loss 4.242696285247803 - score 0.9481 +2021-03-25 14:28:57,000 BAD EPOCHS (no improvement): 0 +2021-03-25 14:29:23,549 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:29:28,616 epoch 23 - iter 11/113 - loss 8.21188684 - samples/sec: 278.33 - lr: 0.100000 +2021-03-25 14:29:33,693 epoch 23 - iter 22/113 - loss 8.12478161 - samples/sec: 277.88 - lr: 0.100000 +2021-03-25 14:29:38,722 epoch 23 - iter 33/113 - loss 8.12512396 - samples/sec: 280.46 - lr: 0.100000 +2021-03-25 14:29:44,494 epoch 23 - iter 44/113 - loss 8.17877230 - samples/sec: 244.24 - lr: 0.100000 +2021-03-25 14:29:49,524 epoch 23 - iter 55/113 - loss 8.15525670 - samples/sec: 280.46 - lr: 0.100000 +2021-03-25 14:29:54,746 epoch 23 - iter 66/113 - loss 8.14327848 - samples/sec: 270.02 - lr: 0.100000 +2021-03-25 14:30:00,094 epoch 23 - iter 77/113 - loss 8.16310959 - samples/sec: 263.71 - lr: 0.100000 +2021-03-25 14:30:05,364 epoch 23 - iter 88/113 - loss 8.17443132 - samples/sec: 267.60 - lr: 0.100000 +2021-03-25 14:30:10,412 epoch 23 - iter 99/113 - loss 8.19328612 - samples/sec: 279.41 - lr: 0.100000 +2021-03-25 14:30:15,542 epoch 23 - iter 110/113 - loss 8.18489590 - samples/sec: 274.92 - lr: 0.100000 +2021-03-25 14:30:16,814 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:30:16,815 EPOCH 23 done: loss 8.1939 - lr 0.1000000 +2021-03-25 14:30:23,277 DEV : loss 4.192256927490234 - score 0.9487 +2021-03-25 14:30:23,363 BAD EPOCHS (no improvement): 0 +2021-03-25 14:30:47,453 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:30:52,300 epoch 24 - iter 11/113 - loss 8.31457142 - samples/sec: 290.85 - lr: 0.100000 +2021-03-25 14:30:57,041 epoch 24 - iter 22/113 - loss 8.15165019 - samples/sec: 297.38 - lr: 0.100000 +2021-03-25 14:31:01,990 epoch 24 - iter 33/113 - loss 8.21532791 - samples/sec: 284.78 - lr: 0.100000 +2021-03-25 14:31:07,513 epoch 24 - iter 44/113 - loss 8.29228537 - samples/sec: 255.22 - lr: 0.100000 +2021-03-25 14:31:12,889 epoch 24 - iter 55/113 - loss 8.26596643 - samples/sec: 262.21 - lr: 0.100000 +2021-03-25 14:31:17,767 epoch 24 - iter 66/113 - loss 8.20572353 - samples/sec: 289.04 - lr: 0.100000 +2021-03-25 14:31:23,986 epoch 24 - iter 77/113 - loss 8.19112746 - samples/sec: 226.71 - lr: 0.100000 +2021-03-25 14:31:28,776 epoch 24 - iter 88/113 - loss 8.14982860 - samples/sec: 294.40 - lr: 0.100000 +2021-03-25 14:31:33,772 epoch 24 - iter 99/113 - loss 8.15588484 - samples/sec: 282.15 - lr: 0.100000 +2021-03-25 14:31:38,765 epoch 24 - iter 110/113 - loss 8.13622023 - samples/sec: 282.38 - lr: 0.100000 +2021-03-25 14:31:39,981 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:31:39,982 EPOCH 24 done: loss 8.1106 - lr 0.1000000 +2021-03-25 14:31:43,064 DEV : loss 4.094086647033691 - score 0.9502 +2021-03-25 14:31:43,156 BAD EPOCHS (no improvement): 0 +2021-03-25 14:32:03,928 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:32:08,955 epoch 25 - iter 11/113 - loss 8.19163994 - samples/sec: 280.61 - lr: 0.100000 +2021-03-25 14:32:13,990 epoch 25 - iter 22/113 - loss 8.18304365 - samples/sec: 280.16 - lr: 0.100000 +2021-03-25 14:32:19,241 epoch 25 - iter 33/113 - loss 7.93600996 - samples/sec: 268.65 - lr: 0.100000 +2021-03-25 14:32:24,903 epoch 25 - iter 44/113 - loss 7.96527595 - samples/sec: 248.99 - lr: 0.100000 +2021-03-25 14:32:30,212 epoch 25 - iter 55/113 - loss 7.97594872 - samples/sec: 265.66 - lr: 0.100000 +2021-03-25 14:32:35,245 epoch 25 - iter 66/113 - loss 7.96416077 - samples/sec: 280.32 - lr: 0.100000 +2021-03-25 14:32:40,410 epoch 25 - iter 77/113 - loss 7.96897899 - samples/sec: 272.95 - lr: 0.100000 +2021-03-25 14:32:45,400 epoch 25 - iter 88/113 - loss 7.95469350 - samples/sec: 282.61 - lr: 0.100000 +2021-03-25 14:32:50,251 epoch 25 - iter 99/113 - loss 7.95179938 - samples/sec: 290.77 - lr: 0.100000 +2021-03-25 14:32:55,618 epoch 25 - iter 110/113 - loss 7.98967878 - samples/sec: 262.73 - lr: 0.100000 +2021-03-25 14:32:57,024 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:32:57,025 EPOCH 25 done: loss 7.9944 - lr 0.1000000 +2021-03-25 14:33:00,080 DEV : loss 4.010470390319824 - score 0.9498 +2021-03-25 14:33:00,174 BAD EPOCHS (no improvement): 1 +2021-03-25 14:33:04,071 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:33:08,956 epoch 26 - iter 11/113 - loss 8.06572771 - samples/sec: 288.69 - lr: 0.100000 +2021-03-25 14:33:14,062 epoch 26 - iter 22/113 - loss 7.93874077 - samples/sec: 276.18 - lr: 0.100000 +2021-03-25 14:33:18,925 epoch 26 - iter 33/113 - loss 7.92231239 - samples/sec: 290.17 - lr: 0.100000 +2021-03-25 14:33:25,103 epoch 26 - iter 44/113 - loss 7.99476777 - samples/sec: 228.27 - lr: 0.100000 +2021-03-25 14:33:30,170 epoch 26 - iter 55/113 - loss 8.00042777 - samples/sec: 278.34 - lr: 0.100000 +2021-03-25 14:33:35,166 epoch 26 - iter 66/113 - loss 7.99696588 - samples/sec: 282.39 - lr: 0.100000 +2021-03-25 14:33:40,349 epoch 26 - iter 77/113 - loss 8.00096771 - samples/sec: 272.04 - lr: 0.100000 +2021-03-25 14:33:45,584 epoch 26 - iter 88/113 - loss 8.02346605 - samples/sec: 269.40 - lr: 0.100000 +2021-03-25 14:33:50,763 epoch 26 - iter 99/113 - loss 8.04105186 - samples/sec: 272.25 - lr: 0.100000 +2021-03-25 14:33:56,067 epoch 26 - iter 110/113 - loss 8.01797169 - samples/sec: 265.87 - lr: 0.100000 +2021-03-25 14:33:57,354 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:33:57,356 EPOCH 26 done: loss 8.0080 - lr 0.1000000 +2021-03-25 14:34:00,430 DEV : loss 4.04341983795166 - score 0.9504 +2021-03-25 14:34:00,536 BAD EPOCHS (no improvement): 0 +2021-03-25 14:34:21,372 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:34:26,474 epoch 27 - iter 11/113 - loss 7.75277632 - samples/sec: 276.62 - lr: 0.100000 +2021-03-25 14:34:31,675 epoch 27 - iter 22/113 - loss 7.78055564 - samples/sec: 271.28 - lr: 0.100000 +2021-03-25 14:34:36,691 epoch 27 - iter 33/113 - loss 7.80861733 - samples/sec: 281.32 - lr: 0.100000 +2021-03-25 14:34:41,676 epoch 27 - iter 44/113 - loss 7.71990634 - samples/sec: 282.99 - lr: 0.100000 +2021-03-25 14:34:46,877 epoch 27 - iter 55/113 - loss 7.70538029 - samples/sec: 271.06 - lr: 0.100000 +2021-03-25 14:34:52,245 epoch 27 - iter 66/113 - loss 7.81512204 - samples/sec: 262.70 - lr: 0.100000 +2021-03-25 14:34:58,672 epoch 27 - iter 77/113 - loss 7.83052387 - samples/sec: 219.45 - lr: 0.100000 +2021-03-25 14:35:03,727 epoch 27 - iter 88/113 - loss 7.84071522 - samples/sec: 278.96 - lr: 0.100000 +2021-03-25 14:35:09,122 epoch 27 - iter 99/113 - loss 7.85192146 - samples/sec: 261.39 - lr: 0.100000 +2021-03-25 14:35:14,008 epoch 27 - iter 110/113 - loss 7.86243636 - samples/sec: 288.50 - lr: 0.100000 +2021-03-25 14:35:15,348 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:35:15,349 EPOCH 27 done: loss 7.8654 - lr 0.1000000 +2021-03-25 14:35:18,413 DEV : loss 3.950613498687744 - score 0.9514 +2021-03-25 14:35:18,500 BAD EPOCHS (no improvement): 0 +2021-03-25 14:35:39,319 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:35:44,306 epoch 28 - iter 11/113 - loss 7.72857974 - samples/sec: 282.81 - lr: 0.100000 +2021-03-25 14:35:50,460 epoch 28 - iter 22/113 - loss 7.89401340 - samples/sec: 229.18 - lr: 0.100000 +2021-03-25 14:35:55,504 epoch 28 - iter 33/113 - loss 7.99114219 - samples/sec: 279.59 - lr: 0.100000 +2021-03-25 14:36:00,380 epoch 28 - iter 44/113 - loss 7.90964775 - samples/sec: 289.30 - lr: 0.100000 +2021-03-25 14:36:05,432 epoch 28 - iter 55/113 - loss 7.86543155 - samples/sec: 279.21 - lr: 0.100000 +2021-03-25 14:36:10,736 epoch 28 - iter 66/113 - loss 7.83895001 - samples/sec: 265.93 - lr: 0.100000 +2021-03-25 14:36:15,825 epoch 28 - iter 77/113 - loss 7.83107535 - samples/sec: 277.06 - lr: 0.100000 +2021-03-25 14:36:20,828 epoch 28 - iter 88/113 - loss 7.80141548 - samples/sec: 281.97 - lr: 0.100000 +2021-03-25 14:36:26,216 epoch 28 - iter 99/113 - loss 7.79087366 - samples/sec: 261.73 - lr: 0.100000 +2021-03-25 14:36:31,266 epoch 28 - iter 110/113 - loss 7.79396911 - samples/sec: 279.31 - lr: 0.100000 +2021-03-25 14:36:32,529 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:36:32,530 EPOCH 28 done: loss 7.7848 - lr 0.1000000 +2021-03-25 14:36:35,626 DEV : loss 3.975137233734131 - score 0.9506 +2021-03-25 14:36:35,722 BAD EPOCHS (no improvement): 1 +2021-03-25 14:36:35,767 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:36:40,927 epoch 29 - iter 11/113 - loss 7.83911718 - samples/sec: 273.27 - lr: 0.100000 +2021-03-25 14:36:45,826 epoch 29 - iter 22/113 - loss 7.76468316 - samples/sec: 287.89 - lr: 0.100000 +2021-03-25 14:36:51,032 epoch 29 - iter 33/113 - loss 7.83219070 - samples/sec: 270.89 - lr: 0.100000 +2021-03-25 14:36:56,008 epoch 29 - iter 44/113 - loss 7.79697327 - samples/sec: 283.38 - lr: 0.100000 +2021-03-25 14:37:02,125 epoch 29 - iter 55/113 - loss 7.77216019 - samples/sec: 230.48 - lr: 0.100000 +2021-03-25 14:37:07,708 epoch 29 - iter 66/113 - loss 7.81599053 - samples/sec: 252.52 - lr: 0.100000 +2021-03-25 14:37:12,624 epoch 29 - iter 77/113 - loss 7.79054785 - samples/sec: 286.83 - lr: 0.100000 +2021-03-25 14:37:17,696 epoch 29 - iter 88/113 - loss 7.77782241 - samples/sec: 278.05 - lr: 0.100000 +2021-03-25 14:37:22,600 epoch 29 - iter 99/113 - loss 7.78255589 - samples/sec: 287.69 - lr: 0.100000 +2021-03-25 14:37:27,583 epoch 29 - iter 110/113 - loss 7.76888445 - samples/sec: 282.96 - lr: 0.100000 +2021-03-25 14:37:28,950 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:37:28,951 EPOCH 29 done: loss 7.7646 - lr 0.1000000 +2021-03-25 14:37:32,022 DEV : loss 3.91574764251709 - score 0.9511 +2021-03-25 14:37:32,108 BAD EPOCHS (no improvement): 2 +2021-03-25 14:37:32,151 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:37:37,111 epoch 30 - iter 11/113 - loss 7.58787675 - samples/sec: 284.47 - lr: 0.100000 +2021-03-25 14:37:42,198 epoch 30 - iter 22/113 - loss 7.77794632 - samples/sec: 277.17 - lr: 0.100000 +2021-03-25 14:37:47,165 epoch 30 - iter 33/113 - loss 7.72322486 - samples/sec: 283.91 - lr: 0.100000 +2021-03-25 14:37:51,860 epoch 30 - iter 44/113 - loss 7.63227994 - samples/sec: 300.56 - lr: 0.100000 +2021-03-25 14:37:57,171 epoch 30 - iter 55/113 - loss 7.56396464 - samples/sec: 265.58 - lr: 0.100000 +2021-03-25 14:38:02,117 epoch 30 - iter 66/113 - loss 7.59361048 - samples/sec: 285.16 - lr: 0.100000 +2021-03-25 14:38:08,062 epoch 30 - iter 77/113 - loss 7.64451867 - samples/sec: 237.19 - lr: 0.100000 +2021-03-25 14:38:13,395 epoch 30 - iter 88/113 - loss 7.61587958 - samples/sec: 264.36 - lr: 0.100000 +2021-03-25 14:38:18,650 epoch 30 - iter 99/113 - loss 7.62815206 - samples/sec: 268.29 - lr: 0.100000 +2021-03-25 14:38:23,854 epoch 30 - iter 110/113 - loss 7.68023938 - samples/sec: 271.08 - lr: 0.100000 +2021-03-25 14:38:25,160 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:38:25,161 EPOCH 30 done: loss 7.6753 - lr 0.1000000 +2021-03-25 14:38:28,302 DEV : loss 3.923271894454956 - score 0.9516 +2021-03-25 14:38:28,390 BAD EPOCHS (no improvement): 0 +2021-03-25 14:38:51,076 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:38:55,957 epoch 31 - iter 11/113 - loss 7.77999683 - samples/sec: 288.99 - lr: 0.100000 +2021-03-25 14:39:01,062 epoch 31 - iter 22/113 - loss 7.84535846 - samples/sec: 276.37 - lr: 0.100000 +2021-03-25 14:39:06,245 epoch 31 - iter 33/113 - loss 7.74700107 - samples/sec: 272.05 - lr: 0.100000 +2021-03-25 14:39:12,338 epoch 31 - iter 44/113 - loss 7.72719170 - samples/sec: 231.38 - lr: 0.100000 +2021-03-25 14:39:17,455 epoch 31 - iter 55/113 - loss 7.74124235 - samples/sec: 275.58 - lr: 0.100000 +2021-03-25 14:39:22,559 epoch 31 - iter 66/113 - loss 7.69948498 - samples/sec: 276.27 - lr: 0.100000 +2021-03-25 14:39:27,620 epoch 31 - iter 77/113 - loss 7.73085281 - samples/sec: 278.70 - lr: 0.100000 +2021-03-25 14:39:32,660 epoch 31 - iter 88/113 - loss 7.73309842 - samples/sec: 279.87 - lr: 0.100000 +2021-03-25 14:39:37,565 epoch 31 - iter 99/113 - loss 7.67680815 - samples/sec: 287.50 - lr: 0.100000 +2021-03-25 14:39:43,101 epoch 31 - iter 110/113 - loss 7.63526623 - samples/sec: 254.73 - lr: 0.100000 +2021-03-25 14:39:44,380 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:39:44,381 EPOCH 31 done: loss 7.6416 - lr 0.1000000 +2021-03-25 14:39:47,464 DEV : loss 3.890695333480835 - score 0.9531 +2021-03-25 14:39:47,549 BAD EPOCHS (no improvement): 0 +2021-03-25 14:40:11,459 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:40:16,198 epoch 32 - iter 11/113 - loss 7.54056831 - samples/sec: 297.86 - lr: 0.100000 +2021-03-25 14:40:21,226 epoch 32 - iter 22/113 - loss 7.58873151 - samples/sec: 280.49 - lr: 0.100000 +2021-03-25 14:40:26,399 epoch 32 - iter 33/113 - loss 7.61369918 - samples/sec: 272.60 - lr: 0.100000 +2021-03-25 14:40:31,830 epoch 32 - iter 44/113 - loss 7.64568590 - samples/sec: 259.76 - lr: 0.100000 +2021-03-25 14:40:36,837 epoch 32 - iter 55/113 - loss 7.56638715 - samples/sec: 281.77 - lr: 0.100000 +2021-03-25 14:40:42,040 epoch 32 - iter 66/113 - loss 7.55572872 - samples/sec: 271.23 - lr: 0.100000 +2021-03-25 14:40:47,839 epoch 32 - iter 77/113 - loss 7.55975241 - samples/sec: 243.25 - lr: 0.100000 +2021-03-25 14:40:52,885 epoch 32 - iter 88/113 - loss 7.57684105 - samples/sec: 279.41 - lr: 0.100000 +2021-03-25 14:40:57,992 epoch 32 - iter 99/113 - loss 7.59078643 - samples/sec: 276.06 - lr: 0.100000 +2021-03-25 14:41:02,757 epoch 32 - iter 110/113 - loss 7.57332964 - samples/sec: 296.05 - lr: 0.100000 +2021-03-25 14:41:04,028 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:41:04,029 EPOCH 32 done: loss 7.5646 - lr 0.1000000 +2021-03-25 14:41:07,063 DEV : loss 3.8633809089660645 - score 0.9521 +2021-03-25 14:41:07,148 BAD EPOCHS (no improvement): 1 +2021-03-25 14:41:07,195 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:41:12,200 epoch 33 - iter 11/113 - loss 7.30951678 - samples/sec: 281.83 - lr: 0.100000 +2021-03-25 14:41:17,201 epoch 33 - iter 22/113 - loss 7.49495593 - samples/sec: 281.88 - lr: 0.100000 +2021-03-25 14:41:22,678 epoch 33 - iter 33/113 - loss 7.59946773 - samples/sec: 257.45 - lr: 0.100000 +2021-03-25 14:41:28,021 epoch 33 - iter 44/113 - loss 7.57551703 - samples/sec: 264.12 - lr: 0.100000 +2021-03-25 14:41:32,922 epoch 33 - iter 55/113 - loss 7.52387812 - samples/sec: 287.93 - lr: 0.100000 +2021-03-25 14:41:38,882 epoch 33 - iter 66/113 - loss 7.56546710 - samples/sec: 236.67 - lr: 0.100000 +2021-03-25 14:41:43,928 epoch 33 - iter 77/113 - loss 7.55868388 - samples/sec: 279.55 - lr: 0.100000 +2021-03-25 14:41:49,120 epoch 33 - iter 88/113 - loss 7.51008069 - samples/sec: 271.66 - lr: 0.100000 +2021-03-25 14:41:54,218 epoch 33 - iter 99/113 - loss 7.53700708 - samples/sec: 276.68 - lr: 0.100000 +2021-03-25 14:41:59,165 epoch 33 - iter 110/113 - loss 7.51455200 - samples/sec: 285.11 - lr: 0.100000 +2021-03-25 14:42:00,564 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:42:00,565 EPOCH 33 done: loss 7.5232 - lr 0.1000000 +2021-03-25 14:42:03,645 DEV : loss 3.8121325969696045 - score 0.9532 +2021-03-25 14:42:03,731 BAD EPOCHS (no improvement): 0 +2021-03-25 14:42:26,240 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:42:31,301 epoch 34 - iter 11/113 - loss 7.16937078 - samples/sec: 278.70 - lr: 0.100000 +2021-03-25 14:42:36,641 epoch 34 - iter 22/113 - loss 7.17047975 - samples/sec: 263.99 - lr: 0.100000 +2021-03-25 14:42:41,735 epoch 34 - iter 33/113 - loss 7.24182551 - samples/sec: 276.79 - lr: 0.100000 +2021-03-25 14:42:46,661 epoch 34 - iter 44/113 - loss 7.31377233 - samples/sec: 286.31 - lr: 0.100000 +2021-03-25 14:42:51,755 epoch 34 - iter 55/113 - loss 7.31293419 - samples/sec: 276.91 - lr: 0.100000 +2021-03-25 14:42:56,818 epoch 34 - iter 66/113 - loss 7.31781880 - samples/sec: 278.55 - lr: 0.100000 +2021-03-25 14:43:01,809 epoch 34 - iter 77/113 - loss 7.34984973 - samples/sec: 282.70 - lr: 0.100000 +2021-03-25 14:43:06,766 epoch 34 - iter 88/113 - loss 7.36122336 - samples/sec: 284.60 - lr: 0.100000 +2021-03-25 14:43:11,909 epoch 34 - iter 99/113 - loss 7.40835599 - samples/sec: 274.24 - lr: 0.100000 +2021-03-25 14:43:17,771 epoch 34 - iter 110/113 - loss 7.43412949 - samples/sec: 240.51 - lr: 0.100000 +2021-03-25 14:43:19,271 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:43:19,272 EPOCH 34 done: loss 7.4266 - lr 0.1000000 +2021-03-25 14:43:22,382 DEV : loss 3.7572150230407715 - score 0.9526 +2021-03-25 14:43:22,468 BAD EPOCHS (no improvement): 1 +2021-03-25 14:43:22,511 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:43:27,423 epoch 35 - iter 11/113 - loss 7.40471302 - samples/sec: 287.14 - lr: 0.100000 +2021-03-25 14:43:32,444 epoch 35 - iter 22/113 - loss 7.31823141 - samples/sec: 280.78 - lr: 0.100000 +2021-03-25 14:43:37,620 epoch 35 - iter 33/113 - loss 7.28463890 - samples/sec: 272.39 - lr: 0.100000 +2021-03-25 14:43:42,773 epoch 35 - iter 44/113 - loss 7.29361932 - samples/sec: 273.72 - lr: 0.100000 +2021-03-25 14:43:48,132 epoch 35 - iter 55/113 - loss 7.33518709 - samples/sec: 263.10 - lr: 0.100000 +2021-03-25 14:43:53,094 epoch 35 - iter 66/113 - loss 7.32623395 - samples/sec: 284.26 - lr: 0.100000 +2021-03-25 14:43:58,994 epoch 35 - iter 77/113 - loss 7.36757252 - samples/sec: 239.14 - lr: 0.100000 +2021-03-25 14:44:04,157 epoch 35 - iter 88/113 - loss 7.35759730 - samples/sec: 273.15 - lr: 0.100000 +2021-03-25 14:44:09,028 epoch 35 - iter 99/113 - loss 7.34337790 - samples/sec: 289.70 - lr: 0.100000 +2021-03-25 14:44:13,959 epoch 35 - iter 110/113 - loss 7.32471508 - samples/sec: 286.10 - lr: 0.100000 +2021-03-25 14:44:15,743 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:44:15,744 EPOCH 35 done: loss 7.3233 - lr 0.1000000 +2021-03-25 14:44:22,230 DEV : loss 3.7696845531463623 - score 0.9537 +2021-03-25 14:44:22,318 BAD EPOCHS (no improvement): 0 +2021-03-25 14:44:42,816 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:44:48,221 epoch 36 - iter 11/113 - loss 7.42791913 - samples/sec: 260.98 - lr: 0.100000 +2021-03-25 14:44:53,311 epoch 36 - iter 22/113 - loss 7.36976580 - samples/sec: 276.93 - lr: 0.100000 +2021-03-25 14:44:58,268 epoch 36 - iter 33/113 - loss 7.33748416 - samples/sec: 284.46 - lr: 0.100000 +2021-03-25 14:45:03,689 epoch 36 - iter 44/113 - loss 7.40063564 - samples/sec: 259.99 - lr: 0.100000 +2021-03-25 14:45:09,138 epoch 36 - iter 55/113 - loss 7.34396449 - samples/sec: 258.71 - lr: 0.100000 +2021-03-25 14:45:14,188 epoch 36 - iter 66/113 - loss 7.34587563 - samples/sec: 279.32 - lr: 0.100000 +2021-03-25 14:45:19,032 epoch 36 - iter 77/113 - loss 7.33455528 - samples/sec: 291.29 - lr: 0.100000 +2021-03-25 14:45:24,163 epoch 36 - iter 88/113 - loss 7.37901798 - samples/sec: 274.89 - lr: 0.100000 +2021-03-25 14:45:30,009 epoch 36 - iter 99/113 - loss 7.37039644 - samples/sec: 241.17 - lr: 0.100000 +2021-03-25 14:45:34,932 epoch 36 - iter 110/113 - loss 7.39970661 - samples/sec: 286.50 - lr: 0.100000 +2021-03-25 14:45:36,218 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:45:36,219 EPOCH 36 done: loss 7.3896 - lr 0.1000000 +2021-03-25 14:45:39,301 DEV : loss 3.7234673500061035 - score 0.953 +2021-03-25 14:45:39,387 BAD EPOCHS (no improvement): 1 +2021-03-25 14:45:39,431 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:45:44,446 epoch 37 - iter 11/113 - loss 7.26067279 - samples/sec: 281.36 - lr: 0.100000 +2021-03-25 14:45:49,766 epoch 37 - iter 22/113 - loss 7.24956729 - samples/sec: 265.11 - lr: 0.100000 +2021-03-25 14:45:54,636 epoch 37 - iter 33/113 - loss 7.23389611 - samples/sec: 289.64 - lr: 0.100000 +2021-03-25 14:45:59,622 epoch 37 - iter 44/113 - loss 7.22524435 - samples/sec: 282.72 - lr: 0.100000 +2021-03-25 14:46:04,837 epoch 37 - iter 55/113 - loss 7.29068888 - samples/sec: 270.44 - lr: 0.100000 +2021-03-25 14:46:09,884 epoch 37 - iter 66/113 - loss 7.23224641 - samples/sec: 279.42 - lr: 0.100000 +2021-03-25 14:46:14,930 epoch 37 - iter 77/113 - loss 7.23327219 - samples/sec: 279.56 - lr: 0.100000 +2021-03-25 14:46:21,139 epoch 37 - iter 88/113 - loss 7.27235759 - samples/sec: 227.08 - lr: 0.100000 +2021-03-25 14:46:26,106 epoch 37 - iter 99/113 - loss 7.27323621 - samples/sec: 283.85 - lr: 0.100000 +2021-03-25 14:46:31,541 epoch 37 - iter 110/113 - loss 7.28473168 - samples/sec: 259.45 - lr: 0.100000 +2021-03-25 14:46:32,885 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:46:32,886 EPOCH 37 done: loss 7.2817 - lr 0.1000000 +2021-03-25 14:46:35,975 DEV : loss 3.734175443649292 - score 0.9533 +2021-03-25 14:46:36,061 BAD EPOCHS (no improvement): 2 +2021-03-25 14:46:36,107 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:46:41,194 epoch 38 - iter 11/113 - loss 7.18007114 - samples/sec: 277.26 - lr: 0.100000 +2021-03-25 14:46:47,118 epoch 38 - iter 22/113 - loss 7.26164029 - samples/sec: 238.02 - lr: 0.100000 +2021-03-25 14:46:52,767 epoch 38 - iter 33/113 - loss 7.32953421 - samples/sec: 249.59 - lr: 0.100000 +2021-03-25 14:46:57,756 epoch 38 - iter 44/113 - loss 7.24047101 - samples/sec: 282.74 - lr: 0.100000 +2021-03-25 14:47:02,627 epoch 38 - iter 55/113 - loss 7.22432293 - samples/sec: 289.65 - lr: 0.100000 +2021-03-25 14:47:07,716 epoch 38 - iter 66/113 - loss 7.22308876 - samples/sec: 277.19 - lr: 0.100000 +2021-03-25 14:47:12,962 epoch 38 - iter 77/113 - loss 7.22992978 - samples/sec: 268.89 - lr: 0.100000 +2021-03-25 14:47:18,013 epoch 38 - iter 88/113 - loss 7.25359542 - samples/sec: 279.33 - lr: 0.100000 +2021-03-25 14:47:22,918 epoch 38 - iter 99/113 - loss 7.24953755 - samples/sec: 287.61 - lr: 0.100000 +2021-03-25 14:47:27,946 epoch 38 - iter 110/113 - loss 7.27126093 - samples/sec: 280.53 - lr: 0.100000 +2021-03-25 14:47:29,490 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:47:29,491 EPOCH 38 done: loss 7.2700 - lr 0.1000000 +2021-03-25 14:47:32,554 DEV : loss 3.769817352294922 - score 0.9531 +2021-03-25 14:47:32,642 BAD EPOCHS (no improvement): 3 +2021-03-25 14:47:34,980 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:47:40,297 epoch 39 - iter 11/113 - loss 7.20990727 - samples/sec: 265.34 - lr: 0.100000 +2021-03-25 14:47:45,371 epoch 39 - iter 22/113 - loss 7.39222945 - samples/sec: 278.16 - lr: 0.100000 +2021-03-25 14:47:50,417 epoch 39 - iter 33/113 - loss 7.28233886 - samples/sec: 279.58 - lr: 0.100000 +2021-03-25 14:47:55,408 epoch 39 - iter 44/113 - loss 7.30609390 - samples/sec: 282.49 - lr: 0.100000 +2021-03-25 14:48:00,459 epoch 39 - iter 55/113 - loss 7.25967888 - samples/sec: 279.29 - lr: 0.100000 +2021-03-25 14:48:05,828 epoch 39 - iter 66/113 - loss 7.24677121 - samples/sec: 262.90 - lr: 0.100000 +2021-03-25 14:48:10,975 epoch 39 - iter 77/113 - loss 7.23880388 - samples/sec: 274.08 - lr: 0.100000 +2021-03-25 14:48:16,976 epoch 39 - iter 88/113 - loss 7.22635680 - samples/sec: 235.00 - lr: 0.100000 +2021-03-25 14:48:22,125 epoch 39 - iter 99/113 - loss 7.23542865 - samples/sec: 273.79 - lr: 0.100000 +2021-03-25 14:48:26,825 epoch 39 - iter 110/113 - loss 7.20121140 - samples/sec: 300.06 - lr: 0.100000 +2021-03-25 14:48:28,138 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:48:28,139 EPOCH 39 done: loss 7.2134 - lr 0.1000000 +2021-03-25 14:48:31,199 DEV : loss 3.6631696224212646 - score 0.9543 +2021-03-25 14:48:31,284 BAD EPOCHS (no improvement): 0 +2021-03-25 14:48:52,064 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:48:56,984 epoch 40 - iter 11/113 - loss 7.06311954 - samples/sec: 286.63 - lr: 0.100000 +2021-03-25 14:49:02,828 epoch 40 - iter 22/113 - loss 7.17651072 - samples/sec: 241.27 - lr: 0.100000 +2021-03-25 14:49:07,563 epoch 40 - iter 33/113 - loss 7.15870577 - samples/sec: 297.74 - lr: 0.100000 +2021-03-25 14:49:12,465 epoch 40 - iter 44/113 - loss 7.14217929 - samples/sec: 287.58 - lr: 0.100000 +2021-03-25 14:49:17,470 epoch 40 - iter 55/113 - loss 7.08453139 - samples/sec: 281.68 - lr: 0.100000 +2021-03-25 14:49:22,545 epoch 40 - iter 66/113 - loss 7.10382709 - samples/sec: 277.94 - lr: 0.100000 +2021-03-25 14:49:27,723 epoch 40 - iter 77/113 - loss 7.16782256 - samples/sec: 272.41 - lr: 0.100000 +2021-03-25 14:49:32,498 epoch 40 - iter 88/113 - loss 7.11030896 - samples/sec: 295.50 - lr: 0.100000 +2021-03-25 14:49:37,801 epoch 40 - iter 99/113 - loss 7.13581445 - samples/sec: 265.83 - lr: 0.100000 +2021-03-25 14:49:42,789 epoch 40 - iter 110/113 - loss 7.15059602 - samples/sec: 282.82 - lr: 0.100000 +2021-03-25 14:49:44,136 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:49:44,137 EPOCH 40 done: loss 7.1497 - lr 0.1000000 +2021-03-25 14:49:47,289 DEV : loss 3.682539939880371 - score 0.9543 +2021-03-25 14:49:47,376 BAD EPOCHS (no improvement): 1 +2021-03-25 14:49:47,415 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:49:52,486 epoch 41 - iter 11/113 - loss 7.26682763 - samples/sec: 278.19 - lr: 0.100000 +2021-03-25 14:49:57,395 epoch 41 - iter 22/113 - loss 7.20432711 - samples/sec: 287.41 - lr: 0.100000 +2021-03-25 14:50:02,638 epoch 41 - iter 33/113 - loss 7.20516306 - samples/sec: 269.12 - lr: 0.100000 +2021-03-25 14:50:07,940 epoch 41 - iter 44/113 - loss 7.26134681 - samples/sec: 265.98 - lr: 0.100000 +2021-03-25 14:50:12,984 epoch 41 - iter 55/113 - loss 7.23543919 - samples/sec: 279.84 - lr: 0.100000 +2021-03-25 14:50:18,327 epoch 41 - iter 66/113 - loss 7.24876324 - samples/sec: 264.06 - lr: 0.100000 +2021-03-25 14:50:23,254 epoch 41 - iter 77/113 - loss 7.19017901 - samples/sec: 286.32 - lr: 0.100000 +2021-03-25 14:50:28,467 epoch 41 - iter 88/113 - loss 7.19195555 - samples/sec: 270.67 - lr: 0.100000 +2021-03-25 14:50:34,558 epoch 41 - iter 99/113 - loss 7.19209546 - samples/sec: 231.47 - lr: 0.100000 +2021-03-25 14:50:39,253 epoch 41 - iter 110/113 - loss 7.16552909 - samples/sec: 300.42 - lr: 0.100000 +2021-03-25 14:50:40,907 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:50:40,908 EPOCH 41 done: loss 7.1778 - lr 0.1000000 +2021-03-25 14:50:43,998 DEV : loss 3.6655328273773193 - score 0.954 +2021-03-25 14:50:44,083 BAD EPOCHS (no improvement): 2 +2021-03-25 14:50:44,084 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:50:48,866 epoch 42 - iter 11/113 - loss 7.10163281 - samples/sec: 295.00 - lr: 0.100000 +2021-03-25 14:50:53,791 epoch 42 - iter 22/113 - loss 7.06596687 - samples/sec: 286.35 - lr: 0.100000 +2021-03-25 14:50:59,087 epoch 42 - iter 33/113 - loss 7.02297303 - samples/sec: 266.38 - lr: 0.100000 +2021-03-25 14:51:04,370 epoch 42 - iter 44/113 - loss 7.07637098 - samples/sec: 267.07 - lr: 0.100000 +2021-03-25 14:51:10,343 epoch 42 - iter 55/113 - loss 7.09494743 - samples/sec: 236.07 - lr: 0.100000 +2021-03-25 14:51:15,174 epoch 42 - iter 66/113 - loss 7.01179077 - samples/sec: 291.95 - lr: 0.100000 +2021-03-25 14:51:20,220 epoch 42 - iter 77/113 - loss 7.03887380 - samples/sec: 279.51 - lr: 0.100000 +2021-03-25 14:51:25,549 epoch 42 - iter 88/113 - loss 7.03835126 - samples/sec: 264.63 - lr: 0.100000 +2021-03-25 14:51:30,522 epoch 42 - iter 99/113 - loss 7.02330947 - samples/sec: 283.64 - lr: 0.100000 +2021-03-25 14:51:35,448 epoch 42 - iter 110/113 - loss 7.04115816 - samples/sec: 286.32 - lr: 0.100000 +2021-03-25 14:51:36,785 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:51:36,786 EPOCH 42 done: loss 7.0424 - lr 0.1000000 +2021-03-25 14:51:39,887 DEV : loss 3.650456428527832 - score 0.9549 +2021-03-25 14:51:39,974 BAD EPOCHS (no improvement): 0 +2021-03-25 14:52:00,824 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:52:05,628 epoch 43 - iter 11/113 - loss 7.17539042 - samples/sec: 293.74 - lr: 0.100000 +2021-03-25 14:52:10,613 epoch 43 - iter 22/113 - loss 7.30080943 - samples/sec: 282.79 - lr: 0.100000 +2021-03-25 14:52:15,506 epoch 43 - iter 33/113 - loss 7.27284638 - samples/sec: 288.27 - lr: 0.100000 +2021-03-25 14:52:20,423 epoch 43 - iter 44/113 - loss 7.20964491 - samples/sec: 286.86 - lr: 0.100000 +2021-03-25 14:52:25,413 epoch 43 - iter 55/113 - loss 7.14063568 - samples/sec: 282.73 - lr: 0.100000 +2021-03-25 14:52:30,689 epoch 43 - iter 66/113 - loss 7.12791290 - samples/sec: 267.30 - lr: 0.100000 +2021-03-25 14:52:36,480 epoch 43 - iter 77/113 - loss 7.14056068 - samples/sec: 243.49 - lr: 0.100000 +2021-03-25 14:52:42,045 epoch 43 - iter 88/113 - loss 7.09944010 - samples/sec: 253.34 - lr: 0.100000 +2021-03-25 14:52:47,316 epoch 43 - iter 99/113 - loss 7.07480457 - samples/sec: 267.59 - lr: 0.100000 +2021-03-25 14:52:52,113 epoch 43 - iter 110/113 - loss 7.08732393 - samples/sec: 294.04 - lr: 0.100000 +2021-03-25 14:52:53,375 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:52:53,375 EPOCH 43 done: loss 7.0884 - lr 0.1000000 +2021-03-25 14:52:56,416 DEV : loss 3.5950212478637695 - score 0.9553 +2021-03-25 14:52:56,502 BAD EPOCHS (no improvement): 0 +2021-03-25 14:53:19,079 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:53:24,144 epoch 44 - iter 11/113 - loss 7.20561266 - samples/sec: 278.60 - lr: 0.100000 +2021-03-25 14:53:29,173 epoch 44 - iter 22/113 - loss 7.09832504 - samples/sec: 280.42 - lr: 0.100000 +2021-03-25 14:53:34,555 epoch 44 - iter 33/113 - loss 7.09403418 - samples/sec: 262.13 - lr: 0.100000 +2021-03-25 14:53:39,452 epoch 44 - iter 44/113 - loss 7.12761129 - samples/sec: 288.14 - lr: 0.100000 +2021-03-25 14:53:44,380 epoch 44 - iter 55/113 - loss 7.08902166 - samples/sec: 286.32 - lr: 0.100000 +2021-03-25 14:53:49,735 epoch 44 - iter 66/113 - loss 7.07549019 - samples/sec: 263.43 - lr: 0.100000 +2021-03-25 14:53:54,674 epoch 44 - iter 77/113 - loss 7.01841467 - samples/sec: 285.53 - lr: 0.100000 +2021-03-25 14:53:59,698 epoch 44 - iter 88/113 - loss 7.03975764 - samples/sec: 280.73 - lr: 0.100000 +2021-03-25 14:54:04,747 epoch 44 - iter 99/113 - loss 7.01219806 - samples/sec: 279.33 - lr: 0.100000 +2021-03-25 14:54:11,026 epoch 44 - iter 110/113 - loss 7.03747837 - samples/sec: 224.49 - lr: 0.100000 +2021-03-25 14:54:12,308 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:54:12,310 EPOCH 44 done: loss 7.0414 - lr 0.1000000 +2021-03-25 14:54:15,407 DEV : loss 3.6201629638671875 - score 0.955 +2021-03-25 14:54:15,493 BAD EPOCHS (no improvement): 1 +2021-03-25 14:54:15,495 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:54:20,494 epoch 45 - iter 11/113 - loss 6.84829872 - samples/sec: 282.16 - lr: 0.100000 +2021-03-25 14:54:25,503 epoch 45 - iter 22/113 - loss 6.99019369 - samples/sec: 281.39 - lr: 0.100000 +2021-03-25 14:54:30,865 epoch 45 - iter 33/113 - loss 6.99422552 - samples/sec: 262.86 - lr: 0.100000 +2021-03-25 14:54:36,035 epoch 45 - iter 44/113 - loss 6.93951006 - samples/sec: 272.72 - lr: 0.100000 +2021-03-25 14:54:41,112 epoch 45 - iter 55/113 - loss 6.95940095 - samples/sec: 277.76 - lr: 0.100000 +2021-03-25 14:54:46,148 epoch 45 - iter 66/113 - loss 6.90864986 - samples/sec: 280.12 - lr: 0.100000 +2021-03-25 14:54:51,094 epoch 45 - iter 77/113 - loss 6.92370374 - samples/sec: 285.25 - lr: 0.100000 +2021-03-25 14:54:56,572 epoch 45 - iter 88/113 - loss 6.92974155 - samples/sec: 257.47 - lr: 0.100000 +2021-03-25 14:55:01,599 epoch 45 - iter 99/113 - loss 6.93923885 - samples/sec: 280.69 - lr: 0.100000 +2021-03-25 14:55:07,488 epoch 45 - iter 110/113 - loss 6.94654282 - samples/sec: 239.52 - lr: 0.100000 +2021-03-25 14:55:08,808 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:55:08,808 EPOCH 45 done: loss 6.9403 - lr 0.1000000 +2021-03-25 14:55:11,873 DEV : loss 3.6683692932128906 - score 0.9547 +2021-03-25 14:55:11,958 BAD EPOCHS (no improvement): 2 +2021-03-25 14:55:11,960 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:55:16,815 epoch 46 - iter 11/113 - loss 6.73468676 - samples/sec: 290.42 - lr: 0.100000 +2021-03-25 14:55:22,119 epoch 46 - iter 22/113 - loss 6.78068538 - samples/sec: 265.82 - lr: 0.100000 +2021-03-25 14:55:27,095 epoch 46 - iter 33/113 - loss 6.80283117 - samples/sec: 283.40 - lr: 0.100000 +2021-03-25 14:55:33,196 epoch 46 - iter 44/113 - loss 6.88936084 - samples/sec: 231.15 - lr: 0.100000 +2021-03-25 14:55:38,386 epoch 46 - iter 55/113 - loss 6.89439911 - samples/sec: 271.76 - lr: 0.100000 +2021-03-25 14:55:43,518 epoch 46 - iter 66/113 - loss 6.89693439 - samples/sec: 274.76 - lr: 0.100000 +2021-03-25 14:55:48,392 epoch 46 - iter 77/113 - loss 6.87722018 - samples/sec: 289.36 - lr: 0.100000 +2021-03-25 14:55:53,729 epoch 46 - iter 88/113 - loss 6.89433806 - samples/sec: 264.19 - lr: 0.100000 +2021-03-25 14:55:58,795 epoch 46 - iter 99/113 - loss 6.91295513 - samples/sec: 278.57 - lr: 0.100000 +2021-03-25 14:56:04,016 epoch 46 - iter 110/113 - loss 6.91241693 - samples/sec: 270.12 - lr: 0.100000 +2021-03-25 14:56:05,376 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:56:05,376 EPOCH 46 done: loss 6.9205 - lr 0.1000000 +2021-03-25 14:56:08,464 DEV : loss 3.6241424083709717 - score 0.9546 +2021-03-25 14:56:08,550 BAD EPOCHS (no improvement): 3 +2021-03-25 14:56:08,552 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:56:13,796 epoch 47 - iter 11/113 - loss 6.98904445 - samples/sec: 268.95 - lr: 0.100000 +2021-03-25 14:56:18,872 epoch 47 - iter 22/113 - loss 7.03169641 - samples/sec: 277.76 - lr: 0.100000 +2021-03-25 14:56:23,828 epoch 47 - iter 33/113 - loss 7.00269569 - samples/sec: 284.66 - lr: 0.100000 +2021-03-25 14:56:28,771 epoch 47 - iter 44/113 - loss 7.01616318 - samples/sec: 285.44 - lr: 0.100000 +2021-03-25 14:56:34,165 epoch 47 - iter 55/113 - loss 6.96931607 - samples/sec: 261.36 - lr: 0.100000 +2021-03-25 14:56:39,326 epoch 47 - iter 66/113 - loss 6.92368142 - samples/sec: 273.32 - lr: 0.100000 +2021-03-25 14:56:44,430 epoch 47 - iter 77/113 - loss 6.90896413 - samples/sec: 276.38 - lr: 0.100000 +2021-03-25 14:56:49,511 epoch 47 - iter 88/113 - loss 6.89127614 - samples/sec: 277.68 - lr: 0.100000 +2021-03-25 14:56:55,353 epoch 47 - iter 99/113 - loss 6.88498482 - samples/sec: 241.40 - lr: 0.100000 +2021-03-25 14:57:00,656 epoch 47 - iter 110/113 - loss 6.88785292 - samples/sec: 265.99 - lr: 0.100000 +2021-03-25 14:57:01,920 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:57:01,921 EPOCH 47 done: loss 6.8906 - lr 0.1000000 +2021-03-25 14:57:04,995 DEV : loss 3.5482797622680664 - score 0.9559 +2021-03-25 14:57:05,081 BAD EPOCHS (no improvement): 0 +2021-03-25 14:57:25,719 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:57:31,682 epoch 48 - iter 11/113 - loss 7.15731707 - samples/sec: 236.56 - lr: 0.100000 +2021-03-25 14:57:36,801 epoch 48 - iter 22/113 - loss 6.93565395 - samples/sec: 275.57 - lr: 0.100000 +2021-03-25 14:57:41,933 epoch 48 - iter 33/113 - loss 6.94788887 - samples/sec: 274.79 - lr: 0.100000 +2021-03-25 14:57:50,676 epoch 48 - iter 44/113 - loss 6.99007987 - samples/sec: 161.18 - lr: 0.100000 +2021-03-25 14:57:55,636 epoch 48 - iter 55/113 - loss 6.93627490 - samples/sec: 284.23 - lr: 0.100000 +2021-03-25 14:58:00,723 epoch 48 - iter 66/113 - loss 6.88361405 - samples/sec: 277.25 - lr: 0.100000 +2021-03-25 14:58:05,819 epoch 48 - iter 77/113 - loss 6.86392096 - samples/sec: 276.75 - lr: 0.100000 +2021-03-25 14:58:10,913 epoch 48 - iter 88/113 - loss 6.85383083 - samples/sec: 276.90 - lr: 0.100000 +2021-03-25 14:58:15,855 epoch 48 - iter 99/113 - loss 6.84726559 - samples/sec: 285.32 - lr: 0.100000 +2021-03-25 14:58:20,826 epoch 48 - iter 110/113 - loss 6.85482323 - samples/sec: 283.85 - lr: 0.100000 +2021-03-25 14:58:22,556 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:58:22,557 EPOCH 48 done: loss 6.8550 - lr 0.1000000 +2021-03-25 14:58:25,655 DEV : loss 3.5812222957611084 - score 0.9553 +2021-03-25 14:58:25,741 BAD EPOCHS (no improvement): 1 +2021-03-25 14:58:25,748 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:58:30,774 epoch 49 - iter 11/113 - loss 6.77093150 - samples/sec: 280.85 - lr: 0.100000 +2021-03-25 14:58:35,953 epoch 49 - iter 22/113 - loss 6.78720223 - samples/sec: 272.32 - lr: 0.100000 +2021-03-25 14:58:41,260 epoch 49 - iter 33/113 - loss 6.87489585 - samples/sec: 265.73 - lr: 0.100000 +2021-03-25 14:58:47,296 epoch 49 - iter 44/113 - loss 6.84506398 - samples/sec: 233.58 - lr: 0.100000 +2021-03-25 14:58:52,475 epoch 49 - iter 55/113 - loss 6.84594498 - samples/sec: 272.32 - lr: 0.100000 +2021-03-25 14:58:57,445 epoch 49 - iter 66/113 - loss 6.80520086 - samples/sec: 283.76 - lr: 0.100000 +2021-03-25 14:59:02,788 epoch 49 - iter 77/113 - loss 6.83469224 - samples/sec: 263.89 - lr: 0.100000 +2021-03-25 14:59:07,822 epoch 49 - iter 88/113 - loss 6.82589198 - samples/sec: 280.15 - lr: 0.100000 +2021-03-25 14:59:12,780 epoch 49 - iter 99/113 - loss 6.79725646 - samples/sec: 284.32 - lr: 0.100000 +2021-03-25 14:59:17,804 epoch 49 - iter 110/113 - loss 6.80753495 - samples/sec: 280.75 - lr: 0.100000 +2021-03-25 14:59:19,154 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:59:19,156 EPOCH 49 done: loss 6.8001 - lr 0.1000000 +2021-03-25 14:59:22,238 DEV : loss 3.53963565826416 - score 0.9557 +2021-03-25 14:59:22,327 BAD EPOCHS (no improvement): 2 +2021-03-25 14:59:22,329 ---------------------------------------------------------------------------------------------------- +2021-03-25 14:59:27,371 epoch 50 - iter 11/113 - loss 6.42953630 - samples/sec: 279.60 - lr: 0.100000 +2021-03-25 14:59:32,404 epoch 50 - iter 22/113 - loss 6.63980159 - samples/sec: 280.26 - lr: 0.100000 +2021-03-25 14:59:37,379 epoch 50 - iter 33/113 - loss 6.61146464 - samples/sec: 283.60 - lr: 0.100000 +2021-03-25 14:59:42,874 epoch 50 - iter 44/113 - loss 6.64865323 - samples/sec: 256.68 - lr: 0.100000 +2021-03-25 14:59:47,923 epoch 50 - iter 55/113 - loss 6.60843857 - samples/sec: 279.59 - lr: 0.100000 +2021-03-25 14:59:52,958 epoch 50 - iter 66/113 - loss 6.64956780 - samples/sec: 280.13 - lr: 0.100000 +2021-03-25 14:59:58,239 epoch 50 - iter 77/113 - loss 6.67605187 - samples/sec: 267.10 - lr: 0.100000 +2021-03-25 15:00:03,404 epoch 50 - iter 88/113 - loss 6.69744796 - samples/sec: 273.05 - lr: 0.100000 +2021-03-25 15:00:09,520 epoch 50 - iter 99/113 - loss 6.75439670 - samples/sec: 230.55 - lr: 0.100000 +2021-03-25 15:00:14,584 epoch 50 - iter 110/113 - loss 6.76818732 - samples/sec: 278.47 - lr: 0.100000 +2021-03-25 15:00:15,852 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:00:15,853 EPOCH 50 done: loss 6.7687 - lr 0.1000000 +2021-03-25 15:00:18,896 DEV : loss 3.5272233486175537 - score 0.9568 +2021-03-25 15:00:18,990 BAD EPOCHS (no improvement): 0 +2021-03-25 15:00:39,812 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:00:45,909 epoch 51 - iter 11/113 - loss 6.83859543 - samples/sec: 231.41 - lr: 0.100000 +2021-03-25 15:00:50,953 epoch 51 - iter 22/113 - loss 6.80974956 - samples/sec: 279.67 - lr: 0.100000 +2021-03-25 15:00:56,024 epoch 51 - iter 33/113 - loss 6.83176744 - samples/sec: 278.18 - lr: 0.100000 +2021-03-25 15:01:00,970 epoch 51 - iter 44/113 - loss 6.69669654 - samples/sec: 285.17 - lr: 0.100000 +2021-03-25 15:01:06,133 epoch 51 - iter 55/113 - loss 6.68021082 - samples/sec: 273.21 - lr: 0.100000 +2021-03-25 15:01:11,479 epoch 51 - iter 66/113 - loss 6.70780949 - samples/sec: 263.79 - lr: 0.100000 +2021-03-25 15:01:16,615 epoch 51 - iter 77/113 - loss 6.69385660 - samples/sec: 274.60 - lr: 0.100000 +2021-03-25 15:01:21,826 epoch 51 - iter 88/113 - loss 6.71799206 - samples/sec: 270.61 - lr: 0.100000 +2021-03-25 15:01:27,110 epoch 51 - iter 99/113 - loss 6.75576027 - samples/sec: 266.82 - lr: 0.100000 +2021-03-25 15:01:32,285 epoch 51 - iter 110/113 - loss 6.74646486 - samples/sec: 272.58 - lr: 0.100000 +2021-03-25 15:01:33,671 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:01:33,672 EPOCH 51 done: loss 6.7394 - lr 0.1000000 +2021-03-25 15:01:36,821 DEV : loss 3.5689055919647217 - score 0.9562 +2021-03-25 15:01:36,909 BAD EPOCHS (no improvement): 1 +2021-03-25 15:01:36,911 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:01:42,161 epoch 52 - iter 11/113 - loss 6.46823515 - samples/sec: 268.59 - lr: 0.100000 +2021-03-25 15:01:47,262 epoch 52 - iter 22/113 - loss 6.53197210 - samples/sec: 276.38 - lr: 0.100000 +2021-03-25 15:01:52,648 epoch 52 - iter 33/113 - loss 6.53218126 - samples/sec: 261.75 - lr: 0.100000 +2021-03-25 15:01:57,725 epoch 52 - iter 44/113 - loss 6.54366938 - samples/sec: 277.74 - lr: 0.100000 +2021-03-25 15:02:02,795 epoch 52 - iter 55/113 - loss 6.58420842 - samples/sec: 278.27 - lr: 0.100000 +2021-03-25 15:02:07,863 epoch 52 - iter 66/113 - loss 6.58919344 - samples/sec: 278.37 - lr: 0.100000 +2021-03-25 15:02:13,865 epoch 52 - iter 77/113 - loss 6.61756610 - samples/sec: 235.00 - lr: 0.100000 +2021-03-25 15:02:19,086 epoch 52 - iter 88/113 - loss 6.63812200 - samples/sec: 270.21 - lr: 0.100000 +2021-03-25 15:02:24,180 epoch 52 - iter 99/113 - loss 6.66120144 - samples/sec: 276.82 - lr: 0.100000 +2021-03-25 15:02:29,354 epoch 52 - iter 110/113 - loss 6.65615913 - samples/sec: 272.59 - lr: 0.100000 +2021-03-25 15:02:30,669 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:02:30,670 EPOCH 52 done: loss 6.6614 - lr 0.1000000 +2021-03-25 15:02:33,735 DEV : loss 3.5081849098205566 - score 0.9564 +2021-03-25 15:02:33,824 BAD EPOCHS (no improvement): 2 +2021-03-25 15:02:33,826 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:02:38,795 epoch 53 - iter 11/113 - loss 6.67144008 - samples/sec: 283.82 - lr: 0.100000 +2021-03-25 15:02:43,752 epoch 53 - iter 22/113 - loss 6.67332073 - samples/sec: 284.43 - lr: 0.100000 +2021-03-25 15:02:48,901 epoch 53 - iter 33/113 - loss 6.65950641 - samples/sec: 273.98 - lr: 0.100000 +2021-03-25 15:02:53,803 epoch 53 - iter 44/113 - loss 6.63509324 - samples/sec: 287.81 - lr: 0.100000 +2021-03-25 15:02:58,889 epoch 53 - iter 55/113 - loss 6.61404609 - samples/sec: 277.18 - lr: 0.100000 +2021-03-25 15:03:04,900 epoch 53 - iter 66/113 - loss 6.62312623 - samples/sec: 234.55 - lr: 0.100000 +2021-03-25 15:03:10,072 epoch 53 - iter 77/113 - loss 6.64444303 - samples/sec: 272.67 - lr: 0.100000 +2021-03-25 15:03:15,409 epoch 53 - iter 88/113 - loss 6.66178103 - samples/sec: 264.23 - lr: 0.100000 +2021-03-25 15:03:20,571 epoch 53 - iter 99/113 - loss 6.64121668 - samples/sec: 273.22 - lr: 0.100000 +2021-03-25 15:03:25,919 epoch 53 - iter 110/113 - loss 6.62482871 - samples/sec: 263.70 - lr: 0.100000 +2021-03-25 15:03:27,264 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:03:27,265 EPOCH 53 done: loss 6.6242 - lr 0.1000000 +2021-03-25 15:03:30,411 DEV : loss 3.5275826454162598 - score 0.9556 +2021-03-25 15:03:30,497 BAD EPOCHS (no improvement): 3 +2021-03-25 15:03:30,513 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:03:35,335 epoch 54 - iter 11/113 - loss 6.47702854 - samples/sec: 292.45 - lr: 0.100000 +2021-03-25 15:03:40,425 epoch 54 - iter 22/113 - loss 6.59636500 - samples/sec: 277.07 - lr: 0.100000 +2021-03-25 15:03:45,551 epoch 54 - iter 33/113 - loss 6.59159053 - samples/sec: 275.08 - lr: 0.100000 +2021-03-25 15:03:50,892 epoch 54 - iter 44/113 - loss 6.53150730 - samples/sec: 263.99 - lr: 0.100000 +2021-03-25 15:03:55,877 epoch 54 - iter 55/113 - loss 6.54861434 - samples/sec: 283.03 - lr: 0.100000 +2021-03-25 15:04:01,150 epoch 54 - iter 66/113 - loss 6.54625330 - samples/sec: 267.49 - lr: 0.100000 +2021-03-25 15:04:06,320 epoch 54 - iter 77/113 - loss 6.57029990 - samples/sec: 272.93 - lr: 0.100000 +2021-03-25 15:04:12,362 epoch 54 - iter 88/113 - loss 6.62879123 - samples/sec: 233.37 - lr: 0.100000 +2021-03-25 15:04:17,453 epoch 54 - iter 99/113 - loss 6.63134430 - samples/sec: 277.10 - lr: 0.100000 +2021-03-25 15:04:22,697 epoch 54 - iter 110/113 - loss 6.63157288 - samples/sec: 269.07 - lr: 0.100000 +2021-03-25 15:04:24,008 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:04:24,009 EPOCH 54 done: loss 6.6407 - lr 0.1000000 +2021-03-25 15:04:27,075 DEV : loss 3.4983420372009277 - score 0.9567 +2021-03-25 15:04:27,159 BAD EPOCHS (no improvement): 4 +2021-03-25 15:04:27,164 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:04:32,529 epoch 55 - iter 11/113 - loss 6.71955421 - samples/sec: 262.94 - lr: 0.050000 +2021-03-25 15:04:37,549 epoch 55 - iter 22/113 - loss 6.74457004 - samples/sec: 280.95 - lr: 0.050000 +2021-03-25 15:04:42,422 epoch 55 - iter 33/113 - loss 6.66195907 - samples/sec: 289.44 - lr: 0.050000 +2021-03-25 15:04:48,427 epoch 55 - iter 44/113 - loss 6.60672842 - samples/sec: 234.87 - lr: 0.050000 +2021-03-25 15:04:53,551 epoch 55 - iter 55/113 - loss 6.61570220 - samples/sec: 275.25 - lr: 0.050000 +2021-03-25 15:04:58,549 epoch 55 - iter 66/113 - loss 6.57257121 - samples/sec: 282.20 - lr: 0.050000 +2021-03-25 15:05:03,972 epoch 55 - iter 77/113 - loss 6.54529172 - samples/sec: 260.12 - lr: 0.050000 +2021-03-25 15:05:09,141 epoch 55 - iter 88/113 - loss 6.54196942 - samples/sec: 272.79 - lr: 0.050000 +2021-03-25 15:05:14,323 epoch 55 - iter 99/113 - loss 6.55160011 - samples/sec: 272.10 - lr: 0.050000 +2021-03-25 15:05:19,279 epoch 55 - iter 110/113 - loss 6.55191416 - samples/sec: 284.50 - lr: 0.050000 +2021-03-25 15:05:20,606 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:05:20,607 EPOCH 55 done: loss 6.5579 - lr 0.0500000 +2021-03-25 15:05:23,670 DEV : loss 3.457058906555176 - score 0.9568 +2021-03-25 15:05:23,755 BAD EPOCHS (no improvement): 0 +2021-03-25 15:05:45,184 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:05:50,423 epoch 56 - iter 11/113 - loss 6.35962365 - samples/sec: 269.39 - lr: 0.050000 +2021-03-25 15:05:56,206 epoch 56 - iter 22/113 - loss 6.52940210 - samples/sec: 243.89 - lr: 0.050000 +2021-03-25 15:06:01,176 epoch 56 - iter 33/113 - loss 6.54244595 - samples/sec: 283.73 - lr: 0.050000 +2021-03-25 15:06:06,306 epoch 56 - iter 44/113 - loss 6.58132705 - samples/sec: 274.91 - lr: 0.050000 +2021-03-25 15:06:11,468 epoch 56 - iter 55/113 - loss 6.51851191 - samples/sec: 273.21 - lr: 0.050000 +2021-03-25 15:06:16,705 epoch 56 - iter 66/113 - loss 6.52106927 - samples/sec: 269.16 - lr: 0.050000 +2021-03-25 15:06:22,097 epoch 56 - iter 77/113 - loss 6.50234974 - samples/sec: 261.56 - lr: 0.050000 +2021-03-25 15:06:27,124 epoch 56 - iter 88/113 - loss 6.50846352 - samples/sec: 280.69 - lr: 0.050000 +2021-03-25 15:06:32,242 epoch 56 - iter 99/113 - loss 6.52387391 - samples/sec: 275.54 - lr: 0.050000 +2021-03-25 15:06:37,423 epoch 56 - iter 110/113 - loss 6.55175103 - samples/sec: 272.19 - lr: 0.050000 +2021-03-25 15:06:38,665 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:06:38,666 EPOCH 56 done: loss 6.5540 - lr 0.0500000 +2021-03-25 15:06:41,790 DEV : loss 3.446054458618164 - score 0.9568 +2021-03-25 15:06:41,891 BAD EPOCHS (no improvement): 0 +2021-03-25 15:07:04,632 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:07:09,856 epoch 57 - iter 11/113 - loss 6.61089295 - samples/sec: 270.20 - lr: 0.050000 +2021-03-25 15:07:14,982 epoch 57 - iter 22/113 - loss 6.44521557 - samples/sec: 275.18 - lr: 0.050000 +2021-03-25 15:07:20,850 epoch 57 - iter 33/113 - loss 6.44372852 - samples/sec: 240.34 - lr: 0.050000 +2021-03-25 15:07:25,836 epoch 57 - iter 44/113 - loss 6.42631095 - samples/sec: 282.85 - lr: 0.050000 +2021-03-25 15:07:31,311 epoch 57 - iter 55/113 - loss 6.43999525 - samples/sec: 257.57 - lr: 0.050000 +2021-03-25 15:07:36,237 epoch 57 - iter 66/113 - loss 6.38310458 - samples/sec: 286.24 - lr: 0.050000 +2021-03-25 15:07:41,379 epoch 57 - iter 77/113 - loss 6.42060466 - samples/sec: 274.28 - lr: 0.050000 +2021-03-25 15:07:46,434 epoch 57 - iter 88/113 - loss 6.44032457 - samples/sec: 278.98 - lr: 0.050000 +2021-03-25 15:07:51,634 epoch 57 - iter 99/113 - loss 6.49381082 - samples/sec: 271.14 - lr: 0.050000 +2021-03-25 15:07:57,008 epoch 57 - iter 110/113 - loss 6.51019169 - samples/sec: 262.31 - lr: 0.050000 +2021-03-25 15:07:58,275 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:07:58,276 EPOCH 57 done: loss 6.5059 - lr 0.0500000 +2021-03-25 15:08:01,366 DEV : loss 3.4272050857543945 - score 0.9569 +2021-03-25 15:08:01,453 BAD EPOCHS (no improvement): 0 +2021-03-25 15:08:22,222 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:08:27,748 epoch 58 - iter 11/113 - loss 6.51593286 - samples/sec: 255.30 - lr: 0.050000 +2021-03-25 15:08:32,934 epoch 58 - iter 22/113 - loss 6.50791877 - samples/sec: 271.93 - lr: 0.050000 +2021-03-25 15:08:37,922 epoch 58 - iter 33/113 - loss 6.50165091 - samples/sec: 282.88 - lr: 0.050000 +2021-03-25 15:08:42,881 epoch 58 - iter 44/113 - loss 6.52272793 - samples/sec: 284.60 - lr: 0.050000 +2021-03-25 15:08:48,173 epoch 58 - iter 55/113 - loss 6.54929308 - samples/sec: 266.70 - lr: 0.050000 +2021-03-25 15:08:53,291 epoch 58 - iter 66/113 - loss 6.58102183 - samples/sec: 275.58 - lr: 0.050000 +2021-03-25 15:08:58,364 epoch 58 - iter 77/113 - loss 6.55354588 - samples/sec: 277.97 - lr: 0.050000 +2021-03-25 15:09:03,566 epoch 58 - iter 88/113 - loss 6.53261779 - samples/sec: 271.19 - lr: 0.050000 +2021-03-25 15:09:08,742 epoch 58 - iter 99/113 - loss 6.54162615 - samples/sec: 272.64 - lr: 0.050000 +2021-03-25 15:09:14,676 epoch 58 - iter 110/113 - loss 6.53505614 - samples/sec: 237.58 - lr: 0.050000 +2021-03-25 15:09:15,933 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:09:15,934 EPOCH 58 done: loss 6.5368 - lr 0.0500000 +2021-03-25 15:09:19,056 DEV : loss 3.4196906089782715 - score 0.9577 +2021-03-25 15:09:19,142 BAD EPOCHS (no improvement): 0 +2021-03-25 15:09:40,467 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:09:45,525 epoch 59 - iter 11/113 - loss 6.59255674 - samples/sec: 278.89 - lr: 0.050000 +2021-03-25 15:09:50,757 epoch 59 - iter 22/113 - loss 6.56869533 - samples/sec: 269.65 - lr: 0.050000 +2021-03-25 15:09:55,739 epoch 59 - iter 33/113 - loss 6.46954415 - samples/sec: 283.18 - lr: 0.050000 +2021-03-25 15:10:01,776 epoch 59 - iter 44/113 - loss 6.47994879 - samples/sec: 233.52 - lr: 0.050000 +2021-03-25 15:10:07,372 epoch 59 - iter 55/113 - loss 6.40950620 - samples/sec: 252.00 - lr: 0.050000 +2021-03-25 15:10:12,575 epoch 59 - iter 66/113 - loss 6.42829011 - samples/sec: 271.02 - lr: 0.050000 +2021-03-25 15:10:17,805 epoch 59 - iter 77/113 - loss 6.46187385 - samples/sec: 269.60 - lr: 0.050000 +2021-03-25 15:10:22,688 epoch 59 - iter 88/113 - loss 6.45679639 - samples/sec: 288.75 - lr: 0.050000 +2021-03-25 15:10:27,690 epoch 59 - iter 99/113 - loss 6.43451816 - samples/sec: 281.93 - lr: 0.050000 +2021-03-25 15:10:32,792 epoch 59 - iter 110/113 - loss 6.46367638 - samples/sec: 276.51 - lr: 0.050000 +2021-03-25 15:10:34,087 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:10:34,088 EPOCH 59 done: loss 6.4509 - lr 0.0500000 +2021-03-25 15:10:37,181 DEV : loss 3.4158873558044434 - score 0.958 +2021-03-25 15:10:37,271 BAD EPOCHS (no improvement): 0 +2021-03-25 15:10:58,175 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:11:03,559 epoch 60 - iter 11/113 - loss 6.37710185 - samples/sec: 262.00 - lr: 0.050000 +2021-03-25 15:11:09,414 epoch 60 - iter 22/113 - loss 6.71157839 - samples/sec: 240.81 - lr: 0.050000 +2021-03-25 15:11:14,313 epoch 60 - iter 33/113 - loss 6.66801356 - samples/sec: 287.88 - lr: 0.050000 +2021-03-25 15:11:19,713 epoch 60 - iter 44/113 - loss 6.59792071 - samples/sec: 261.18 - lr: 0.050000 +2021-03-25 15:11:24,902 epoch 60 - iter 55/113 - loss 6.56708833 - samples/sec: 271.78 - lr: 0.050000 +2021-03-25 15:11:30,491 epoch 60 - iter 66/113 - loss 6.53052933 - samples/sec: 252.37 - lr: 0.050000 +2021-03-25 15:11:35,322 epoch 60 - iter 77/113 - loss 6.51113887 - samples/sec: 292.12 - lr: 0.050000 +2021-03-25 15:11:40,526 epoch 60 - iter 88/113 - loss 6.50295652 - samples/sec: 270.94 - lr: 0.050000 +2021-03-25 15:11:48,832 epoch 60 - iter 99/113 - loss 6.49722912 - samples/sec: 169.68 - lr: 0.050000 +2021-03-25 15:11:53,879 epoch 60 - iter 110/113 - loss 6.48298754 - samples/sec: 279.52 - lr: 0.050000 +2021-03-25 15:11:55,147 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:11:55,148 EPOCH 60 done: loss 6.4673 - lr 0.0500000 +2021-03-25 15:11:58,202 DEV : loss 3.4086313247680664 - score 0.9578 +2021-03-25 15:11:58,311 BAD EPOCHS (no improvement): 1 +2021-03-25 15:11:58,313 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:12:03,455 epoch 61 - iter 11/113 - loss 6.25001955 - samples/sec: 274.28 - lr: 0.050000 +2021-03-25 15:12:09,530 epoch 61 - iter 22/113 - loss 6.34872267 - samples/sec: 232.09 - lr: 0.050000 +2021-03-25 15:12:15,172 epoch 61 - iter 33/113 - loss 6.34614871 - samples/sec: 250.02 - lr: 0.050000 +2021-03-25 15:12:20,291 epoch 61 - iter 44/113 - loss 6.44023537 - samples/sec: 275.59 - lr: 0.050000 +2021-03-25 15:12:25,553 epoch 61 - iter 55/113 - loss 6.40231507 - samples/sec: 267.99 - lr: 0.050000 +2021-03-25 15:12:30,506 epoch 61 - iter 66/113 - loss 6.34244748 - samples/sec: 284.83 - lr: 0.050000 +2021-03-25 15:12:35,449 epoch 61 - iter 77/113 - loss 6.34295705 - samples/sec: 285.27 - lr: 0.050000 +2021-03-25 15:12:40,564 epoch 61 - iter 88/113 - loss 6.38207441 - samples/sec: 275.76 - lr: 0.050000 +2021-03-25 15:12:45,391 epoch 61 - iter 99/113 - loss 6.38977950 - samples/sec: 292.17 - lr: 0.050000 +2021-03-25 15:12:50,367 epoch 61 - iter 110/113 - loss 6.39235308 - samples/sec: 283.47 - lr: 0.050000 +2021-03-25 15:12:51,648 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:12:51,649 EPOCH 61 done: loss 6.3953 - lr 0.0500000 +2021-03-25 15:12:54,677 DEV : loss 3.407853603363037 - score 0.9575 +2021-03-25 15:12:54,785 BAD EPOCHS (no improvement): 2 +2021-03-25 15:12:54,787 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:12:59,777 epoch 62 - iter 11/113 - loss 6.51730897 - samples/sec: 282.53 - lr: 0.050000 +2021-03-25 15:13:04,454 epoch 62 - iter 22/113 - loss 6.40779200 - samples/sec: 301.57 - lr: 0.050000 +2021-03-25 15:13:09,042 epoch 62 - iter 33/113 - loss 6.34815706 - samples/sec: 307.42 - lr: 0.050000 +2021-03-25 15:13:13,968 epoch 62 - iter 44/113 - loss 6.38142379 - samples/sec: 286.29 - lr: 0.050000 +2021-03-25 15:13:20,114 epoch 62 - iter 55/113 - loss 6.39987502 - samples/sec: 229.40 - lr: 0.050000 +2021-03-25 15:13:25,266 epoch 62 - iter 66/113 - loss 6.41860867 - samples/sec: 274.02 - lr: 0.050000 +2021-03-25 15:13:30,169 epoch 62 - iter 77/113 - loss 6.42502875 - samples/sec: 287.64 - lr: 0.050000 +2021-03-25 15:13:35,383 epoch 62 - iter 88/113 - loss 6.43357813 - samples/sec: 270.45 - lr: 0.050000 +2021-03-25 15:13:40,357 epoch 62 - iter 99/113 - loss 6.43542698 - samples/sec: 283.53 - lr: 0.050000 +2021-03-25 15:13:45,659 epoch 62 - iter 110/113 - loss 6.43134757 - samples/sec: 265.94 - lr: 0.050000 +2021-03-25 15:13:47,172 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:13:47,173 EPOCH 62 done: loss 6.4242 - lr 0.0500000 +2021-03-25 15:13:50,313 DEV : loss 3.4143223762512207 - score 0.9575 +2021-03-25 15:13:50,403 BAD EPOCHS (no improvement): 3 +2021-03-25 15:13:50,405 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:13:55,694 epoch 63 - iter 11/113 - loss 6.60406061 - samples/sec: 266.69 - lr: 0.050000 +2021-03-25 15:14:00,530 epoch 63 - iter 22/113 - loss 6.47367285 - samples/sec: 291.71 - lr: 0.050000 +2021-03-25 15:14:05,825 epoch 63 - iter 33/113 - loss 6.40358835 - samples/sec: 266.36 - lr: 0.050000 +2021-03-25 15:14:10,840 epoch 63 - iter 44/113 - loss 6.38938633 - samples/sec: 281.21 - lr: 0.050000 +2021-03-25 15:14:15,649 epoch 63 - iter 55/113 - loss 6.45670667 - samples/sec: 293.35 - lr: 0.050000 +2021-03-25 15:14:20,669 epoch 63 - iter 66/113 - loss 6.40890151 - samples/sec: 280.99 - lr: 0.050000 +2021-03-25 15:14:25,590 epoch 63 - iter 77/113 - loss 6.37168835 - samples/sec: 286.74 - lr: 0.050000 +2021-03-25 15:14:30,961 epoch 63 - iter 88/113 - loss 6.37127600 - samples/sec: 262.73 - lr: 0.050000 +2021-03-25 15:14:37,140 epoch 63 - iter 99/113 - loss 6.39162842 - samples/sec: 228.20 - lr: 0.050000 +2021-03-25 15:14:41,953 epoch 63 - iter 110/113 - loss 6.40248121 - samples/sec: 293.17 - lr: 0.050000 +2021-03-25 15:14:43,334 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:14:43,335 EPOCH 63 done: loss 6.4089 - lr 0.0500000 +2021-03-25 15:14:46,441 DEV : loss 3.399538516998291 - score 0.9577 +2021-03-25 15:14:46,530 BAD EPOCHS (no improvement): 4 +2021-03-25 15:14:46,532 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:14:51,551 epoch 64 - iter 11/113 - loss 6.32832584 - samples/sec: 280.95 - lr: 0.025000 +2021-03-25 15:14:57,706 epoch 64 - iter 22/113 - loss 6.46729628 - samples/sec: 229.11 - lr: 0.025000 +2021-03-25 15:15:02,863 epoch 64 - iter 33/113 - loss 6.44284376 - samples/sec: 273.46 - lr: 0.025000 +2021-03-25 15:15:07,795 epoch 64 - iter 44/113 - loss 6.39240211 - samples/sec: 285.84 - lr: 0.025000 +2021-03-25 15:15:13,244 epoch 64 - iter 55/113 - loss 6.40879782 - samples/sec: 258.73 - lr: 0.025000 +2021-03-25 15:15:18,174 epoch 64 - iter 66/113 - loss 6.38746880 - samples/sec: 286.07 - lr: 0.025000 +2021-03-25 15:15:23,220 epoch 64 - iter 77/113 - loss 6.39627733 - samples/sec: 279.59 - lr: 0.025000 +2021-03-25 15:15:28,698 epoch 64 - iter 88/113 - loss 6.39967418 - samples/sec: 257.41 - lr: 0.025000 +2021-03-25 15:15:33,520 epoch 64 - iter 99/113 - loss 6.37581188 - samples/sec: 292.70 - lr: 0.025000 +2021-03-25 15:15:38,829 epoch 64 - iter 110/113 - loss 6.38478478 - samples/sec: 265.83 - lr: 0.025000 +2021-03-25 15:15:40,163 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:15:40,164 EPOCH 64 done: loss 6.3856 - lr 0.0250000 +2021-03-25 15:15:43,260 DEV : loss 3.399369239807129 - score 0.958 +2021-03-25 15:15:43,349 BAD EPOCHS (no improvement): 0 +2021-03-25 15:16:04,075 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:16:09,461 epoch 65 - iter 11/113 - loss 6.42641969 - samples/sec: 261.93 - lr: 0.025000 +2021-03-25 15:16:14,553 epoch 65 - iter 22/113 - loss 6.46950022 - samples/sec: 277.08 - lr: 0.025000 +2021-03-25 15:16:19,698 epoch 65 - iter 33/113 - loss 6.36533229 - samples/sec: 274.24 - lr: 0.025000 +2021-03-25 15:16:24,811 epoch 65 - iter 44/113 - loss 6.37211430 - samples/sec: 275.87 - lr: 0.025000 +2021-03-25 15:16:31,028 epoch 65 - iter 55/113 - loss 6.36461535 - samples/sec: 226.71 - lr: 0.025000 +2021-03-25 15:16:36,049 epoch 65 - iter 66/113 - loss 6.37641932 - samples/sec: 281.01 - lr: 0.025000 +2021-03-25 15:16:41,021 epoch 65 - iter 77/113 - loss 6.39297835 - samples/sec: 283.58 - lr: 0.025000 +2021-03-25 15:16:46,126 epoch 65 - iter 88/113 - loss 6.40809778 - samples/sec: 276.24 - lr: 0.025000 +2021-03-25 15:16:51,257 epoch 65 - iter 99/113 - loss 6.41606844 - samples/sec: 274.72 - lr: 0.025000 +2021-03-25 15:16:56,656 epoch 65 - iter 110/113 - loss 6.41088513 - samples/sec: 261.19 - lr: 0.025000 +2021-03-25 15:16:57,928 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:16:57,928 EPOCH 65 done: loss 6.4126 - lr 0.0250000 +2021-03-25 15:17:01,061 DEV : loss 3.3750159740448 - score 0.9576 +2021-03-25 15:17:01,147 BAD EPOCHS (no improvement): 1 +2021-03-25 15:17:01,149 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:17:06,128 epoch 66 - iter 11/113 - loss 5.94610982 - samples/sec: 283.33 - lr: 0.025000 +2021-03-25 15:17:11,092 epoch 66 - iter 22/113 - loss 6.08157812 - samples/sec: 284.18 - lr: 0.025000 +2021-03-25 15:17:16,051 epoch 66 - iter 33/113 - loss 6.19407703 - samples/sec: 284.45 - lr: 0.025000 +2021-03-25 15:17:21,226 epoch 66 - iter 44/113 - loss 6.20578609 - samples/sec: 272.51 - lr: 0.025000 +2021-03-25 15:17:26,338 epoch 66 - iter 55/113 - loss 6.24202483 - samples/sec: 275.97 - lr: 0.025000 +2021-03-25 15:17:31,448 epoch 66 - iter 66/113 - loss 6.23671432 - samples/sec: 275.95 - lr: 0.025000 +2021-03-25 15:17:37,400 epoch 66 - iter 77/113 - loss 6.28134862 - samples/sec: 236.81 - lr: 0.025000 +2021-03-25 15:17:42,416 epoch 66 - iter 88/113 - loss 6.30909010 - samples/sec: 281.14 - lr: 0.025000 +2021-03-25 15:17:47,775 epoch 66 - iter 99/113 - loss 6.33531909 - samples/sec: 263.10 - lr: 0.025000 +2021-03-25 15:17:53,280 epoch 66 - iter 110/113 - loss 6.33566280 - samples/sec: 256.13 - lr: 0.025000 +2021-03-25 15:17:54,721 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:17:54,722 EPOCH 66 done: loss 6.3375 - lr 0.0250000 +2021-03-25 15:17:57,799 DEV : loss 3.3704581260681152 - score 0.9581 +2021-03-25 15:17:57,889 BAD EPOCHS (no improvement): 0 +2021-03-25 15:18:18,666 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:18:23,865 epoch 67 - iter 11/113 - loss 6.30693722 - samples/sec: 271.50 - lr: 0.025000 +2021-03-25 15:18:28,902 epoch 67 - iter 22/113 - loss 6.34510177 - samples/sec: 279.96 - lr: 0.025000 +2021-03-25 15:18:34,016 epoch 67 - iter 33/113 - loss 6.25972519 - samples/sec: 275.92 - lr: 0.025000 +2021-03-25 15:18:38,917 epoch 67 - iter 44/113 - loss 6.32004163 - samples/sec: 287.85 - lr: 0.025000 +2021-03-25 15:18:44,941 epoch 67 - iter 55/113 - loss 6.31397590 - samples/sec: 234.12 - lr: 0.025000 +2021-03-25 15:18:50,148 epoch 67 - iter 66/113 - loss 6.29851842 - samples/sec: 270.88 - lr: 0.025000 +2021-03-25 15:18:55,215 epoch 67 - iter 77/113 - loss 6.29046589 - samples/sec: 278.31 - lr: 0.025000 +2021-03-25 15:19:00,533 epoch 67 - iter 88/113 - loss 6.33313489 - samples/sec: 265.18 - lr: 0.025000 +2021-03-25 15:19:05,519 epoch 67 - iter 99/113 - loss 6.31619935 - samples/sec: 282.91 - lr: 0.025000 +2021-03-25 15:19:10,807 epoch 67 - iter 110/113 - loss 6.32602875 - samples/sec: 266.62 - lr: 0.025000 +2021-03-25 15:19:12,476 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:19:12,477 EPOCH 67 done: loss 6.3245 - lr 0.0250000 +2021-03-25 15:19:15,528 DEV : loss 3.38270902633667 - score 0.958 +2021-03-25 15:19:15,614 BAD EPOCHS (no improvement): 1 +2021-03-25 15:19:15,616 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:19:20,676 epoch 68 - iter 11/113 - loss 6.46326624 - samples/sec: 278.69 - lr: 0.025000 +2021-03-25 15:19:25,494 epoch 68 - iter 22/113 - loss 6.40450937 - samples/sec: 292.89 - lr: 0.025000 +2021-03-25 15:19:30,536 epoch 68 - iter 33/113 - loss 6.37490429 - samples/sec: 279.74 - lr: 0.025000 +2021-03-25 15:19:36,298 epoch 68 - iter 44/113 - loss 6.38558691 - samples/sec: 244.72 - lr: 0.025000 +2021-03-25 15:19:41,255 epoch 68 - iter 55/113 - loss 6.31947377 - samples/sec: 284.77 - lr: 0.025000 +2021-03-25 15:19:46,484 epoch 68 - iter 66/113 - loss 6.35099336 - samples/sec: 269.96 - lr: 0.025000 +2021-03-25 15:19:51,265 epoch 68 - iter 77/113 - loss 6.29200888 - samples/sec: 295.05 - lr: 0.025000 +2021-03-25 15:19:56,353 epoch 68 - iter 88/113 - loss 6.31225975 - samples/sec: 277.27 - lr: 0.025000 +2021-03-25 15:20:02,226 epoch 68 - iter 99/113 - loss 6.32229046 - samples/sec: 240.10 - lr: 0.025000 +2021-03-25 15:20:07,299 epoch 68 - iter 110/113 - loss 6.33531381 - samples/sec: 278.11 - lr: 0.025000 +2021-03-25 15:20:08,871 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:20:08,872 EPOCH 68 done: loss 6.3315 - lr 0.0250000 +2021-03-25 15:20:11,962 DEV : loss 3.3832640647888184 - score 0.9581 +2021-03-25 15:20:12,049 BAD EPOCHS (no improvement): 2 +2021-03-25 15:20:12,050 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:20:17,147 epoch 69 - iter 11/113 - loss 6.36881312 - samples/sec: 276.62 - lr: 0.025000 +2021-03-25 15:20:22,506 epoch 69 - iter 22/113 - loss 6.51247911 - samples/sec: 263.13 - lr: 0.025000 +2021-03-25 15:20:27,644 epoch 69 - iter 33/113 - loss 6.42941608 - samples/sec: 274.38 - lr: 0.025000 +2021-03-25 15:20:32,723 epoch 69 - iter 44/113 - loss 6.37223440 - samples/sec: 277.61 - lr: 0.025000 +2021-03-25 15:20:37,892 epoch 69 - iter 55/113 - loss 6.36803448 - samples/sec: 272.82 - lr: 0.025000 +2021-03-25 15:20:43,181 epoch 69 - iter 66/113 - loss 6.34662487 - samples/sec: 266.68 - lr: 0.025000 +2021-03-25 15:20:48,369 epoch 69 - iter 77/113 - loss 6.35237445 - samples/sec: 272.05 - lr: 0.025000 +2021-03-25 15:20:53,249 epoch 69 - iter 88/113 - loss 6.33189183 - samples/sec: 289.26 - lr: 0.025000 +2021-03-25 15:20:58,866 epoch 69 - iter 99/113 - loss 6.33578537 - samples/sec: 251.12 - lr: 0.025000 +2021-03-25 15:21:03,910 epoch 69 - iter 110/113 - loss 6.31799347 - samples/sec: 279.54 - lr: 0.025000 +2021-03-25 15:21:05,414 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:21:05,415 EPOCH 69 done: loss 6.3131 - lr 0.0250000 +2021-03-25 15:21:08,494 DEV : loss 3.3663582801818848 - score 0.958 +2021-03-25 15:21:08,584 BAD EPOCHS (no improvement): 3 +2021-03-25 15:21:08,586 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:21:13,627 epoch 70 - iter 11/113 - loss 6.13655988 - samples/sec: 279.75 - lr: 0.025000 +2021-03-25 15:21:18,662 epoch 70 - iter 22/113 - loss 6.15868482 - samples/sec: 279.98 - lr: 0.025000 +2021-03-25 15:21:23,708 epoch 70 - iter 33/113 - loss 6.13085071 - samples/sec: 279.53 - lr: 0.025000 +2021-03-25 15:21:28,966 epoch 70 - iter 44/113 - loss 6.16003778 - samples/sec: 268.28 - lr: 0.025000 +2021-03-25 15:21:34,057 epoch 70 - iter 55/113 - loss 6.18876990 - samples/sec: 276.96 - lr: 0.025000 +2021-03-25 15:21:38,884 epoch 70 - iter 66/113 - loss 6.17504595 - samples/sec: 292.22 - lr: 0.025000 +2021-03-25 15:21:44,063 epoch 70 - iter 77/113 - loss 6.18541169 - samples/sec: 272.39 - lr: 0.025000 +2021-03-25 15:21:50,065 epoch 70 - iter 88/113 - loss 6.21585935 - samples/sec: 234.94 - lr: 0.025000 +2021-03-25 15:21:55,229 epoch 70 - iter 99/113 - loss 6.22244914 - samples/sec: 273.24 - lr: 0.025000 +2021-03-25 15:22:00,354 epoch 70 - iter 110/113 - loss 6.23527341 - samples/sec: 275.34 - lr: 0.025000 +2021-03-25 15:22:01,711 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:22:01,712 EPOCH 70 done: loss 6.2350 - lr 0.0250000 +2021-03-25 15:22:04,812 DEV : loss 3.3701589107513428 - score 0.9581 +2021-03-25 15:22:04,898 BAD EPOCHS (no improvement): 0 +2021-03-25 15:22:26,994 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:22:32,610 epoch 71 - iter 11/113 - loss 6.45887947 - samples/sec: 251.14 - lr: 0.025000 +2021-03-25 15:22:37,644 epoch 71 - iter 22/113 - loss 6.35986755 - samples/sec: 280.13 - lr: 0.025000 +2021-03-25 15:22:42,876 epoch 71 - iter 33/113 - loss 6.30351671 - samples/sec: 269.57 - lr: 0.025000 +2021-03-25 15:22:48,081 epoch 71 - iter 44/113 - loss 6.33054553 - samples/sec: 270.77 - lr: 0.025000 +2021-03-25 15:22:52,978 epoch 71 - iter 55/113 - loss 6.30974877 - samples/sec: 287.98 - lr: 0.025000 +2021-03-25 15:22:57,884 epoch 71 - iter 66/113 - loss 6.28423980 - samples/sec: 287.43 - lr: 0.025000 +2021-03-25 15:23:03,217 epoch 71 - iter 77/113 - loss 6.31776252 - samples/sec: 264.38 - lr: 0.025000 +2021-03-25 15:23:08,372 epoch 71 - iter 88/113 - loss 6.29952533 - samples/sec: 273.54 - lr: 0.025000 +2021-03-25 15:23:13,197 epoch 71 - iter 99/113 - loss 6.32343002 - samples/sec: 292.27 - lr: 0.025000 +2021-03-25 15:23:18,494 epoch 71 - iter 110/113 - loss 6.31628170 - samples/sec: 266.40 - lr: 0.025000 +2021-03-25 15:23:19,872 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:23:19,873 EPOCH 71 done: loss 6.3210 - lr 0.0250000 +2021-03-25 15:23:23,000 DEV : loss 3.3578968048095703 - score 0.9581 +2021-03-25 15:23:23,099 BAD EPOCHS (no improvement): 0 +2021-03-25 15:23:43,907 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:23:49,094 epoch 72 - iter 11/113 - loss 6.43157296 - samples/sec: 271.93 - lr: 0.025000 +2021-03-25 15:23:54,032 epoch 72 - iter 22/113 - loss 6.28120715 - samples/sec: 285.70 - lr: 0.025000 +2021-03-25 15:23:59,035 epoch 72 - iter 33/113 - loss 6.32413237 - samples/sec: 281.88 - lr: 0.025000 +2021-03-25 15:24:05,377 epoch 72 - iter 44/113 - loss 6.32446752 - samples/sec: 222.30 - lr: 0.025000 +2021-03-25 15:24:10,816 epoch 72 - iter 55/113 - loss 6.29861413 - samples/sec: 259.27 - lr: 0.025000 +2021-03-25 15:24:15,754 epoch 72 - iter 66/113 - loss 6.28179768 - samples/sec: 285.61 - lr: 0.025000 +2021-03-25 15:24:20,935 epoch 72 - iter 77/113 - loss 6.26488818 - samples/sec: 272.18 - lr: 0.025000 +2021-03-25 15:24:25,928 epoch 72 - iter 88/113 - loss 6.31183732 - samples/sec: 282.32 - lr: 0.025000 +2021-03-25 15:24:30,938 epoch 72 - iter 99/113 - loss 6.34034217 - samples/sec: 281.48 - lr: 0.025000 +2021-03-25 15:24:35,834 epoch 72 - iter 110/113 - loss 6.30866744 - samples/sec: 287.96 - lr: 0.025000 +2021-03-25 15:24:37,080 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:24:37,080 EPOCH 72 done: loss 6.2969 - lr 0.0250000 +2021-03-25 15:24:43,496 DEV : loss 3.358468770980835 - score 0.9579 +2021-03-25 15:24:43,582 BAD EPOCHS (no improvement): 1 +2021-03-25 15:24:43,585 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:24:48,447 epoch 73 - iter 11/113 - loss 6.01541194 - samples/sec: 290.13 - lr: 0.025000 +2021-03-25 15:24:53,305 epoch 73 - iter 22/113 - loss 6.04475661 - samples/sec: 290.36 - lr: 0.025000 +2021-03-25 15:24:58,559 epoch 73 - iter 33/113 - loss 6.11820552 - samples/sec: 268.42 - lr: 0.025000 +2021-03-25 15:25:03,667 epoch 73 - iter 44/113 - loss 6.18942954 - samples/sec: 276.12 - lr: 0.025000 +2021-03-25 15:25:08,951 epoch 73 - iter 55/113 - loss 6.19969557 - samples/sec: 266.87 - lr: 0.025000 +2021-03-25 15:25:13,853 epoch 73 - iter 66/113 - loss 6.17688378 - samples/sec: 287.99 - lr: 0.025000 +2021-03-25 15:25:19,105 epoch 73 - iter 77/113 - loss 6.19926723 - samples/sec: 268.72 - lr: 0.025000 +2021-03-25 15:25:24,226 epoch 73 - iter 88/113 - loss 6.21836865 - samples/sec: 275.43 - lr: 0.025000 +2021-03-25 15:25:29,698 epoch 73 - iter 99/113 - loss 6.21886782 - samples/sec: 257.75 - lr: 0.025000 +2021-03-25 15:25:35,483 epoch 73 - iter 110/113 - loss 6.24287063 - samples/sec: 243.78 - lr: 0.025000 +2021-03-25 15:25:36,949 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:25:36,950 EPOCH 73 done: loss 6.2423 - lr 0.0250000 +2021-03-25 15:25:39,983 DEV : loss 3.3546149730682373 - score 0.9579 +2021-03-25 15:25:40,073 BAD EPOCHS (no improvement): 2 +2021-03-25 15:25:40,074 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:25:45,869 epoch 74 - iter 11/113 - loss 6.16204158 - samples/sec: 243.34 - lr: 0.025000 +2021-03-25 15:25:50,954 epoch 74 - iter 22/113 - loss 6.19081179 - samples/sec: 277.21 - lr: 0.025000 +2021-03-25 15:25:56,139 epoch 74 - iter 33/113 - loss 6.18880916 - samples/sec: 271.91 - lr: 0.025000 +2021-03-25 15:26:01,167 epoch 74 - iter 44/113 - loss 6.20482523 - samples/sec: 280.53 - lr: 0.025000 +2021-03-25 15:26:06,451 epoch 74 - iter 55/113 - loss 6.17266776 - samples/sec: 266.86 - lr: 0.025000 +2021-03-25 15:26:11,664 epoch 74 - iter 66/113 - loss 6.23928939 - samples/sec: 270.52 - lr: 0.025000 +2021-03-25 15:26:16,844 epoch 74 - iter 77/113 - loss 6.21359586 - samples/sec: 272.26 - lr: 0.025000 +2021-03-25 15:26:21,968 epoch 74 - iter 88/113 - loss 6.23203518 - samples/sec: 275.30 - lr: 0.025000 +2021-03-25 15:26:27,243 epoch 74 - iter 99/113 - loss 6.22857620 - samples/sec: 267.52 - lr: 0.025000 +2021-03-25 15:26:32,399 epoch 74 - iter 110/113 - loss 6.25030795 - samples/sec: 273.65 - lr: 0.025000 +2021-03-25 15:26:33,755 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:26:33,756 EPOCH 74 done: loss 6.2537 - lr 0.0250000 +2021-03-25 15:26:36,960 DEV : loss 3.3542890548706055 - score 0.9582 +2021-03-25 15:26:37,045 BAD EPOCHS (no improvement): 0 +2021-03-25 15:26:57,399 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:27:02,301 epoch 75 - iter 11/113 - loss 6.19108027 - samples/sec: 287.96 - lr: 0.025000 +2021-03-25 15:27:07,606 epoch 75 - iter 22/113 - loss 6.35046150 - samples/sec: 265.95 - lr: 0.025000 +2021-03-25 15:27:12,760 epoch 75 - iter 33/113 - loss 6.32671384 - samples/sec: 273.77 - lr: 0.025000 +2021-03-25 15:27:17,674 epoch 75 - iter 44/113 - loss 6.22122490 - samples/sec: 287.07 - lr: 0.025000 +2021-03-25 15:27:22,784 epoch 75 - iter 55/113 - loss 6.22036535 - samples/sec: 276.19 - lr: 0.025000 +2021-03-25 15:27:28,786 epoch 75 - iter 66/113 - loss 6.22449522 - samples/sec: 234.97 - lr: 0.025000 +2021-03-25 15:27:33,840 epoch 75 - iter 77/113 - loss 6.25788043 - samples/sec: 278.90 - lr: 0.025000 +2021-03-25 15:27:39,237 epoch 75 - iter 88/113 - loss 6.22805833 - samples/sec: 261.25 - lr: 0.025000 +2021-03-25 15:27:44,111 epoch 75 - iter 99/113 - loss 6.22271133 - samples/sec: 289.41 - lr: 0.025000 +2021-03-25 15:27:49,109 epoch 75 - iter 110/113 - loss 6.21490661 - samples/sec: 282.25 - lr: 0.025000 +2021-03-25 15:27:50,547 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:27:50,548 EPOCH 75 done: loss 6.2278 - lr 0.0250000 +2021-03-25 15:27:53,639 DEV : loss 3.352653980255127 - score 0.9585 +2021-03-25 15:27:53,737 BAD EPOCHS (no improvement): 0 +2021-03-25 15:28:14,009 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:28:19,639 epoch 76 - iter 11/113 - loss 6.34457458 - samples/sec: 250.59 - lr: 0.025000 +2021-03-25 15:28:24,241 epoch 76 - iter 22/113 - loss 6.44968993 - samples/sec: 306.45 - lr: 0.025000 +2021-03-25 15:28:28,940 epoch 76 - iter 33/113 - loss 6.46811597 - samples/sec: 300.14 - lr: 0.025000 +2021-03-25 15:28:33,860 epoch 76 - iter 44/113 - loss 6.38032993 - samples/sec: 286.77 - lr: 0.025000 +2021-03-25 15:28:38,816 epoch 76 - iter 55/113 - loss 6.36142024 - samples/sec: 284.58 - lr: 0.025000 +2021-03-25 15:28:44,108 epoch 76 - iter 66/113 - loss 6.32246384 - samples/sec: 266.62 - lr: 0.025000 +2021-03-25 15:28:49,368 epoch 76 - iter 77/113 - loss 6.32839986 - samples/sec: 268.04 - lr: 0.025000 +2021-03-25 15:28:54,594 epoch 76 - iter 88/113 - loss 6.31457709 - samples/sec: 269.87 - lr: 0.025000 +2021-03-25 15:28:59,609 epoch 76 - iter 99/113 - loss 6.26484841 - samples/sec: 281.18 - lr: 0.025000 +2021-03-25 15:29:05,347 epoch 76 - iter 110/113 - loss 6.27028207 - samples/sec: 245.78 - lr: 0.025000 +2021-03-25 15:29:06,596 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:29:06,597 EPOCH 76 done: loss 6.2555 - lr 0.0250000 +2021-03-25 15:29:09,698 DEV : loss 3.3581032752990723 - score 0.9581 +2021-03-25 15:29:09,800 BAD EPOCHS (no improvement): 1 +2021-03-25 15:29:09,802 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:29:14,848 epoch 77 - iter 11/113 - loss 5.94366394 - samples/sec: 279.59 - lr: 0.025000 +2021-03-25 15:29:20,181 epoch 77 - iter 22/113 - loss 6.13890834 - samples/sec: 264.58 - lr: 0.025000 +2021-03-25 15:29:25,460 epoch 77 - iter 33/113 - loss 6.20046642 - samples/sec: 267.25 - lr: 0.025000 +2021-03-25 15:29:30,564 epoch 77 - iter 44/113 - loss 6.20018288 - samples/sec: 276.27 - lr: 0.025000 +2021-03-25 15:29:35,698 epoch 77 - iter 55/113 - loss 6.28034867 - samples/sec: 274.76 - lr: 0.025000 +2021-03-25 15:29:40,691 epoch 77 - iter 66/113 - loss 6.27807317 - samples/sec: 282.50 - lr: 0.025000 +2021-03-25 15:29:45,762 epoch 77 - iter 77/113 - loss 6.24959552 - samples/sec: 278.25 - lr: 0.025000 +2021-03-25 15:29:50,750 epoch 77 - iter 88/113 - loss 6.24839674 - samples/sec: 282.85 - lr: 0.025000 +2021-03-25 15:29:57,135 epoch 77 - iter 99/113 - loss 6.25682250 - samples/sec: 220.82 - lr: 0.025000 +2021-03-25 15:30:02,156 epoch 77 - iter 110/113 - loss 6.23742514 - samples/sec: 280.79 - lr: 0.025000 +2021-03-25 15:30:03,635 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:30:03,636 EPOCH 77 done: loss 6.2406 - lr 0.0250000 +2021-03-25 15:30:06,710 DEV : loss 3.3542392253875732 - score 0.9578 +2021-03-25 15:30:06,801 BAD EPOCHS (no improvement): 2 +2021-03-25 15:30:06,802 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:30:11,908 epoch 78 - iter 11/113 - loss 6.31747215 - samples/sec: 276.15 - lr: 0.025000 +2021-03-25 15:30:16,774 epoch 78 - iter 22/113 - loss 6.32852684 - samples/sec: 289.89 - lr: 0.025000 +2021-03-25 15:30:22,164 epoch 78 - iter 33/113 - loss 6.40866293 - samples/sec: 261.59 - lr: 0.025000 +2021-03-25 15:30:28,207 epoch 78 - iter 44/113 - loss 6.40966691 - samples/sec: 233.39 - lr: 0.025000 +2021-03-25 15:30:33,299 epoch 78 - iter 55/113 - loss 6.37617196 - samples/sec: 277.01 - lr: 0.025000 +2021-03-25 15:30:38,304 epoch 78 - iter 66/113 - loss 6.30700046 - samples/sec: 281.74 - lr: 0.025000 +2021-03-25 15:30:43,593 epoch 78 - iter 77/113 - loss 6.34354341 - samples/sec: 266.76 - lr: 0.025000 +2021-03-25 15:30:48,690 epoch 78 - iter 88/113 - loss 6.32622358 - samples/sec: 276.76 - lr: 0.025000 +2021-03-25 15:30:53,581 epoch 78 - iter 99/113 - loss 6.28830431 - samples/sec: 288.44 - lr: 0.025000 +2021-03-25 15:30:58,616 epoch 78 - iter 110/113 - loss 6.25442263 - samples/sec: 280.16 - lr: 0.025000 +2021-03-25 15:31:00,198 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:31:00,199 EPOCH 78 done: loss 6.2612 - lr 0.0250000 +2021-03-25 15:31:03,288 DEV : loss 3.3449277877807617 - score 0.9583 +2021-03-25 15:31:03,375 BAD EPOCHS (no improvement): 3 +2021-03-25 15:31:03,377 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:31:08,349 epoch 79 - iter 11/113 - loss 6.25277454 - samples/sec: 283.57 - lr: 0.025000 +2021-03-25 15:31:13,525 epoch 79 - iter 22/113 - loss 6.22191765 - samples/sec: 272.37 - lr: 0.025000 +2021-03-25 15:31:18,615 epoch 79 - iter 33/113 - loss 6.15698051 - samples/sec: 277.06 - lr: 0.025000 +2021-03-25 15:31:23,666 epoch 79 - iter 44/113 - loss 6.15698864 - samples/sec: 279.25 - lr: 0.025000 +2021-03-25 15:31:28,528 epoch 79 - iter 55/113 - loss 6.14660239 - samples/sec: 290.00 - lr: 0.025000 +2021-03-25 15:31:33,807 epoch 79 - iter 66/113 - loss 6.18467673 - samples/sec: 267.19 - lr: 0.025000 +2021-03-25 15:31:39,076 epoch 79 - iter 77/113 - loss 6.18148220 - samples/sec: 267.79 - lr: 0.025000 +2021-03-25 15:31:44,268 epoch 79 - iter 88/113 - loss 6.20312509 - samples/sec: 271.77 - lr: 0.025000 +2021-03-25 15:31:49,039 epoch 79 - iter 99/113 - loss 6.19268999 - samples/sec: 295.71 - lr: 0.025000 +2021-03-25 15:31:55,110 epoch 79 - iter 110/113 - loss 6.21958560 - samples/sec: 232.23 - lr: 0.025000 +2021-03-25 15:31:56,627 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:31:56,628 EPOCH 79 done: loss 6.2274 - lr 0.0250000 +2021-03-25 15:31:59,754 DEV : loss 3.348515510559082 - score 0.9584 +2021-03-25 15:31:59,840 BAD EPOCHS (no improvement): 4 +2021-03-25 15:31:59,842 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:32:04,573 epoch 80 - iter 11/113 - loss 6.01370083 - samples/sec: 298.10 - lr: 0.012500 +2021-03-25 15:32:09,503 epoch 80 - iter 22/113 - loss 6.12176345 - samples/sec: 286.04 - lr: 0.012500 +2021-03-25 15:32:14,523 epoch 80 - iter 33/113 - loss 6.13875775 - samples/sec: 281.05 - lr: 0.012500 +2021-03-25 15:32:19,828 epoch 80 - iter 44/113 - loss 6.16518953 - samples/sec: 265.80 - lr: 0.012500 +2021-03-25 15:32:24,816 epoch 80 - iter 55/113 - loss 6.21870991 - samples/sec: 282.75 - lr: 0.012500 +2021-03-25 15:32:30,062 epoch 80 - iter 66/113 - loss 6.22683214 - samples/sec: 268.82 - lr: 0.012500 +2021-03-25 15:32:35,096 epoch 80 - iter 77/113 - loss 6.22990418 - samples/sec: 280.21 - lr: 0.012500 +2021-03-25 15:32:40,414 epoch 80 - iter 88/113 - loss 6.22712962 - samples/sec: 265.29 - lr: 0.012500 +2021-03-25 15:32:46,677 epoch 80 - iter 99/113 - loss 6.22449872 - samples/sec: 225.11 - lr: 0.012500 +2021-03-25 15:32:51,785 epoch 80 - iter 110/113 - loss 6.20820509 - samples/sec: 276.12 - lr: 0.012500 +2021-03-25 15:32:53,187 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:32:53,188 EPOCH 80 done: loss 6.2141 - lr 0.0125000 +2021-03-25 15:32:56,294 DEV : loss 3.3447864055633545 - score 0.9585 +2021-03-25 15:32:56,382 BAD EPOCHS (no improvement): 0 +2021-03-25 15:33:17,174 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:33:22,442 epoch 81 - iter 11/113 - loss 6.43297997 - samples/sec: 267.76 - lr: 0.012500 +2021-03-25 15:33:28,686 epoch 81 - iter 22/113 - loss 6.36750126 - samples/sec: 225.83 - lr: 0.012500 +2021-03-25 15:33:33,750 epoch 81 - iter 33/113 - loss 6.33675393 - samples/sec: 278.50 - lr: 0.012500 +2021-03-25 15:33:38,772 epoch 81 - iter 44/113 - loss 6.28433259 - samples/sec: 280.76 - lr: 0.012500 +2021-03-25 15:33:43,817 epoch 81 - iter 55/113 - loss 6.28752504 - samples/sec: 279.51 - lr: 0.012500 +2021-03-25 15:33:48,765 epoch 81 - iter 66/113 - loss 6.24915733 - samples/sec: 285.02 - lr: 0.012500 +2021-03-25 15:33:53,990 epoch 81 - iter 77/113 - loss 6.23355194 - samples/sec: 269.93 - lr: 0.012500 +2021-03-25 15:33:59,211 epoch 81 - iter 88/113 - loss 6.24650909 - samples/sec: 270.02 - lr: 0.012500 +2021-03-25 15:34:04,015 epoch 81 - iter 99/113 - loss 6.23450533 - samples/sec: 293.59 - lr: 0.012500 +2021-03-25 15:34:09,032 epoch 81 - iter 110/113 - loss 6.22110615 - samples/sec: 281.18 - lr: 0.012500 +2021-03-25 15:34:10,560 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:34:10,561 EPOCH 81 done: loss 6.2210 - lr 0.0125000 +2021-03-25 15:34:13,677 DEV : loss 3.3493881225585938 - score 0.9581 +2021-03-25 15:34:13,766 BAD EPOCHS (no improvement): 1 +2021-03-25 15:34:13,804 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:34:18,748 epoch 82 - iter 11/113 - loss 5.93787345 - samples/sec: 285.37 - lr: 0.012500 +2021-03-25 15:34:23,477 epoch 82 - iter 22/113 - loss 6.11604888 - samples/sec: 298.32 - lr: 0.012500 +2021-03-25 15:34:29,003 epoch 82 - iter 33/113 - loss 6.22687932 - samples/sec: 255.23 - lr: 0.012500 +2021-03-25 15:34:34,136 epoch 82 - iter 44/113 - loss 6.17574329 - samples/sec: 274.85 - lr: 0.012500 +2021-03-25 15:34:39,397 epoch 82 - iter 55/113 - loss 6.20494537 - samples/sec: 268.32 - lr: 0.012500 +2021-03-25 15:34:44,346 epoch 82 - iter 66/113 - loss 6.19579036 - samples/sec: 285.01 - lr: 0.012500 +2021-03-25 15:34:49,326 epoch 82 - iter 77/113 - loss 6.20149434 - samples/sec: 283.27 - lr: 0.012500 +2021-03-25 15:34:55,306 epoch 82 - iter 88/113 - loss 6.20747681 - samples/sec: 235.71 - lr: 0.012500 +2021-03-25 15:35:00,607 epoch 82 - iter 99/113 - loss 6.22829903 - samples/sec: 265.97 - lr: 0.012500 +2021-03-25 15:35:05,740 epoch 82 - iter 110/113 - loss 6.21489912 - samples/sec: 274.66 - lr: 0.012500 +2021-03-25 15:35:07,046 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:35:07,047 EPOCH 82 done: loss 6.2219 - lr 0.0125000 +2021-03-25 15:35:10,114 DEV : loss 3.3341634273529053 - score 0.9583 +2021-03-25 15:35:10,205 BAD EPOCHS (no improvement): 2 +2021-03-25 15:35:10,257 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:35:15,122 epoch 83 - iter 11/113 - loss 6.11807021 - samples/sec: 289.94 - lr: 0.012500 +2021-03-25 15:35:20,441 epoch 83 - iter 22/113 - loss 6.19842089 - samples/sec: 265.13 - lr: 0.012500 +2021-03-25 15:35:25,361 epoch 83 - iter 33/113 - loss 6.18000468 - samples/sec: 286.68 - lr: 0.012500 +2021-03-25 15:35:30,286 epoch 83 - iter 44/113 - loss 6.16799646 - samples/sec: 286.60 - lr: 0.012500 +2021-03-25 15:35:35,377 epoch 83 - iter 55/113 - loss 6.17877248 - samples/sec: 277.06 - lr: 0.012500 +2021-03-25 15:35:40,555 epoch 83 - iter 66/113 - loss 6.17696407 - samples/sec: 272.51 - lr: 0.012500 +2021-03-25 15:35:46,569 epoch 83 - iter 77/113 - loss 6.18880299 - samples/sec: 234.55 - lr: 0.012500 +2021-03-25 15:35:51,884 epoch 83 - iter 88/113 - loss 6.20375917 - samples/sec: 265.36 - lr: 0.012500 +2021-03-25 15:35:57,223 epoch 83 - iter 99/113 - loss 6.20526798 - samples/sec: 264.14 - lr: 0.012500 +2021-03-25 15:36:02,130 epoch 83 - iter 110/113 - loss 6.16721381 - samples/sec: 287.48 - lr: 0.012500 +2021-03-25 15:36:03,596 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:36:03,597 EPOCH 83 done: loss 6.1603 - lr 0.0125000 +2021-03-25 15:36:06,665 DEV : loss 3.338702917098999 - score 0.9583 +2021-03-25 15:36:06,755 BAD EPOCHS (no improvement): 3 +2021-03-25 15:36:06,789 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:36:11,744 epoch 84 - iter 11/113 - loss 6.05975732 - samples/sec: 284.73 - lr: 0.012500 +2021-03-25 15:36:16,771 epoch 84 - iter 22/113 - loss 6.11703704 - samples/sec: 280.49 - lr: 0.012500 +2021-03-25 15:36:22,416 epoch 84 - iter 33/113 - loss 6.15790591 - samples/sec: 249.82 - lr: 0.012500 +2021-03-25 15:36:27,575 epoch 84 - iter 44/113 - loss 6.12695780 - samples/sec: 273.40 - lr: 0.012500 +2021-03-25 15:36:32,742 epoch 84 - iter 55/113 - loss 6.14677984 - samples/sec: 273.10 - lr: 0.012500 +2021-03-25 15:36:37,690 epoch 84 - iter 66/113 - loss 6.14224070 - samples/sec: 285.23 - lr: 0.012500 +2021-03-25 15:36:42,643 epoch 84 - iter 77/113 - loss 6.13346608 - samples/sec: 284.84 - lr: 0.012500 +2021-03-25 15:36:48,807 epoch 84 - iter 88/113 - loss 6.13763985 - samples/sec: 228.82 - lr: 0.012500 +2021-03-25 15:36:53,750 epoch 84 - iter 99/113 - loss 6.13982212 - samples/sec: 285.29 - lr: 0.012500 +2021-03-25 15:36:58,890 epoch 84 - iter 110/113 - loss 6.13200221 - samples/sec: 274.42 - lr: 0.012500 +2021-03-25 15:37:00,323 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:37:00,323 EPOCH 84 done: loss 6.1385 - lr 0.0125000 +2021-03-25 15:37:06,732 DEV : loss 3.328439235687256 - score 0.9583 +2021-03-25 15:37:06,818 BAD EPOCHS (no improvement): 4 +2021-03-25 15:37:06,863 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:37:11,824 epoch 85 - iter 11/113 - loss 6.03336477 - samples/sec: 284.33 - lr: 0.006250 +2021-03-25 15:37:17,033 epoch 85 - iter 22/113 - loss 6.06523789 - samples/sec: 270.62 - lr: 0.006250 +2021-03-25 15:37:22,056 epoch 85 - iter 33/113 - loss 6.13048770 - samples/sec: 280.82 - lr: 0.006250 +2021-03-25 15:37:27,290 epoch 85 - iter 44/113 - loss 6.13132778 - samples/sec: 269.36 - lr: 0.006250 +2021-03-25 15:37:33,376 epoch 85 - iter 55/113 - loss 6.18880361 - samples/sec: 231.59 - lr: 0.006250 +2021-03-25 15:37:38,298 epoch 85 - iter 66/113 - loss 6.19091639 - samples/sec: 286.58 - lr: 0.006250 +2021-03-25 15:37:43,392 epoch 85 - iter 77/113 - loss 6.18936656 - samples/sec: 276.94 - lr: 0.006250 +2021-03-25 15:37:48,626 epoch 85 - iter 88/113 - loss 6.17658437 - samples/sec: 269.41 - lr: 0.006250 +2021-03-25 15:37:54,041 epoch 85 - iter 99/113 - loss 6.16599720 - samples/sec: 260.50 - lr: 0.006250 +2021-03-25 15:37:59,181 epoch 85 - iter 110/113 - loss 6.16959199 - samples/sec: 274.40 - lr: 0.006250 +2021-03-25 15:38:00,466 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:38:00,467 EPOCH 85 done: loss 6.1612 - lr 0.0062500 +2021-03-25 15:38:03,569 DEV : loss 3.3330752849578857 - score 0.9582 +2021-03-25 15:38:03,654 BAD EPOCHS (no improvement): 1 +2021-03-25 15:38:03,677 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:38:08,826 epoch 86 - iter 11/113 - loss 6.11465710 - samples/sec: 273.94 - lr: 0.006250 +2021-03-25 15:38:13,939 epoch 86 - iter 22/113 - loss 6.15597619 - samples/sec: 275.90 - lr: 0.006250 +2021-03-25 15:38:19,491 epoch 86 - iter 33/113 - loss 6.16001496 - samples/sec: 253.97 - lr: 0.006250 +2021-03-25 15:38:25,670 epoch 86 - iter 44/113 - loss 6.19408963 - samples/sec: 228.16 - lr: 0.006250 +2021-03-25 15:38:30,646 epoch 86 - iter 55/113 - loss 6.15653835 - samples/sec: 283.40 - lr: 0.006250 +2021-03-25 15:38:35,633 epoch 86 - iter 66/113 - loss 6.18831633 - samples/sec: 282.91 - lr: 0.006250 +2021-03-25 15:38:40,775 epoch 86 - iter 77/113 - loss 6.17023540 - samples/sec: 274.26 - lr: 0.006250 +2021-03-25 15:38:45,837 epoch 86 - iter 88/113 - loss 6.19512400 - samples/sec: 278.73 - lr: 0.006250 +2021-03-25 15:38:51,295 epoch 86 - iter 99/113 - loss 6.15963073 - samples/sec: 258.37 - lr: 0.006250 +2021-03-25 15:38:56,106 epoch 86 - iter 110/113 - loss 6.14988490 - samples/sec: 293.28 - lr: 0.006250 +2021-03-25 15:38:57,334 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:38:57,335 EPOCH 86 done: loss 6.1512 - lr 0.0062500 +2021-03-25 15:39:00,466 DEV : loss 3.3295114040374756 - score 0.9583 +2021-03-25 15:39:00,551 BAD EPOCHS (no improvement): 2 +2021-03-25 15:39:00,595 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:39:06,330 epoch 87 - iter 11/113 - loss 6.18125573 - samples/sec: 245.99 - lr: 0.006250 +2021-03-25 15:39:11,352 epoch 87 - iter 22/113 - loss 6.02682120 - samples/sec: 280.97 - lr: 0.006250 +2021-03-25 15:39:16,388 epoch 87 - iter 33/113 - loss 6.08371147 - samples/sec: 280.13 - lr: 0.006250 +2021-03-25 15:39:21,414 epoch 87 - iter 44/113 - loss 6.13385401 - samples/sec: 280.69 - lr: 0.006250 +2021-03-25 15:39:26,514 epoch 87 - iter 55/113 - loss 6.16805959 - samples/sec: 276.60 - lr: 0.006250 +2021-03-25 15:39:31,654 epoch 87 - iter 66/113 - loss 6.18569821 - samples/sec: 274.53 - lr: 0.006250 +2021-03-25 15:39:36,742 epoch 87 - iter 77/113 - loss 6.18698637 - samples/sec: 277.37 - lr: 0.006250 +2021-03-25 15:39:42,619 epoch 87 - iter 88/113 - loss 6.22026662 - samples/sec: 239.91 - lr: 0.006250 +2021-03-25 15:39:47,838 epoch 87 - iter 99/113 - loss 6.21453275 - samples/sec: 270.19 - lr: 0.006250 +2021-03-25 15:39:52,967 epoch 87 - iter 110/113 - loss 6.22781299 - samples/sec: 274.95 - lr: 0.006250 +2021-03-25 15:39:54,346 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:39:54,347 EPOCH 87 done: loss 6.2325 - lr 0.0062500 +2021-03-25 15:39:57,439 DEV : loss 3.32422137260437 - score 0.9583 +2021-03-25 15:39:57,529 BAD EPOCHS (no improvement): 3 +2021-03-25 15:39:57,572 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:40:03,048 epoch 88 - iter 11/113 - loss 6.46222838 - samples/sec: 257.62 - lr: 0.006250 +2021-03-25 15:40:08,031 epoch 88 - iter 22/113 - loss 6.38637794 - samples/sec: 283.12 - lr: 0.006250 +2021-03-25 15:40:13,166 epoch 88 - iter 33/113 - loss 6.26734073 - samples/sec: 274.72 - lr: 0.006250 +2021-03-25 15:40:18,124 epoch 88 - iter 44/113 - loss 6.23657848 - samples/sec: 284.55 - lr: 0.006250 +2021-03-25 15:40:23,249 epoch 88 - iter 55/113 - loss 6.16800318 - samples/sec: 275.28 - lr: 0.006250 +2021-03-25 15:40:29,130 epoch 88 - iter 66/113 - loss 6.18978329 - samples/sec: 239.86 - lr: 0.006250 +2021-03-25 15:40:34,386 epoch 88 - iter 77/113 - loss 6.23047964 - samples/sec: 268.34 - lr: 0.006250 +2021-03-25 15:40:39,309 epoch 88 - iter 88/113 - loss 6.24755818 - samples/sec: 286.54 - lr: 0.006250 +2021-03-25 15:40:44,269 epoch 88 - iter 99/113 - loss 6.23300886 - samples/sec: 284.29 - lr: 0.006250 +2021-03-25 15:40:49,731 epoch 88 - iter 110/113 - loss 6.23697518 - samples/sec: 258.15 - lr: 0.006250 +2021-03-25 15:40:51,070 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:40:51,071 EPOCH 88 done: loss 6.2362 - lr 0.0062500 +2021-03-25 15:40:54,131 DEV : loss 3.3302392959594727 - score 0.9583 +2021-03-25 15:40:54,236 BAD EPOCHS (no improvement): 4 +2021-03-25 15:40:54,279 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:40:59,467 epoch 89 - iter 11/113 - loss 6.07133506 - samples/sec: 271.99 - lr: 0.003125 +2021-03-25 15:41:04,590 epoch 89 - iter 22/113 - loss 6.27422370 - samples/sec: 275.40 - lr: 0.003125 +2021-03-25 15:41:09,965 epoch 89 - iter 33/113 - loss 6.18783633 - samples/sec: 262.42 - lr: 0.003125 +2021-03-25 15:41:15,924 epoch 89 - iter 44/113 - loss 6.15806977 - samples/sec: 236.64 - lr: 0.003125 +2021-03-25 15:41:21,043 epoch 89 - iter 55/113 - loss 6.18381875 - samples/sec: 275.35 - lr: 0.003125 +2021-03-25 15:41:26,160 epoch 89 - iter 66/113 - loss 6.16226318 - samples/sec: 275.66 - lr: 0.003125 +2021-03-25 15:41:31,400 epoch 89 - iter 77/113 - loss 6.16596720 - samples/sec: 269.11 - lr: 0.003125 +2021-03-25 15:41:36,700 epoch 89 - iter 88/113 - loss 6.16112247 - samples/sec: 266.01 - lr: 0.003125 +2021-03-25 15:41:41,842 epoch 89 - iter 99/113 - loss 6.14066432 - samples/sec: 274.28 - lr: 0.003125 +2021-03-25 15:41:46,556 epoch 89 - iter 110/113 - loss 6.14222240 - samples/sec: 299.33 - lr: 0.003125 +2021-03-25 15:41:47,946 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:41:47,947 EPOCH 89 done: loss 6.1419 - lr 0.0031250 +2021-03-25 15:41:51,059 DEV : loss 3.324725866317749 - score 0.9585 +2021-03-25 15:41:51,154 BAD EPOCHS (no improvement): 0 +2021-03-25 15:42:12,599 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:42:17,675 epoch 90 - iter 11/113 - loss 6.23975078 - samples/sec: 277.91 - lr: 0.003125 +2021-03-25 15:42:22,579 epoch 90 - iter 22/113 - loss 6.21003686 - samples/sec: 287.56 - lr: 0.003125 +2021-03-25 15:42:27,249 epoch 90 - iter 33/113 - loss 6.09769591 - samples/sec: 301.94 - lr: 0.003125 +2021-03-25 15:42:31,991 epoch 90 - iter 44/113 - loss 6.06265454 - samples/sec: 297.42 - lr: 0.003125 +2021-03-25 15:42:37,085 epoch 90 - iter 55/113 - loss 6.04550545 - samples/sec: 276.90 - lr: 0.003125 +2021-03-25 15:42:42,404 epoch 90 - iter 66/113 - loss 6.09235347 - samples/sec: 265.21 - lr: 0.003125 +2021-03-25 15:42:47,127 epoch 90 - iter 77/113 - loss 6.08479861 - samples/sec: 298.88 - lr: 0.003125 +2021-03-25 15:42:52,132 epoch 90 - iter 88/113 - loss 6.12409437 - samples/sec: 281.73 - lr: 0.003125 +2021-03-25 15:42:58,273 epoch 90 - iter 99/113 - loss 6.15191094 - samples/sec: 229.64 - lr: 0.003125 +2021-03-25 15:43:03,498 epoch 90 - iter 110/113 - loss 6.17108740 - samples/sec: 269.88 - lr: 0.003125 +2021-03-25 15:43:04,807 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:43:04,808 EPOCH 90 done: loss 6.1668 - lr 0.0031250 +2021-03-25 15:43:08,011 DEV : loss 3.3286867141723633 - score 0.9583 +2021-03-25 15:43:08,097 BAD EPOCHS (no improvement): 1 +2021-03-25 15:43:09,444 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:43:14,648 epoch 91 - iter 11/113 - loss 6.36325919 - samples/sec: 271.05 - lr: 0.003125 +2021-03-25 15:43:20,287 epoch 91 - iter 22/113 - loss 6.27755618 - samples/sec: 250.00 - lr: 0.003125 +2021-03-25 15:43:25,241 epoch 91 - iter 33/113 - loss 6.25358425 - samples/sec: 284.59 - lr: 0.003125 +2021-03-25 15:43:30,442 epoch 91 - iter 44/113 - loss 6.23445710 - samples/sec: 271.04 - lr: 0.003125 +2021-03-25 15:43:35,438 epoch 91 - iter 55/113 - loss 6.16216214 - samples/sec: 282.31 - lr: 0.003125 +2021-03-25 15:43:40,426 epoch 91 - iter 66/113 - loss 6.17625753 - samples/sec: 282.81 - lr: 0.003125 +2021-03-25 15:43:45,569 epoch 91 - iter 77/113 - loss 6.16248814 - samples/sec: 274.30 - lr: 0.003125 +2021-03-25 15:43:50,635 epoch 91 - iter 88/113 - loss 6.17230718 - samples/sec: 278.47 - lr: 0.003125 +2021-03-25 15:43:55,880 epoch 91 - iter 99/113 - loss 6.16821249 - samples/sec: 268.85 - lr: 0.003125 +2021-03-25 15:44:00,880 epoch 91 - iter 110/113 - loss 6.12960990 - samples/sec: 282.12 - lr: 0.003125 +2021-03-25 15:44:02,135 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:44:02,137 EPOCH 91 done: loss 6.1357 - lr 0.0031250 +2021-03-25 15:44:05,198 DEV : loss 3.3274388313293457 - score 0.9582 +2021-03-25 15:44:05,289 BAD EPOCHS (no improvement): 2 +2021-03-25 15:44:05,336 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:44:10,350 epoch 92 - iter 11/113 - loss 6.05227518 - samples/sec: 281.30 - lr: 0.003125 +2021-03-25 15:44:15,450 epoch 92 - iter 22/113 - loss 6.03922369 - samples/sec: 276.48 - lr: 0.003125 +2021-03-25 15:44:20,792 epoch 92 - iter 33/113 - loss 6.13710762 - samples/sec: 263.90 - lr: 0.003125 +2021-03-25 15:44:26,877 epoch 92 - iter 44/113 - loss 6.13514246 - samples/sec: 231.67 - lr: 0.003125 +2021-03-25 15:44:32,164 epoch 92 - iter 55/113 - loss 6.15641071 - samples/sec: 266.65 - lr: 0.003125 +2021-03-25 15:44:37,198 epoch 92 - iter 66/113 - loss 6.12731427 - samples/sec: 280.04 - lr: 0.003125 +2021-03-25 15:44:42,647 epoch 92 - iter 77/113 - loss 6.14158059 - samples/sec: 258.77 - lr: 0.003125 +2021-03-25 15:44:47,965 epoch 92 - iter 88/113 - loss 6.12581822 - samples/sec: 265.17 - lr: 0.003125 +2021-03-25 15:44:53,216 epoch 92 - iter 99/113 - loss 6.15548558 - samples/sec: 268.68 - lr: 0.003125 +2021-03-25 15:44:58,143 epoch 92 - iter 110/113 - loss 6.15204011 - samples/sec: 286.49 - lr: 0.003125 +2021-03-25 15:44:59,426 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:44:59,427 EPOCH 92 done: loss 6.1389 - lr 0.0031250 +2021-03-25 15:45:02,517 DEV : loss 3.3267321586608887 - score 0.9583 +2021-03-25 15:45:02,605 BAD EPOCHS (no improvement): 3 +2021-03-25 15:45:02,622 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:45:07,689 epoch 93 - iter 11/113 - loss 6.27039181 - samples/sec: 278.35 - lr: 0.003125 +2021-03-25 15:45:12,730 epoch 93 - iter 22/113 - loss 6.09596848 - samples/sec: 279.90 - lr: 0.003125 +2021-03-25 15:45:17,779 epoch 93 - iter 33/113 - loss 6.09668560 - samples/sec: 279.44 - lr: 0.003125 +2021-03-25 15:45:22,703 epoch 93 - iter 44/113 - loss 6.11860986 - samples/sec: 286.65 - lr: 0.003125 +2021-03-25 15:45:27,608 epoch 93 - iter 55/113 - loss 6.09555346 - samples/sec: 287.72 - lr: 0.003125 +2021-03-25 15:45:33,015 epoch 93 - iter 66/113 - loss 6.12926620 - samples/sec: 260.80 - lr: 0.003125 +2021-03-25 15:45:38,672 epoch 93 - iter 77/113 - loss 6.16984777 - samples/sec: 249.31 - lr: 0.003125 +2021-03-25 15:45:43,906 epoch 93 - iter 88/113 - loss 6.17287047 - samples/sec: 269.51 - lr: 0.003125 +2021-03-25 15:45:48,797 epoch 93 - iter 99/113 - loss 6.14410295 - samples/sec: 288.43 - lr: 0.003125 +2021-03-25 15:45:54,561 epoch 93 - iter 110/113 - loss 6.15117180 - samples/sec: 244.70 - lr: 0.003125 +2021-03-25 15:45:55,898 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:45:55,899 EPOCH 93 done: loss 6.1611 - lr 0.0031250 +2021-03-25 15:45:59,040 DEV : loss 3.3274779319763184 - score 0.9583 +2021-03-25 15:45:59,141 BAD EPOCHS (no improvement): 4 +2021-03-25 15:45:59,154 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:46:04,459 epoch 94 - iter 11/113 - loss 6.20135091 - samples/sec: 265.83 - lr: 0.001563 +2021-03-25 15:46:09,409 epoch 94 - iter 22/113 - loss 6.16404947 - samples/sec: 284.94 - lr: 0.001563 +2021-03-25 15:46:14,275 epoch 94 - iter 33/113 - loss 6.12419737 - samples/sec: 289.94 - lr: 0.001563 +2021-03-25 15:46:20,117 epoch 94 - iter 44/113 - loss 6.16745172 - samples/sec: 241.32 - lr: 0.001563 +2021-03-25 15:46:25,129 epoch 94 - iter 55/113 - loss 6.15479401 - samples/sec: 281.40 - lr: 0.001563 +2021-03-25 15:46:30,232 epoch 94 - iter 66/113 - loss 6.12790994 - samples/sec: 276.55 - lr: 0.001563 +2021-03-25 15:46:36,227 epoch 94 - iter 77/113 - loss 6.15809374 - samples/sec: 235.21 - lr: 0.001563 +2021-03-25 15:46:41,247 epoch 94 - iter 88/113 - loss 6.15221071 - samples/sec: 280.85 - lr: 0.001563 +2021-03-25 15:46:46,181 epoch 94 - iter 99/113 - loss 6.14432826 - samples/sec: 285.76 - lr: 0.001563 +2021-03-25 15:46:51,337 epoch 94 - iter 110/113 - loss 6.15079927 - samples/sec: 273.62 - lr: 0.001563 +2021-03-25 15:46:52,590 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:46:52,591 EPOCH 94 done: loss 6.1443 - lr 0.0015625 +2021-03-25 15:46:55,695 DEV : loss 3.3262553215026855 - score 0.9583 +2021-03-25 15:46:55,791 BAD EPOCHS (no improvement): 1 +2021-03-25 15:46:55,881 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:47:00,889 epoch 95 - iter 11/113 - loss 6.14556148 - samples/sec: 281.74 - lr: 0.001563 +2021-03-25 15:47:06,137 epoch 95 - iter 22/113 - loss 6.24558488 - samples/sec: 268.63 - lr: 0.001563 +2021-03-25 15:47:11,092 epoch 95 - iter 33/113 - loss 6.15787762 - samples/sec: 284.61 - lr: 0.001563 +2021-03-25 15:47:16,338 epoch 95 - iter 44/113 - loss 6.13774568 - samples/sec: 268.98 - lr: 0.001563 +2021-03-25 15:47:22,586 epoch 95 - iter 55/113 - loss 6.12859898 - samples/sec: 225.76 - lr: 0.001563 +2021-03-25 15:47:27,542 epoch 95 - iter 66/113 - loss 6.14371700 - samples/sec: 284.56 - lr: 0.001563 +2021-03-25 15:47:32,332 epoch 95 - iter 77/113 - loss 6.15113572 - samples/sec: 294.47 - lr: 0.001563 +2021-03-25 15:47:37,328 epoch 95 - iter 88/113 - loss 6.17768860 - samples/sec: 282.32 - lr: 0.001563 +2021-03-25 15:47:42,546 epoch 95 - iter 99/113 - loss 6.17702939 - samples/sec: 270.22 - lr: 0.001563 +2021-03-25 15:47:47,672 epoch 95 - iter 110/113 - loss 6.18225347 - samples/sec: 275.05 - lr: 0.001563 +2021-03-25 15:47:49,016 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:47:49,017 EPOCH 95 done: loss 6.1722 - lr 0.0015625 +2021-03-25 15:47:52,072 DEV : loss 3.3275344371795654 - score 0.9583 +2021-03-25 15:47:52,177 BAD EPOCHS (no improvement): 2 +2021-03-25 15:47:52,219 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:47:57,274 epoch 96 - iter 11/113 - loss 6.07557704 - samples/sec: 278.98 - lr: 0.001563 +2021-03-25 15:48:02,339 epoch 96 - iter 22/113 - loss 6.16668859 - samples/sec: 278.49 - lr: 0.001563 +2021-03-25 15:48:07,741 epoch 96 - iter 33/113 - loss 6.21463566 - samples/sec: 261.05 - lr: 0.001563 +2021-03-25 15:48:12,721 epoch 96 - iter 44/113 - loss 6.19182687 - samples/sec: 283.28 - lr: 0.001563 +2021-03-25 15:48:17,786 epoch 96 - iter 55/113 - loss 6.19924628 - samples/sec: 278.55 - lr: 0.001563 +2021-03-25 15:48:22,875 epoch 96 - iter 66/113 - loss 6.20971396 - samples/sec: 277.14 - lr: 0.001563 +2021-03-25 15:48:28,151 epoch 96 - iter 77/113 - loss 6.18712435 - samples/sec: 267.36 - lr: 0.001563 +2021-03-25 15:48:33,036 epoch 96 - iter 88/113 - loss 6.17643342 - samples/sec: 288.73 - lr: 0.001563 +2021-03-25 15:48:38,234 epoch 96 - iter 99/113 - loss 6.16405070 - samples/sec: 271.49 - lr: 0.001563 +2021-03-25 15:48:44,407 epoch 96 - iter 110/113 - loss 6.17914874 - samples/sec: 228.51 - lr: 0.001563 +2021-03-25 15:48:45,779 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:48:45,780 EPOCH 96 done: loss 6.1841 - lr 0.0015625 +2021-03-25 15:48:52,334 DEV : loss 3.326869487762451 - score 0.9583 +2021-03-25 15:48:52,428 BAD EPOCHS (no improvement): 3 +2021-03-25 15:48:52,430 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:48:57,580 epoch 97 - iter 11/113 - loss 6.06787322 - samples/sec: 273.86 - lr: 0.001563 +2021-03-25 15:49:02,638 epoch 97 - iter 22/113 - loss 6.08846738 - samples/sec: 278.80 - lr: 0.001563 +2021-03-25 15:49:07,974 epoch 97 - iter 33/113 - loss 6.05218608 - samples/sec: 264.23 - lr: 0.001563 +2021-03-25 15:49:13,776 epoch 97 - iter 44/113 - loss 6.06630222 - samples/sec: 243.04 - lr: 0.001563 +2021-03-25 15:49:18,740 epoch 97 - iter 55/113 - loss 6.07685950 - samples/sec: 284.20 - lr: 0.001563 +2021-03-25 15:49:23,803 epoch 97 - iter 66/113 - loss 6.09744175 - samples/sec: 278.54 - lr: 0.001563 +2021-03-25 15:49:29,314 epoch 97 - iter 77/113 - loss 6.14840147 - samples/sec: 255.89 - lr: 0.001563 +2021-03-25 15:49:34,308 epoch 97 - iter 88/113 - loss 6.16166669 - samples/sec: 282.48 - lr: 0.001563 +2021-03-25 15:49:39,349 epoch 97 - iter 99/113 - loss 6.16543536 - samples/sec: 279.80 - lr: 0.001563 +2021-03-25 15:49:44,482 epoch 97 - iter 110/113 - loss 6.17015014 - samples/sec: 274.82 - lr: 0.001563 +2021-03-25 15:49:45,850 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:49:45,851 EPOCH 97 done: loss 6.1702 - lr 0.0015625 +2021-03-25 15:49:48,959 DEV : loss 3.330195903778076 - score 0.9585 +2021-03-25 15:49:49,045 BAD EPOCHS (no improvement): 4 +2021-03-25 15:49:49,086 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:49:54,166 epoch 98 - iter 11/113 - loss 6.06253429 - samples/sec: 277.75 - lr: 0.000781 +2021-03-25 15:49:59,439 epoch 98 - iter 22/113 - loss 6.15119754 - samples/sec: 267.39 - lr: 0.000781 +2021-03-25 15:50:05,289 epoch 98 - iter 33/113 - loss 6.18354084 - samples/sec: 241.07 - lr: 0.000781 +2021-03-25 15:50:10,332 epoch 98 - iter 44/113 - loss 6.13629467 - samples/sec: 279.64 - lr: 0.000781 +2021-03-25 15:50:15,125 epoch 98 - iter 55/113 - loss 6.14591566 - samples/sec: 294.28 - lr: 0.000781 +2021-03-25 15:50:20,537 epoch 98 - iter 66/113 - loss 6.15642399 - samples/sec: 260.59 - lr: 0.000781 +2021-03-25 15:50:25,831 epoch 98 - iter 77/113 - loss 6.13039144 - samples/sec: 266.45 - lr: 0.000781 +2021-03-25 15:50:30,786 epoch 98 - iter 88/113 - loss 6.16832740 - samples/sec: 284.82 - lr: 0.000781 +2021-03-25 15:50:35,956 epoch 98 - iter 99/113 - loss 6.15721063 - samples/sec: 272.87 - lr: 0.000781 +2021-03-25 15:50:40,887 epoch 98 - iter 110/113 - loss 6.13022889 - samples/sec: 286.11 - lr: 0.000781 +2021-03-25 15:50:42,333 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:50:42,334 EPOCH 98 done: loss 6.1264 - lr 0.0007813 +2021-03-25 15:50:45,395 DEV : loss 3.3274950981140137 - score 0.9583 +2021-03-25 15:50:45,480 BAD EPOCHS (no improvement): 1 +2021-03-25 15:50:45,527 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:50:50,445 epoch 99 - iter 11/113 - loss 6.16037386 - samples/sec: 286.91 - lr: 0.000781 +2021-03-25 15:50:55,624 epoch 99 - iter 22/113 - loss 6.10425037 - samples/sec: 272.44 - lr: 0.000781 +2021-03-25 15:51:00,855 epoch 99 - iter 33/113 - loss 6.07651598 - samples/sec: 269.54 - lr: 0.000781 +2021-03-25 15:51:05,999 epoch 99 - iter 44/113 - loss 6.07720836 - samples/sec: 274.17 - lr: 0.000781 +2021-03-25 15:51:10,842 epoch 99 - iter 55/113 - loss 6.03781020 - samples/sec: 291.29 - lr: 0.000781 +2021-03-25 15:51:15,886 epoch 99 - iter 66/113 - loss 6.03905333 - samples/sec: 279.66 - lr: 0.000781 +2021-03-25 15:51:22,026 epoch 99 - iter 77/113 - loss 6.07477994 - samples/sec: 229.65 - lr: 0.000781 +2021-03-25 15:51:27,235 epoch 99 - iter 88/113 - loss 6.11937433 - samples/sec: 270.70 - lr: 0.000781 +2021-03-25 15:51:32,507 epoch 99 - iter 99/113 - loss 6.13440089 - samples/sec: 267.59 - lr: 0.000781 +2021-03-25 15:51:37,614 epoch 99 - iter 110/113 - loss 6.14437788 - samples/sec: 276.21 - lr: 0.000781 +2021-03-25 15:51:38,960 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:51:38,961 EPOCH 99 done: loss 6.1525 - lr 0.0007813 +2021-03-25 15:51:42,061 DEV : loss 3.3275747299194336 - score 0.9584 +2021-03-25 15:51:42,148 BAD EPOCHS (no improvement): 2 +2021-03-25 15:51:42,195 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:51:47,127 epoch 100 - iter 11/113 - loss 6.06493555 - samples/sec: 286.01 - lr: 0.000781 +2021-03-25 15:51:52,524 epoch 100 - iter 22/113 - loss 6.10308493 - samples/sec: 261.39 - lr: 0.000781 +2021-03-25 15:51:58,117 epoch 100 - iter 33/113 - loss 6.12451017 - samples/sec: 252.19 - lr: 0.000781 +2021-03-25 15:52:03,197 epoch 100 - iter 44/113 - loss 6.11966926 - samples/sec: 277.54 - lr: 0.000781 +2021-03-25 15:52:08,121 epoch 100 - iter 55/113 - loss 6.13828606 - samples/sec: 286.60 - lr: 0.000781 +2021-03-25 15:52:13,891 epoch 100 - iter 66/113 - loss 6.13819791 - samples/sec: 244.38 - lr: 0.000781 +2021-03-25 15:52:18,933 epoch 100 - iter 77/113 - loss 6.12901294 - samples/sec: 279.73 - lr: 0.000781 +2021-03-25 15:52:24,163 epoch 100 - iter 88/113 - loss 6.12540268 - samples/sec: 269.58 - lr: 0.000781 +2021-03-25 15:52:29,275 epoch 100 - iter 99/113 - loss 6.13758598 - samples/sec: 275.89 - lr: 0.000781 +2021-03-25 15:52:34,274 epoch 100 - iter 110/113 - loss 6.15303665 - samples/sec: 282.07 - lr: 0.000781 +2021-03-25 15:52:35,610 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:52:35,611 EPOCH 100 done: loss 6.1570 - lr 0.0007813 +2021-03-25 15:52:38,775 DEV : loss 3.327719211578369 - score 0.9586 +2021-03-25 15:52:38,861 BAD EPOCHS (no improvement): 0 +2021-03-25 15:52:58,795 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:53:04,470 epoch 101 - iter 11/113 - loss 6.11984405 - samples/sec: 248.61 - lr: 0.000781 +2021-03-25 15:53:09,554 epoch 101 - iter 22/113 - loss 6.12199419 - samples/sec: 277.49 - lr: 0.000781 +2021-03-25 15:53:14,584 epoch 101 - iter 33/113 - loss 6.14980123 - samples/sec: 280.44 - lr: 0.000781 +2021-03-25 15:53:19,727 epoch 101 - iter 44/113 - loss 6.17218459 - samples/sec: 274.30 - lr: 0.000781 +2021-03-25 15:53:25,046 epoch 101 - iter 55/113 - loss 6.16879316 - samples/sec: 265.20 - lr: 0.000781 +2021-03-25 15:53:30,022 epoch 101 - iter 66/113 - loss 6.16733735 - samples/sec: 283.29 - lr: 0.000781 +2021-03-25 15:53:35,160 epoch 101 - iter 77/113 - loss 6.17577010 - samples/sec: 274.57 - lr: 0.000781 +2021-03-25 15:53:40,306 epoch 101 - iter 88/113 - loss 6.13932931 - samples/sec: 274.05 - lr: 0.000781 +2021-03-25 15:53:46,060 epoch 101 - iter 99/113 - loss 6.17363490 - samples/sec: 245.02 - lr: 0.000781 +2021-03-25 15:53:51,095 epoch 101 - iter 110/113 - loss 6.16909135 - samples/sec: 280.11 - lr: 0.000781 +2021-03-25 15:53:52,330 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:53:52,331 EPOCH 101 done: loss 6.1699 - lr 0.0007813 +2021-03-25 15:53:55,377 DEV : loss 3.327259063720703 - score 0.9585 +2021-03-25 15:53:55,469 BAD EPOCHS (no improvement): 1 +2021-03-25 15:53:55,515 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:54:00,492 epoch 102 - iter 11/113 - loss 6.05125093 - samples/sec: 283.39 - lr: 0.000781 +2021-03-25 15:54:05,847 epoch 102 - iter 22/113 - loss 5.97680818 - samples/sec: 263.35 - lr: 0.000781 +2021-03-25 15:54:10,740 epoch 102 - iter 33/113 - loss 5.93307608 - samples/sec: 288.35 - lr: 0.000781 +2021-03-25 15:54:15,530 epoch 102 - iter 44/113 - loss 6.03805022 - samples/sec: 294.41 - lr: 0.000781 +2021-03-25 15:54:20,882 epoch 102 - iter 55/113 - loss 6.02993614 - samples/sec: 263.48 - lr: 0.000781 +2021-03-25 15:54:25,773 epoch 102 - iter 66/113 - loss 6.06891457 - samples/sec: 288.53 - lr: 0.000781 +2021-03-25 15:54:31,001 epoch 102 - iter 77/113 - loss 6.09428086 - samples/sec: 269.82 - lr: 0.000781 +2021-03-25 15:54:36,269 epoch 102 - iter 88/113 - loss 6.09146616 - samples/sec: 267.57 - lr: 0.000781 +2021-03-25 15:54:41,434 epoch 102 - iter 99/113 - loss 6.11053216 - samples/sec: 273.13 - lr: 0.000781 +2021-03-25 15:54:47,533 epoch 102 - iter 110/113 - loss 6.14122213 - samples/sec: 231.15 - lr: 0.000781 +2021-03-25 15:54:48,883 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:54:48,884 EPOCH 102 done: loss 6.1452 - lr 0.0007813 +2021-03-25 15:54:52,032 DEV : loss 3.325741767883301 - score 0.9585 +2021-03-25 15:54:52,125 BAD EPOCHS (no improvement): 2 +2021-03-25 15:54:52,171 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:54:57,406 epoch 103 - iter 11/113 - loss 6.15973685 - samples/sec: 269.49 - lr: 0.000781 +2021-03-25 15:55:02,895 epoch 103 - iter 22/113 - loss 6.11793453 - samples/sec: 256.89 - lr: 0.000781 +2021-03-25 15:55:08,993 epoch 103 - iter 33/113 - loss 6.19973993 - samples/sec: 231.17 - lr: 0.000781 +2021-03-25 15:55:13,953 epoch 103 - iter 44/113 - loss 6.15772507 - samples/sec: 284.29 - lr: 0.000781 +2021-03-25 15:55:19,155 epoch 103 - iter 55/113 - loss 6.12746676 - samples/sec: 271.15 - lr: 0.000781 +2021-03-25 15:55:24,301 epoch 103 - iter 66/113 - loss 6.12858582 - samples/sec: 274.08 - lr: 0.000781 +2021-03-25 15:55:29,253 epoch 103 - iter 77/113 - loss 6.11350735 - samples/sec: 284.76 - lr: 0.000781 +2021-03-25 15:55:34,200 epoch 103 - iter 88/113 - loss 6.10848211 - samples/sec: 285.21 - lr: 0.000781 +2021-03-25 15:55:39,246 epoch 103 - iter 99/113 - loss 6.12546985 - samples/sec: 279.67 - lr: 0.000781 +2021-03-25 15:55:44,167 epoch 103 - iter 110/113 - loss 6.13920174 - samples/sec: 286.65 - lr: 0.000781 +2021-03-25 15:55:45,579 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:55:45,580 EPOCH 103 done: loss 6.1524 - lr 0.0007813 +2021-03-25 15:55:48,719 DEV : loss 3.325845241546631 - score 0.9586 +2021-03-25 15:55:48,804 BAD EPOCHS (no improvement): 0 +2021-03-25 15:56:09,700 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:56:14,734 epoch 104 - iter 11/113 - loss 6.14736540 - samples/sec: 280.21 - lr: 0.000781 +2021-03-25 15:56:20,037 epoch 104 - iter 22/113 - loss 6.17269681 - samples/sec: 265.89 - lr: 0.000781 +2021-03-25 15:56:24,918 epoch 104 - iter 33/113 - loss 6.17797568 - samples/sec: 288.87 - lr: 0.000781 +2021-03-25 15:56:31,008 epoch 104 - iter 44/113 - loss 6.23297648 - samples/sec: 231.54 - lr: 0.000781 +2021-03-25 15:56:36,169 epoch 104 - iter 55/113 - loss 6.19541769 - samples/sec: 273.27 - lr: 0.000781 +2021-03-25 15:56:41,189 epoch 104 - iter 66/113 - loss 6.18203236 - samples/sec: 280.86 - lr: 0.000781 +2021-03-25 15:56:46,059 epoch 104 - iter 77/113 - loss 6.15180269 - samples/sec: 289.55 - lr: 0.000781 +2021-03-25 15:56:51,319 epoch 104 - iter 88/113 - loss 6.14375362 - samples/sec: 268.08 - lr: 0.000781 +2021-03-25 15:56:56,232 epoch 104 - iter 99/113 - loss 6.12926213 - samples/sec: 287.12 - lr: 0.000781 +2021-03-25 15:57:01,937 epoch 104 - iter 110/113 - loss 6.16034108 - samples/sec: 247.19 - lr: 0.000781 +2021-03-25 15:57:03,336 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:57:03,337 EPOCH 104 done: loss 6.1706 - lr 0.0007813 +2021-03-25 15:57:06,458 DEV : loss 3.3250930309295654 - score 0.9585 +2021-03-25 15:57:06,545 BAD EPOCHS (no improvement): 1 +2021-03-25 15:57:06,548 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:57:11,497 epoch 105 - iter 11/113 - loss 6.13709779 - samples/sec: 285.13 - lr: 0.000781 +2021-03-25 15:57:17,490 epoch 105 - iter 22/113 - loss 6.06950192 - samples/sec: 235.23 - lr: 0.000781 +2021-03-25 15:57:22,393 epoch 105 - iter 33/113 - loss 6.02918138 - samples/sec: 287.62 - lr: 0.000781 +2021-03-25 15:57:27,572 epoch 105 - iter 44/113 - loss 6.10254334 - samples/sec: 272.32 - lr: 0.000781 +2021-03-25 15:57:32,830 epoch 105 - iter 55/113 - loss 6.15381987 - samples/sec: 268.26 - lr: 0.000781 +2021-03-25 15:57:38,392 epoch 105 - iter 66/113 - loss 6.16843859 - samples/sec: 253.49 - lr: 0.000781 +2021-03-25 15:57:43,379 epoch 105 - iter 77/113 - loss 6.17284656 - samples/sec: 282.98 - lr: 0.000781 +2021-03-25 15:57:48,515 epoch 105 - iter 88/113 - loss 6.14753630 - samples/sec: 274.62 - lr: 0.000781 +2021-03-25 15:57:53,710 epoch 105 - iter 99/113 - loss 6.11878347 - samples/sec: 271.35 - lr: 0.000781 +2021-03-25 15:57:58,807 epoch 105 - iter 110/113 - loss 6.10282351 - samples/sec: 276.81 - lr: 0.000781 +2021-03-25 15:58:00,066 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:58:00,067 EPOCH 105 done: loss 6.1010 - lr 0.0007813 +2021-03-25 15:58:03,188 DEV : loss 3.32464861869812 - score 0.9585 +2021-03-25 15:58:03,281 BAD EPOCHS (no improvement): 2 +2021-03-25 15:58:03,283 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:58:08,277 epoch 106 - iter 11/113 - loss 6.18734867 - samples/sec: 282.49 - lr: 0.000781 +2021-03-25 15:58:14,242 epoch 106 - iter 22/113 - loss 6.15517178 - samples/sec: 236.36 - lr: 0.000781 +2021-03-25 15:58:19,448 epoch 106 - iter 33/113 - loss 6.12392713 - samples/sec: 270.90 - lr: 0.000781 +2021-03-25 15:58:24,267 epoch 106 - iter 44/113 - loss 6.17227556 - samples/sec: 292.69 - lr: 0.000781 +2021-03-25 15:58:29,610 epoch 106 - iter 55/113 - loss 6.18968780 - samples/sec: 263.81 - lr: 0.000781 +2021-03-25 15:58:34,380 epoch 106 - iter 66/113 - loss 6.19641023 - samples/sec: 295.72 - lr: 0.000781 +2021-03-25 15:58:39,520 epoch 106 - iter 77/113 - loss 6.17011249 - samples/sec: 274.34 - lr: 0.000781 +2021-03-25 15:58:44,723 epoch 106 - iter 88/113 - loss 6.17518071 - samples/sec: 271.04 - lr: 0.000781 +2021-03-25 15:58:50,026 epoch 106 - iter 99/113 - loss 6.17050865 - samples/sec: 265.87 - lr: 0.000781 +2021-03-25 15:58:55,345 epoch 106 - iter 110/113 - loss 6.18529919 - samples/sec: 265.20 - lr: 0.000781 +2021-03-25 15:58:56,572 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:58:56,572 EPOCH 106 done: loss 6.1840 - lr 0.0007813 +2021-03-25 15:58:59,617 DEV : loss 3.3257997035980225 - score 0.9585 +2021-03-25 15:58:59,704 BAD EPOCHS (no improvement): 3 +2021-03-25 15:58:59,706 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:59:04,751 epoch 107 - iter 11/113 - loss 6.32586106 - samples/sec: 279.57 - lr: 0.000781 +2021-03-25 15:59:09,725 epoch 107 - iter 22/113 - loss 6.20965232 - samples/sec: 283.60 - lr: 0.000781 +2021-03-25 15:59:14,868 epoch 107 - iter 33/113 - loss 6.26519377 - samples/sec: 274.31 - lr: 0.000781 +2021-03-25 15:59:19,992 epoch 107 - iter 44/113 - loss 6.22460475 - samples/sec: 275.46 - lr: 0.000781 +2021-03-25 15:59:26,153 epoch 107 - iter 55/113 - loss 6.23632702 - samples/sec: 228.96 - lr: 0.000781 +2021-03-25 15:59:31,060 epoch 107 - iter 66/113 - loss 6.19052713 - samples/sec: 287.47 - lr: 0.000781 +2021-03-25 15:59:36,096 epoch 107 - iter 77/113 - loss 6.16286332 - samples/sec: 279.99 - lr: 0.000781 +2021-03-25 15:59:41,236 epoch 107 - iter 88/113 - loss 6.15781025 - samples/sec: 274.30 - lr: 0.000781 +2021-03-25 15:59:46,647 epoch 107 - iter 99/113 - loss 6.15683097 - samples/sec: 260.60 - lr: 0.000781 +2021-03-25 15:59:51,650 epoch 107 - iter 110/113 - loss 6.16069329 - samples/sec: 281.92 - lr: 0.000781 +2021-03-25 15:59:52,885 ---------------------------------------------------------------------------------------------------- +2021-03-25 15:59:52,886 EPOCH 107 done: loss 6.1657 - lr 0.0007813 +2021-03-25 15:59:55,958 DEV : loss 3.3272788524627686 - score 0.9585 +2021-03-25 15:59:56,045 BAD EPOCHS (no improvement): 4 +2021-03-25 15:59:56,046 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:00:01,020 epoch 108 - iter 11/113 - loss 5.99203669 - samples/sec: 283.64 - lr: 0.000391 +2021-03-25 16:00:06,071 epoch 108 - iter 22/113 - loss 6.04606264 - samples/sec: 279.09 - lr: 0.000391 +2021-03-25 16:00:11,166 epoch 108 - iter 33/113 - loss 6.09263722 - samples/sec: 276.71 - lr: 0.000391 +2021-03-25 16:00:16,232 epoch 108 - iter 44/113 - loss 6.03909678 - samples/sec: 278.37 - lr: 0.000391 +2021-03-25 16:00:21,291 epoch 108 - iter 55/113 - loss 6.05774801 - samples/sec: 278.80 - lr: 0.000391 +2021-03-25 16:00:27,551 epoch 108 - iter 66/113 - loss 6.10148978 - samples/sec: 225.29 - lr: 0.000391 +2021-03-25 16:00:32,511 epoch 108 - iter 77/113 - loss 6.11188278 - samples/sec: 284.42 - lr: 0.000391 +2021-03-25 16:00:37,591 epoch 108 - iter 88/113 - loss 6.13874792 - samples/sec: 277.70 - lr: 0.000391 +2021-03-25 16:00:42,916 epoch 108 - iter 99/113 - loss 6.13652759 - samples/sec: 264.80 - lr: 0.000391 +2021-03-25 16:00:48,347 epoch 108 - iter 110/113 - loss 6.12691958 - samples/sec: 259.63 - lr: 0.000391 +2021-03-25 16:00:49,564 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:00:49,565 EPOCH 108 done: loss 6.1234 - lr 0.0003906 +2021-03-25 16:00:52,639 DEV : loss 3.32755184173584 - score 0.9586 +2021-03-25 16:00:52,724 BAD EPOCHS (no improvement): 1 +2021-03-25 16:00:52,726 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:00:58,991 epoch 109 - iter 11/113 - loss 6.03100135 - samples/sec: 225.01 - lr: 0.000391 +2021-03-25 16:01:04,170 epoch 109 - iter 22/113 - loss 6.13190022 - samples/sec: 272.19 - lr: 0.000391 +2021-03-25 16:01:09,214 epoch 109 - iter 33/113 - loss 6.18540638 - samples/sec: 279.58 - lr: 0.000391 +2021-03-25 16:01:17,760 epoch 109 - iter 44/113 - loss 6.19675416 - samples/sec: 164.89 - lr: 0.000391 +2021-03-25 16:01:22,919 epoch 109 - iter 55/113 - loss 6.14273388 - samples/sec: 273.41 - lr: 0.000391 +2021-03-25 16:01:28,076 epoch 109 - iter 66/113 - loss 6.17380938 - samples/sec: 273.47 - lr: 0.000391 +2021-03-25 16:01:33,087 epoch 109 - iter 77/113 - loss 6.15031562 - samples/sec: 281.51 - lr: 0.000391 +2021-03-25 16:01:38,076 epoch 109 - iter 88/113 - loss 6.16294441 - samples/sec: 282.83 - lr: 0.000391 +2021-03-25 16:01:43,029 epoch 109 - iter 99/113 - loss 6.19135675 - samples/sec: 284.82 - lr: 0.000391 +2021-03-25 16:01:48,008 epoch 109 - iter 110/113 - loss 6.17891482 - samples/sec: 283.34 - lr: 0.000391 +2021-03-25 16:01:49,323 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:01:49,323 EPOCH 109 done: loss 6.1683 - lr 0.0003906 +2021-03-25 16:01:52,381 DEV : loss 3.3270320892333984 - score 0.9585 +2021-03-25 16:01:52,467 BAD EPOCHS (no improvement): 2 +2021-03-25 16:01:52,468 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:01:57,419 epoch 110 - iter 11/113 - loss 6.45541135 - samples/sec: 284.85 - lr: 0.000391 +2021-03-25 16:02:03,577 epoch 110 - iter 22/113 - loss 6.42854916 - samples/sec: 228.85 - lr: 0.000391 +2021-03-25 16:02:08,707 epoch 110 - iter 33/113 - loss 6.30906182 - samples/sec: 274.88 - lr: 0.000391 +2021-03-25 16:02:13,782 epoch 110 - iter 44/113 - loss 6.28687846 - samples/sec: 277.91 - lr: 0.000391 +2021-03-25 16:02:19,239 epoch 110 - iter 55/113 - loss 6.25474606 - samples/sec: 258.35 - lr: 0.000391 +2021-03-25 16:02:24,185 epoch 110 - iter 66/113 - loss 6.21787109 - samples/sec: 285.18 - lr: 0.000391 +2021-03-25 16:02:29,496 epoch 110 - iter 77/113 - loss 6.22076202 - samples/sec: 265.49 - lr: 0.000391 +2021-03-25 16:02:34,562 epoch 110 - iter 88/113 - loss 6.19048760 - samples/sec: 278.36 - lr: 0.000391 +2021-03-25 16:02:39,520 epoch 110 - iter 99/113 - loss 6.17430017 - samples/sec: 284.50 - lr: 0.000391 +2021-03-25 16:02:44,672 epoch 110 - iter 110/113 - loss 6.16945077 - samples/sec: 273.95 - lr: 0.000391 +2021-03-25 16:02:45,952 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:02:45,953 EPOCH 110 done: loss 6.1574 - lr 0.0003906 +2021-03-25 16:02:49,064 DEV : loss 3.3262462615966797 - score 0.9584 +2021-03-25 16:02:49,150 BAD EPOCHS (no improvement): 3 +2021-03-25 16:02:49,153 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:02:54,966 epoch 111 - iter 11/113 - loss 6.21120397 - samples/sec: 242.60 - lr: 0.000391 +2021-03-25 16:03:00,026 epoch 111 - iter 22/113 - loss 6.11925082 - samples/sec: 278.70 - lr: 0.000391 +2021-03-25 16:03:05,119 epoch 111 - iter 33/113 - loss 6.14689664 - samples/sec: 277.00 - lr: 0.000391 +2021-03-25 16:03:10,300 epoch 111 - iter 44/113 - loss 6.17063931 - samples/sec: 272.26 - lr: 0.000391 +2021-03-25 16:03:15,286 epoch 111 - iter 55/113 - loss 6.22383515 - samples/sec: 282.80 - lr: 0.000391 +2021-03-25 16:03:20,427 epoch 111 - iter 66/113 - loss 6.17576534 - samples/sec: 274.33 - lr: 0.000391 +2021-03-25 16:03:25,345 epoch 111 - iter 77/113 - loss 6.14347992 - samples/sec: 286.88 - lr: 0.000391 +2021-03-25 16:03:30,366 epoch 111 - iter 88/113 - loss 6.16209828 - samples/sec: 280.96 - lr: 0.000391 +2021-03-25 16:03:36,170 epoch 111 - iter 99/113 - loss 6.17244905 - samples/sec: 242.95 - lr: 0.000391 +2021-03-25 16:03:41,470 epoch 111 - iter 110/113 - loss 6.17673645 - samples/sec: 266.15 - lr: 0.000391 +2021-03-25 16:03:42,805 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:03:42,806 EPOCH 111 done: loss 6.1815 - lr 0.0003906 +2021-03-25 16:03:45,881 DEV : loss 3.325368881225586 - score 0.9584 +2021-03-25 16:03:45,971 BAD EPOCHS (no improvement): 4 +2021-03-25 16:03:45,973 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:03:50,871 epoch 112 - iter 11/113 - loss 6.10260894 - samples/sec: 288.06 - lr: 0.000195 +2021-03-25 16:03:55,968 epoch 112 - iter 22/113 - loss 6.13637421 - samples/sec: 276.82 - lr: 0.000195 +2021-03-25 16:04:01,112 epoch 112 - iter 33/113 - loss 6.15618719 - samples/sec: 274.23 - lr: 0.000195 +2021-03-25 16:04:06,266 epoch 112 - iter 44/113 - loss 6.19196840 - samples/sec: 273.86 - lr: 0.000195 +2021-03-25 16:04:11,650 epoch 112 - iter 55/113 - loss 6.17339929 - samples/sec: 262.01 - lr: 0.000195 +2021-03-25 16:04:16,845 epoch 112 - iter 66/113 - loss 6.17042909 - samples/sec: 271.59 - lr: 0.000195 +2021-03-25 16:04:21,841 epoch 112 - iter 77/113 - loss 6.13702541 - samples/sec: 282.30 - lr: 0.000195 +2021-03-25 16:04:26,837 epoch 112 - iter 88/113 - loss 6.12474000 - samples/sec: 282.34 - lr: 0.000195 +2021-03-25 16:04:32,061 epoch 112 - iter 99/113 - loss 6.14999596 - samples/sec: 270.10 - lr: 0.000195 +2021-03-25 16:04:38,037 epoch 112 - iter 110/113 - loss 6.15433597 - samples/sec: 235.85 - lr: 0.000195 +2021-03-25 16:04:39,481 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:04:39,481 EPOCH 112 done: loss 6.1518 - lr 0.0001953 +2021-03-25 16:04:42,579 DEV : loss 3.3254475593566895 - score 0.9585 +2021-03-25 16:04:42,686 BAD EPOCHS (no improvement): 1 +2021-03-25 16:04:42,693 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:04:47,865 epoch 113 - iter 11/113 - loss 5.97710679 - samples/sec: 272.60 - lr: 0.000195 +2021-03-25 16:04:53,170 epoch 113 - iter 22/113 - loss 6.14668662 - samples/sec: 265.83 - lr: 0.000195 +2021-03-25 16:04:59,352 epoch 113 - iter 33/113 - loss 6.14664478 - samples/sec: 228.04 - lr: 0.000195 +2021-03-25 16:05:04,313 epoch 113 - iter 44/113 - loss 6.10594733 - samples/sec: 284.44 - lr: 0.000195 +2021-03-25 16:05:09,514 epoch 113 - iter 55/113 - loss 6.10203394 - samples/sec: 271.21 - lr: 0.000195 +2021-03-25 16:05:14,848 epoch 113 - iter 66/113 - loss 6.10956687 - samples/sec: 264.37 - lr: 0.000195 +2021-03-25 16:05:19,715 epoch 113 - iter 77/113 - loss 6.13828732 - samples/sec: 289.93 - lr: 0.000195 +2021-03-25 16:05:25,054 epoch 113 - iter 88/113 - loss 6.14441100 - samples/sec: 264.22 - lr: 0.000195 +2021-03-25 16:05:29,998 epoch 113 - iter 99/113 - loss 6.15745712 - samples/sec: 285.38 - lr: 0.000195 +2021-03-25 16:05:34,953 epoch 113 - iter 110/113 - loss 6.16751454 - samples/sec: 284.56 - lr: 0.000195 +2021-03-25 16:05:36,378 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:05:36,379 EPOCH 113 done: loss 6.1527 - lr 0.0001953 +2021-03-25 16:05:39,390 DEV : loss 3.325159788131714 - score 0.9585 +2021-03-25 16:05:39,477 BAD EPOCHS (no improvement): 2 +2021-03-25 16:05:39,480 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:05:44,769 epoch 114 - iter 11/113 - loss 6.16418548 - samples/sec: 266.63 - lr: 0.000195 +2021-03-25 16:05:49,829 epoch 114 - iter 22/113 - loss 6.08753779 - samples/sec: 278.77 - lr: 0.000195 +2021-03-25 16:05:54,644 epoch 114 - iter 33/113 - loss 6.12955936 - samples/sec: 292.88 - lr: 0.000195 +2021-03-25 16:05:59,608 epoch 114 - iter 44/113 - loss 6.04952469 - samples/sec: 284.17 - lr: 0.000195 +2021-03-25 16:06:04,717 epoch 114 - iter 55/113 - loss 6.08080461 - samples/sec: 276.12 - lr: 0.000195 +2021-03-25 16:06:10,810 epoch 114 - iter 66/113 - loss 6.15013185 - samples/sec: 231.47 - lr: 0.000195 +2021-03-25 16:06:15,844 epoch 114 - iter 77/113 - loss 6.14819603 - samples/sec: 280.18 - lr: 0.000195 +2021-03-25 16:06:21,011 epoch 114 - iter 88/113 - loss 6.12926426 - samples/sec: 272.99 - lr: 0.000195 +2021-03-25 16:06:26,613 epoch 114 - iter 99/113 - loss 6.12509273 - samples/sec: 251.71 - lr: 0.000195 +2021-03-25 16:06:31,637 epoch 114 - iter 110/113 - loss 6.11130616 - samples/sec: 280.73 - lr: 0.000195 +2021-03-25 16:06:32,929 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:06:32,930 EPOCH 114 done: loss 6.1147 - lr 0.0001953 +2021-03-25 16:06:36,034 DEV : loss 3.325321912765503 - score 0.9584 +2021-03-25 16:06:36,120 BAD EPOCHS (no improvement): 3 +2021-03-25 16:06:36,851 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:06:41,856 epoch 115 - iter 11/113 - loss 6.05337715 - samples/sec: 281.77 - lr: 0.000195 +2021-03-25 16:06:46,815 epoch 115 - iter 22/113 - loss 6.20746138 - samples/sec: 284.46 - lr: 0.000195 +2021-03-25 16:06:53,048 epoch 115 - iter 33/113 - loss 6.17924553 - samples/sec: 226.20 - lr: 0.000195 +2021-03-25 16:06:57,958 epoch 115 - iter 44/113 - loss 6.18186934 - samples/sec: 287.21 - lr: 0.000195 +2021-03-25 16:07:02,806 epoch 115 - iter 55/113 - loss 6.16890380 - samples/sec: 290.92 - lr: 0.000195 +2021-03-25 16:07:08,484 epoch 115 - iter 66/113 - loss 6.17232910 - samples/sec: 248.28 - lr: 0.000195 +2021-03-25 16:07:13,509 epoch 115 - iter 77/113 - loss 6.16467198 - samples/sec: 280.83 - lr: 0.000195 +2021-03-25 16:07:18,877 epoch 115 - iter 88/113 - loss 6.19866339 - samples/sec: 262.81 - lr: 0.000195 +2021-03-25 16:07:24,079 epoch 115 - iter 99/113 - loss 6.17032406 - samples/sec: 271.33 - lr: 0.000195 +2021-03-25 16:07:29,263 epoch 115 - iter 110/113 - loss 6.15615573 - samples/sec: 271.98 - lr: 0.000195 +2021-03-25 16:07:30,548 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:07:30,549 EPOCH 115 done: loss 6.1577 - lr 0.0001953 +2021-03-25 16:07:33,644 DEV : loss 3.3252782821655273 - score 0.9585 +2021-03-25 16:07:33,729 BAD EPOCHS (no improvement): 4 +2021-03-25 16:07:33,730 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:07:33,730 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:07:33,730 learning rate too small - quitting training! +2021-03-25 16:07:33,731 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:07:54,397 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:07:54,398 Testing using best model ... +2021-03-25 16:07:54,405 loading file resources/taggers/UPOS_UD_FRENCH_FR_500_2021-03-25-14:00:44/best-model.pt +2021-03-25 16:08:04,891 0.952 +2021-03-25 16:08:04,891 Results: -- F-score (micro): 0.9615 -- F-score (macro): 0.8973 -- Accuracy (incl. no class): 0.9615 +- F-score (micro): 0.952 +- F-score (macro): 0.8644 +- Accuracy (incl. no class): 0.952 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 + PPER1S 0.9767 1.0000 0.9882 42 + VERB 0.9823 0.9537 0.9678 583 + COSUB 0.9344 0.8906 0.9120 128 + PUNCT 0.9878 0.9688 0.9782 833 + PREP 0.9767 0.9879 0.9822 1483 + PDEMMS 0.9583 0.9200 0.9388 75 + COCO 0.9839 1.0000 0.9919 245 + DET 0.9679 0.9814 0.9746 645 + NMP 0.9521 0.9115 0.9313 305 + ADJMP 0.8352 0.9268 0.8786 82 + PREL 0.9324 0.9857 0.9583 70 + PREFP 0.9767 0.9545 0.9655 44 + AUX 0.9537 0.9859 0.9695 355 + ADV 0.9440 0.9365 0.9402 504 + VPPMP 0.8667 1.0000 0.9286 26 + DINTMS 0.9919 1.0000 0.9959 122 + ADJMS 0.9020 0.9057 0.9039 244 + NMS 0.9226 0.9336 0.9281 753 + NFS 0.9347 0.9714 0.9527 560 + YPFOR 0.9806 1.0000 0.9902 353 + PINDMS 1.0000 0.9091 0.9524 44 + NOUN 0.8400 0.5385 0.6562 39 + PROPN 0.8605 0.8278 0.8439 395 + DETMS 0.9972 0.9972 0.9972 362 + PPER3MS 0.9341 0.9770 0.9551 87 + VPPMS 0.8994 0.9682 0.9325 157 + DETFS 1.0000 1.0000 1.0000 240 + ADJFS 0.9266 0.9011 0.9136 182 + ADJFP 0.9726 0.9342 0.9530 76 + NFP 0.9463 0.9749 0.9604 199 + VPPFS 0.8000 0.9000 0.8471 40 + CHIF 0.9543 0.9414 0.9478 222 + XFAMIL 0.9346 0.8696 0.9009 115 + PPER3MP 0.9474 0.9000 0.9231 20 + PPOBJMS 0.8800 0.9362 0.9072 47 + PREF 0.8889 0.9231 0.9057 52 + PPOBJMP 1.0000 0.6000 0.7500 10 SYM 0.9706 0.8684 0.9167 38 - PART 1.0000 1.0000 1.0000 4 - X 0.5556 0.3125 0.4000 16 - INTJ 0.4444 0.6667 0.5333 6 + DINTFS 0.9683 1.0000 0.9839 61 + PDEMFS 1.0000 0.8966 0.9455 29 + PPER3FS 1.0000 0.9444 0.9714 18 + VPPFP 0.9500 1.0000 0.9744 19 + PRON 0.9200 0.7419 0.8214 31 + PPOBJFS 0.8333 0.8333 0.8333 6 + PART 0.8000 1.0000 0.8889 4 + PPER3FP 1.0000 1.0000 1.0000 2 + MOTINC 0.3571 0.3333 0.3448 15 + PDEMMP 1.0000 0.6667 0.8000 3 + INTJ 0.4000 0.6667 0.5000 6 + PREFS 1.0000 0.5000 0.6667 10 + ADJ 0.7917 0.8636 0.8261 22 + PINDMP 0.0000 0.0000 0.0000 1 + PINDFS 1.0000 1.0000 1.0000 1 + NUM 1.0000 0.3333 0.5000 3 + PPER2S 1.0000 1.0000 1.0000 2 + PPOBJFP 1.0000 0.5000 0.6667 2 + PDEMFP 1.0000 0.6667 0.8000 3 + X 0.0000 0.0000 0.0000 1 + PRELMS 1.0000 1.0000 1.0000 2 + PINDFP 1.0000 1.0000 1.0000 1 - accuracy 0.9615 10019 - macro avg 0.9064 0.8953 0.8973 10019 -weighted avg 0.9612 0.9615 0.9612 10019 + accuracy 0.9520 10019 + macro avg 0.8956 0.8521 0.8644 10019 +weighted avg 0.9524 0.9520 0.9515 10019 -2021-03-02 13:30:49,790 ---------------------------------------------------------------------------------------------------- +2021-03-25 16:08:04,891 ----------------------------------------------------------------------------------------------------