| 2022-08-07 02:05:29,506 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:05:29,507 Model: "SequenceTagger( | |
| (embeddings): StackedEmbeddings( | |
| (list_embedding_0): WordEmbeddings( | |
| 'fa' | |
| (embedding): Embedding(56850, 300) | |
| ) | |
| (list_embedding_1): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.1, inplace=False) | |
| (encoder): Embedding(5105, 100) | |
| (rnn): LSTM(100, 2048) | |
| (decoder): Linear(in_features=2048, out_features=5105, bias=True) | |
| ) | |
| ) | |
| (list_embedding_2): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.1, inplace=False) | |
| (encoder): Embedding(5105, 100) | |
| (rnn): LSTM(100, 2048) | |
| (decoder): Linear(in_features=2048, out_features=5105, bias=True) | |
| ) | |
| ) | |
| ) | |
| (word_dropout): WordDropout(p=0.05) | |
| (locked_dropout): LockedDropout(p=0.5) | |
| (rnn): LSTM(4396, 512, batch_first=True, bidirectional=True) | |
| (linear): Linear(in_features=1024, out_features=31, bias=True) | |
| (loss_function): CrossEntropyLoss() | |
| )" | |
| 2022-08-07 02:05:29,507 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:05:29,507 Corpus: "Corpus: 24000 train + 3000 dev + 3000 test sentences" | |
| 2022-08-07 02:05:29,507 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:05:29,507 Parameters: | |
| 2022-08-07 02:05:29,507 - learning_rate: "0.100000" | |
| 2022-08-07 02:05:29,507 - mini_batch_size: "8" | |
| 2022-08-07 02:05:29,507 - patience: "3" | |
| 2022-08-07 02:05:29,507 - anneal_factor: "0.5" | |
| 2022-08-07 02:05:29,507 - max_epochs: "25" | |
| 2022-08-07 02:05:29,507 - shuffle: "True" | |
| 2022-08-07 02:05:29,508 - train_with_dev: "True" | |
| 2022-08-07 02:05:29,508 - batch_growth_annealing: "False" | |
| 2022-08-07 02:05:29,508 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:05:29,508 Model training base path: "data/pos-Uppsala/model2" | |
| 2022-08-07 02:05:29,508 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:05:29,508 Device: cuda:0 | |
| 2022-08-07 02:05:29,508 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:05:29,508 Embeddings storage mode: cpu | |
| 2022-08-07 02:05:29,508 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:05:55,999 epoch 1 - iter 337/3375 - loss 0.75739218 - samples/sec: 101.85 - lr: 0.100000 | |
| 2022-08-07 02:06:37,080 epoch 1 - iter 674/3375 - loss 0.54143209 - samples/sec: 65.66 - lr: 0.100000 | |
| 2022-08-07 02:07:09,607 epoch 1 - iter 1011/3375 - loss 0.46568471 - samples/sec: 82.95 - lr: 0.100000 | |
| 2022-08-07 02:07:45,920 epoch 1 - iter 1348/3375 - loss 0.41181559 - samples/sec: 74.30 - lr: 0.100000 | |
| 2022-08-07 02:08:21,278 epoch 1 - iter 1685/3375 - loss 0.37828799 - samples/sec: 76.30 - lr: 0.100000 | |
| 2022-08-07 02:08:54,851 epoch 1 - iter 2022/3375 - loss 0.35283483 - samples/sec: 80.36 - lr: 0.100000 | |
| 2022-08-07 02:09:32,124 epoch 1 - iter 2359/3375 - loss 0.33395991 - samples/sec: 72.38 - lr: 0.100000 | |
| 2022-08-07 02:10:05,700 epoch 1 - iter 2696/3375 - loss 0.32651650 - samples/sec: 80.35 - lr: 0.100000 | |
| 2022-08-07 02:10:40,669 epoch 1 - iter 3033/3375 - loss 0.31224939 - samples/sec: 77.15 - lr: 0.100000 | |
| 2022-08-07 02:11:16,615 epoch 1 - iter 3370/3375 - loss 0.29974125 - samples/sec: 75.05 - lr: 0.100000 | |
| 2022-08-07 02:11:17,267 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:11:17,267 EPOCH 1 done: loss 0.2994 - lr 0.100000 | |
| 2022-08-07 02:11:17,267 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:11:17,267 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:11:28,327 epoch 2 - iter 337/3375 - loss 0.21007321 - samples/sec: 244.45 - lr: 0.100000 | |
| 2022-08-07 02:11:39,198 epoch 2 - iter 674/3375 - loss 0.20500491 - samples/sec: 248.66 - lr: 0.100000 | |
| 2022-08-07 02:11:50,425 epoch 2 - iter 1011/3375 - loss 0.20492344 - samples/sec: 240.79 - lr: 0.100000 | |
| 2022-08-07 02:12:01,420 epoch 2 - iter 1348/3375 - loss 0.20363866 - samples/sec: 245.85 - lr: 0.100000 | |
| 2022-08-07 02:12:12,667 epoch 2 - iter 1685/3375 - loss 0.20392884 - samples/sec: 240.35 - lr: 0.100000 | |
| 2022-08-07 02:12:23,586 epoch 2 - iter 2022/3375 - loss 0.20044378 - samples/sec: 247.55 - lr: 0.100000 | |
| 2022-08-07 02:12:34,574 epoch 2 - iter 2359/3375 - loss 0.19761727 - samples/sec: 246.01 - lr: 0.100000 | |
| 2022-08-07 02:12:45,723 epoch 2 - iter 2696/3375 - loss 0.19607425 - samples/sec: 242.47 - lr: 0.100000 | |
| 2022-08-07 02:12:56,882 epoch 2 - iter 3033/3375 - loss 0.19437688 - samples/sec: 242.22 - lr: 0.100000 | |
| 2022-08-07 02:13:07,970 epoch 2 - iter 3370/3375 - loss 0.19287658 - samples/sec: 243.74 - lr: 0.100000 | |
| 2022-08-07 02:13:08,125 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:13:08,125 EPOCH 2 done: loss 0.1928 - lr 0.100000 | |
| 2022-08-07 02:13:08,125 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:13:08,125 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:13:18,732 epoch 3 - iter 337/3375 - loss 0.16840639 - samples/sec: 254.79 - lr: 0.100000 | |
| 2022-08-07 02:13:29,949 epoch 3 - iter 674/3375 - loss 0.17134103 - samples/sec: 240.99 - lr: 0.100000 | |
| 2022-08-07 02:13:41,422 epoch 3 - iter 1011/3375 - loss 0.17177587 - samples/sec: 235.63 - lr: 0.100000 | |
| 2022-08-07 02:13:52,505 epoch 3 - iter 1348/3375 - loss 0.17139864 - samples/sec: 243.87 - lr: 0.100000 | |
| 2022-08-07 02:14:03,658 epoch 3 - iter 1685/3375 - loss 0.16962796 - samples/sec: 242.33 - lr: 0.100000 | |
| 2022-08-07 02:14:14,742 epoch 3 - iter 2022/3375 - loss 0.16969660 - samples/sec: 243.85 - lr: 0.100000 | |
| 2022-08-07 02:14:26,081 epoch 3 - iter 2359/3375 - loss 0.16840264 - samples/sec: 238.43 - lr: 0.100000 | |
| 2022-08-07 02:14:37,186 epoch 3 - iter 2696/3375 - loss 0.16736992 - samples/sec: 243.39 - lr: 0.100000 | |
| 2022-08-07 02:14:48,028 epoch 3 - iter 3033/3375 - loss 0.16650554 - samples/sec: 249.32 - lr: 0.100000 | |
| 2022-08-07 02:14:58,860 epoch 3 - iter 3370/3375 - loss 0.16548808 - samples/sec: 249.55 - lr: 0.100000 | |
| 2022-08-07 02:14:59,028 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:14:59,028 EPOCH 3 done: loss 0.1655 - lr 0.100000 | |
| 2022-08-07 02:14:59,028 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:14:59,029 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:15:10,190 epoch 4 - iter 337/3375 - loss 0.16471399 - samples/sec: 242.21 - lr: 0.100000 | |
| 2022-08-07 02:15:21,371 epoch 4 - iter 674/3375 - loss 0.16008298 - samples/sec: 241.76 - lr: 0.100000 | |
| 2022-08-07 02:15:32,514 epoch 4 - iter 1011/3375 - loss 0.15720752 - samples/sec: 242.57 - lr: 0.100000 | |
| 2022-08-07 02:15:43,108 epoch 4 - iter 1348/3375 - loss 0.15610167 - samples/sec: 255.09 - lr: 0.100000 | |
| 2022-08-07 02:15:53,702 epoch 4 - iter 1685/3375 - loss 0.15385958 - samples/sec: 255.15 - lr: 0.100000 | |
| 2022-08-07 02:16:04,903 epoch 4 - iter 2022/3375 - loss 0.15358797 - samples/sec: 241.33 - lr: 0.100000 | |
| 2022-08-07 02:16:16,037 epoch 4 - iter 2359/3375 - loss 0.15218143 - samples/sec: 242.77 - lr: 0.100000 | |
| 2022-08-07 02:16:26,713 epoch 4 - iter 2696/3375 - loss 0.15094360 - samples/sec: 253.18 - lr: 0.100000 | |
| 2022-08-07 02:16:37,442 epoch 4 - iter 3033/3375 - loss 0.15045144 - samples/sec: 251.90 - lr: 0.100000 | |
| 2022-08-07 02:16:48,787 epoch 4 - iter 3370/3375 - loss 0.14985109 - samples/sec: 238.27 - lr: 0.100000 | |
| 2022-08-07 02:16:48,934 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:16:48,934 EPOCH 4 done: loss 0.1499 - lr 0.100000 | |
| 2022-08-07 02:16:48,934 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:16:48,935 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:16:59,994 epoch 5 - iter 337/3375 - loss 0.13777412 - samples/sec: 244.45 - lr: 0.100000 | |
| 2022-08-07 02:17:11,035 epoch 5 - iter 674/3375 - loss 0.14094211 - samples/sec: 244.80 - lr: 0.100000 | |
| 2022-08-07 02:17:21,594 epoch 5 - iter 1011/3375 - loss 0.14015121 - samples/sec: 255.97 - lr: 0.100000 | |
| 2022-08-07 02:17:32,943 epoch 5 - iter 1348/3375 - loss 0.14302843 - samples/sec: 238.17 - lr: 0.100000 | |
| 2022-08-07 02:17:44,086 epoch 5 - iter 1685/3375 - loss 0.14201900 - samples/sec: 242.58 - lr: 0.100000 | |
| 2022-08-07 02:17:55,115 epoch 5 - iter 2022/3375 - loss 0.14188630 - samples/sec: 245.10 - lr: 0.100000 | |
| 2022-08-07 02:18:06,000 epoch 5 - iter 2359/3375 - loss 0.14062047 - samples/sec: 248.40 - lr: 0.100000 | |
| 2022-08-07 02:18:17,153 epoch 5 - iter 2696/3375 - loss 0.14139705 - samples/sec: 242.40 - lr: 0.100000 | |
| 2022-08-07 02:18:28,428 epoch 5 - iter 3033/3375 - loss 0.14102027 - samples/sec: 239.77 - lr: 0.100000 | |
| 2022-08-07 02:18:39,576 epoch 5 - iter 3370/3375 - loss 0.14054028 - samples/sec: 242.49 - lr: 0.100000 | |
| 2022-08-07 02:18:39,730 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:18:39,730 EPOCH 5 done: loss 0.1406 - lr 0.100000 | |
| 2022-08-07 02:18:39,731 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:18:39,731 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:18:50,258 epoch 6 - iter 337/3375 - loss 0.13602802 - samples/sec: 256.82 - lr: 0.100000 | |
| 2022-08-07 02:19:01,074 epoch 6 - iter 674/3375 - loss 0.13337600 - samples/sec: 249.87 - lr: 0.100000 | |
| 2022-08-07 02:19:11,917 epoch 6 - iter 1011/3375 - loss 0.13048398 - samples/sec: 249.28 - lr: 0.100000 | |
| 2022-08-07 02:19:23,313 epoch 6 - iter 1348/3375 - loss 0.12983568 - samples/sec: 237.22 - lr: 0.100000 | |
| 2022-08-07 02:19:34,736 epoch 6 - iter 1685/3375 - loss 0.13111942 - samples/sec: 236.69 - lr: 0.100000 | |
| 2022-08-07 02:19:45,806 epoch 6 - iter 2022/3375 - loss 0.13110468 - samples/sec: 244.19 - lr: 0.100000 | |
| 2022-08-07 02:19:57,573 epoch 6 - iter 2359/3375 - loss 0.13121469 - samples/sec: 229.74 - lr: 0.100000 | |
| 2022-08-07 02:20:08,293 epoch 6 - iter 2696/3375 - loss 0.13079228 - samples/sec: 252.22 - lr: 0.100000 | |
| 2022-08-07 02:20:19,667 epoch 6 - iter 3033/3375 - loss 0.13218291 - samples/sec: 237.66 - lr: 0.100000 | |
| 2022-08-07 02:20:30,717 epoch 6 - iter 3370/3375 - loss 0.13161722 - samples/sec: 244.63 - lr: 0.100000 | |
| 2022-08-07 02:20:30,883 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:20:30,883 EPOCH 6 done: loss 0.1316 - lr 0.100000 | |
| 2022-08-07 02:20:30,884 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:20:30,884 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:20:41,904 epoch 7 - iter 337/3375 - loss 0.12469525 - samples/sec: 245.31 - lr: 0.100000 | |
| 2022-08-07 02:20:53,093 epoch 7 - iter 674/3375 - loss 0.12698511 - samples/sec: 241.58 - lr: 0.100000 | |
| 2022-08-07 02:21:04,011 epoch 7 - iter 1011/3375 - loss 0.12657046 - samples/sec: 247.61 - lr: 0.100000 | |
| 2022-08-07 02:21:15,101 epoch 7 - iter 1348/3375 - loss 0.12672328 - samples/sec: 243.75 - lr: 0.100000 | |
| 2022-08-07 02:21:26,075 epoch 7 - iter 1685/3375 - loss 0.12594031 - samples/sec: 246.31 - lr: 0.100000 | |
| 2022-08-07 02:21:37,003 epoch 7 - iter 2022/3375 - loss 0.12642873 - samples/sec: 247.30 - lr: 0.100000 | |
| 2022-08-07 02:21:48,160 epoch 7 - iter 2359/3375 - loss 0.12583060 - samples/sec: 242.39 - lr: 0.100000 | |
| 2022-08-07 02:21:59,410 epoch 7 - iter 2696/3375 - loss 0.12552168 - samples/sec: 240.33 - lr: 0.100000 | |
| 2022-08-07 02:22:10,826 epoch 7 - iter 3033/3375 - loss 0.12531533 - samples/sec: 236.80 - lr: 0.100000 | |
| 2022-08-07 02:22:22,230 epoch 7 - iter 3370/3375 - loss 0.12554230 - samples/sec: 237.02 - lr: 0.100000 | |
| 2022-08-07 02:22:22,372 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:22:22,372 EPOCH 7 done: loss 0.1255 - lr 0.100000 | |
| 2022-08-07 02:22:22,372 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:22:22,372 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:22:33,973 epoch 8 - iter 337/3375 - loss 0.11902872 - samples/sec: 233.03 - lr: 0.100000 | |
| 2022-08-07 02:22:45,079 epoch 8 - iter 674/3375 - loss 0.11995484 - samples/sec: 243.37 - lr: 0.100000 | |
| 2022-08-07 02:22:56,079 epoch 8 - iter 1011/3375 - loss 0.12447185 - samples/sec: 245.73 - lr: 0.100000 | |
| 2022-08-07 02:23:07,005 epoch 8 - iter 1348/3375 - loss 0.12186016 - samples/sec: 247.36 - lr: 0.100000 | |
| 2022-08-07 02:23:18,142 epoch 8 - iter 1685/3375 - loss 0.12180914 - samples/sec: 242.72 - lr: 0.100000 | |
| 2022-08-07 02:23:28,937 epoch 8 - iter 2022/3375 - loss 0.12178735 - samples/sec: 250.35 - lr: 0.100000 | |
| 2022-08-07 02:23:39,666 epoch 8 - iter 2359/3375 - loss 0.12100308 - samples/sec: 251.94 - lr: 0.100000 | |
| 2022-08-07 02:23:50,288 epoch 8 - iter 2696/3375 - loss 0.12098102 - samples/sec: 254.43 - lr: 0.100000 | |
| 2022-08-07 02:24:01,466 epoch 8 - iter 3033/3375 - loss 0.12091111 - samples/sec: 241.86 - lr: 0.100000 | |
| 2022-08-07 02:24:12,938 epoch 8 - iter 3370/3375 - loss 0.12040225 - samples/sec: 235.63 - lr: 0.100000 | |
| 2022-08-07 02:24:13,123 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:24:13,123 EPOCH 8 done: loss 0.1204 - lr 0.100000 | |
| 2022-08-07 02:24:13,123 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:24:13,124 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:24:24,336 epoch 9 - iter 337/3375 - loss 0.11290030 - samples/sec: 241.17 - lr: 0.100000 | |
| 2022-08-07 02:24:35,714 epoch 9 - iter 674/3375 - loss 0.11346945 - samples/sec: 237.60 - lr: 0.100000 | |
| 2022-08-07 02:24:47,141 epoch 9 - iter 1011/3375 - loss 0.11401393 - samples/sec: 236.57 - lr: 0.100000 | |
| 2022-08-07 02:24:58,300 epoch 9 - iter 1348/3375 - loss 0.11366582 - samples/sec: 242.28 - lr: 0.100000 | |
| 2022-08-07 02:25:09,198 epoch 9 - iter 1685/3375 - loss 0.11338815 - samples/sec: 248.01 - lr: 0.100000 | |
| 2022-08-07 02:25:20,242 epoch 9 - iter 2022/3375 - loss 0.11280167 - samples/sec: 244.76 - lr: 0.100000 | |
| 2022-08-07 02:25:31,000 epoch 9 - iter 2359/3375 - loss 0.11258570 - samples/sec: 251.27 - lr: 0.100000 | |
| 2022-08-07 02:25:42,675 epoch 9 - iter 2696/3375 - loss 0.11476017 - samples/sec: 231.53 - lr: 0.100000 | |
| 2022-08-07 02:25:54,127 epoch 9 - iter 3033/3375 - loss 0.11505920 - samples/sec: 236.04 - lr: 0.100000 | |
| 2022-08-07 02:26:05,370 epoch 9 - iter 3370/3375 - loss 0.11528098 - samples/sec: 240.42 - lr: 0.100000 | |
| 2022-08-07 02:26:05,525 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:26:05,525 EPOCH 9 done: loss 0.1153 - lr 0.100000 | |
| 2022-08-07 02:26:05,525 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:26:05,526 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:26:16,488 epoch 10 - iter 337/3375 - loss 0.10947414 - samples/sec: 246.62 - lr: 0.100000 | |
| 2022-08-07 02:26:27,490 epoch 10 - iter 674/3375 - loss 0.11130776 - samples/sec: 245.64 - lr: 0.100000 | |
| 2022-08-07 02:26:38,267 epoch 10 - iter 1011/3375 - loss 0.10972401 - samples/sec: 250.80 - lr: 0.100000 | |
| 2022-08-07 02:26:49,354 epoch 10 - iter 1348/3375 - loss 0.10872413 - samples/sec: 243.79 - lr: 0.100000 | |
| 2022-08-07 02:27:00,642 epoch 10 - iter 1685/3375 - loss 0.10961811 - samples/sec: 239.51 - lr: 0.100000 | |
| 2022-08-07 02:27:11,930 epoch 10 - iter 2022/3375 - loss 0.11048220 - samples/sec: 239.46 - lr: 0.100000 | |
| 2022-08-07 02:27:23,290 epoch 10 - iter 2359/3375 - loss 0.11060959 - samples/sec: 237.93 - lr: 0.100000 | |
| 2022-08-07 02:27:34,821 epoch 10 - iter 2696/3375 - loss 0.11126846 - samples/sec: 234.45 - lr: 0.100000 | |
| 2022-08-07 02:27:45,925 epoch 10 - iter 3033/3375 - loss 0.11105431 - samples/sec: 243.40 - lr: 0.100000 | |
| 2022-08-07 02:27:57,172 epoch 10 - iter 3370/3375 - loss 0.11075921 - samples/sec: 240.37 - lr: 0.100000 | |
| 2022-08-07 02:27:57,325 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:27:57,326 EPOCH 10 done: loss 0.1108 - lr 0.100000 | |
| 2022-08-07 02:27:57,326 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:27:57,326 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:28:08,659 epoch 11 - iter 337/3375 - loss 0.11076857 - samples/sec: 238.59 - lr: 0.100000 | |
| 2022-08-07 02:28:19,669 epoch 11 - iter 674/3375 - loss 0.10651420 - samples/sec: 245.50 - lr: 0.100000 | |
| 2022-08-07 02:28:30,995 epoch 11 - iter 1011/3375 - loss 0.10568094 - samples/sec: 238.65 - lr: 0.100000 | |
| 2022-08-07 02:28:42,325 epoch 11 - iter 1348/3375 - loss 0.10905778 - samples/sec: 238.58 - lr: 0.100000 | |
| 2022-08-07 02:28:53,100 epoch 11 - iter 1685/3375 - loss 0.10889745 - samples/sec: 250.81 - lr: 0.100000 | |
| 2022-08-07 02:29:04,246 epoch 11 - iter 2022/3375 - loss 0.10882025 - samples/sec: 242.52 - lr: 0.100000 | |
| 2022-08-07 02:29:15,152 epoch 11 - iter 2359/3375 - loss 0.10841426 - samples/sec: 247.86 - lr: 0.100000 | |
| 2022-08-07 02:29:25,976 epoch 11 - iter 2696/3375 - loss 0.10880072 - samples/sec: 249.68 - lr: 0.100000 | |
| 2022-08-07 02:29:37,366 epoch 11 - iter 3033/3375 - loss 0.10817257 - samples/sec: 237.30 - lr: 0.100000 | |
| 2022-08-07 02:29:48,295 epoch 11 - iter 3370/3375 - loss 0.10790525 - samples/sec: 247.35 - lr: 0.100000 | |
| 2022-08-07 02:29:48,441 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:29:48,441 EPOCH 11 done: loss 0.1079 - lr 0.100000 | |
| 2022-08-07 02:29:48,441 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:29:48,441 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:29:59,308 epoch 12 - iter 337/3375 - loss 0.10369701 - samples/sec: 248.76 - lr: 0.100000 | |
| 2022-08-07 02:30:10,007 epoch 12 - iter 674/3375 - loss 0.10434462 - samples/sec: 252.65 - lr: 0.100000 | |
| 2022-08-07 02:30:21,057 epoch 12 - iter 1011/3375 - loss 0.10301943 - samples/sec: 244.62 - lr: 0.100000 | |
| 2022-08-07 02:30:31,884 epoch 12 - iter 1348/3375 - loss 0.10382269 - samples/sec: 249.63 - lr: 0.100000 | |
| 2022-08-07 02:30:42,874 epoch 12 - iter 1685/3375 - loss 0.10299628 - samples/sec: 245.95 - lr: 0.100000 | |
| 2022-08-07 02:30:53,851 epoch 12 - iter 2022/3375 - loss 0.10337040 - samples/sec: 246.26 - lr: 0.100000 | |
| 2022-08-07 02:31:05,148 epoch 12 - iter 2359/3375 - loss 0.10373705 - samples/sec: 239.29 - lr: 0.100000 | |
| 2022-08-07 02:31:16,303 epoch 12 - iter 2696/3375 - loss 0.10369999 - samples/sec: 242.29 - lr: 0.100000 | |
| 2022-08-07 02:31:27,420 epoch 12 - iter 3033/3375 - loss 0.10361166 - samples/sec: 243.12 - lr: 0.100000 | |
| 2022-08-07 02:31:37,704 epoch 12 - iter 3370/3375 - loss 0.10497405 - samples/sec: 262.83 - lr: 0.100000 | |
| 2022-08-07 02:31:37,879 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:31:37,879 EPOCH 12 done: loss 0.1049 - lr 0.100000 | |
| 2022-08-07 02:31:37,879 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:31:37,879 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:31:49,490 epoch 13 - iter 337/3375 - loss 0.09771881 - samples/sec: 232.85 - lr: 0.100000 | |
| 2022-08-07 02:32:00,601 epoch 13 - iter 674/3375 - loss 0.10062735 - samples/sec: 243.28 - lr: 0.100000 | |
| 2022-08-07 02:32:11,552 epoch 13 - iter 1011/3375 - loss 0.10145832 - samples/sec: 246.84 - lr: 0.100000 | |
| 2022-08-07 02:32:22,854 epoch 13 - iter 1348/3375 - loss 0.10164191 - samples/sec: 239.18 - lr: 0.100000 | |
| 2022-08-07 02:32:34,078 epoch 13 - iter 1685/3375 - loss 0.10188188 - samples/sec: 240.81 - lr: 0.100000 | |
| 2022-08-07 02:32:44,783 epoch 13 - iter 2022/3375 - loss 0.10230566 - samples/sec: 252.52 - lr: 0.100000 | |
| 2022-08-07 02:32:55,846 epoch 13 - iter 2359/3375 - loss 0.10241548 - samples/sec: 244.33 - lr: 0.100000 | |
| 2022-08-07 02:33:06,906 epoch 13 - iter 2696/3375 - loss 0.10240741 - samples/sec: 244.36 - lr: 0.100000 | |
| 2022-08-07 02:33:17,449 epoch 13 - iter 3033/3375 - loss 0.10221738 - samples/sec: 256.34 - lr: 0.100000 | |
| 2022-08-07 02:33:28,620 epoch 13 - iter 3370/3375 - loss 0.10209074 - samples/sec: 242.02 - lr: 0.100000 | |
| 2022-08-07 02:33:28,766 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:33:28,766 EPOCH 13 done: loss 0.1021 - lr 0.100000 | |
| 2022-08-07 02:33:28,766 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:33:28,767 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:33:39,870 epoch 14 - iter 337/3375 - loss 0.09796604 - samples/sec: 243.51 - lr: 0.100000 | |
| 2022-08-07 02:33:50,605 epoch 14 - iter 674/3375 - loss 0.09578931 - samples/sec: 251.77 - lr: 0.100000 | |
| 2022-08-07 02:34:01,922 epoch 14 - iter 1011/3375 - loss 0.10195230 - samples/sec: 238.83 - lr: 0.100000 | |
| 2022-08-07 02:34:13,388 epoch 14 - iter 1348/3375 - loss 0.10021155 - samples/sec: 235.77 - lr: 0.100000 | |
| 2022-08-07 02:34:24,657 epoch 14 - iter 1685/3375 - loss 0.10102509 - samples/sec: 239.86 - lr: 0.100000 | |
| 2022-08-07 02:34:35,142 epoch 14 - iter 2022/3375 - loss 0.10069196 - samples/sec: 257.74 - lr: 0.100000 | |
| 2022-08-07 02:34:51,364 epoch 14 - iter 2359/3375 - loss 0.10041362 - samples/sec: 166.48 - lr: 0.100000 | |
| 2022-08-07 02:35:02,495 epoch 14 - iter 2696/3375 - loss 0.10042230 - samples/sec: 242.85 - lr: 0.100000 | |
| 2022-08-07 02:35:13,930 epoch 14 - iter 3033/3375 - loss 0.10023253 - samples/sec: 236.38 - lr: 0.100000 | |
| 2022-08-07 02:35:25,051 epoch 14 - iter 3370/3375 - loss 0.09980998 - samples/sec: 243.05 - lr: 0.100000 | |
| 2022-08-07 02:35:25,195 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:35:25,196 EPOCH 14 done: loss 0.0998 - lr 0.100000 | |
| 2022-08-07 02:35:25,196 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:35:25,196 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:35:35,802 epoch 15 - iter 337/3375 - loss 0.09670690 - samples/sec: 254.85 - lr: 0.100000 | |
| 2022-08-07 02:35:46,996 epoch 15 - iter 674/3375 - loss 0.09431814 - samples/sec: 241.48 - lr: 0.100000 | |
| 2022-08-07 02:35:57,960 epoch 15 - iter 1011/3375 - loss 0.09377145 - samples/sec: 246.49 - lr: 0.100000 | |
| 2022-08-07 02:36:08,715 epoch 15 - iter 1348/3375 - loss 0.09622842 - samples/sec: 251.39 - lr: 0.100000 | |
| 2022-08-07 02:36:19,780 epoch 15 - iter 1685/3375 - loss 0.09767520 - samples/sec: 244.31 - lr: 0.100000 | |
| 2022-08-07 02:36:30,749 epoch 15 - iter 2022/3375 - loss 0.09692809 - samples/sec: 246.42 - lr: 0.100000 | |
| 2022-08-07 02:36:41,823 epoch 15 - iter 2359/3375 - loss 0.09696816 - samples/sec: 244.10 - lr: 0.100000 | |
| 2022-08-07 02:36:52,983 epoch 15 - iter 2696/3375 - loss 0.09684092 - samples/sec: 242.20 - lr: 0.100000 | |
| 2022-08-07 02:37:03,518 epoch 15 - iter 3033/3375 - loss 0.09721969 - samples/sec: 256.55 - lr: 0.100000 | |
| 2022-08-07 02:37:14,478 epoch 15 - iter 3370/3375 - loss 0.09766576 - samples/sec: 246.62 - lr: 0.100000 | |
| 2022-08-07 02:37:14,634 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:37:14,635 EPOCH 15 done: loss 0.0976 - lr 0.100000 | |
| 2022-08-07 02:37:14,635 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:37:14,635 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:37:25,907 epoch 16 - iter 337/3375 - loss 0.09192433 - samples/sec: 239.84 - lr: 0.100000 | |
| 2022-08-07 02:37:37,145 epoch 16 - iter 674/3375 - loss 0.09118151 - samples/sec: 240.51 - lr: 0.100000 | |
| 2022-08-07 02:37:47,961 epoch 16 - iter 1011/3375 - loss 0.09133619 - samples/sec: 249.92 - lr: 0.100000 | |
| 2022-08-07 02:37:59,246 epoch 16 - iter 1348/3375 - loss 0.09326501 - samples/sec: 239.52 - lr: 0.100000 | |
| 2022-08-07 02:38:10,240 epoch 16 - iter 1685/3375 - loss 0.09328072 - samples/sec: 245.86 - lr: 0.100000 | |
| 2022-08-07 02:38:21,330 epoch 16 - iter 2022/3375 - loss 0.09375121 - samples/sec: 243.74 - lr: 0.100000 | |
| 2022-08-07 02:38:32,486 epoch 16 - iter 2359/3375 - loss 0.09445046 - samples/sec: 242.34 - lr: 0.100000 | |
| 2022-08-07 02:38:43,896 epoch 16 - iter 2696/3375 - loss 0.09434421 - samples/sec: 236.94 - lr: 0.100000 | |
| 2022-08-07 02:38:54,862 epoch 16 - iter 3033/3375 - loss 0.09403046 - samples/sec: 246.48 - lr: 0.100000 | |
| 2022-08-07 02:39:06,183 epoch 16 - iter 3370/3375 - loss 0.09453781 - samples/sec: 238.83 - lr: 0.100000 | |
| 2022-08-07 02:39:06,368 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:39:06,369 EPOCH 16 done: loss 0.0954 - lr 0.100000 | |
| 2022-08-07 02:39:06,369 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:39:06,370 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:39:17,685 epoch 17 - iter 337/3375 - loss 0.09065832 - samples/sec: 238.97 - lr: 0.100000 | |
| 2022-08-07 02:39:28,532 epoch 17 - iter 674/3375 - loss 0.09074058 - samples/sec: 249.20 - lr: 0.100000 | |
| 2022-08-07 02:39:39,813 epoch 17 - iter 1011/3375 - loss 0.09076218 - samples/sec: 239.62 - lr: 0.100000 | |
| 2022-08-07 02:39:51,097 epoch 17 - iter 1348/3375 - loss 0.09114038 - samples/sec: 239.58 - lr: 0.100000 | |
| 2022-08-07 02:40:02,140 epoch 17 - iter 1685/3375 - loss 0.09364976 - samples/sec: 244.81 - lr: 0.100000 | |
| 2022-08-07 02:40:13,561 epoch 17 - iter 2022/3375 - loss 0.09295760 - samples/sec: 236.71 - lr: 0.100000 | |
| 2022-08-07 02:40:24,964 epoch 17 - iter 2359/3375 - loss 0.09259855 - samples/sec: 237.08 - lr: 0.100000 | |
| 2022-08-07 02:40:36,010 epoch 17 - iter 2696/3375 - loss 0.09252924 - samples/sec: 244.74 - lr: 0.100000 | |
| 2022-08-07 02:40:47,006 epoch 17 - iter 3033/3375 - loss 0.09270205 - samples/sec: 245.80 - lr: 0.100000 | |
| 2022-08-07 02:40:58,218 epoch 17 - iter 3370/3375 - loss 0.09268398 - samples/sec: 241.11 - lr: 0.100000 | |
| 2022-08-07 02:40:58,391 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:40:58,391 EPOCH 17 done: loss 0.0927 - lr 0.100000 | |
| 2022-08-07 02:40:58,391 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:40:58,392 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:41:09,599 epoch 18 - iter 337/3375 - loss 0.09055744 - samples/sec: 241.22 - lr: 0.100000 | |
| 2022-08-07 02:41:20,285 epoch 18 - iter 674/3375 - loss 0.08777919 - samples/sec: 252.94 - lr: 0.100000 | |
| 2022-08-07 02:41:31,419 epoch 18 - iter 1011/3375 - loss 0.08653121 - samples/sec: 242.79 - lr: 0.100000 | |
| 2022-08-07 02:41:42,739 epoch 18 - iter 1348/3375 - loss 0.08740157 - samples/sec: 238.86 - lr: 0.100000 | |
| 2022-08-07 02:41:53,953 epoch 18 - iter 1685/3375 - loss 0.08793633 - samples/sec: 241.06 - lr: 0.100000 | |
| 2022-08-07 02:42:04,883 epoch 18 - iter 2022/3375 - loss 0.08754013 - samples/sec: 247.32 - lr: 0.100000 | |
| 2022-08-07 02:42:16,283 epoch 18 - iter 2359/3375 - loss 0.08808403 - samples/sec: 237.14 - lr: 0.100000 | |
| 2022-08-07 02:42:27,434 epoch 18 - iter 2696/3375 - loss 0.08880355 - samples/sec: 242.41 - lr: 0.100000 | |
| 2022-08-07 02:42:38,785 epoch 18 - iter 3033/3375 - loss 0.08953809 - samples/sec: 238.13 - lr: 0.100000 | |
| 2022-08-07 02:42:50,287 epoch 18 - iter 3370/3375 - loss 0.08999968 - samples/sec: 235.01 - lr: 0.100000 | |
| 2022-08-07 02:42:50,435 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:42:50,435 EPOCH 18 done: loss 0.0900 - lr 0.100000 | |
| 2022-08-07 02:42:50,435 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:42:50,436 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:43:01,650 epoch 19 - iter 337/3375 - loss 0.08691442 - samples/sec: 241.09 - lr: 0.100000 | |
| 2022-08-07 02:43:12,726 epoch 19 - iter 674/3375 - loss 0.08776779 - samples/sec: 244.04 - lr: 0.100000 | |
| 2022-08-07 02:43:23,627 epoch 19 - iter 1011/3375 - loss 0.08694620 - samples/sec: 247.98 - lr: 0.100000 | |
| 2022-08-07 02:43:34,831 epoch 19 - iter 1348/3375 - loss 0.08641312 - samples/sec: 241.26 - lr: 0.100000 | |
| 2022-08-07 02:43:46,256 epoch 19 - iter 1685/3375 - loss 0.08834346 - samples/sec: 236.64 - lr: 0.100000 | |
| 2022-08-07 02:43:57,309 epoch 19 - iter 2022/3375 - loss 0.08773463 - samples/sec: 244.61 - lr: 0.100000 | |
| 2022-08-07 02:44:08,660 epoch 19 - iter 2359/3375 - loss 0.08783827 - samples/sec: 238.15 - lr: 0.100000 | |
| 2022-08-07 02:44:19,311 epoch 19 - iter 2696/3375 - loss 0.08811852 - samples/sec: 253.71 - lr: 0.100000 | |
| 2022-08-07 02:44:30,362 epoch 19 - iter 3033/3375 - loss 0.08824350 - samples/sec: 244.57 - lr: 0.100000 | |
| 2022-08-07 02:44:41,601 epoch 19 - iter 3370/3375 - loss 0.08849871 - samples/sec: 240.51 - lr: 0.100000 | |
| 2022-08-07 02:44:41,783 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:44:41,783 EPOCH 19 done: loss 0.0885 - lr 0.100000 | |
| 2022-08-07 02:44:41,783 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:44:41,783 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:44:52,525 epoch 20 - iter 337/3375 - loss 0.09322885 - samples/sec: 251.66 - lr: 0.100000 | |
| 2022-08-07 02:45:03,893 epoch 20 - iter 674/3375 - loss 0.08928904 - samples/sec: 237.84 - lr: 0.100000 | |
| 2022-08-07 02:45:15,191 epoch 20 - iter 1011/3375 - loss 0.08975760 - samples/sec: 239.28 - lr: 0.100000 | |
| 2022-08-07 02:45:26,425 epoch 20 - iter 1348/3375 - loss 0.08790189 - samples/sec: 240.63 - lr: 0.100000 | |
| 2022-08-07 02:45:36,609 epoch 20 - iter 1685/3375 - loss 0.08815741 - samples/sec: 265.45 - lr: 0.100000 | |
| 2022-08-07 02:45:47,682 epoch 20 - iter 2022/3375 - loss 0.08809693 - samples/sec: 244.16 - lr: 0.100000 | |
| 2022-08-07 02:45:58,875 epoch 20 - iter 2359/3375 - loss 0.08818872 - samples/sec: 241.50 - lr: 0.100000 | |
| 2022-08-07 02:46:10,105 epoch 20 - iter 2696/3375 - loss 0.08873562 - samples/sec: 240.71 - lr: 0.100000 | |
| 2022-08-07 02:46:20,950 epoch 20 - iter 3033/3375 - loss 0.08879496 - samples/sec: 249.22 - lr: 0.100000 | |
| 2022-08-07 02:46:32,158 epoch 20 - iter 3370/3375 - loss 0.08832716 - samples/sec: 241.18 - lr: 0.100000 | |
| 2022-08-07 02:46:32,335 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:46:32,335 EPOCH 20 done: loss 0.0883 - lr 0.100000 | |
| 2022-08-07 02:46:32,335 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:46:32,335 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:46:43,375 epoch 21 - iter 337/3375 - loss 0.09213887 - samples/sec: 244.86 - lr: 0.100000 | |
| 2022-08-07 02:46:54,478 epoch 21 - iter 674/3375 - loss 0.08900913 - samples/sec: 243.46 - lr: 0.100000 | |
| 2022-08-07 02:47:05,301 epoch 21 - iter 1011/3375 - loss 0.08754593 - samples/sec: 249.76 - lr: 0.100000 | |
| 2022-08-07 02:47:15,433 epoch 21 - iter 1348/3375 - loss 0.08629554 - samples/sec: 266.73 - lr: 0.100000 | |
| 2022-08-07 02:47:26,262 epoch 21 - iter 1685/3375 - loss 0.08524342 - samples/sec: 249.61 - lr: 0.100000 | |
| 2022-08-07 02:47:37,339 epoch 21 - iter 2022/3375 - loss 0.08503406 - samples/sec: 244.03 - lr: 0.100000 | |
| 2022-08-07 02:47:48,120 epoch 21 - iter 2359/3375 - loss 0.08520712 - samples/sec: 250.70 - lr: 0.100000 | |
| 2022-08-07 02:47:59,174 epoch 21 - iter 2696/3375 - loss 0.08494666 - samples/sec: 244.53 - lr: 0.100000 | |
| 2022-08-07 02:48:09,988 epoch 21 - iter 3033/3375 - loss 0.08480265 - samples/sec: 249.92 - lr: 0.100000 | |
| 2022-08-07 02:48:21,077 epoch 21 - iter 3370/3375 - loss 0.08495562 - samples/sec: 243.77 - lr: 0.100000 | |
| 2022-08-07 02:48:21,260 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:48:21,260 EPOCH 21 done: loss 0.0849 - lr 0.100000 | |
| 2022-08-07 02:48:21,260 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:48:21,261 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:48:32,111 epoch 22 - iter 337/3375 - loss 0.08295893 - samples/sec: 249.16 - lr: 0.100000 | |
| 2022-08-07 02:48:43,332 epoch 22 - iter 674/3375 - loss 0.08481991 - samples/sec: 240.82 - lr: 0.100000 | |
| 2022-08-07 02:48:54,762 epoch 22 - iter 1011/3375 - loss 0.08570495 - samples/sec: 236.51 - lr: 0.100000 | |
| 2022-08-07 02:49:05,835 epoch 22 - iter 1348/3375 - loss 0.08393526 - samples/sec: 244.10 - lr: 0.100000 | |
| 2022-08-07 02:49:15,803 epoch 22 - iter 1685/3375 - loss 0.08354373 - samples/sec: 271.08 - lr: 0.100000 | |
| 2022-08-07 02:49:26,536 epoch 22 - iter 2022/3375 - loss 0.08345868 - samples/sec: 251.91 - lr: 0.100000 | |
| 2022-08-07 02:49:38,171 epoch 22 - iter 2359/3375 - loss 0.08348163 - samples/sec: 232.34 - lr: 0.100000 | |
| 2022-08-07 02:49:49,576 epoch 22 - iter 2696/3375 - loss 0.08383154 - samples/sec: 237.03 - lr: 0.100000 | |
| 2022-08-07 02:50:00,569 epoch 22 - iter 3033/3375 - loss 0.08343660 - samples/sec: 245.95 - lr: 0.100000 | |
| 2022-08-07 02:50:11,702 epoch 22 - iter 3370/3375 - loss 0.08352162 - samples/sec: 242.80 - lr: 0.100000 | |
| 2022-08-07 02:50:11,847 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:50:11,847 EPOCH 22 done: loss 0.0835 - lr 0.100000 | |
| 2022-08-07 02:50:11,847 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:50:11,847 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:50:22,990 epoch 23 - iter 337/3375 - loss 0.07887801 - samples/sec: 242.63 - lr: 0.100000 | |
| 2022-08-07 02:50:34,284 epoch 23 - iter 674/3375 - loss 0.08322045 - samples/sec: 239.33 - lr: 0.100000 | |
| 2022-08-07 02:50:45,593 epoch 23 - iter 1011/3375 - loss 0.08177573 - samples/sec: 239.05 - lr: 0.100000 | |
| 2022-08-07 02:50:56,652 epoch 23 - iter 1348/3375 - loss 0.08159359 - samples/sec: 244.44 - lr: 0.100000 | |
| 2022-08-07 02:51:07,155 epoch 23 - iter 1685/3375 - loss 0.08185351 - samples/sec: 257.37 - lr: 0.100000 | |
| 2022-08-07 02:51:18,142 epoch 23 - iter 2022/3375 - loss 0.08216048 - samples/sec: 246.03 - lr: 0.100000 | |
| 2022-08-07 02:51:28,880 epoch 23 - iter 2359/3375 - loss 0.08232311 - samples/sec: 251.72 - lr: 0.100000 | |
| 2022-08-07 02:51:40,057 epoch 23 - iter 2696/3375 - loss 0.08129492 - samples/sec: 241.84 - lr: 0.100000 | |
| 2022-08-07 02:51:50,922 epoch 23 - iter 3033/3375 - loss 0.08169562 - samples/sec: 248.76 - lr: 0.100000 | |
| 2022-08-07 02:52:02,160 epoch 23 - iter 3370/3375 - loss 0.08205725 - samples/sec: 240.50 - lr: 0.100000 | |
| 2022-08-07 02:52:02,323 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:52:02,323 EPOCH 23 done: loss 0.0820 - lr 0.100000 | |
| 2022-08-07 02:52:02,324 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:52:02,324 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:52:13,284 epoch 24 - iter 337/3375 - loss 0.07347428 - samples/sec: 246.66 - lr: 0.100000 | |
| 2022-08-07 02:52:24,344 epoch 24 - iter 674/3375 - loss 0.07465337 - samples/sec: 244.38 - lr: 0.100000 | |
| 2022-08-07 02:52:35,586 epoch 24 - iter 1011/3375 - loss 0.07715712 - samples/sec: 240.49 - lr: 0.100000 | |
| 2022-08-07 02:52:46,455 epoch 24 - iter 1348/3375 - loss 0.07792351 - samples/sec: 248.67 - lr: 0.100000 | |
| 2022-08-07 02:52:57,159 epoch 24 - iter 1685/3375 - loss 0.07863379 - samples/sec: 252.50 - lr: 0.100000 | |
| 2022-08-07 02:53:08,499 epoch 24 - iter 2022/3375 - loss 0.07926591 - samples/sec: 238.36 - lr: 0.100000 | |
| 2022-08-07 02:53:18,679 epoch 24 - iter 2359/3375 - loss 0.07936523 - samples/sec: 265.47 - lr: 0.100000 | |
| 2022-08-07 02:53:29,858 epoch 24 - iter 2696/3375 - loss 0.08120908 - samples/sec: 241.78 - lr: 0.100000 | |
| 2022-08-07 02:53:41,047 epoch 24 - iter 3033/3375 - loss 0.08128250 - samples/sec: 241.61 - lr: 0.100000 | |
| 2022-08-07 02:53:52,019 epoch 24 - iter 3370/3375 - loss 0.08094103 - samples/sec: 246.36 - lr: 0.100000 | |
| 2022-08-07 02:53:52,158 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:53:52,159 EPOCH 24 done: loss 0.0810 - lr 0.100000 | |
| 2022-08-07 02:53:52,159 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:53:52,159 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:54:03,354 epoch 25 - iter 337/3375 - loss 0.08139893 - samples/sec: 241.47 - lr: 0.100000 | |
| 2022-08-07 02:54:14,091 epoch 25 - iter 674/3375 - loss 0.07911841 - samples/sec: 251.69 - lr: 0.100000 | |
| 2022-08-07 02:54:24,835 epoch 25 - iter 1011/3375 - loss 0.07860869 - samples/sec: 251.59 - lr: 0.100000 | |
| 2022-08-07 02:54:35,909 epoch 25 - iter 1348/3375 - loss 0.07879774 - samples/sec: 244.08 - lr: 0.100000 | |
| 2022-08-07 02:54:47,101 epoch 25 - iter 1685/3375 - loss 0.07789856 - samples/sec: 241.55 - lr: 0.100000 | |
| 2022-08-07 02:54:58,083 epoch 25 - iter 2022/3375 - loss 0.07839394 - samples/sec: 246.13 - lr: 0.100000 | |
| 2022-08-07 02:55:09,311 epoch 25 - iter 2359/3375 - loss 0.07843746 - samples/sec: 240.78 - lr: 0.100000 | |
| 2022-08-07 02:55:20,397 epoch 25 - iter 2696/3375 - loss 0.07817246 - samples/sec: 243.82 - lr: 0.100000 | |
| 2022-08-07 02:55:31,407 epoch 25 - iter 3033/3375 - loss 0.07825394 - samples/sec: 245.49 - lr: 0.100000 | |
| 2022-08-07 02:55:42,519 epoch 25 - iter 3370/3375 - loss 0.07815000 - samples/sec: 243.29 - lr: 0.100000 | |
| 2022-08-07 02:55:42,715 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:55:42,715 EPOCH 25 done: loss 0.0782 - lr 0.100000 | |
| 2022-08-07 02:55:42,715 BAD EPOCHS (no improvement): 0 | |
| 2022-08-07 02:55:43,803 ---------------------------------------------------------------------------------------------------- | |
| 2022-08-07 02:55:43,803 Testing using last state of model ... | |
| 2022-08-07 02:56:08,461 Evaluating as a multi-label problem: False | |
| 2022-08-07 02:56:09,046 0.9703 0.9703 0.9703 0.9703 | |
| 2022-08-07 02:56:09,046 | |
| Results: | |
| - F-score (micro) 0.9703 | |
| - F-score (macro) 0.8814 | |
| - Accuracy 0.9703 | |
| By class: | |
| precision recall f1-score support | |
| N_SING 0.9787 0.9602 0.9694 30553 | |
| P 0.9567 0.9945 0.9752 9951 | |
| DELM 0.9983 0.9996 0.9990 8122 | |
| ADJ 0.9061 0.9466 0.9259 7466 | |
| CON 0.9902 0.9809 0.9856 6823 | |
| N_PL 0.9826 0.9731 0.9778 5163 | |
| V_PA 0.9792 0.9819 0.9805 2873 | |
| V_PRS 0.9937 0.9916 0.9926 2841 | |
| NUM 0.9915 0.9982 0.9949 2232 | |
| PRO 0.9694 0.9531 0.9611 2258 | |
| DET 0.9583 0.9665 0.9624 1853 | |
| CLITIC 1.0000 1.0000 1.0000 1259 | |
| V_PP 0.9726 0.9827 0.9777 1158 | |
| V_SUB 0.9871 0.9651 0.9760 1031 | |
| ADV 0.8562 0.8659 0.8610 880 | |
| ADV_TIME 0.9171 0.9734 0.9444 489 | |
| V_AUX 0.9921 0.9947 0.9934 379 | |
| ADJ_SUP 0.9925 0.9852 0.9888 270 | |
| ADJ_CMPR 0.9444 0.9689 0.9565 193 | |
| ADJ_INO 0.8531 0.7262 0.7846 168 | |
| ADV_NEG 0.9270 0.8523 0.8881 149 | |
| ADV_I 0.8976 0.8143 0.8539 140 | |
| FW 0.8000 0.6179 0.6972 123 | |
| ADV_COMP 0.8202 0.9605 0.8848 76 | |
| ADV_LOC 0.9863 0.9863 0.9863 73 | |
| V_IMP 0.7407 0.7143 0.7273 56 | |
| PREV 0.8065 0.7812 0.7937 32 | |
| INT 0.6111 0.4583 0.5238 24 | |
| N_VOC 0.0000 0.0000 0.0000 0 | |
| accuracy 0.9703 86635 | |
| macro avg 0.8900 0.8756 0.8814 86635 | |
| weighted avg 0.9707 0.9703 0.9703 86635 | |
| 2022-08-07 02:56:09,046 ---------------------------------------------------------------------------------------------------- | |