| 2021-10-21 11:09:37,365 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:09:37,365 Model: "SequenceTagger( | |
| (embeddings): StackedEmbeddings( | |
| (list_embedding_0): WordEmbeddings('pubmed') | |
| (list_embedding_1): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.1, inplace=False) | |
| (encoder): Embedding(275, 100) | |
| (rnn): LSTM(100, 2048) | |
| (decoder): Linear(in_features=2048, out_features=275, bias=True) | |
| ) | |
| ) | |
| (list_embedding_2): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.1, inplace=False) | |
| (encoder): Embedding(275, 100) | |
| (rnn): LSTM(100, 2048) | |
| (decoder): Linear(in_features=2048, out_features=275, bias=True) | |
| ) | |
| ) | |
| ) | |
| (word_dropout): WordDropout(p=0.05) | |
| (locked_dropout): LockedDropout(p=0.5) | |
| (embedding2nn): Linear(in_features=4296, out_features=4296, bias=True) | |
| (rnn): LSTM(4296, 256, batch_first=True, bidirectional=True) | |
| (linear): Linear(in_features=512, out_features=7, bias=True) | |
| (beta): 1.0 | |
| (weights): None | |
| (weight_tensor) None | |
| )" | |
| 2021-10-21 11:09:37,366 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:09:37,366 Corpus: "Corpus: 1937 train + 215 dev + 538 test sentences" | |
| 2021-10-21 11:09:37,366 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:09:37,366 Parameters: | |
| 2021-10-21 11:09:37,366 - learning_rate: "0.1" | |
| 2021-10-21 11:09:37,366 - mini_batch_size: "32" | |
| 2021-10-21 11:09:37,366 - patience: "3" | |
| 2021-10-21 11:09:37,366 - anneal_factor: "0.5" | |
| 2021-10-21 11:09:37,366 - max_epochs: "100" | |
| 2021-10-21 11:09:37,366 - shuffle: "True" | |
| 2021-10-21 11:09:37,366 - train_with_dev: "True" | |
| 2021-10-21 11:09:37,367 - batch_growth_annealing: "False" | |
| 2021-10-21 11:09:37,367 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:09:37,367 Model training base path: "/glusterfs/dfs-gfs-dist/gardasam/bte-corpus/reg-feat-models/Tfbs" | |
| 2021-10-21 11:09:37,367 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:09:37,367 Device: cuda:0 | |
| 2021-10-21 11:09:37,367 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:09:37,367 Embeddings storage mode: cpu | |
| 2021-10-21 11:09:37,370 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:09:40,771 epoch 1 - iter 8/85 - loss 0.72448433 - samples/sec: 75.31 - lr: 0.100000 | |
| 2021-10-21 11:09:43,706 epoch 1 - iter 16/85 - loss 0.41351469 - samples/sec: 87.26 - lr: 0.100000 | |
| 2021-10-21 11:09:46,550 epoch 1 - iter 24/85 - loss 0.30193318 - samples/sec: 90.12 - lr: 0.100000 | |
| 2021-10-21 11:09:49,942 epoch 1 - iter 32/85 - loss 0.23893069 - samples/sec: 75.56 - lr: 0.100000 | |
| 2021-10-21 11:09:53,372 epoch 1 - iter 40/85 - loss 0.21057099 - samples/sec: 74.70 - lr: 0.100000 | |
| 2021-10-21 11:09:56,648 epoch 1 - iter 48/85 - loss 0.19021859 - samples/sec: 78.24 - lr: 0.100000 | |
| 2021-10-21 11:10:00,256 epoch 1 - iter 56/85 - loss 0.17534560 - samples/sec: 71.01 - lr: 0.100000 | |
| 2021-10-21 11:10:03,461 epoch 1 - iter 64/85 - loss 0.16302698 - samples/sec: 80.02 - lr: 0.100000 | |
| 2021-10-21 11:10:06,589 epoch 1 - iter 72/85 - loss 0.15597622 - samples/sec: 81.96 - lr: 0.100000 | |
| 2021-10-21 11:10:09,945 epoch 1 - iter 80/85 - loss 0.15151322 - samples/sec: 76.36 - lr: 0.100000 | |
| 2021-10-21 11:10:11,752 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:10:11,753 EPOCH 1 done: loss 0.1471 - lr 0.1000000 | |
| 2021-10-21 11:10:11,753 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:10:21,679 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:10:23,105 epoch 2 - iter 8/85 - loss 0.02331844 - samples/sec: 179.92 - lr: 0.100000 | |
| 2021-10-21 11:10:24,847 epoch 2 - iter 16/85 - loss 0.03243738 - samples/sec: 147.06 - lr: 0.100000 | |
| 2021-10-21 11:10:26,351 epoch 2 - iter 24/85 - loss 0.04293293 - samples/sec: 170.40 - lr: 0.100000 | |
| 2021-10-21 11:10:27,859 epoch 2 - iter 32/85 - loss 0.04733716 - samples/sec: 169.95 - lr: 0.100000 | |
| 2021-10-21 11:10:29,497 epoch 2 - iter 40/85 - loss 0.05716868 - samples/sec: 156.44 - lr: 0.100000 | |
| 2021-10-21 11:10:31,094 epoch 2 - iter 48/85 - loss 0.05327323 - samples/sec: 160.41 - lr: 0.100000 | |
| 2021-10-21 11:10:32,607 epoch 2 - iter 56/85 - loss 0.05191819 - samples/sec: 169.40 - lr: 0.100000 | |
| 2021-10-21 11:10:34,242 epoch 2 - iter 64/85 - loss 0.05099684 - samples/sec: 156.69 - lr: 0.100000 | |
| 2021-10-21 11:10:35,870 epoch 2 - iter 72/85 - loss 0.05277850 - samples/sec: 157.36 - lr: 0.100000 | |
| 2021-10-21 11:10:37,458 epoch 2 - iter 80/85 - loss 0.05152720 - samples/sec: 161.35 - lr: 0.100000 | |
| 2021-10-21 11:10:38,452 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:10:38,452 EPOCH 2 done: loss 0.0527 - lr 0.1000000 | |
| 2021-10-21 11:10:38,452 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:10:48,323 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:10:50,199 epoch 3 - iter 8/85 - loss 0.04539413 - samples/sec: 136.68 - lr: 0.100000 | |
| 2021-10-21 11:10:51,719 epoch 3 - iter 16/85 - loss 0.03972739 - samples/sec: 168.64 - lr: 0.100000 | |
| 2021-10-21 11:10:53,297 epoch 3 - iter 24/85 - loss 0.04867810 - samples/sec: 162.40 - lr: 0.100000 | |
| 2021-10-21 11:10:54,933 epoch 3 - iter 32/85 - loss 0.05049471 - samples/sec: 156.56 - lr: 0.100000 | |
| 2021-10-21 11:10:56,612 epoch 3 - iter 40/85 - loss 0.05153344 - samples/sec: 152.66 - lr: 0.100000 | |
| 2021-10-21 11:10:58,082 epoch 3 - iter 48/85 - loss 0.05058749 - samples/sec: 174.26 - lr: 0.100000 | |
| 2021-10-21 11:10:59,538 epoch 3 - iter 56/85 - loss 0.05057030 - samples/sec: 176.11 - lr: 0.100000 | |
| 2021-10-21 11:11:01,190 epoch 3 - iter 64/85 - loss 0.04791931 - samples/sec: 155.05 - lr: 0.100000 | |
| 2021-10-21 11:11:05,953 epoch 3 - iter 72/85 - loss 0.04496328 - samples/sec: 53.76 - lr: 0.100000 | |
| 2021-10-21 11:11:07,724 epoch 3 - iter 80/85 - loss 0.04275463 - samples/sec: 144.70 - lr: 0.100000 | |
| 2021-10-21 11:11:08,489 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:11:08,489 EPOCH 3 done: loss 0.0417 - lr 0.1000000 | |
| 2021-10-21 11:11:08,489 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:11:18,401 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:11:20,314 epoch 4 - iter 8/85 - loss 0.03380785 - samples/sec: 133.97 - lr: 0.100000 | |
| 2021-10-21 11:11:22,324 epoch 4 - iter 16/85 - loss 0.03205695 - samples/sec: 127.48 - lr: 0.100000 | |
| 2021-10-21 11:11:24,230 epoch 4 - iter 24/85 - loss 0.03013390 - samples/sec: 134.49 - lr: 0.100000 | |
| 2021-10-21 11:11:26,053 epoch 4 - iter 32/85 - loss 0.02987377 - samples/sec: 140.66 - lr: 0.100000 | |
| 2021-10-21 11:11:27,790 epoch 4 - iter 40/85 - loss 0.02975252 - samples/sec: 147.51 - lr: 0.100000 | |
| 2021-10-21 11:11:29,724 epoch 4 - iter 48/85 - loss 0.03233166 - samples/sec: 132.46 - lr: 0.100000 | |
| 2021-10-21 11:11:31,523 epoch 4 - iter 56/85 - loss 0.03617831 - samples/sec: 142.46 - lr: 0.100000 | |
| 2021-10-21 11:11:33,054 epoch 4 - iter 64/85 - loss 0.03751767 - samples/sec: 167.42 - lr: 0.100000 | |
| 2021-10-21 11:11:34,648 epoch 4 - iter 72/85 - loss 0.03493253 - samples/sec: 160.72 - lr: 0.100000 | |
| 2021-10-21 11:11:36,296 epoch 4 - iter 80/85 - loss 0.03360045 - samples/sec: 155.57 - lr: 0.100000 | |
| 2021-10-21 11:11:37,135 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:11:37,135 EPOCH 4 done: loss 0.0350 - lr 0.1000000 | |
| 2021-10-21 11:11:37,135 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:11:47,312 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:11:49,037 epoch 5 - iter 8/85 - loss 0.05595538 - samples/sec: 148.65 - lr: 0.100000 | |
| 2021-10-21 11:11:50,930 epoch 5 - iter 16/85 - loss 0.03556586 - samples/sec: 135.39 - lr: 0.100000 | |
| 2021-10-21 11:11:52,660 epoch 5 - iter 24/85 - loss 0.03347759 - samples/sec: 148.10 - lr: 0.100000 | |
| 2021-10-21 11:11:54,271 epoch 5 - iter 32/85 - loss 0.03353416 - samples/sec: 159.12 - lr: 0.100000 | |
| 2021-10-21 11:11:56,128 epoch 5 - iter 40/85 - loss 0.03646603 - samples/sec: 137.97 - lr: 0.100000 | |
| 2021-10-21 11:11:57,997 epoch 5 - iter 48/85 - loss 0.03881901 - samples/sec: 137.08 - lr: 0.100000 | |
| 2021-10-21 11:11:59,802 epoch 5 - iter 56/85 - loss 0.03869110 - samples/sec: 142.00 - lr: 0.100000 | |
| 2021-10-21 11:12:01,519 epoch 5 - iter 64/85 - loss 0.03832648 - samples/sec: 149.24 - lr: 0.100000 | |
| 2021-10-21 11:12:03,280 epoch 5 - iter 72/85 - loss 0.03562709 - samples/sec: 145.49 - lr: 0.100000 | |
| 2021-10-21 11:12:04,934 epoch 5 - iter 80/85 - loss 0.03370040 - samples/sec: 154.95 - lr: 0.100000 | |
| 2021-10-21 11:12:05,735 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:12:05,736 EPOCH 5 done: loss 0.0332 - lr 0.1000000 | |
| 2021-10-21 11:12:05,736 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:12:15,919 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:12:18,035 epoch 6 - iter 8/85 - loss 0.03291816 - samples/sec: 121.19 - lr: 0.100000 | |
| 2021-10-21 11:12:19,767 epoch 6 - iter 16/85 - loss 0.02409369 - samples/sec: 147.95 - lr: 0.100000 | |
| 2021-10-21 11:12:21,825 epoch 6 - iter 24/85 - loss 0.02641961 - samples/sec: 124.52 - lr: 0.100000 | |
| 2021-10-21 11:12:23,694 epoch 6 - iter 32/85 - loss 0.03058106 - samples/sec: 137.04 - lr: 0.100000 | |
| 2021-10-21 11:12:25,665 epoch 6 - iter 40/85 - loss 0.02753010 - samples/sec: 130.00 - lr: 0.100000 | |
| 2021-10-21 11:12:27,621 epoch 6 - iter 48/85 - loss 0.02857922 - samples/sec: 131.00 - lr: 0.100000 | |
| 2021-10-21 11:12:29,373 epoch 6 - iter 56/85 - loss 0.02878480 - samples/sec: 146.31 - lr: 0.100000 | |
| 2021-10-21 11:12:31,199 epoch 6 - iter 64/85 - loss 0.02799394 - samples/sec: 140.36 - lr: 0.100000 | |
| 2021-10-21 11:12:33,220 epoch 6 - iter 72/85 - loss 0.02756582 - samples/sec: 126.72 - lr: 0.100000 | |
| 2021-10-21 11:12:34,928 epoch 6 - iter 80/85 - loss 0.02896592 - samples/sec: 150.01 - lr: 0.100000 | |
| 2021-10-21 11:12:36,040 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:12:36,040 EPOCH 6 done: loss 0.0280 - lr 0.1000000 | |
| 2021-10-21 11:12:36,040 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:12:46,083 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:12:47,789 epoch 7 - iter 8/85 - loss 0.03917539 - samples/sec: 150.30 - lr: 0.100000 | |
| 2021-10-21 11:12:49,501 epoch 7 - iter 16/85 - loss 0.02630925 - samples/sec: 149.72 - lr: 0.100000 | |
| 2021-10-21 11:12:51,398 epoch 7 - iter 24/85 - loss 0.02395517 - samples/sec: 135.10 - lr: 0.100000 | |
| 2021-10-21 11:12:53,181 epoch 7 - iter 32/85 - loss 0.02780662 - samples/sec: 143.74 - lr: 0.100000 | |
| 2021-10-21 11:12:55,112 epoch 7 - iter 40/85 - loss 0.02734153 - samples/sec: 132.66 - lr: 0.100000 | |
| 2021-10-21 11:12:56,949 epoch 7 - iter 48/85 - loss 0.02650182 - samples/sec: 139.48 - lr: 0.100000 | |
| 2021-10-21 11:12:58,892 epoch 7 - iter 56/85 - loss 0.02695906 - samples/sec: 131.86 - lr: 0.100000 | |
| 2021-10-21 11:13:00,804 epoch 7 - iter 64/85 - loss 0.03145713 - samples/sec: 134.14 - lr: 0.100000 | |
| 2021-10-21 11:13:03,043 epoch 7 - iter 72/85 - loss 0.03024231 - samples/sec: 114.47 - lr: 0.100000 | |
| 2021-10-21 11:13:05,046 epoch 7 - iter 80/85 - loss 0.02915781 - samples/sec: 128.10 - lr: 0.100000 | |
| 2021-10-21 11:13:05,910 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:13:05,911 EPOCH 7 done: loss 0.0293 - lr 0.1000000 | |
| 2021-10-21 11:13:05,911 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:13:16,029 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:13:17,652 epoch 8 - iter 8/85 - loss 0.02631442 - samples/sec: 157.98 - lr: 0.100000 | |
| 2021-10-21 11:13:19,381 epoch 8 - iter 16/85 - loss 0.03199549 - samples/sec: 148.21 - lr: 0.100000 | |
| 2021-10-21 11:13:21,292 epoch 8 - iter 24/85 - loss 0.02876736 - samples/sec: 134.12 - lr: 0.100000 | |
| 2021-10-21 11:13:23,081 epoch 8 - iter 32/85 - loss 0.02995763 - samples/sec: 143.39 - lr: 0.100000 | |
| 2021-10-21 11:13:24,977 epoch 8 - iter 40/85 - loss 0.02934055 - samples/sec: 135.24 - lr: 0.100000 | |
| 2021-10-21 11:13:26,747 epoch 8 - iter 48/85 - loss 0.02909343 - samples/sec: 144.77 - lr: 0.100000 | |
| 2021-10-21 11:13:28,498 epoch 8 - iter 56/85 - loss 0.02903870 - samples/sec: 146.34 - lr: 0.100000 | |
| 2021-10-21 11:13:30,428 epoch 8 - iter 64/85 - loss 0.02839675 - samples/sec: 132.78 - lr: 0.100000 | |
| 2021-10-21 11:13:32,366 epoch 8 - iter 72/85 - loss 0.02778043 - samples/sec: 132.32 - lr: 0.100000 | |
| 2021-10-21 11:13:34,283 epoch 8 - iter 80/85 - loss 0.02741882 - samples/sec: 133.71 - lr: 0.100000 | |
| 2021-10-21 11:13:35,385 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:13:35,386 EPOCH 8 done: loss 0.0279 - lr 0.1000000 | |
| 2021-10-21 11:13:35,386 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:13:45,725 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:13:47,463 epoch 9 - iter 8/85 - loss 0.02211077 - samples/sec: 147.56 - lr: 0.100000 | |
| 2021-10-21 11:13:49,277 epoch 9 - iter 16/85 - loss 0.02200757 - samples/sec: 141.28 - lr: 0.100000 | |
| 2021-10-21 11:13:51,118 epoch 9 - iter 24/85 - loss 0.02199679 - samples/sec: 139.16 - lr: 0.100000 | |
| 2021-10-21 11:13:52,964 epoch 9 - iter 32/85 - loss 0.02031807 - samples/sec: 138.99 - lr: 0.100000 | |
| 2021-10-21 11:13:54,443 epoch 9 - iter 40/85 - loss 0.01929110 - samples/sec: 173.27 - lr: 0.100000 | |
| 2021-10-21 11:13:56,201 epoch 9 - iter 48/85 - loss 0.01940748 - samples/sec: 145.76 - lr: 0.100000 | |
| 2021-10-21 11:13:57,923 epoch 9 - iter 56/85 - loss 0.01840399 - samples/sec: 148.82 - lr: 0.100000 | |
| 2021-10-21 11:13:59,937 epoch 9 - iter 64/85 - loss 0.01793667 - samples/sec: 127.24 - lr: 0.100000 | |
| 2021-10-21 11:14:01,610 epoch 9 - iter 72/85 - loss 0.01806184 - samples/sec: 153.22 - lr: 0.100000 | |
| 2021-10-21 11:14:03,652 epoch 9 - iter 80/85 - loss 0.01810712 - samples/sec: 125.58 - lr: 0.100000 | |
| 2021-10-21 11:14:04,758 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:14:04,758 EPOCH 9 done: loss 0.0185 - lr 0.1000000 | |
| 2021-10-21 11:14:04,758 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:14:14,764 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:14:16,516 epoch 10 - iter 8/85 - loss 0.01696318 - samples/sec: 146.34 - lr: 0.100000 | |
| 2021-10-21 11:14:18,080 epoch 10 - iter 16/85 - loss 0.02778214 - samples/sec: 163.93 - lr: 0.100000 | |
| 2021-10-21 11:14:19,782 epoch 10 - iter 24/85 - loss 0.02161531 - samples/sec: 150.59 - lr: 0.100000 | |
| 2021-10-21 11:14:21,431 epoch 10 - iter 32/85 - loss 0.02155901 - samples/sec: 155.36 - lr: 0.100000 | |
| 2021-10-21 11:14:23,149 epoch 10 - iter 40/85 - loss 0.02419262 - samples/sec: 149.12 - lr: 0.100000 | |
| 2021-10-21 11:14:24,896 epoch 10 - iter 48/85 - loss 0.02259338 - samples/sec: 146.76 - lr: 0.100000 | |
| 2021-10-21 11:14:26,539 epoch 10 - iter 56/85 - loss 0.02259987 - samples/sec: 155.91 - lr: 0.100000 | |
| 2021-10-21 11:14:28,101 epoch 10 - iter 64/85 - loss 0.02103375 - samples/sec: 164.09 - lr: 0.100000 | |
| 2021-10-21 11:14:29,832 epoch 10 - iter 72/85 - loss 0.01925159 - samples/sec: 148.06 - lr: 0.100000 | |
| 2021-10-21 11:14:31,686 epoch 10 - iter 80/85 - loss 0.02019252 - samples/sec: 138.20 - lr: 0.100000 | |
| 2021-10-21 11:14:32,539 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:14:32,539 EPOCH 10 done: loss 0.0202 - lr 0.1000000 | |
| 2021-10-21 11:14:32,540 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:14:42,414 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:14:44,334 epoch 11 - iter 8/85 - loss 0.01564610 - samples/sec: 133.46 - lr: 0.100000 | |
| 2021-10-21 11:14:46,178 epoch 11 - iter 16/85 - loss 0.01441549 - samples/sec: 139.03 - lr: 0.100000 | |
| 2021-10-21 11:14:47,678 epoch 11 - iter 24/85 - loss 0.01396009 - samples/sec: 170.75 - lr: 0.100000 | |
| 2021-10-21 11:14:49,308 epoch 11 - iter 32/85 - loss 0.01491132 - samples/sec: 157.29 - lr: 0.100000 | |
| 2021-10-21 11:14:51,062 epoch 11 - iter 40/85 - loss 0.01779810 - samples/sec: 146.11 - lr: 0.100000 | |
| 2021-10-21 11:14:52,820 epoch 11 - iter 48/85 - loss 0.01901129 - samples/sec: 145.79 - lr: 0.100000 | |
| 2021-10-21 11:14:54,466 epoch 11 - iter 56/85 - loss 0.01798767 - samples/sec: 155.64 - lr: 0.100000 | |
| 2021-10-21 11:14:56,079 epoch 11 - iter 64/85 - loss 0.01724497 - samples/sec: 158.91 - lr: 0.100000 | |
| 2021-10-21 11:14:57,714 epoch 11 - iter 72/85 - loss 0.01750429 - samples/sec: 156.68 - lr: 0.100000 | |
| 2021-10-21 11:14:59,386 epoch 11 - iter 80/85 - loss 0.01659899 - samples/sec: 153.29 - lr: 0.100000 | |
| 2021-10-21 11:15:00,209 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:15:00,209 EPOCH 11 done: loss 0.0175 - lr 0.1000000 | |
| 2021-10-21 11:15:00,210 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:15:10,294 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:15:12,028 epoch 12 - iter 8/85 - loss 0.02924908 - samples/sec: 147.78 - lr: 0.100000 | |
| 2021-10-21 11:15:13,670 epoch 12 - iter 16/85 - loss 0.02082378 - samples/sec: 156.11 - lr: 0.100000 | |
| 2021-10-21 11:15:15,439 epoch 12 - iter 24/85 - loss 0.01833155 - samples/sec: 144.91 - lr: 0.100000 | |
| 2021-10-21 11:15:17,288 epoch 12 - iter 32/85 - loss 0.01582553 - samples/sec: 138.60 - lr: 0.100000 | |
| 2021-10-21 11:15:18,774 epoch 12 - iter 40/85 - loss 0.01470990 - samples/sec: 172.46 - lr: 0.100000 | |
| 2021-10-21 11:15:20,369 epoch 12 - iter 48/85 - loss 0.01451077 - samples/sec: 160.76 - lr: 0.100000 | |
| 2021-10-21 11:15:22,167 epoch 12 - iter 56/85 - loss 0.01634033 - samples/sec: 142.46 - lr: 0.100000 | |
| 2021-10-21 11:15:24,863 epoch 12 - iter 64/85 - loss 0.01673588 - samples/sec: 95.07 - lr: 0.100000 | |
| 2021-10-21 11:15:26,871 epoch 12 - iter 72/85 - loss 0.01716967 - samples/sec: 127.61 - lr: 0.100000 | |
| 2021-10-21 11:15:28,841 epoch 12 - iter 80/85 - loss 0.01644607 - samples/sec: 130.03 - lr: 0.100000 | |
| 2021-10-21 11:15:29,782 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:15:29,783 EPOCH 12 done: loss 0.0175 - lr 0.1000000 | |
| 2021-10-21 11:15:29,783 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:15:39,809 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:15:41,672 epoch 13 - iter 8/85 - loss 0.01648183 - samples/sec: 137.56 - lr: 0.100000 | |
| 2021-10-21 11:15:43,641 epoch 13 - iter 16/85 - loss 0.01446948 - samples/sec: 130.18 - lr: 0.100000 | |
| 2021-10-21 11:15:45,450 epoch 13 - iter 24/85 - loss 0.01919678 - samples/sec: 141.65 - lr: 0.100000 | |
| 2021-10-21 11:15:47,313 epoch 13 - iter 32/85 - loss 0.01564707 - samples/sec: 137.50 - lr: 0.100000 | |
| 2021-10-21 11:15:49,381 epoch 13 - iter 40/85 - loss 0.01465758 - samples/sec: 123.95 - lr: 0.100000 | |
| 2021-10-21 11:15:51,497 epoch 13 - iter 48/85 - loss 0.01513767 - samples/sec: 121.05 - lr: 0.100000 | |
| 2021-10-21 11:15:53,512 epoch 13 - iter 56/85 - loss 0.01645289 - samples/sec: 127.13 - lr: 0.100000 | |
| 2021-10-21 11:15:55,214 epoch 13 - iter 64/85 - loss 0.01591480 - samples/sec: 150.56 - lr: 0.100000 | |
| 2021-10-21 11:15:57,059 epoch 13 - iter 72/85 - loss 0.01554953 - samples/sec: 138.85 - lr: 0.100000 | |
| 2021-10-21 11:15:58,946 epoch 13 - iter 80/85 - loss 0.01524159 - samples/sec: 135.82 - lr: 0.100000 | |
| 2021-10-21 11:15:59,958 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:15:59,958 EPOCH 13 done: loss 0.0161 - lr 0.1000000 | |
| 2021-10-21 11:15:59,959 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:16:09,957 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:16:11,914 epoch 14 - iter 8/85 - loss 0.00722499 - samples/sec: 130.97 - lr: 0.100000 | |
| 2021-10-21 11:16:13,764 epoch 14 - iter 16/85 - loss 0.01220162 - samples/sec: 138.50 - lr: 0.100000 | |
| 2021-10-21 11:16:15,735 epoch 14 - iter 24/85 - loss 0.01295867 - samples/sec: 130.06 - lr: 0.100000 | |
| 2021-10-21 11:16:17,624 epoch 14 - iter 32/85 - loss 0.01220224 - samples/sec: 135.63 - lr: 0.100000 | |
| 2021-10-21 11:16:19,530 epoch 14 - iter 40/85 - loss 0.01329050 - samples/sec: 134.45 - lr: 0.100000 | |
| 2021-10-21 11:16:21,254 epoch 14 - iter 48/85 - loss 0.01353170 - samples/sec: 148.62 - lr: 0.100000 | |
| 2021-10-21 11:16:23,401 epoch 14 - iter 56/85 - loss 0.01339344 - samples/sec: 119.28 - lr: 0.100000 | |
| 2021-10-21 11:16:25,284 epoch 14 - iter 64/85 - loss 0.01299362 - samples/sec: 136.16 - lr: 0.100000 | |
| 2021-10-21 11:16:26,906 epoch 14 - iter 72/85 - loss 0.01292715 - samples/sec: 158.00 - lr: 0.100000 | |
| 2021-10-21 11:16:28,575 epoch 14 - iter 80/85 - loss 0.01370816 - samples/sec: 153.58 - lr: 0.100000 | |
| 2021-10-21 11:16:29,543 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:16:29,544 EPOCH 14 done: loss 0.0132 - lr 0.1000000 | |
| 2021-10-21 11:16:29,544 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:16:39,656 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:16:41,664 epoch 15 - iter 8/85 - loss 0.01004260 - samples/sec: 127.65 - lr: 0.100000 | |
| 2021-10-21 11:16:43,563 epoch 15 - iter 16/85 - loss 0.01181738 - samples/sec: 134.92 - lr: 0.100000 | |
| 2021-10-21 11:16:45,683 epoch 15 - iter 24/85 - loss 0.01341675 - samples/sec: 120.85 - lr: 0.100000 | |
| 2021-10-21 11:16:47,641 epoch 15 - iter 32/85 - loss 0.01162298 - samples/sec: 130.89 - lr: 0.100000 | |
| 2021-10-21 11:16:49,757 epoch 15 - iter 40/85 - loss 0.01331560 - samples/sec: 121.08 - lr: 0.100000 | |
| 2021-10-21 11:16:51,680 epoch 15 - iter 48/85 - loss 0.01520086 - samples/sec: 133.30 - lr: 0.100000 | |
| 2021-10-21 11:16:53,641 epoch 15 - iter 56/85 - loss 0.01463231 - samples/sec: 130.68 - lr: 0.100000 | |
| 2021-10-21 11:16:55,635 epoch 15 - iter 64/85 - loss 0.01399781 - samples/sec: 128.59 - lr: 0.100000 | |
| 2021-10-21 11:16:57,323 epoch 15 - iter 72/85 - loss 0.01407249 - samples/sec: 151.83 - lr: 0.100000 | |
| 2021-10-21 11:16:59,317 epoch 15 - iter 80/85 - loss 0.01512355 - samples/sec: 128.56 - lr: 0.100000 | |
| 2021-10-21 11:17:00,229 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:17:00,230 EPOCH 15 done: loss 0.0147 - lr 0.1000000 | |
| 2021-10-21 11:17:00,230 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:17:10,580 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:17:12,482 epoch 16 - iter 8/85 - loss 0.01169751 - samples/sec: 134.84 - lr: 0.100000 | |
| 2021-10-21 11:17:14,703 epoch 16 - iter 16/85 - loss 0.01166182 - samples/sec: 115.37 - lr: 0.100000 | |
| 2021-10-21 11:17:16,634 epoch 16 - iter 24/85 - loss 0.00926657 - samples/sec: 132.84 - lr: 0.100000 | |
| 2021-10-21 11:17:18,429 epoch 16 - iter 32/85 - loss 0.01114003 - samples/sec: 142.77 - lr: 0.100000 | |
| 2021-10-21 11:17:20,209 epoch 16 - iter 40/85 - loss 0.01500053 - samples/sec: 144.02 - lr: 0.100000 | |
| 2021-10-21 11:17:22,115 epoch 16 - iter 48/85 - loss 0.01372749 - samples/sec: 134.50 - lr: 0.100000 | |
| 2021-10-21 11:17:23,643 epoch 16 - iter 56/85 - loss 0.01408491 - samples/sec: 167.74 - lr: 0.100000 | |
| 2021-10-21 11:17:25,577 epoch 16 - iter 64/85 - loss 0.01420730 - samples/sec: 132.55 - lr: 0.100000 | |
| 2021-10-21 11:17:27,513 epoch 16 - iter 72/85 - loss 0.01330871 - samples/sec: 132.33 - lr: 0.100000 | |
| 2021-10-21 11:17:29,222 epoch 16 - iter 80/85 - loss 0.01223473 - samples/sec: 150.03 - lr: 0.100000 | |
| 2021-10-21 11:17:30,210 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:17:30,210 EPOCH 16 done: loss 0.0126 - lr 0.1000000 | |
| 2021-10-21 11:17:30,210 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:17:40,744 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:17:42,882 epoch 17 - iter 8/85 - loss 0.01036782 - samples/sec: 119.90 - lr: 0.100000 | |
| 2021-10-21 11:17:44,952 epoch 17 - iter 16/85 - loss 0.00948867 - samples/sec: 123.86 - lr: 0.100000 | |
| 2021-10-21 11:17:46,851 epoch 17 - iter 24/85 - loss 0.00930459 - samples/sec: 134.91 - lr: 0.100000 | |
| 2021-10-21 11:17:48,985 epoch 17 - iter 32/85 - loss 0.01157118 - samples/sec: 120.15 - lr: 0.100000 | |
| 2021-10-21 11:17:51,058 epoch 17 - iter 40/85 - loss 0.01139405 - samples/sec: 123.64 - lr: 0.100000 | |
| 2021-10-21 11:17:52,932 epoch 17 - iter 48/85 - loss 0.01202750 - samples/sec: 136.70 - lr: 0.100000 | |
| 2021-10-21 11:17:54,690 epoch 17 - iter 56/85 - loss 0.01158880 - samples/sec: 145.76 - lr: 0.100000 | |
| 2021-10-21 11:17:56,400 epoch 17 - iter 64/85 - loss 0.01144153 - samples/sec: 149.82 - lr: 0.100000 | |
| 2021-10-21 11:17:58,368 epoch 17 - iter 72/85 - loss 0.01194484 - samples/sec: 130.27 - lr: 0.100000 | |
| 2021-10-21 11:18:00,359 epoch 17 - iter 80/85 - loss 0.01219515 - samples/sec: 128.79 - lr: 0.100000 | |
| 2021-10-21 11:18:01,286 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:18:01,287 EPOCH 17 done: loss 0.0120 - lr 0.1000000 | |
| 2021-10-21 11:18:01,287 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:18:11,355 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:18:13,174 epoch 18 - iter 8/85 - loss 0.01371641 - samples/sec: 140.92 - lr: 0.100000 | |
| 2021-10-21 11:18:15,206 epoch 18 - iter 16/85 - loss 0.00937866 - samples/sec: 126.09 - lr: 0.100000 | |
| 2021-10-21 11:18:16,941 epoch 18 - iter 24/85 - loss 0.00977911 - samples/sec: 147.69 - lr: 0.100000 | |
| 2021-10-21 11:18:18,645 epoch 18 - iter 32/85 - loss 0.00859239 - samples/sec: 150.39 - lr: 0.100000 | |
| 2021-10-21 11:18:20,334 epoch 18 - iter 40/85 - loss 0.00916243 - samples/sec: 151.69 - lr: 0.100000 | |
| 2021-10-21 11:18:21,972 epoch 18 - iter 48/85 - loss 0.00941426 - samples/sec: 156.43 - lr: 0.100000 | |
| 2021-10-21 11:18:23,618 epoch 18 - iter 56/85 - loss 0.00963529 - samples/sec: 155.70 - lr: 0.100000 | |
| 2021-10-21 11:18:25,483 epoch 18 - iter 64/85 - loss 0.01006298 - samples/sec: 137.40 - lr: 0.100000 | |
| 2021-10-21 11:18:27,404 epoch 18 - iter 72/85 - loss 0.01000949 - samples/sec: 133.42 - lr: 0.100000 | |
| 2021-10-21 11:18:29,055 epoch 18 - iter 80/85 - loss 0.01022828 - samples/sec: 155.14 - lr: 0.100000 | |
| 2021-10-21 11:18:29,841 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:18:29,841 EPOCH 18 done: loss 0.0103 - lr 0.1000000 | |
| 2021-10-21 11:18:29,841 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:18:39,859 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:18:41,717 epoch 19 - iter 8/85 - loss 0.01086542 - samples/sec: 137.90 - lr: 0.100000 | |
| 2021-10-21 11:18:43,459 epoch 19 - iter 16/85 - loss 0.01382489 - samples/sec: 147.15 - lr: 0.100000 | |
| 2021-10-21 11:18:45,570 epoch 19 - iter 24/85 - loss 0.01413297 - samples/sec: 121.38 - lr: 0.100000 | |
| 2021-10-21 11:18:47,257 epoch 19 - iter 32/85 - loss 0.01362083 - samples/sec: 152.02 - lr: 0.100000 | |
| 2021-10-21 11:18:49,032 epoch 19 - iter 40/85 - loss 0.01350829 - samples/sec: 144.35 - lr: 0.100000 | |
| 2021-10-21 11:18:50,739 epoch 19 - iter 48/85 - loss 0.01246691 - samples/sec: 150.11 - lr: 0.100000 | |
| 2021-10-21 11:18:52,525 epoch 19 - iter 56/85 - loss 0.01244881 - samples/sec: 143.52 - lr: 0.100000 | |
| 2021-10-21 11:18:54,285 epoch 19 - iter 64/85 - loss 0.01151179 - samples/sec: 145.59 - lr: 0.100000 | |
| 2021-10-21 11:18:56,106 epoch 19 - iter 72/85 - loss 0.01112282 - samples/sec: 140.70 - lr: 0.100000 | |
| 2021-10-21 11:18:58,033 epoch 19 - iter 80/85 - loss 0.01031491 - samples/sec: 132.96 - lr: 0.100000 | |
| 2021-10-21 11:18:58,868 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:18:58,869 EPOCH 19 done: loss 0.0110 - lr 0.1000000 | |
| 2021-10-21 11:18:58,869 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:19:08,982 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:19:10,969 epoch 20 - iter 8/85 - loss 0.01110768 - samples/sec: 129.02 - lr: 0.100000 | |
| 2021-10-21 11:19:12,618 epoch 20 - iter 16/85 - loss 0.01183681 - samples/sec: 155.36 - lr: 0.100000 | |
| 2021-10-21 11:19:14,291 epoch 20 - iter 24/85 - loss 0.00977010 - samples/sec: 153.17 - lr: 0.100000 | |
| 2021-10-21 11:19:15,966 epoch 20 - iter 32/85 - loss 0.00965311 - samples/sec: 153.01 - lr: 0.100000 | |
| 2021-10-21 11:19:17,904 epoch 20 - iter 40/85 - loss 0.01134145 - samples/sec: 132.19 - lr: 0.100000 | |
| 2021-10-21 11:19:19,851 epoch 20 - iter 48/85 - loss 0.01044547 - samples/sec: 131.64 - lr: 0.100000 | |
| 2021-10-21 11:19:21,946 epoch 20 - iter 56/85 - loss 0.00963555 - samples/sec: 122.28 - lr: 0.100000 | |
| 2021-10-21 11:19:23,805 epoch 20 - iter 64/85 - loss 0.01001955 - samples/sec: 137.85 - lr: 0.100000 | |
| 2021-10-21 11:19:25,385 epoch 20 - iter 72/85 - loss 0.01086364 - samples/sec: 162.24 - lr: 0.100000 | |
| 2021-10-21 11:19:27,301 epoch 20 - iter 80/85 - loss 0.01139570 - samples/sec: 133.73 - lr: 0.100000 | |
| 2021-10-21 11:19:28,162 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:19:28,162 EPOCH 20 done: loss 0.0111 - lr 0.1000000 | |
| 2021-10-21 11:19:28,162 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:19:38,115 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:19:39,843 epoch 21 - iter 8/85 - loss 0.01040365 - samples/sec: 148.31 - lr: 0.100000 | |
| 2021-10-21 11:19:41,418 epoch 21 - iter 16/85 - loss 0.00823545 - samples/sec: 162.71 - lr: 0.100000 | |
| 2021-10-21 11:19:42,985 epoch 21 - iter 24/85 - loss 0.00782095 - samples/sec: 163.46 - lr: 0.100000 | |
| 2021-10-21 11:19:45,540 epoch 21 - iter 32/85 - loss 0.01099507 - samples/sec: 100.27 - lr: 0.100000 | |
| 2021-10-21 11:19:47,200 epoch 21 - iter 40/85 - loss 0.01144705 - samples/sec: 154.34 - lr: 0.100000 | |
| 2021-10-21 11:19:48,981 epoch 21 - iter 48/85 - loss 0.01149104 - samples/sec: 143.88 - lr: 0.100000 | |
| 2021-10-21 11:19:50,580 epoch 21 - iter 56/85 - loss 0.01042937 - samples/sec: 160.27 - lr: 0.100000 | |
| 2021-10-21 11:19:52,346 epoch 21 - iter 64/85 - loss 0.01009311 - samples/sec: 145.12 - lr: 0.100000 | |
| 2021-10-21 11:19:54,072 epoch 21 - iter 72/85 - loss 0.00943732 - samples/sec: 148.47 - lr: 0.100000 | |
| 2021-10-21 11:19:55,978 epoch 21 - iter 80/85 - loss 0.00920850 - samples/sec: 134.45 - lr: 0.100000 | |
| 2021-10-21 11:19:57,104 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:19:57,105 EPOCH 21 done: loss 0.0107 - lr 0.1000000 | |
| 2021-10-21 11:19:57,105 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:20:07,090 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:20:08,786 epoch 22 - iter 8/85 - loss 0.00273175 - samples/sec: 151.11 - lr: 0.100000 | |
| 2021-10-21 11:20:10,684 epoch 22 - iter 16/85 - loss 0.00558925 - samples/sec: 134.98 - lr: 0.100000 | |
| 2021-10-21 11:20:12,310 epoch 22 - iter 24/85 - loss 0.00713009 - samples/sec: 157.67 - lr: 0.100000 | |
| 2021-10-21 11:20:14,161 epoch 22 - iter 32/85 - loss 0.00599057 - samples/sec: 138.40 - lr: 0.100000 | |
| 2021-10-21 11:20:16,211 epoch 22 - iter 40/85 - loss 0.00850644 - samples/sec: 124.94 - lr: 0.100000 | |
| 2021-10-21 11:20:18,313 epoch 22 - iter 48/85 - loss 0.00854264 - samples/sec: 121.88 - lr: 0.100000 | |
| 2021-10-21 11:20:20,245 epoch 22 - iter 56/85 - loss 0.00933439 - samples/sec: 132.61 - lr: 0.100000 | |
| 2021-10-21 11:20:22,504 epoch 22 - iter 64/85 - loss 0.00908035 - samples/sec: 113.43 - lr: 0.100000 | |
| 2021-10-21 11:20:24,154 epoch 22 - iter 72/85 - loss 0.00973204 - samples/sec: 155.32 - lr: 0.100000 | |
| 2021-10-21 11:20:25,973 epoch 22 - iter 80/85 - loss 0.01028122 - samples/sec: 140.92 - lr: 0.100000 | |
| 2021-10-21 11:20:26,935 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:20:26,936 EPOCH 22 done: loss 0.0099 - lr 0.1000000 | |
| 2021-10-21 11:20:26,936 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:20:36,996 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:20:38,858 epoch 23 - iter 8/85 - loss 0.01083755 - samples/sec: 137.65 - lr: 0.100000 | |
| 2021-10-21 11:20:40,717 epoch 23 - iter 16/85 - loss 0.01153509 - samples/sec: 137.85 - lr: 0.100000 | |
| 2021-10-21 11:20:42,653 epoch 23 - iter 24/85 - loss 0.01234123 - samples/sec: 132.35 - lr: 0.100000 | |
| 2021-10-21 11:20:44,856 epoch 23 - iter 32/85 - loss 0.01309825 - samples/sec: 116.31 - lr: 0.100000 | |
| 2021-10-21 11:20:46,593 epoch 23 - iter 40/85 - loss 0.01133845 - samples/sec: 147.63 - lr: 0.100000 | |
| 2021-10-21 11:20:48,385 epoch 23 - iter 48/85 - loss 0.01099074 - samples/sec: 142.97 - lr: 0.100000 | |
| 2021-10-21 11:20:50,443 epoch 23 - iter 56/85 - loss 0.01068484 - samples/sec: 124.54 - lr: 0.100000 | |
| 2021-10-21 11:20:52,612 epoch 23 - iter 64/85 - loss 0.01022031 - samples/sec: 118.22 - lr: 0.100000 | |
| 2021-10-21 11:20:55,050 epoch 23 - iter 72/85 - loss 0.00975637 - samples/sec: 105.19 - lr: 0.100000 | |
| 2021-10-21 11:20:56,849 epoch 23 - iter 80/85 - loss 0.00986879 - samples/sec: 142.48 - lr: 0.100000 | |
| 2021-10-21 11:20:57,788 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:20:57,788 EPOCH 23 done: loss 0.0099 - lr 0.1000000 | |
| 2021-10-21 11:20:57,789 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:21:08,225 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:21:10,415 epoch 24 - iter 8/85 - loss 0.01204360 - samples/sec: 117.05 - lr: 0.100000 | |
| 2021-10-21 11:21:12,288 epoch 24 - iter 16/85 - loss 0.00964985 - samples/sec: 136.84 - lr: 0.100000 | |
| 2021-10-21 11:21:14,395 epoch 24 - iter 24/85 - loss 0.00888478 - samples/sec: 121.63 - lr: 0.100000 | |
| 2021-10-21 11:21:16,849 epoch 24 - iter 32/85 - loss 0.01038566 - samples/sec: 104.41 - lr: 0.100000 | |
| 2021-10-21 11:21:19,075 epoch 24 - iter 40/85 - loss 0.00896685 - samples/sec: 115.20 - lr: 0.100000 | |
| 2021-10-21 11:21:20,787 epoch 24 - iter 48/85 - loss 0.00969126 - samples/sec: 149.87 - lr: 0.100000 | |
| 2021-10-21 11:21:22,304 epoch 24 - iter 56/85 - loss 0.00924521 - samples/sec: 168.94 - lr: 0.100000 | |
| 2021-10-21 11:21:24,585 epoch 24 - iter 64/85 - loss 0.00883070 - samples/sec: 112.38 - lr: 0.100000 | |
| 2021-10-21 11:21:26,439 epoch 24 - iter 72/85 - loss 0.00948739 - samples/sec: 138.19 - lr: 0.100000 | |
| 2021-10-21 11:21:28,314 epoch 24 - iter 80/85 - loss 0.00948991 - samples/sec: 136.76 - lr: 0.100000 | |
| 2021-10-21 11:21:29,410 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:21:29,410 EPOCH 24 done: loss 0.0093 - lr 0.1000000 | |
| 2021-10-21 11:21:29,410 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:21:39,729 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:21:41,931 epoch 25 - iter 8/85 - loss 0.01133706 - samples/sec: 116.41 - lr: 0.100000 | |
| 2021-10-21 11:21:43,991 epoch 25 - iter 16/85 - loss 0.00864644 - samples/sec: 124.39 - lr: 0.100000 | |
| 2021-10-21 11:21:45,723 epoch 25 - iter 24/85 - loss 0.00904859 - samples/sec: 148.14 - lr: 0.100000 | |
| 2021-10-21 11:21:47,598 epoch 25 - iter 32/85 - loss 0.00972677 - samples/sec: 136.71 - lr: 0.100000 | |
| 2021-10-21 11:21:49,260 epoch 25 - iter 40/85 - loss 0.00909666 - samples/sec: 154.25 - lr: 0.100000 | |
| 2021-10-21 11:21:51,194 epoch 25 - iter 48/85 - loss 0.00856714 - samples/sec: 132.53 - lr: 0.100000 | |
| 2021-10-21 11:21:53,253 epoch 25 - iter 56/85 - loss 0.00866831 - samples/sec: 124.52 - lr: 0.100000 | |
| 2021-10-21 11:21:55,203 epoch 25 - iter 64/85 - loss 0.00963868 - samples/sec: 131.39 - lr: 0.100000 | |
| 2021-10-21 11:21:57,123 epoch 25 - iter 72/85 - loss 0.00908697 - samples/sec: 133.43 - lr: 0.100000 | |
| 2021-10-21 11:21:58,895 epoch 25 - iter 80/85 - loss 0.00880098 - samples/sec: 144.65 - lr: 0.100000 | |
| 2021-10-21 11:21:59,746 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:21:59,746 EPOCH 25 done: loss 0.0088 - lr 0.1000000 | |
| 2021-10-21 11:21:59,746 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:22:09,777 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:22:11,797 epoch 26 - iter 8/85 - loss 0.00480804 - samples/sec: 126.87 - lr: 0.100000 | |
| 2021-10-21 11:22:13,491 epoch 26 - iter 16/85 - loss 0.00484080 - samples/sec: 151.27 - lr: 0.100000 | |
| 2021-10-21 11:22:15,258 epoch 26 - iter 24/85 - loss 0.00631327 - samples/sec: 145.11 - lr: 0.100000 | |
| 2021-10-21 11:22:16,885 epoch 26 - iter 32/85 - loss 0.00755948 - samples/sec: 157.48 - lr: 0.100000 | |
| 2021-10-21 11:22:18,767 epoch 26 - iter 40/85 - loss 0.00785529 - samples/sec: 136.14 - lr: 0.100000 | |
| 2021-10-21 11:22:20,605 epoch 26 - iter 48/85 - loss 0.00755525 - samples/sec: 139.42 - lr: 0.100000 | |
| 2021-10-21 11:22:22,400 epoch 26 - iter 56/85 - loss 0.00747697 - samples/sec: 142.71 - lr: 0.100000 | |
| 2021-10-21 11:22:24,259 epoch 26 - iter 64/85 - loss 0.00699923 - samples/sec: 137.86 - lr: 0.100000 | |
| 2021-10-21 11:22:25,905 epoch 26 - iter 72/85 - loss 0.00723460 - samples/sec: 155.76 - lr: 0.100000 | |
| 2021-10-21 11:22:27,822 epoch 26 - iter 80/85 - loss 0.00855718 - samples/sec: 133.68 - lr: 0.100000 | |
| 2021-10-21 11:22:28,664 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:22:28,665 EPOCH 26 done: loss 0.0083 - lr 0.1000000 | |
| 2021-10-21 11:22:28,665 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:22:38,634 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:22:40,286 epoch 27 - iter 8/85 - loss 0.01182040 - samples/sec: 155.20 - lr: 0.100000 | |
| 2021-10-21 11:22:42,246 epoch 27 - iter 16/85 - loss 0.01053699 - samples/sec: 130.73 - lr: 0.100000 | |
| 2021-10-21 11:22:43,992 epoch 27 - iter 24/85 - loss 0.00836816 - samples/sec: 146.76 - lr: 0.100000 | |
| 2021-10-21 11:22:45,784 epoch 27 - iter 32/85 - loss 0.00771531 - samples/sec: 142.95 - lr: 0.100000 | |
| 2021-10-21 11:22:47,638 epoch 27 - iter 40/85 - loss 0.00671776 - samples/sec: 138.26 - lr: 0.100000 | |
| 2021-10-21 11:22:49,431 epoch 27 - iter 48/85 - loss 0.00758205 - samples/sec: 142.88 - lr: 0.100000 | |
| 2021-10-21 11:22:51,131 epoch 27 - iter 56/85 - loss 0.00715712 - samples/sec: 150.74 - lr: 0.100000 | |
| 2021-10-21 11:22:52,857 epoch 27 - iter 64/85 - loss 0.00711043 - samples/sec: 148.47 - lr: 0.100000 | |
| 2021-10-21 11:22:54,496 epoch 27 - iter 72/85 - loss 0.00717549 - samples/sec: 156.39 - lr: 0.100000 | |
| 2021-10-21 11:22:56,190 epoch 27 - iter 80/85 - loss 0.00732771 - samples/sec: 151.27 - lr: 0.100000 | |
| 2021-10-21 11:22:57,132 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:22:57,133 EPOCH 27 done: loss 0.0073 - lr 0.1000000 | |
| 2021-10-21 11:22:57,133 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:23:07,111 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:23:09,051 epoch 28 - iter 8/85 - loss 0.00758442 - samples/sec: 132.11 - lr: 0.100000 | |
| 2021-10-21 11:23:10,765 epoch 28 - iter 16/85 - loss 0.00816245 - samples/sec: 149.57 - lr: 0.100000 | |
| 2021-10-21 11:23:12,557 epoch 28 - iter 24/85 - loss 0.00750625 - samples/sec: 142.97 - lr: 0.100000 | |
| 2021-10-21 11:23:14,113 epoch 28 - iter 32/85 - loss 0.00761416 - samples/sec: 164.72 - lr: 0.100000 | |
| 2021-10-21 11:23:15,879 epoch 28 - iter 40/85 - loss 0.00778817 - samples/sec: 145.10 - lr: 0.100000 | |
| 2021-10-21 11:23:17,746 epoch 28 - iter 48/85 - loss 0.00777289 - samples/sec: 137.31 - lr: 0.100000 | |
| 2021-10-21 11:23:19,457 epoch 28 - iter 56/85 - loss 0.00866629 - samples/sec: 149.77 - lr: 0.100000 | |
| 2021-10-21 11:23:21,121 epoch 28 - iter 64/85 - loss 0.00816269 - samples/sec: 153.98 - lr: 0.100000 | |
| 2021-10-21 11:23:22,794 epoch 28 - iter 72/85 - loss 0.00771314 - samples/sec: 153.20 - lr: 0.100000 | |
| 2021-10-21 11:23:24,375 epoch 28 - iter 80/85 - loss 0.00745130 - samples/sec: 162.12 - lr: 0.100000 | |
| 2021-10-21 11:23:25,241 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:23:25,241 EPOCH 28 done: loss 0.0071 - lr 0.1000000 | |
| 2021-10-21 11:23:25,241 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:23:35,214 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:23:36,918 epoch 29 - iter 8/85 - loss 0.00582949 - samples/sec: 150.44 - lr: 0.100000 | |
| 2021-10-21 11:23:38,517 epoch 29 - iter 16/85 - loss 0.00896341 - samples/sec: 160.21 - lr: 0.100000 | |
| 2021-10-21 11:23:40,338 epoch 29 - iter 24/85 - loss 0.00956801 - samples/sec: 140.71 - lr: 0.100000 | |
| 2021-10-21 11:23:42,174 epoch 29 - iter 32/85 - loss 0.01061724 - samples/sec: 139.55 - lr: 0.100000 | |
| 2021-10-21 11:23:43,883 epoch 29 - iter 40/85 - loss 0.00909548 - samples/sec: 149.91 - lr: 0.100000 | |
| 2021-10-21 11:23:45,715 epoch 29 - iter 48/85 - loss 0.00845909 - samples/sec: 139.86 - lr: 0.100000 | |
| 2021-10-21 11:23:47,685 epoch 29 - iter 56/85 - loss 0.00792319 - samples/sec: 130.06 - lr: 0.100000 | |
| 2021-10-21 11:23:49,503 epoch 29 - iter 64/85 - loss 0.00919458 - samples/sec: 141.02 - lr: 0.100000 | |
| 2021-10-21 11:23:51,086 epoch 29 - iter 72/85 - loss 0.00892744 - samples/sec: 161.87 - lr: 0.100000 | |
| 2021-10-21 11:23:52,822 epoch 29 - iter 80/85 - loss 0.00825097 - samples/sec: 147.66 - lr: 0.100000 | |
| 2021-10-21 11:23:53,679 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:23:53,680 EPOCH 29 done: loss 0.0080 - lr 0.1000000 | |
| 2021-10-21 11:23:53,680 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:24:03,669 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:24:05,255 epoch 30 - iter 8/85 - loss 0.00316706 - samples/sec: 161.71 - lr: 0.100000 | |
| 2021-10-21 11:24:07,721 epoch 30 - iter 16/85 - loss 0.00562451 - samples/sec: 103.88 - lr: 0.100000 | |
| 2021-10-21 11:24:09,444 epoch 30 - iter 24/85 - loss 0.00683595 - samples/sec: 148.65 - lr: 0.100000 | |
| 2021-10-21 11:24:11,258 epoch 30 - iter 32/85 - loss 0.00720512 - samples/sec: 141.23 - lr: 0.100000 | |
| 2021-10-21 11:24:13,076 epoch 30 - iter 40/85 - loss 0.00625347 - samples/sec: 140.97 - lr: 0.100000 | |
| 2021-10-21 11:24:15,124 epoch 30 - iter 48/85 - loss 0.00755188 - samples/sec: 125.10 - lr: 0.100000 | |
| 2021-10-21 11:24:16,905 epoch 30 - iter 56/85 - loss 0.00726153 - samples/sec: 143.83 - lr: 0.100000 | |
| 2021-10-21 11:24:18,553 epoch 30 - iter 64/85 - loss 0.00708412 - samples/sec: 155.53 - lr: 0.100000 | |
| 2021-10-21 11:24:20,402 epoch 30 - iter 72/85 - loss 0.00665833 - samples/sec: 138.55 - lr: 0.100000 | |
| 2021-10-21 11:24:22,208 epoch 30 - iter 80/85 - loss 0.00717950 - samples/sec: 141.91 - lr: 0.100000 | |
| 2021-10-21 11:24:23,348 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:24:23,349 EPOCH 30 done: loss 0.0071 - lr 0.1000000 | |
| 2021-10-21 11:24:23,349 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:24:33,464 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:24:35,502 epoch 31 - iter 8/85 - loss 0.00269707 - samples/sec: 125.82 - lr: 0.100000 | |
| 2021-10-21 11:24:37,312 epoch 31 - iter 16/85 - loss 0.00268305 - samples/sec: 141.51 - lr: 0.100000 | |
| 2021-10-21 11:24:39,163 epoch 31 - iter 24/85 - loss 0.00285847 - samples/sec: 138.53 - lr: 0.100000 | |
| 2021-10-21 11:24:41,479 epoch 31 - iter 32/85 - loss 0.00268640 - samples/sec: 110.61 - lr: 0.100000 | |
| 2021-10-21 11:24:43,729 epoch 31 - iter 40/85 - loss 0.00316855 - samples/sec: 113.89 - lr: 0.100000 | |
| 2021-10-21 11:24:45,781 epoch 31 - iter 48/85 - loss 0.00350990 - samples/sec: 124.90 - lr: 0.100000 | |
| 2021-10-21 11:24:47,543 epoch 31 - iter 56/85 - loss 0.00347618 - samples/sec: 145.50 - lr: 0.100000 | |
| 2021-10-21 11:24:49,326 epoch 31 - iter 64/85 - loss 0.00380332 - samples/sec: 143.75 - lr: 0.100000 | |
| 2021-10-21 11:24:50,935 epoch 31 - iter 72/85 - loss 0.00450619 - samples/sec: 159.31 - lr: 0.100000 | |
| 2021-10-21 11:24:52,757 epoch 31 - iter 80/85 - loss 0.00433215 - samples/sec: 140.62 - lr: 0.100000 | |
| 2021-10-21 11:24:53,664 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:24:53,664 EPOCH 31 done: loss 0.0046 - lr 0.1000000 | |
| 2021-10-21 11:24:53,665 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:25:03,747 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:25:05,781 epoch 32 - iter 8/85 - loss 0.00077361 - samples/sec: 126.03 - lr: 0.100000 | |
| 2021-10-21 11:25:07,695 epoch 32 - iter 16/85 - loss 0.00367299 - samples/sec: 133.88 - lr: 0.100000 | |
| 2021-10-21 11:25:09,647 epoch 32 - iter 24/85 - loss 0.00570241 - samples/sec: 131.30 - lr: 0.100000 | |
| 2021-10-21 11:25:11,886 epoch 32 - iter 32/85 - loss 0.00492829 - samples/sec: 114.41 - lr: 0.100000 | |
| 2021-10-21 11:25:13,697 epoch 32 - iter 40/85 - loss 0.00469529 - samples/sec: 141.54 - lr: 0.100000 | |
| 2021-10-21 11:25:15,494 epoch 32 - iter 48/85 - loss 0.00457293 - samples/sec: 142.62 - lr: 0.100000 | |
| 2021-10-21 11:25:17,056 epoch 32 - iter 56/85 - loss 0.00538434 - samples/sec: 164.04 - lr: 0.100000 | |
| 2021-10-21 11:25:18,837 epoch 32 - iter 64/85 - loss 0.00567308 - samples/sec: 143.91 - lr: 0.100000 | |
| 2021-10-21 11:25:20,446 epoch 32 - iter 72/85 - loss 0.00594490 - samples/sec: 159.29 - lr: 0.100000 | |
| 2021-10-21 11:25:22,353 epoch 32 - iter 80/85 - loss 0.00588410 - samples/sec: 134.33 - lr: 0.100000 | |
| 2021-10-21 11:25:23,313 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:25:23,313 EPOCH 32 done: loss 0.0059 - lr 0.1000000 | |
| 2021-10-21 11:25:23,313 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:25:33,419 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:25:35,027 epoch 33 - iter 8/85 - loss 0.00063050 - samples/sec: 159.52 - lr: 0.100000 | |
| 2021-10-21 11:25:36,836 epoch 33 - iter 16/85 - loss 0.00328884 - samples/sec: 141.70 - lr: 0.100000 | |
| 2021-10-21 11:25:38,548 epoch 33 - iter 24/85 - loss 0.00408109 - samples/sec: 149.67 - lr: 0.100000 | |
| 2021-10-21 11:25:40,438 epoch 33 - iter 32/85 - loss 0.00474943 - samples/sec: 135.54 - lr: 0.100000 | |
| 2021-10-21 11:25:42,543 epoch 33 - iter 40/85 - loss 0.00456574 - samples/sec: 121.75 - lr: 0.100000 | |
| 2021-10-21 11:25:44,428 epoch 33 - iter 48/85 - loss 0.00650709 - samples/sec: 135.92 - lr: 0.100000 | |
| 2021-10-21 11:25:46,416 epoch 33 - iter 56/85 - loss 0.00727057 - samples/sec: 128.90 - lr: 0.100000 | |
| 2021-10-21 11:25:48,153 epoch 33 - iter 64/85 - loss 0.00722805 - samples/sec: 147.54 - lr: 0.100000 | |
| 2021-10-21 11:25:49,912 epoch 33 - iter 72/85 - loss 0.00693576 - samples/sec: 145.64 - lr: 0.100000 | |
| 2021-10-21 11:25:51,879 epoch 33 - iter 80/85 - loss 0.00670144 - samples/sec: 130.30 - lr: 0.100000 | |
| 2021-10-21 11:25:52,850 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:25:52,850 EPOCH 33 done: loss 0.0066 - lr 0.1000000 | |
| 2021-10-21 11:25:52,850 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:26:03,065 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:26:05,145 epoch 34 - iter 8/85 - loss 0.01018053 - samples/sec: 123.28 - lr: 0.100000 | |
| 2021-10-21 11:26:07,199 epoch 34 - iter 16/85 - loss 0.00998828 - samples/sec: 124.72 - lr: 0.100000 | |
| 2021-10-21 11:26:09,038 epoch 34 - iter 24/85 - loss 0.00821816 - samples/sec: 139.42 - lr: 0.100000 | |
| 2021-10-21 11:26:10,879 epoch 34 - iter 32/85 - loss 0.00644896 - samples/sec: 139.13 - lr: 0.100000 | |
| 2021-10-21 11:26:12,684 epoch 34 - iter 40/85 - loss 0.00668403 - samples/sec: 141.98 - lr: 0.100000 | |
| 2021-10-21 11:26:14,510 epoch 34 - iter 48/85 - loss 0.00614414 - samples/sec: 140.39 - lr: 0.100000 | |
| 2021-10-21 11:26:16,217 epoch 34 - iter 56/85 - loss 0.00584101 - samples/sec: 150.05 - lr: 0.100000 | |
| 2021-10-21 11:26:18,359 epoch 34 - iter 64/85 - loss 0.00703733 - samples/sec: 119.62 - lr: 0.100000 | |
| 2021-10-21 11:26:20,183 epoch 34 - iter 72/85 - loss 0.00663444 - samples/sec: 140.45 - lr: 0.100000 | |
| 2021-10-21 11:26:22,358 epoch 34 - iter 80/85 - loss 0.00623581 - samples/sec: 117.81 - lr: 0.100000 | |
| 2021-10-21 11:26:23,495 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:26:23,496 EPOCH 34 done: loss 0.0063 - lr 0.1000000 | |
| 2021-10-21 11:26:23,496 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:26:33,486 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:26:35,375 epoch 35 - iter 8/85 - loss 0.01038909 - samples/sec: 135.67 - lr: 0.100000 | |
| 2021-10-21 11:26:37,329 epoch 35 - iter 16/85 - loss 0.00814065 - samples/sec: 131.13 - lr: 0.100000 | |
| 2021-10-21 11:26:39,118 epoch 35 - iter 24/85 - loss 0.00838762 - samples/sec: 143.24 - lr: 0.100000 | |
| 2021-10-21 11:26:41,028 epoch 35 - iter 32/85 - loss 0.00893851 - samples/sec: 134.12 - lr: 0.100000 | |
| 2021-10-21 11:26:42,927 epoch 35 - iter 40/85 - loss 0.00843949 - samples/sec: 134.93 - lr: 0.100000 | |
| 2021-10-21 11:26:44,930 epoch 35 - iter 48/85 - loss 0.00758747 - samples/sec: 127.98 - lr: 0.100000 | |
| 2021-10-21 11:26:46,720 epoch 35 - iter 56/85 - loss 0.00845051 - samples/sec: 143.16 - lr: 0.100000 | |
| 2021-10-21 11:26:48,966 epoch 35 - iter 64/85 - loss 0.00777403 - samples/sec: 114.02 - lr: 0.100000 | |
| 2021-10-21 11:26:51,051 epoch 35 - iter 72/85 - loss 0.00772497 - samples/sec: 122.89 - lr: 0.100000 | |
| 2021-10-21 11:26:52,757 epoch 35 - iter 80/85 - loss 0.00718154 - samples/sec: 150.25 - lr: 0.100000 | |
| 2021-10-21 11:26:53,666 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:26:53,666 EPOCH 35 done: loss 0.0076 - lr 0.1000000 | |
| 2021-10-21 11:26:53,666 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:27:03,697 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:27:05,643 epoch 36 - iter 8/85 - loss 0.00465872 - samples/sec: 131.73 - lr: 0.050000 | |
| 2021-10-21 11:27:07,444 epoch 36 - iter 16/85 - loss 0.00425489 - samples/sec: 142.23 - lr: 0.050000 | |
| 2021-10-21 11:27:09,312 epoch 36 - iter 24/85 - loss 0.00354360 - samples/sec: 137.20 - lr: 0.050000 | |
| 2021-10-21 11:27:11,149 epoch 36 - iter 32/85 - loss 0.00343497 - samples/sec: 139.53 - lr: 0.050000 | |
| 2021-10-21 11:27:12,862 epoch 36 - iter 40/85 - loss 0.00318056 - samples/sec: 149.55 - lr: 0.050000 | |
| 2021-10-21 11:27:14,869 epoch 36 - iter 48/85 - loss 0.00334773 - samples/sec: 127.68 - lr: 0.050000 | |
| 2021-10-21 11:27:16,749 epoch 36 - iter 56/85 - loss 0.00308213 - samples/sec: 136.23 - lr: 0.050000 | |
| 2021-10-21 11:27:18,730 epoch 36 - iter 64/85 - loss 0.00320731 - samples/sec: 129.36 - lr: 0.050000 | |
| 2021-10-21 11:27:20,522 epoch 36 - iter 72/85 - loss 0.00334392 - samples/sec: 142.95 - lr: 0.050000 | |
| 2021-10-21 11:27:22,444 epoch 36 - iter 80/85 - loss 0.00335157 - samples/sec: 133.29 - lr: 0.050000 | |
| 2021-10-21 11:27:23,329 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:27:23,329 EPOCH 36 done: loss 0.0033 - lr 0.0500000 | |
| 2021-10-21 11:27:23,329 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:27:33,232 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:27:35,175 epoch 37 - iter 8/85 - loss 0.00806816 - samples/sec: 131.89 - lr: 0.050000 | |
| 2021-10-21 11:27:37,086 epoch 37 - iter 16/85 - loss 0.00467925 - samples/sec: 134.11 - lr: 0.050000 | |
| 2021-10-21 11:27:39,067 epoch 37 - iter 24/85 - loss 0.00376979 - samples/sec: 129.35 - lr: 0.050000 | |
| 2021-10-21 11:27:40,969 epoch 37 - iter 32/85 - loss 0.00328979 - samples/sec: 134.71 - lr: 0.050000 | |
| 2021-10-21 11:27:43,060 epoch 37 - iter 40/85 - loss 0.00317626 - samples/sec: 122.54 - lr: 0.050000 | |
| 2021-10-21 11:27:44,795 epoch 37 - iter 48/85 - loss 0.00303740 - samples/sec: 147.62 - lr: 0.050000 | |
| 2021-10-21 11:27:46,562 epoch 37 - iter 56/85 - loss 0.00327469 - samples/sec: 145.01 - lr: 0.050000 | |
| 2021-10-21 11:27:48,571 epoch 37 - iter 64/85 - loss 0.00333705 - samples/sec: 127.54 - lr: 0.050000 | |
| 2021-10-21 11:27:50,743 epoch 37 - iter 72/85 - loss 0.00368029 - samples/sec: 117.95 - lr: 0.050000 | |
| 2021-10-21 11:27:52,356 epoch 37 - iter 80/85 - loss 0.00347206 - samples/sec: 158.86 - lr: 0.050000 | |
| 2021-10-21 11:27:53,361 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:27:53,362 EPOCH 37 done: loss 0.0035 - lr 0.0500000 | |
| 2021-10-21 11:27:53,362 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:28:03,355 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:28:05,239 epoch 38 - iter 8/85 - loss 0.00355060 - samples/sec: 135.98 - lr: 0.050000 | |
| 2021-10-21 11:28:06,948 epoch 38 - iter 16/85 - loss 0.00269785 - samples/sec: 150.02 - lr: 0.050000 | |
| 2021-10-21 11:28:08,857 epoch 38 - iter 24/85 - loss 0.00321801 - samples/sec: 134.18 - lr: 0.050000 | |
| 2021-10-21 11:28:10,616 epoch 38 - iter 32/85 - loss 0.00358341 - samples/sec: 145.64 - lr: 0.050000 | |
| 2021-10-21 11:28:12,273 epoch 38 - iter 40/85 - loss 0.00400789 - samples/sec: 154.73 - lr: 0.050000 | |
| 2021-10-21 11:28:14,209 epoch 38 - iter 48/85 - loss 0.00351555 - samples/sec: 132.33 - lr: 0.050000 | |
| 2021-10-21 11:28:16,374 epoch 38 - iter 56/85 - loss 0.00337405 - samples/sec: 118.35 - lr: 0.050000 | |
| 2021-10-21 11:28:18,328 epoch 38 - iter 64/85 - loss 0.00327899 - samples/sec: 131.12 - lr: 0.050000 | |
| 2021-10-21 11:28:20,350 epoch 38 - iter 72/85 - loss 0.00332264 - samples/sec: 126.69 - lr: 0.050000 | |
| 2021-10-21 11:28:22,089 epoch 38 - iter 80/85 - loss 0.00362849 - samples/sec: 147.31 - lr: 0.050000 | |
| 2021-10-21 11:28:24,082 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:28:24,083 EPOCH 38 done: loss 0.0037 - lr 0.0500000 | |
| 2021-10-21 11:28:24,083 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:28:34,025 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:28:36,140 epoch 39 - iter 8/85 - loss 0.00220539 - samples/sec: 121.15 - lr: 0.050000 | |
| 2021-10-21 11:28:37,940 epoch 39 - iter 16/85 - loss 0.00143411 - samples/sec: 142.46 - lr: 0.050000 | |
| 2021-10-21 11:28:39,758 epoch 39 - iter 24/85 - loss 0.00163078 - samples/sec: 140.93 - lr: 0.050000 | |
| 2021-10-21 11:28:41,760 epoch 39 - iter 32/85 - loss 0.00180261 - samples/sec: 128.02 - lr: 0.050000 | |
| 2021-10-21 11:28:43,748 epoch 39 - iter 40/85 - loss 0.00234995 - samples/sec: 128.91 - lr: 0.050000 | |
| 2021-10-21 11:28:45,563 epoch 39 - iter 48/85 - loss 0.00213892 - samples/sec: 141.19 - lr: 0.050000 | |
| 2021-10-21 11:28:47,464 epoch 39 - iter 56/85 - loss 0.00205756 - samples/sec: 134.79 - lr: 0.050000 | |
| 2021-10-21 11:28:49,286 epoch 39 - iter 64/85 - loss 0.00227139 - samples/sec: 140.61 - lr: 0.050000 | |
| 2021-10-21 11:28:51,111 epoch 39 - iter 72/85 - loss 0.00229873 - samples/sec: 140.45 - lr: 0.050000 | |
| 2021-10-21 11:28:53,031 epoch 39 - iter 80/85 - loss 0.00241583 - samples/sec: 133.42 - lr: 0.050000 | |
| 2021-10-21 11:28:54,032 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:28:54,033 EPOCH 39 done: loss 0.0025 - lr 0.0500000 | |
| 2021-10-21 11:28:54,033 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:29:03,979 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:29:05,976 epoch 40 - iter 8/85 - loss 0.00262079 - samples/sec: 128.35 - lr: 0.050000 | |
| 2021-10-21 11:29:07,983 epoch 40 - iter 16/85 - loss 0.00273658 - samples/sec: 127.67 - lr: 0.050000 | |
| 2021-10-21 11:29:09,864 epoch 40 - iter 24/85 - loss 0.00243948 - samples/sec: 136.17 - lr: 0.050000 | |
| 2021-10-21 11:29:11,667 epoch 40 - iter 32/85 - loss 0.00210576 - samples/sec: 142.12 - lr: 0.050000 | |
| 2021-10-21 11:29:13,779 epoch 40 - iter 40/85 - loss 0.00317271 - samples/sec: 121.32 - lr: 0.050000 | |
| 2021-10-21 11:29:15,836 epoch 40 - iter 48/85 - loss 0.00354636 - samples/sec: 124.60 - lr: 0.050000 | |
| 2021-10-21 11:29:17,629 epoch 40 - iter 56/85 - loss 0.00343531 - samples/sec: 142.93 - lr: 0.050000 | |
| 2021-10-21 11:29:19,727 epoch 40 - iter 64/85 - loss 0.00309342 - samples/sec: 122.15 - lr: 0.050000 | |
| 2021-10-21 11:29:21,469 epoch 40 - iter 72/85 - loss 0.00284595 - samples/sec: 147.08 - lr: 0.050000 | |
| 2021-10-21 11:29:23,229 epoch 40 - iter 80/85 - loss 0.00265763 - samples/sec: 145.60 - lr: 0.050000 | |
| 2021-10-21 11:29:24,222 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:29:24,223 EPOCH 40 done: loss 0.0026 - lr 0.0500000 | |
| 2021-10-21 11:29:24,223 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:29:34,261 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:29:36,219 epoch 41 - iter 8/85 - loss 0.00383492 - samples/sec: 130.93 - lr: 0.050000 | |
| 2021-10-21 11:29:37,899 epoch 41 - iter 16/85 - loss 0.00324800 - samples/sec: 152.51 - lr: 0.050000 | |
| 2021-10-21 11:29:39,696 epoch 41 - iter 24/85 - loss 0.00368274 - samples/sec: 142.61 - lr: 0.050000 | |
| 2021-10-21 11:29:41,637 epoch 41 - iter 32/85 - loss 0.00317626 - samples/sec: 132.06 - lr: 0.050000 | |
| 2021-10-21 11:29:43,391 epoch 41 - iter 40/85 - loss 0.00305361 - samples/sec: 146.06 - lr: 0.050000 | |
| 2021-10-21 11:29:45,426 epoch 41 - iter 48/85 - loss 0.00304842 - samples/sec: 125.87 - lr: 0.050000 | |
| 2021-10-21 11:29:47,184 epoch 41 - iter 56/85 - loss 0.00281326 - samples/sec: 145.78 - lr: 0.050000 | |
| 2021-10-21 11:29:48,911 epoch 41 - iter 64/85 - loss 0.00271691 - samples/sec: 148.39 - lr: 0.050000 | |
| 2021-10-21 11:29:51,015 epoch 41 - iter 72/85 - loss 0.00263616 - samples/sec: 121.76 - lr: 0.050000 | |
| 2021-10-21 11:29:52,901 epoch 41 - iter 80/85 - loss 0.00284167 - samples/sec: 135.82 - lr: 0.050000 | |
| 2021-10-21 11:29:54,023 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:29:54,024 EPOCH 41 done: loss 0.0031 - lr 0.0500000 | |
| 2021-10-21 11:29:54,025 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:30:03,976 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:30:06,041 epoch 42 - iter 8/85 - loss 0.00217686 - samples/sec: 124.09 - lr: 0.050000 | |
| 2021-10-21 11:30:07,867 epoch 42 - iter 16/85 - loss 0.00321560 - samples/sec: 140.26 - lr: 0.050000 | |
| 2021-10-21 11:30:09,916 epoch 42 - iter 24/85 - loss 0.00242170 - samples/sec: 125.10 - lr: 0.050000 | |
| 2021-10-21 11:30:11,668 epoch 42 - iter 32/85 - loss 0.00220620 - samples/sec: 146.29 - lr: 0.050000 | |
| 2021-10-21 11:30:13,953 epoch 42 - iter 40/85 - loss 0.00190753 - samples/sec: 112.08 - lr: 0.050000 | |
| 2021-10-21 11:30:15,759 epoch 42 - iter 48/85 - loss 0.00177613 - samples/sec: 141.99 - lr: 0.050000 | |
| 2021-10-21 11:30:17,583 epoch 42 - iter 56/85 - loss 0.00207046 - samples/sec: 140.48 - lr: 0.050000 | |
| 2021-10-21 11:30:19,501 epoch 42 - iter 64/85 - loss 0.00235285 - samples/sec: 133.55 - lr: 0.050000 | |
| 2021-10-21 11:30:21,348 epoch 42 - iter 72/85 - loss 0.00227892 - samples/sec: 138.77 - lr: 0.050000 | |
| 2021-10-21 11:30:23,267 epoch 42 - iter 80/85 - loss 0.00225389 - samples/sec: 133.48 - lr: 0.050000 | |
| 2021-10-21 11:30:24,254 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:30:24,255 EPOCH 42 done: loss 0.0023 - lr 0.0500000 | |
| 2021-10-21 11:30:24,255 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:30:34,256 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:30:36,014 epoch 43 - iter 8/85 - loss 0.00585319 - samples/sec: 145.78 - lr: 0.050000 | |
| 2021-10-21 11:30:37,878 epoch 43 - iter 16/85 - loss 0.00329691 - samples/sec: 137.44 - lr: 0.050000 | |
| 2021-10-21 11:30:39,492 epoch 43 - iter 24/85 - loss 0.00388831 - samples/sec: 158.82 - lr: 0.050000 | |
| 2021-10-21 11:30:41,502 epoch 43 - iter 32/85 - loss 0.00313708 - samples/sec: 127.50 - lr: 0.050000 | |
| 2021-10-21 11:30:43,360 epoch 43 - iter 40/85 - loss 0.00318648 - samples/sec: 137.96 - lr: 0.050000 | |
| 2021-10-21 11:30:45,228 epoch 43 - iter 48/85 - loss 0.00273507 - samples/sec: 137.17 - lr: 0.050000 | |
| 2021-10-21 11:30:46,903 epoch 43 - iter 56/85 - loss 0.00264180 - samples/sec: 153.00 - lr: 0.050000 | |
| 2021-10-21 11:30:48,740 epoch 43 - iter 64/85 - loss 0.00263882 - samples/sec: 139.51 - lr: 0.050000 | |
| 2021-10-21 11:30:50,569 epoch 43 - iter 72/85 - loss 0.00250558 - samples/sec: 140.06 - lr: 0.050000 | |
| 2021-10-21 11:30:52,482 epoch 43 - iter 80/85 - loss 0.00290553 - samples/sec: 133.97 - lr: 0.050000 | |
| 2021-10-21 11:30:53,512 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:30:53,513 EPOCH 43 done: loss 0.0028 - lr 0.0500000 | |
| 2021-10-21 11:30:53,513 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:31:03,673 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:31:05,430 epoch 44 - iter 8/85 - loss 0.00141209 - samples/sec: 145.91 - lr: 0.050000 | |
| 2021-10-21 11:31:07,128 epoch 44 - iter 16/85 - loss 0.00123065 - samples/sec: 151.02 - lr: 0.050000 | |
| 2021-10-21 11:31:08,973 epoch 44 - iter 24/85 - loss 0.00102839 - samples/sec: 138.89 - lr: 0.050000 | |
| 2021-10-21 11:31:10,507 epoch 44 - iter 32/85 - loss 0.00145103 - samples/sec: 167.04 - lr: 0.050000 | |
| 2021-10-21 11:31:12,424 epoch 44 - iter 40/85 - loss 0.00190352 - samples/sec: 133.71 - lr: 0.050000 | |
| 2021-10-21 11:31:14,049 epoch 44 - iter 48/85 - loss 0.00201763 - samples/sec: 157.69 - lr: 0.050000 | |
| 2021-10-21 11:31:15,751 epoch 44 - iter 56/85 - loss 0.00188279 - samples/sec: 150.52 - lr: 0.050000 | |
| 2021-10-21 11:31:17,738 epoch 44 - iter 64/85 - loss 0.00237468 - samples/sec: 128.92 - lr: 0.050000 | |
| 2021-10-21 11:31:19,675 epoch 44 - iter 72/85 - loss 0.00220795 - samples/sec: 132.31 - lr: 0.050000 | |
| 2021-10-21 11:31:21,583 epoch 44 - iter 80/85 - loss 0.00216347 - samples/sec: 134.29 - lr: 0.050000 | |
| 2021-10-21 11:31:22,492 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:31:22,492 EPOCH 44 done: loss 0.0021 - lr 0.0500000 | |
| 2021-10-21 11:31:22,492 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:31:32,555 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:31:34,428 epoch 45 - iter 8/85 - loss 0.00477399 - samples/sec: 136.85 - lr: 0.050000 | |
| 2021-10-21 11:31:36,137 epoch 45 - iter 16/85 - loss 0.00443685 - samples/sec: 149.94 - lr: 0.050000 | |
| 2021-10-21 11:31:37,830 epoch 45 - iter 24/85 - loss 0.00323716 - samples/sec: 151.36 - lr: 0.050000 | |
| 2021-10-21 11:31:39,467 epoch 45 - iter 32/85 - loss 0.00335034 - samples/sec: 156.56 - lr: 0.050000 | |
| 2021-10-21 11:31:41,129 epoch 45 - iter 40/85 - loss 0.00352387 - samples/sec: 154.19 - lr: 0.050000 | |
| 2021-10-21 11:31:42,817 epoch 45 - iter 48/85 - loss 0.00307396 - samples/sec: 151.83 - lr: 0.050000 | |
| 2021-10-21 11:31:44,802 epoch 45 - iter 56/85 - loss 0.00278379 - samples/sec: 129.06 - lr: 0.050000 | |
| 2021-10-21 11:31:46,752 epoch 45 - iter 64/85 - loss 0.00264409 - samples/sec: 131.37 - lr: 0.050000 | |
| 2021-10-21 11:31:48,438 epoch 45 - iter 72/85 - loss 0.00261988 - samples/sec: 151.98 - lr: 0.050000 | |
| 2021-10-21 11:31:50,286 epoch 45 - iter 80/85 - loss 0.00270344 - samples/sec: 138.68 - lr: 0.050000 | |
| 2021-10-21 11:31:51,280 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:31:51,280 EPOCH 45 done: loss 0.0027 - lr 0.0500000 | |
| 2021-10-21 11:31:51,281 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:32:01,289 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:32:03,156 epoch 46 - iter 8/85 - loss 0.00110360 - samples/sec: 137.27 - lr: 0.050000 | |
| 2021-10-21 11:32:04,862 epoch 46 - iter 16/85 - loss 0.00231915 - samples/sec: 150.25 - lr: 0.050000 | |
| 2021-10-21 11:32:06,680 epoch 46 - iter 24/85 - loss 0.00210383 - samples/sec: 140.99 - lr: 0.050000 | |
| 2021-10-21 11:32:08,569 epoch 46 - iter 32/85 - loss 0.00248604 - samples/sec: 135.66 - lr: 0.050000 | |
| 2021-10-21 11:32:10,474 epoch 46 - iter 40/85 - loss 0.00207761 - samples/sec: 134.50 - lr: 0.050000 | |
| 2021-10-21 11:32:12,150 epoch 46 - iter 48/85 - loss 0.00201973 - samples/sec: 152.95 - lr: 0.050000 | |
| 2021-10-21 11:32:13,954 epoch 46 - iter 56/85 - loss 0.00192575 - samples/sec: 142.01 - lr: 0.050000 | |
| 2021-10-21 11:32:15,829 epoch 46 - iter 64/85 - loss 0.00197467 - samples/sec: 136.67 - lr: 0.050000 | |
| 2021-10-21 11:32:17,717 epoch 46 - iter 72/85 - loss 0.00206304 - samples/sec: 135.70 - lr: 0.050000 | |
| 2021-10-21 11:32:19,691 epoch 46 - iter 80/85 - loss 0.00199308 - samples/sec: 129.81 - lr: 0.050000 | |
| 2021-10-21 11:32:20,747 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:32:20,747 EPOCH 46 done: loss 0.0021 - lr 0.0500000 | |
| 2021-10-21 11:32:20,747 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:32:30,812 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:32:32,867 epoch 47 - iter 8/85 - loss 0.00372180 - samples/sec: 124.79 - lr: 0.050000 | |
| 2021-10-21 11:32:34,747 epoch 47 - iter 16/85 - loss 0.00286752 - samples/sec: 136.29 - lr: 0.050000 | |
| 2021-10-21 11:32:36,823 epoch 47 - iter 24/85 - loss 0.00243596 - samples/sec: 123.47 - lr: 0.050000 | |
| 2021-10-21 11:32:38,805 epoch 47 - iter 32/85 - loss 0.00245971 - samples/sec: 129.27 - lr: 0.050000 | |
| 2021-10-21 11:32:40,856 epoch 47 - iter 40/85 - loss 0.00214910 - samples/sec: 124.88 - lr: 0.050000 | |
| 2021-10-21 11:32:42,657 epoch 47 - iter 48/85 - loss 0.00224442 - samples/sec: 142.31 - lr: 0.050000 | |
| 2021-10-21 11:32:44,561 epoch 47 - iter 56/85 - loss 0.00222787 - samples/sec: 134.59 - lr: 0.050000 | |
| 2021-10-21 11:32:46,537 epoch 47 - iter 64/85 - loss 0.00212326 - samples/sec: 129.68 - lr: 0.050000 | |
| 2021-10-21 11:32:48,210 epoch 47 - iter 72/85 - loss 0.00208896 - samples/sec: 153.23 - lr: 0.050000 | |
| 2021-10-21 11:32:50,186 epoch 47 - iter 80/85 - loss 0.00217713 - samples/sec: 129.64 - lr: 0.050000 | |
| 2021-10-21 11:32:51,241 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:32:51,242 EPOCH 47 done: loss 0.0021 - lr 0.0500000 | |
| 2021-10-21 11:32:51,242 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:33:01,231 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:33:04,040 epoch 48 - iter 8/85 - loss 0.00316611 - samples/sec: 91.21 - lr: 0.050000 | |
| 2021-10-21 11:33:05,899 epoch 48 - iter 16/85 - loss 0.00290262 - samples/sec: 137.83 - lr: 0.050000 | |
| 2021-10-21 11:33:07,648 epoch 48 - iter 24/85 - loss 0.00217535 - samples/sec: 146.50 - lr: 0.050000 | |
| 2021-10-21 11:33:09,534 epoch 48 - iter 32/85 - loss 0.00241718 - samples/sec: 135.88 - lr: 0.050000 | |
| 2021-10-21 11:33:11,501 epoch 48 - iter 40/85 - loss 0.00227607 - samples/sec: 130.29 - lr: 0.050000 | |
| 2021-10-21 11:33:13,526 epoch 48 - iter 48/85 - loss 0.00235937 - samples/sec: 126.52 - lr: 0.050000 | |
| 2021-10-21 11:33:15,295 epoch 48 - iter 56/85 - loss 0.00215601 - samples/sec: 144.84 - lr: 0.050000 | |
| 2021-10-21 11:33:17,301 epoch 48 - iter 64/85 - loss 0.00208380 - samples/sec: 127.75 - lr: 0.050000 | |
| 2021-10-21 11:33:19,319 epoch 48 - iter 72/85 - loss 0.00205160 - samples/sec: 126.98 - lr: 0.050000 | |
| 2021-10-21 11:33:21,211 epoch 48 - iter 80/85 - loss 0.00205018 - samples/sec: 135.39 - lr: 0.050000 | |
| 2021-10-21 11:33:22,234 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:33:22,234 EPOCH 48 done: loss 0.0020 - lr 0.0500000 | |
| 2021-10-21 11:33:22,234 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:33:32,273 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:33:34,279 epoch 49 - iter 8/85 - loss 0.00145201 - samples/sec: 127.79 - lr: 0.050000 | |
| 2021-10-21 11:33:36,074 epoch 49 - iter 16/85 - loss 0.00094012 - samples/sec: 142.74 - lr: 0.050000 | |
| 2021-10-21 11:33:38,145 epoch 49 - iter 24/85 - loss 0.00067047 - samples/sec: 123.70 - lr: 0.050000 | |
| 2021-10-21 11:33:39,975 epoch 49 - iter 32/85 - loss 0.00100339 - samples/sec: 140.01 - lr: 0.050000 | |
| 2021-10-21 11:33:41,860 epoch 49 - iter 40/85 - loss 0.00092095 - samples/sec: 135.94 - lr: 0.050000 | |
| 2021-10-21 11:33:43,667 epoch 49 - iter 48/85 - loss 0.00140705 - samples/sec: 141.80 - lr: 0.050000 | |
| 2021-10-21 11:33:45,674 epoch 49 - iter 56/85 - loss 0.00156572 - samples/sec: 127.65 - lr: 0.050000 | |
| 2021-10-21 11:33:47,764 epoch 49 - iter 64/85 - loss 0.00179290 - samples/sec: 122.61 - lr: 0.050000 | |
| 2021-10-21 11:33:49,475 epoch 49 - iter 72/85 - loss 0.00184915 - samples/sec: 149.70 - lr: 0.050000 | |
| 2021-10-21 11:33:51,327 epoch 49 - iter 80/85 - loss 0.00253527 - samples/sec: 138.39 - lr: 0.050000 | |
| 2021-10-21 11:33:52,412 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:33:52,412 EPOCH 49 done: loss 0.0024 - lr 0.0500000 | |
| 2021-10-21 11:33:52,412 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:34:02,501 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:34:04,404 epoch 50 - iter 8/85 - loss 0.00171674 - samples/sec: 134.65 - lr: 0.050000 | |
| 2021-10-21 11:34:06,507 epoch 50 - iter 16/85 - loss 0.00201997 - samples/sec: 121.82 - lr: 0.050000 | |
| 2021-10-21 11:34:08,274 epoch 50 - iter 24/85 - loss 0.00191170 - samples/sec: 145.12 - lr: 0.050000 | |
| 2021-10-21 11:34:10,440 epoch 50 - iter 32/85 - loss 0.00184614 - samples/sec: 118.28 - lr: 0.050000 | |
| 2021-10-21 11:34:12,278 epoch 50 - iter 40/85 - loss 0.00238034 - samples/sec: 139.39 - lr: 0.050000 | |
| 2021-10-21 11:34:14,478 epoch 50 - iter 48/85 - loss 0.00205512 - samples/sec: 116.45 - lr: 0.050000 | |
| 2021-10-21 11:34:16,450 epoch 50 - iter 56/85 - loss 0.00210948 - samples/sec: 129.98 - lr: 0.050000 | |
| 2021-10-21 11:34:18,381 epoch 50 - iter 64/85 - loss 0.00215205 - samples/sec: 132.71 - lr: 0.050000 | |
| 2021-10-21 11:34:20,442 epoch 50 - iter 72/85 - loss 0.00210928 - samples/sec: 124.30 - lr: 0.050000 | |
| 2021-10-21 11:34:22,242 epoch 50 - iter 80/85 - loss 0.00220213 - samples/sec: 142.34 - lr: 0.050000 | |
| 2021-10-21 11:34:23,220 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:34:23,221 EPOCH 50 done: loss 0.0021 - lr 0.0500000 | |
| 2021-10-21 11:34:23,221 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:34:33,396 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:34:35,207 epoch 51 - iter 8/85 - loss 0.00203985 - samples/sec: 141.55 - lr: 0.050000 | |
| 2021-10-21 11:34:37,166 epoch 51 - iter 16/85 - loss 0.00182653 - samples/sec: 130.83 - lr: 0.050000 | |
| 2021-10-21 11:34:39,129 epoch 51 - iter 24/85 - loss 0.00178124 - samples/sec: 130.54 - lr: 0.050000 | |
| 2021-10-21 11:34:41,036 epoch 51 - iter 32/85 - loss 0.00161386 - samples/sec: 134.32 - lr: 0.050000 | |
| 2021-10-21 11:34:42,800 epoch 51 - iter 40/85 - loss 0.00147604 - samples/sec: 145.23 - lr: 0.050000 | |
| 2021-10-21 11:34:44,526 epoch 51 - iter 48/85 - loss 0.00134567 - samples/sec: 148.55 - lr: 0.050000 | |
| 2021-10-21 11:34:46,357 epoch 51 - iter 56/85 - loss 0.00140127 - samples/sec: 139.89 - lr: 0.050000 | |
| 2021-10-21 11:34:48,327 epoch 51 - iter 64/85 - loss 0.00144192 - samples/sec: 130.10 - lr: 0.050000 | |
| 2021-10-21 11:34:50,304 epoch 51 - iter 72/85 - loss 0.00138555 - samples/sec: 129.58 - lr: 0.050000 | |
| 2021-10-21 11:34:52,472 epoch 51 - iter 80/85 - loss 0.00133805 - samples/sec: 118.16 - lr: 0.050000 | |
| 2021-10-21 11:34:53,546 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:34:53,547 EPOCH 51 done: loss 0.0014 - lr 0.0500000 | |
| 2021-10-21 11:34:53,547 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:35:03,611 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:35:05,652 epoch 52 - iter 8/85 - loss 0.00057476 - samples/sec: 125.64 - lr: 0.050000 | |
| 2021-10-21 11:35:07,545 epoch 52 - iter 16/85 - loss 0.00037997 - samples/sec: 135.33 - lr: 0.050000 | |
| 2021-10-21 11:35:09,590 epoch 52 - iter 24/85 - loss 0.00066676 - samples/sec: 125.34 - lr: 0.050000 | |
| 2021-10-21 11:35:11,440 epoch 52 - iter 32/85 - loss 0.00154635 - samples/sec: 138.50 - lr: 0.050000 | |
| 2021-10-21 11:35:13,381 epoch 52 - iter 40/85 - loss 0.00156913 - samples/sec: 132.02 - lr: 0.050000 | |
| 2021-10-21 11:35:15,300 epoch 52 - iter 48/85 - loss 0.00143056 - samples/sec: 133.53 - lr: 0.050000 | |
| 2021-10-21 11:35:17,031 epoch 52 - iter 56/85 - loss 0.00160447 - samples/sec: 148.01 - lr: 0.050000 | |
| 2021-10-21 11:35:19,018 epoch 52 - iter 64/85 - loss 0.00165682 - samples/sec: 129.00 - lr: 0.050000 | |
| 2021-10-21 11:35:20,908 epoch 52 - iter 72/85 - loss 0.00158115 - samples/sec: 135.51 - lr: 0.050000 | |
| 2021-10-21 11:35:22,860 epoch 52 - iter 80/85 - loss 0.00151967 - samples/sec: 131.26 - lr: 0.050000 | |
| 2021-10-21 11:35:23,682 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:35:23,682 EPOCH 52 done: loss 0.0015 - lr 0.0500000 | |
| 2021-10-21 11:35:23,682 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:35:33,703 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:35:35,964 epoch 53 - iter 8/85 - loss 0.00262711 - samples/sec: 113.35 - lr: 0.050000 | |
| 2021-10-21 11:35:38,086 epoch 53 - iter 16/85 - loss 0.00288273 - samples/sec: 120.75 - lr: 0.050000 | |
| 2021-10-21 11:35:40,207 epoch 53 - iter 24/85 - loss 0.00223410 - samples/sec: 120.78 - lr: 0.050000 | |
| 2021-10-21 11:35:42,187 epoch 53 - iter 32/85 - loss 0.00335109 - samples/sec: 129.36 - lr: 0.050000 | |
| 2021-10-21 11:35:43,988 epoch 53 - iter 40/85 - loss 0.00341290 - samples/sec: 142.26 - lr: 0.050000 | |
| 2021-10-21 11:35:45,616 epoch 53 - iter 48/85 - loss 0.00303080 - samples/sec: 157.45 - lr: 0.050000 | |
| 2021-10-21 11:35:47,428 epoch 53 - iter 56/85 - loss 0.00264908 - samples/sec: 141.39 - lr: 0.050000 | |
| 2021-10-21 11:35:49,237 epoch 53 - iter 64/85 - loss 0.00262617 - samples/sec: 141.63 - lr: 0.050000 | |
| 2021-10-21 11:35:51,225 epoch 53 - iter 72/85 - loss 0.00244150 - samples/sec: 128.85 - lr: 0.050000 | |
| 2021-10-21 11:35:52,979 epoch 53 - iter 80/85 - loss 0.00234133 - samples/sec: 146.09 - lr: 0.050000 | |
| 2021-10-21 11:35:53,940 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:35:53,940 EPOCH 53 done: loss 0.0022 - lr 0.0500000 | |
| 2021-10-21 11:35:53,940 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:36:03,925 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:36:06,036 epoch 54 - iter 8/85 - loss 0.00024500 - samples/sec: 121.39 - lr: 0.050000 | |
| 2021-10-21 11:36:07,832 epoch 54 - iter 16/85 - loss 0.00243538 - samples/sec: 142.66 - lr: 0.050000 | |
| 2021-10-21 11:36:09,552 epoch 54 - iter 24/85 - loss 0.00180481 - samples/sec: 148.91 - lr: 0.050000 | |
| 2021-10-21 11:36:11,622 epoch 54 - iter 32/85 - loss 0.00162924 - samples/sec: 123.79 - lr: 0.050000 | |
| 2021-10-21 11:36:13,790 epoch 54 - iter 40/85 - loss 0.00170688 - samples/sec: 118.19 - lr: 0.050000 | |
| 2021-10-21 11:36:15,584 epoch 54 - iter 48/85 - loss 0.00208327 - samples/sec: 142.94 - lr: 0.050000 | |
| 2021-10-21 11:36:17,132 epoch 54 - iter 56/85 - loss 0.00209017 - samples/sec: 165.57 - lr: 0.050000 | |
| 2021-10-21 11:36:19,007 epoch 54 - iter 64/85 - loss 0.00228364 - samples/sec: 136.72 - lr: 0.050000 | |
| 2021-10-21 11:36:21,110 epoch 54 - iter 72/85 - loss 0.00212742 - samples/sec: 121.81 - lr: 0.050000 | |
| 2021-10-21 11:36:23,013 epoch 54 - iter 80/85 - loss 0.00194016 - samples/sec: 134.67 - lr: 0.050000 | |
| 2021-10-21 11:36:24,127 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:36:24,128 EPOCH 54 done: loss 0.0018 - lr 0.0500000 | |
| 2021-10-21 11:36:24,128 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:36:34,198 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:36:36,283 epoch 55 - iter 8/85 - loss 0.00105709 - samples/sec: 123.00 - lr: 0.050000 | |
| 2021-10-21 11:36:38,253 epoch 55 - iter 16/85 - loss 0.00077219 - samples/sec: 130.07 - lr: 0.050000 | |
| 2021-10-21 11:36:39,958 epoch 55 - iter 24/85 - loss 0.00124842 - samples/sec: 150.34 - lr: 0.050000 | |
| 2021-10-21 11:36:42,167 epoch 55 - iter 32/85 - loss 0.00110402 - samples/sec: 115.93 - lr: 0.050000 | |
| 2021-10-21 11:36:43,912 epoch 55 - iter 40/85 - loss 0.00111158 - samples/sec: 146.94 - lr: 0.050000 | |
| 2021-10-21 11:36:45,786 epoch 55 - iter 48/85 - loss 0.00153993 - samples/sec: 136.71 - lr: 0.050000 | |
| 2021-10-21 11:36:47,739 epoch 55 - iter 56/85 - loss 0.00142751 - samples/sec: 131.18 - lr: 0.050000 | |
| 2021-10-21 11:36:49,347 epoch 55 - iter 64/85 - loss 0.00139356 - samples/sec: 159.39 - lr: 0.050000 | |
| 2021-10-21 11:36:51,550 epoch 55 - iter 72/85 - loss 0.00168302 - samples/sec: 116.35 - lr: 0.050000 | |
| 2021-10-21 11:36:53,444 epoch 55 - iter 80/85 - loss 0.00172106 - samples/sec: 135.32 - lr: 0.050000 | |
| 2021-10-21 11:36:54,577 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:36:54,578 EPOCH 55 done: loss 0.0016 - lr 0.0500000 | |
| 2021-10-21 11:36:54,578 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:37:04,757 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:37:06,718 epoch 56 - iter 8/85 - loss 0.00207108 - samples/sec: 130.74 - lr: 0.025000 | |
| 2021-10-21 11:37:08,879 epoch 56 - iter 16/85 - loss 0.00342288 - samples/sec: 118.55 - lr: 0.025000 | |
| 2021-10-21 11:37:10,728 epoch 56 - iter 24/85 - loss 0.00251448 - samples/sec: 138.52 - lr: 0.025000 | |
| 2021-10-21 11:37:12,667 epoch 56 - iter 32/85 - loss 0.00222786 - samples/sec: 132.20 - lr: 0.025000 | |
| 2021-10-21 11:37:14,514 epoch 56 - iter 40/85 - loss 0.00189283 - samples/sec: 138.69 - lr: 0.025000 | |
| 2021-10-21 11:37:16,391 epoch 56 - iter 48/85 - loss 0.00161419 - samples/sec: 136.53 - lr: 0.025000 | |
| 2021-10-21 11:37:18,460 epoch 56 - iter 56/85 - loss 0.00142275 - samples/sec: 123.85 - lr: 0.025000 | |
| 2021-10-21 11:37:20,437 epoch 56 - iter 64/85 - loss 0.00138227 - samples/sec: 129.60 - lr: 0.025000 | |
| 2021-10-21 11:37:22,241 epoch 56 - iter 72/85 - loss 0.00141103 - samples/sec: 141.96 - lr: 0.025000 | |
| 2021-10-21 11:37:24,874 epoch 56 - iter 80/85 - loss 0.00155944 - samples/sec: 97.31 - lr: 0.025000 | |
| 2021-10-21 11:37:26,049 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:37:26,049 EPOCH 56 done: loss 0.0015 - lr 0.0250000 | |
| 2021-10-21 11:37:26,049 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:37:36,064 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:37:37,841 epoch 57 - iter 8/85 - loss 0.00157771 - samples/sec: 144.22 - lr: 0.025000 | |
| 2021-10-21 11:37:39,728 epoch 57 - iter 16/85 - loss 0.00099224 - samples/sec: 135.83 - lr: 0.025000 | |
| 2021-10-21 11:37:41,648 epoch 57 - iter 24/85 - loss 0.00205312 - samples/sec: 133.50 - lr: 0.025000 | |
| 2021-10-21 11:37:43,278 epoch 57 - iter 32/85 - loss 0.00171393 - samples/sec: 157.19 - lr: 0.025000 | |
| 2021-10-21 11:37:45,152 epoch 57 - iter 40/85 - loss 0.00140210 - samples/sec: 136.71 - lr: 0.025000 | |
| 2021-10-21 11:37:47,253 epoch 57 - iter 48/85 - loss 0.00142409 - samples/sec: 121.94 - lr: 0.025000 | |
| 2021-10-21 11:37:49,068 epoch 57 - iter 56/85 - loss 0.00143515 - samples/sec: 141.19 - lr: 0.025000 | |
| 2021-10-21 11:37:50,796 epoch 57 - iter 64/85 - loss 0.00131483 - samples/sec: 148.32 - lr: 0.025000 | |
| 2021-10-21 11:37:52,595 epoch 57 - iter 72/85 - loss 0.00123205 - samples/sec: 142.40 - lr: 0.025000 | |
| 2021-10-21 11:37:54,575 epoch 57 - iter 80/85 - loss 0.00113565 - samples/sec: 129.39 - lr: 0.025000 | |
| 2021-10-21 11:37:55,620 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:37:55,620 EPOCH 57 done: loss 0.0013 - lr 0.0250000 | |
| 2021-10-21 11:37:55,620 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:38:05,647 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:38:07,579 epoch 58 - iter 8/85 - loss 0.00037123 - samples/sec: 132.62 - lr: 0.025000 | |
| 2021-10-21 11:38:09,319 epoch 58 - iter 16/85 - loss 0.00063116 - samples/sec: 147.37 - lr: 0.025000 | |
| 2021-10-21 11:38:11,114 epoch 58 - iter 24/85 - loss 0.00049366 - samples/sec: 142.75 - lr: 0.025000 | |
| 2021-10-21 11:38:13,031 epoch 58 - iter 32/85 - loss 0.00059744 - samples/sec: 133.68 - lr: 0.025000 | |
| 2021-10-21 11:38:14,901 epoch 58 - iter 40/85 - loss 0.00053666 - samples/sec: 137.06 - lr: 0.025000 | |
| 2021-10-21 11:38:17,000 epoch 58 - iter 48/85 - loss 0.00060363 - samples/sec: 122.06 - lr: 0.025000 | |
| 2021-10-21 11:38:19,080 epoch 58 - iter 56/85 - loss 0.00072326 - samples/sec: 123.19 - lr: 0.025000 | |
| 2021-10-21 11:38:20,873 epoch 58 - iter 64/85 - loss 0.00077412 - samples/sec: 142.92 - lr: 0.025000 | |
| 2021-10-21 11:38:22,900 epoch 58 - iter 72/85 - loss 0.00088983 - samples/sec: 126.41 - lr: 0.025000 | |
| 2021-10-21 11:38:24,875 epoch 58 - iter 80/85 - loss 0.00084111 - samples/sec: 129.77 - lr: 0.025000 | |
| 2021-10-21 11:38:25,777 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:38:25,778 EPOCH 58 done: loss 0.0009 - lr 0.0250000 | |
| 2021-10-21 11:38:25,778 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:38:35,839 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:38:37,623 epoch 59 - iter 8/85 - loss 0.00123547 - samples/sec: 143.64 - lr: 0.025000 | |
| 2021-10-21 11:38:39,460 epoch 59 - iter 16/85 - loss 0.00121985 - samples/sec: 139.49 - lr: 0.025000 | |
| 2021-10-21 11:38:41,259 epoch 59 - iter 24/85 - loss 0.00115814 - samples/sec: 142.52 - lr: 0.025000 | |
| 2021-10-21 11:38:43,182 epoch 59 - iter 32/85 - loss 0.00137548 - samples/sec: 133.20 - lr: 0.025000 | |
| 2021-10-21 11:38:45,304 epoch 59 - iter 40/85 - loss 0.00123148 - samples/sec: 120.78 - lr: 0.025000 | |
| 2021-10-21 11:38:47,212 epoch 59 - iter 48/85 - loss 0.00109990 - samples/sec: 134.36 - lr: 0.025000 | |
| 2021-10-21 11:38:49,140 epoch 59 - iter 56/85 - loss 0.00112186 - samples/sec: 132.84 - lr: 0.025000 | |
| 2021-10-21 11:38:50,937 epoch 59 - iter 64/85 - loss 0.00121859 - samples/sec: 142.54 - lr: 0.025000 | |
| 2021-10-21 11:38:52,949 epoch 59 - iter 72/85 - loss 0.00116235 - samples/sec: 127.31 - lr: 0.025000 | |
| 2021-10-21 11:38:55,028 epoch 59 - iter 80/85 - loss 0.00111579 - samples/sec: 123.26 - lr: 0.025000 | |
| 2021-10-21 11:38:56,063 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:38:56,064 EPOCH 59 done: loss 0.0011 - lr 0.0250000 | |
| 2021-10-21 11:38:56,064 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:39:06,082 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:39:07,961 epoch 60 - iter 8/85 - loss 0.00045293 - samples/sec: 136.47 - lr: 0.025000 | |
| 2021-10-21 11:39:09,973 epoch 60 - iter 16/85 - loss 0.00123941 - samples/sec: 127.40 - lr: 0.025000 | |
| 2021-10-21 11:39:11,620 epoch 60 - iter 24/85 - loss 0.00086362 - samples/sec: 155.58 - lr: 0.025000 | |
| 2021-10-21 11:39:13,362 epoch 60 - iter 32/85 - loss 0.00098918 - samples/sec: 147.03 - lr: 0.025000 | |
| 2021-10-21 11:39:15,361 epoch 60 - iter 40/85 - loss 0.00109675 - samples/sec: 128.20 - lr: 0.025000 | |
| 2021-10-21 11:39:17,226 epoch 60 - iter 48/85 - loss 0.00122544 - samples/sec: 137.36 - lr: 0.025000 | |
| 2021-10-21 11:39:19,227 epoch 60 - iter 56/85 - loss 0.00127994 - samples/sec: 128.10 - lr: 0.025000 | |
| 2021-10-21 11:39:21,087 epoch 60 - iter 64/85 - loss 0.00124217 - samples/sec: 137.76 - lr: 0.025000 | |
| 2021-10-21 11:39:22,958 epoch 60 - iter 72/85 - loss 0.00122085 - samples/sec: 136.93 - lr: 0.025000 | |
| 2021-10-21 11:39:24,716 epoch 60 - iter 80/85 - loss 0.00124036 - samples/sec: 145.73 - lr: 0.025000 | |
| 2021-10-21 11:39:25,639 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:39:25,640 EPOCH 60 done: loss 0.0012 - lr 0.0250000 | |
| 2021-10-21 11:39:25,640 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:39:35,568 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:39:37,530 epoch 61 - iter 8/85 - loss 0.00170619 - samples/sec: 130.59 - lr: 0.025000 | |
| 2021-10-21 11:39:39,308 epoch 61 - iter 16/85 - loss 0.00160604 - samples/sec: 144.14 - lr: 0.025000 | |
| 2021-10-21 11:39:41,223 epoch 61 - iter 24/85 - loss 0.00133965 - samples/sec: 133.80 - lr: 0.025000 | |
| 2021-10-21 11:39:43,311 epoch 61 - iter 32/85 - loss 0.00113592 - samples/sec: 122.71 - lr: 0.025000 | |
| 2021-10-21 11:39:45,183 epoch 61 - iter 40/85 - loss 0.00092392 - samples/sec: 136.90 - lr: 0.025000 | |
| 2021-10-21 11:39:47,080 epoch 61 - iter 48/85 - loss 0.00079796 - samples/sec: 135.06 - lr: 0.025000 | |
| 2021-10-21 11:39:48,828 epoch 61 - iter 56/85 - loss 0.00080170 - samples/sec: 146.59 - lr: 0.025000 | |
| 2021-10-21 11:39:50,759 epoch 61 - iter 64/85 - loss 0.00092494 - samples/sec: 132.72 - lr: 0.025000 | |
| 2021-10-21 11:39:52,665 epoch 61 - iter 72/85 - loss 0.00096393 - samples/sec: 134.47 - lr: 0.025000 | |
| 2021-10-21 11:39:54,628 epoch 61 - iter 80/85 - loss 0.00088751 - samples/sec: 130.48 - lr: 0.025000 | |
| 2021-10-21 11:39:55,489 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:39:55,489 EPOCH 61 done: loss 0.0009 - lr 0.0250000 | |
| 2021-10-21 11:39:55,489 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:40:05,483 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:40:07,324 epoch 62 - iter 8/85 - loss 0.00096965 - samples/sec: 139.21 - lr: 0.025000 | |
| 2021-10-21 11:40:09,094 epoch 62 - iter 16/85 - loss 0.00063376 - samples/sec: 144.82 - lr: 0.025000 | |
| 2021-10-21 11:40:11,217 epoch 62 - iter 24/85 - loss 0.00048034 - samples/sec: 120.63 - lr: 0.025000 | |
| 2021-10-21 11:40:13,179 epoch 62 - iter 32/85 - loss 0.00098269 - samples/sec: 130.68 - lr: 0.025000 | |
| 2021-10-21 11:40:14,844 epoch 62 - iter 40/85 - loss 0.00086724 - samples/sec: 154.00 - lr: 0.025000 | |
| 2021-10-21 11:40:16,599 epoch 62 - iter 48/85 - loss 0.00088055 - samples/sec: 146.01 - lr: 0.025000 | |
| 2021-10-21 11:40:18,617 epoch 62 - iter 56/85 - loss 0.00086142 - samples/sec: 127.03 - lr: 0.025000 | |
| 2021-10-21 11:40:20,676 epoch 62 - iter 64/85 - loss 0.00096969 - samples/sec: 124.46 - lr: 0.025000 | |
| 2021-10-21 11:40:22,503 epoch 62 - iter 72/85 - loss 0.00094475 - samples/sec: 140.27 - lr: 0.025000 | |
| 2021-10-21 11:40:24,134 epoch 62 - iter 80/85 - loss 0.00096408 - samples/sec: 157.17 - lr: 0.025000 | |
| 2021-10-21 11:40:25,162 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:40:25,163 EPOCH 62 done: loss 0.0011 - lr 0.0250000 | |
| 2021-10-21 11:40:25,163 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:40:35,319 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:40:37,173 epoch 63 - iter 8/85 - loss 0.00009511 - samples/sec: 138.31 - lr: 0.012500 | |
| 2021-10-21 11:40:39,068 epoch 63 - iter 16/85 - loss 0.00061472 - samples/sec: 135.21 - lr: 0.012500 | |
| 2021-10-21 11:40:40,744 epoch 63 - iter 24/85 - loss 0.00077994 - samples/sec: 152.92 - lr: 0.012500 | |
| 2021-10-21 11:40:42,481 epoch 63 - iter 32/85 - loss 0.00075789 - samples/sec: 147.58 - lr: 0.012500 | |
| 2021-10-21 11:40:44,252 epoch 63 - iter 40/85 - loss 0.00062708 - samples/sec: 144.67 - lr: 0.012500 | |
| 2021-10-21 11:40:46,058 epoch 63 - iter 48/85 - loss 0.00057845 - samples/sec: 141.88 - lr: 0.012500 | |
| 2021-10-21 11:40:47,872 epoch 63 - iter 56/85 - loss 0.00092556 - samples/sec: 141.23 - lr: 0.012500 | |
| 2021-10-21 11:40:49,817 epoch 63 - iter 64/85 - loss 0.00091495 - samples/sec: 131.73 - lr: 0.012500 | |
| 2021-10-21 11:40:51,496 epoch 63 - iter 72/85 - loss 0.00083391 - samples/sec: 152.64 - lr: 0.012500 | |
| 2021-10-21 11:40:53,177 epoch 63 - iter 80/85 - loss 0.00077777 - samples/sec: 152.50 - lr: 0.012500 | |
| 2021-10-21 11:40:54,046 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:40:54,047 EPOCH 63 done: loss 0.0008 - lr 0.0125000 | |
| 2021-10-21 11:40:54,047 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:41:04,087 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:41:05,831 epoch 64 - iter 8/85 - loss 0.00239220 - samples/sec: 146.98 - lr: 0.012500 | |
| 2021-10-21 11:41:07,525 epoch 64 - iter 16/85 - loss 0.00199733 - samples/sec: 151.31 - lr: 0.012500 | |
| 2021-10-21 11:41:09,290 epoch 64 - iter 24/85 - loss 0.00138874 - samples/sec: 145.21 - lr: 0.012500 | |
| 2021-10-21 11:41:11,091 epoch 64 - iter 32/85 - loss 0.00107996 - samples/sec: 142.25 - lr: 0.012500 | |
| 2021-10-21 11:41:13,030 epoch 64 - iter 40/85 - loss 0.00095903 - samples/sec: 132.18 - lr: 0.012500 | |
| 2021-10-21 11:41:14,746 epoch 64 - iter 48/85 - loss 0.00083570 - samples/sec: 149.35 - lr: 0.012500 | |
| 2021-10-21 11:41:16,329 epoch 64 - iter 56/85 - loss 0.00076419 - samples/sec: 161.88 - lr: 0.012500 | |
| 2021-10-21 11:41:17,975 epoch 64 - iter 64/85 - loss 0.00092687 - samples/sec: 155.73 - lr: 0.012500 | |
| 2021-10-21 11:41:19,598 epoch 64 - iter 72/85 - loss 0.00087861 - samples/sec: 157.88 - lr: 0.012500 | |
| 2021-10-21 11:41:21,281 epoch 64 - iter 80/85 - loss 0.00079436 - samples/sec: 152.29 - lr: 0.012500 | |
| 2021-10-21 11:41:22,246 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:41:22,247 EPOCH 64 done: loss 0.0008 - lr 0.0125000 | |
| 2021-10-21 11:41:22,247 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:41:32,218 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:41:33,942 epoch 65 - iter 8/85 - loss 0.00290419 - samples/sec: 148.66 - lr: 0.012500 | |
| 2021-10-21 11:41:35,777 epoch 65 - iter 16/85 - loss 0.00227294 - samples/sec: 139.66 - lr: 0.012500 | |
| 2021-10-21 11:41:38,384 epoch 65 - iter 24/85 - loss 0.00169171 - samples/sec: 98.27 - lr: 0.012500 | |
| 2021-10-21 11:41:40,045 epoch 65 - iter 32/85 - loss 0.00179300 - samples/sec: 154.30 - lr: 0.012500 | |
| 2021-10-21 11:41:41,759 epoch 65 - iter 40/85 - loss 0.00196393 - samples/sec: 149.53 - lr: 0.012500 | |
| 2021-10-21 11:41:43,700 epoch 65 - iter 48/85 - loss 0.00183382 - samples/sec: 131.97 - lr: 0.012500 | |
| 2021-10-21 11:41:45,399 epoch 65 - iter 56/85 - loss 0.00169774 - samples/sec: 150.94 - lr: 0.012500 | |
| 2021-10-21 11:41:47,070 epoch 65 - iter 64/85 - loss 0.00149342 - samples/sec: 153.28 - lr: 0.012500 | |
| 2021-10-21 11:41:48,794 epoch 65 - iter 72/85 - loss 0.00145088 - samples/sec: 148.75 - lr: 0.012500 | |
| 2021-10-21 11:41:50,523 epoch 65 - iter 80/85 - loss 0.00135744 - samples/sec: 148.16 - lr: 0.012500 | |
| 2021-10-21 11:41:51,482 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:41:51,483 EPOCH 65 done: loss 0.0013 - lr 0.0125000 | |
| 2021-10-21 11:41:51,483 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:42:01,492 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:42:03,266 epoch 66 - iter 8/85 - loss 0.00077369 - samples/sec: 144.46 - lr: 0.012500 | |
| 2021-10-21 11:42:05,081 epoch 66 - iter 16/85 - loss 0.00054777 - samples/sec: 141.15 - lr: 0.012500 | |
| 2021-10-21 11:42:06,750 epoch 66 - iter 24/85 - loss 0.00076691 - samples/sec: 153.57 - lr: 0.012500 | |
| 2021-10-21 11:42:08,674 epoch 66 - iter 32/85 - loss 0.00063256 - samples/sec: 133.12 - lr: 0.012500 | |
| 2021-10-21 11:42:10,523 epoch 66 - iter 40/85 - loss 0.00072112 - samples/sec: 138.57 - lr: 0.012500 | |
| 2021-10-21 11:42:12,339 epoch 66 - iter 48/85 - loss 0.00070791 - samples/sec: 141.17 - lr: 0.012500 | |
| 2021-10-21 11:42:14,059 epoch 66 - iter 56/85 - loss 0.00064333 - samples/sec: 148.97 - lr: 0.012500 | |
| 2021-10-21 11:42:15,878 epoch 66 - iter 64/85 - loss 0.00066053 - samples/sec: 140.87 - lr: 0.012500 | |
| 2021-10-21 11:42:17,617 epoch 66 - iter 72/85 - loss 0.00076701 - samples/sec: 147.28 - lr: 0.012500 | |
| 2021-10-21 11:42:19,099 epoch 66 - iter 80/85 - loss 0.00071814 - samples/sec: 172.99 - lr: 0.012500 | |
| 2021-10-21 11:42:19,998 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:42:19,999 EPOCH 66 done: loss 0.0007 - lr 0.0125000 | |
| 2021-10-21 11:42:19,999 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:42:29,969 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:42:31,665 epoch 67 - iter 8/85 - loss 0.00110513 - samples/sec: 151.13 - lr: 0.012500 | |
| 2021-10-21 11:42:33,387 epoch 67 - iter 16/85 - loss 0.00098824 - samples/sec: 148.84 - lr: 0.012500 | |
| 2021-10-21 11:42:35,099 epoch 67 - iter 24/85 - loss 0.00093121 - samples/sec: 149.82 - lr: 0.012500 | |
| 2021-10-21 11:42:36,737 epoch 67 - iter 32/85 - loss 0.00129696 - samples/sec: 156.38 - lr: 0.012500 | |
| 2021-10-21 11:42:38,459 epoch 67 - iter 40/85 - loss 0.00116657 - samples/sec: 148.84 - lr: 0.012500 | |
| 2021-10-21 11:42:40,276 epoch 67 - iter 48/85 - loss 0.00114918 - samples/sec: 141.02 - lr: 0.012500 | |
| 2021-10-21 11:42:42,034 epoch 67 - iter 56/85 - loss 0.00099241 - samples/sec: 145.68 - lr: 0.012500 | |
| 2021-10-21 11:42:43,656 epoch 67 - iter 64/85 - loss 0.00089057 - samples/sec: 157.99 - lr: 0.012500 | |
| 2021-10-21 11:42:45,256 epoch 67 - iter 72/85 - loss 0.00085344 - samples/sec: 160.16 - lr: 0.012500 | |
| 2021-10-21 11:42:47,188 epoch 67 - iter 80/85 - loss 0.00079215 - samples/sec: 132.64 - lr: 0.012500 | |
| 2021-10-21 11:42:48,100 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:42:48,101 EPOCH 67 done: loss 0.0009 - lr 0.0125000 | |
| 2021-10-21 11:42:48,101 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:42:58,017 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:42:59,836 epoch 68 - iter 8/85 - loss 0.00028182 - samples/sec: 140.92 - lr: 0.012500 | |
| 2021-10-21 11:43:01,705 epoch 68 - iter 16/85 - loss 0.00122757 - samples/sec: 137.04 - lr: 0.012500 | |
| 2021-10-21 11:43:03,647 epoch 68 - iter 24/85 - loss 0.00101521 - samples/sec: 131.96 - lr: 0.012500 | |
| 2021-10-21 11:43:05,507 epoch 68 - iter 32/85 - loss 0.00086683 - samples/sec: 137.78 - lr: 0.012500 | |
| 2021-10-21 11:43:07,225 epoch 68 - iter 40/85 - loss 0.00080549 - samples/sec: 149.12 - lr: 0.012500 | |
| 2021-10-21 11:43:08,820 epoch 68 - iter 48/85 - loss 0.00077954 - samples/sec: 160.73 - lr: 0.012500 | |
| 2021-10-21 11:43:10,432 epoch 68 - iter 56/85 - loss 0.00084135 - samples/sec: 158.98 - lr: 0.012500 | |
| 2021-10-21 11:43:12,137 epoch 68 - iter 64/85 - loss 0.00092703 - samples/sec: 150.27 - lr: 0.012500 | |
| 2021-10-21 11:43:13,835 epoch 68 - iter 72/85 - loss 0.00085837 - samples/sec: 150.94 - lr: 0.012500 | |
| 2021-10-21 11:43:15,569 epoch 68 - iter 80/85 - loss 0.00096371 - samples/sec: 147.71 - lr: 0.012500 | |
| 2021-10-21 11:43:16,548 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:43:16,549 EPOCH 68 done: loss 0.0010 - lr 0.0125000 | |
| 2021-10-21 11:43:16,549 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:43:26,532 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:43:28,303 epoch 69 - iter 8/85 - loss 0.00038304 - samples/sec: 144.72 - lr: 0.012500 | |
| 2021-10-21 11:43:30,155 epoch 69 - iter 16/85 - loss 0.00041974 - samples/sec: 138.38 - lr: 0.012500 | |
| 2021-10-21 11:43:31,995 epoch 69 - iter 24/85 - loss 0.00122642 - samples/sec: 139.23 - lr: 0.012500 | |
| 2021-10-21 11:43:34,073 epoch 69 - iter 32/85 - loss 0.00099959 - samples/sec: 123.30 - lr: 0.012500 | |
| 2021-10-21 11:43:35,993 epoch 69 - iter 40/85 - loss 0.00119536 - samples/sec: 133.42 - lr: 0.012500 | |
| 2021-10-21 11:43:37,691 epoch 69 - iter 48/85 - loss 0.00102599 - samples/sec: 150.94 - lr: 0.012500 | |
| 2021-10-21 11:43:39,628 epoch 69 - iter 56/85 - loss 0.00106189 - samples/sec: 132.28 - lr: 0.012500 | |
| 2021-10-21 11:43:41,606 epoch 69 - iter 64/85 - loss 0.00094464 - samples/sec: 129.52 - lr: 0.012500 | |
| 2021-10-21 11:43:43,486 epoch 69 - iter 72/85 - loss 0.00108930 - samples/sec: 136.24 - lr: 0.012500 | |
| 2021-10-21 11:43:45,131 epoch 69 - iter 80/85 - loss 0.00100702 - samples/sec: 155.85 - lr: 0.012500 | |
| 2021-10-21 11:43:46,161 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:43:46,161 EPOCH 69 done: loss 0.0010 - lr 0.0125000 | |
| 2021-10-21 11:43:46,162 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:43:56,160 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:43:57,883 epoch 70 - iter 8/85 - loss 0.00041923 - samples/sec: 148.77 - lr: 0.012500 | |
| 2021-10-21 11:43:59,670 epoch 70 - iter 16/85 - loss 0.00050329 - samples/sec: 143.39 - lr: 0.012500 | |
| 2021-10-21 11:44:01,291 epoch 70 - iter 24/85 - loss 0.00066042 - samples/sec: 158.05 - lr: 0.012500 | |
| 2021-10-21 11:44:03,228 epoch 70 - iter 32/85 - loss 0.00052343 - samples/sec: 132.27 - lr: 0.012500 | |
| 2021-10-21 11:44:04,816 epoch 70 - iter 40/85 - loss 0.00049246 - samples/sec: 161.42 - lr: 0.012500 | |
| 2021-10-21 11:44:06,506 epoch 70 - iter 48/85 - loss 0.00066943 - samples/sec: 151.63 - lr: 0.012500 | |
| 2021-10-21 11:44:08,027 epoch 70 - iter 56/85 - loss 0.00079757 - samples/sec: 168.60 - lr: 0.012500 | |
| 2021-10-21 11:44:09,772 epoch 70 - iter 64/85 - loss 0.00077915 - samples/sec: 146.88 - lr: 0.012500 | |
| 2021-10-21 11:44:11,438 epoch 70 - iter 72/85 - loss 0.00079714 - samples/sec: 153.81 - lr: 0.012500 | |
| 2021-10-21 11:44:13,167 epoch 70 - iter 80/85 - loss 0.00087357 - samples/sec: 148.27 - lr: 0.012500 | |
| 2021-10-21 11:44:14,165 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:44:14,166 EPOCH 70 done: loss 0.0008 - lr 0.0125000 | |
| 2021-10-21 11:44:14,166 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:44:24,218 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:44:25,915 epoch 71 - iter 8/85 - loss 0.00068450 - samples/sec: 151.07 - lr: 0.006250 | |
| 2021-10-21 11:44:27,882 epoch 71 - iter 16/85 - loss 0.00173805 - samples/sec: 130.27 - lr: 0.006250 | |
| 2021-10-21 11:44:29,866 epoch 71 - iter 24/85 - loss 0.00139766 - samples/sec: 129.11 - lr: 0.006250 | |
| 2021-10-21 11:44:31,838 epoch 71 - iter 32/85 - loss 0.00138848 - samples/sec: 129.97 - lr: 0.006250 | |
| 2021-10-21 11:44:33,780 epoch 71 - iter 40/85 - loss 0.00117942 - samples/sec: 131.88 - lr: 0.006250 | |
| 2021-10-21 11:44:35,765 epoch 71 - iter 48/85 - loss 0.00098764 - samples/sec: 129.08 - lr: 0.006250 | |
| 2021-10-21 11:44:37,723 epoch 71 - iter 56/85 - loss 0.00086220 - samples/sec: 130.88 - lr: 0.006250 | |
| 2021-10-21 11:44:39,555 epoch 71 - iter 64/85 - loss 0.00078002 - samples/sec: 139.84 - lr: 0.006250 | |
| 2021-10-21 11:44:41,626 epoch 71 - iter 72/85 - loss 0.00073822 - samples/sec: 123.75 - lr: 0.006250 | |
| 2021-10-21 11:44:43,564 epoch 71 - iter 80/85 - loss 0.00080940 - samples/sec: 132.22 - lr: 0.006250 | |
| 2021-10-21 11:44:44,571 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:44:44,572 EPOCH 71 done: loss 0.0008 - lr 0.0062500 | |
| 2021-10-21 11:44:44,572 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:44:54,629 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:44:56,379 epoch 72 - iter 8/85 - loss 0.00081356 - samples/sec: 146.51 - lr: 0.006250 | |
| 2021-10-21 11:44:58,128 epoch 72 - iter 16/85 - loss 0.00076514 - samples/sec: 146.52 - lr: 0.006250 | |
| 2021-10-21 11:44:59,829 epoch 72 - iter 24/85 - loss 0.00094137 - samples/sec: 150.61 - lr: 0.006250 | |
| 2021-10-21 11:45:01,426 epoch 72 - iter 32/85 - loss 0.00087914 - samples/sec: 160.56 - lr: 0.006250 | |
| 2021-10-21 11:45:03,264 epoch 72 - iter 40/85 - loss 0.00108542 - samples/sec: 139.44 - lr: 0.006250 | |
| 2021-10-21 11:45:04,729 epoch 72 - iter 48/85 - loss 0.00096976 - samples/sec: 174.92 - lr: 0.006250 | |
| 2021-10-21 11:45:06,388 epoch 72 - iter 56/85 - loss 0.00084996 - samples/sec: 154.54 - lr: 0.006250 | |
| 2021-10-21 11:45:08,350 epoch 72 - iter 64/85 - loss 0.00087631 - samples/sec: 130.58 - lr: 0.006250 | |
| 2021-10-21 11:45:10,089 epoch 72 - iter 72/85 - loss 0.00080269 - samples/sec: 147.37 - lr: 0.006250 | |
| 2021-10-21 11:45:11,672 epoch 72 - iter 80/85 - loss 0.00085329 - samples/sec: 161.91 - lr: 0.006250 | |
| 2021-10-21 11:45:12,529 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:45:12,529 EPOCH 72 done: loss 0.0008 - lr 0.0062500 | |
| 2021-10-21 11:45:12,529 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:45:22,707 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:45:24,367 epoch 73 - iter 8/85 - loss 0.00057505 - samples/sec: 154.45 - lr: 0.006250 | |
| 2021-10-21 11:45:26,022 epoch 73 - iter 16/85 - loss 0.00029593 - samples/sec: 154.92 - lr: 0.006250 | |
| 2021-10-21 11:45:27,988 epoch 73 - iter 24/85 - loss 0.00048966 - samples/sec: 130.34 - lr: 0.006250 | |
| 2021-10-21 11:45:30,159 epoch 73 - iter 32/85 - loss 0.00074559 - samples/sec: 118.03 - lr: 0.006250 | |
| 2021-10-21 11:45:31,928 epoch 73 - iter 40/85 - loss 0.00064239 - samples/sec: 144.95 - lr: 0.006250 | |
| 2021-10-21 11:45:34,054 epoch 73 - iter 48/85 - loss 0.00058187 - samples/sec: 120.50 - lr: 0.006250 | |
| 2021-10-21 11:45:36,251 epoch 73 - iter 56/85 - loss 0.00054627 - samples/sec: 116.68 - lr: 0.006250 | |
| 2021-10-21 11:45:37,962 epoch 73 - iter 64/85 - loss 0.00052842 - samples/sec: 149.74 - lr: 0.006250 | |
| 2021-10-21 11:45:39,685 epoch 73 - iter 72/85 - loss 0.00058869 - samples/sec: 148.80 - lr: 0.006250 | |
| 2021-10-21 11:45:41,190 epoch 73 - iter 80/85 - loss 0.00054097 - samples/sec: 170.31 - lr: 0.006250 | |
| 2021-10-21 11:45:42,026 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:45:42,026 EPOCH 73 done: loss 0.0006 - lr 0.0062500 | |
| 2021-10-21 11:45:42,027 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:45:52,265 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:45:55,173 epoch 74 - iter 8/85 - loss 0.00028080 - samples/sec: 88.14 - lr: 0.006250 | |
| 2021-10-21 11:45:57,153 epoch 74 - iter 16/85 - loss 0.00041949 - samples/sec: 129.41 - lr: 0.006250 | |
| 2021-10-21 11:45:59,101 epoch 74 - iter 24/85 - loss 0.00035157 - samples/sec: 131.59 - lr: 0.006250 | |
| 2021-10-21 11:46:00,846 epoch 74 - iter 32/85 - loss 0.00028859 - samples/sec: 146.82 - lr: 0.006250 | |
| 2021-10-21 11:46:02,712 epoch 74 - iter 40/85 - loss 0.00054893 - samples/sec: 137.22 - lr: 0.006250 | |
| 2021-10-21 11:46:04,831 epoch 74 - iter 48/85 - loss 0.00047034 - samples/sec: 120.93 - lr: 0.006250 | |
| 2021-10-21 11:46:06,622 epoch 74 - iter 56/85 - loss 0.00042761 - samples/sec: 143.06 - lr: 0.006250 | |
| 2021-10-21 11:46:08,467 epoch 74 - iter 64/85 - loss 0.00051439 - samples/sec: 138.86 - lr: 0.006250 | |
| 2021-10-21 11:46:10,352 epoch 74 - iter 72/85 - loss 0.00055145 - samples/sec: 135.95 - lr: 0.006250 | |
| 2021-10-21 11:46:12,278 epoch 74 - iter 80/85 - loss 0.00054420 - samples/sec: 133.06 - lr: 0.006250 | |
| 2021-10-21 11:46:13,184 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:46:13,185 EPOCH 74 done: loss 0.0006 - lr 0.0062500 | |
| 2021-10-21 11:46:13,185 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:46:23,256 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:46:24,877 epoch 75 - iter 8/85 - loss 0.00044298 - samples/sec: 158.17 - lr: 0.006250 | |
| 2021-10-21 11:46:26,441 epoch 75 - iter 16/85 - loss 0.00088500 - samples/sec: 163.94 - lr: 0.006250 | |
| 2021-10-21 11:46:28,320 epoch 75 - iter 24/85 - loss 0.00125336 - samples/sec: 136.45 - lr: 0.006250 | |
| 2021-10-21 11:46:30,198 epoch 75 - iter 32/85 - loss 0.00098572 - samples/sec: 136.44 - lr: 0.006250 | |
| 2021-10-21 11:46:31,970 epoch 75 - iter 40/85 - loss 0.00106070 - samples/sec: 144.68 - lr: 0.006250 | |
| 2021-10-21 11:46:33,915 epoch 75 - iter 48/85 - loss 0.00089318 - samples/sec: 131.69 - lr: 0.006250 | |
| 2021-10-21 11:46:35,885 epoch 75 - iter 56/85 - loss 0.00095157 - samples/sec: 130.08 - lr: 0.006250 | |
| 2021-10-21 11:46:37,756 epoch 75 - iter 64/85 - loss 0.00096710 - samples/sec: 136.98 - lr: 0.006250 | |
| 2021-10-21 11:46:39,457 epoch 75 - iter 72/85 - loss 0.00086867 - samples/sec: 150.67 - lr: 0.006250 | |
| 2021-10-21 11:46:41,185 epoch 75 - iter 80/85 - loss 0.00083133 - samples/sec: 148.35 - lr: 0.006250 | |
| 2021-10-21 11:46:42,141 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:46:42,141 EPOCH 75 done: loss 0.0008 - lr 0.0062500 | |
| 2021-10-21 11:46:42,141 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:46:52,304 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:46:54,239 epoch 76 - iter 8/85 - loss 0.00055925 - samples/sec: 132.52 - lr: 0.006250 | |
| 2021-10-21 11:46:55,888 epoch 76 - iter 16/85 - loss 0.00058659 - samples/sec: 155.32 - lr: 0.006250 | |
| 2021-10-21 11:46:57,598 epoch 76 - iter 24/85 - loss 0.00062423 - samples/sec: 149.96 - lr: 0.006250 | |
| 2021-10-21 11:46:59,491 epoch 76 - iter 32/85 - loss 0.00058519 - samples/sec: 135.38 - lr: 0.006250 | |
| 2021-10-21 11:47:01,408 epoch 76 - iter 40/85 - loss 0.00052764 - samples/sec: 133.69 - lr: 0.006250 | |
| 2021-10-21 11:47:03,327 epoch 76 - iter 48/85 - loss 0.00056301 - samples/sec: 133.60 - lr: 0.006250 | |
| 2021-10-21 11:47:05,045 epoch 76 - iter 56/85 - loss 0.00080477 - samples/sec: 149.09 - lr: 0.006250 | |
| 2021-10-21 11:47:06,643 epoch 76 - iter 64/85 - loss 0.00085063 - samples/sec: 160.39 - lr: 0.006250 | |
| 2021-10-21 11:47:08,369 epoch 76 - iter 72/85 - loss 0.00078003 - samples/sec: 148.41 - lr: 0.006250 | |
| 2021-10-21 11:47:10,114 epoch 76 - iter 80/85 - loss 0.00078845 - samples/sec: 146.84 - lr: 0.006250 | |
| 2021-10-21 11:47:11,112 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:47:11,113 EPOCH 76 done: loss 0.0008 - lr 0.0062500 | |
| 2021-10-21 11:47:11,113 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:47:21,176 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:47:22,973 epoch 77 - iter 8/85 - loss 0.00021142 - samples/sec: 142.66 - lr: 0.006250 | |
| 2021-10-21 11:47:24,711 epoch 77 - iter 16/85 - loss 0.00046530 - samples/sec: 147.56 - lr: 0.006250 | |
| 2021-10-21 11:47:26,733 epoch 77 - iter 24/85 - loss 0.00065235 - samples/sec: 126.70 - lr: 0.006250 | |
| 2021-10-21 11:47:28,661 epoch 77 - iter 32/85 - loss 0.00059424 - samples/sec: 132.91 - lr: 0.006250 | |
| 2021-10-21 11:47:30,448 epoch 77 - iter 40/85 - loss 0.00066160 - samples/sec: 143.36 - lr: 0.006250 | |
| 2021-10-21 11:47:32,171 epoch 77 - iter 48/85 - loss 0.00064347 - samples/sec: 148.75 - lr: 0.006250 | |
| 2021-10-21 11:47:34,052 epoch 77 - iter 56/85 - loss 0.00068153 - samples/sec: 136.27 - lr: 0.006250 | |
| 2021-10-21 11:47:35,747 epoch 77 - iter 64/85 - loss 0.00067420 - samples/sec: 151.21 - lr: 0.006250 | |
| 2021-10-21 11:47:37,445 epoch 77 - iter 72/85 - loss 0.00067780 - samples/sec: 150.86 - lr: 0.006250 | |
| 2021-10-21 11:47:39,113 epoch 77 - iter 80/85 - loss 0.00068655 - samples/sec: 153.64 - lr: 0.006250 | |
| 2021-10-21 11:47:40,053 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:47:40,054 EPOCH 77 done: loss 0.0007 - lr 0.0062500 | |
| 2021-10-21 11:47:40,054 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:47:50,192 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:47:52,116 epoch 78 - iter 8/85 - loss 0.00020894 - samples/sec: 133.22 - lr: 0.006250 | |
| 2021-10-21 11:47:53,828 epoch 78 - iter 16/85 - loss 0.00021477 - samples/sec: 149.69 - lr: 0.006250 | |
| 2021-10-21 11:47:55,487 epoch 78 - iter 24/85 - loss 0.00046833 - samples/sec: 154.43 - lr: 0.006250 | |
| 2021-10-21 11:47:57,092 epoch 78 - iter 32/85 - loss 0.00037404 - samples/sec: 159.66 - lr: 0.006250 | |
| 2021-10-21 11:47:58,829 epoch 78 - iter 40/85 - loss 0.00057992 - samples/sec: 147.50 - lr: 0.006250 | |
| 2021-10-21 11:48:00,698 epoch 78 - iter 48/85 - loss 0.00086209 - samples/sec: 137.13 - lr: 0.006250 | |
| 2021-10-21 11:48:02,249 epoch 78 - iter 56/85 - loss 0.00083773 - samples/sec: 165.27 - lr: 0.006250 | |
| 2021-10-21 11:48:04,088 epoch 78 - iter 64/85 - loss 0.00074408 - samples/sec: 139.41 - lr: 0.006250 | |
| 2021-10-21 11:48:06,041 epoch 78 - iter 72/85 - loss 0.00066682 - samples/sec: 131.16 - lr: 0.006250 | |
| 2021-10-21 11:48:08,133 epoch 78 - iter 80/85 - loss 0.00076377 - samples/sec: 122.46 - lr: 0.006250 | |
| 2021-10-21 11:48:09,100 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:48:09,100 EPOCH 78 done: loss 0.0007 - lr 0.0062500 | |
| 2021-10-21 11:48:09,101 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:48:19,200 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:48:20,929 epoch 79 - iter 8/85 - loss 0.00046905 - samples/sec: 148.32 - lr: 0.003125 | |
| 2021-10-21 11:48:22,819 epoch 79 - iter 16/85 - loss 0.00031460 - samples/sec: 135.58 - lr: 0.003125 | |
| 2021-10-21 11:48:24,556 epoch 79 - iter 24/85 - loss 0.00026546 - samples/sec: 147.51 - lr: 0.003125 | |
| 2021-10-21 11:48:26,404 epoch 79 - iter 32/85 - loss 0.00029018 - samples/sec: 138.66 - lr: 0.003125 | |
| 2021-10-21 11:48:28,243 epoch 79 - iter 40/85 - loss 0.00029239 - samples/sec: 139.40 - lr: 0.003125 | |
| 2021-10-21 11:48:30,036 epoch 79 - iter 48/85 - loss 0.00066050 - samples/sec: 142.88 - lr: 0.003125 | |
| 2021-10-21 11:48:31,847 epoch 79 - iter 56/85 - loss 0.00060895 - samples/sec: 141.51 - lr: 0.003125 | |
| 2021-10-21 11:48:33,492 epoch 79 - iter 64/85 - loss 0.00070396 - samples/sec: 155.78 - lr: 0.003125 | |
| 2021-10-21 11:48:35,250 epoch 79 - iter 72/85 - loss 0.00067575 - samples/sec: 145.81 - lr: 0.003125 | |
| 2021-10-21 11:48:36,899 epoch 79 - iter 80/85 - loss 0.00066510 - samples/sec: 155.47 - lr: 0.003125 | |
| 2021-10-21 11:48:37,801 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:48:37,802 EPOCH 79 done: loss 0.0007 - lr 0.0031250 | |
| 2021-10-21 11:48:37,802 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:48:47,884 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:48:50,017 epoch 80 - iter 8/85 - loss 0.00072050 - samples/sec: 120.18 - lr: 0.003125 | |
| 2021-10-21 11:48:51,954 epoch 80 - iter 16/85 - loss 0.00058651 - samples/sec: 132.26 - lr: 0.003125 | |
| 2021-10-21 11:48:53,730 epoch 80 - iter 24/85 - loss 0.00042491 - samples/sec: 144.30 - lr: 0.003125 | |
| 2021-10-21 11:48:55,278 epoch 80 - iter 32/85 - loss 0.00053574 - samples/sec: 165.52 - lr: 0.003125 | |
| 2021-10-21 11:48:57,091 epoch 80 - iter 40/85 - loss 0.00075186 - samples/sec: 141.28 - lr: 0.003125 | |
| 2021-10-21 11:48:58,729 epoch 80 - iter 48/85 - loss 0.00082783 - samples/sec: 156.49 - lr: 0.003125 | |
| 2021-10-21 11:49:00,379 epoch 80 - iter 56/85 - loss 0.00081195 - samples/sec: 155.30 - lr: 0.003125 | |
| 2021-10-21 11:49:02,210 epoch 80 - iter 64/85 - loss 0.00074013 - samples/sec: 139.90 - lr: 0.003125 | |
| 2021-10-21 11:49:04,080 epoch 80 - iter 72/85 - loss 0.00069034 - samples/sec: 137.07 - lr: 0.003125 | |
| 2021-10-21 11:49:05,641 epoch 80 - iter 80/85 - loss 0.00071701 - samples/sec: 164.10 - lr: 0.003125 | |
| 2021-10-21 11:49:06,563 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:49:06,563 EPOCH 80 done: loss 0.0007 - lr 0.0031250 | |
| 2021-10-21 11:49:06,563 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:49:16,558 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:49:18,165 epoch 81 - iter 8/85 - loss 0.00020038 - samples/sec: 159.42 - lr: 0.003125 | |
| 2021-10-21 11:49:20,014 epoch 81 - iter 16/85 - loss 0.00031528 - samples/sec: 138.63 - lr: 0.003125 | |
| 2021-10-21 11:49:21,834 epoch 81 - iter 24/85 - loss 0.00067369 - samples/sec: 140.79 - lr: 0.003125 | |
| 2021-10-21 11:49:23,566 epoch 81 - iter 32/85 - loss 0.00082552 - samples/sec: 148.01 - lr: 0.003125 | |
| 2021-10-21 11:49:25,136 epoch 81 - iter 40/85 - loss 0.00080203 - samples/sec: 163.19 - lr: 0.003125 | |
| 2021-10-21 11:49:26,917 epoch 81 - iter 48/85 - loss 0.00070132 - samples/sec: 143.84 - lr: 0.003125 | |
| 2021-10-21 11:49:28,978 epoch 81 - iter 56/85 - loss 0.00074240 - samples/sec: 124.26 - lr: 0.003125 | |
| 2021-10-21 11:49:30,814 epoch 81 - iter 64/85 - loss 0.00067354 - samples/sec: 139.65 - lr: 0.003125 | |
| 2021-10-21 11:49:32,654 epoch 81 - iter 72/85 - loss 0.00062143 - samples/sec: 139.21 - lr: 0.003125 | |
| 2021-10-21 11:49:34,336 epoch 81 - iter 80/85 - loss 0.00069177 - samples/sec: 152.35 - lr: 0.003125 | |
| 2021-10-21 11:49:35,159 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:49:35,159 EPOCH 81 done: loss 0.0007 - lr 0.0031250 | |
| 2021-10-21 11:49:35,160 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:49:45,167 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:49:47,138 epoch 82 - iter 8/85 - loss 0.00054298 - samples/sec: 130.06 - lr: 0.003125 | |
| 2021-10-21 11:49:48,936 epoch 82 - iter 16/85 - loss 0.00048009 - samples/sec: 142.51 - lr: 0.003125 | |
| 2021-10-21 11:49:50,445 epoch 82 - iter 24/85 - loss 0.00080640 - samples/sec: 169.78 - lr: 0.003125 | |
| 2021-10-21 11:49:52,309 epoch 82 - iter 32/85 - loss 0.00089260 - samples/sec: 137.47 - lr: 0.003125 | |
| 2021-10-21 11:49:54,041 epoch 82 - iter 40/85 - loss 0.00075255 - samples/sec: 147.95 - lr: 0.003125 | |
| 2021-10-21 11:49:56,611 epoch 82 - iter 48/85 - loss 0.00074186 - samples/sec: 99.68 - lr: 0.003125 | |
| 2021-10-21 11:49:58,321 epoch 82 - iter 56/85 - loss 0.00073145 - samples/sec: 149.91 - lr: 0.003125 | |
| 2021-10-21 11:50:00,111 epoch 82 - iter 64/85 - loss 0.00068553 - samples/sec: 143.13 - lr: 0.003125 | |
| 2021-10-21 11:50:01,792 epoch 82 - iter 72/85 - loss 0.00062513 - samples/sec: 152.44 - lr: 0.003125 | |
| 2021-10-21 11:50:03,552 epoch 82 - iter 80/85 - loss 0.00119685 - samples/sec: 145.49 - lr: 0.003125 | |
| 2021-10-21 11:50:04,386 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:50:04,386 EPOCH 82 done: loss 0.0013 - lr 0.0031250 | |
| 2021-10-21 11:50:04,386 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:50:14,389 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:50:16,280 epoch 83 - iter 8/85 - loss 0.00043641 - samples/sec: 135.55 - lr: 0.001563 | |
| 2021-10-21 11:50:17,751 epoch 83 - iter 16/85 - loss 0.00052418 - samples/sec: 174.36 - lr: 0.001563 | |
| 2021-10-21 11:50:19,743 epoch 83 - iter 24/85 - loss 0.00062117 - samples/sec: 128.64 - lr: 0.001563 | |
| 2021-10-21 11:50:21,492 epoch 83 - iter 32/85 - loss 0.00086165 - samples/sec: 146.48 - lr: 0.001563 | |
| 2021-10-21 11:50:23,154 epoch 83 - iter 40/85 - loss 0.00087606 - samples/sec: 154.12 - lr: 0.001563 | |
| 2021-10-21 11:50:25,121 epoch 83 - iter 48/85 - loss 0.00085062 - samples/sec: 130.28 - lr: 0.001563 | |
| 2021-10-21 11:50:26,720 epoch 83 - iter 56/85 - loss 0.00104131 - samples/sec: 160.24 - lr: 0.001563 | |
| 2021-10-21 11:50:28,534 epoch 83 - iter 64/85 - loss 0.00102014 - samples/sec: 141.31 - lr: 0.001563 | |
| 2021-10-21 11:50:30,470 epoch 83 - iter 72/85 - loss 0.00101195 - samples/sec: 132.43 - lr: 0.001563 | |
| 2021-10-21 11:50:32,267 epoch 83 - iter 80/85 - loss 0.00119172 - samples/sec: 142.55 - lr: 0.001563 | |
| 2021-10-21 11:50:33,294 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:50:33,295 EPOCH 83 done: loss 0.0011 - lr 0.0015625 | |
| 2021-10-21 11:50:33,295 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:50:43,449 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:50:45,225 epoch 84 - iter 8/85 - loss 0.00104852 - samples/sec: 144.32 - lr: 0.001563 | |
| 2021-10-21 11:50:46,903 epoch 84 - iter 16/85 - loss 0.00071914 - samples/sec: 152.81 - lr: 0.001563 | |
| 2021-10-21 11:50:48,613 epoch 84 - iter 24/85 - loss 0.00050389 - samples/sec: 149.87 - lr: 0.001563 | |
| 2021-10-21 11:50:50,551 epoch 84 - iter 32/85 - loss 0.00058772 - samples/sec: 132.24 - lr: 0.001563 | |
| 2021-10-21 11:50:52,282 epoch 84 - iter 40/85 - loss 0.00052399 - samples/sec: 148.05 - lr: 0.001563 | |
| 2021-10-21 11:50:54,232 epoch 84 - iter 48/85 - loss 0.00045417 - samples/sec: 131.42 - lr: 0.001563 | |
| 2021-10-21 11:50:55,883 epoch 84 - iter 56/85 - loss 0.00051436 - samples/sec: 155.30 - lr: 0.001563 | |
| 2021-10-21 11:50:57,830 epoch 84 - iter 64/85 - loss 0.00050210 - samples/sec: 131.62 - lr: 0.001563 | |
| 2021-10-21 11:50:59,622 epoch 84 - iter 72/85 - loss 0.00046924 - samples/sec: 142.94 - lr: 0.001563 | |
| 2021-10-21 11:51:01,268 epoch 84 - iter 80/85 - loss 0.00048049 - samples/sec: 155.67 - lr: 0.001563 | |
| 2021-10-21 11:51:02,293 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:51:02,293 EPOCH 84 done: loss 0.0005 - lr 0.0015625 | |
| 2021-10-21 11:51:02,294 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:51:12,355 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:51:14,143 epoch 85 - iter 8/85 - loss 0.00252637 - samples/sec: 143.38 - lr: 0.001563 | |
| 2021-10-21 11:51:16,038 epoch 85 - iter 16/85 - loss 0.00147822 - samples/sec: 135.22 - lr: 0.001563 | |
| 2021-10-21 11:51:17,802 epoch 85 - iter 24/85 - loss 0.00112395 - samples/sec: 145.24 - lr: 0.001563 | |
| 2021-10-21 11:51:19,430 epoch 85 - iter 32/85 - loss 0.00099031 - samples/sec: 157.44 - lr: 0.001563 | |
| 2021-10-21 11:51:21,196 epoch 85 - iter 40/85 - loss 0.00106697 - samples/sec: 145.14 - lr: 0.001563 | |
| 2021-10-21 11:51:22,910 epoch 85 - iter 48/85 - loss 0.00096535 - samples/sec: 149.55 - lr: 0.001563 | |
| 2021-10-21 11:51:24,491 epoch 85 - iter 56/85 - loss 0.00094832 - samples/sec: 162.04 - lr: 0.001563 | |
| 2021-10-21 11:51:26,398 epoch 85 - iter 64/85 - loss 0.00110114 - samples/sec: 134.39 - lr: 0.001563 | |
| 2021-10-21 11:51:28,029 epoch 85 - iter 72/85 - loss 0.00111894 - samples/sec: 157.11 - lr: 0.001563 | |
| 2021-10-21 11:51:29,862 epoch 85 - iter 80/85 - loss 0.00105015 - samples/sec: 139.87 - lr: 0.001563 | |
| 2021-10-21 11:51:30,946 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:51:30,947 EPOCH 85 done: loss 0.0010 - lr 0.0015625 | |
| 2021-10-21 11:51:30,947 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:51:41,393 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:51:43,388 epoch 86 - iter 8/85 - loss 0.00308783 - samples/sec: 128.47 - lr: 0.001563 | |
| 2021-10-21 11:51:45,043 epoch 86 - iter 16/85 - loss 0.00163271 - samples/sec: 154.84 - lr: 0.001563 | |
| 2021-10-21 11:51:46,924 epoch 86 - iter 24/85 - loss 0.00113711 - samples/sec: 136.32 - lr: 0.001563 | |
| 2021-10-21 11:51:48,661 epoch 86 - iter 32/85 - loss 0.00116360 - samples/sec: 147.47 - lr: 0.001563 | |
| 2021-10-21 11:51:50,493 epoch 86 - iter 40/85 - loss 0.00110378 - samples/sec: 139.89 - lr: 0.001563 | |
| 2021-10-21 11:51:52,390 epoch 86 - iter 48/85 - loss 0.00103060 - samples/sec: 135.07 - lr: 0.001563 | |
| 2021-10-21 11:51:54,009 epoch 86 - iter 56/85 - loss 0.00118496 - samples/sec: 158.34 - lr: 0.001563 | |
| 2021-10-21 11:51:55,765 epoch 86 - iter 64/85 - loss 0.00112430 - samples/sec: 145.90 - lr: 0.001563 | |
| 2021-10-21 11:51:57,745 epoch 86 - iter 72/85 - loss 0.00101029 - samples/sec: 129.45 - lr: 0.001563 | |
| 2021-10-21 11:51:59,387 epoch 86 - iter 80/85 - loss 0.00099989 - samples/sec: 156.08 - lr: 0.001563 | |
| 2021-10-21 11:52:00,581 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:52:00,582 EPOCH 86 done: loss 0.0010 - lr 0.0015625 | |
| 2021-10-21 11:52:00,582 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:52:10,629 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:52:12,656 epoch 87 - iter 8/85 - loss 0.00042203 - samples/sec: 126.40 - lr: 0.001563 | |
| 2021-10-21 11:52:14,337 epoch 87 - iter 16/85 - loss 0.00113352 - samples/sec: 152.49 - lr: 0.001563 | |
| 2021-10-21 11:52:16,301 epoch 87 - iter 24/85 - loss 0.00121108 - samples/sec: 130.52 - lr: 0.001563 | |
| 2021-10-21 11:52:18,080 epoch 87 - iter 32/85 - loss 0.00093109 - samples/sec: 143.97 - lr: 0.001563 | |
| 2021-10-21 11:52:19,982 epoch 87 - iter 40/85 - loss 0.00084953 - samples/sec: 134.74 - lr: 0.001563 | |
| 2021-10-21 11:52:21,615 epoch 87 - iter 48/85 - loss 0.00094451 - samples/sec: 156.92 - lr: 0.001563 | |
| 2021-10-21 11:52:23,166 epoch 87 - iter 56/85 - loss 0.00091327 - samples/sec: 165.22 - lr: 0.001563 | |
| 2021-10-21 11:52:24,871 epoch 87 - iter 64/85 - loss 0.00092005 - samples/sec: 150.28 - lr: 0.001563 | |
| 2021-10-21 11:52:26,556 epoch 87 - iter 72/85 - loss 0.00091306 - samples/sec: 152.08 - lr: 0.001563 | |
| 2021-10-21 11:52:28,291 epoch 87 - iter 80/85 - loss 0.00084902 - samples/sec: 147.70 - lr: 0.001563 | |
| 2021-10-21 11:52:29,290 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:52:29,290 EPOCH 87 done: loss 0.0008 - lr 0.0015625 | |
| 2021-10-21 11:52:29,291 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:52:39,364 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:52:41,079 epoch 88 - iter 8/85 - loss 0.00009973 - samples/sec: 149.46 - lr: 0.001563 | |
| 2021-10-21 11:52:42,933 epoch 88 - iter 16/85 - loss 0.00044799 - samples/sec: 138.22 - lr: 0.001563 | |
| 2021-10-21 11:52:44,655 epoch 88 - iter 24/85 - loss 0.00073266 - samples/sec: 148.89 - lr: 0.001563 | |
| 2021-10-21 11:52:46,608 epoch 88 - iter 32/85 - loss 0.00066505 - samples/sec: 131.20 - lr: 0.001563 | |
| 2021-10-21 11:52:48,355 epoch 88 - iter 40/85 - loss 0.00059427 - samples/sec: 146.69 - lr: 0.001563 | |
| 2021-10-21 11:52:50,326 epoch 88 - iter 48/85 - loss 0.00050029 - samples/sec: 129.97 - lr: 0.001563 | |
| 2021-10-21 11:52:51,914 epoch 88 - iter 56/85 - loss 0.00045058 - samples/sec: 161.45 - lr: 0.001563 | |
| 2021-10-21 11:52:53,672 epoch 88 - iter 64/85 - loss 0.00052370 - samples/sec: 145.79 - lr: 0.001563 | |
| 2021-10-21 11:52:55,435 epoch 88 - iter 72/85 - loss 0.00047810 - samples/sec: 145.38 - lr: 0.001563 | |
| 2021-10-21 11:52:57,261 epoch 88 - iter 80/85 - loss 0.00067614 - samples/sec: 140.28 - lr: 0.001563 | |
| 2021-10-21 11:52:58,146 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:52:58,146 EPOCH 88 done: loss 0.0007 - lr 0.0015625 | |
| 2021-10-21 11:52:58,147 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:53:08,352 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:53:10,168 epoch 89 - iter 8/85 - loss 0.00063096 - samples/sec: 141.18 - lr: 0.000781 | |
| 2021-10-21 11:53:11,909 epoch 89 - iter 16/85 - loss 0.00045365 - samples/sec: 147.24 - lr: 0.000781 | |
| 2021-10-21 11:53:13,728 epoch 89 - iter 24/85 - loss 0.00041446 - samples/sec: 140.91 - lr: 0.000781 | |
| 2021-10-21 11:53:15,482 epoch 89 - iter 32/85 - loss 0.00048492 - samples/sec: 146.08 - lr: 0.000781 | |
| 2021-10-21 11:53:17,261 epoch 89 - iter 40/85 - loss 0.00059234 - samples/sec: 144.01 - lr: 0.000781 | |
| 2021-10-21 11:53:18,899 epoch 89 - iter 48/85 - loss 0.00060509 - samples/sec: 156.47 - lr: 0.000781 | |
| 2021-10-21 11:53:20,790 epoch 89 - iter 56/85 - loss 0.00059582 - samples/sec: 135.49 - lr: 0.000781 | |
| 2021-10-21 11:53:22,666 epoch 89 - iter 64/85 - loss 0.00064813 - samples/sec: 136.63 - lr: 0.000781 | |
| 2021-10-21 11:53:24,443 epoch 89 - iter 72/85 - loss 0.00074361 - samples/sec: 144.23 - lr: 0.000781 | |
| 2021-10-21 11:53:26,359 epoch 89 - iter 80/85 - loss 0.00069136 - samples/sec: 133.77 - lr: 0.000781 | |
| 2021-10-21 11:53:27,236 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:53:27,237 EPOCH 89 done: loss 0.0007 - lr 0.0007813 | |
| 2021-10-21 11:53:27,237 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:53:37,445 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:53:39,401 epoch 90 - iter 8/85 - loss 0.00009890 - samples/sec: 131.09 - lr: 0.000781 | |
| 2021-10-21 11:53:41,188 epoch 90 - iter 16/85 - loss 0.00163359 - samples/sec: 143.38 - lr: 0.000781 | |
| 2021-10-21 11:53:42,983 epoch 90 - iter 24/85 - loss 0.00144685 - samples/sec: 142.80 - lr: 0.000781 | |
| 2021-10-21 11:53:44,860 epoch 90 - iter 32/85 - loss 0.00116993 - samples/sec: 136.56 - lr: 0.000781 | |
| 2021-10-21 11:53:46,682 epoch 90 - iter 40/85 - loss 0.00136463 - samples/sec: 140.64 - lr: 0.000781 | |
| 2021-10-21 11:53:48,528 epoch 90 - iter 48/85 - loss 0.00125110 - samples/sec: 138.82 - lr: 0.000781 | |
| 2021-10-21 11:53:50,560 epoch 90 - iter 56/85 - loss 0.00120874 - samples/sec: 126.16 - lr: 0.000781 | |
| 2021-10-21 11:53:52,130 epoch 90 - iter 64/85 - loss 0.00112243 - samples/sec: 163.24 - lr: 0.000781 | |
| 2021-10-21 11:53:53,841 epoch 90 - iter 72/85 - loss 0.00101003 - samples/sec: 149.76 - lr: 0.000781 | |
| 2021-10-21 11:53:55,298 epoch 90 - iter 80/85 - loss 0.00097251 - samples/sec: 175.87 - lr: 0.000781 | |
| 2021-10-21 11:53:56,267 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:53:56,267 EPOCH 90 done: loss 0.0010 - lr 0.0007813 | |
| 2021-10-21 11:53:56,267 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:54:06,323 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:54:08,313 epoch 91 - iter 8/85 - loss 0.00033127 - samples/sec: 128.80 - lr: 0.000781 | |
| 2021-10-21 11:54:10,072 epoch 91 - iter 16/85 - loss 0.00038132 - samples/sec: 145.61 - lr: 0.000781 | |
| 2021-10-21 11:54:12,130 epoch 91 - iter 24/85 - loss 0.00046859 - samples/sec: 124.55 - lr: 0.000781 | |
| 2021-10-21 11:54:14,922 epoch 91 - iter 32/85 - loss 0.00067970 - samples/sec: 91.71 - lr: 0.000781 | |
| 2021-10-21 11:54:16,839 epoch 91 - iter 40/85 - loss 0.00066902 - samples/sec: 133.69 - lr: 0.000781 | |
| 2021-10-21 11:54:18,403 epoch 91 - iter 48/85 - loss 0.00056903 - samples/sec: 163.86 - lr: 0.000781 | |
| 2021-10-21 11:54:20,123 epoch 91 - iter 56/85 - loss 0.00070352 - samples/sec: 149.03 - lr: 0.000781 | |
| 2021-10-21 11:54:22,106 epoch 91 - iter 64/85 - loss 0.00078598 - samples/sec: 129.21 - lr: 0.000781 | |
| 2021-10-21 11:54:23,845 epoch 91 - iter 72/85 - loss 0.00070869 - samples/sec: 147.31 - lr: 0.000781 | |
| 2021-10-21 11:54:25,691 epoch 91 - iter 80/85 - loss 0.00069686 - samples/sec: 138.89 - lr: 0.000781 | |
| 2021-10-21 11:54:26,505 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:54:26,505 EPOCH 91 done: loss 0.0008 - lr 0.0007813 | |
| 2021-10-21 11:54:26,505 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:54:36,481 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:54:38,506 epoch 92 - iter 8/85 - loss 0.00133796 - samples/sec: 126.54 - lr: 0.000781 | |
| 2021-10-21 11:54:40,520 epoch 92 - iter 16/85 - loss 0.00080130 - samples/sec: 127.16 - lr: 0.000781 | |
| 2021-10-21 11:54:42,378 epoch 92 - iter 24/85 - loss 0.00059226 - samples/sec: 137.93 - lr: 0.000781 | |
| 2021-10-21 11:54:44,138 epoch 92 - iter 32/85 - loss 0.00046425 - samples/sec: 145.56 - lr: 0.000781 | |
| 2021-10-21 11:54:46,134 epoch 92 - iter 40/85 - loss 0.00046468 - samples/sec: 128.40 - lr: 0.000781 | |
| 2021-10-21 11:54:48,183 epoch 92 - iter 48/85 - loss 0.00078268 - samples/sec: 125.00 - lr: 0.000781 | |
| 2021-10-21 11:54:49,968 epoch 92 - iter 56/85 - loss 0.00075029 - samples/sec: 143.63 - lr: 0.000781 | |
| 2021-10-21 11:54:51,802 epoch 92 - iter 64/85 - loss 0.00068416 - samples/sec: 139.73 - lr: 0.000781 | |
| 2021-10-21 11:54:53,570 epoch 92 - iter 72/85 - loss 0.00066533 - samples/sec: 144.93 - lr: 0.000781 | |
| 2021-10-21 11:54:55,423 epoch 92 - iter 80/85 - loss 0.00078036 - samples/sec: 138.26 - lr: 0.000781 | |
| 2021-10-21 11:54:56,395 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:54:56,396 EPOCH 92 done: loss 0.0008 - lr 0.0007813 | |
| 2021-10-21 11:54:56,396 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:55:06,392 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:55:08,268 epoch 93 - iter 8/85 - loss 0.00094822 - samples/sec: 136.65 - lr: 0.000391 | |
| 2021-10-21 11:55:10,111 epoch 93 - iter 16/85 - loss 0.00056719 - samples/sec: 139.09 - lr: 0.000391 | |
| 2021-10-21 11:55:11,929 epoch 93 - iter 24/85 - loss 0.00095053 - samples/sec: 140.89 - lr: 0.000391 | |
| 2021-10-21 11:55:13,596 epoch 93 - iter 32/85 - loss 0.00073902 - samples/sec: 153.81 - lr: 0.000391 | |
| 2021-10-21 11:55:15,471 epoch 93 - iter 40/85 - loss 0.00073862 - samples/sec: 136.64 - lr: 0.000391 | |
| 2021-10-21 11:55:17,202 epoch 93 - iter 48/85 - loss 0.00075851 - samples/sec: 148.02 - lr: 0.000391 | |
| 2021-10-21 11:55:18,997 epoch 93 - iter 56/85 - loss 0.00077692 - samples/sec: 142.73 - lr: 0.000391 | |
| 2021-10-21 11:55:20,823 epoch 93 - iter 64/85 - loss 0.00077484 - samples/sec: 140.29 - lr: 0.000391 | |
| 2021-10-21 11:55:22,704 epoch 93 - iter 72/85 - loss 0.00097218 - samples/sec: 136.18 - lr: 0.000391 | |
| 2021-10-21 11:55:24,859 epoch 93 - iter 80/85 - loss 0.00092888 - samples/sec: 118.90 - lr: 0.000391 | |
| 2021-10-21 11:55:25,900 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:55:25,901 EPOCH 93 done: loss 0.0009 - lr 0.0003906 | |
| 2021-10-21 11:55:25,901 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:55:35,897 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:55:37,953 epoch 94 - iter 8/85 - loss 0.00075372 - samples/sec: 124.65 - lr: 0.000391 | |
| 2021-10-21 11:55:39,969 epoch 94 - iter 16/85 - loss 0.00090512 - samples/sec: 127.10 - lr: 0.000391 | |
| 2021-10-21 11:55:42,106 epoch 94 - iter 24/85 - loss 0.00085594 - samples/sec: 119.96 - lr: 0.000391 | |
| 2021-10-21 11:55:43,809 epoch 94 - iter 32/85 - loss 0.00072792 - samples/sec: 150.48 - lr: 0.000391 | |
| 2021-10-21 11:55:45,536 epoch 94 - iter 40/85 - loss 0.00082833 - samples/sec: 148.42 - lr: 0.000391 | |
| 2021-10-21 11:55:47,065 epoch 94 - iter 48/85 - loss 0.00094825 - samples/sec: 167.58 - lr: 0.000391 | |
| 2021-10-21 11:55:48,760 epoch 94 - iter 56/85 - loss 0.00090311 - samples/sec: 151.17 - lr: 0.000391 | |
| 2021-10-21 11:55:50,655 epoch 94 - iter 64/85 - loss 0.00088615 - samples/sec: 135.27 - lr: 0.000391 | |
| 2021-10-21 11:55:52,363 epoch 94 - iter 72/85 - loss 0.00079587 - samples/sec: 150.13 - lr: 0.000391 | |
| 2021-10-21 11:55:54,338 epoch 94 - iter 80/85 - loss 0.00075728 - samples/sec: 129.75 - lr: 0.000391 | |
| 2021-10-21 11:55:55,548 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:55:55,549 EPOCH 94 done: loss 0.0007 - lr 0.0003906 | |
| 2021-10-21 11:55:55,549 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:56:06,041 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:56:08,108 epoch 95 - iter 8/85 - loss 0.00101771 - samples/sec: 124.01 - lr: 0.000391 | |
| 2021-10-21 11:56:10,031 epoch 95 - iter 16/85 - loss 0.00056455 - samples/sec: 133.28 - lr: 0.000391 | |
| 2021-10-21 11:56:11,860 epoch 95 - iter 24/85 - loss 0.00057622 - samples/sec: 140.06 - lr: 0.000391 | |
| 2021-10-21 11:56:13,835 epoch 95 - iter 32/85 - loss 0.00046270 - samples/sec: 129.75 - lr: 0.000391 | |
| 2021-10-21 11:56:16,150 epoch 95 - iter 40/85 - loss 0.00042123 - samples/sec: 110.66 - lr: 0.000391 | |
| 2021-10-21 11:56:18,098 epoch 95 - iter 48/85 - loss 0.00054707 - samples/sec: 131.55 - lr: 0.000391 | |
| 2021-10-21 11:56:20,030 epoch 95 - iter 56/85 - loss 0.00048905 - samples/sec: 132.65 - lr: 0.000391 | |
| 2021-10-21 11:56:21,930 epoch 95 - iter 64/85 - loss 0.00049885 - samples/sec: 134.84 - lr: 0.000391 | |
| 2021-10-21 11:56:23,731 epoch 95 - iter 72/85 - loss 0.00048800 - samples/sec: 142.26 - lr: 0.000391 | |
| 2021-10-21 11:56:25,539 epoch 95 - iter 80/85 - loss 0.00046265 - samples/sec: 141.74 - lr: 0.000391 | |
| 2021-10-21 11:56:26,658 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:56:26,659 EPOCH 95 done: loss 0.0005 - lr 0.0003906 | |
| 2021-10-21 11:56:26,659 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 11:56:36,722 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:56:38,755 epoch 96 - iter 8/85 - loss 0.00025409 - samples/sec: 126.05 - lr: 0.000391 | |
| 2021-10-21 11:56:40,754 epoch 96 - iter 16/85 - loss 0.00056302 - samples/sec: 128.21 - lr: 0.000391 | |
| 2021-10-21 11:56:42,683 epoch 96 - iter 24/85 - loss 0.00070901 - samples/sec: 132.86 - lr: 0.000391 | |
| 2021-10-21 11:56:44,444 epoch 96 - iter 32/85 - loss 0.00120733 - samples/sec: 145.50 - lr: 0.000391 | |
| 2021-10-21 11:56:46,122 epoch 96 - iter 40/85 - loss 0.00106541 - samples/sec: 152.74 - lr: 0.000391 | |
| 2021-10-21 11:56:47,877 epoch 96 - iter 48/85 - loss 0.00106721 - samples/sec: 146.07 - lr: 0.000391 | |
| 2021-10-21 11:56:49,947 epoch 96 - iter 56/85 - loss 0.00094848 - samples/sec: 123.79 - lr: 0.000391 | |
| 2021-10-21 11:56:51,973 epoch 96 - iter 64/85 - loss 0.00096055 - samples/sec: 126.42 - lr: 0.000391 | |
| 2021-10-21 11:56:53,832 epoch 96 - iter 72/85 - loss 0.00112424 - samples/sec: 137.92 - lr: 0.000391 | |
| 2021-10-21 11:56:55,519 epoch 96 - iter 80/85 - loss 0.00103176 - samples/sec: 151.95 - lr: 0.000391 | |
| 2021-10-21 11:56:56,481 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:56:56,482 EPOCH 96 done: loss 0.0010 - lr 0.0003906 | |
| 2021-10-21 11:56:56,482 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:57:06,863 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:57:08,673 epoch 97 - iter 8/85 - loss 0.00038292 - samples/sec: 141.66 - lr: 0.000391 | |
| 2021-10-21 11:57:10,365 epoch 97 - iter 16/85 - loss 0.00072367 - samples/sec: 151.47 - lr: 0.000391 | |
| 2021-10-21 11:57:12,315 epoch 97 - iter 24/85 - loss 0.00083161 - samples/sec: 131.38 - lr: 0.000391 | |
| 2021-10-21 11:57:14,215 epoch 97 - iter 32/85 - loss 0.00066591 - samples/sec: 134.90 - lr: 0.000391 | |
| 2021-10-21 11:57:15,912 epoch 97 - iter 40/85 - loss 0.00083424 - samples/sec: 150.96 - lr: 0.000391 | |
| 2021-10-21 11:57:17,789 epoch 97 - iter 48/85 - loss 0.00072077 - samples/sec: 136.50 - lr: 0.000391 | |
| 2021-10-21 11:57:19,466 epoch 97 - iter 56/85 - loss 0.00086902 - samples/sec: 152.83 - lr: 0.000391 | |
| 2021-10-21 11:57:21,191 epoch 97 - iter 64/85 - loss 0.00077008 - samples/sec: 148.52 - lr: 0.000391 | |
| 2021-10-21 11:57:22,936 epoch 97 - iter 72/85 - loss 0.00068986 - samples/sec: 146.85 - lr: 0.000391 | |
| 2021-10-21 11:57:24,460 epoch 97 - iter 80/85 - loss 0.00068569 - samples/sec: 168.11 - lr: 0.000391 | |
| 2021-10-21 11:57:25,381 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:57:25,382 EPOCH 97 done: loss 0.0007 - lr 0.0003906 | |
| 2021-10-21 11:57:25,382 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 11:57:35,534 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:57:37,588 epoch 98 - iter 8/85 - loss 0.00027672 - samples/sec: 124.77 - lr: 0.000391 | |
| 2021-10-21 11:57:39,421 epoch 98 - iter 16/85 - loss 0.00106249 - samples/sec: 139.86 - lr: 0.000391 | |
| 2021-10-21 11:57:41,261 epoch 98 - iter 24/85 - loss 0.00082354 - samples/sec: 139.28 - lr: 0.000391 | |
| 2021-10-21 11:57:43,065 epoch 98 - iter 32/85 - loss 0.00076858 - samples/sec: 142.02 - lr: 0.000391 | |
| 2021-10-21 11:57:44,711 epoch 98 - iter 40/85 - loss 0.00106261 - samples/sec: 155.72 - lr: 0.000391 | |
| 2021-10-21 11:57:46,456 epoch 98 - iter 48/85 - loss 0.00105241 - samples/sec: 146.87 - lr: 0.000391 | |
| 2021-10-21 11:57:48,105 epoch 98 - iter 56/85 - loss 0.00092601 - samples/sec: 155.45 - lr: 0.000391 | |
| 2021-10-21 11:57:50,032 epoch 98 - iter 64/85 - loss 0.00097356 - samples/sec: 132.95 - lr: 0.000391 | |
| 2021-10-21 11:57:51,883 epoch 98 - iter 72/85 - loss 0.00090792 - samples/sec: 138.41 - lr: 0.000391 | |
| 2021-10-21 11:57:53,670 epoch 98 - iter 80/85 - loss 0.00085869 - samples/sec: 143.42 - lr: 0.000391 | |
| 2021-10-21 11:57:54,468 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:57:54,469 EPOCH 98 done: loss 0.0009 - lr 0.0003906 | |
| 2021-10-21 11:57:54,469 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 11:58:04,492 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:58:06,218 epoch 99 - iter 8/85 - loss 0.00114182 - samples/sec: 148.47 - lr: 0.000391 | |
| 2021-10-21 11:58:07,978 epoch 99 - iter 16/85 - loss 0.00086740 - samples/sec: 145.63 - lr: 0.000391 | |
| 2021-10-21 11:58:09,995 epoch 99 - iter 24/85 - loss 0.00061554 - samples/sec: 126.97 - lr: 0.000391 | |
| 2021-10-21 11:58:11,717 epoch 99 - iter 32/85 - loss 0.00048528 - samples/sec: 148.86 - lr: 0.000391 | |
| 2021-10-21 11:58:13,542 epoch 99 - iter 40/85 - loss 0.00049249 - samples/sec: 140.46 - lr: 0.000391 | |
| 2021-10-21 11:58:15,439 epoch 99 - iter 48/85 - loss 0.00046541 - samples/sec: 135.03 - lr: 0.000391 | |
| 2021-10-21 11:58:17,911 epoch 99 - iter 56/85 - loss 0.00046351 - samples/sec: 103.66 - lr: 0.000391 | |
| 2021-10-21 11:58:19,536 epoch 99 - iter 64/85 - loss 0.00047173 - samples/sec: 157.65 - lr: 0.000391 | |
| 2021-10-21 11:58:21,473 epoch 99 - iter 72/85 - loss 0.00065497 - samples/sec: 132.29 - lr: 0.000391 | |
| 2021-10-21 11:58:23,170 epoch 99 - iter 80/85 - loss 0.00062686 - samples/sec: 150.94 - lr: 0.000391 | |
| 2021-10-21 11:58:24,138 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:58:24,138 EPOCH 99 done: loss 0.0010 - lr 0.0003906 | |
| 2021-10-21 11:58:24,139 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 11:58:34,226 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:58:36,025 epoch 100 - iter 8/85 - loss 0.00131034 - samples/sec: 142.54 - lr: 0.000195 | |
| 2021-10-21 11:58:37,840 epoch 100 - iter 16/85 - loss 0.00069932 - samples/sec: 141.25 - lr: 0.000195 | |
| 2021-10-21 11:58:39,325 epoch 100 - iter 24/85 - loss 0.00068246 - samples/sec: 172.64 - lr: 0.000195 | |
| 2021-10-21 11:58:41,057 epoch 100 - iter 32/85 - loss 0.00053334 - samples/sec: 147.93 - lr: 0.000195 | |
| 2021-10-21 11:58:43,041 epoch 100 - iter 40/85 - loss 0.00061996 - samples/sec: 129.16 - lr: 0.000195 | |
| 2021-10-21 11:58:45,010 epoch 100 - iter 48/85 - loss 0.00063961 - samples/sec: 130.15 - lr: 0.000195 | |
| 2021-10-21 11:58:46,785 epoch 100 - iter 56/85 - loss 0.00058707 - samples/sec: 144.31 - lr: 0.000195 | |
| 2021-10-21 11:58:48,661 epoch 100 - iter 64/85 - loss 0.00065057 - samples/sec: 136.64 - lr: 0.000195 | |
| 2021-10-21 11:58:50,661 epoch 100 - iter 72/85 - loss 0.00062038 - samples/sec: 128.16 - lr: 0.000195 | |
| 2021-10-21 11:58:52,710 epoch 100 - iter 80/85 - loss 0.00065218 - samples/sec: 124.99 - lr: 0.000195 | |
| 2021-10-21 11:58:53,584 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 11:58:53,584 EPOCH 100 done: loss 0.0007 - lr 0.0001953 | |
| 2021-10-21 11:58:53,585 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 11:59:13,646 Test data not provided setting final score to 0 | |