| 2021-10-21 09:40:02,771 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:40:02,772 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 09:40:02,772 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:40:02,772 Corpus: "Corpus: 1937 train + 215 dev + 538 test sentences" | |
| 2021-10-21 09:40:02,772 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:40:02,772 Parameters: | |
| 2021-10-21 09:40:02,773 - learning_rate: "0.1" | |
| 2021-10-21 09:40:02,773 - mini_batch_size: "32" | |
| 2021-10-21 09:40:02,773 - patience: "3" | |
| 2021-10-21 09:40:02,773 - anneal_factor: "0.5" | |
| 2021-10-21 09:40:02,773 - max_epochs: "100" | |
| 2021-10-21 09:40:02,773 - shuffle: "True" | |
| 2021-10-21 09:40:02,773 - train_with_dev: "True" | |
| 2021-10-21 09:40:02,773 - batch_growth_annealing: "False" | |
| 2021-10-21 09:40:02,773 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:40:02,773 Model training base path: "/glusterfs/dfs-gfs-dist/gardasam/bte-corpus/reg-feat-models/Enhancer" | |
| 2021-10-21 09:40:02,773 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:40:02,773 Device: cuda:0 | |
| 2021-10-21 09:40:02,773 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:40:02,774 Embeddings storage mode: cpu | |
| 2021-10-21 09:40:02,776 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:40:16,384 epoch 1 - iter 8/85 - loss 0.78668788 - samples/sec: 18.82 - lr: 0.100000 | |
| 2021-10-21 09:40:27,802 epoch 1 - iter 16/85 - loss 0.51961599 - samples/sec: 22.42 - lr: 0.100000 | |
| 2021-10-21 09:40:38,800 epoch 1 - iter 24/85 - loss 0.41319398 - samples/sec: 23.28 - lr: 0.100000 | |
| 2021-10-21 09:40:49,103 epoch 1 - iter 32/85 - loss 0.35069859 - samples/sec: 24.85 - lr: 0.100000 | |
| 2021-10-21 09:41:00,341 epoch 1 - iter 40/85 - loss 0.31419596 - samples/sec: 22.79 - lr: 0.100000 | |
| 2021-10-21 09:41:09,333 epoch 1 - iter 48/85 - loss 0.29028395 - samples/sec: 28.47 - lr: 0.100000 | |
| 2021-10-21 09:41:19,037 epoch 1 - iter 56/85 - loss 0.27713733 - samples/sec: 26.38 - lr: 0.100000 | |
| 2021-10-21 09:41:25,761 epoch 1 - iter 64/85 - loss 0.25877594 - samples/sec: 38.08 - lr: 0.100000 | |
| 2021-10-21 09:41:29,116 epoch 1 - iter 72/85 - loss 0.24480844 - samples/sec: 76.33 - lr: 0.100000 | |
| 2021-10-21 09:41:32,235 epoch 1 - iter 80/85 - loss 0.23132549 - samples/sec: 82.12 - lr: 0.100000 | |
| 2021-10-21 09:41:34,442 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:41:34,442 EPOCH 1 done: loss 0.2249 - lr 0.1000000 | |
| 2021-10-21 09:41:34,442 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:41:42,555 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:41:44,164 epoch 2 - iter 8/85 - loss 0.10927450 - samples/sec: 159.32 - lr: 0.100000 | |
| 2021-10-21 09:41:45,737 epoch 2 - iter 16/85 - loss 0.10747038 - samples/sec: 162.99 - lr: 0.100000 | |
| 2021-10-21 09:41:47,206 epoch 2 - iter 24/85 - loss 0.11142605 - samples/sec: 174.48 - lr: 0.100000 | |
| 2021-10-21 09:41:48,584 epoch 2 - iter 32/85 - loss 0.11106910 - samples/sec: 185.88 - lr: 0.100000 | |
| 2021-10-21 09:41:50,259 epoch 2 - iter 40/85 - loss 0.10529531 - samples/sec: 152.95 - lr: 0.100000 | |
| 2021-10-21 09:41:51,727 epoch 2 - iter 48/85 - loss 0.10042127 - samples/sec: 174.53 - lr: 0.100000 | |
| 2021-10-21 09:41:53,387 epoch 2 - iter 56/85 - loss 0.09652995 - samples/sec: 154.39 - lr: 0.100000 | |
| 2021-10-21 09:41:55,196 epoch 2 - iter 64/85 - loss 0.09367106 - samples/sec: 141.63 - lr: 0.100000 | |
| 2021-10-21 09:41:57,003 epoch 2 - iter 72/85 - loss 0.09419564 - samples/sec: 141.76 - lr: 0.100000 | |
| 2021-10-21 09:41:58,633 epoch 2 - iter 80/85 - loss 0.09635240 - samples/sec: 157.20 - lr: 0.100000 | |
| 2021-10-21 09:41:59,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:41:59,526 EPOCH 2 done: loss 0.0954 - lr 0.1000000 | |
| 2021-10-21 09:41:59,526 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:42:07,667 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:42:09,385 epoch 3 - iter 8/85 - loss 0.08179424 - samples/sec: 149.19 - lr: 0.100000 | |
| 2021-10-21 09:42:11,098 epoch 3 - iter 16/85 - loss 0.07647559 - samples/sec: 149.54 - lr: 0.100000 | |
| 2021-10-21 09:42:13,016 epoch 3 - iter 24/85 - loss 0.07406325 - samples/sec: 133.61 - lr: 0.100000 | |
| 2021-10-21 09:42:14,405 epoch 3 - iter 32/85 - loss 0.07212191 - samples/sec: 184.38 - lr: 0.100000 | |
| 2021-10-21 09:42:16,165 epoch 3 - iter 40/85 - loss 0.07663652 - samples/sec: 145.58 - lr: 0.100000 | |
| 2021-10-21 09:42:17,625 epoch 3 - iter 48/85 - loss 0.08046140 - samples/sec: 175.55 - lr: 0.100000 | |
| 2021-10-21 09:42:19,227 epoch 3 - iter 56/85 - loss 0.07870740 - samples/sec: 159.92 - lr: 0.100000 | |
| 2021-10-21 09:42:20,707 epoch 3 - iter 64/85 - loss 0.07871743 - samples/sec: 173.14 - lr: 0.100000 | |
| 2021-10-21 09:42:22,235 epoch 3 - iter 72/85 - loss 0.07737051 - samples/sec: 167.66 - lr: 0.100000 | |
| 2021-10-21 09:42:23,537 epoch 3 - iter 80/85 - loss 0.07841141 - samples/sec: 196.92 - lr: 0.100000 | |
| 2021-10-21 09:42:24,313 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:42:24,313 EPOCH 3 done: loss 0.0787 - lr 0.1000000 | |
| 2021-10-21 09:42:24,313 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:42:32,475 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:42:34,134 epoch 4 - iter 8/85 - loss 0.05411541 - samples/sec: 154.60 - lr: 0.100000 | |
| 2021-10-21 09:42:36,047 epoch 4 - iter 16/85 - loss 0.05709760 - samples/sec: 133.89 - lr: 0.100000 | |
| 2021-10-21 09:42:37,800 epoch 4 - iter 24/85 - loss 0.05854347 - samples/sec: 146.21 - lr: 0.100000 | |
| 2021-10-21 09:42:39,493 epoch 4 - iter 32/85 - loss 0.05705831 - samples/sec: 151.34 - lr: 0.100000 | |
| 2021-10-21 09:42:41,172 epoch 4 - iter 40/85 - loss 0.05865582 - samples/sec: 152.58 - lr: 0.100000 | |
| 2021-10-21 09:42:42,893 epoch 4 - iter 48/85 - loss 0.05995964 - samples/sec: 148.83 - lr: 0.100000 | |
| 2021-10-21 09:42:44,678 epoch 4 - iter 56/85 - loss 0.05872141 - samples/sec: 143.55 - lr: 0.100000 | |
| 2021-10-21 09:42:46,511 epoch 4 - iter 64/85 - loss 0.05905061 - samples/sec: 139.79 - lr: 0.100000 | |
| 2021-10-21 09:42:48,273 epoch 4 - iter 72/85 - loss 0.05965435 - samples/sec: 145.39 - lr: 0.100000 | |
| 2021-10-21 09:42:49,823 epoch 4 - iter 80/85 - loss 0.05942318 - samples/sec: 165.31 - lr: 0.100000 | |
| 2021-10-21 09:42:50,699 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:42:50,699 EPOCH 4 done: loss 0.0601 - lr 0.1000000 | |
| 2021-10-21 09:42:50,700 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:42:58,882 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:43:00,576 epoch 5 - iter 8/85 - loss 0.05362086 - samples/sec: 151.31 - lr: 0.100000 | |
| 2021-10-21 09:43:02,253 epoch 5 - iter 16/85 - loss 0.05474015 - samples/sec: 152.85 - lr: 0.100000 | |
| 2021-10-21 09:43:04,098 epoch 5 - iter 24/85 - loss 0.05456662 - samples/sec: 138.84 - lr: 0.100000 | |
| 2021-10-21 09:43:05,858 epoch 5 - iter 32/85 - loss 0.05353295 - samples/sec: 145.55 - lr: 0.100000 | |
| 2021-10-21 09:43:07,526 epoch 5 - iter 40/85 - loss 0.05187663 - samples/sec: 153.62 - lr: 0.100000 | |
| 2021-10-21 09:43:09,266 epoch 5 - iter 48/85 - loss 0.05360089 - samples/sec: 147.30 - lr: 0.100000 | |
| 2021-10-21 09:43:11,048 epoch 5 - iter 56/85 - loss 0.05218528 - samples/sec: 143.76 - lr: 0.100000 | |
| 2021-10-21 09:43:12,719 epoch 5 - iter 64/85 - loss 0.05376973 - samples/sec: 153.26 - lr: 0.100000 | |
| 2021-10-21 09:43:14,418 epoch 5 - iter 72/85 - loss 0.05308629 - samples/sec: 150.87 - lr: 0.100000 | |
| 2021-10-21 09:43:16,395 epoch 5 - iter 80/85 - loss 0.05261108 - samples/sec: 129.58 - lr: 0.100000 | |
| 2021-10-21 09:43:17,312 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:43:17,312 EPOCH 5 done: loss 0.0519 - lr 0.1000000 | |
| 2021-10-21 09:43:17,312 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:43:25,410 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:43:27,176 epoch 6 - iter 8/85 - loss 0.04223839 - samples/sec: 145.10 - lr: 0.100000 | |
| 2021-10-21 09:43:28,871 epoch 6 - iter 16/85 - loss 0.05637026 - samples/sec: 151.14 - lr: 0.100000 | |
| 2021-10-21 09:43:30,637 epoch 6 - iter 24/85 - loss 0.05327466 - samples/sec: 145.11 - lr: 0.100000 | |
| 2021-10-21 09:43:32,439 epoch 6 - iter 32/85 - loss 0.05520013 - samples/sec: 142.15 - lr: 0.100000 | |
| 2021-10-21 09:43:33,974 epoch 6 - iter 40/85 - loss 0.05009335 - samples/sec: 166.91 - lr: 0.100000 | |
| 2021-10-21 09:43:35,677 epoch 6 - iter 48/85 - loss 0.05137638 - samples/sec: 150.47 - lr: 0.100000 | |
| 2021-10-21 09:43:37,433 epoch 6 - iter 56/85 - loss 0.05056126 - samples/sec: 145.85 - lr: 0.100000 | |
| 2021-10-21 09:43:39,490 epoch 6 - iter 64/85 - loss 0.05025321 - samples/sec: 124.57 - lr: 0.100000 | |
| 2021-10-21 09:43:41,236 epoch 6 - iter 72/85 - loss 0.05013608 - samples/sec: 146.76 - lr: 0.100000 | |
| 2021-10-21 09:43:42,932 epoch 6 - iter 80/85 - loss 0.04962798 - samples/sec: 151.00 - lr: 0.100000 | |
| 2021-10-21 09:43:43,848 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:43:43,848 EPOCH 6 done: loss 0.0498 - lr 0.1000000 | |
| 2021-10-21 09:43:43,848 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:43:52,030 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:43:53,959 epoch 7 - iter 8/85 - loss 0.03865462 - samples/sec: 132.91 - lr: 0.100000 | |
| 2021-10-21 09:43:55,700 epoch 7 - iter 16/85 - loss 0.03767075 - samples/sec: 147.15 - lr: 0.100000 | |
| 2021-10-21 09:43:57,357 epoch 7 - iter 24/85 - loss 0.04391868 - samples/sec: 154.61 - lr: 0.100000 | |
| 2021-10-21 09:43:58,952 epoch 7 - iter 32/85 - loss 0.04151060 - samples/sec: 160.69 - lr: 0.100000 | |
| 2021-10-21 09:44:00,577 epoch 7 - iter 40/85 - loss 0.03913229 - samples/sec: 157.68 - lr: 0.100000 | |
| 2021-10-21 09:44:02,361 epoch 7 - iter 48/85 - loss 0.04222621 - samples/sec: 143.57 - lr: 0.100000 | |
| 2021-10-21 09:44:04,118 epoch 7 - iter 56/85 - loss 0.04242549 - samples/sec: 145.84 - lr: 0.100000 | |
| 2021-10-21 09:44:05,861 epoch 7 - iter 64/85 - loss 0.04368309 - samples/sec: 146.99 - lr: 0.100000 | |
| 2021-10-21 09:44:07,609 epoch 7 - iter 72/85 - loss 0.04366559 - samples/sec: 146.60 - lr: 0.100000 | |
| 2021-10-21 09:44:09,228 epoch 7 - iter 80/85 - loss 0.04279325 - samples/sec: 158.22 - lr: 0.100000 | |
| 2021-10-21 09:44:10,061 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:44:10,061 EPOCH 7 done: loss 0.0432 - lr 0.1000000 | |
| 2021-10-21 09:44:10,061 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:44:18,167 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:44:19,926 epoch 8 - iter 8/85 - loss 0.04913529 - samples/sec: 145.65 - lr: 0.100000 | |
| 2021-10-21 09:44:21,460 epoch 8 - iter 16/85 - loss 0.04338750 - samples/sec: 167.07 - lr: 0.100000 | |
| 2021-10-21 09:44:22,778 epoch 8 - iter 24/85 - loss 0.04043361 - samples/sec: 194.34 - lr: 0.100000 | |
| 2021-10-21 09:44:24,340 epoch 8 - iter 32/85 - loss 0.04115407 - samples/sec: 164.09 - lr: 0.100000 | |
| 2021-10-21 09:44:25,742 epoch 8 - iter 40/85 - loss 0.03913224 - samples/sec: 182.71 - lr: 0.100000 | |
| 2021-10-21 09:44:27,207 epoch 8 - iter 48/85 - loss 0.03728175 - samples/sec: 174.93 - lr: 0.100000 | |
| 2021-10-21 09:44:28,787 epoch 8 - iter 56/85 - loss 0.03867669 - samples/sec: 162.16 - lr: 0.100000 | |
| 2021-10-21 09:44:30,512 epoch 8 - iter 64/85 - loss 0.03853112 - samples/sec: 148.56 - lr: 0.100000 | |
| 2021-10-21 09:44:32,115 epoch 8 - iter 72/85 - loss 0.03891915 - samples/sec: 159.86 - lr: 0.100000 | |
| 2021-10-21 09:44:33,700 epoch 8 - iter 80/85 - loss 0.03829330 - samples/sec: 161.61 - lr: 0.100000 | |
| 2021-10-21 09:44:34,666 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:44:34,666 EPOCH 8 done: loss 0.0378 - lr 0.1000000 | |
| 2021-10-21 09:44:34,666 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:44:42,832 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:44:44,637 epoch 9 - iter 8/85 - loss 0.03072308 - samples/sec: 141.99 - lr: 0.100000 | |
| 2021-10-21 09:44:46,129 epoch 9 - iter 16/85 - loss 0.03863903 - samples/sec: 171.78 - lr: 0.100000 | |
| 2021-10-21 09:44:48,316 epoch 9 - iter 24/85 - loss 0.03635070 - samples/sec: 117.13 - lr: 0.100000 | |
| 2021-10-21 09:44:49,821 epoch 9 - iter 32/85 - loss 0.03364817 - samples/sec: 170.18 - lr: 0.100000 | |
| 2021-10-21 09:44:51,721 epoch 9 - iter 40/85 - loss 0.03548767 - samples/sec: 134.84 - lr: 0.100000 | |
| 2021-10-21 09:44:53,337 epoch 9 - iter 48/85 - loss 0.03695403 - samples/sec: 158.58 - lr: 0.100000 | |
| 2021-10-21 09:44:54,954 epoch 9 - iter 56/85 - loss 0.03653656 - samples/sec: 158.45 - lr: 0.100000 | |
| 2021-10-21 09:44:56,556 epoch 9 - iter 64/85 - loss 0.03537039 - samples/sec: 159.92 - lr: 0.100000 | |
| 2021-10-21 09:44:58,290 epoch 9 - iter 72/85 - loss 0.03753857 - samples/sec: 147.68 - lr: 0.100000 | |
| 2021-10-21 09:45:00,074 epoch 9 - iter 80/85 - loss 0.03741022 - samples/sec: 143.61 - lr: 0.100000 | |
| 2021-10-21 09:45:00,997 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:45:00,998 EPOCH 9 done: loss 0.0367 - lr 0.1000000 | |
| 2021-10-21 09:45:00,998 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:45:09,088 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:45:10,899 epoch 10 - iter 8/85 - loss 0.03457868 - samples/sec: 141.46 - lr: 0.100000 | |
| 2021-10-21 09:45:12,556 epoch 10 - iter 16/85 - loss 0.03408842 - samples/sec: 154.59 - lr: 0.100000 | |
| 2021-10-21 09:45:14,246 epoch 10 - iter 24/85 - loss 0.03509775 - samples/sec: 151.61 - lr: 0.100000 | |
| 2021-10-21 09:45:15,933 epoch 10 - iter 32/85 - loss 0.03498149 - samples/sec: 151.85 - lr: 0.100000 | |
| 2021-10-21 09:45:17,491 epoch 10 - iter 40/85 - loss 0.03297499 - samples/sec: 164.56 - lr: 0.100000 | |
| 2021-10-21 09:45:19,110 epoch 10 - iter 48/85 - loss 0.03295106 - samples/sec: 158.21 - lr: 0.100000 | |
| 2021-10-21 09:45:20,686 epoch 10 - iter 56/85 - loss 0.03311276 - samples/sec: 162.63 - lr: 0.100000 | |
| 2021-10-21 09:45:22,489 epoch 10 - iter 64/85 - loss 0.03378441 - samples/sec: 142.04 - lr: 0.100000 | |
| 2021-10-21 09:45:24,058 epoch 10 - iter 72/85 - loss 0.03550417 - samples/sec: 163.32 - lr: 0.100000 | |
| 2021-10-21 09:45:25,742 epoch 10 - iter 80/85 - loss 0.03458123 - samples/sec: 152.13 - lr: 0.100000 | |
| 2021-10-21 09:45:26,731 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:45:26,731 EPOCH 10 done: loss 0.0354 - lr 0.1000000 | |
| 2021-10-21 09:45:26,732 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:45:34,845 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:45:36,547 epoch 11 - iter 8/85 - loss 0.02904941 - samples/sec: 150.54 - lr: 0.100000 | |
| 2021-10-21 09:45:38,341 epoch 11 - iter 16/85 - loss 0.02956440 - samples/sec: 142.81 - lr: 0.100000 | |
| 2021-10-21 09:45:40,277 epoch 11 - iter 24/85 - loss 0.02995859 - samples/sec: 132.32 - lr: 0.100000 | |
| 2021-10-21 09:45:41,671 epoch 11 - iter 32/85 - loss 0.02923204 - samples/sec: 183.91 - lr: 0.100000 | |
| 2021-10-21 09:45:43,272 epoch 11 - iter 40/85 - loss 0.02874133 - samples/sec: 159.99 - lr: 0.100000 | |
| 2021-10-21 09:45:44,523 epoch 11 - iter 48/85 - loss 0.02817249 - samples/sec: 204.78 - lr: 0.100000 | |
| 2021-10-21 09:45:45,995 epoch 11 - iter 56/85 - loss 0.03044169 - samples/sec: 174.08 - lr: 0.100000 | |
| 2021-10-21 09:45:47,580 epoch 11 - iter 64/85 - loss 0.03106465 - samples/sec: 161.67 - lr: 0.100000 | |
| 2021-10-21 09:45:49,281 epoch 11 - iter 72/85 - loss 0.03061589 - samples/sec: 150.69 - lr: 0.100000 | |
| 2021-10-21 09:45:50,676 epoch 11 - iter 80/85 - loss 0.03073027 - samples/sec: 183.66 - lr: 0.100000 | |
| 2021-10-21 09:45:51,382 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:45:51,382 EPOCH 11 done: loss 0.0305 - lr 0.1000000 | |
| 2021-10-21 09:45:51,382 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:45:59,483 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:46:01,039 epoch 12 - iter 8/85 - loss 0.03691742 - samples/sec: 164.71 - lr: 0.100000 | |
| 2021-10-21 09:46:02,596 epoch 12 - iter 16/85 - loss 0.03569228 - samples/sec: 164.56 - lr: 0.100000 | |
| 2021-10-21 09:46:04,232 epoch 12 - iter 24/85 - loss 0.03032395 - samples/sec: 156.62 - lr: 0.100000 | |
| 2021-10-21 09:46:05,687 epoch 12 - iter 32/85 - loss 0.02789993 - samples/sec: 176.09 - lr: 0.100000 | |
| 2021-10-21 09:46:07,088 epoch 12 - iter 40/85 - loss 0.03052678 - samples/sec: 182.81 - lr: 0.100000 | |
| 2021-10-21 09:46:08,496 epoch 12 - iter 48/85 - loss 0.03071302 - samples/sec: 182.03 - lr: 0.100000 | |
| 2021-10-21 09:46:10,152 epoch 12 - iter 56/85 - loss 0.03106583 - samples/sec: 154.79 - lr: 0.100000 | |
| 2021-10-21 09:46:11,714 epoch 12 - iter 64/85 - loss 0.03213890 - samples/sec: 164.00 - lr: 0.100000 | |
| 2021-10-21 09:46:13,229 epoch 12 - iter 72/85 - loss 0.03163023 - samples/sec: 169.20 - lr: 0.100000 | |
| 2021-10-21 09:46:14,671 epoch 12 - iter 80/85 - loss 0.03237649 - samples/sec: 177.72 - lr: 0.100000 | |
| 2021-10-21 09:46:15,505 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:46:15,505 EPOCH 12 done: loss 0.0320 - lr 0.1000000 | |
| 2021-10-21 09:46:15,505 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 09:46:23,680 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:46:24,965 epoch 13 - iter 8/85 - loss 0.03529954 - samples/sec: 199.54 - lr: 0.100000 | |
| 2021-10-21 09:46:26,340 epoch 13 - iter 16/85 - loss 0.02827664 - samples/sec: 186.34 - lr: 0.100000 | |
| 2021-10-21 09:46:27,981 epoch 13 - iter 24/85 - loss 0.02787108 - samples/sec: 156.13 - lr: 0.100000 | |
| 2021-10-21 09:46:29,447 epoch 13 - iter 32/85 - loss 0.02768438 - samples/sec: 174.72 - lr: 0.100000 | |
| 2021-10-21 09:46:31,064 epoch 13 - iter 40/85 - loss 0.02777190 - samples/sec: 158.50 - lr: 0.100000 | |
| 2021-10-21 09:46:32,866 epoch 13 - iter 48/85 - loss 0.02697833 - samples/sec: 142.16 - lr: 0.100000 | |
| 2021-10-21 09:46:34,723 epoch 13 - iter 56/85 - loss 0.02610617 - samples/sec: 137.98 - lr: 0.100000 | |
| 2021-10-21 09:46:36,462 epoch 13 - iter 64/85 - loss 0.02542225 - samples/sec: 147.32 - lr: 0.100000 | |
| 2021-10-21 09:46:38,116 epoch 13 - iter 72/85 - loss 0.02662504 - samples/sec: 154.90 - lr: 0.100000 | |
| 2021-10-21 09:46:39,945 epoch 13 - iter 80/85 - loss 0.02737712 - samples/sec: 140.10 - lr: 0.100000 | |
| 2021-10-21 09:46:40,822 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:46:40,823 EPOCH 13 done: loss 0.0271 - lr 0.1000000 | |
| 2021-10-21 09:46:40,823 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:46:48,876 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:46:50,478 epoch 14 - iter 8/85 - loss 0.03638271 - samples/sec: 160.00 - lr: 0.100000 | |
| 2021-10-21 09:46:51,938 epoch 14 - iter 16/85 - loss 0.03170140 - samples/sec: 175.50 - lr: 0.100000 | |
| 2021-10-21 09:46:53,487 epoch 14 - iter 24/85 - loss 0.02877422 - samples/sec: 165.36 - lr: 0.100000 | |
| 2021-10-21 09:46:55,167 epoch 14 - iter 32/85 - loss 0.02892142 - samples/sec: 152.54 - lr: 0.100000 | |
| 2021-10-21 09:46:56,598 epoch 14 - iter 40/85 - loss 0.03170520 - samples/sec: 179.01 - lr: 0.100000 | |
| 2021-10-21 09:46:58,223 epoch 14 - iter 48/85 - loss 0.03100270 - samples/sec: 157.66 - lr: 0.100000 | |
| 2021-10-21 09:46:59,535 epoch 14 - iter 56/85 - loss 0.02972236 - samples/sec: 195.33 - lr: 0.100000 | |
| 2021-10-21 09:47:01,021 epoch 14 - iter 64/85 - loss 0.02931842 - samples/sec: 172.38 - lr: 0.100000 | |
| 2021-10-21 09:47:02,423 epoch 14 - iter 72/85 - loss 0.02897640 - samples/sec: 182.88 - lr: 0.100000 | |
| 2021-10-21 09:47:03,904 epoch 14 - iter 80/85 - loss 0.02869061 - samples/sec: 173.02 - lr: 0.100000 | |
| 2021-10-21 09:47:04,712 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:47:04,713 EPOCH 14 done: loss 0.0287 - lr 0.1000000 | |
| 2021-10-21 09:47:04,713 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 09:47:12,853 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:47:14,382 epoch 15 - iter 8/85 - loss 0.01941156 - samples/sec: 167.68 - lr: 0.100000 | |
| 2021-10-21 09:47:16,080 epoch 15 - iter 16/85 - loss 0.02206668 - samples/sec: 150.89 - lr: 0.100000 | |
| 2021-10-21 09:47:17,724 epoch 15 - iter 24/85 - loss 0.02203709 - samples/sec: 155.93 - lr: 0.100000 | |
| 2021-10-21 09:47:19,590 epoch 15 - iter 32/85 - loss 0.02231867 - samples/sec: 137.30 - lr: 0.100000 | |
| 2021-10-21 09:47:21,366 epoch 15 - iter 40/85 - loss 0.02363206 - samples/sec: 144.24 - lr: 0.100000 | |
| 2021-10-21 09:47:23,129 epoch 15 - iter 48/85 - loss 0.02474018 - samples/sec: 145.33 - lr: 0.100000 | |
| 2021-10-21 09:47:24,847 epoch 15 - iter 56/85 - loss 0.02568213 - samples/sec: 149.08 - lr: 0.100000 | |
| 2021-10-21 09:47:26,469 epoch 15 - iter 64/85 - loss 0.02545937 - samples/sec: 158.00 - lr: 0.100000 | |
| 2021-10-21 09:47:28,221 epoch 15 - iter 72/85 - loss 0.02510232 - samples/sec: 146.21 - lr: 0.100000 | |
| 2021-10-21 09:47:29,875 epoch 15 - iter 80/85 - loss 0.02482909 - samples/sec: 154.94 - lr: 0.100000 | |
| 2021-10-21 09:47:30,821 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:47:30,821 EPOCH 15 done: loss 0.0245 - lr 0.1000000 | |
| 2021-10-21 09:47:30,821 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:47:38,934 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:47:40,515 epoch 16 - iter 8/85 - loss 0.01561774 - samples/sec: 162.11 - lr: 0.100000 | |
| 2021-10-21 09:47:42,076 epoch 16 - iter 16/85 - loss 0.01938354 - samples/sec: 164.14 - lr: 0.100000 | |
| 2021-10-21 09:47:43,591 epoch 16 - iter 24/85 - loss 0.02228970 - samples/sec: 169.07 - lr: 0.100000 | |
| 2021-10-21 09:47:45,189 epoch 16 - iter 32/85 - loss 0.02276854 - samples/sec: 160.33 - lr: 0.100000 | |
| 2021-10-21 09:47:46,672 epoch 16 - iter 40/85 - loss 0.02443078 - samples/sec: 172.85 - lr: 0.100000 | |
| 2021-10-21 09:47:48,159 epoch 16 - iter 48/85 - loss 0.02399494 - samples/sec: 172.29 - lr: 0.100000 | |
| 2021-10-21 09:47:49,447 epoch 16 - iter 56/85 - loss 0.02391612 - samples/sec: 198.92 - lr: 0.100000 | |
| 2021-10-21 09:47:50,893 epoch 16 - iter 64/85 - loss 0.02344160 - samples/sec: 177.14 - lr: 0.100000 | |
| 2021-10-21 09:47:52,420 epoch 16 - iter 72/85 - loss 0.02344616 - samples/sec: 167.91 - lr: 0.100000 | |
| 2021-10-21 09:47:53,787 epoch 16 - iter 80/85 - loss 0.02376229 - samples/sec: 187.45 - lr: 0.100000 | |
| 2021-10-21 09:47:54,585 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:47:54,585 EPOCH 16 done: loss 0.0234 - lr 0.1000000 | |
| 2021-10-21 09:47:54,585 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:48:02,753 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:48:04,326 epoch 17 - iter 8/85 - loss 0.03078039 - samples/sec: 162.98 - lr: 0.100000 | |
| 2021-10-21 09:48:06,024 epoch 17 - iter 16/85 - loss 0.02359908 - samples/sec: 150.90 - lr: 0.100000 | |
| 2021-10-21 09:48:07,434 epoch 17 - iter 24/85 - loss 0.02278666 - samples/sec: 181.71 - lr: 0.100000 | |
| 2021-10-21 09:48:08,844 epoch 17 - iter 32/85 - loss 0.02206035 - samples/sec: 181.82 - lr: 0.100000 | |
| 2021-10-21 09:48:10,367 epoch 17 - iter 40/85 - loss 0.02126600 - samples/sec: 168.22 - lr: 0.100000 | |
| 2021-10-21 09:48:12,300 epoch 17 - iter 48/85 - loss 0.02299438 - samples/sec: 132.49 - lr: 0.100000 | |
| 2021-10-21 09:48:13,976 epoch 17 - iter 56/85 - loss 0.02257880 - samples/sec: 152.93 - lr: 0.100000 | |
| 2021-10-21 09:48:15,279 epoch 17 - iter 64/85 - loss 0.02318227 - samples/sec: 196.62 - lr: 0.100000 | |
| 2021-10-21 09:48:16,797 epoch 17 - iter 72/85 - loss 0.02289296 - samples/sec: 168.84 - lr: 0.100000 | |
| 2021-10-21 09:48:18,192 epoch 17 - iter 80/85 - loss 0.02287119 - samples/sec: 183.69 - lr: 0.100000 | |
| 2021-10-21 09:48:18,905 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:48:18,905 EPOCH 17 done: loss 0.0230 - lr 0.1000000 | |
| 2021-10-21 09:48:18,905 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:48:26,984 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:48:28,413 epoch 18 - iter 8/85 - loss 0.02267440 - samples/sec: 179.33 - lr: 0.100000 | |
| 2021-10-21 09:48:29,825 epoch 18 - iter 16/85 - loss 0.01868273 - samples/sec: 181.55 - lr: 0.100000 | |
| 2021-10-21 09:48:31,227 epoch 18 - iter 24/85 - loss 0.01970534 - samples/sec: 182.75 - lr: 0.100000 | |
| 2021-10-21 09:48:32,778 epoch 18 - iter 32/85 - loss 0.02118761 - samples/sec: 165.19 - lr: 0.100000 | |
| 2021-10-21 09:48:34,331 epoch 18 - iter 40/85 - loss 0.02101111 - samples/sec: 164.98 - lr: 0.100000 | |
| 2021-10-21 09:48:35,864 epoch 18 - iter 48/85 - loss 0.02029792 - samples/sec: 167.06 - lr: 0.100000 | |
| 2021-10-21 09:48:37,260 epoch 18 - iter 56/85 - loss 0.01963807 - samples/sec: 183.58 - lr: 0.100000 | |
| 2021-10-21 09:48:38,756 epoch 18 - iter 64/85 - loss 0.02065039 - samples/sec: 171.25 - lr: 0.100000 | |
| 2021-10-21 09:48:40,368 epoch 18 - iter 72/85 - loss 0.02109698 - samples/sec: 158.94 - lr: 0.100000 | |
| 2021-10-21 09:48:41,874 epoch 18 - iter 80/85 - loss 0.02202927 - samples/sec: 170.19 - lr: 0.100000 | |
| 2021-10-21 09:48:42,837 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:48:42,837 EPOCH 18 done: loss 0.0225 - lr 0.1000000 | |
| 2021-10-21 09:48:42,838 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:48:51,033 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:48:52,705 epoch 19 - iter 8/85 - loss 0.01949052 - samples/sec: 153.41 - lr: 0.100000 | |
| 2021-10-21 09:48:54,414 epoch 19 - iter 16/85 - loss 0.01541790 - samples/sec: 149.95 - lr: 0.100000 | |
| 2021-10-21 09:48:56,046 epoch 19 - iter 24/85 - loss 0.02116624 - samples/sec: 156.94 - lr: 0.100000 | |
| 2021-10-21 09:48:57,627 epoch 19 - iter 32/85 - loss 0.02140708 - samples/sec: 162.10 - lr: 0.100000 | |
| 2021-10-21 09:48:59,273 epoch 19 - iter 40/85 - loss 0.02121794 - samples/sec: 155.68 - lr: 0.100000 | |
| 2021-10-21 09:49:00,855 epoch 19 - iter 48/85 - loss 0.02035029 - samples/sec: 161.90 - lr: 0.100000 | |
| 2021-10-21 09:49:02,407 epoch 19 - iter 56/85 - loss 0.01907646 - samples/sec: 165.10 - lr: 0.100000 | |
| 2021-10-21 09:49:03,873 epoch 19 - iter 64/85 - loss 0.01812840 - samples/sec: 174.75 - lr: 0.100000 | |
| 2021-10-21 09:49:05,612 epoch 19 - iter 72/85 - loss 0.01989953 - samples/sec: 147.36 - lr: 0.100000 | |
| 2021-10-21 09:49:07,054 epoch 19 - iter 80/85 - loss 0.02063107 - samples/sec: 177.70 - lr: 0.100000 | |
| 2021-10-21 09:49:07,919 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:49:07,919 EPOCH 19 done: loss 0.0205 - lr 0.1000000 | |
| 2021-10-21 09:49:07,919 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:49:16,008 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:49:17,680 epoch 20 - iter 8/85 - loss 0.01742964 - samples/sec: 153.30 - lr: 0.100000 | |
| 2021-10-21 09:49:19,238 epoch 20 - iter 16/85 - loss 0.01786957 - samples/sec: 164.42 - lr: 0.100000 | |
| 2021-10-21 09:49:20,751 epoch 20 - iter 24/85 - loss 0.02073598 - samples/sec: 169.33 - lr: 0.100000 | |
| 2021-10-21 09:49:22,096 epoch 20 - iter 32/85 - loss 0.02041526 - samples/sec: 190.60 - lr: 0.100000 | |
| 2021-10-21 09:49:23,677 epoch 20 - iter 40/85 - loss 0.02039348 - samples/sec: 162.04 - lr: 0.100000 | |
| 2021-10-21 09:49:25,066 epoch 20 - iter 48/85 - loss 0.01953533 - samples/sec: 184.47 - lr: 0.100000 | |
| 2021-10-21 09:49:26,501 epoch 20 - iter 56/85 - loss 0.01838191 - samples/sec: 178.49 - lr: 0.100000 | |
| 2021-10-21 09:49:28,019 epoch 20 - iter 64/85 - loss 0.01845042 - samples/sec: 168.76 - lr: 0.100000 | |
| 2021-10-21 09:49:29,364 epoch 20 - iter 72/85 - loss 0.01924706 - samples/sec: 190.58 - lr: 0.100000 | |
| 2021-10-21 09:49:30,807 epoch 20 - iter 80/85 - loss 0.01920820 - samples/sec: 177.52 - lr: 0.100000 | |
| 2021-10-21 09:49:31,504 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:49:31,505 EPOCH 20 done: loss 0.0194 - lr 0.1000000 | |
| 2021-10-21 09:49:31,505 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:49:39,648 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:49:41,120 epoch 21 - iter 8/85 - loss 0.01487742 - samples/sec: 174.30 - lr: 0.100000 | |
| 2021-10-21 09:49:42,699 epoch 21 - iter 16/85 - loss 0.01609932 - samples/sec: 162.27 - lr: 0.100000 | |
| 2021-10-21 09:49:44,162 epoch 21 - iter 24/85 - loss 0.01662716 - samples/sec: 175.18 - lr: 0.100000 | |
| 2021-10-21 09:49:45,564 epoch 21 - iter 32/85 - loss 0.01619612 - samples/sec: 182.65 - lr: 0.100000 | |
| 2021-10-21 09:49:47,076 epoch 21 - iter 40/85 - loss 0.01690515 - samples/sec: 169.47 - lr: 0.100000 | |
| 2021-10-21 09:49:48,731 epoch 21 - iter 48/85 - loss 0.01844744 - samples/sec: 154.80 - lr: 0.100000 | |
| 2021-10-21 09:49:50,013 epoch 21 - iter 56/85 - loss 0.01872359 - samples/sec: 199.99 - lr: 0.100000 | |
| 2021-10-21 09:49:51,521 epoch 21 - iter 64/85 - loss 0.01906192 - samples/sec: 169.92 - lr: 0.100000 | |
| 2021-10-21 09:49:52,847 epoch 21 - iter 72/85 - loss 0.01839645 - samples/sec: 193.23 - lr: 0.100000 | |
| 2021-10-21 09:49:54,279 epoch 21 - iter 80/85 - loss 0.01837408 - samples/sec: 178.90 - lr: 0.100000 | |
| 2021-10-21 09:49:54,962 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:49:54,962 EPOCH 21 done: loss 0.0189 - lr 0.1000000 | |
| 2021-10-21 09:49:54,962 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:50:03,017 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:50:04,506 epoch 22 - iter 8/85 - loss 0.01848212 - samples/sec: 172.13 - lr: 0.100000 | |
| 2021-10-21 09:50:05,975 epoch 22 - iter 16/85 - loss 0.01730251 - samples/sec: 174.49 - lr: 0.100000 | |
| 2021-10-21 09:50:07,816 epoch 22 - iter 24/85 - loss 0.01739841 - samples/sec: 139.12 - lr: 0.100000 | |
| 2021-10-21 09:50:09,544 epoch 22 - iter 32/85 - loss 0.01805016 - samples/sec: 148.29 - lr: 0.100000 | |
| 2021-10-21 09:50:11,135 epoch 22 - iter 40/85 - loss 0.01846395 - samples/sec: 160.99 - lr: 0.100000 | |
| 2021-10-21 09:50:12,787 epoch 22 - iter 48/85 - loss 0.01871624 - samples/sec: 155.16 - lr: 0.100000 | |
| 2021-10-21 09:50:14,506 epoch 22 - iter 56/85 - loss 0.01997022 - samples/sec: 149.00 - lr: 0.100000 | |
| 2021-10-21 09:50:16,209 epoch 22 - iter 64/85 - loss 0.01961687 - samples/sec: 150.45 - lr: 0.100000 | |
| 2021-10-21 09:50:18,066 epoch 22 - iter 72/85 - loss 0.01981046 - samples/sec: 137.98 - lr: 0.100000 | |
| 2021-10-21 09:50:19,810 epoch 22 - iter 80/85 - loss 0.01910090 - samples/sec: 146.90 - lr: 0.100000 | |
| 2021-10-21 09:50:20,762 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:50:20,763 EPOCH 22 done: loss 0.0194 - lr 0.1000000 | |
| 2021-10-21 09:50:20,763 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 09:50:28,974 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:50:30,548 epoch 23 - iter 8/85 - loss 0.01262278 - samples/sec: 162.91 - lr: 0.100000 | |
| 2021-10-21 09:50:32,113 epoch 23 - iter 16/85 - loss 0.01274102 - samples/sec: 163.78 - lr: 0.100000 | |
| 2021-10-21 09:50:33,380 epoch 23 - iter 24/85 - loss 0.01632237 - samples/sec: 202.27 - lr: 0.100000 | |
| 2021-10-21 09:50:34,964 epoch 23 - iter 32/85 - loss 0.01525542 - samples/sec: 161.75 - lr: 0.100000 | |
| 2021-10-21 09:50:36,369 epoch 23 - iter 40/85 - loss 0.01615942 - samples/sec: 182.38 - lr: 0.100000 | |
| 2021-10-21 09:50:37,864 epoch 23 - iter 48/85 - loss 0.01580818 - samples/sec: 171.39 - lr: 0.100000 | |
| 2021-10-21 09:50:39,436 epoch 23 - iter 56/85 - loss 0.01701166 - samples/sec: 163.00 - lr: 0.100000 | |
| 2021-10-21 09:50:41,007 epoch 23 - iter 64/85 - loss 0.01796460 - samples/sec: 163.10 - lr: 0.100000 | |
| 2021-10-21 09:50:42,322 epoch 23 - iter 72/85 - loss 0.01697182 - samples/sec: 194.77 - lr: 0.100000 | |
| 2021-10-21 09:50:43,748 epoch 23 - iter 80/85 - loss 0.01779075 - samples/sec: 179.68 - lr: 0.100000 | |
| 2021-10-21 09:50:44,507 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:50:44,507 EPOCH 23 done: loss 0.0180 - lr 0.1000000 | |
| 2021-10-21 09:50:44,507 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:50:52,609 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:50:54,298 epoch 24 - iter 8/85 - loss 0.01887124 - samples/sec: 151.76 - lr: 0.100000 | |
| 2021-10-21 09:50:56,052 epoch 24 - iter 16/85 - loss 0.01702089 - samples/sec: 146.05 - lr: 0.100000 | |
| 2021-10-21 09:50:57,738 epoch 24 - iter 24/85 - loss 0.01497114 - samples/sec: 151.95 - lr: 0.100000 | |
| 2021-10-21 09:50:59,657 epoch 24 - iter 32/85 - loss 0.01535328 - samples/sec: 133.50 - lr: 0.100000 | |
| 2021-10-21 09:51:01,368 epoch 24 - iter 40/85 - loss 0.01523937 - samples/sec: 149.80 - lr: 0.100000 | |
| 2021-10-21 09:51:02,946 epoch 24 - iter 48/85 - loss 0.01575484 - samples/sec: 162.39 - lr: 0.100000 | |
| 2021-10-21 09:51:04,730 epoch 24 - iter 56/85 - loss 0.01578558 - samples/sec: 143.61 - lr: 0.100000 | |
| 2021-10-21 09:51:06,598 epoch 24 - iter 64/85 - loss 0.01566733 - samples/sec: 137.11 - lr: 0.100000 | |
| 2021-10-21 09:51:08,136 epoch 24 - iter 72/85 - loss 0.01599955 - samples/sec: 166.64 - lr: 0.100000 | |
| 2021-10-21 09:51:10,068 epoch 24 - iter 80/85 - loss 0.01571170 - samples/sec: 132.59 - lr: 0.100000 | |
| 2021-10-21 09:51:10,991 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:51:10,992 EPOCH 24 done: loss 0.0157 - lr 0.1000000 | |
| 2021-10-21 09:51:10,992 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:51:19,154 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:51:20,833 epoch 25 - iter 8/85 - loss 0.00886005 - samples/sec: 152.61 - lr: 0.100000 | |
| 2021-10-21 09:51:22,250 epoch 25 - iter 16/85 - loss 0.01399799 - samples/sec: 180.94 - lr: 0.100000 | |
| 2021-10-21 09:51:23,795 epoch 25 - iter 24/85 - loss 0.01545669 - samples/sec: 165.79 - lr: 0.100000 | |
| 2021-10-21 09:51:25,475 epoch 25 - iter 32/85 - loss 0.01457463 - samples/sec: 152.50 - lr: 0.100000 | |
| 2021-10-21 09:51:26,937 epoch 25 - iter 40/85 - loss 0.01441606 - samples/sec: 175.32 - lr: 0.100000 | |
| 2021-10-21 09:51:28,341 epoch 25 - iter 48/85 - loss 0.01557192 - samples/sec: 182.55 - lr: 0.100000 | |
| 2021-10-21 09:51:29,834 epoch 25 - iter 56/85 - loss 0.01676970 - samples/sec: 171.57 - lr: 0.100000 | |
| 2021-10-21 09:51:31,115 epoch 25 - iter 64/85 - loss 0.01634851 - samples/sec: 200.11 - lr: 0.100000 | |
| 2021-10-21 09:51:32,622 epoch 25 - iter 72/85 - loss 0.01579140 - samples/sec: 169.95 - lr: 0.100000 | |
| 2021-10-21 09:51:34,071 epoch 25 - iter 80/85 - loss 0.01598427 - samples/sec: 176.88 - lr: 0.100000 | |
| 2021-10-21 09:51:34,736 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:51:34,736 EPOCH 25 done: loss 0.0158 - lr 0.1000000 | |
| 2021-10-21 09:51:34,737 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 09:51:42,826 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:51:45,196 epoch 26 - iter 8/85 - loss 0.02217957 - samples/sec: 108.12 - lr: 0.100000 | |
| 2021-10-21 09:51:46,508 epoch 26 - iter 16/85 - loss 0.01625201 - samples/sec: 195.26 - lr: 0.100000 | |
| 2021-10-21 09:51:47,966 epoch 26 - iter 24/85 - loss 0.01579198 - samples/sec: 175.77 - lr: 0.100000 | |
| 2021-10-21 09:51:49,609 epoch 26 - iter 32/85 - loss 0.01444660 - samples/sec: 155.95 - lr: 0.100000 | |
| 2021-10-21 09:51:51,172 epoch 26 - iter 40/85 - loss 0.01487528 - samples/sec: 163.85 - lr: 0.100000 | |
| 2021-10-21 09:51:52,509 epoch 26 - iter 48/85 - loss 0.01608423 - samples/sec: 191.71 - lr: 0.100000 | |
| 2021-10-21 09:51:54,056 epoch 26 - iter 56/85 - loss 0.01587127 - samples/sec: 165.59 - lr: 0.100000 | |
| 2021-10-21 09:51:55,717 epoch 26 - iter 64/85 - loss 0.01614604 - samples/sec: 154.31 - lr: 0.100000 | |
| 2021-10-21 09:51:57,135 epoch 26 - iter 72/85 - loss 0.01579313 - samples/sec: 180.65 - lr: 0.100000 | |
| 2021-10-21 09:51:58,571 epoch 26 - iter 80/85 - loss 0.01619028 - samples/sec: 178.36 - lr: 0.100000 | |
| 2021-10-21 09:51:59,218 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:51:59,218 EPOCH 26 done: loss 0.0163 - lr 0.1000000 | |
| 2021-10-21 09:51:59,219 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 09:52:07,409 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:52:08,879 epoch 27 - iter 8/85 - loss 0.01674945 - samples/sec: 174.43 - lr: 0.100000 | |
| 2021-10-21 09:52:10,307 epoch 27 - iter 16/85 - loss 0.01837229 - samples/sec: 179.47 - lr: 0.100000 | |
| 2021-10-21 09:52:11,701 epoch 27 - iter 24/85 - loss 0.01523285 - samples/sec: 183.78 - lr: 0.100000 | |
| 2021-10-21 09:52:13,503 epoch 27 - iter 32/85 - loss 0.01620926 - samples/sec: 142.20 - lr: 0.100000 | |
| 2021-10-21 09:52:14,886 epoch 27 - iter 40/85 - loss 0.01591391 - samples/sec: 185.25 - lr: 0.100000 | |
| 2021-10-21 09:52:16,563 epoch 27 - iter 48/85 - loss 0.01651948 - samples/sec: 152.80 - lr: 0.100000 | |
| 2021-10-21 09:52:18,081 epoch 27 - iter 56/85 - loss 0.01725588 - samples/sec: 168.73 - lr: 0.100000 | |
| 2021-10-21 09:52:19,544 epoch 27 - iter 64/85 - loss 0.01688902 - samples/sec: 175.20 - lr: 0.100000 | |
| 2021-10-21 09:52:21,094 epoch 27 - iter 72/85 - loss 0.01654984 - samples/sec: 165.26 - lr: 0.100000 | |
| 2021-10-21 09:52:22,455 epoch 27 - iter 80/85 - loss 0.01623593 - samples/sec: 188.34 - lr: 0.100000 | |
| 2021-10-21 09:52:23,123 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:52:23,123 EPOCH 27 done: loss 0.0158 - lr 0.1000000 | |
| 2021-10-21 09:52:23,123 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 09:52:31,201 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:52:32,650 epoch 28 - iter 8/85 - loss 0.00809272 - samples/sec: 176.94 - lr: 0.100000 | |
| 2021-10-21 09:52:34,301 epoch 28 - iter 16/85 - loss 0.01083503 - samples/sec: 155.13 - lr: 0.100000 | |
| 2021-10-21 09:52:35,843 epoch 28 - iter 24/85 - loss 0.01115858 - samples/sec: 166.25 - lr: 0.100000 | |
| 2021-10-21 09:52:37,429 epoch 28 - iter 32/85 - loss 0.01144167 - samples/sec: 161.52 - lr: 0.100000 | |
| 2021-10-21 09:52:39,101 epoch 28 - iter 40/85 - loss 0.01195119 - samples/sec: 153.19 - lr: 0.100000 | |
| 2021-10-21 09:52:40,498 epoch 28 - iter 48/85 - loss 0.01328743 - samples/sec: 183.42 - lr: 0.100000 | |
| 2021-10-21 09:52:41,923 epoch 28 - iter 56/85 - loss 0.01296754 - samples/sec: 179.89 - lr: 0.100000 | |
| 2021-10-21 09:52:43,310 epoch 28 - iter 64/85 - loss 0.01359631 - samples/sec: 184.62 - lr: 0.100000 | |
| 2021-10-21 09:52:44,756 epoch 28 - iter 72/85 - loss 0.01325737 - samples/sec: 177.18 - lr: 0.100000 | |
| 2021-10-21 09:52:46,134 epoch 28 - iter 80/85 - loss 0.01401207 - samples/sec: 185.98 - lr: 0.100000 | |
| 2021-10-21 09:52:46,839 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:52:46,839 EPOCH 28 done: loss 0.0142 - lr 0.1000000 | |
| 2021-10-21 09:52:46,839 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:52:55,055 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:52:56,540 epoch 29 - iter 8/85 - loss 0.01123919 - samples/sec: 172.67 - lr: 0.100000 | |
| 2021-10-21 09:52:57,999 epoch 29 - iter 16/85 - loss 0.01334271 - samples/sec: 175.58 - lr: 0.100000 | |
| 2021-10-21 09:52:59,507 epoch 29 - iter 24/85 - loss 0.01479374 - samples/sec: 169.98 - lr: 0.100000 | |
| 2021-10-21 09:53:01,085 epoch 29 - iter 32/85 - loss 0.01510856 - samples/sec: 162.38 - lr: 0.100000 | |
| 2021-10-21 09:53:02,732 epoch 29 - iter 40/85 - loss 0.01514436 - samples/sec: 155.57 - lr: 0.100000 | |
| 2021-10-21 09:53:04,202 epoch 29 - iter 48/85 - loss 0.01429593 - samples/sec: 174.34 - lr: 0.100000 | |
| 2021-10-21 09:53:05,873 epoch 29 - iter 56/85 - loss 0.01478123 - samples/sec: 153.42 - lr: 0.100000 | |
| 2021-10-21 09:53:07,377 epoch 29 - iter 64/85 - loss 0.01511662 - samples/sec: 170.34 - lr: 0.100000 | |
| 2021-10-21 09:53:08,878 epoch 29 - iter 72/85 - loss 0.01548112 - samples/sec: 170.83 - lr: 0.100000 | |
| 2021-10-21 09:53:10,313 epoch 29 - iter 80/85 - loss 0.01509923 - samples/sec: 178.58 - lr: 0.100000 | |
| 2021-10-21 09:53:11,064 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:53:11,064 EPOCH 29 done: loss 0.0152 - lr 0.1000000 | |
| 2021-10-21 09:53:11,065 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 09:53:19,330 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:53:21,192 epoch 30 - iter 8/85 - loss 0.01352897 - samples/sec: 137.68 - lr: 0.100000 | |
| 2021-10-21 09:53:23,059 epoch 30 - iter 16/85 - loss 0.01453451 - samples/sec: 137.24 - lr: 0.100000 | |
| 2021-10-21 09:53:24,839 epoch 30 - iter 24/85 - loss 0.01507171 - samples/sec: 143.98 - lr: 0.100000 | |
| 2021-10-21 09:53:26,486 epoch 30 - iter 32/85 - loss 0.01430672 - samples/sec: 155.61 - lr: 0.100000 | |
| 2021-10-21 09:53:28,358 epoch 30 - iter 40/85 - loss 0.01454640 - samples/sec: 136.87 - lr: 0.100000 | |
| 2021-10-21 09:53:29,937 epoch 30 - iter 48/85 - loss 0.01399181 - samples/sec: 162.22 - lr: 0.100000 | |
| 2021-10-21 09:53:31,543 epoch 30 - iter 56/85 - loss 0.01400186 - samples/sec: 159.59 - lr: 0.100000 | |
| 2021-10-21 09:53:33,221 epoch 30 - iter 64/85 - loss 0.01370008 - samples/sec: 152.70 - lr: 0.100000 | |
| 2021-10-21 09:53:35,075 epoch 30 - iter 72/85 - loss 0.01404210 - samples/sec: 138.21 - lr: 0.100000 | |
| 2021-10-21 09:53:36,953 epoch 30 - iter 80/85 - loss 0.01445710 - samples/sec: 136.43 - lr: 0.100000 | |
| 2021-10-21 09:53:37,786 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:53:37,787 EPOCH 30 done: loss 0.0146 - lr 0.1000000 | |
| 2021-10-21 09:53:37,787 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 09:53:46,067 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:53:47,739 epoch 31 - iter 8/85 - loss 0.01925521 - samples/sec: 153.34 - lr: 0.100000 | |
| 2021-10-21 09:53:49,187 epoch 31 - iter 16/85 - loss 0.01730297 - samples/sec: 176.94 - lr: 0.100000 | |
| 2021-10-21 09:53:50,530 epoch 31 - iter 24/85 - loss 0.01492338 - samples/sec: 190.89 - lr: 0.100000 | |
| 2021-10-21 09:53:52,070 epoch 31 - iter 32/85 - loss 0.01524863 - samples/sec: 166.29 - lr: 0.100000 | |
| 2021-10-21 09:53:53,534 epoch 31 - iter 40/85 - loss 0.01520214 - samples/sec: 175.10 - lr: 0.100000 | |
| 2021-10-21 09:53:54,994 epoch 31 - iter 48/85 - loss 0.01507995 - samples/sec: 175.47 - lr: 0.100000 | |
| 2021-10-21 09:53:56,488 epoch 31 - iter 56/85 - loss 0.01500853 - samples/sec: 171.50 - lr: 0.100000 | |
| 2021-10-21 09:53:57,969 epoch 31 - iter 64/85 - loss 0.01456791 - samples/sec: 173.00 - lr: 0.100000 | |
| 2021-10-21 09:53:59,447 epoch 31 - iter 72/85 - loss 0.01469411 - samples/sec: 173.31 - lr: 0.100000 | |
| 2021-10-21 09:54:01,205 epoch 31 - iter 80/85 - loss 0.01472835 - samples/sec: 145.78 - lr: 0.100000 | |
| 2021-10-21 09:54:02,104 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:54:02,104 EPOCH 31 done: loss 0.0147 - lr 0.1000000 | |
| 2021-10-21 09:54:02,104 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 09:54:10,282 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:54:11,743 epoch 32 - iter 8/85 - loss 0.01155684 - samples/sec: 175.40 - lr: 0.100000 | |
| 2021-10-21 09:54:13,291 epoch 32 - iter 16/85 - loss 0.01102446 - samples/sec: 165.52 - lr: 0.100000 | |
| 2021-10-21 09:54:14,701 epoch 32 - iter 24/85 - loss 0.01130277 - samples/sec: 181.75 - lr: 0.100000 | |
| 2021-10-21 09:54:16,340 epoch 32 - iter 32/85 - loss 0.01256475 - samples/sec: 156.30 - lr: 0.100000 | |
| 2021-10-21 09:54:17,823 epoch 32 - iter 40/85 - loss 0.01178213 - samples/sec: 172.83 - lr: 0.100000 | |
| 2021-10-21 09:54:19,470 epoch 32 - iter 48/85 - loss 0.01215188 - samples/sec: 155.53 - lr: 0.100000 | |
| 2021-10-21 09:54:20,991 epoch 32 - iter 56/85 - loss 0.01280136 - samples/sec: 168.58 - lr: 0.100000 | |
| 2021-10-21 09:54:22,320 epoch 32 - iter 64/85 - loss 0.01311260 - samples/sec: 192.85 - lr: 0.100000 | |
| 2021-10-21 09:54:23,862 epoch 32 - iter 72/85 - loss 0.01300564 - samples/sec: 166.11 - lr: 0.100000 | |
| 2021-10-21 09:54:25,458 epoch 32 - iter 80/85 - loss 0.01333343 - samples/sec: 160.60 - lr: 0.100000 | |
| 2021-10-21 09:54:26,161 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:54:26,161 EPOCH 32 done: loss 0.0135 - lr 0.1000000 | |
| 2021-10-21 09:54:26,162 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:54:34,344 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:54:35,838 epoch 33 - iter 8/85 - loss 0.01194458 - samples/sec: 171.54 - lr: 0.100000 | |
| 2021-10-21 09:54:37,242 epoch 33 - iter 16/85 - loss 0.01291533 - samples/sec: 182.51 - lr: 0.100000 | |
| 2021-10-21 09:54:38,837 epoch 33 - iter 24/85 - loss 0.01166989 - samples/sec: 160.64 - lr: 0.100000 | |
| 2021-10-21 09:54:40,331 epoch 33 - iter 32/85 - loss 0.01130526 - samples/sec: 171.53 - lr: 0.100000 | |
| 2021-10-21 09:54:41,729 epoch 33 - iter 40/85 - loss 0.01253641 - samples/sec: 183.23 - lr: 0.100000 | |
| 2021-10-21 09:54:43,475 epoch 33 - iter 48/85 - loss 0.01256930 - samples/sec: 146.79 - lr: 0.100000 | |
| 2021-10-21 09:54:45,015 epoch 33 - iter 56/85 - loss 0.01234683 - samples/sec: 166.34 - lr: 0.100000 | |
| 2021-10-21 09:54:46,500 epoch 33 - iter 64/85 - loss 0.01280319 - samples/sec: 172.55 - lr: 0.100000 | |
| 2021-10-21 09:54:47,965 epoch 33 - iter 72/85 - loss 0.01343926 - samples/sec: 174.98 - lr: 0.100000 | |
| 2021-10-21 09:54:49,458 epoch 33 - iter 80/85 - loss 0.01338894 - samples/sec: 171.54 - lr: 0.100000 | |
| 2021-10-21 09:54:50,229 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:54:50,229 EPOCH 33 done: loss 0.0133 - lr 0.1000000 | |
| 2021-10-21 09:54:50,229 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:54:58,389 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:54:59,884 epoch 34 - iter 8/85 - loss 0.01066044 - samples/sec: 171.39 - lr: 0.100000 | |
| 2021-10-21 09:55:01,439 epoch 34 - iter 16/85 - loss 0.01474138 - samples/sec: 164.86 - lr: 0.100000 | |
| 2021-10-21 09:55:02,978 epoch 34 - iter 24/85 - loss 0.01252996 - samples/sec: 166.42 - lr: 0.100000 | |
| 2021-10-21 09:55:04,602 epoch 34 - iter 32/85 - loss 0.01269450 - samples/sec: 157.83 - lr: 0.100000 | |
| 2021-10-21 09:55:06,562 epoch 34 - iter 40/85 - loss 0.01470719 - samples/sec: 130.67 - lr: 0.100000 | |
| 2021-10-21 09:55:07,893 epoch 34 - iter 48/85 - loss 0.01466941 - samples/sec: 192.55 - lr: 0.100000 | |
| 2021-10-21 09:55:09,490 epoch 34 - iter 56/85 - loss 0.01456106 - samples/sec: 160.47 - lr: 0.100000 | |
| 2021-10-21 09:55:11,077 epoch 34 - iter 64/85 - loss 0.01385826 - samples/sec: 161.47 - lr: 0.100000 | |
| 2021-10-21 09:55:12,540 epoch 34 - iter 72/85 - loss 0.01391220 - samples/sec: 175.08 - lr: 0.100000 | |
| 2021-10-21 09:55:14,123 epoch 34 - iter 80/85 - loss 0.01427008 - samples/sec: 161.90 - lr: 0.100000 | |
| 2021-10-21 09:55:14,882 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:55:14,883 EPOCH 34 done: loss 0.0141 - lr 0.1000000 | |
| 2021-10-21 09:55:14,883 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 09:55:23,062 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:55:24,412 epoch 35 - iter 8/85 - loss 0.00953937 - samples/sec: 189.86 - lr: 0.100000 | |
| 2021-10-21 09:55:25,856 epoch 35 - iter 16/85 - loss 0.01094814 - samples/sec: 177.46 - lr: 0.100000 | |
| 2021-10-21 09:55:27,401 epoch 35 - iter 24/85 - loss 0.01181529 - samples/sec: 165.83 - lr: 0.100000 | |
| 2021-10-21 09:55:28,888 epoch 35 - iter 32/85 - loss 0.01166839 - samples/sec: 172.31 - lr: 0.100000 | |
| 2021-10-21 09:55:30,357 epoch 35 - iter 40/85 - loss 0.01150317 - samples/sec: 174.50 - lr: 0.100000 | |
| 2021-10-21 09:55:31,996 epoch 35 - iter 48/85 - loss 0.01148993 - samples/sec: 156.30 - lr: 0.100000 | |
| 2021-10-21 09:55:33,579 epoch 35 - iter 56/85 - loss 0.01230408 - samples/sec: 161.86 - lr: 0.100000 | |
| 2021-10-21 09:55:34,997 epoch 35 - iter 64/85 - loss 0.01316801 - samples/sec: 180.69 - lr: 0.100000 | |
| 2021-10-21 09:55:36,596 epoch 35 - iter 72/85 - loss 0.01241745 - samples/sec: 160.26 - lr: 0.100000 | |
| 2021-10-21 09:55:38,147 epoch 35 - iter 80/85 - loss 0.01229561 - samples/sec: 165.10 - lr: 0.100000 | |
| 2021-10-21 09:55:38,938 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:55:38,938 EPOCH 35 done: loss 0.0127 - lr 0.1000000 | |
| 2021-10-21 09:55:38,938 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:55:47,099 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:55:48,648 epoch 36 - iter 8/85 - loss 0.00920783 - samples/sec: 165.49 - lr: 0.100000 | |
| 2021-10-21 09:55:50,215 epoch 36 - iter 16/85 - loss 0.01019850 - samples/sec: 163.59 - lr: 0.100000 | |
| 2021-10-21 09:55:51,728 epoch 36 - iter 24/85 - loss 0.00929446 - samples/sec: 169.37 - lr: 0.100000 | |
| 2021-10-21 09:55:53,212 epoch 36 - iter 32/85 - loss 0.01051052 - samples/sec: 172.64 - lr: 0.100000 | |
| 2021-10-21 09:55:55,088 epoch 36 - iter 40/85 - loss 0.01173300 - samples/sec: 136.55 - lr: 0.100000 | |
| 2021-10-21 09:55:56,856 epoch 36 - iter 48/85 - loss 0.01175021 - samples/sec: 144.93 - lr: 0.100000 | |
| 2021-10-21 09:55:58,459 epoch 36 - iter 56/85 - loss 0.01212736 - samples/sec: 159.81 - lr: 0.100000 | |
| 2021-10-21 09:56:00,144 epoch 36 - iter 64/85 - loss 0.01256849 - samples/sec: 152.03 - lr: 0.100000 | |
| 2021-10-21 09:56:01,761 epoch 36 - iter 72/85 - loss 0.01251387 - samples/sec: 158.51 - lr: 0.100000 | |
| 2021-10-21 09:56:03,576 epoch 36 - iter 80/85 - loss 0.01258915 - samples/sec: 141.16 - lr: 0.100000 | |
| 2021-10-21 09:56:04,558 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:56:04,559 EPOCH 36 done: loss 0.0125 - lr 0.1000000 | |
| 2021-10-21 09:56:04,559 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:56:12,706 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:56:14,419 epoch 37 - iter 8/85 - loss 0.01403804 - samples/sec: 149.57 - lr: 0.100000 | |
| 2021-10-21 09:56:16,199 epoch 37 - iter 16/85 - loss 0.01232618 - samples/sec: 143.98 - lr: 0.100000 | |
| 2021-10-21 09:56:18,115 epoch 37 - iter 24/85 - loss 0.01168947 - samples/sec: 133.71 - lr: 0.100000 | |
| 2021-10-21 09:56:19,834 epoch 37 - iter 32/85 - loss 0.01146886 - samples/sec: 149.05 - lr: 0.100000 | |
| 2021-10-21 09:56:21,521 epoch 37 - iter 40/85 - loss 0.01266593 - samples/sec: 151.87 - lr: 0.100000 | |
| 2021-10-21 09:56:23,512 epoch 37 - iter 48/85 - loss 0.01209531 - samples/sec: 128.66 - lr: 0.100000 | |
| 2021-10-21 09:56:25,341 epoch 37 - iter 56/85 - loss 0.01157531 - samples/sec: 140.13 - lr: 0.100000 | |
| 2021-10-21 09:56:26,837 epoch 37 - iter 64/85 - loss 0.01172291 - samples/sec: 171.27 - lr: 0.100000 | |
| 2021-10-21 09:56:28,426 epoch 37 - iter 72/85 - loss 0.01162739 - samples/sec: 161.25 - lr: 0.100000 | |
| 2021-10-21 09:56:30,031 epoch 37 - iter 80/85 - loss 0.01166596 - samples/sec: 159.63 - lr: 0.100000 | |
| 2021-10-21 09:56:30,871 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:56:30,871 EPOCH 37 done: loss 0.0117 - lr 0.1000000 | |
| 2021-10-21 09:56:30,871 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:56:39,075 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:56:40,560 epoch 38 - iter 8/85 - loss 0.01308107 - samples/sec: 172.54 - lr: 0.100000 | |
| 2021-10-21 09:56:42,000 epoch 38 - iter 16/85 - loss 0.01295864 - samples/sec: 178.10 - lr: 0.100000 | |
| 2021-10-21 09:56:43,662 epoch 38 - iter 24/85 - loss 0.01189980 - samples/sec: 154.12 - lr: 0.100000 | |
| 2021-10-21 09:56:45,378 epoch 38 - iter 32/85 - loss 0.01154665 - samples/sec: 149.36 - lr: 0.100000 | |
| 2021-10-21 09:56:46,828 epoch 38 - iter 40/85 - loss 0.01183101 - samples/sec: 176.79 - lr: 0.100000 | |
| 2021-10-21 09:56:48,357 epoch 38 - iter 48/85 - loss 0.01092806 - samples/sec: 167.56 - lr: 0.100000 | |
| 2021-10-21 09:56:49,791 epoch 38 - iter 56/85 - loss 0.01071252 - samples/sec: 178.79 - lr: 0.100000 | |
| 2021-10-21 09:56:51,237 epoch 38 - iter 64/85 - loss 0.01124154 - samples/sec: 177.17 - lr: 0.100000 | |
| 2021-10-21 09:56:52,657 epoch 38 - iter 72/85 - loss 0.01164094 - samples/sec: 180.50 - lr: 0.100000 | |
| 2021-10-21 09:56:54,365 epoch 38 - iter 80/85 - loss 0.01175610 - samples/sec: 150.00 - lr: 0.100000 | |
| 2021-10-21 09:56:55,118 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:56:55,118 EPOCH 38 done: loss 0.0114 - lr 0.1000000 | |
| 2021-10-21 09:56:55,118 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:57:03,392 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:57:04,843 epoch 39 - iter 8/85 - loss 0.01596405 - samples/sec: 176.67 - lr: 0.100000 | |
| 2021-10-21 09:57:06,321 epoch 39 - iter 16/85 - loss 0.01328610 - samples/sec: 173.39 - lr: 0.100000 | |
| 2021-10-21 09:57:07,761 epoch 39 - iter 24/85 - loss 0.01339234 - samples/sec: 177.98 - lr: 0.100000 | |
| 2021-10-21 09:57:09,140 epoch 39 - iter 32/85 - loss 0.01267741 - samples/sec: 185.81 - lr: 0.100000 | |
| 2021-10-21 09:57:10,810 epoch 39 - iter 40/85 - loss 0.01267697 - samples/sec: 153.42 - lr: 0.100000 | |
| 2021-10-21 09:57:12,214 epoch 39 - iter 48/85 - loss 0.01277086 - samples/sec: 182.58 - lr: 0.100000 | |
| 2021-10-21 09:57:13,871 epoch 39 - iter 56/85 - loss 0.01190174 - samples/sec: 154.56 - lr: 0.100000 | |
| 2021-10-21 09:57:15,390 epoch 39 - iter 64/85 - loss 0.01150786 - samples/sec: 168.74 - lr: 0.100000 | |
| 2021-10-21 09:57:16,894 epoch 39 - iter 72/85 - loss 0.01130886 - samples/sec: 170.30 - lr: 0.100000 | |
| 2021-10-21 09:57:18,432 epoch 39 - iter 80/85 - loss 0.01193591 - samples/sec: 166.69 - lr: 0.100000 | |
| 2021-10-21 09:57:19,175 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:57:19,176 EPOCH 39 done: loss 0.0120 - lr 0.1000000 | |
| 2021-10-21 09:57:19,176 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 09:57:27,320 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:57:28,876 epoch 40 - iter 8/85 - loss 0.01468858 - samples/sec: 164.70 - lr: 0.100000 | |
| 2021-10-21 09:57:30,279 epoch 40 - iter 16/85 - loss 0.01251231 - samples/sec: 182.75 - lr: 0.100000 | |
| 2021-10-21 09:57:31,955 epoch 40 - iter 24/85 - loss 0.01201948 - samples/sec: 152.83 - lr: 0.100000 | |
| 2021-10-21 09:57:33,424 epoch 40 - iter 32/85 - loss 0.01163260 - samples/sec: 174.50 - lr: 0.100000 | |
| 2021-10-21 09:57:34,715 epoch 40 - iter 40/85 - loss 0.01067981 - samples/sec: 198.57 - lr: 0.100000 | |
| 2021-10-21 09:57:36,321 epoch 40 - iter 48/85 - loss 0.01065259 - samples/sec: 159.50 - lr: 0.100000 | |
| 2021-10-21 09:57:37,783 epoch 40 - iter 56/85 - loss 0.01020244 - samples/sec: 175.35 - lr: 0.100000 | |
| 2021-10-21 09:57:39,164 epoch 40 - iter 64/85 - loss 0.01006621 - samples/sec: 185.48 - lr: 0.100000 | |
| 2021-10-21 09:57:40,732 epoch 40 - iter 72/85 - loss 0.00963007 - samples/sec: 163.46 - lr: 0.100000 | |
| 2021-10-21 09:57:42,262 epoch 40 - iter 80/85 - loss 0.01062309 - samples/sec: 167.44 - lr: 0.100000 | |
| 2021-10-21 09:57:42,967 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:57:42,967 EPOCH 40 done: loss 0.0108 - lr 0.1000000 | |
| 2021-10-21 09:57:42,967 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:57:51,224 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:57:53,140 epoch 41 - iter 8/85 - loss 0.01346926 - samples/sec: 133.76 - lr: 0.100000 | |
| 2021-10-21 09:57:54,806 epoch 41 - iter 16/85 - loss 0.01062733 - samples/sec: 153.82 - lr: 0.100000 | |
| 2021-10-21 09:57:56,398 epoch 41 - iter 24/85 - loss 0.01133324 - samples/sec: 160.97 - lr: 0.100000 | |
| 2021-10-21 09:57:58,088 epoch 41 - iter 32/85 - loss 0.01069599 - samples/sec: 151.60 - lr: 0.100000 | |
| 2021-10-21 09:57:59,874 epoch 41 - iter 40/85 - loss 0.01083656 - samples/sec: 143.48 - lr: 0.100000 | |
| 2021-10-21 09:58:01,681 epoch 41 - iter 48/85 - loss 0.01114743 - samples/sec: 141.72 - lr: 0.100000 | |
| 2021-10-21 09:58:03,269 epoch 41 - iter 56/85 - loss 0.01068667 - samples/sec: 161.32 - lr: 0.100000 | |
| 2021-10-21 09:58:04,974 epoch 41 - iter 64/85 - loss 0.01069263 - samples/sec: 150.31 - lr: 0.100000 | |
| 2021-10-21 09:58:06,974 epoch 41 - iter 72/85 - loss 0.01006259 - samples/sec: 128.09 - lr: 0.100000 | |
| 2021-10-21 09:58:08,790 epoch 41 - iter 80/85 - loss 0.01023011 - samples/sec: 141.08 - lr: 0.100000 | |
| 2021-10-21 09:58:09,826 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:58:09,826 EPOCH 41 done: loss 0.0102 - lr 0.1000000 | |
| 2021-10-21 09:58:09,826 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:58:18,036 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:58:19,713 epoch 42 - iter 8/85 - loss 0.01173922 - samples/sec: 152.86 - lr: 0.100000 | |
| 2021-10-21 09:58:21,219 epoch 42 - iter 16/85 - loss 0.01195285 - samples/sec: 170.14 - lr: 0.100000 | |
| 2021-10-21 09:58:22,519 epoch 42 - iter 24/85 - loss 0.01171153 - samples/sec: 196.99 - lr: 0.100000 | |
| 2021-10-21 09:58:24,065 epoch 42 - iter 32/85 - loss 0.01154751 - samples/sec: 165.79 - lr: 0.100000 | |
| 2021-10-21 09:58:25,677 epoch 42 - iter 40/85 - loss 0.01113153 - samples/sec: 158.97 - lr: 0.100000 | |
| 2021-10-21 09:58:27,146 epoch 42 - iter 48/85 - loss 0.01053740 - samples/sec: 174.36 - lr: 0.100000 | |
| 2021-10-21 09:58:28,736 epoch 42 - iter 56/85 - loss 0.01075888 - samples/sec: 161.15 - lr: 0.100000 | |
| 2021-10-21 09:58:30,215 epoch 42 - iter 64/85 - loss 0.01046331 - samples/sec: 173.31 - lr: 0.100000 | |
| 2021-10-21 09:58:31,673 epoch 42 - iter 72/85 - loss 0.01050132 - samples/sec: 175.73 - lr: 0.100000 | |
| 2021-10-21 09:58:33,072 epoch 42 - iter 80/85 - loss 0.01052486 - samples/sec: 183.27 - lr: 0.100000 | |
| 2021-10-21 09:58:33,839 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:58:33,839 EPOCH 42 done: loss 0.0106 - lr 0.1000000 | |
| 2021-10-21 09:58:33,840 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 09:58:41,985 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:58:44,491 epoch 43 - iter 8/85 - loss 0.00756755 - samples/sec: 102.27 - lr: 0.100000 | |
| 2021-10-21 09:58:46,146 epoch 43 - iter 16/85 - loss 0.00755660 - samples/sec: 154.82 - lr: 0.100000 | |
| 2021-10-21 09:58:47,786 epoch 43 - iter 24/85 - loss 0.00905575 - samples/sec: 156.23 - lr: 0.100000 | |
| 2021-10-21 09:58:49,458 epoch 43 - iter 32/85 - loss 0.00902193 - samples/sec: 153.20 - lr: 0.100000 | |
| 2021-10-21 09:58:51,248 epoch 43 - iter 40/85 - loss 0.00944146 - samples/sec: 143.16 - lr: 0.100000 | |
| 2021-10-21 09:58:53,132 epoch 43 - iter 48/85 - loss 0.00915737 - samples/sec: 135.96 - lr: 0.100000 | |
| 2021-10-21 09:58:54,860 epoch 43 - iter 56/85 - loss 0.00981412 - samples/sec: 148.32 - lr: 0.100000 | |
| 2021-10-21 09:58:56,467 epoch 43 - iter 64/85 - loss 0.01053547 - samples/sec: 159.49 - lr: 0.100000 | |
| 2021-10-21 09:58:58,025 epoch 43 - iter 72/85 - loss 0.01020002 - samples/sec: 164.47 - lr: 0.100000 | |
| 2021-10-21 09:58:59,889 epoch 43 - iter 80/85 - loss 0.01070768 - samples/sec: 137.44 - lr: 0.100000 | |
| 2021-10-21 09:59:00,715 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:59:00,715 EPOCH 43 done: loss 0.0109 - lr 0.1000000 | |
| 2021-10-21 09:59:00,716 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 09:59:08,923 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:59:10,479 epoch 44 - iter 8/85 - loss 0.00878997 - samples/sec: 164.79 - lr: 0.100000 | |
| 2021-10-21 09:59:12,114 epoch 44 - iter 16/85 - loss 0.01046582 - samples/sec: 156.67 - lr: 0.100000 | |
| 2021-10-21 09:59:13,842 epoch 44 - iter 24/85 - loss 0.01061273 - samples/sec: 148.30 - lr: 0.100000 | |
| 2021-10-21 09:59:15,523 epoch 44 - iter 32/85 - loss 0.00991556 - samples/sec: 152.36 - lr: 0.100000 | |
| 2021-10-21 09:59:17,127 epoch 44 - iter 40/85 - loss 0.00975642 - samples/sec: 159.79 - lr: 0.100000 | |
| 2021-10-21 09:59:18,818 epoch 44 - iter 48/85 - loss 0.00984039 - samples/sec: 151.52 - lr: 0.100000 | |
| 2021-10-21 09:59:20,539 epoch 44 - iter 56/85 - loss 0.01039502 - samples/sec: 148.88 - lr: 0.100000 | |
| 2021-10-21 09:59:22,328 epoch 44 - iter 64/85 - loss 0.01030407 - samples/sec: 143.22 - lr: 0.100000 | |
| 2021-10-21 09:59:24,228 epoch 44 - iter 72/85 - loss 0.01014093 - samples/sec: 134.82 - lr: 0.100000 | |
| 2021-10-21 09:59:26,186 epoch 44 - iter 80/85 - loss 0.00993256 - samples/sec: 130.83 - lr: 0.100000 | |
| 2021-10-21 09:59:27,118 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:59:27,118 EPOCH 44 done: loss 0.0101 - lr 0.1000000 | |
| 2021-10-21 09:59:27,118 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:59:35,339 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:59:36,772 epoch 45 - iter 8/85 - loss 0.00678467 - samples/sec: 178.94 - lr: 0.100000 | |
| 2021-10-21 09:59:38,337 epoch 45 - iter 16/85 - loss 0.00811003 - samples/sec: 163.73 - lr: 0.100000 | |
| 2021-10-21 09:59:39,872 epoch 45 - iter 24/85 - loss 0.00738997 - samples/sec: 166.86 - lr: 0.100000 | |
| 2021-10-21 09:59:41,506 epoch 45 - iter 32/85 - loss 0.00688570 - samples/sec: 156.84 - lr: 0.100000 | |
| 2021-10-21 09:59:42,810 epoch 45 - iter 40/85 - loss 0.00716279 - samples/sec: 196.50 - lr: 0.100000 | |
| 2021-10-21 09:59:44,319 epoch 45 - iter 48/85 - loss 0.00814568 - samples/sec: 169.86 - lr: 0.100000 | |
| 2021-10-21 09:59:45,793 epoch 45 - iter 56/85 - loss 0.00790680 - samples/sec: 173.84 - lr: 0.100000 | |
| 2021-10-21 09:59:47,246 epoch 45 - iter 64/85 - loss 0.00889161 - samples/sec: 176.29 - lr: 0.100000 | |
| 2021-10-21 09:59:48,537 epoch 45 - iter 72/85 - loss 0.00859463 - samples/sec: 198.52 - lr: 0.100000 | |
| 2021-10-21 09:59:50,057 epoch 45 - iter 80/85 - loss 0.00838806 - samples/sec: 168.47 - lr: 0.100000 | |
| 2021-10-21 09:59:50,951 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 09:59:50,951 EPOCH 45 done: loss 0.0082 - lr 0.1000000 | |
| 2021-10-21 09:59:50,952 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 09:59:59,104 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:00:00,586 epoch 46 - iter 8/85 - loss 0.01694356 - samples/sec: 172.93 - lr: 0.100000 | |
| 2021-10-21 10:00:02,213 epoch 46 - iter 16/85 - loss 0.01185109 - samples/sec: 157.48 - lr: 0.100000 | |
| 2021-10-21 10:00:03,851 epoch 46 - iter 24/85 - loss 0.01028527 - samples/sec: 156.48 - lr: 0.100000 | |
| 2021-10-21 10:00:05,587 epoch 46 - iter 32/85 - loss 0.00980690 - samples/sec: 147.63 - lr: 0.100000 | |
| 2021-10-21 10:00:07,279 epoch 46 - iter 40/85 - loss 0.00898055 - samples/sec: 151.40 - lr: 0.100000 | |
| 2021-10-21 10:00:08,849 epoch 46 - iter 48/85 - loss 0.00873967 - samples/sec: 163.19 - lr: 0.100000 | |
| 2021-10-21 10:00:10,487 epoch 46 - iter 56/85 - loss 0.00833403 - samples/sec: 156.43 - lr: 0.100000 | |
| 2021-10-21 10:00:12,352 epoch 46 - iter 64/85 - loss 0.00849735 - samples/sec: 137.36 - lr: 0.100000 | |
| 2021-10-21 10:00:14,014 epoch 46 - iter 72/85 - loss 0.00914958 - samples/sec: 154.16 - lr: 0.100000 | |
| 2021-10-21 10:00:15,780 epoch 46 - iter 80/85 - loss 0.00938818 - samples/sec: 145.13 - lr: 0.100000 | |
| 2021-10-21 10:00:16,609 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:00:16,610 EPOCH 46 done: loss 0.0093 - lr 0.1000000 | |
| 2021-10-21 10:00:16,610 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:00:24,800 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:00:26,629 epoch 47 - iter 8/85 - loss 0.00611558 - samples/sec: 140.14 - lr: 0.100000 | |
| 2021-10-21 10:00:28,348 epoch 47 - iter 16/85 - loss 0.00931894 - samples/sec: 149.10 - lr: 0.100000 | |
| 2021-10-21 10:00:30,048 epoch 47 - iter 24/85 - loss 0.01096986 - samples/sec: 150.73 - lr: 0.100000 | |
| 2021-10-21 10:00:31,614 epoch 47 - iter 32/85 - loss 0.01093995 - samples/sec: 163.69 - lr: 0.100000 | |
| 2021-10-21 10:00:33,163 epoch 47 - iter 40/85 - loss 0.01056475 - samples/sec: 165.36 - lr: 0.100000 | |
| 2021-10-21 10:00:34,592 epoch 47 - iter 48/85 - loss 0.01029350 - samples/sec: 179.41 - lr: 0.100000 | |
| 2021-10-21 10:00:35,965 epoch 47 - iter 56/85 - loss 0.01090335 - samples/sec: 186.63 - lr: 0.100000 | |
| 2021-10-21 10:00:37,268 epoch 47 - iter 64/85 - loss 0.01061153 - samples/sec: 196.60 - lr: 0.100000 | |
| 2021-10-21 10:00:38,755 epoch 47 - iter 72/85 - loss 0.01055644 - samples/sec: 172.35 - lr: 0.100000 | |
| 2021-10-21 10:00:40,455 epoch 47 - iter 80/85 - loss 0.01075862 - samples/sec: 150.78 - lr: 0.100000 | |
| 2021-10-21 10:00:41,296 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:00:41,297 EPOCH 47 done: loss 0.0105 - lr 0.1000000 | |
| 2021-10-21 10:00:41,297 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:00:49,547 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:00:51,072 epoch 48 - iter 8/85 - loss 0.01003660 - samples/sec: 168.18 - lr: 0.100000 | |
| 2021-10-21 10:00:52,591 epoch 48 - iter 16/85 - loss 0.01027285 - samples/sec: 168.64 - lr: 0.100000 | |
| 2021-10-21 10:00:54,177 epoch 48 - iter 24/85 - loss 0.00889965 - samples/sec: 161.65 - lr: 0.100000 | |
| 2021-10-21 10:00:55,531 epoch 48 - iter 32/85 - loss 0.00995859 - samples/sec: 189.23 - lr: 0.100000 | |
| 2021-10-21 10:00:57,223 epoch 48 - iter 40/85 - loss 0.00947662 - samples/sec: 151.43 - lr: 0.100000 | |
| 2021-10-21 10:00:59,028 epoch 48 - iter 48/85 - loss 0.00893073 - samples/sec: 141.99 - lr: 0.100000 | |
| 2021-10-21 10:01:00,948 epoch 48 - iter 56/85 - loss 0.00871724 - samples/sec: 133.41 - lr: 0.100000 | |
| 2021-10-21 10:01:02,732 epoch 48 - iter 64/85 - loss 0.00853544 - samples/sec: 143.65 - lr: 0.100000 | |
| 2021-10-21 10:01:04,663 epoch 48 - iter 72/85 - loss 0.00843267 - samples/sec: 132.73 - lr: 0.100000 | |
| 2021-10-21 10:01:06,363 epoch 48 - iter 80/85 - loss 0.00850820 - samples/sec: 150.74 - lr: 0.100000 | |
| 2021-10-21 10:01:07,241 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:01:07,241 EPOCH 48 done: loss 0.0086 - lr 0.1000000 | |
| 2021-10-21 10:01:07,241 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:01:15,541 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:01:17,214 epoch 49 - iter 8/85 - loss 0.00755520 - samples/sec: 153.30 - lr: 0.100000 | |
| 2021-10-21 10:01:18,966 epoch 49 - iter 16/85 - loss 0.00671478 - samples/sec: 146.22 - lr: 0.100000 | |
| 2021-10-21 10:01:20,635 epoch 49 - iter 24/85 - loss 0.00742582 - samples/sec: 153.55 - lr: 0.100000 | |
| 2021-10-21 10:01:22,200 epoch 49 - iter 32/85 - loss 0.00715030 - samples/sec: 163.68 - lr: 0.100000 | |
| 2021-10-21 10:01:23,863 epoch 49 - iter 40/85 - loss 0.00790138 - samples/sec: 154.12 - lr: 0.100000 | |
| 2021-10-21 10:01:25,752 epoch 49 - iter 48/85 - loss 0.00958026 - samples/sec: 135.61 - lr: 0.100000 | |
| 2021-10-21 10:01:27,462 epoch 49 - iter 56/85 - loss 0.00959584 - samples/sec: 149.79 - lr: 0.100000 | |
| 2021-10-21 10:01:29,357 epoch 49 - iter 64/85 - loss 0.00938021 - samples/sec: 135.25 - lr: 0.100000 | |
| 2021-10-21 10:01:31,044 epoch 49 - iter 72/85 - loss 0.00929337 - samples/sec: 151.92 - lr: 0.100000 | |
| 2021-10-21 10:01:32,919 epoch 49 - iter 80/85 - loss 0.00946629 - samples/sec: 136.66 - lr: 0.100000 | |
| 2021-10-21 10:01:33,828 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:01:33,828 EPOCH 49 done: loss 0.0096 - lr 0.1000000 | |
| 2021-10-21 10:01:33,828 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 10:01:42,038 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:01:43,550 epoch 50 - iter 8/85 - loss 0.00454772 - samples/sec: 169.59 - lr: 0.050000 | |
| 2021-10-21 10:01:44,993 epoch 50 - iter 16/85 - loss 0.00584058 - samples/sec: 177.54 - lr: 0.050000 | |
| 2021-10-21 10:01:46,402 epoch 50 - iter 24/85 - loss 0.00604040 - samples/sec: 181.93 - lr: 0.050000 | |
| 2021-10-21 10:01:47,796 epoch 50 - iter 32/85 - loss 0.00575132 - samples/sec: 183.77 - lr: 0.050000 | |
| 2021-10-21 10:01:49,450 epoch 50 - iter 40/85 - loss 0.00586901 - samples/sec: 154.94 - lr: 0.050000 | |
| 2021-10-21 10:01:51,064 epoch 50 - iter 48/85 - loss 0.00581844 - samples/sec: 158.78 - lr: 0.050000 | |
| 2021-10-21 10:01:52,588 epoch 50 - iter 56/85 - loss 0.00624074 - samples/sec: 168.16 - lr: 0.050000 | |
| 2021-10-21 10:01:54,139 epoch 50 - iter 64/85 - loss 0.00624404 - samples/sec: 165.21 - lr: 0.050000 | |
| 2021-10-21 10:01:55,422 epoch 50 - iter 72/85 - loss 0.00631037 - samples/sec: 199.72 - lr: 0.050000 | |
| 2021-10-21 10:01:56,867 epoch 50 - iter 80/85 - loss 0.00664956 - samples/sec: 177.24 - lr: 0.050000 | |
| 2021-10-21 10:01:57,599 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:01:57,599 EPOCH 50 done: loss 0.0066 - lr 0.0500000 | |
| 2021-10-21 10:01:57,599 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:02:05,781 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:02:07,316 epoch 51 - iter 8/85 - loss 0.00380562 - samples/sec: 167.08 - lr: 0.050000 | |
| 2021-10-21 10:02:08,841 epoch 51 - iter 16/85 - loss 0.00533137 - samples/sec: 167.97 - lr: 0.050000 | |
| 2021-10-21 10:02:10,511 epoch 51 - iter 24/85 - loss 0.00496112 - samples/sec: 153.40 - lr: 0.050000 | |
| 2021-10-21 10:02:12,004 epoch 51 - iter 32/85 - loss 0.00523741 - samples/sec: 171.62 - lr: 0.050000 | |
| 2021-10-21 10:02:13,688 epoch 51 - iter 40/85 - loss 0.00550560 - samples/sec: 152.11 - lr: 0.050000 | |
| 2021-10-21 10:02:14,989 epoch 51 - iter 48/85 - loss 0.00589539 - samples/sec: 197.08 - lr: 0.050000 | |
| 2021-10-21 10:02:16,372 epoch 51 - iter 56/85 - loss 0.00586435 - samples/sec: 185.36 - lr: 0.050000 | |
| 2021-10-21 10:02:18,593 epoch 51 - iter 64/85 - loss 0.00603873 - samples/sec: 115.33 - lr: 0.050000 | |
| 2021-10-21 10:02:20,097 epoch 51 - iter 72/85 - loss 0.00596586 - samples/sec: 170.35 - lr: 0.050000 | |
| 2021-10-21 10:02:21,555 epoch 51 - iter 80/85 - loss 0.00612167 - samples/sec: 175.74 - lr: 0.050000 | |
| 2021-10-21 10:02:22,415 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:02:22,415 EPOCH 51 done: loss 0.0061 - lr 0.0500000 | |
| 2021-10-21 10:02:22,415 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:02:30,519 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:02:32,028 epoch 52 - iter 8/85 - loss 0.00535056 - samples/sec: 169.90 - lr: 0.050000 | |
| 2021-10-21 10:02:33,627 epoch 52 - iter 16/85 - loss 0.00596916 - samples/sec: 160.14 - lr: 0.050000 | |
| 2021-10-21 10:02:35,340 epoch 52 - iter 24/85 - loss 0.00638662 - samples/sec: 149.56 - lr: 0.050000 | |
| 2021-10-21 10:02:36,960 epoch 52 - iter 32/85 - loss 0.00594476 - samples/sec: 158.17 - lr: 0.050000 | |
| 2021-10-21 10:02:38,585 epoch 52 - iter 40/85 - loss 0.00603038 - samples/sec: 157.68 - lr: 0.050000 | |
| 2021-10-21 10:02:40,467 epoch 52 - iter 48/85 - loss 0.00597011 - samples/sec: 136.13 - lr: 0.050000 | |
| 2021-10-21 10:02:42,034 epoch 52 - iter 56/85 - loss 0.00631982 - samples/sec: 163.55 - lr: 0.050000 | |
| 2021-10-21 10:02:43,638 epoch 52 - iter 64/85 - loss 0.00654342 - samples/sec: 159.73 - lr: 0.050000 | |
| 2021-10-21 10:02:45,355 epoch 52 - iter 72/85 - loss 0.00644126 - samples/sec: 149.22 - lr: 0.050000 | |
| 2021-10-21 10:02:47,222 epoch 52 - iter 80/85 - loss 0.00634214 - samples/sec: 137.25 - lr: 0.050000 | |
| 2021-10-21 10:02:48,187 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:02:48,187 EPOCH 52 done: loss 0.0064 - lr 0.0500000 | |
| 2021-10-21 10:02:48,187 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:02:56,358 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:02:58,042 epoch 53 - iter 8/85 - loss 0.00490135 - samples/sec: 152.19 - lr: 0.050000 | |
| 2021-10-21 10:02:59,697 epoch 53 - iter 16/85 - loss 0.00461103 - samples/sec: 154.80 - lr: 0.050000 | |
| 2021-10-21 10:03:01,301 epoch 53 - iter 24/85 - loss 0.00544710 - samples/sec: 159.80 - lr: 0.050000 | |
| 2021-10-21 10:03:02,995 epoch 53 - iter 32/85 - loss 0.00583502 - samples/sec: 151.23 - lr: 0.050000 | |
| 2021-10-21 10:03:04,788 epoch 53 - iter 40/85 - loss 0.00554556 - samples/sec: 142.92 - lr: 0.050000 | |
| 2021-10-21 10:03:06,310 epoch 53 - iter 48/85 - loss 0.00584665 - samples/sec: 168.36 - lr: 0.050000 | |
| 2021-10-21 10:03:07,863 epoch 53 - iter 56/85 - loss 0.00561922 - samples/sec: 164.94 - lr: 0.050000 | |
| 2021-10-21 10:03:09,290 epoch 53 - iter 64/85 - loss 0.00525628 - samples/sec: 179.55 - lr: 0.050000 | |
| 2021-10-21 10:03:10,744 epoch 53 - iter 72/85 - loss 0.00560939 - samples/sec: 176.27 - lr: 0.050000 | |
| 2021-10-21 10:03:12,331 epoch 53 - iter 80/85 - loss 0.00575010 - samples/sec: 161.35 - lr: 0.050000 | |
| 2021-10-21 10:03:13,289 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:03:13,290 EPOCH 53 done: loss 0.0060 - lr 0.0500000 | |
| 2021-10-21 10:03:13,290 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:03:21,442 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:03:22,693 epoch 54 - iter 8/85 - loss 0.00729920 - samples/sec: 205.00 - lr: 0.050000 | |
| 2021-10-21 10:03:24,293 epoch 54 - iter 16/85 - loss 0.00745665 - samples/sec: 160.19 - lr: 0.050000 | |
| 2021-10-21 10:03:25,805 epoch 54 - iter 24/85 - loss 0.00640150 - samples/sec: 169.49 - lr: 0.050000 | |
| 2021-10-21 10:03:27,198 epoch 54 - iter 32/85 - loss 0.00679212 - samples/sec: 183.92 - lr: 0.050000 | |
| 2021-10-21 10:03:28,566 epoch 54 - iter 40/85 - loss 0.00657365 - samples/sec: 187.29 - lr: 0.050000 | |
| 2021-10-21 10:03:30,006 epoch 54 - iter 48/85 - loss 0.00601459 - samples/sec: 177.99 - lr: 0.050000 | |
| 2021-10-21 10:03:31,270 epoch 54 - iter 56/85 - loss 0.00647022 - samples/sec: 202.63 - lr: 0.050000 | |
| 2021-10-21 10:03:32,850 epoch 54 - iter 64/85 - loss 0.00642167 - samples/sec: 162.24 - lr: 0.050000 | |
| 2021-10-21 10:03:34,386 epoch 54 - iter 72/85 - loss 0.00645234 - samples/sec: 166.72 - lr: 0.050000 | |
| 2021-10-21 10:03:36,118 epoch 54 - iter 80/85 - loss 0.00674405 - samples/sec: 147.91 - lr: 0.050000 | |
| 2021-10-21 10:03:36,911 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:03:36,911 EPOCH 54 done: loss 0.0067 - lr 0.0500000 | |
| 2021-10-21 10:03:36,911 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:03:45,050 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:03:46,716 epoch 55 - iter 8/85 - loss 0.00953037 - samples/sec: 153.87 - lr: 0.050000 | |
| 2021-10-21 10:03:48,281 epoch 55 - iter 16/85 - loss 0.00711330 - samples/sec: 163.80 - lr: 0.050000 | |
| 2021-10-21 10:03:49,759 epoch 55 - iter 24/85 - loss 0.00585666 - samples/sec: 173.31 - lr: 0.050000 | |
| 2021-10-21 10:03:51,307 epoch 55 - iter 32/85 - loss 0.00587433 - samples/sec: 165.63 - lr: 0.050000 | |
| 2021-10-21 10:03:52,879 epoch 55 - iter 40/85 - loss 0.00601777 - samples/sec: 162.99 - lr: 0.050000 | |
| 2021-10-21 10:03:54,206 epoch 55 - iter 48/85 - loss 0.00597761 - samples/sec: 193.16 - lr: 0.050000 | |
| 2021-10-21 10:03:55,801 epoch 55 - iter 56/85 - loss 0.00578422 - samples/sec: 160.70 - lr: 0.050000 | |
| 2021-10-21 10:03:57,256 epoch 55 - iter 64/85 - loss 0.00569606 - samples/sec: 176.19 - lr: 0.050000 | |
| 2021-10-21 10:03:58,940 epoch 55 - iter 72/85 - loss 0.00569951 - samples/sec: 152.17 - lr: 0.050000 | |
| 2021-10-21 10:04:00,317 epoch 55 - iter 80/85 - loss 0.00593964 - samples/sec: 186.01 - lr: 0.050000 | |
| 2021-10-21 10:04:01,368 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:04:01,368 EPOCH 55 done: loss 0.0060 - lr 0.0500000 | |
| 2021-10-21 10:04:01,369 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:04:09,663 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:04:11,289 epoch 56 - iter 8/85 - loss 0.00565187 - samples/sec: 157.72 - lr: 0.050000 | |
| 2021-10-21 10:04:12,849 epoch 56 - iter 16/85 - loss 0.00649469 - samples/sec: 164.28 - lr: 0.050000 | |
| 2021-10-21 10:04:14,457 epoch 56 - iter 24/85 - loss 0.00590126 - samples/sec: 159.42 - lr: 0.050000 | |
| 2021-10-21 10:04:16,070 epoch 56 - iter 32/85 - loss 0.00508443 - samples/sec: 158.82 - lr: 0.050000 | |
| 2021-10-21 10:04:17,612 epoch 56 - iter 40/85 - loss 0.00649896 - samples/sec: 166.16 - lr: 0.050000 | |
| 2021-10-21 10:04:18,994 epoch 56 - iter 48/85 - loss 0.00617028 - samples/sec: 185.40 - lr: 0.050000 | |
| 2021-10-21 10:04:20,496 epoch 56 - iter 56/85 - loss 0.00587894 - samples/sec: 170.60 - lr: 0.050000 | |
| 2021-10-21 10:04:21,982 epoch 56 - iter 64/85 - loss 0.00585511 - samples/sec: 172.47 - lr: 0.050000 | |
| 2021-10-21 10:04:23,340 epoch 56 - iter 72/85 - loss 0.00576421 - samples/sec: 188.67 - lr: 0.050000 | |
| 2021-10-21 10:04:24,971 epoch 56 - iter 80/85 - loss 0.00596957 - samples/sec: 157.11 - lr: 0.050000 | |
| 2021-10-21 10:04:25,865 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:04:25,866 EPOCH 56 done: loss 0.0059 - lr 0.0500000 | |
| 2021-10-21 10:04:25,866 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:04:34,099 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:04:35,831 epoch 57 - iter 8/85 - loss 0.00600663 - samples/sec: 148.02 - lr: 0.050000 | |
| 2021-10-21 10:04:37,371 epoch 57 - iter 16/85 - loss 0.00543637 - samples/sec: 166.40 - lr: 0.050000 | |
| 2021-10-21 10:04:39,081 epoch 57 - iter 24/85 - loss 0.00514465 - samples/sec: 149.81 - lr: 0.050000 | |
| 2021-10-21 10:04:40,327 epoch 57 - iter 32/85 - loss 0.00506634 - samples/sec: 205.69 - lr: 0.050000 | |
| 2021-10-21 10:04:42,000 epoch 57 - iter 40/85 - loss 0.00540969 - samples/sec: 153.19 - lr: 0.050000 | |
| 2021-10-21 10:04:43,385 epoch 57 - iter 48/85 - loss 0.00497287 - samples/sec: 185.03 - lr: 0.050000 | |
| 2021-10-21 10:04:44,784 epoch 57 - iter 56/85 - loss 0.00486749 - samples/sec: 183.21 - lr: 0.050000 | |
| 2021-10-21 10:04:46,311 epoch 57 - iter 64/85 - loss 0.00526032 - samples/sec: 167.78 - lr: 0.050000 | |
| 2021-10-21 10:04:47,702 epoch 57 - iter 72/85 - loss 0.00510171 - samples/sec: 184.21 - lr: 0.050000 | |
| 2021-10-21 10:04:49,079 epoch 57 - iter 80/85 - loss 0.00522408 - samples/sec: 185.99 - lr: 0.050000 | |
| 2021-10-21 10:04:49,827 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:04:49,828 EPOCH 57 done: loss 0.0053 - lr 0.0500000 | |
| 2021-10-21 10:04:49,828 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:04:58,054 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:04:59,835 epoch 58 - iter 8/85 - loss 0.00728636 - samples/sec: 144.02 - lr: 0.050000 | |
| 2021-10-21 10:05:01,647 epoch 58 - iter 16/85 - loss 0.00636329 - samples/sec: 141.36 - lr: 0.050000 | |
| 2021-10-21 10:05:03,669 epoch 58 - iter 24/85 - loss 0.00620385 - samples/sec: 126.75 - lr: 0.050000 | |
| 2021-10-21 10:05:05,507 epoch 58 - iter 32/85 - loss 0.00616294 - samples/sec: 139.32 - lr: 0.050000 | |
| 2021-10-21 10:05:07,352 epoch 58 - iter 40/85 - loss 0.00604743 - samples/sec: 138.89 - lr: 0.050000 | |
| 2021-10-21 10:05:09,177 epoch 58 - iter 48/85 - loss 0.00620102 - samples/sec: 140.39 - lr: 0.050000 | |
| 2021-10-21 10:05:10,532 epoch 58 - iter 56/85 - loss 0.00595287 - samples/sec: 189.20 - lr: 0.050000 | |
| 2021-10-21 10:05:11,950 epoch 58 - iter 64/85 - loss 0.00593335 - samples/sec: 180.74 - lr: 0.050000 | |
| 2021-10-21 10:05:13,324 epoch 58 - iter 72/85 - loss 0.00580987 - samples/sec: 186.52 - lr: 0.050000 | |
| 2021-10-21 10:05:15,059 epoch 58 - iter 80/85 - loss 0.00566201 - samples/sec: 147.61 - lr: 0.050000 | |
| 2021-10-21 10:05:15,840 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:05:15,840 EPOCH 58 done: loss 0.0055 - lr 0.0500000 | |
| 2021-10-21 10:05:15,840 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:05:24,135 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:05:25,621 epoch 59 - iter 8/85 - loss 0.00331097 - samples/sec: 172.59 - lr: 0.050000 | |
| 2021-10-21 10:05:26,993 epoch 59 - iter 16/85 - loss 0.00485013 - samples/sec: 186.76 - lr: 0.050000 | |
| 2021-10-21 10:05:28,485 epoch 59 - iter 24/85 - loss 0.00514639 - samples/sec: 171.70 - lr: 0.050000 | |
| 2021-10-21 10:05:30,179 epoch 59 - iter 32/85 - loss 0.00519930 - samples/sec: 151.25 - lr: 0.050000 | |
| 2021-10-21 10:05:31,783 epoch 59 - iter 40/85 - loss 0.00469777 - samples/sec: 159.81 - lr: 0.050000 | |
| 2021-10-21 10:05:33,395 epoch 59 - iter 48/85 - loss 0.00500846 - samples/sec: 158.94 - lr: 0.050000 | |
| 2021-10-21 10:05:34,812 epoch 59 - iter 56/85 - loss 0.00512931 - samples/sec: 180.84 - lr: 0.050000 | |
| 2021-10-21 10:05:36,214 epoch 59 - iter 64/85 - loss 0.00560692 - samples/sec: 182.77 - lr: 0.050000 | |
| 2021-10-21 10:05:37,638 epoch 59 - iter 72/85 - loss 0.00553718 - samples/sec: 179.96 - lr: 0.050000 | |
| 2021-10-21 10:05:39,330 epoch 59 - iter 80/85 - loss 0.00597270 - samples/sec: 151.39 - lr: 0.050000 | |
| 2021-10-21 10:05:40,103 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:05:40,103 EPOCH 59 done: loss 0.0062 - lr 0.0500000 | |
| 2021-10-21 10:05:40,103 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:05:48,300 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:05:49,713 epoch 60 - iter 8/85 - loss 0.00638288 - samples/sec: 181.37 - lr: 0.050000 | |
| 2021-10-21 10:05:51,224 epoch 60 - iter 16/85 - loss 0.00545448 - samples/sec: 169.66 - lr: 0.050000 | |
| 2021-10-21 10:05:52,779 epoch 60 - iter 24/85 - loss 0.00569670 - samples/sec: 164.81 - lr: 0.050000 | |
| 2021-10-21 10:05:54,295 epoch 60 - iter 32/85 - loss 0.00598567 - samples/sec: 168.96 - lr: 0.050000 | |
| 2021-10-21 10:05:55,774 epoch 60 - iter 40/85 - loss 0.00618719 - samples/sec: 173.30 - lr: 0.050000 | |
| 2021-10-21 10:05:57,167 epoch 60 - iter 48/85 - loss 0.00599810 - samples/sec: 183.89 - lr: 0.050000 | |
| 2021-10-21 10:05:59,518 epoch 60 - iter 56/85 - loss 0.00579690 - samples/sec: 108.96 - lr: 0.050000 | |
| 2021-10-21 10:06:00,969 epoch 60 - iter 64/85 - loss 0.00568781 - samples/sec: 176.53 - lr: 0.050000 | |
| 2021-10-21 10:06:02,459 epoch 60 - iter 72/85 - loss 0.00584980 - samples/sec: 172.01 - lr: 0.050000 | |
| 2021-10-21 10:06:03,844 epoch 60 - iter 80/85 - loss 0.00572244 - samples/sec: 184.95 - lr: 0.050000 | |
| 2021-10-21 10:06:04,668 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:06:04,668 EPOCH 60 done: loss 0.0057 - lr 0.0500000 | |
| 2021-10-21 10:06:04,668 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:06:12,849 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:06:14,625 epoch 61 - iter 8/85 - loss 0.00222571 - samples/sec: 144.39 - lr: 0.050000 | |
| 2021-10-21 10:06:16,419 epoch 61 - iter 16/85 - loss 0.00479289 - samples/sec: 142.87 - lr: 0.050000 | |
| 2021-10-21 10:06:18,128 epoch 61 - iter 24/85 - loss 0.00575620 - samples/sec: 149.95 - lr: 0.050000 | |
| 2021-10-21 10:06:19,635 epoch 61 - iter 32/85 - loss 0.00500430 - samples/sec: 170.02 - lr: 0.050000 | |
| 2021-10-21 10:06:21,282 epoch 61 - iter 40/85 - loss 0.00511591 - samples/sec: 155.61 - lr: 0.050000 | |
| 2021-10-21 10:06:23,141 epoch 61 - iter 48/85 - loss 0.00583058 - samples/sec: 137.84 - lr: 0.050000 | |
| 2021-10-21 10:06:24,893 epoch 61 - iter 56/85 - loss 0.00621752 - samples/sec: 146.26 - lr: 0.050000 | |
| 2021-10-21 10:06:26,670 epoch 61 - iter 64/85 - loss 0.00591842 - samples/sec: 144.21 - lr: 0.050000 | |
| 2021-10-21 10:06:28,438 epoch 61 - iter 72/85 - loss 0.00566416 - samples/sec: 144.90 - lr: 0.050000 | |
| 2021-10-21 10:06:30,134 epoch 61 - iter 80/85 - loss 0.00561717 - samples/sec: 151.08 - lr: 0.050000 | |
| 2021-10-21 10:06:31,101 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:06:31,101 EPOCH 61 done: loss 0.0056 - lr 0.0500000 | |
| 2021-10-21 10:06:31,101 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 10:06:39,318 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:06:40,889 epoch 62 - iter 8/85 - loss 0.00387705 - samples/sec: 163.13 - lr: 0.025000 | |
| 2021-10-21 10:06:42,447 epoch 62 - iter 16/85 - loss 0.00478582 - samples/sec: 164.52 - lr: 0.025000 | |
| 2021-10-21 10:06:43,660 epoch 62 - iter 24/85 - loss 0.00421384 - samples/sec: 211.25 - lr: 0.025000 | |
| 2021-10-21 10:06:45,169 epoch 62 - iter 32/85 - loss 0.00438320 - samples/sec: 169.87 - lr: 0.025000 | |
| 2021-10-21 10:06:46,753 epoch 62 - iter 40/85 - loss 0.00414904 - samples/sec: 161.80 - lr: 0.025000 | |
| 2021-10-21 10:06:48,313 epoch 62 - iter 48/85 - loss 0.00463917 - samples/sec: 164.21 - lr: 0.025000 | |
| 2021-10-21 10:06:49,788 epoch 62 - iter 56/85 - loss 0.00439279 - samples/sec: 173.73 - lr: 0.025000 | |
| 2021-10-21 10:06:51,353 epoch 62 - iter 64/85 - loss 0.00429067 - samples/sec: 163.73 - lr: 0.025000 | |
| 2021-10-21 10:06:52,879 epoch 62 - iter 72/85 - loss 0.00458734 - samples/sec: 167.88 - lr: 0.025000 | |
| 2021-10-21 10:06:54,216 epoch 62 - iter 80/85 - loss 0.00465384 - samples/sec: 191.63 - lr: 0.025000 | |
| 2021-10-21 10:06:54,903 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:06:54,903 EPOCH 62 done: loss 0.0047 - lr 0.0250000 | |
| 2021-10-21 10:06:54,903 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:07:03,009 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:07:04,748 epoch 63 - iter 8/85 - loss 0.00427305 - samples/sec: 147.36 - lr: 0.025000 | |
| 2021-10-21 10:07:06,525 epoch 63 - iter 16/85 - loss 0.00348699 - samples/sec: 144.23 - lr: 0.025000 | |
| 2021-10-21 10:07:08,231 epoch 63 - iter 24/85 - loss 0.00371940 - samples/sec: 150.13 - lr: 0.025000 | |
| 2021-10-21 10:07:09,916 epoch 63 - iter 32/85 - loss 0.00402724 - samples/sec: 152.07 - lr: 0.025000 | |
| 2021-10-21 10:07:11,725 epoch 63 - iter 40/85 - loss 0.00387849 - samples/sec: 141.60 - lr: 0.025000 | |
| 2021-10-21 10:07:13,403 epoch 63 - iter 48/85 - loss 0.00386546 - samples/sec: 152.76 - lr: 0.025000 | |
| 2021-10-21 10:07:15,049 epoch 63 - iter 56/85 - loss 0.00394525 - samples/sec: 155.65 - lr: 0.025000 | |
| 2021-10-21 10:07:17,177 epoch 63 - iter 64/85 - loss 0.00448393 - samples/sec: 120.38 - lr: 0.025000 | |
| 2021-10-21 10:07:18,772 epoch 63 - iter 72/85 - loss 0.00423435 - samples/sec: 160.65 - lr: 0.025000 | |
| 2021-10-21 10:07:20,508 epoch 63 - iter 80/85 - loss 0.00395653 - samples/sec: 147.67 - lr: 0.025000 | |
| 2021-10-21 10:07:21,313 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:07:21,314 EPOCH 63 done: loss 0.0041 - lr 0.0250000 | |
| 2021-10-21 10:07:21,314 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:07:29,455 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:07:31,179 epoch 64 - iter 8/85 - loss 0.00370176 - samples/sec: 148.67 - lr: 0.025000 | |
| 2021-10-21 10:07:32,788 epoch 64 - iter 16/85 - loss 0.00400934 - samples/sec: 159.26 - lr: 0.025000 | |
| 2021-10-21 10:07:34,291 epoch 64 - iter 24/85 - loss 0.00492500 - samples/sec: 170.40 - lr: 0.025000 | |
| 2021-10-21 10:07:35,975 epoch 64 - iter 32/85 - loss 0.00480504 - samples/sec: 152.16 - lr: 0.025000 | |
| 2021-10-21 10:07:37,448 epoch 64 - iter 40/85 - loss 0.00472493 - samples/sec: 173.96 - lr: 0.025000 | |
| 2021-10-21 10:07:38,877 epoch 64 - iter 48/85 - loss 0.00434938 - samples/sec: 179.37 - lr: 0.025000 | |
| 2021-10-21 10:07:40,167 epoch 64 - iter 56/85 - loss 0.00408220 - samples/sec: 198.56 - lr: 0.025000 | |
| 2021-10-21 10:07:41,509 epoch 64 - iter 64/85 - loss 0.00426353 - samples/sec: 190.92 - lr: 0.025000 | |
| 2021-10-21 10:07:43,040 epoch 64 - iter 72/85 - loss 0.00432528 - samples/sec: 167.40 - lr: 0.025000 | |
| 2021-10-21 10:07:44,370 epoch 64 - iter 80/85 - loss 0.00433056 - samples/sec: 192.58 - lr: 0.025000 | |
| 2021-10-21 10:07:45,150 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:07:45,150 EPOCH 64 done: loss 0.0044 - lr 0.0250000 | |
| 2021-10-21 10:07:45,150 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:07:53,410 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:07:55,149 epoch 65 - iter 8/85 - loss 0.00261968 - samples/sec: 147.37 - lr: 0.025000 | |
| 2021-10-21 10:07:56,978 epoch 65 - iter 16/85 - loss 0.00306163 - samples/sec: 140.17 - lr: 0.025000 | |
| 2021-10-21 10:07:58,958 epoch 65 - iter 24/85 - loss 0.00315890 - samples/sec: 129.42 - lr: 0.025000 | |
| 2021-10-21 10:08:00,664 epoch 65 - iter 32/85 - loss 0.00297005 - samples/sec: 150.28 - lr: 0.025000 | |
| 2021-10-21 10:08:02,322 epoch 65 - iter 40/85 - loss 0.00305578 - samples/sec: 154.57 - lr: 0.025000 | |
| 2021-10-21 10:08:03,707 epoch 65 - iter 48/85 - loss 0.00331484 - samples/sec: 184.99 - lr: 0.025000 | |
| 2021-10-21 10:08:05,296 epoch 65 - iter 56/85 - loss 0.00350956 - samples/sec: 161.35 - lr: 0.025000 | |
| 2021-10-21 10:08:06,729 epoch 65 - iter 64/85 - loss 0.00387460 - samples/sec: 178.78 - lr: 0.025000 | |
| 2021-10-21 10:08:08,209 epoch 65 - iter 72/85 - loss 0.00381627 - samples/sec: 173.14 - lr: 0.025000 | |
| 2021-10-21 10:08:09,587 epoch 65 - iter 80/85 - loss 0.00359218 - samples/sec: 186.08 - lr: 0.025000 | |
| 2021-10-21 10:08:10,405 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:08:10,406 EPOCH 65 done: loss 0.0036 - lr 0.0250000 | |
| 2021-10-21 10:08:10,406 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:08:18,675 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:08:20,228 epoch 66 - iter 8/85 - loss 0.00374671 - samples/sec: 165.16 - lr: 0.025000 | |
| 2021-10-21 10:08:21,820 epoch 66 - iter 16/85 - loss 0.00331471 - samples/sec: 160.98 - lr: 0.025000 | |
| 2021-10-21 10:08:23,183 epoch 66 - iter 24/85 - loss 0.00341335 - samples/sec: 187.99 - lr: 0.025000 | |
| 2021-10-21 10:08:24,699 epoch 66 - iter 32/85 - loss 0.00306582 - samples/sec: 169.09 - lr: 0.025000 | |
| 2021-10-21 10:08:26,175 epoch 66 - iter 40/85 - loss 0.00344324 - samples/sec: 173.58 - lr: 0.025000 | |
| 2021-10-21 10:08:27,721 epoch 66 - iter 48/85 - loss 0.00350475 - samples/sec: 165.76 - lr: 0.025000 | |
| 2021-10-21 10:08:29,167 epoch 66 - iter 56/85 - loss 0.00346263 - samples/sec: 177.27 - lr: 0.025000 | |
| 2021-10-21 10:08:30,620 epoch 66 - iter 64/85 - loss 0.00354238 - samples/sec: 176.35 - lr: 0.025000 | |
| 2021-10-21 10:08:32,130 epoch 66 - iter 72/85 - loss 0.00372325 - samples/sec: 169.69 - lr: 0.025000 | |
| 2021-10-21 10:08:33,732 epoch 66 - iter 80/85 - loss 0.00357986 - samples/sec: 159.89 - lr: 0.025000 | |
| 2021-10-21 10:08:34,684 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:08:34,684 EPOCH 66 done: loss 0.0035 - lr 0.0250000 | |
| 2021-10-21 10:08:34,685 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:08:42,849 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:08:44,449 epoch 67 - iter 8/85 - loss 0.00267299 - samples/sec: 160.31 - lr: 0.025000 | |
| 2021-10-21 10:08:46,034 epoch 67 - iter 16/85 - loss 0.00343311 - samples/sec: 161.65 - lr: 0.025000 | |
| 2021-10-21 10:08:47,620 epoch 67 - iter 24/85 - loss 0.00433329 - samples/sec: 161.61 - lr: 0.025000 | |
| 2021-10-21 10:08:49,154 epoch 67 - iter 32/85 - loss 0.00410023 - samples/sec: 167.08 - lr: 0.025000 | |
| 2021-10-21 10:08:50,828 epoch 67 - iter 40/85 - loss 0.00435955 - samples/sec: 153.06 - lr: 0.025000 | |
| 2021-10-21 10:08:52,206 epoch 67 - iter 48/85 - loss 0.00416142 - samples/sec: 185.91 - lr: 0.025000 | |
| 2021-10-21 10:08:53,750 epoch 67 - iter 56/85 - loss 0.00413910 - samples/sec: 166.04 - lr: 0.025000 | |
| 2021-10-21 10:08:55,260 epoch 67 - iter 64/85 - loss 0.00420277 - samples/sec: 169.60 - lr: 0.025000 | |
| 2021-10-21 10:08:56,753 epoch 67 - iter 72/85 - loss 0.00408377 - samples/sec: 171.71 - lr: 0.025000 | |
| 2021-10-21 10:08:58,178 epoch 67 - iter 80/85 - loss 0.00421727 - samples/sec: 179.72 - lr: 0.025000 | |
| 2021-10-21 10:08:59,005 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:08:59,006 EPOCH 67 done: loss 0.0041 - lr 0.0250000 | |
| 2021-10-21 10:08:59,006 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:09:07,205 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:09:08,606 epoch 68 - iter 8/85 - loss 0.00516926 - samples/sec: 183.12 - lr: 0.025000 | |
| 2021-10-21 10:09:10,013 epoch 68 - iter 16/85 - loss 0.00531734 - samples/sec: 182.18 - lr: 0.025000 | |
| 2021-10-21 10:09:11,718 epoch 68 - iter 24/85 - loss 0.00456145 - samples/sec: 150.25 - lr: 0.025000 | |
| 2021-10-21 10:09:13,180 epoch 68 - iter 32/85 - loss 0.00419062 - samples/sec: 175.26 - lr: 0.025000 | |
| 2021-10-21 10:09:14,726 epoch 68 - iter 40/85 - loss 0.00402145 - samples/sec: 165.78 - lr: 0.025000 | |
| 2021-10-21 10:09:16,274 epoch 68 - iter 48/85 - loss 0.00384182 - samples/sec: 165.56 - lr: 0.025000 | |
| 2021-10-21 10:09:17,870 epoch 68 - iter 56/85 - loss 0.00363684 - samples/sec: 160.55 - lr: 0.025000 | |
| 2021-10-21 10:09:19,598 epoch 68 - iter 64/85 - loss 0.00381570 - samples/sec: 148.29 - lr: 0.025000 | |
| 2021-10-21 10:09:20,919 epoch 68 - iter 72/85 - loss 0.00383701 - samples/sec: 194.08 - lr: 0.025000 | |
| 2021-10-21 10:09:22,587 epoch 68 - iter 80/85 - loss 0.00389062 - samples/sec: 153.64 - lr: 0.025000 | |
| 2021-10-21 10:09:23,386 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:09:23,386 EPOCH 68 done: loss 0.0039 - lr 0.0250000 | |
| 2021-10-21 10:09:23,386 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:09:31,723 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:09:33,356 epoch 69 - iter 8/85 - loss 0.00469460 - samples/sec: 157.03 - lr: 0.025000 | |
| 2021-10-21 10:09:35,813 epoch 69 - iter 16/85 - loss 0.00444754 - samples/sec: 104.28 - lr: 0.025000 | |
| 2021-10-21 10:09:37,223 epoch 69 - iter 24/85 - loss 0.00437816 - samples/sec: 181.75 - lr: 0.025000 | |
| 2021-10-21 10:09:38,787 epoch 69 - iter 32/85 - loss 0.00410456 - samples/sec: 163.80 - lr: 0.025000 | |
| 2021-10-21 10:09:40,275 epoch 69 - iter 40/85 - loss 0.00423519 - samples/sec: 172.27 - lr: 0.025000 | |
| 2021-10-21 10:09:41,900 epoch 69 - iter 48/85 - loss 0.00428919 - samples/sec: 157.73 - lr: 0.025000 | |
| 2021-10-21 10:09:43,414 epoch 69 - iter 56/85 - loss 0.00394314 - samples/sec: 169.16 - lr: 0.025000 | |
| 2021-10-21 10:09:44,966 epoch 69 - iter 64/85 - loss 0.00392335 - samples/sec: 165.19 - lr: 0.025000 | |
| 2021-10-21 10:09:46,695 epoch 69 - iter 72/85 - loss 0.00406202 - samples/sec: 148.22 - lr: 0.025000 | |
| 2021-10-21 10:09:48,223 epoch 69 - iter 80/85 - loss 0.00406870 - samples/sec: 167.62 - lr: 0.025000 | |
| 2021-10-21 10:09:48,918 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:09:48,918 EPOCH 69 done: loss 0.0042 - lr 0.0250000 | |
| 2021-10-21 10:09:48,918 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:09:57,188 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:09:58,772 epoch 70 - iter 8/85 - loss 0.00357797 - samples/sec: 161.91 - lr: 0.025000 | |
| 2021-10-21 10:10:00,418 epoch 70 - iter 16/85 - loss 0.00335640 - samples/sec: 155.65 - lr: 0.025000 | |
| 2021-10-21 10:10:02,021 epoch 70 - iter 24/85 - loss 0.00323362 - samples/sec: 159.88 - lr: 0.025000 | |
| 2021-10-21 10:10:03,637 epoch 70 - iter 32/85 - loss 0.00317496 - samples/sec: 158.59 - lr: 0.025000 | |
| 2021-10-21 10:10:05,047 epoch 70 - iter 40/85 - loss 0.00285435 - samples/sec: 181.76 - lr: 0.025000 | |
| 2021-10-21 10:10:06,592 epoch 70 - iter 48/85 - loss 0.00301414 - samples/sec: 165.87 - lr: 0.025000 | |
| 2021-10-21 10:10:08,028 epoch 70 - iter 56/85 - loss 0.00306300 - samples/sec: 178.52 - lr: 0.025000 | |
| 2021-10-21 10:10:09,566 epoch 70 - iter 64/85 - loss 0.00306130 - samples/sec: 166.56 - lr: 0.025000 | |
| 2021-10-21 10:10:11,186 epoch 70 - iter 72/85 - loss 0.00323045 - samples/sec: 158.28 - lr: 0.025000 | |
| 2021-10-21 10:10:12,839 epoch 70 - iter 80/85 - loss 0.00334006 - samples/sec: 154.99 - lr: 0.025000 | |
| 2021-10-21 10:10:13,461 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:10:13,461 EPOCH 70 done: loss 0.0034 - lr 0.0250000 | |
| 2021-10-21 10:10:13,462 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:10:21,792 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:10:23,320 epoch 71 - iter 8/85 - loss 0.00303782 - samples/sec: 167.78 - lr: 0.025000 | |
| 2021-10-21 10:10:24,891 epoch 71 - iter 16/85 - loss 0.00253738 - samples/sec: 163.10 - lr: 0.025000 | |
| 2021-10-21 10:10:26,383 epoch 71 - iter 24/85 - loss 0.00262736 - samples/sec: 171.80 - lr: 0.025000 | |
| 2021-10-21 10:10:27,883 epoch 71 - iter 32/85 - loss 0.00272734 - samples/sec: 170.84 - lr: 0.025000 | |
| 2021-10-21 10:10:29,380 epoch 71 - iter 40/85 - loss 0.00264291 - samples/sec: 171.19 - lr: 0.025000 | |
| 2021-10-21 10:10:30,876 epoch 71 - iter 48/85 - loss 0.00316301 - samples/sec: 171.35 - lr: 0.025000 | |
| 2021-10-21 10:10:32,374 epoch 71 - iter 56/85 - loss 0.00331295 - samples/sec: 171.03 - lr: 0.025000 | |
| 2021-10-21 10:10:33,929 epoch 71 - iter 64/85 - loss 0.00332797 - samples/sec: 164.79 - lr: 0.025000 | |
| 2021-10-21 10:10:35,346 epoch 71 - iter 72/85 - loss 0.00338996 - samples/sec: 180.82 - lr: 0.025000 | |
| 2021-10-21 10:10:36,860 epoch 71 - iter 80/85 - loss 0.00331778 - samples/sec: 169.24 - lr: 0.025000 | |
| 2021-10-21 10:10:37,558 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:10:37,558 EPOCH 71 done: loss 0.0033 - lr 0.0250000 | |
| 2021-10-21 10:10:37,558 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:10:45,770 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:10:47,299 epoch 72 - iter 8/85 - loss 0.00332604 - samples/sec: 167.73 - lr: 0.025000 | |
| 2021-10-21 10:10:48,961 epoch 72 - iter 16/85 - loss 0.00395604 - samples/sec: 154.12 - lr: 0.025000 | |
| 2021-10-21 10:10:50,551 epoch 72 - iter 24/85 - loss 0.00379475 - samples/sec: 161.22 - lr: 0.025000 | |
| 2021-10-21 10:10:52,348 epoch 72 - iter 32/85 - loss 0.00355747 - samples/sec: 142.55 - lr: 0.025000 | |
| 2021-10-21 10:10:53,762 epoch 72 - iter 40/85 - loss 0.00389702 - samples/sec: 181.30 - lr: 0.025000 | |
| 2021-10-21 10:10:55,372 epoch 72 - iter 48/85 - loss 0.00361394 - samples/sec: 159.14 - lr: 0.025000 | |
| 2021-10-21 10:10:56,737 epoch 72 - iter 56/85 - loss 0.00368913 - samples/sec: 187.74 - lr: 0.025000 | |
| 2021-10-21 10:10:58,223 epoch 72 - iter 64/85 - loss 0.00359410 - samples/sec: 172.44 - lr: 0.025000 | |
| 2021-10-21 10:10:59,728 epoch 72 - iter 72/85 - loss 0.00363161 - samples/sec: 170.23 - lr: 0.025000 | |
| 2021-10-21 10:11:01,163 epoch 72 - iter 80/85 - loss 0.00382376 - samples/sec: 178.50 - lr: 0.025000 | |
| 2021-10-21 10:11:01,849 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:11:01,849 EPOCH 72 done: loss 0.0039 - lr 0.0250000 | |
| 2021-10-21 10:11:01,849 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:11:10,067 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:11:11,601 epoch 73 - iter 8/85 - loss 0.00403099 - samples/sec: 167.19 - lr: 0.025000 | |
| 2021-10-21 10:11:13,092 epoch 73 - iter 16/85 - loss 0.00347041 - samples/sec: 171.87 - lr: 0.025000 | |
| 2021-10-21 10:11:14,474 epoch 73 - iter 24/85 - loss 0.00336908 - samples/sec: 185.33 - lr: 0.025000 | |
| 2021-10-21 10:11:15,917 epoch 73 - iter 32/85 - loss 0.00354155 - samples/sec: 177.65 - lr: 0.025000 | |
| 2021-10-21 10:11:17,606 epoch 73 - iter 40/85 - loss 0.00344222 - samples/sec: 151.64 - lr: 0.025000 | |
| 2021-10-21 10:11:19,126 epoch 73 - iter 48/85 - loss 0.00359151 - samples/sec: 168.57 - lr: 0.025000 | |
| 2021-10-21 10:11:20,616 epoch 73 - iter 56/85 - loss 0.00384928 - samples/sec: 171.94 - lr: 0.025000 | |
| 2021-10-21 10:11:21,983 epoch 73 - iter 64/85 - loss 0.00389151 - samples/sec: 187.52 - lr: 0.025000 | |
| 2021-10-21 10:11:23,493 epoch 73 - iter 72/85 - loss 0.00411977 - samples/sec: 169.68 - lr: 0.025000 | |
| 2021-10-21 10:11:25,080 epoch 73 - iter 80/85 - loss 0.00407129 - samples/sec: 161.53 - lr: 0.025000 | |
| 2021-10-21 10:11:25,862 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:11:25,862 EPOCH 73 done: loss 0.0040 - lr 0.0250000 | |
| 2021-10-21 10:11:25,862 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:11:34,044 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:11:35,561 epoch 74 - iter 8/85 - loss 0.00273547 - samples/sec: 168.97 - lr: 0.025000 | |
| 2021-10-21 10:11:37,364 epoch 74 - iter 16/85 - loss 0.00269464 - samples/sec: 142.07 - lr: 0.025000 | |
| 2021-10-21 10:11:39,121 epoch 74 - iter 24/85 - loss 0.00307875 - samples/sec: 145.90 - lr: 0.025000 | |
| 2021-10-21 10:11:41,293 epoch 74 - iter 32/85 - loss 0.00333883 - samples/sec: 117.90 - lr: 0.025000 | |
| 2021-10-21 10:11:43,033 epoch 74 - iter 40/85 - loss 0.00326363 - samples/sec: 147.25 - lr: 0.025000 | |
| 2021-10-21 10:11:44,596 epoch 74 - iter 48/85 - loss 0.00362292 - samples/sec: 163.97 - lr: 0.025000 | |
| 2021-10-21 10:11:46,232 epoch 74 - iter 56/85 - loss 0.00356326 - samples/sec: 156.62 - lr: 0.025000 | |
| 2021-10-21 10:11:47,816 epoch 74 - iter 64/85 - loss 0.00356052 - samples/sec: 161.84 - lr: 0.025000 | |
| 2021-10-21 10:11:49,422 epoch 74 - iter 72/85 - loss 0.00356189 - samples/sec: 159.51 - lr: 0.025000 | |
| 2021-10-21 10:11:50,974 epoch 74 - iter 80/85 - loss 0.00341015 - samples/sec: 165.16 - lr: 0.025000 | |
| 2021-10-21 10:11:51,890 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:11:51,891 EPOCH 74 done: loss 0.0035 - lr 0.0250000 | |
| 2021-10-21 10:11:51,891 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:12:00,039 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:12:01,462 epoch 75 - iter 8/85 - loss 0.00211378 - samples/sec: 180.15 - lr: 0.025000 | |
| 2021-10-21 10:12:03,067 epoch 75 - iter 16/85 - loss 0.00225892 - samples/sec: 159.67 - lr: 0.025000 | |
| 2021-10-21 10:12:04,719 epoch 75 - iter 24/85 - loss 0.00225311 - samples/sec: 155.05 - lr: 0.025000 | |
| 2021-10-21 10:12:06,283 epoch 75 - iter 32/85 - loss 0.00269349 - samples/sec: 163.78 - lr: 0.025000 | |
| 2021-10-21 10:12:07,971 epoch 75 - iter 40/85 - loss 0.00272926 - samples/sec: 151.75 - lr: 0.025000 | |
| 2021-10-21 10:12:09,745 epoch 75 - iter 48/85 - loss 0.00251776 - samples/sec: 144.49 - lr: 0.025000 | |
| 2021-10-21 10:12:11,476 epoch 75 - iter 56/85 - loss 0.00277897 - samples/sec: 147.98 - lr: 0.025000 | |
| 2021-10-21 10:12:13,298 epoch 75 - iter 64/85 - loss 0.00279105 - samples/sec: 140.61 - lr: 0.025000 | |
| 2021-10-21 10:12:14,970 epoch 75 - iter 72/85 - loss 0.00291293 - samples/sec: 153.23 - lr: 0.025000 | |
| 2021-10-21 10:12:16,759 epoch 75 - iter 80/85 - loss 0.00304534 - samples/sec: 143.28 - lr: 0.025000 | |
| 2021-10-21 10:12:17,626 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:12:17,626 EPOCH 75 done: loss 0.0031 - lr 0.0250000 | |
| 2021-10-21 10:12:17,626 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:12:25,834 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:12:27,359 epoch 76 - iter 8/85 - loss 0.00331221 - samples/sec: 168.07 - lr: 0.025000 | |
| 2021-10-21 10:12:29,001 epoch 76 - iter 16/85 - loss 0.00406874 - samples/sec: 156.04 - lr: 0.025000 | |
| 2021-10-21 10:12:30,730 epoch 76 - iter 24/85 - loss 0.00423823 - samples/sec: 148.16 - lr: 0.025000 | |
| 2021-10-21 10:12:32,381 epoch 76 - iter 32/85 - loss 0.00407647 - samples/sec: 155.19 - lr: 0.025000 | |
| 2021-10-21 10:12:34,176 epoch 76 - iter 40/85 - loss 0.00397830 - samples/sec: 142.76 - lr: 0.025000 | |
| 2021-10-21 10:12:36,088 epoch 76 - iter 48/85 - loss 0.00386241 - samples/sec: 133.95 - lr: 0.025000 | |
| 2021-10-21 10:12:37,644 epoch 76 - iter 56/85 - loss 0.00377961 - samples/sec: 164.76 - lr: 0.025000 | |
| 2021-10-21 10:12:39,199 epoch 76 - iter 64/85 - loss 0.00367010 - samples/sec: 164.76 - lr: 0.025000 | |
| 2021-10-21 10:12:40,945 epoch 76 - iter 72/85 - loss 0.00345044 - samples/sec: 146.65 - lr: 0.025000 | |
| 2021-10-21 10:12:42,344 epoch 76 - iter 80/85 - loss 0.00363899 - samples/sec: 183.24 - lr: 0.025000 | |
| 2021-10-21 10:12:43,303 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:12:43,303 EPOCH 76 done: loss 0.0036 - lr 0.0250000 | |
| 2021-10-21 10:12:43,304 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:12:51,506 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:12:53,185 epoch 77 - iter 8/85 - loss 0.00181827 - samples/sec: 152.69 - lr: 0.025000 | |
| 2021-10-21 10:12:55,114 epoch 77 - iter 16/85 - loss 0.00287152 - samples/sec: 132.82 - lr: 0.025000 | |
| 2021-10-21 10:12:56,986 epoch 77 - iter 24/85 - loss 0.00308892 - samples/sec: 136.88 - lr: 0.025000 | |
| 2021-10-21 10:12:58,904 epoch 77 - iter 32/85 - loss 0.00347641 - samples/sec: 133.54 - lr: 0.025000 | |
| 2021-10-21 10:13:00,584 epoch 77 - iter 40/85 - loss 0.00351122 - samples/sec: 152.58 - lr: 0.025000 | |
| 2021-10-21 10:13:02,446 epoch 77 - iter 48/85 - loss 0.00352453 - samples/sec: 137.55 - lr: 0.025000 | |
| 2021-10-21 10:13:03,949 epoch 77 - iter 56/85 - loss 0.00373433 - samples/sec: 170.53 - lr: 0.025000 | |
| 2021-10-21 10:13:05,562 epoch 77 - iter 64/85 - loss 0.00366185 - samples/sec: 158.82 - lr: 0.025000 | |
| 2021-10-21 10:13:07,166 epoch 77 - iter 72/85 - loss 0.00348650 - samples/sec: 159.76 - lr: 0.025000 | |
| 2021-10-21 10:13:08,765 epoch 77 - iter 80/85 - loss 0.00348243 - samples/sec: 160.19 - lr: 0.025000 | |
| 2021-10-21 10:13:10,239 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:13:10,239 EPOCH 77 done: loss 0.0035 - lr 0.0250000 | |
| 2021-10-21 10:13:10,240 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:13:18,414 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:13:20,117 epoch 78 - iter 8/85 - loss 0.00193114 - samples/sec: 150.45 - lr: 0.025000 | |
| 2021-10-21 10:13:21,778 epoch 78 - iter 16/85 - loss 0.00276013 - samples/sec: 154.29 - lr: 0.025000 | |
| 2021-10-21 10:13:23,468 epoch 78 - iter 24/85 - loss 0.00306466 - samples/sec: 151.58 - lr: 0.025000 | |
| 2021-10-21 10:13:25,149 epoch 78 - iter 32/85 - loss 0.00319544 - samples/sec: 152.50 - lr: 0.025000 | |
| 2021-10-21 10:13:26,740 epoch 78 - iter 40/85 - loss 0.00327054 - samples/sec: 161.03 - lr: 0.025000 | |
| 2021-10-21 10:13:28,394 epoch 78 - iter 48/85 - loss 0.00301007 - samples/sec: 154.91 - lr: 0.025000 | |
| 2021-10-21 10:13:29,886 epoch 78 - iter 56/85 - loss 0.00345684 - samples/sec: 171.70 - lr: 0.025000 | |
| 2021-10-21 10:13:31,599 epoch 78 - iter 64/85 - loss 0.00372424 - samples/sec: 149.59 - lr: 0.025000 | |
| 2021-10-21 10:13:33,261 epoch 78 - iter 72/85 - loss 0.00358036 - samples/sec: 154.17 - lr: 0.025000 | |
| 2021-10-21 10:13:34,713 epoch 78 - iter 80/85 - loss 0.00366265 - samples/sec: 176.40 - lr: 0.025000 | |
| 2021-10-21 10:13:35,446 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:13:35,446 EPOCH 78 done: loss 0.0038 - lr 0.0250000 | |
| 2021-10-21 10:13:35,446 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:13:43,602 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:13:45,498 epoch 79 - iter 8/85 - loss 0.00377060 - samples/sec: 135.20 - lr: 0.025000 | |
| 2021-10-21 10:13:47,205 epoch 79 - iter 16/85 - loss 0.00342785 - samples/sec: 150.13 - lr: 0.025000 | |
| 2021-10-21 10:13:48,988 epoch 79 - iter 24/85 - loss 0.00316396 - samples/sec: 143.68 - lr: 0.025000 | |
| 2021-10-21 10:13:50,546 epoch 79 - iter 32/85 - loss 0.00279653 - samples/sec: 164.50 - lr: 0.025000 | |
| 2021-10-21 10:13:52,273 epoch 79 - iter 40/85 - loss 0.00322804 - samples/sec: 148.39 - lr: 0.025000 | |
| 2021-10-21 10:13:54,029 epoch 79 - iter 48/85 - loss 0.00307064 - samples/sec: 145.89 - lr: 0.025000 | |
| 2021-10-21 10:13:55,799 epoch 79 - iter 56/85 - loss 0.00302095 - samples/sec: 144.78 - lr: 0.025000 | |
| 2021-10-21 10:13:57,637 epoch 79 - iter 64/85 - loss 0.00301895 - samples/sec: 139.41 - lr: 0.025000 | |
| 2021-10-21 10:13:59,525 epoch 79 - iter 72/85 - loss 0.00328621 - samples/sec: 135.70 - lr: 0.025000 | |
| 2021-10-21 10:14:01,230 epoch 79 - iter 80/85 - loss 0.00321547 - samples/sec: 150.33 - lr: 0.025000 | |
| 2021-10-21 10:14:02,311 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:14:02,312 EPOCH 79 done: loss 0.0032 - lr 0.0250000 | |
| 2021-10-21 10:14:02,312 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 10:14:10,606 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:14:12,454 epoch 80 - iter 8/85 - loss 0.00344147 - samples/sec: 138.72 - lr: 0.012500 | |
| 2021-10-21 10:14:14,302 epoch 80 - iter 16/85 - loss 0.00341424 - samples/sec: 138.66 - lr: 0.012500 | |
| 2021-10-21 10:14:16,028 epoch 80 - iter 24/85 - loss 0.00338522 - samples/sec: 148.53 - lr: 0.012500 | |
| 2021-10-21 10:14:17,695 epoch 80 - iter 32/85 - loss 0.00357810 - samples/sec: 153.64 - lr: 0.012500 | |
| 2021-10-21 10:14:19,448 epoch 80 - iter 40/85 - loss 0.00344466 - samples/sec: 146.23 - lr: 0.012500 | |
| 2021-10-21 10:14:21,254 epoch 80 - iter 48/85 - loss 0.00357390 - samples/sec: 141.81 - lr: 0.012500 | |
| 2021-10-21 10:14:23,006 epoch 80 - iter 56/85 - loss 0.00352391 - samples/sec: 146.24 - lr: 0.012500 | |
| 2021-10-21 10:14:24,630 epoch 80 - iter 64/85 - loss 0.00355746 - samples/sec: 157.85 - lr: 0.012500 | |
| 2021-10-21 10:14:26,202 epoch 80 - iter 72/85 - loss 0.00373934 - samples/sec: 163.04 - lr: 0.012500 | |
| 2021-10-21 10:14:27,949 epoch 80 - iter 80/85 - loss 0.00368703 - samples/sec: 146.65 - lr: 0.012500 | |
| 2021-10-21 10:14:29,038 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:14:29,038 EPOCH 80 done: loss 0.0037 - lr 0.0125000 | |
| 2021-10-21 10:14:29,038 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:14:37,311 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:14:38,843 epoch 81 - iter 8/85 - loss 0.00295270 - samples/sec: 167.33 - lr: 0.012500 | |
| 2021-10-21 10:14:40,308 epoch 81 - iter 16/85 - loss 0.00386958 - samples/sec: 174.98 - lr: 0.012500 | |
| 2021-10-21 10:14:41,805 epoch 81 - iter 24/85 - loss 0.00350937 - samples/sec: 171.08 - lr: 0.012500 | |
| 2021-10-21 10:14:43,167 epoch 81 - iter 32/85 - loss 0.00317409 - samples/sec: 188.24 - lr: 0.012500 | |
| 2021-10-21 10:14:44,665 epoch 81 - iter 40/85 - loss 0.00332822 - samples/sec: 170.99 - lr: 0.012500 | |
| 2021-10-21 10:14:46,309 epoch 81 - iter 48/85 - loss 0.00343039 - samples/sec: 155.83 - lr: 0.012500 | |
| 2021-10-21 10:14:47,940 epoch 81 - iter 56/85 - loss 0.00318408 - samples/sec: 157.13 - lr: 0.012500 | |
| 2021-10-21 10:14:49,926 epoch 81 - iter 64/85 - loss 0.00303181 - samples/sec: 129.03 - lr: 0.012500 | |
| 2021-10-21 10:14:51,502 epoch 81 - iter 72/85 - loss 0.00290826 - samples/sec: 162.53 - lr: 0.012500 | |
| 2021-10-21 10:14:53,259 epoch 81 - iter 80/85 - loss 0.00291294 - samples/sec: 145.92 - lr: 0.012500 | |
| 2021-10-21 10:14:54,229 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:14:54,229 EPOCH 81 done: loss 0.0030 - lr 0.0125000 | |
| 2021-10-21 10:14:54,229 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:15:02,552 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:15:04,387 epoch 82 - iter 8/85 - loss 0.00389512 - samples/sec: 139.72 - lr: 0.012500 | |
| 2021-10-21 10:15:05,941 epoch 82 - iter 16/85 - loss 0.00346063 - samples/sec: 164.88 - lr: 0.012500 | |
| 2021-10-21 10:15:07,815 epoch 82 - iter 24/85 - loss 0.00349163 - samples/sec: 136.78 - lr: 0.012500 | |
| 2021-10-21 10:15:09,589 epoch 82 - iter 32/85 - loss 0.00389763 - samples/sec: 144.46 - lr: 0.012500 | |
| 2021-10-21 10:15:11,297 epoch 82 - iter 40/85 - loss 0.00362177 - samples/sec: 150.01 - lr: 0.012500 | |
| 2021-10-21 10:15:12,974 epoch 82 - iter 48/85 - loss 0.00371363 - samples/sec: 152.79 - lr: 0.012500 | |
| 2021-10-21 10:15:14,598 epoch 82 - iter 56/85 - loss 0.00365790 - samples/sec: 157.74 - lr: 0.012500 | |
| 2021-10-21 10:15:16,318 epoch 82 - iter 64/85 - loss 0.00350310 - samples/sec: 148.99 - lr: 0.012500 | |
| 2021-10-21 10:15:17,935 epoch 82 - iter 72/85 - loss 0.00356486 - samples/sec: 158.51 - lr: 0.012500 | |
| 2021-10-21 10:15:19,374 epoch 82 - iter 80/85 - loss 0.00356705 - samples/sec: 178.07 - lr: 0.012500 | |
| 2021-10-21 10:15:20,146 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:15:20,147 EPOCH 82 done: loss 0.0035 - lr 0.0125000 | |
| 2021-10-21 10:15:20,147 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:15:28,435 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:15:30,262 epoch 83 - iter 8/85 - loss 0.00540159 - samples/sec: 140.32 - lr: 0.012500 | |
| 2021-10-21 10:15:31,928 epoch 83 - iter 16/85 - loss 0.00523611 - samples/sec: 153.78 - lr: 0.012500 | |
| 2021-10-21 10:15:33,477 epoch 83 - iter 24/85 - loss 0.00420229 - samples/sec: 165.47 - lr: 0.012500 | |
| 2021-10-21 10:15:34,997 epoch 83 - iter 32/85 - loss 0.00378401 - samples/sec: 168.58 - lr: 0.012500 | |
| 2021-10-21 10:15:36,544 epoch 83 - iter 40/85 - loss 0.00337279 - samples/sec: 165.63 - lr: 0.012500 | |
| 2021-10-21 10:15:38,370 epoch 83 - iter 48/85 - loss 0.00323029 - samples/sec: 140.25 - lr: 0.012500 | |
| 2021-10-21 10:15:39,935 epoch 83 - iter 56/85 - loss 0.00314236 - samples/sec: 163.78 - lr: 0.012500 | |
| 2021-10-21 10:15:41,663 epoch 83 - iter 64/85 - loss 0.00322671 - samples/sec: 148.26 - lr: 0.012500 | |
| 2021-10-21 10:15:43,404 epoch 83 - iter 72/85 - loss 0.00334664 - samples/sec: 147.14 - lr: 0.012500 | |
| 2021-10-21 10:15:45,247 epoch 83 - iter 80/85 - loss 0.00315599 - samples/sec: 139.03 - lr: 0.012500 | |
| 2021-10-21 10:15:46,039 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:15:46,040 EPOCH 83 done: loss 0.0032 - lr 0.0125000 | |
| 2021-10-21 10:15:46,040 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:15:54,326 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:15:56,594 epoch 84 - iter 8/85 - loss 0.00527176 - samples/sec: 113.01 - lr: 0.012500 | |
| 2021-10-21 10:15:58,564 epoch 84 - iter 16/85 - loss 0.00419007 - samples/sec: 130.13 - lr: 0.012500 | |
| 2021-10-21 10:16:00,503 epoch 84 - iter 24/85 - loss 0.00347159 - samples/sec: 132.16 - lr: 0.012500 | |
| 2021-10-21 10:16:02,388 epoch 84 - iter 32/85 - loss 0.00321607 - samples/sec: 136.09 - lr: 0.012500 | |
| 2021-10-21 10:16:04,050 epoch 84 - iter 40/85 - loss 0.00328181 - samples/sec: 154.21 - lr: 0.012500 | |
| 2021-10-21 10:16:05,583 epoch 84 - iter 48/85 - loss 0.00385737 - samples/sec: 167.20 - lr: 0.012500 | |
| 2021-10-21 10:16:07,141 epoch 84 - iter 56/85 - loss 0.00374816 - samples/sec: 164.47 - lr: 0.012500 | |
| 2021-10-21 10:16:09,013 epoch 84 - iter 64/85 - loss 0.00354372 - samples/sec: 136.87 - lr: 0.012500 | |
| 2021-10-21 10:16:10,648 epoch 84 - iter 72/85 - loss 0.00335070 - samples/sec: 156.73 - lr: 0.012500 | |
| 2021-10-21 10:16:12,441 epoch 84 - iter 80/85 - loss 0.00324733 - samples/sec: 142.88 - lr: 0.012500 | |
| 2021-10-21 10:16:13,298 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:16:13,298 EPOCH 84 done: loss 0.0032 - lr 0.0125000 | |
| 2021-10-21 10:16:13,298 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:16:21,755 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:16:23,877 epoch 85 - iter 8/85 - loss 0.00476897 - samples/sec: 120.80 - lr: 0.012500 | |
| 2021-10-21 10:16:25,880 epoch 85 - iter 16/85 - loss 0.00377946 - samples/sec: 127.99 - lr: 0.012500 | |
| 2021-10-21 10:16:27,667 epoch 85 - iter 24/85 - loss 0.00428013 - samples/sec: 143.47 - lr: 0.012500 | |
| 2021-10-21 10:16:29,343 epoch 85 - iter 32/85 - loss 0.00408509 - samples/sec: 152.91 - lr: 0.012500 | |
| 2021-10-21 10:16:31,163 epoch 85 - iter 40/85 - loss 0.00396248 - samples/sec: 140.78 - lr: 0.012500 | |
| 2021-10-21 10:16:32,770 epoch 85 - iter 48/85 - loss 0.00410321 - samples/sec: 159.44 - lr: 0.012500 | |
| 2021-10-21 10:16:34,438 epoch 85 - iter 56/85 - loss 0.00379518 - samples/sec: 153.64 - lr: 0.012500 | |
| 2021-10-21 10:16:36,117 epoch 85 - iter 64/85 - loss 0.00375109 - samples/sec: 152.63 - lr: 0.012500 | |
| 2021-10-21 10:16:38,001 epoch 85 - iter 72/85 - loss 0.00397999 - samples/sec: 136.02 - lr: 0.012500 | |
| 2021-10-21 10:16:39,785 epoch 85 - iter 80/85 - loss 0.00390534 - samples/sec: 143.62 - lr: 0.012500 | |
| 2021-10-21 10:16:40,794 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:16:40,794 EPOCH 85 done: loss 0.0039 - lr 0.0125000 | |
| 2021-10-21 10:16:40,794 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 10:16:49,046 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:16:50,464 epoch 86 - iter 8/85 - loss 0.00311943 - samples/sec: 180.92 - lr: 0.006250 | |
| 2021-10-21 10:16:52,016 epoch 86 - iter 16/85 - loss 0.00218968 - samples/sec: 165.04 - lr: 0.006250 | |
| 2021-10-21 10:16:53,607 epoch 86 - iter 24/85 - loss 0.00254188 - samples/sec: 161.01 - lr: 0.006250 | |
| 2021-10-21 10:16:55,178 epoch 86 - iter 32/85 - loss 0.00255245 - samples/sec: 163.12 - lr: 0.006250 | |
| 2021-10-21 10:16:57,307 epoch 86 - iter 40/85 - loss 0.00254948 - samples/sec: 120.35 - lr: 0.006250 | |
| 2021-10-21 10:16:58,902 epoch 86 - iter 48/85 - loss 0.00253509 - samples/sec: 160.61 - lr: 0.006250 | |
| 2021-10-21 10:17:00,454 epoch 86 - iter 56/85 - loss 0.00240896 - samples/sec: 165.12 - lr: 0.006250 | |
| 2021-10-21 10:17:01,784 epoch 86 - iter 64/85 - loss 0.00266958 - samples/sec: 192.63 - lr: 0.006250 | |
| 2021-10-21 10:17:03,329 epoch 86 - iter 72/85 - loss 0.00269521 - samples/sec: 165.83 - lr: 0.006250 | |
| 2021-10-21 10:17:04,720 epoch 86 - iter 80/85 - loss 0.00271433 - samples/sec: 184.22 - lr: 0.006250 | |
| 2021-10-21 10:17:05,444 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:17:05,445 EPOCH 86 done: loss 0.0029 - lr 0.0062500 | |
| 2021-10-21 10:17:05,445 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:17:13,612 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:17:15,145 epoch 87 - iter 8/85 - loss 0.00171692 - samples/sec: 167.29 - lr: 0.006250 | |
| 2021-10-21 10:17:16,681 epoch 87 - iter 16/85 - loss 0.00167568 - samples/sec: 166.87 - lr: 0.006250 | |
| 2021-10-21 10:17:18,148 epoch 87 - iter 24/85 - loss 0.00317162 - samples/sec: 174.71 - lr: 0.006250 | |
| 2021-10-21 10:17:19,661 epoch 87 - iter 32/85 - loss 0.00332085 - samples/sec: 169.33 - lr: 0.006250 | |
| 2021-10-21 10:17:21,181 epoch 87 - iter 40/85 - loss 0.00324991 - samples/sec: 168.57 - lr: 0.006250 | |
| 2021-10-21 10:17:22,808 epoch 87 - iter 48/85 - loss 0.00314872 - samples/sec: 157.55 - lr: 0.006250 | |
| 2021-10-21 10:17:24,306 epoch 87 - iter 56/85 - loss 0.00322288 - samples/sec: 171.09 - lr: 0.006250 | |
| 2021-10-21 10:17:25,888 epoch 87 - iter 64/85 - loss 0.00357468 - samples/sec: 162.00 - lr: 0.006250 | |
| 2021-10-21 10:17:27,387 epoch 87 - iter 72/85 - loss 0.00335503 - samples/sec: 170.95 - lr: 0.006250 | |
| 2021-10-21 10:17:29,035 epoch 87 - iter 80/85 - loss 0.00315854 - samples/sec: 155.41 - lr: 0.006250 | |
| 2021-10-21 10:17:29,790 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:17:29,791 EPOCH 87 done: loss 0.0032 - lr 0.0062500 | |
| 2021-10-21 10:17:29,791 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:17:38,114 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:17:39,603 epoch 88 - iter 8/85 - loss 0.00267223 - samples/sec: 172.28 - lr: 0.006250 | |
| 2021-10-21 10:17:40,992 epoch 88 - iter 16/85 - loss 0.00186395 - samples/sec: 184.47 - lr: 0.006250 | |
| 2021-10-21 10:17:42,570 epoch 88 - iter 24/85 - loss 0.00162048 - samples/sec: 162.44 - lr: 0.006250 | |
| 2021-10-21 10:17:43,965 epoch 88 - iter 32/85 - loss 0.00201950 - samples/sec: 183.78 - lr: 0.006250 | |
| 2021-10-21 10:17:45,564 epoch 88 - iter 40/85 - loss 0.00234491 - samples/sec: 160.25 - lr: 0.006250 | |
| 2021-10-21 10:17:47,024 epoch 88 - iter 48/85 - loss 0.00291145 - samples/sec: 175.47 - lr: 0.006250 | |
| 2021-10-21 10:17:48,340 epoch 88 - iter 56/85 - loss 0.00289299 - samples/sec: 194.66 - lr: 0.006250 | |
| 2021-10-21 10:17:50,104 epoch 88 - iter 64/85 - loss 0.00307429 - samples/sec: 145.23 - lr: 0.006250 | |
| 2021-10-21 10:17:51,690 epoch 88 - iter 72/85 - loss 0.00304300 - samples/sec: 161.60 - lr: 0.006250 | |
| 2021-10-21 10:17:53,343 epoch 88 - iter 80/85 - loss 0.00292555 - samples/sec: 155.03 - lr: 0.006250 | |
| 2021-10-21 10:17:54,094 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:17:54,094 EPOCH 88 done: loss 0.0029 - lr 0.0062500 | |
| 2021-10-21 10:17:54,094 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:18:02,316 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:18:04,111 epoch 89 - iter 8/85 - loss 0.00300713 - samples/sec: 142.79 - lr: 0.006250 | |
| 2021-10-21 10:18:05,675 epoch 89 - iter 16/85 - loss 0.00329746 - samples/sec: 163.89 - lr: 0.006250 | |
| 2021-10-21 10:18:07,389 epoch 89 - iter 24/85 - loss 0.00342854 - samples/sec: 149.41 - lr: 0.006250 | |
| 2021-10-21 10:18:09,089 epoch 89 - iter 32/85 - loss 0.00329060 - samples/sec: 150.76 - lr: 0.006250 | |
| 2021-10-21 10:18:10,863 epoch 89 - iter 40/85 - loss 0.00323921 - samples/sec: 144.42 - lr: 0.006250 | |
| 2021-10-21 10:18:12,391 epoch 89 - iter 48/85 - loss 0.00334028 - samples/sec: 167.66 - lr: 0.006250 | |
| 2021-10-21 10:18:14,018 epoch 89 - iter 56/85 - loss 0.00314901 - samples/sec: 157.46 - lr: 0.006250 | |
| 2021-10-21 10:18:15,689 epoch 89 - iter 64/85 - loss 0.00334728 - samples/sec: 153.34 - lr: 0.006250 | |
| 2021-10-21 10:18:17,359 epoch 89 - iter 72/85 - loss 0.00327487 - samples/sec: 153.42 - lr: 0.006250 | |
| 2021-10-21 10:18:19,142 epoch 89 - iter 80/85 - loss 0.00323715 - samples/sec: 143.71 - lr: 0.006250 | |
| 2021-10-21 10:18:20,033 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:18:20,034 EPOCH 89 done: loss 0.0032 - lr 0.0062500 | |
| 2021-10-21 10:18:20,034 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:18:28,441 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:18:30,231 epoch 90 - iter 8/85 - loss 0.00188980 - samples/sec: 143.19 - lr: 0.006250 | |
| 2021-10-21 10:18:31,715 epoch 90 - iter 16/85 - loss 0.00175443 - samples/sec: 172.68 - lr: 0.006250 | |
| 2021-10-21 10:18:33,268 epoch 90 - iter 24/85 - loss 0.00183482 - samples/sec: 165.13 - lr: 0.006250 | |
| 2021-10-21 10:18:35,025 epoch 90 - iter 32/85 - loss 0.00238252 - samples/sec: 145.89 - lr: 0.006250 | |
| 2021-10-21 10:18:36,640 epoch 90 - iter 40/85 - loss 0.00279918 - samples/sec: 158.75 - lr: 0.006250 | |
| 2021-10-21 10:18:38,283 epoch 90 - iter 48/85 - loss 0.00277210 - samples/sec: 156.03 - lr: 0.006250 | |
| 2021-10-21 10:18:39,686 epoch 90 - iter 56/85 - loss 0.00270988 - samples/sec: 182.64 - lr: 0.006250 | |
| 2021-10-21 10:18:41,258 epoch 90 - iter 64/85 - loss 0.00291453 - samples/sec: 163.01 - lr: 0.006250 | |
| 2021-10-21 10:18:42,737 epoch 90 - iter 72/85 - loss 0.00296468 - samples/sec: 173.35 - lr: 0.006250 | |
| 2021-10-21 10:18:44,417 epoch 90 - iter 80/85 - loss 0.00282322 - samples/sec: 152.51 - lr: 0.006250 | |
| 2021-10-21 10:18:45,367 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:18:45,368 EPOCH 90 done: loss 0.0027 - lr 0.0062500 | |
| 2021-10-21 10:18:45,368 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:18:53,720 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:18:55,214 epoch 91 - iter 8/85 - loss 0.00111623 - samples/sec: 171.66 - lr: 0.006250 | |
| 2021-10-21 10:18:56,955 epoch 91 - iter 16/85 - loss 0.00355861 - samples/sec: 147.20 - lr: 0.006250 | |
| 2021-10-21 10:18:58,649 epoch 91 - iter 24/85 - loss 0.00321550 - samples/sec: 151.22 - lr: 0.006250 | |
| 2021-10-21 10:19:00,119 epoch 91 - iter 32/85 - loss 0.00350052 - samples/sec: 174.37 - lr: 0.006250 | |
| 2021-10-21 10:19:01,671 epoch 91 - iter 40/85 - loss 0.00350485 - samples/sec: 165.21 - lr: 0.006250 | |
| 2021-10-21 10:19:03,258 epoch 91 - iter 48/85 - loss 0.00346079 - samples/sec: 161.48 - lr: 0.006250 | |
| 2021-10-21 10:19:04,769 epoch 91 - iter 56/85 - loss 0.00357067 - samples/sec: 169.58 - lr: 0.006250 | |
| 2021-10-21 10:19:06,262 epoch 91 - iter 64/85 - loss 0.00363332 - samples/sec: 171.55 - lr: 0.006250 | |
| 2021-10-21 10:19:07,950 epoch 91 - iter 72/85 - loss 0.00368759 - samples/sec: 151.81 - lr: 0.006250 | |
| 2021-10-21 10:19:09,410 epoch 91 - iter 80/85 - loss 0.00361712 - samples/sec: 175.63 - lr: 0.006250 | |
| 2021-10-21 10:19:10,148 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:19:10,148 EPOCH 91 done: loss 0.0035 - lr 0.0062500 | |
| 2021-10-21 10:19:10,148 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:19:18,441 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:19:19,929 epoch 92 - iter 8/85 - loss 0.00170722 - samples/sec: 172.33 - lr: 0.006250 | |
| 2021-10-21 10:19:21,505 epoch 92 - iter 16/85 - loss 0.00154748 - samples/sec: 162.63 - lr: 0.006250 | |
| 2021-10-21 10:19:22,856 epoch 92 - iter 24/85 - loss 0.00187237 - samples/sec: 189.67 - lr: 0.006250 | |
| 2021-10-21 10:19:24,477 epoch 92 - iter 32/85 - loss 0.00230644 - samples/sec: 158.13 - lr: 0.006250 | |
| 2021-10-21 10:19:26,126 epoch 92 - iter 40/85 - loss 0.00213166 - samples/sec: 155.30 - lr: 0.006250 | |
| 2021-10-21 10:19:27,574 epoch 92 - iter 48/85 - loss 0.00201972 - samples/sec: 176.96 - lr: 0.006250 | |
| 2021-10-21 10:19:29,152 epoch 92 - iter 56/85 - loss 0.00209452 - samples/sec: 162.42 - lr: 0.006250 | |
| 2021-10-21 10:19:30,804 epoch 92 - iter 64/85 - loss 0.00220153 - samples/sec: 155.08 - lr: 0.006250 | |
| 2021-10-21 10:19:32,245 epoch 92 - iter 72/85 - loss 0.00241546 - samples/sec: 177.87 - lr: 0.006250 | |
| 2021-10-21 10:19:33,701 epoch 92 - iter 80/85 - loss 0.00243846 - samples/sec: 176.03 - lr: 0.006250 | |
| 2021-10-21 10:19:34,518 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:19:34,518 EPOCH 92 done: loss 0.0025 - lr 0.0062500 | |
| 2021-10-21 10:19:34,518 BAD EPOCHS (no improvement): 0 | |
| 2021-10-21 10:19:42,710 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:19:44,179 epoch 93 - iter 8/85 - loss 0.00126526 - samples/sec: 174.48 - lr: 0.006250 | |
| 2021-10-21 10:19:45,605 epoch 93 - iter 16/85 - loss 0.00327404 - samples/sec: 179.75 - lr: 0.006250 | |
| 2021-10-21 10:19:47,232 epoch 93 - iter 24/85 - loss 0.00302090 - samples/sec: 157.47 - lr: 0.006250 | |
| 2021-10-21 10:19:48,617 epoch 93 - iter 32/85 - loss 0.00294557 - samples/sec: 185.02 - lr: 0.006250 | |
| 2021-10-21 10:19:50,082 epoch 93 - iter 40/85 - loss 0.00300136 - samples/sec: 174.92 - lr: 0.006250 | |
| 2021-10-21 10:19:51,622 epoch 93 - iter 48/85 - loss 0.00319673 - samples/sec: 166.44 - lr: 0.006250 | |
| 2021-10-21 10:19:53,101 epoch 93 - iter 56/85 - loss 0.00322582 - samples/sec: 173.28 - lr: 0.006250 | |
| 2021-10-21 10:19:54,582 epoch 93 - iter 64/85 - loss 0.00317170 - samples/sec: 173.03 - lr: 0.006250 | |
| 2021-10-21 10:19:56,254 epoch 93 - iter 72/85 - loss 0.00313877 - samples/sec: 153.27 - lr: 0.006250 | |
| 2021-10-21 10:19:57,783 epoch 93 - iter 80/85 - loss 0.00329528 - samples/sec: 167.54 - lr: 0.006250 | |
| 2021-10-21 10:19:58,627 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:19:58,628 EPOCH 93 done: loss 0.0034 - lr 0.0062500 | |
| 2021-10-21 10:19:58,628 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:20:06,901 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:20:08,542 epoch 94 - iter 8/85 - loss 0.00251481 - samples/sec: 156.23 - lr: 0.006250 | |
| 2021-10-21 10:20:09,977 epoch 94 - iter 16/85 - loss 0.00229373 - samples/sec: 178.71 - lr: 0.006250 | |
| 2021-10-21 10:20:11,503 epoch 94 - iter 24/85 - loss 0.00289555 - samples/sec: 167.88 - lr: 0.006250 | |
| 2021-10-21 10:20:13,226 epoch 94 - iter 32/85 - loss 0.00263963 - samples/sec: 148.71 - lr: 0.006250 | |
| 2021-10-21 10:20:14,671 epoch 94 - iter 40/85 - loss 0.00295636 - samples/sec: 177.30 - lr: 0.006250 | |
| 2021-10-21 10:20:16,306 epoch 94 - iter 48/85 - loss 0.00279340 - samples/sec: 156.68 - lr: 0.006250 | |
| 2021-10-21 10:20:17,735 epoch 94 - iter 56/85 - loss 0.00283698 - samples/sec: 179.34 - lr: 0.006250 | |
| 2021-10-21 10:20:19,109 epoch 94 - iter 64/85 - loss 0.00278432 - samples/sec: 186.55 - lr: 0.006250 | |
| 2021-10-21 10:20:20,686 epoch 94 - iter 72/85 - loss 0.00269956 - samples/sec: 162.50 - lr: 0.006250 | |
| 2021-10-21 10:20:22,036 epoch 94 - iter 80/85 - loss 0.00259791 - samples/sec: 189.81 - lr: 0.006250 | |
| 2021-10-21 10:20:23,411 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:20:23,412 EPOCH 94 done: loss 0.0026 - lr 0.0062500 | |
| 2021-10-21 10:20:23,412 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:20:31,625 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:20:33,009 epoch 95 - iter 8/85 - loss 0.00154029 - samples/sec: 185.34 - lr: 0.006250 | |
| 2021-10-21 10:20:34,614 epoch 95 - iter 16/85 - loss 0.00420220 - samples/sec: 159.64 - lr: 0.006250 | |
| 2021-10-21 10:20:36,184 epoch 95 - iter 24/85 - loss 0.00449435 - samples/sec: 163.22 - lr: 0.006250 | |
| 2021-10-21 10:20:37,703 epoch 95 - iter 32/85 - loss 0.00388139 - samples/sec: 168.73 - lr: 0.006250 | |
| 2021-10-21 10:20:39,208 epoch 95 - iter 40/85 - loss 0.00355433 - samples/sec: 170.22 - lr: 0.006250 | |
| 2021-10-21 10:20:40,651 epoch 95 - iter 48/85 - loss 0.00358194 - samples/sec: 177.56 - lr: 0.006250 | |
| 2021-10-21 10:20:42,357 epoch 95 - iter 56/85 - loss 0.00353969 - samples/sec: 150.18 - lr: 0.006250 | |
| 2021-10-21 10:20:43,693 epoch 95 - iter 64/85 - loss 0.00335752 - samples/sec: 191.84 - lr: 0.006250 | |
| 2021-10-21 10:20:45,317 epoch 95 - iter 72/85 - loss 0.00313218 - samples/sec: 157.79 - lr: 0.006250 | |
| 2021-10-21 10:20:46,679 epoch 95 - iter 80/85 - loss 0.00318359 - samples/sec: 188.13 - lr: 0.006250 | |
| 2021-10-21 10:20:47,538 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:20:47,538 EPOCH 95 done: loss 0.0031 - lr 0.0062500 | |
| 2021-10-21 10:20:47,538 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:20:55,655 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:20:57,307 epoch 96 - iter 8/85 - loss 0.00331640 - samples/sec: 155.11 - lr: 0.006250 | |
| 2021-10-21 10:20:58,803 epoch 96 - iter 16/85 - loss 0.00277219 - samples/sec: 171.25 - lr: 0.006250 | |
| 2021-10-21 10:21:00,280 epoch 96 - iter 24/85 - loss 0.00249188 - samples/sec: 173.54 - lr: 0.006250 | |
| 2021-10-21 10:21:01,930 epoch 96 - iter 32/85 - loss 0.00271965 - samples/sec: 155.34 - lr: 0.006250 | |
| 2021-10-21 10:21:03,511 epoch 96 - iter 40/85 - loss 0.00263864 - samples/sec: 162.05 - lr: 0.006250 | |
| 2021-10-21 10:21:05,296 epoch 96 - iter 48/85 - loss 0.00255992 - samples/sec: 143.54 - lr: 0.006250 | |
| 2021-10-21 10:21:06,880 epoch 96 - iter 56/85 - loss 0.00278649 - samples/sec: 161.82 - lr: 0.006250 | |
| 2021-10-21 10:21:08,493 epoch 96 - iter 64/85 - loss 0.00293676 - samples/sec: 158.78 - lr: 0.006250 | |
| 2021-10-21 10:21:10,230 epoch 96 - iter 72/85 - loss 0.00282706 - samples/sec: 147.48 - lr: 0.006250 | |
| 2021-10-21 10:21:12,111 epoch 96 - iter 80/85 - loss 0.00277798 - samples/sec: 136.26 - lr: 0.006250 | |
| 2021-10-21 10:21:12,933 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:21:12,934 EPOCH 96 done: loss 0.0027 - lr 0.0062500 | |
| 2021-10-21 10:21:12,934 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 10:21:21,114 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:21:22,816 epoch 97 - iter 8/85 - loss 0.00306643 - samples/sec: 150.63 - lr: 0.003125 | |
| 2021-10-21 10:21:24,384 epoch 97 - iter 16/85 - loss 0.00295639 - samples/sec: 163.39 - lr: 0.003125 | |
| 2021-10-21 10:21:26,131 epoch 97 - iter 24/85 - loss 0.00289808 - samples/sec: 146.60 - lr: 0.003125 | |
| 2021-10-21 10:21:28,066 epoch 97 - iter 32/85 - loss 0.00279201 - samples/sec: 132.45 - lr: 0.003125 | |
| 2021-10-21 10:21:30,000 epoch 97 - iter 40/85 - loss 0.00307823 - samples/sec: 132.51 - lr: 0.003125 | |
| 2021-10-21 10:21:31,626 epoch 97 - iter 48/85 - loss 0.00277406 - samples/sec: 157.58 - lr: 0.003125 | |
| 2021-10-21 10:21:33,328 epoch 97 - iter 56/85 - loss 0.00275143 - samples/sec: 150.55 - lr: 0.003125 | |
| 2021-10-21 10:21:34,885 epoch 97 - iter 64/85 - loss 0.00289856 - samples/sec: 164.77 - lr: 0.003125 | |
| 2021-10-21 10:21:36,499 epoch 97 - iter 72/85 - loss 0.00288841 - samples/sec: 158.75 - lr: 0.003125 | |
| 2021-10-21 10:21:38,040 epoch 97 - iter 80/85 - loss 0.00280489 - samples/sec: 166.35 - lr: 0.003125 | |
| 2021-10-21 10:21:38,963 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:21:38,964 EPOCH 97 done: loss 0.0029 - lr 0.0031250 | |
| 2021-10-21 10:21:38,964 BAD EPOCHS (no improvement): 1 | |
| 2021-10-21 10:21:47,656 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:21:49,307 epoch 98 - iter 8/85 - loss 0.00144422 - samples/sec: 155.38 - lr: 0.003125 | |
| 2021-10-21 10:21:51,084 epoch 98 - iter 16/85 - loss 0.00203551 - samples/sec: 144.25 - lr: 0.003125 | |
| 2021-10-21 10:21:52,877 epoch 98 - iter 24/85 - loss 0.00194892 - samples/sec: 142.98 - lr: 0.003125 | |
| 2021-10-21 10:21:54,972 epoch 98 - iter 32/85 - loss 0.00219715 - samples/sec: 122.32 - lr: 0.003125 | |
| 2021-10-21 10:21:56,949 epoch 98 - iter 40/85 - loss 0.00266211 - samples/sec: 129.63 - lr: 0.003125 | |
| 2021-10-21 10:21:58,559 epoch 98 - iter 48/85 - loss 0.00292152 - samples/sec: 159.18 - lr: 0.003125 | |
| 2021-10-21 10:22:00,279 epoch 98 - iter 56/85 - loss 0.00310051 - samples/sec: 149.08 - lr: 0.003125 | |
| 2021-10-21 10:22:01,784 epoch 98 - iter 64/85 - loss 0.00288149 - samples/sec: 170.30 - lr: 0.003125 | |
| 2021-10-21 10:22:03,408 epoch 98 - iter 72/85 - loss 0.00292479 - samples/sec: 157.79 - lr: 0.003125 | |
| 2021-10-21 10:22:04,957 epoch 98 - iter 80/85 - loss 0.00277365 - samples/sec: 165.44 - lr: 0.003125 | |
| 2021-10-21 10:22:05,773 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:22:05,773 EPOCH 98 done: loss 0.0027 - lr 0.0031250 | |
| 2021-10-21 10:22:05,773 BAD EPOCHS (no improvement): 2 | |
| 2021-10-21 10:22:14,425 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:22:16,032 epoch 99 - iter 8/85 - loss 0.00229770 - samples/sec: 159.60 - lr: 0.003125 | |
| 2021-10-21 10:22:17,656 epoch 99 - iter 16/85 - loss 0.00256577 - samples/sec: 157.92 - lr: 0.003125 | |
| 2021-10-21 10:22:19,298 epoch 99 - iter 24/85 - loss 0.00289618 - samples/sec: 156.08 - lr: 0.003125 | |
| 2021-10-21 10:22:21,114 epoch 99 - iter 32/85 - loss 0.00308610 - samples/sec: 141.11 - lr: 0.003125 | |
| 2021-10-21 10:22:23,005 epoch 99 - iter 40/85 - loss 0.00279744 - samples/sec: 135.50 - lr: 0.003125 | |
| 2021-10-21 10:22:24,824 epoch 99 - iter 48/85 - loss 0.00315082 - samples/sec: 140.90 - lr: 0.003125 | |
| 2021-10-21 10:22:26,418 epoch 99 - iter 56/85 - loss 0.00318779 - samples/sec: 160.78 - lr: 0.003125 | |
| 2021-10-21 10:22:27,979 epoch 99 - iter 64/85 - loss 0.00331396 - samples/sec: 164.21 - lr: 0.003125 | |
| 2021-10-21 10:22:29,755 epoch 99 - iter 72/85 - loss 0.00314979 - samples/sec: 144.24 - lr: 0.003125 | |
| 2021-10-21 10:22:31,475 epoch 99 - iter 80/85 - loss 0.00315421 - samples/sec: 149.03 - lr: 0.003125 | |
| 2021-10-21 10:22:32,593 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:22:32,593 EPOCH 99 done: loss 0.0031 - lr 0.0031250 | |
| 2021-10-21 10:22:32,593 BAD EPOCHS (no improvement): 3 | |
| 2021-10-21 10:22:40,879 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:22:42,390 epoch 100 - iter 8/85 - loss 0.00202380 - samples/sec: 169.76 - lr: 0.003125 | |
| 2021-10-21 10:22:43,805 epoch 100 - iter 16/85 - loss 0.00296155 - samples/sec: 181.05 - lr: 0.003125 | |
| 2021-10-21 10:22:45,210 epoch 100 - iter 24/85 - loss 0.00258512 - samples/sec: 182.36 - lr: 0.003125 | |
| 2021-10-21 10:22:46,617 epoch 100 - iter 32/85 - loss 0.00226819 - samples/sec: 182.15 - lr: 0.003125 | |
| 2021-10-21 10:22:47,992 epoch 100 - iter 40/85 - loss 0.00241302 - samples/sec: 186.48 - lr: 0.003125 | |
| 2021-10-21 10:22:49,630 epoch 100 - iter 48/85 - loss 0.00268964 - samples/sec: 156.43 - lr: 0.003125 | |
| 2021-10-21 10:22:51,241 epoch 100 - iter 56/85 - loss 0.00271650 - samples/sec: 159.02 - lr: 0.003125 | |
| 2021-10-21 10:22:52,828 epoch 100 - iter 64/85 - loss 0.00253066 - samples/sec: 161.41 - lr: 0.003125 | |
| 2021-10-21 10:22:54,397 epoch 100 - iter 72/85 - loss 0.00265156 - samples/sec: 163.35 - lr: 0.003125 | |
| 2021-10-21 10:22:55,900 epoch 100 - iter 80/85 - loss 0.00250594 - samples/sec: 170.42 - lr: 0.003125 | |
| 2021-10-21 10:22:56,785 ---------------------------------------------------------------------------------------------------- | |
| 2021-10-21 10:22:56,785 EPOCH 100 done: loss 0.0025 - lr 0.0031250 | |
| 2021-10-21 10:22:56,785 BAD EPOCHS (no improvement): 4 | |
| 2021-10-21 10:23:13,118 Test data not provided setting final score to 0 | |