| 2023-04-05 11:29:16,133 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:16,133 Model: "SequenceTagger( | |
| (embeddings): StackedEmbeddings( | |
| (list_embedding_0): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.05, inplace=False) | |
| (encoder): Embedding(300, 100) | |
| (rnn): LSTM(100, 2048) | |
| ) | |
| ) | |
| (list_embedding_1): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.05, inplace=False) | |
| (encoder): Embedding(300, 100) | |
| (rnn): LSTM(100, 2048) | |
| ) | |
| ) | |
| ) | |
| (word_dropout): WordDropout(p=0.05) | |
| (locked_dropout): LockedDropout(p=0.5) | |
| (embedding2nn): Linear(in_features=4096, out_features=4096, bias=True) | |
| (rnn): LSTM(4096, 256, batch_first=True, bidirectional=True) | |
| (linear): Linear(in_features=512, out_features=47, bias=True) | |
| (loss_function): ViterbiLoss() | |
| (crf): CRF() | |
| )" | |
| 2023-04-05 11:29:16,133 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:16,134 Corpus: "Corpus: 8042 train + 894 dev + 2012 test sentences" | |
| 2023-04-05 11:29:16,134 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:16,134 Parameters: | |
| 2023-04-05 11:29:16,134 - learning_rate: "0.100000" | |
| 2023-04-05 11:29:16,134 - mini_batch_size: "32" | |
| 2023-04-05 11:29:16,134 - patience: "3" | |
| 2023-04-05 11:29:16,134 - anneal_factor: "0.5" | |
| 2023-04-05 11:29:16,134 - max_epochs: "150" | |
| 2023-04-05 11:29:16,134 - shuffle: "True" | |
| 2023-04-05 11:29:16,134 - train_with_dev: "True" | |
| 2023-04-05 11:29:16,134 - batch_growth_annealing: "False" | |
| 2023-04-05 11:29:16,134 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:16,134 Model training base path: "resources/taggers/release-chunk-0" | |
| 2023-04-05 11:29:16,134 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:16,134 Device: cuda:3 | |
| 2023-04-05 11:29:16,134 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:16,134 Embeddings storage mode: cpu | |
| 2023-04-05 11:29:16,134 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:20,904 epoch 1 - iter 28/280 - loss 2.37282876 - time (sec): 4.77 - samples/sec: 4432.43 - lr: 0.100000 | |
| 2023-04-05 11:29:24,490 epoch 1 - iter 56/280 - loss 1.73442584 - time (sec): 8.36 - samples/sec: 5102.03 - lr: 0.100000 | |
| 2023-04-05 11:29:28,013 epoch 1 - iter 84/280 - loss 1.39084026 - time (sec): 11.88 - samples/sec: 5382.16 - lr: 0.100000 | |
| 2023-04-05 11:29:33,009 epoch 1 - iter 112/280 - loss 1.17618757 - time (sec): 16.88 - samples/sec: 5028.12 - lr: 0.100000 | |
| 2023-04-05 11:29:36,729 epoch 1 - iter 140/280 - loss 1.01802104 - time (sec): 20.59 - samples/sec: 5195.77 - lr: 0.100000 | |
| 2023-04-05 11:29:40,304 epoch 1 - iter 168/280 - loss 0.90572495 - time (sec): 24.17 - samples/sec: 5289.08 - lr: 0.100000 | |
| 2023-04-05 11:29:43,736 epoch 1 - iter 196/280 - loss 0.82891649 - time (sec): 27.60 - samples/sec: 5357.88 - lr: 0.100000 | |
| 2023-04-05 11:29:47,291 epoch 1 - iter 224/280 - loss 0.76158106 - time (sec): 31.16 - samples/sec: 5444.79 - lr: 0.100000 | |
| 2023-04-05 11:29:50,847 epoch 1 - iter 252/280 - loss 0.70683343 - time (sec): 34.71 - samples/sec: 5496.58 - lr: 0.100000 | |
| 2023-04-05 11:29:54,384 epoch 1 - iter 280/280 - loss 0.66134975 - time (sec): 38.25 - samples/sec: 5534.41 - lr: 0.100000 | |
| 2023-04-05 11:29:54,384 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:54,384 EPOCH 1 done: loss 0.6613 - lr 0.100000 | |
| 2023-04-05 11:29:54,384 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:29:54,387 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:29:56,124 epoch 2 - iter 28/280 - loss 0.24668011 - time (sec): 1.74 - samples/sec: 12130.51 - lr: 0.100000 | |
| 2023-04-05 11:29:57,899 epoch 2 - iter 56/280 - loss 0.24616989 - time (sec): 3.51 - samples/sec: 12029.61 - lr: 0.100000 | |
| 2023-04-05 11:29:59,712 epoch 2 - iter 84/280 - loss 0.23759242 - time (sec): 5.32 - samples/sec: 11832.70 - lr: 0.100000 | |
| 2023-04-05 11:30:01,551 epoch 2 - iter 112/280 - loss 0.22930022 - time (sec): 7.16 - samples/sec: 11789.17 - lr: 0.100000 | |
| 2023-04-05 11:30:03,348 epoch 2 - iter 140/280 - loss 0.22235325 - time (sec): 8.96 - samples/sec: 11781.96 - lr: 0.100000 | |
| 2023-04-05 11:30:05,149 epoch 2 - iter 168/280 - loss 0.21541826 - time (sec): 10.76 - samples/sec: 11783.35 - lr: 0.100000 | |
| 2023-04-05 11:30:06,952 epoch 2 - iter 196/280 - loss 0.21196149 - time (sec): 12.56 - samples/sec: 11783.15 - lr: 0.100000 | |
| 2023-04-05 11:30:08,784 epoch 2 - iter 224/280 - loss 0.21048863 - time (sec): 14.40 - samples/sec: 11772.43 - lr: 0.100000 | |
| 2023-04-05 11:30:10,584 epoch 2 - iter 252/280 - loss 0.20862461 - time (sec): 16.20 - samples/sec: 11777.92 - lr: 0.100000 | |
| 2023-04-05 11:30:12,361 epoch 2 - iter 280/280 - loss 0.20466419 - time (sec): 17.97 - samples/sec: 11778.29 - lr: 0.100000 | |
| 2023-04-05 11:30:12,361 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:30:12,361 EPOCH 2 done: loss 0.2047 - lr 0.100000 | |
| 2023-04-05 11:30:12,361 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:30:12,363 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:30:14,195 epoch 3 - iter 28/280 - loss 0.16277843 - time (sec): 1.83 - samples/sec: 11616.71 - lr: 0.100000 | |
| 2023-04-05 11:30:16,031 epoch 3 - iter 56/280 - loss 0.17432135 - time (sec): 3.67 - samples/sec: 11684.18 - lr: 0.100000 | |
| 2023-04-05 11:30:17,808 epoch 3 - iter 84/280 - loss 0.16850032 - time (sec): 5.44 - samples/sec: 11803.52 - lr: 0.100000 | |
| 2023-04-05 11:30:19,567 epoch 3 - iter 112/280 - loss 0.16801260 - time (sec): 7.20 - samples/sec: 11785.46 - lr: 0.100000 | |
| 2023-04-05 11:30:21,364 epoch 3 - iter 140/280 - loss 0.16475608 - time (sec): 9.00 - samples/sec: 11795.95 - lr: 0.100000 | |
| 2023-04-05 11:30:23,182 epoch 3 - iter 168/280 - loss 0.16252822 - time (sec): 10.82 - samples/sec: 11787.04 - lr: 0.100000 | |
| 2023-04-05 11:30:24,948 epoch 3 - iter 196/280 - loss 0.16073945 - time (sec): 12.58 - samples/sec: 11766.81 - lr: 0.100000 | |
| 2023-04-05 11:30:26,745 epoch 3 - iter 224/280 - loss 0.15922105 - time (sec): 14.38 - samples/sec: 11756.76 - lr: 0.100000 | |
| 2023-04-05 11:30:28,582 epoch 3 - iter 252/280 - loss 0.15826088 - time (sec): 16.22 - samples/sec: 11761.51 - lr: 0.100000 | |
| 2023-04-05 11:30:30,368 epoch 3 - iter 280/280 - loss 0.15778524 - time (sec): 18.00 - samples/sec: 11757.82 - lr: 0.100000 | |
| 2023-04-05 11:30:30,368 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:30:30,368 EPOCH 3 done: loss 0.1578 - lr 0.100000 | |
| 2023-04-05 11:30:30,368 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:30:30,371 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:30:32,169 epoch 4 - iter 28/280 - loss 0.14274724 - time (sec): 1.80 - samples/sec: 11788.44 - lr: 0.100000 | |
| 2023-04-05 11:30:33,965 epoch 4 - iter 56/280 - loss 0.14312035 - time (sec): 3.59 - samples/sec: 11819.57 - lr: 0.100000 | |
| 2023-04-05 11:30:35,737 epoch 4 - iter 84/280 - loss 0.13768537 - time (sec): 5.37 - samples/sec: 11847.30 - lr: 0.100000 | |
| 2023-04-05 11:30:37,479 epoch 4 - iter 112/280 - loss 0.13556362 - time (sec): 7.11 - samples/sec: 11916.08 - lr: 0.100000 | |
| 2023-04-05 11:30:39,336 epoch 4 - iter 140/280 - loss 0.13667169 - time (sec): 8.97 - samples/sec: 11818.26 - lr: 0.100000 | |
| 2023-04-05 11:30:41,119 epoch 4 - iter 168/280 - loss 0.13595646 - time (sec): 10.75 - samples/sec: 11803.97 - lr: 0.100000 | |
| 2023-04-05 11:30:42,896 epoch 4 - iter 196/280 - loss 0.13611689 - time (sec): 12.52 - samples/sec: 11778.91 - lr: 0.100000 | |
| 2023-04-05 11:30:44,728 epoch 4 - iter 224/280 - loss 0.13479738 - time (sec): 14.36 - samples/sec: 11773.31 - lr: 0.100000 | |
| 2023-04-05 11:30:46,561 epoch 4 - iter 252/280 - loss 0.13301677 - time (sec): 16.19 - samples/sec: 11780.00 - lr: 0.100000 | |
| 2023-04-05 11:30:48,327 epoch 4 - iter 280/280 - loss 0.13254673 - time (sec): 17.96 - samples/sec: 11789.74 - lr: 0.100000 | |
| 2023-04-05 11:30:48,327 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:30:48,327 EPOCH 4 done: loss 0.1325 - lr 0.100000 | |
| 2023-04-05 11:30:48,327 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:30:48,330 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:30:50,128 epoch 5 - iter 28/280 - loss 0.12537979 - time (sec): 1.80 - samples/sec: 11431.83 - lr: 0.100000 | |
| 2023-04-05 11:30:51,955 epoch 5 - iter 56/280 - loss 0.12291704 - time (sec): 3.63 - samples/sec: 11609.58 - lr: 0.100000 | |
| 2023-04-05 11:30:53,744 epoch 5 - iter 84/280 - loss 0.11978898 - time (sec): 5.41 - samples/sec: 11717.65 - lr: 0.100000 | |
| 2023-04-05 11:30:55,531 epoch 5 - iter 112/280 - loss 0.11880713 - time (sec): 7.20 - samples/sec: 11688.63 - lr: 0.100000 | |
| 2023-04-05 11:30:57,348 epoch 5 - iter 140/280 - loss 0.11870187 - time (sec): 9.02 - samples/sec: 11686.40 - lr: 0.100000 | |
| 2023-04-05 11:30:59,163 epoch 5 - iter 168/280 - loss 0.11853175 - time (sec): 10.83 - samples/sec: 11685.86 - lr: 0.100000 | |
| 2023-04-05 11:31:00,955 epoch 5 - iter 196/280 - loss 0.11923794 - time (sec): 12.63 - samples/sec: 11701.98 - lr: 0.100000 | |
| 2023-04-05 11:31:02,891 epoch 5 - iter 224/280 - loss 0.11909223 - time (sec): 14.56 - samples/sec: 11623.20 - lr: 0.100000 | |
| 2023-04-05 11:31:04,734 epoch 5 - iter 252/280 - loss 0.11794536 - time (sec): 16.40 - samples/sec: 11633.82 - lr: 0.100000 | |
| 2023-04-05 11:31:06,505 epoch 5 - iter 280/280 - loss 0.11774263 - time (sec): 18.18 - samples/sec: 11647.06 - lr: 0.100000 | |
| 2023-04-05 11:31:06,505 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:31:06,505 EPOCH 5 done: loss 0.1177 - lr 0.100000 | |
| 2023-04-05 11:31:06,505 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:31:06,508 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:31:08,257 epoch 6 - iter 28/280 - loss 0.10801801 - time (sec): 1.75 - samples/sec: 11894.68 - lr: 0.100000 | |
| 2023-04-05 11:31:10,057 epoch 6 - iter 56/280 - loss 0.10536099 - time (sec): 3.55 - samples/sec: 11890.34 - lr: 0.100000 | |
| 2023-04-05 11:31:11,853 epoch 6 - iter 84/280 - loss 0.10593172 - time (sec): 5.34 - samples/sec: 11855.36 - lr: 0.100000 | |
| 2023-04-05 11:31:13,642 epoch 6 - iter 112/280 - loss 0.10568821 - time (sec): 7.13 - samples/sec: 11912.10 - lr: 0.100000 | |
| 2023-04-05 11:31:15,482 epoch 6 - iter 140/280 - loss 0.10486267 - time (sec): 8.97 - samples/sec: 11865.52 - lr: 0.100000 | |
| 2023-04-05 11:31:17,306 epoch 6 - iter 168/280 - loss 0.10671355 - time (sec): 10.80 - samples/sec: 11840.71 - lr: 0.100000 | |
| 2023-04-05 11:31:19,103 epoch 6 - iter 196/280 - loss 0.10612224 - time (sec): 12.59 - samples/sec: 11813.09 - lr: 0.100000 | |
| 2023-04-05 11:31:20,911 epoch 6 - iter 224/280 - loss 0.10697215 - time (sec): 14.40 - samples/sec: 11805.82 - lr: 0.100000 | |
| 2023-04-05 11:31:22,703 epoch 6 - iter 252/280 - loss 0.10663050 - time (sec): 16.19 - samples/sec: 11796.44 - lr: 0.100000 | |
| 2023-04-05 11:31:24,415 epoch 6 - iter 280/280 - loss 0.10712894 - time (sec): 17.91 - samples/sec: 11821.96 - lr: 0.100000 | |
| 2023-04-05 11:31:24,415 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:31:24,415 EPOCH 6 done: loss 0.1071 - lr 0.100000 | |
| 2023-04-05 11:31:24,416 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:31:24,418 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:31:26,222 epoch 7 - iter 28/280 - loss 0.10256719 - time (sec): 1.80 - samples/sec: 12127.62 - lr: 0.100000 | |
| 2023-04-05 11:31:27,993 epoch 7 - iter 56/280 - loss 0.10351566 - time (sec): 3.57 - samples/sec: 12053.90 - lr: 0.100000 | |
| 2023-04-05 11:31:29,792 epoch 7 - iter 84/280 - loss 0.10268535 - time (sec): 5.37 - samples/sec: 11992.86 - lr: 0.100000 | |
| 2023-04-05 11:31:31,574 epoch 7 - iter 112/280 - loss 0.10340487 - time (sec): 7.16 - samples/sec: 11931.98 - lr: 0.100000 | |
| 2023-04-05 11:31:33,397 epoch 7 - iter 140/280 - loss 0.10325865 - time (sec): 8.98 - samples/sec: 11884.65 - lr: 0.100000 | |
| 2023-04-05 11:31:35,220 epoch 7 - iter 168/280 - loss 0.10161036 - time (sec): 10.80 - samples/sec: 11818.19 - lr: 0.100000 | |
| 2023-04-05 11:31:36,970 epoch 7 - iter 196/280 - loss 0.10121591 - time (sec): 12.55 - samples/sec: 11836.74 - lr: 0.100000 | |
| 2023-04-05 11:31:38,814 epoch 7 - iter 224/280 - loss 0.10067595 - time (sec): 14.40 - samples/sec: 11793.36 - lr: 0.100000 | |
| 2023-04-05 11:31:40,682 epoch 7 - iter 252/280 - loss 0.10019403 - time (sec): 16.26 - samples/sec: 11766.37 - lr: 0.100000 | |
| 2023-04-05 11:31:42,426 epoch 7 - iter 280/280 - loss 0.10001916 - time (sec): 18.01 - samples/sec: 11755.30 - lr: 0.100000 | |
| 2023-04-05 11:31:42,427 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:31:42,427 EPOCH 7 done: loss 0.1000 - lr 0.100000 | |
| 2023-04-05 11:31:42,427 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:31:42,430 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:31:44,225 epoch 8 - iter 28/280 - loss 0.08849263 - time (sec): 1.80 - samples/sec: 11727.64 - lr: 0.100000 | |
| 2023-04-05 11:31:46,035 epoch 8 - iter 56/280 - loss 0.09232933 - time (sec): 3.60 - samples/sec: 11868.37 - lr: 0.100000 | |
| 2023-04-05 11:31:47,863 epoch 8 - iter 84/280 - loss 0.09227452 - time (sec): 5.43 - samples/sec: 11817.83 - lr: 0.100000 | |
| 2023-04-05 11:31:49,637 epoch 8 - iter 112/280 - loss 0.09299395 - time (sec): 7.21 - samples/sec: 11913.64 - lr: 0.100000 | |
| 2023-04-05 11:31:51,441 epoch 8 - iter 140/280 - loss 0.09202120 - time (sec): 9.01 - samples/sec: 11861.14 - lr: 0.100000 | |
| 2023-04-05 11:31:53,117 epoch 8 - iter 168/280 - loss 0.09216183 - time (sec): 10.69 - samples/sec: 11887.35 - lr: 0.100000 | |
| 2023-04-05 11:31:54,910 epoch 8 - iter 196/280 - loss 0.09194170 - time (sec): 12.48 - samples/sec: 11868.36 - lr: 0.100000 | |
| 2023-04-05 11:31:56,734 epoch 8 - iter 224/280 - loss 0.09123647 - time (sec): 14.30 - samples/sec: 11844.22 - lr: 0.100000 | |
| 2023-04-05 11:31:58,628 epoch 8 - iter 252/280 - loss 0.09127536 - time (sec): 16.20 - samples/sec: 11809.29 - lr: 0.100000 | |
| 2023-04-05 11:32:00,394 epoch 8 - iter 280/280 - loss 0.09166344 - time (sec): 17.96 - samples/sec: 11784.09 - lr: 0.100000 | |
| 2023-04-05 11:32:00,395 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:32:00,395 EPOCH 8 done: loss 0.0917 - lr 0.100000 | |
| 2023-04-05 11:32:00,395 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:32:00,397 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:32:02,250 epoch 9 - iter 28/280 - loss 0.08691646 - time (sec): 1.85 - samples/sec: 11541.27 - lr: 0.100000 | |
| 2023-04-05 11:32:04,097 epoch 9 - iter 56/280 - loss 0.08739923 - time (sec): 3.70 - samples/sec: 11396.09 - lr: 0.100000 | |
| 2023-04-05 11:32:05,937 epoch 9 - iter 84/280 - loss 0.08610714 - time (sec): 5.54 - samples/sec: 11526.95 - lr: 0.100000 | |
| 2023-04-05 11:32:07,775 epoch 9 - iter 112/280 - loss 0.08638211 - time (sec): 7.38 - samples/sec: 11570.04 - lr: 0.100000 | |
| 2023-04-05 11:32:09,594 epoch 9 - iter 140/280 - loss 0.08613884 - time (sec): 9.20 - samples/sec: 11595.80 - lr: 0.100000 | |
| 2023-04-05 11:32:11,380 epoch 9 - iter 168/280 - loss 0.08523617 - time (sec): 10.98 - samples/sec: 11614.54 - lr: 0.100000 | |
| 2023-04-05 11:32:13,220 epoch 9 - iter 196/280 - loss 0.08655958 - time (sec): 12.82 - samples/sec: 11599.92 - lr: 0.100000 | |
| 2023-04-05 11:32:15,104 epoch 9 - iter 224/280 - loss 0.08703691 - time (sec): 14.71 - samples/sec: 11585.91 - lr: 0.100000 | |
| 2023-04-05 11:32:16,878 epoch 9 - iter 252/280 - loss 0.08710248 - time (sec): 16.48 - samples/sec: 11595.87 - lr: 0.100000 | |
| 2023-04-05 11:32:18,643 epoch 9 - iter 280/280 - loss 0.08699147 - time (sec): 18.25 - samples/sec: 11602.48 - lr: 0.100000 | |
| 2023-04-05 11:32:18,643 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:32:18,643 EPOCH 9 done: loss 0.0870 - lr 0.100000 | |
| 2023-04-05 11:32:18,643 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:32:18,647 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:32:20,427 epoch 10 - iter 28/280 - loss 0.08535297 - time (sec): 1.78 - samples/sec: 11948.04 - lr: 0.100000 | |
| 2023-04-05 11:32:22,196 epoch 10 - iter 56/280 - loss 0.08225209 - time (sec): 3.55 - samples/sec: 11858.92 - lr: 0.100000 | |
| 2023-04-05 11:32:24,001 epoch 10 - iter 84/280 - loss 0.08155333 - time (sec): 5.35 - samples/sec: 11868.84 - lr: 0.100000 | |
| 2023-04-05 11:32:25,771 epoch 10 - iter 112/280 - loss 0.08096331 - time (sec): 7.12 - samples/sec: 11912.14 - lr: 0.100000 | |
| 2023-04-05 11:32:27,573 epoch 10 - iter 140/280 - loss 0.08188113 - time (sec): 8.93 - samples/sec: 11910.16 - lr: 0.100000 | |
| 2023-04-05 11:32:29,400 epoch 10 - iter 168/280 - loss 0.08212457 - time (sec): 10.75 - samples/sec: 11849.47 - lr: 0.100000 | |
| 2023-04-05 11:32:31,185 epoch 10 - iter 196/280 - loss 0.08269054 - time (sec): 12.54 - samples/sec: 11829.85 - lr: 0.100000 | |
| 2023-04-05 11:32:33,060 epoch 10 - iter 224/280 - loss 0.08137674 - time (sec): 14.41 - samples/sec: 11793.96 - lr: 0.100000 | |
| 2023-04-05 11:32:34,796 epoch 10 - iter 252/280 - loss 0.08172281 - time (sec): 16.15 - samples/sec: 11838.84 - lr: 0.100000 | |
| 2023-04-05 11:32:36,527 epoch 10 - iter 280/280 - loss 0.08182399 - time (sec): 17.88 - samples/sec: 11839.46 - lr: 0.100000 | |
| 2023-04-05 11:32:36,527 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:32:36,527 EPOCH 10 done: loss 0.0818 - lr 0.100000 | |
| 2023-04-05 11:32:36,528 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:32:36,531 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:32:38,288 epoch 11 - iter 28/280 - loss 0.07156185 - time (sec): 1.76 - samples/sec: 12189.09 - lr: 0.100000 | |
| 2023-04-05 11:32:40,074 epoch 11 - iter 56/280 - loss 0.07200991 - time (sec): 3.54 - samples/sec: 11957.20 - lr: 0.100000 | |
| 2023-04-05 11:32:41,935 epoch 11 - iter 84/280 - loss 0.07392035 - time (sec): 5.40 - samples/sec: 11782.18 - lr: 0.100000 | |
| 2023-04-05 11:32:43,701 epoch 11 - iter 112/280 - loss 0.07559662 - time (sec): 7.17 - samples/sec: 11808.79 - lr: 0.100000 | |
| 2023-04-05 11:32:45,544 epoch 11 - iter 140/280 - loss 0.07517000 - time (sec): 9.01 - samples/sec: 11760.89 - lr: 0.100000 | |
| 2023-04-05 11:32:47,398 epoch 11 - iter 168/280 - loss 0.07561808 - time (sec): 10.87 - samples/sec: 11698.21 - lr: 0.100000 | |
| 2023-04-05 11:32:49,244 epoch 11 - iter 196/280 - loss 0.07684873 - time (sec): 12.71 - samples/sec: 11666.50 - lr: 0.100000 | |
| 2023-04-05 11:32:51,090 epoch 11 - iter 224/280 - loss 0.07733744 - time (sec): 14.56 - samples/sec: 11670.83 - lr: 0.100000 | |
| 2023-04-05 11:32:52,871 epoch 11 - iter 252/280 - loss 0.07693746 - time (sec): 16.34 - samples/sec: 11691.73 - lr: 0.100000 | |
| 2023-04-05 11:32:54,614 epoch 11 - iter 280/280 - loss 0.07701976 - time (sec): 18.08 - samples/sec: 11706.81 - lr: 0.100000 | |
| 2023-04-05 11:32:54,614 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:32:54,614 EPOCH 11 done: loss 0.0770 - lr 0.100000 | |
| 2023-04-05 11:32:54,614 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:32:54,617 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:32:56,400 epoch 12 - iter 28/280 - loss 0.07852467 - time (sec): 1.78 - samples/sec: 12119.72 - lr: 0.100000 | |
| 2023-04-05 11:32:58,132 epoch 12 - iter 56/280 - loss 0.07356340 - time (sec): 3.51 - samples/sec: 12017.71 - lr: 0.100000 | |
| 2023-04-05 11:32:59,959 epoch 12 - iter 84/280 - loss 0.07042798 - time (sec): 5.34 - samples/sec: 11975.28 - lr: 0.100000 | |
| 2023-04-05 11:33:01,732 epoch 12 - iter 112/280 - loss 0.07134553 - time (sec): 7.12 - samples/sec: 11931.58 - lr: 0.100000 | |
| 2023-04-05 11:33:03,583 epoch 12 - iter 140/280 - loss 0.07158955 - time (sec): 8.97 - samples/sec: 11865.90 - lr: 0.100000 | |
| 2023-04-05 11:33:06,726 epoch 12 - iter 168/280 - loss 0.07262901 - time (sec): 12.11 - samples/sec: 10551.86 - lr: 0.100000 | |
| 2023-04-05 11:33:08,550 epoch 12 - iter 196/280 - loss 0.07252849 - time (sec): 13.93 - samples/sec: 10721.54 - lr: 0.100000 | |
| 2023-04-05 11:33:10,301 epoch 12 - iter 224/280 - loss 0.07348081 - time (sec): 15.68 - samples/sec: 10853.72 - lr: 0.100000 | |
| 2023-04-05 11:33:12,090 epoch 12 - iter 252/280 - loss 0.07351550 - time (sec): 17.47 - samples/sec: 10951.22 - lr: 0.100000 | |
| 2023-04-05 11:33:13,763 epoch 12 - iter 280/280 - loss 0.07405583 - time (sec): 19.15 - samples/sec: 11056.70 - lr: 0.100000 | |
| 2023-04-05 11:33:13,763 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:33:13,763 EPOCH 12 done: loss 0.0741 - lr 0.100000 | |
| 2023-04-05 11:33:13,764 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:33:13,766 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:33:15,580 epoch 13 - iter 28/280 - loss 0.06782838 - time (sec): 1.81 - samples/sec: 11959.83 - lr: 0.100000 | |
| 2023-04-05 11:33:17,339 epoch 13 - iter 56/280 - loss 0.07030787 - time (sec): 3.57 - samples/sec: 11861.03 - lr: 0.100000 | |
| 2023-04-05 11:33:19,117 epoch 13 - iter 84/280 - loss 0.07030536 - time (sec): 5.35 - samples/sec: 11829.81 - lr: 0.100000 | |
| 2023-04-05 11:33:21,039 epoch 13 - iter 112/280 - loss 0.07025503 - time (sec): 7.27 - samples/sec: 11750.55 - lr: 0.100000 | |
| 2023-04-05 11:33:22,846 epoch 13 - iter 140/280 - loss 0.07055923 - time (sec): 9.08 - samples/sec: 11789.86 - lr: 0.100000 | |
| 2023-04-05 11:33:24,670 epoch 13 - iter 168/280 - loss 0.06975797 - time (sec): 10.90 - samples/sec: 11769.79 - lr: 0.100000 | |
| 2023-04-05 11:33:26,470 epoch 13 - iter 196/280 - loss 0.07023482 - time (sec): 12.70 - samples/sec: 11766.83 - lr: 0.100000 | |
| 2023-04-05 11:33:28,217 epoch 13 - iter 224/280 - loss 0.07091191 - time (sec): 14.45 - samples/sec: 11756.14 - lr: 0.100000 | |
| 2023-04-05 11:33:30,052 epoch 13 - iter 252/280 - loss 0.07062376 - time (sec): 16.29 - samples/sec: 11744.18 - lr: 0.100000 | |
| 2023-04-05 11:33:31,768 epoch 13 - iter 280/280 - loss 0.07032591 - time (sec): 18.00 - samples/sec: 11759.28 - lr: 0.100000 | |
| 2023-04-05 11:33:31,769 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:33:31,769 EPOCH 13 done: loss 0.0703 - lr 0.100000 | |
| 2023-04-05 11:33:31,769 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:33:31,772 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:33:33,600 epoch 14 - iter 28/280 - loss 0.07117781 - time (sec): 1.83 - samples/sec: 11609.76 - lr: 0.100000 | |
| 2023-04-05 11:33:35,435 epoch 14 - iter 56/280 - loss 0.06757552 - time (sec): 3.66 - samples/sec: 11617.06 - lr: 0.100000 | |
| 2023-04-05 11:33:37,265 epoch 14 - iter 84/280 - loss 0.06749817 - time (sec): 5.49 - samples/sec: 11710.48 - lr: 0.100000 | |
| 2023-04-05 11:33:39,018 epoch 14 - iter 112/280 - loss 0.06813775 - time (sec): 7.25 - samples/sec: 11720.08 - lr: 0.100000 | |
| 2023-04-05 11:33:40,814 epoch 14 - iter 140/280 - loss 0.06788856 - time (sec): 9.04 - samples/sec: 11699.16 - lr: 0.100000 | |
| 2023-04-05 11:33:42,579 epoch 14 - iter 168/280 - loss 0.06731170 - time (sec): 10.81 - samples/sec: 11767.24 - lr: 0.100000 | |
| 2023-04-05 11:33:44,381 epoch 14 - iter 196/280 - loss 0.06638080 - time (sec): 12.61 - samples/sec: 11750.60 - lr: 0.100000 | |
| 2023-04-05 11:33:46,167 epoch 14 - iter 224/280 - loss 0.06650452 - time (sec): 14.39 - samples/sec: 11756.55 - lr: 0.100000 | |
| 2023-04-05 11:33:47,990 epoch 14 - iter 252/280 - loss 0.06709942 - time (sec): 16.22 - samples/sec: 11752.33 - lr: 0.100000 | |
| 2023-04-05 11:33:49,736 epoch 14 - iter 280/280 - loss 0.06682125 - time (sec): 17.96 - samples/sec: 11784.56 - lr: 0.100000 | |
| 2023-04-05 11:33:49,736 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:33:49,736 EPOCH 14 done: loss 0.0668 - lr 0.100000 | |
| 2023-04-05 11:33:49,736 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:33:49,739 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:33:51,533 epoch 15 - iter 28/280 - loss 0.06164767 - time (sec): 1.79 - samples/sec: 11630.68 - lr: 0.100000 | |
| 2023-04-05 11:33:53,314 epoch 15 - iter 56/280 - loss 0.06217384 - time (sec): 3.58 - samples/sec: 11862.10 - lr: 0.100000 | |
| 2023-04-05 11:33:55,129 epoch 15 - iter 84/280 - loss 0.06421412 - time (sec): 5.39 - samples/sec: 11809.56 - lr: 0.100000 | |
| 2023-04-05 11:33:56,965 epoch 15 - iter 112/280 - loss 0.06330052 - time (sec): 7.23 - samples/sec: 11802.89 - lr: 0.100000 | |
| 2023-04-05 11:33:58,798 epoch 15 - iter 140/280 - loss 0.06302798 - time (sec): 9.06 - samples/sec: 11713.93 - lr: 0.100000 | |
| 2023-04-05 11:34:00,606 epoch 15 - iter 168/280 - loss 0.06315935 - time (sec): 10.87 - samples/sec: 11696.09 - lr: 0.100000 | |
| 2023-04-05 11:34:02,382 epoch 15 - iter 196/280 - loss 0.06322420 - time (sec): 12.64 - samples/sec: 11717.82 - lr: 0.100000 | |
| 2023-04-05 11:34:04,205 epoch 15 - iter 224/280 - loss 0.06382788 - time (sec): 14.47 - samples/sec: 11713.74 - lr: 0.100000 | |
| 2023-04-05 11:34:06,017 epoch 15 - iter 252/280 - loss 0.06386257 - time (sec): 16.28 - samples/sec: 11711.88 - lr: 0.100000 | |
| 2023-04-05 11:34:07,788 epoch 15 - iter 280/280 - loss 0.06432687 - time (sec): 18.05 - samples/sec: 11728.90 - lr: 0.100000 | |
| 2023-04-05 11:34:07,788 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:34:07,788 EPOCH 15 done: loss 0.0643 - lr 0.100000 | |
| 2023-04-05 11:34:07,788 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:34:07,791 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:34:09,596 epoch 16 - iter 28/280 - loss 0.06262701 - time (sec): 1.80 - samples/sec: 11828.01 - lr: 0.100000 | |
| 2023-04-05 11:34:11,429 epoch 16 - iter 56/280 - loss 0.06408094 - time (sec): 3.64 - samples/sec: 11646.70 - lr: 0.100000 | |
| 2023-04-05 11:34:13,212 epoch 16 - iter 84/280 - loss 0.06321444 - time (sec): 5.42 - samples/sec: 11726.49 - lr: 0.100000 | |
| 2023-04-05 11:34:15,000 epoch 16 - iter 112/280 - loss 0.06311591 - time (sec): 7.21 - samples/sec: 11727.57 - lr: 0.100000 | |
| 2023-04-05 11:34:16,796 epoch 16 - iter 140/280 - loss 0.06314014 - time (sec): 9.00 - samples/sec: 11800.46 - lr: 0.100000 | |
| 2023-04-05 11:34:18,600 epoch 16 - iter 168/280 - loss 0.06342748 - time (sec): 10.81 - samples/sec: 11798.24 - lr: 0.100000 | |
| 2023-04-05 11:34:20,375 epoch 16 - iter 196/280 - loss 0.06338833 - time (sec): 12.58 - samples/sec: 11844.19 - lr: 0.100000 | |
| 2023-04-05 11:34:22,158 epoch 16 - iter 224/280 - loss 0.06271106 - time (sec): 14.37 - samples/sec: 11832.71 - lr: 0.100000 | |
| 2023-04-05 11:34:23,943 epoch 16 - iter 252/280 - loss 0.06257842 - time (sec): 16.15 - samples/sec: 11825.27 - lr: 0.100000 | |
| 2023-04-05 11:34:25,716 epoch 16 - iter 280/280 - loss 0.06212692 - time (sec): 17.93 - samples/sec: 11809.79 - lr: 0.100000 | |
| 2023-04-05 11:34:25,717 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:34:25,717 EPOCH 16 done: loss 0.0621 - lr 0.100000 | |
| 2023-04-05 11:34:25,717 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:34:25,720 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:34:27,508 epoch 17 - iter 28/280 - loss 0.05288342 - time (sec): 1.79 - samples/sec: 11609.24 - lr: 0.100000 | |
| 2023-04-05 11:34:29,286 epoch 17 - iter 56/280 - loss 0.05480018 - time (sec): 3.57 - samples/sec: 11868.54 - lr: 0.100000 | |
| 2023-04-05 11:34:31,110 epoch 17 - iter 84/280 - loss 0.05705219 - time (sec): 5.39 - samples/sec: 11852.73 - lr: 0.100000 | |
| 2023-04-05 11:34:33,001 epoch 17 - iter 112/280 - loss 0.05931561 - time (sec): 7.28 - samples/sec: 11726.22 - lr: 0.100000 | |
| 2023-04-05 11:34:34,797 epoch 17 - iter 140/280 - loss 0.05948492 - time (sec): 9.08 - samples/sec: 11741.35 - lr: 0.100000 | |
| 2023-04-05 11:34:36,620 epoch 17 - iter 168/280 - loss 0.05906552 - time (sec): 10.90 - samples/sec: 11687.50 - lr: 0.100000 | |
| 2023-04-05 11:34:38,479 epoch 17 - iter 196/280 - loss 0.05925180 - time (sec): 12.76 - samples/sec: 11668.79 - lr: 0.100000 | |
| 2023-04-05 11:34:40,227 epoch 17 - iter 224/280 - loss 0.05954558 - time (sec): 14.51 - samples/sec: 11691.53 - lr: 0.100000 | |
| 2023-04-05 11:34:42,071 epoch 17 - iter 252/280 - loss 0.05948937 - time (sec): 16.35 - samples/sec: 11687.91 - lr: 0.100000 | |
| 2023-04-05 11:34:43,825 epoch 17 - iter 280/280 - loss 0.05899674 - time (sec): 18.11 - samples/sec: 11692.31 - lr: 0.100000 | |
| 2023-04-05 11:34:43,825 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:34:43,825 EPOCH 17 done: loss 0.0590 - lr 0.100000 | |
| 2023-04-05 11:34:43,825 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:34:43,828 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:34:45,643 epoch 18 - iter 28/280 - loss 0.05825112 - time (sec): 1.81 - samples/sec: 11393.99 - lr: 0.100000 | |
| 2023-04-05 11:34:47,447 epoch 18 - iter 56/280 - loss 0.05855799 - time (sec): 3.62 - samples/sec: 11555.67 - lr: 0.100000 | |
| 2023-04-05 11:34:49,212 epoch 18 - iter 84/280 - loss 0.05819408 - time (sec): 5.38 - samples/sec: 11687.96 - lr: 0.100000 | |
| 2023-04-05 11:34:51,012 epoch 18 - iter 112/280 - loss 0.05842853 - time (sec): 7.18 - samples/sec: 11698.82 - lr: 0.100000 | |
| 2023-04-05 11:34:52,817 epoch 18 - iter 140/280 - loss 0.05969303 - time (sec): 8.99 - samples/sec: 11733.02 - lr: 0.100000 | |
| 2023-04-05 11:34:54,550 epoch 18 - iter 168/280 - loss 0.05938442 - time (sec): 10.72 - samples/sec: 11794.60 - lr: 0.100000 | |
| 2023-04-05 11:34:56,337 epoch 18 - iter 196/280 - loss 0.05886669 - time (sec): 12.51 - samples/sec: 11803.83 - lr: 0.100000 | |
| 2023-04-05 11:34:58,157 epoch 18 - iter 224/280 - loss 0.05813409 - time (sec): 14.33 - samples/sec: 11807.20 - lr: 0.100000 | |
| 2023-04-05 11:35:00,015 epoch 18 - iter 252/280 - loss 0.05876983 - time (sec): 16.19 - samples/sec: 11774.36 - lr: 0.100000 | |
| 2023-04-05 11:35:01,856 epoch 18 - iter 280/280 - loss 0.05829040 - time (sec): 18.03 - samples/sec: 11742.40 - lr: 0.100000 | |
| 2023-04-05 11:35:01,856 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:35:01,856 EPOCH 18 done: loss 0.0583 - lr 0.100000 | |
| 2023-04-05 11:35:01,856 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:35:01,859 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:35:03,648 epoch 19 - iter 28/280 - loss 0.05283264 - time (sec): 1.79 - samples/sec: 11861.88 - lr: 0.100000 | |
| 2023-04-05 11:35:05,399 epoch 19 - iter 56/280 - loss 0.05393442 - time (sec): 3.54 - samples/sec: 11919.42 - lr: 0.100000 | |
| 2023-04-05 11:35:07,216 epoch 19 - iter 84/280 - loss 0.05440639 - time (sec): 5.36 - samples/sec: 11911.11 - lr: 0.100000 | |
| 2023-04-05 11:35:09,008 epoch 19 - iter 112/280 - loss 0.05531663 - time (sec): 7.15 - samples/sec: 11909.93 - lr: 0.100000 | |
| 2023-04-05 11:35:10,840 epoch 19 - iter 140/280 - loss 0.05565688 - time (sec): 8.98 - samples/sec: 11841.81 - lr: 0.100000 | |
| 2023-04-05 11:35:12,599 epoch 19 - iter 168/280 - loss 0.05529086 - time (sec): 10.74 - samples/sec: 11830.34 - lr: 0.100000 | |
| 2023-04-05 11:35:14,463 epoch 19 - iter 196/280 - loss 0.05545870 - time (sec): 12.60 - samples/sec: 11799.00 - lr: 0.100000 | |
| 2023-04-05 11:35:16,261 epoch 19 - iter 224/280 - loss 0.05566567 - time (sec): 14.40 - samples/sec: 11790.06 - lr: 0.100000 | |
| 2023-04-05 11:35:18,080 epoch 19 - iter 252/280 - loss 0.05539139 - time (sec): 16.22 - samples/sec: 11789.98 - lr: 0.100000 | |
| 2023-04-05 11:35:19,860 epoch 19 - iter 280/280 - loss 0.05608728 - time (sec): 18.00 - samples/sec: 11759.72 - lr: 0.100000 | |
| 2023-04-05 11:35:19,861 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:35:19,861 EPOCH 19 done: loss 0.0561 - lr 0.100000 | |
| 2023-04-05 11:35:19,861 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:35:19,863 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:35:21,682 epoch 20 - iter 28/280 - loss 0.05218948 - time (sec): 1.82 - samples/sec: 11864.34 - lr: 0.100000 | |
| 2023-04-05 11:35:23,429 epoch 20 - iter 56/280 - loss 0.05439578 - time (sec): 3.57 - samples/sec: 11775.62 - lr: 0.100000 | |
| 2023-04-05 11:35:25,252 epoch 20 - iter 84/280 - loss 0.05408566 - time (sec): 5.39 - samples/sec: 11811.45 - lr: 0.100000 | |
| 2023-04-05 11:35:27,093 epoch 20 - iter 112/280 - loss 0.05399655 - time (sec): 7.23 - samples/sec: 11838.21 - lr: 0.100000 | |
| 2023-04-05 11:35:28,853 epoch 20 - iter 140/280 - loss 0.05421216 - time (sec): 8.99 - samples/sec: 11840.90 - lr: 0.100000 | |
| 2023-04-05 11:35:30,569 epoch 20 - iter 168/280 - loss 0.05381559 - time (sec): 10.71 - samples/sec: 11886.54 - lr: 0.100000 | |
| 2023-04-05 11:35:32,406 epoch 20 - iter 196/280 - loss 0.05400375 - time (sec): 12.54 - samples/sec: 11866.18 - lr: 0.100000 | |
| 2023-04-05 11:35:34,260 epoch 20 - iter 224/280 - loss 0.05410216 - time (sec): 14.40 - samples/sec: 11851.80 - lr: 0.100000 | |
| 2023-04-05 11:35:36,025 epoch 20 - iter 252/280 - loss 0.05360529 - time (sec): 16.16 - samples/sec: 11823.32 - lr: 0.100000 | |
| 2023-04-05 11:35:37,750 epoch 20 - iter 280/280 - loss 0.05352429 - time (sec): 17.89 - samples/sec: 11835.02 - lr: 0.100000 | |
| 2023-04-05 11:35:37,751 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:35:37,751 EPOCH 20 done: loss 0.0535 - lr 0.100000 | |
| 2023-04-05 11:35:37,751 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:35:37,753 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:35:39,571 epoch 21 - iter 28/280 - loss 0.04843651 - time (sec): 1.82 - samples/sec: 11976.57 - lr: 0.100000 | |
| 2023-04-05 11:35:41,349 epoch 21 - iter 56/280 - loss 0.05169687 - time (sec): 3.60 - samples/sec: 11948.84 - lr: 0.100000 | |
| 2023-04-05 11:35:43,134 epoch 21 - iter 84/280 - loss 0.05002623 - time (sec): 5.38 - samples/sec: 11953.90 - lr: 0.100000 | |
| 2023-04-05 11:35:44,933 epoch 21 - iter 112/280 - loss 0.05033864 - time (sec): 7.18 - samples/sec: 11975.88 - lr: 0.100000 | |
| 2023-04-05 11:35:46,748 epoch 21 - iter 140/280 - loss 0.05125730 - time (sec): 8.99 - samples/sec: 11935.95 - lr: 0.100000 | |
| 2023-04-05 11:35:48,512 epoch 21 - iter 168/280 - loss 0.05090290 - time (sec): 10.76 - samples/sec: 11926.32 - lr: 0.100000 | |
| 2023-04-05 11:35:50,313 epoch 21 - iter 196/280 - loss 0.05134009 - time (sec): 12.56 - samples/sec: 11917.05 - lr: 0.100000 | |
| 2023-04-05 11:35:52,116 epoch 21 - iter 224/280 - loss 0.05141356 - time (sec): 14.36 - samples/sec: 11898.55 - lr: 0.100000 | |
| 2023-04-05 11:35:53,893 epoch 21 - iter 252/280 - loss 0.05179103 - time (sec): 16.14 - samples/sec: 11859.25 - lr: 0.100000 | |
| 2023-04-05 11:35:55,614 epoch 21 - iter 280/280 - loss 0.05202194 - time (sec): 17.86 - samples/sec: 11852.58 - lr: 0.100000 | |
| 2023-04-05 11:35:55,614 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:35:55,614 EPOCH 21 done: loss 0.0520 - lr 0.100000 | |
| 2023-04-05 11:35:55,614 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:35:55,617 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:35:57,426 epoch 22 - iter 28/280 - loss 0.05265036 - time (sec): 1.81 - samples/sec: 11809.34 - lr: 0.100000 | |
| 2023-04-05 11:35:59,213 epoch 22 - iter 56/280 - loss 0.05228089 - time (sec): 3.60 - samples/sec: 11790.63 - lr: 0.100000 | |
| 2023-04-05 11:36:00,990 epoch 22 - iter 84/280 - loss 0.05085628 - time (sec): 5.37 - samples/sec: 11832.29 - lr: 0.100000 | |
| 2023-04-05 11:36:02,793 epoch 22 - iter 112/280 - loss 0.05016075 - time (sec): 7.18 - samples/sec: 11827.93 - lr: 0.100000 | |
| 2023-04-05 11:36:04,557 epoch 22 - iter 140/280 - loss 0.05025752 - time (sec): 8.94 - samples/sec: 11881.74 - lr: 0.100000 | |
| 2023-04-05 11:36:06,352 epoch 22 - iter 168/280 - loss 0.05001551 - time (sec): 10.73 - samples/sec: 11869.36 - lr: 0.100000 | |
| 2023-04-05 11:36:08,162 epoch 22 - iter 196/280 - loss 0.05019254 - time (sec): 12.55 - samples/sec: 11875.55 - lr: 0.100000 | |
| 2023-04-05 11:36:09,933 epoch 22 - iter 224/280 - loss 0.05035007 - time (sec): 14.32 - samples/sec: 11856.65 - lr: 0.100000 | |
| 2023-04-05 11:36:11,752 epoch 22 - iter 252/280 - loss 0.04997119 - time (sec): 16.14 - samples/sec: 11859.88 - lr: 0.100000 | |
| 2023-04-05 11:36:13,507 epoch 22 - iter 280/280 - loss 0.04996262 - time (sec): 17.89 - samples/sec: 11832.64 - lr: 0.100000 | |
| 2023-04-05 11:36:13,508 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:36:13,508 EPOCH 22 done: loss 0.0500 - lr 0.100000 | |
| 2023-04-05 11:36:13,508 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:36:13,510 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:36:15,315 epoch 23 - iter 28/280 - loss 0.04413645 - time (sec): 1.80 - samples/sec: 12073.50 - lr: 0.100000 | |
| 2023-04-05 11:36:17,041 epoch 23 - iter 56/280 - loss 0.04875877 - time (sec): 3.53 - samples/sec: 12101.00 - lr: 0.100000 | |
| 2023-04-05 11:36:18,832 epoch 23 - iter 84/280 - loss 0.04898522 - time (sec): 5.32 - samples/sec: 12026.44 - lr: 0.100000 | |
| 2023-04-05 11:36:20,638 epoch 23 - iter 112/280 - loss 0.04899564 - time (sec): 7.13 - samples/sec: 11926.44 - lr: 0.100000 | |
| 2023-04-05 11:36:22,493 epoch 23 - iter 140/280 - loss 0.04896253 - time (sec): 8.98 - samples/sec: 11880.38 - lr: 0.100000 | |
| 2023-04-05 11:36:24,290 epoch 23 - iter 168/280 - loss 0.04848346 - time (sec): 10.78 - samples/sec: 11869.02 - lr: 0.100000 | |
| 2023-04-05 11:36:26,066 epoch 23 - iter 196/280 - loss 0.04878206 - time (sec): 12.56 - samples/sec: 11844.14 - lr: 0.100000 | |
| 2023-04-05 11:36:27,870 epoch 23 - iter 224/280 - loss 0.04872234 - time (sec): 14.36 - samples/sec: 11856.29 - lr: 0.100000 | |
| 2023-04-05 11:36:29,681 epoch 23 - iter 252/280 - loss 0.04921133 - time (sec): 16.17 - samples/sec: 11830.39 - lr: 0.100000 | |
| 2023-04-05 11:36:31,462 epoch 23 - iter 280/280 - loss 0.04937451 - time (sec): 17.95 - samples/sec: 11792.19 - lr: 0.100000 | |
| 2023-04-05 11:36:31,463 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:36:31,463 EPOCH 23 done: loss 0.0494 - lr 0.100000 | |
| 2023-04-05 11:36:31,463 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:36:31,465 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:36:33,286 epoch 24 - iter 28/280 - loss 0.04552134 - time (sec): 1.82 - samples/sec: 11836.10 - lr: 0.100000 | |
| 2023-04-05 11:36:35,051 epoch 24 - iter 56/280 - loss 0.04245978 - time (sec): 3.59 - samples/sec: 11851.03 - lr: 0.100000 | |
| 2023-04-05 11:36:36,883 epoch 24 - iter 84/280 - loss 0.04482955 - time (sec): 5.42 - samples/sec: 11776.35 - lr: 0.100000 | |
| 2023-04-05 11:36:38,691 epoch 24 - iter 112/280 - loss 0.04568848 - time (sec): 7.23 - samples/sec: 11749.75 - lr: 0.100000 | |
| 2023-04-05 11:36:40,537 epoch 24 - iter 140/280 - loss 0.04675023 - time (sec): 9.07 - samples/sec: 11723.74 - lr: 0.100000 | |
| 2023-04-05 11:36:42,277 epoch 24 - iter 168/280 - loss 0.04727348 - time (sec): 10.81 - samples/sec: 11816.75 - lr: 0.100000 | |
| 2023-04-05 11:36:44,027 epoch 24 - iter 196/280 - loss 0.04740621 - time (sec): 12.56 - samples/sec: 11812.06 - lr: 0.100000 | |
| 2023-04-05 11:36:45,809 epoch 24 - iter 224/280 - loss 0.04746922 - time (sec): 14.34 - samples/sec: 11843.15 - lr: 0.100000 | |
| 2023-04-05 11:36:47,572 epoch 24 - iter 252/280 - loss 0.04769287 - time (sec): 16.11 - samples/sec: 11853.42 - lr: 0.100000 | |
| 2023-04-05 11:36:49,355 epoch 24 - iter 280/280 - loss 0.04779525 - time (sec): 17.89 - samples/sec: 11833.34 - lr: 0.100000 | |
| 2023-04-05 11:36:49,355 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:36:49,355 EPOCH 24 done: loss 0.0478 - lr 0.100000 | |
| 2023-04-05 11:36:49,355 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:36:49,358 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:36:51,116 epoch 25 - iter 28/280 - loss 0.04124236 - time (sec): 1.76 - samples/sec: 11761.53 - lr: 0.100000 | |
| 2023-04-05 11:36:52,887 epoch 25 - iter 56/280 - loss 0.04181873 - time (sec): 3.53 - samples/sec: 11813.75 - lr: 0.100000 | |
| 2023-04-05 11:36:54,651 epoch 25 - iter 84/280 - loss 0.04423627 - time (sec): 5.29 - samples/sec: 11846.35 - lr: 0.100000 | |
| 2023-04-05 11:36:56,478 epoch 25 - iter 112/280 - loss 0.04517841 - time (sec): 7.12 - samples/sec: 11790.36 - lr: 0.100000 | |
| 2023-04-05 11:36:58,285 epoch 25 - iter 140/280 - loss 0.04565567 - time (sec): 8.93 - samples/sec: 11797.90 - lr: 0.100000 | |
| 2023-04-05 11:37:00,043 epoch 25 - iter 168/280 - loss 0.04520782 - time (sec): 10.69 - samples/sec: 11844.63 - lr: 0.100000 | |
| 2023-04-05 11:37:01,927 epoch 25 - iter 196/280 - loss 0.04512460 - time (sec): 12.57 - samples/sec: 11808.10 - lr: 0.100000 | |
| 2023-04-05 11:37:03,756 epoch 25 - iter 224/280 - loss 0.04511967 - time (sec): 14.40 - samples/sec: 11777.13 - lr: 0.100000 | |
| 2023-04-05 11:37:05,589 epoch 25 - iter 252/280 - loss 0.04524566 - time (sec): 16.23 - samples/sec: 11772.05 - lr: 0.100000 | |
| 2023-04-05 11:37:07,335 epoch 25 - iter 280/280 - loss 0.04590508 - time (sec): 17.98 - samples/sec: 11775.74 - lr: 0.100000 | |
| 2023-04-05 11:37:07,335 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:37:07,335 EPOCH 25 done: loss 0.0459 - lr 0.100000 | |
| 2023-04-05 11:37:07,335 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:37:07,338 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:37:09,132 epoch 26 - iter 28/280 - loss 0.04089327 - time (sec): 1.79 - samples/sec: 11935.93 - lr: 0.100000 | |
| 2023-04-05 11:37:10,911 epoch 26 - iter 56/280 - loss 0.04435597 - time (sec): 3.57 - samples/sec: 11817.77 - lr: 0.100000 | |
| 2023-04-05 11:37:12,717 epoch 26 - iter 84/280 - loss 0.04331287 - time (sec): 5.38 - samples/sec: 11709.68 - lr: 0.100000 | |
| 2023-04-05 11:37:14,522 epoch 26 - iter 112/280 - loss 0.04340537 - time (sec): 7.18 - samples/sec: 11739.55 - lr: 0.100000 | |
| 2023-04-05 11:37:16,273 epoch 26 - iter 140/280 - loss 0.04434313 - time (sec): 8.94 - samples/sec: 11756.57 - lr: 0.100000 | |
| 2023-04-05 11:37:18,075 epoch 26 - iter 168/280 - loss 0.04410324 - time (sec): 10.74 - samples/sec: 11791.15 - lr: 0.100000 | |
| 2023-04-05 11:37:19,845 epoch 26 - iter 196/280 - loss 0.04412420 - time (sec): 12.51 - samples/sec: 11819.23 - lr: 0.100000 | |
| 2023-04-05 11:37:21,630 epoch 26 - iter 224/280 - loss 0.04430673 - time (sec): 14.29 - samples/sec: 11817.98 - lr: 0.100000 | |
| 2023-04-05 11:37:23,436 epoch 26 - iter 252/280 - loss 0.04446632 - time (sec): 16.10 - samples/sec: 11821.47 - lr: 0.100000 | |
| 2023-04-05 11:37:25,257 epoch 26 - iter 280/280 - loss 0.04501354 - time (sec): 17.92 - samples/sec: 11813.76 - lr: 0.100000 | |
| 2023-04-05 11:37:25,257 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:37:25,257 EPOCH 26 done: loss 0.0450 - lr 0.100000 | |
| 2023-04-05 11:37:25,257 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:37:25,260 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:37:27,025 epoch 27 - iter 28/280 - loss 0.03851357 - time (sec): 1.77 - samples/sec: 12051.51 - lr: 0.100000 | |
| 2023-04-05 11:37:28,838 epoch 27 - iter 56/280 - loss 0.04014540 - time (sec): 3.58 - samples/sec: 11914.90 - lr: 0.100000 | |
| 2023-04-05 11:37:30,664 epoch 27 - iter 84/280 - loss 0.04133777 - time (sec): 5.40 - samples/sec: 11789.93 - lr: 0.100000 | |
| 2023-04-05 11:37:32,408 epoch 27 - iter 112/280 - loss 0.04193196 - time (sec): 7.15 - samples/sec: 11846.44 - lr: 0.100000 | |
| 2023-04-05 11:37:34,182 epoch 27 - iter 140/280 - loss 0.04183586 - time (sec): 8.92 - samples/sec: 11863.34 - lr: 0.100000 | |
| 2023-04-05 11:37:35,977 epoch 27 - iter 168/280 - loss 0.04189724 - time (sec): 10.72 - samples/sec: 11884.31 - lr: 0.100000 | |
| 2023-04-05 11:37:37,810 epoch 27 - iter 196/280 - loss 0.04244932 - time (sec): 12.55 - samples/sec: 11857.76 - lr: 0.100000 | |
| 2023-04-05 11:37:39,646 epoch 27 - iter 224/280 - loss 0.04281068 - time (sec): 14.39 - samples/sec: 11790.05 - lr: 0.100000 | |
| 2023-04-05 11:37:41,440 epoch 27 - iter 252/280 - loss 0.04280542 - time (sec): 16.18 - samples/sec: 11783.33 - lr: 0.100000 | |
| 2023-04-05 11:37:43,228 epoch 27 - iter 280/280 - loss 0.04399544 - time (sec): 17.97 - samples/sec: 11781.91 - lr: 0.100000 | |
| 2023-04-05 11:37:43,228 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:37:43,228 EPOCH 27 done: loss 0.0440 - lr 0.100000 | |
| 2023-04-05 11:37:43,228 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:37:43,231 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:37:45,052 epoch 28 - iter 28/280 - loss 0.03782082 - time (sec): 1.82 - samples/sec: 11549.39 - lr: 0.100000 | |
| 2023-04-05 11:37:46,899 epoch 28 - iter 56/280 - loss 0.04120980 - time (sec): 3.67 - samples/sec: 11594.96 - lr: 0.100000 | |
| 2023-04-05 11:37:48,678 epoch 28 - iter 84/280 - loss 0.04173927 - time (sec): 5.45 - samples/sec: 11658.57 - lr: 0.100000 | |
| 2023-04-05 11:37:50,453 epoch 28 - iter 112/280 - loss 0.04021163 - time (sec): 7.22 - samples/sec: 11735.56 - lr: 0.100000 | |
| 2023-04-05 11:37:52,317 epoch 28 - iter 140/280 - loss 0.04071840 - time (sec): 9.09 - samples/sec: 11737.51 - lr: 0.100000 | |
| 2023-04-05 11:37:54,164 epoch 28 - iter 168/280 - loss 0.04090358 - time (sec): 10.93 - samples/sec: 11696.43 - lr: 0.100000 | |
| 2023-04-05 11:37:55,996 epoch 28 - iter 196/280 - loss 0.04071248 - time (sec): 12.76 - samples/sec: 11732.91 - lr: 0.100000 | |
| 2023-04-05 11:37:57,799 epoch 28 - iter 224/280 - loss 0.04154954 - time (sec): 14.57 - samples/sec: 11710.96 - lr: 0.100000 | |
| 2023-04-05 11:37:59,572 epoch 28 - iter 252/280 - loss 0.04182913 - time (sec): 16.34 - samples/sec: 11703.81 - lr: 0.100000 | |
| 2023-04-05 11:38:01,307 epoch 28 - iter 280/280 - loss 0.04174203 - time (sec): 18.08 - samples/sec: 11710.77 - lr: 0.100000 | |
| 2023-04-05 11:38:01,308 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:38:01,308 EPOCH 28 done: loss 0.0417 - lr 0.100000 | |
| 2023-04-05 11:38:01,308 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:38:01,310 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:38:03,076 epoch 29 - iter 28/280 - loss 0.04221041 - time (sec): 1.77 - samples/sec: 11874.64 - lr: 0.100000 | |
| 2023-04-05 11:38:04,896 epoch 29 - iter 56/280 - loss 0.04149599 - time (sec): 3.59 - samples/sec: 11866.19 - lr: 0.100000 | |
| 2023-04-05 11:38:06,691 epoch 29 - iter 84/280 - loss 0.04060912 - time (sec): 5.38 - samples/sec: 11852.32 - lr: 0.100000 | |
| 2023-04-05 11:38:08,518 epoch 29 - iter 112/280 - loss 0.04082735 - time (sec): 7.21 - samples/sec: 11806.45 - lr: 0.100000 | |
| 2023-04-05 11:38:10,352 epoch 29 - iter 140/280 - loss 0.04116983 - time (sec): 9.04 - samples/sec: 11777.70 - lr: 0.100000 | |
| 2023-04-05 11:38:12,130 epoch 29 - iter 168/280 - loss 0.04118497 - time (sec): 10.82 - samples/sec: 11814.34 - lr: 0.100000 | |
| 2023-04-05 11:38:13,976 epoch 29 - iter 196/280 - loss 0.04185893 - time (sec): 12.67 - samples/sec: 11780.51 - lr: 0.100000 | |
| 2023-04-05 11:38:15,759 epoch 29 - iter 224/280 - loss 0.04171785 - time (sec): 14.45 - samples/sec: 11783.56 - lr: 0.100000 | |
| 2023-04-05 11:38:17,560 epoch 29 - iter 252/280 - loss 0.04155907 - time (sec): 16.25 - samples/sec: 11768.06 - lr: 0.100000 | |
| 2023-04-05 11:38:19,319 epoch 29 - iter 280/280 - loss 0.04183624 - time (sec): 18.01 - samples/sec: 11754.88 - lr: 0.100000 | |
| 2023-04-05 11:38:19,319 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:38:19,320 EPOCH 29 done: loss 0.0418 - lr 0.100000 | |
| 2023-04-05 11:38:19,320 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:38:19,322 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:38:21,198 epoch 30 - iter 28/280 - loss 0.03779117 - time (sec): 1.88 - samples/sec: 11594.86 - lr: 0.100000 | |
| 2023-04-05 11:38:23,011 epoch 30 - iter 56/280 - loss 0.03672050 - time (sec): 3.69 - samples/sec: 11721.53 - lr: 0.100000 | |
| 2023-04-05 11:38:24,808 epoch 30 - iter 84/280 - loss 0.03610688 - time (sec): 5.49 - samples/sec: 11732.88 - lr: 0.100000 | |
| 2023-04-05 11:38:26,627 epoch 30 - iter 112/280 - loss 0.03689068 - time (sec): 7.30 - samples/sec: 11662.28 - lr: 0.100000 | |
| 2023-04-05 11:38:28,391 epoch 30 - iter 140/280 - loss 0.03771745 - time (sec): 9.07 - samples/sec: 11707.12 - lr: 0.100000 | |
| 2023-04-05 11:38:30,250 epoch 30 - iter 168/280 - loss 0.03810714 - time (sec): 10.93 - samples/sec: 11690.48 - lr: 0.100000 | |
| 2023-04-05 11:38:32,026 epoch 30 - iter 196/280 - loss 0.03878411 - time (sec): 12.70 - samples/sec: 11698.03 - lr: 0.100000 | |
| 2023-04-05 11:38:33,775 epoch 30 - iter 224/280 - loss 0.03871405 - time (sec): 14.45 - samples/sec: 11689.34 - lr: 0.100000 | |
| 2023-04-05 11:38:35,555 epoch 30 - iter 252/280 - loss 0.03891072 - time (sec): 16.23 - samples/sec: 11723.14 - lr: 0.100000 | |
| 2023-04-05 11:38:37,407 epoch 30 - iter 280/280 - loss 0.03988472 - time (sec): 18.08 - samples/sec: 11705.56 - lr: 0.100000 | |
| 2023-04-05 11:38:37,407 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:38:37,407 EPOCH 30 done: loss 0.0399 - lr 0.100000 | |
| 2023-04-05 11:38:37,407 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:38:37,410 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:38:39,189 epoch 31 - iter 28/280 - loss 0.03808612 - time (sec): 1.78 - samples/sec: 11713.27 - lr: 0.100000 | |
| 2023-04-05 11:38:40,986 epoch 31 - iter 56/280 - loss 0.03951726 - time (sec): 3.58 - samples/sec: 11768.47 - lr: 0.100000 | |
| 2023-04-05 11:38:42,789 epoch 31 - iter 84/280 - loss 0.03882489 - time (sec): 5.38 - samples/sec: 11759.99 - lr: 0.100000 | |
| 2023-04-05 11:38:44,634 epoch 31 - iter 112/280 - loss 0.03841884 - time (sec): 7.22 - samples/sec: 11719.98 - lr: 0.100000 | |
| 2023-04-05 11:38:46,458 epoch 31 - iter 140/280 - loss 0.03871293 - time (sec): 9.05 - samples/sec: 11726.56 - lr: 0.100000 | |
| 2023-04-05 11:38:48,240 epoch 31 - iter 168/280 - loss 0.03824375 - time (sec): 10.83 - samples/sec: 11741.80 - lr: 0.100000 | |
| 2023-04-05 11:38:50,051 epoch 31 - iter 196/280 - loss 0.03852520 - time (sec): 12.64 - samples/sec: 11731.73 - lr: 0.100000 | |
| 2023-04-05 11:38:51,894 epoch 31 - iter 224/280 - loss 0.03860727 - time (sec): 14.48 - samples/sec: 11745.08 - lr: 0.100000 | |
| 2023-04-05 11:38:53,696 epoch 31 - iter 252/280 - loss 0.03860575 - time (sec): 16.29 - samples/sec: 11752.51 - lr: 0.100000 | |
| 2023-04-05 11:38:55,401 epoch 31 - iter 280/280 - loss 0.03881480 - time (sec): 17.99 - samples/sec: 11766.56 - lr: 0.100000 | |
| 2023-04-05 11:38:55,402 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:38:55,402 EPOCH 31 done: loss 0.0388 - lr 0.100000 | |
| 2023-04-05 11:38:55,402 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:38:55,405 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:38:57,211 epoch 32 - iter 28/280 - loss 0.03945079 - time (sec): 1.81 - samples/sec: 11607.57 - lr: 0.100000 | |
| 2023-04-05 11:38:59,049 epoch 32 - iter 56/280 - loss 0.03949573 - time (sec): 3.64 - samples/sec: 11526.26 - lr: 0.100000 | |
| 2023-04-05 11:39:00,902 epoch 32 - iter 84/280 - loss 0.03816195 - time (sec): 5.50 - samples/sec: 11484.70 - lr: 0.100000 | |
| 2023-04-05 11:39:02,761 epoch 32 - iter 112/280 - loss 0.03736938 - time (sec): 7.36 - samples/sec: 11435.90 - lr: 0.100000 | |
| 2023-04-05 11:39:04,649 epoch 32 - iter 140/280 - loss 0.03739442 - time (sec): 9.24 - samples/sec: 11448.83 - lr: 0.100000 | |
| 2023-04-05 11:39:06,460 epoch 32 - iter 168/280 - loss 0.03769359 - time (sec): 11.06 - samples/sec: 11460.45 - lr: 0.100000 | |
| 2023-04-05 11:39:08,292 epoch 32 - iter 196/280 - loss 0.03894570 - time (sec): 12.89 - samples/sec: 11468.50 - lr: 0.100000 | |
| 2023-04-05 11:39:10,081 epoch 32 - iter 224/280 - loss 0.03866787 - time (sec): 14.68 - samples/sec: 11536.25 - lr: 0.100000 | |
| 2023-04-05 11:39:11,946 epoch 32 - iter 252/280 - loss 0.03846310 - time (sec): 16.54 - samples/sec: 11559.07 - lr: 0.100000 | |
| 2023-04-05 11:39:13,705 epoch 32 - iter 280/280 - loss 0.03827095 - time (sec): 18.30 - samples/sec: 11567.44 - lr: 0.100000 | |
| 2023-04-05 11:39:13,706 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:39:13,706 EPOCH 32 done: loss 0.0383 - lr 0.100000 | |
| 2023-04-05 11:39:13,706 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:39:13,711 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:39:15,506 epoch 33 - iter 28/280 - loss 0.03470166 - time (sec): 1.80 - samples/sec: 11891.82 - lr: 0.100000 | |
| 2023-04-05 11:39:17,347 epoch 33 - iter 56/280 - loss 0.03871269 - time (sec): 3.64 - samples/sec: 11764.20 - lr: 0.100000 | |
| 2023-04-05 11:39:19,149 epoch 33 - iter 84/280 - loss 0.03902470 - time (sec): 5.44 - samples/sec: 11845.71 - lr: 0.100000 | |
| 2023-04-05 11:39:20,974 epoch 33 - iter 112/280 - loss 0.03725963 - time (sec): 7.26 - samples/sec: 11817.48 - lr: 0.100000 | |
| 2023-04-05 11:39:22,800 epoch 33 - iter 140/280 - loss 0.03723502 - time (sec): 9.09 - samples/sec: 11800.84 - lr: 0.100000 | |
| 2023-04-05 11:39:24,589 epoch 33 - iter 168/280 - loss 0.03721689 - time (sec): 10.88 - samples/sec: 11781.01 - lr: 0.100000 | |
| 2023-04-05 11:39:26,406 epoch 33 - iter 196/280 - loss 0.03801672 - time (sec): 12.70 - samples/sec: 11770.68 - lr: 0.100000 | |
| 2023-04-05 11:39:28,199 epoch 33 - iter 224/280 - loss 0.03776562 - time (sec): 14.49 - samples/sec: 11736.76 - lr: 0.100000 | |
| 2023-04-05 11:39:29,975 epoch 33 - iter 252/280 - loss 0.03802663 - time (sec): 16.26 - samples/sec: 11734.95 - lr: 0.100000 | |
| 2023-04-05 11:39:31,811 epoch 33 - iter 280/280 - loss 0.03831009 - time (sec): 18.10 - samples/sec: 11696.04 - lr: 0.100000 | |
| 2023-04-05 11:39:31,811 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:39:31,811 EPOCH 33 done: loss 0.0383 - lr 0.100000 | |
| 2023-04-05 11:39:31,811 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:39:31,814 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:39:33,627 epoch 34 - iter 28/280 - loss 0.03620962 - time (sec): 1.81 - samples/sec: 11603.36 - lr: 0.100000 | |
| 2023-04-05 11:39:35,513 epoch 34 - iter 56/280 - loss 0.03513302 - time (sec): 3.70 - samples/sec: 11433.87 - lr: 0.100000 | |
| 2023-04-05 11:39:37,359 epoch 34 - iter 84/280 - loss 0.03536669 - time (sec): 5.55 - samples/sec: 11446.28 - lr: 0.100000 | |
| 2023-04-05 11:39:39,180 epoch 34 - iter 112/280 - loss 0.03499080 - time (sec): 7.37 - samples/sec: 11483.59 - lr: 0.100000 | |
| 2023-04-05 11:39:41,027 epoch 34 - iter 140/280 - loss 0.03522558 - time (sec): 9.21 - samples/sec: 11487.75 - lr: 0.100000 | |
| 2023-04-05 11:39:42,870 epoch 34 - iter 168/280 - loss 0.03490538 - time (sec): 11.06 - samples/sec: 11475.42 - lr: 0.100000 | |
| 2023-04-05 11:39:44,748 epoch 34 - iter 196/280 - loss 0.03561561 - time (sec): 12.93 - samples/sec: 11478.01 - lr: 0.100000 | |
| 2023-04-05 11:39:46,578 epoch 34 - iter 224/280 - loss 0.03601340 - time (sec): 14.76 - samples/sec: 11481.38 - lr: 0.100000 | |
| 2023-04-05 11:39:48,401 epoch 34 - iter 252/280 - loss 0.03618573 - time (sec): 16.59 - samples/sec: 11498.93 - lr: 0.100000 | |
| 2023-04-05 11:39:50,175 epoch 34 - iter 280/280 - loss 0.03598665 - time (sec): 18.36 - samples/sec: 11529.49 - lr: 0.100000 | |
| 2023-04-05 11:39:50,175 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:39:50,175 EPOCH 34 done: loss 0.0360 - lr 0.100000 | |
| 2023-04-05 11:39:50,175 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:39:50,178 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:39:52,001 epoch 35 - iter 28/280 - loss 0.03397965 - time (sec): 1.82 - samples/sec: 11880.73 - lr: 0.100000 | |
| 2023-04-05 11:39:53,871 epoch 35 - iter 56/280 - loss 0.03403821 - time (sec): 3.69 - samples/sec: 11604.62 - lr: 0.100000 | |
| 2023-04-05 11:39:55,714 epoch 35 - iter 84/280 - loss 0.03543108 - time (sec): 5.54 - samples/sec: 11550.94 - lr: 0.100000 | |
| 2023-04-05 11:39:57,476 epoch 35 - iter 112/280 - loss 0.03645667 - time (sec): 7.30 - samples/sec: 11612.08 - lr: 0.100000 | |
| 2023-04-05 11:40:00,675 epoch 35 - iter 140/280 - loss 0.03658092 - time (sec): 10.50 - samples/sec: 10120.05 - lr: 0.100000 | |
| 2023-04-05 11:40:02,447 epoch 35 - iter 168/280 - loss 0.03659507 - time (sec): 12.27 - samples/sec: 10348.01 - lr: 0.100000 | |
| 2023-04-05 11:40:04,244 epoch 35 - iter 196/280 - loss 0.03646809 - time (sec): 14.07 - samples/sec: 10573.14 - lr: 0.100000 | |
| 2023-04-05 11:40:06,078 epoch 35 - iter 224/280 - loss 0.03662898 - time (sec): 15.90 - samples/sec: 10707.60 - lr: 0.100000 | |
| 2023-04-05 11:40:07,909 epoch 35 - iter 252/280 - loss 0.03633694 - time (sec): 17.73 - samples/sec: 10804.47 - lr: 0.100000 | |
| 2023-04-05 11:40:09,582 epoch 35 - iter 280/280 - loss 0.03636577 - time (sec): 19.40 - samples/sec: 10909.83 - lr: 0.100000 | |
| 2023-04-05 11:40:09,582 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:40:09,582 EPOCH 35 done: loss 0.0364 - lr 0.100000 | |
| 2023-04-05 11:40:09,582 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:40:09,585 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:40:11,364 epoch 36 - iter 28/280 - loss 0.03712210 - time (sec): 1.78 - samples/sec: 11737.86 - lr: 0.100000 | |
| 2023-04-05 11:40:13,181 epoch 36 - iter 56/280 - loss 0.03619270 - time (sec): 3.60 - samples/sec: 11743.46 - lr: 0.100000 | |
| 2023-04-05 11:40:15,010 epoch 36 - iter 84/280 - loss 0.03484479 - time (sec): 5.43 - samples/sec: 11766.34 - lr: 0.100000 | |
| 2023-04-05 11:40:16,861 epoch 36 - iter 112/280 - loss 0.03427536 - time (sec): 7.28 - samples/sec: 11707.46 - lr: 0.100000 | |
| 2023-04-05 11:40:18,638 epoch 36 - iter 140/280 - loss 0.03509265 - time (sec): 9.05 - samples/sec: 11718.62 - lr: 0.100000 | |
| 2023-04-05 11:40:20,450 epoch 36 - iter 168/280 - loss 0.03530102 - time (sec): 10.86 - samples/sec: 11719.62 - lr: 0.100000 | |
| 2023-04-05 11:40:22,286 epoch 36 - iter 196/280 - loss 0.03531748 - time (sec): 12.70 - samples/sec: 11740.50 - lr: 0.100000 | |
| 2023-04-05 11:40:24,112 epoch 36 - iter 224/280 - loss 0.03480613 - time (sec): 14.53 - samples/sec: 11705.97 - lr: 0.100000 | |
| 2023-04-05 11:40:25,885 epoch 36 - iter 252/280 - loss 0.03473059 - time (sec): 16.30 - samples/sec: 11739.57 - lr: 0.100000 | |
| 2023-04-05 11:40:27,616 epoch 36 - iter 280/280 - loss 0.03488935 - time (sec): 18.03 - samples/sec: 11740.50 - lr: 0.100000 | |
| 2023-04-05 11:40:27,616 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:40:27,616 EPOCH 36 done: loss 0.0349 - lr 0.100000 | |
| 2023-04-05 11:40:27,617 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:40:27,619 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:40:29,394 epoch 37 - iter 28/280 - loss 0.03492849 - time (sec): 1.77 - samples/sec: 11767.27 - lr: 0.100000 | |
| 2023-04-05 11:40:31,178 epoch 37 - iter 56/280 - loss 0.03533917 - time (sec): 3.56 - samples/sec: 11780.53 - lr: 0.100000 | |
| 2023-04-05 11:40:32,938 epoch 37 - iter 84/280 - loss 0.03550122 - time (sec): 5.32 - samples/sec: 11868.57 - lr: 0.100000 | |
| 2023-04-05 11:40:34,740 epoch 37 - iter 112/280 - loss 0.03508579 - time (sec): 7.12 - samples/sec: 11885.04 - lr: 0.100000 | |
| 2023-04-05 11:40:36,570 epoch 37 - iter 140/280 - loss 0.03527674 - time (sec): 8.95 - samples/sec: 11892.16 - lr: 0.100000 | |
| 2023-04-05 11:40:38,341 epoch 37 - iter 168/280 - loss 0.03503908 - time (sec): 10.72 - samples/sec: 11862.46 - lr: 0.100000 | |
| 2023-04-05 11:40:40,125 epoch 37 - iter 196/280 - loss 0.03501984 - time (sec): 12.51 - samples/sec: 11897.99 - lr: 0.100000 | |
| 2023-04-05 11:40:41,952 epoch 37 - iter 224/280 - loss 0.03484890 - time (sec): 14.33 - samples/sec: 11864.14 - lr: 0.100000 | |
| 2023-04-05 11:40:43,789 epoch 37 - iter 252/280 - loss 0.03482832 - time (sec): 16.17 - samples/sec: 11817.38 - lr: 0.100000 | |
| 2023-04-05 11:40:45,557 epoch 37 - iter 280/280 - loss 0.03452807 - time (sec): 17.94 - samples/sec: 11801.10 - lr: 0.100000 | |
| 2023-04-05 11:40:45,557 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:40:45,557 EPOCH 37 done: loss 0.0345 - lr 0.100000 | |
| 2023-04-05 11:40:45,557 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:40:45,560 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:40:47,406 epoch 38 - iter 28/280 - loss 0.02924971 - time (sec): 1.85 - samples/sec: 11611.39 - lr: 0.100000 | |
| 2023-04-05 11:40:49,219 epoch 38 - iter 56/280 - loss 0.03094036 - time (sec): 3.66 - samples/sec: 11604.83 - lr: 0.100000 | |
| 2023-04-05 11:40:50,991 epoch 38 - iter 84/280 - loss 0.03150412 - time (sec): 5.43 - samples/sec: 11644.00 - lr: 0.100000 | |
| 2023-04-05 11:40:52,762 epoch 38 - iter 112/280 - loss 0.03200344 - time (sec): 7.20 - samples/sec: 11697.88 - lr: 0.100000 | |
| 2023-04-05 11:40:54,595 epoch 38 - iter 140/280 - loss 0.03235991 - time (sec): 9.04 - samples/sec: 11660.33 - lr: 0.100000 | |
| 2023-04-05 11:40:56,427 epoch 38 - iter 168/280 - loss 0.03299630 - time (sec): 10.87 - samples/sec: 11703.53 - lr: 0.100000 | |
| 2023-04-05 11:40:58,210 epoch 38 - iter 196/280 - loss 0.03320721 - time (sec): 12.65 - samples/sec: 11748.67 - lr: 0.100000 | |
| 2023-04-05 11:40:59,979 epoch 38 - iter 224/280 - loss 0.03320812 - time (sec): 14.42 - samples/sec: 11769.27 - lr: 0.100000 | |
| 2023-04-05 11:41:01,826 epoch 38 - iter 252/280 - loss 0.03377228 - time (sec): 16.27 - samples/sec: 11758.88 - lr: 0.100000 | |
| 2023-04-05 11:41:03,578 epoch 38 - iter 280/280 - loss 0.03376645 - time (sec): 18.02 - samples/sec: 11748.69 - lr: 0.100000 | |
| 2023-04-05 11:41:03,579 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:41:03,579 EPOCH 38 done: loss 0.0338 - lr 0.100000 | |
| 2023-04-05 11:41:03,579 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:41:03,581 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:41:05,387 epoch 39 - iter 28/280 - loss 0.03031979 - time (sec): 1.81 - samples/sec: 11728.83 - lr: 0.100000 | |
| 2023-04-05 11:41:07,231 epoch 39 - iter 56/280 - loss 0.02972548 - time (sec): 3.65 - samples/sec: 11672.13 - lr: 0.100000 | |
| 2023-04-05 11:41:09,037 epoch 39 - iter 84/280 - loss 0.03052992 - time (sec): 5.46 - samples/sec: 11787.83 - lr: 0.100000 | |
| 2023-04-05 11:41:10,831 epoch 39 - iter 112/280 - loss 0.03130694 - time (sec): 7.25 - samples/sec: 11794.77 - lr: 0.100000 | |
| 2023-04-05 11:41:12,615 epoch 39 - iter 140/280 - loss 0.03137877 - time (sec): 9.03 - samples/sec: 11794.71 - lr: 0.100000 | |
| 2023-04-05 11:41:14,382 epoch 39 - iter 168/280 - loss 0.03151465 - time (sec): 10.80 - samples/sec: 11804.13 - lr: 0.100000 | |
| 2023-04-05 11:41:16,168 epoch 39 - iter 196/280 - loss 0.03181991 - time (sec): 12.59 - samples/sec: 11817.23 - lr: 0.100000 | |
| 2023-04-05 11:41:17,936 epoch 39 - iter 224/280 - loss 0.03256943 - time (sec): 14.35 - samples/sec: 11837.75 - lr: 0.100000 | |
| 2023-04-05 11:41:19,715 epoch 39 - iter 252/280 - loss 0.03243855 - time (sec): 16.13 - samples/sec: 11838.64 - lr: 0.100000 | |
| 2023-04-05 11:41:21,472 epoch 39 - iter 280/280 - loss 0.03261390 - time (sec): 17.89 - samples/sec: 11832.89 - lr: 0.100000 | |
| 2023-04-05 11:41:21,472 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:41:21,472 EPOCH 39 done: loss 0.0326 - lr 0.100000 | |
| 2023-04-05 11:41:21,472 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:41:21,475 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:41:23,315 epoch 40 - iter 28/280 - loss 0.03397579 - time (sec): 1.84 - samples/sec: 11546.81 - lr: 0.100000 | |
| 2023-04-05 11:41:25,119 epoch 40 - iter 56/280 - loss 0.03076253 - time (sec): 3.64 - samples/sec: 11691.29 - lr: 0.100000 | |
| 2023-04-05 11:41:26,945 epoch 40 - iter 84/280 - loss 0.03167224 - time (sec): 5.47 - samples/sec: 11712.08 - lr: 0.100000 | |
| 2023-04-05 11:41:28,773 epoch 40 - iter 112/280 - loss 0.03213338 - time (sec): 7.30 - samples/sec: 11699.56 - lr: 0.100000 | |
| 2023-04-05 11:41:30,596 epoch 40 - iter 140/280 - loss 0.03252726 - time (sec): 9.12 - samples/sec: 11672.06 - lr: 0.100000 | |
| 2023-04-05 11:41:32,379 epoch 40 - iter 168/280 - loss 0.03257365 - time (sec): 10.90 - samples/sec: 11710.12 - lr: 0.100000 | |
| 2023-04-05 11:41:34,181 epoch 40 - iter 196/280 - loss 0.03206865 - time (sec): 12.71 - samples/sec: 11706.58 - lr: 0.100000 | |
| 2023-04-05 11:41:35,995 epoch 40 - iter 224/280 - loss 0.03212630 - time (sec): 14.52 - samples/sec: 11724.25 - lr: 0.100000 | |
| 2023-04-05 11:41:37,779 epoch 40 - iter 252/280 - loss 0.03168467 - time (sec): 16.30 - samples/sec: 11717.51 - lr: 0.100000 | |
| 2023-04-05 11:41:39,526 epoch 40 - iter 280/280 - loss 0.03170537 - time (sec): 18.05 - samples/sec: 11727.64 - lr: 0.100000 | |
| 2023-04-05 11:41:39,526 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:41:39,526 EPOCH 40 done: loss 0.0317 - lr 0.100000 | |
| 2023-04-05 11:41:39,526 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:41:39,529 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:41:41,335 epoch 41 - iter 28/280 - loss 0.03169512 - time (sec): 1.81 - samples/sec: 11598.46 - lr: 0.100000 | |
| 2023-04-05 11:41:43,098 epoch 41 - iter 56/280 - loss 0.02987874 - time (sec): 3.57 - samples/sec: 11810.77 - lr: 0.100000 | |
| 2023-04-05 11:41:44,865 epoch 41 - iter 84/280 - loss 0.03034049 - time (sec): 5.34 - samples/sec: 11813.64 - lr: 0.100000 | |
| 2023-04-05 11:41:46,692 epoch 41 - iter 112/280 - loss 0.03132979 - time (sec): 7.16 - samples/sec: 11779.38 - lr: 0.100000 | |
| 2023-04-05 11:41:48,455 epoch 41 - iter 140/280 - loss 0.03185747 - time (sec): 8.93 - samples/sec: 11816.74 - lr: 0.100000 | |
| 2023-04-05 11:41:50,213 epoch 41 - iter 168/280 - loss 0.03162195 - time (sec): 10.68 - samples/sec: 11890.39 - lr: 0.100000 | |
| 2023-04-05 11:41:52,007 epoch 41 - iter 196/280 - loss 0.03175273 - time (sec): 12.48 - samples/sec: 11888.61 - lr: 0.100000 | |
| 2023-04-05 11:41:53,812 epoch 41 - iter 224/280 - loss 0.03205507 - time (sec): 14.28 - samples/sec: 11896.56 - lr: 0.100000 | |
| 2023-04-05 11:41:55,647 epoch 41 - iter 252/280 - loss 0.03203207 - time (sec): 16.12 - samples/sec: 11878.15 - lr: 0.100000 | |
| 2023-04-05 11:41:57,387 epoch 41 - iter 280/280 - loss 0.03188554 - time (sec): 17.86 - samples/sec: 11854.14 - lr: 0.100000 | |
| 2023-04-05 11:41:57,388 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:41:57,388 EPOCH 41 done: loss 0.0319 - lr 0.100000 | |
| 2023-04-05 11:41:57,388 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:41:57,390 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:41:59,142 epoch 42 - iter 28/280 - loss 0.03157143 - time (sec): 1.75 - samples/sec: 11974.81 - lr: 0.100000 | |
| 2023-04-05 11:42:00,913 epoch 42 - iter 56/280 - loss 0.03096020 - time (sec): 3.52 - samples/sec: 11857.82 - lr: 0.100000 | |
| 2023-04-05 11:42:02,712 epoch 42 - iter 84/280 - loss 0.02972157 - time (sec): 5.32 - samples/sec: 11865.20 - lr: 0.100000 | |
| 2023-04-05 11:42:04,600 epoch 42 - iter 112/280 - loss 0.02970780 - time (sec): 7.21 - samples/sec: 11771.44 - lr: 0.100000 | |
| 2023-04-05 11:42:06,417 epoch 42 - iter 140/280 - loss 0.02974788 - time (sec): 9.03 - samples/sec: 11741.13 - lr: 0.100000 | |
| 2023-04-05 11:42:08,270 epoch 42 - iter 168/280 - loss 0.03005308 - time (sec): 10.88 - samples/sec: 11736.30 - lr: 0.100000 | |
| 2023-04-05 11:42:10,041 epoch 42 - iter 196/280 - loss 0.03029969 - time (sec): 12.65 - samples/sec: 11748.92 - lr: 0.100000 | |
| 2023-04-05 11:42:11,771 epoch 42 - iter 224/280 - loss 0.03050950 - time (sec): 14.38 - samples/sec: 11790.59 - lr: 0.100000 | |
| 2023-04-05 11:42:13,609 epoch 42 - iter 252/280 - loss 0.03047451 - time (sec): 16.22 - samples/sec: 11754.92 - lr: 0.100000 | |
| 2023-04-05 11:42:15,413 epoch 42 - iter 280/280 - loss 0.03062606 - time (sec): 18.02 - samples/sec: 11745.72 - lr: 0.100000 | |
| 2023-04-05 11:42:15,413 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:42:15,413 EPOCH 42 done: loss 0.0306 - lr 0.100000 | |
| 2023-04-05 11:42:15,413 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:42:15,416 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:42:17,201 epoch 43 - iter 28/280 - loss 0.02888818 - time (sec): 1.78 - samples/sec: 11822.28 - lr: 0.100000 | |
| 2023-04-05 11:42:18,957 epoch 43 - iter 56/280 - loss 0.03051591 - time (sec): 3.54 - samples/sec: 11887.82 - lr: 0.100000 | |
| 2023-04-05 11:42:20,742 epoch 43 - iter 84/280 - loss 0.03089329 - time (sec): 5.33 - samples/sec: 11842.28 - lr: 0.100000 | |
| 2023-04-05 11:42:22,543 epoch 43 - iter 112/280 - loss 0.03001506 - time (sec): 7.13 - samples/sec: 11793.84 - lr: 0.100000 | |
| 2023-04-05 11:42:24,357 epoch 43 - iter 140/280 - loss 0.03062371 - time (sec): 8.94 - samples/sec: 11794.48 - lr: 0.100000 | |
| 2023-04-05 11:42:26,161 epoch 43 - iter 168/280 - loss 0.03061882 - time (sec): 10.74 - samples/sec: 11826.85 - lr: 0.100000 | |
| 2023-04-05 11:42:27,938 epoch 43 - iter 196/280 - loss 0.03063456 - time (sec): 12.52 - samples/sec: 11844.31 - lr: 0.100000 | |
| 2023-04-05 11:42:29,743 epoch 43 - iter 224/280 - loss 0.03074782 - time (sec): 14.33 - samples/sec: 11847.45 - lr: 0.100000 | |
| 2023-04-05 11:42:31,503 epoch 43 - iter 252/280 - loss 0.03092329 - time (sec): 16.09 - samples/sec: 11832.74 - lr: 0.100000 | |
| 2023-04-05 11:42:33,328 epoch 43 - iter 280/280 - loss 0.03123207 - time (sec): 17.91 - samples/sec: 11818.61 - lr: 0.100000 | |
| 2023-04-05 11:42:33,328 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:42:33,328 EPOCH 43 done: loss 0.0312 - lr 0.100000 | |
| 2023-04-05 11:42:33,328 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:42:33,331 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:42:35,147 epoch 44 - iter 28/280 - loss 0.03121475 - time (sec): 1.82 - samples/sec: 11716.67 - lr: 0.100000 | |
| 2023-04-05 11:42:36,939 epoch 44 - iter 56/280 - loss 0.02878473 - time (sec): 3.61 - samples/sec: 11672.15 - lr: 0.100000 | |
| 2023-04-05 11:42:38,779 epoch 44 - iter 84/280 - loss 0.02950205 - time (sec): 5.45 - samples/sec: 11656.66 - lr: 0.100000 | |
| 2023-04-05 11:42:40,600 epoch 44 - iter 112/280 - loss 0.02907250 - time (sec): 7.27 - samples/sec: 11638.75 - lr: 0.100000 | |
| 2023-04-05 11:42:42,391 epoch 44 - iter 140/280 - loss 0.02904973 - time (sec): 9.06 - samples/sec: 11665.38 - lr: 0.100000 | |
| 2023-04-05 11:42:44,256 epoch 44 - iter 168/280 - loss 0.02978426 - time (sec): 10.92 - samples/sec: 11662.02 - lr: 0.100000 | |
| 2023-04-05 11:42:46,011 epoch 44 - iter 196/280 - loss 0.02983154 - time (sec): 12.68 - samples/sec: 11701.67 - lr: 0.100000 | |
| 2023-04-05 11:42:47,816 epoch 44 - iter 224/280 - loss 0.03043928 - time (sec): 14.48 - samples/sec: 11703.66 - lr: 0.100000 | |
| 2023-04-05 11:42:49,641 epoch 44 - iter 252/280 - loss 0.03049655 - time (sec): 16.31 - samples/sec: 11698.92 - lr: 0.100000 | |
| 2023-04-05 11:42:51,431 epoch 44 - iter 280/280 - loss 0.03030984 - time (sec): 18.10 - samples/sec: 11695.89 - lr: 0.100000 | |
| 2023-04-05 11:42:51,431 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:42:51,432 EPOCH 44 done: loss 0.0303 - lr 0.100000 | |
| 2023-04-05 11:42:51,432 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:42:51,434 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:42:53,275 epoch 45 - iter 28/280 - loss 0.02896127 - time (sec): 1.84 - samples/sec: 11898.32 - lr: 0.100000 | |
| 2023-04-05 11:42:55,161 epoch 45 - iter 56/280 - loss 0.02902596 - time (sec): 3.73 - samples/sec: 11596.78 - lr: 0.100000 | |
| 2023-04-05 11:42:56,942 epoch 45 - iter 84/280 - loss 0.02973355 - time (sec): 5.51 - samples/sec: 11640.30 - lr: 0.100000 | |
| 2023-04-05 11:42:58,729 epoch 45 - iter 112/280 - loss 0.02931551 - time (sec): 7.29 - samples/sec: 11705.45 - lr: 0.100000 | |
| 2023-04-05 11:43:00,578 epoch 45 - iter 140/280 - loss 0.03045931 - time (sec): 9.14 - samples/sec: 11720.89 - lr: 0.100000 | |
| 2023-04-05 11:43:02,399 epoch 45 - iter 168/280 - loss 0.03026622 - time (sec): 10.97 - samples/sec: 11685.01 - lr: 0.100000 | |
| 2023-04-05 11:43:04,158 epoch 45 - iter 196/280 - loss 0.03005424 - time (sec): 12.72 - samples/sec: 11725.25 - lr: 0.100000 | |
| 2023-04-05 11:43:05,933 epoch 45 - iter 224/280 - loss 0.03001498 - time (sec): 14.50 - samples/sec: 11770.86 - lr: 0.100000 | |
| 2023-04-05 11:43:07,644 epoch 45 - iter 252/280 - loss 0.02994644 - time (sec): 16.21 - samples/sec: 11781.67 - lr: 0.100000 | |
| 2023-04-05 11:43:09,397 epoch 45 - iter 280/280 - loss 0.02986544 - time (sec): 17.96 - samples/sec: 11784.63 - lr: 0.100000 | |
| 2023-04-05 11:43:09,398 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:43:09,398 EPOCH 45 done: loss 0.0299 - lr 0.100000 | |
| 2023-04-05 11:43:09,398 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:43:09,400 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:43:11,291 epoch 46 - iter 28/280 - loss 0.02874955 - time (sec): 1.89 - samples/sec: 11491.82 - lr: 0.100000 | |
| 2023-04-05 11:43:13,112 epoch 46 - iter 56/280 - loss 0.02883285 - time (sec): 3.71 - samples/sec: 11573.99 - lr: 0.100000 | |
| 2023-04-05 11:43:14,889 epoch 46 - iter 84/280 - loss 0.02929241 - time (sec): 5.49 - samples/sec: 11626.20 - lr: 0.100000 | |
| 2023-04-05 11:43:16,703 epoch 46 - iter 112/280 - loss 0.02970739 - time (sec): 7.30 - samples/sec: 11651.95 - lr: 0.100000 | |
| 2023-04-05 11:43:18,501 epoch 46 - iter 140/280 - loss 0.02881331 - time (sec): 9.10 - samples/sec: 11665.65 - lr: 0.100000 | |
| 2023-04-05 11:43:20,282 epoch 46 - iter 168/280 - loss 0.02958618 - time (sec): 10.88 - samples/sec: 11699.47 - lr: 0.100000 | |
| 2023-04-05 11:43:22,112 epoch 46 - iter 196/280 - loss 0.02936984 - time (sec): 12.71 - samples/sec: 11691.44 - lr: 0.100000 | |
| 2023-04-05 11:43:23,921 epoch 46 - iter 224/280 - loss 0.02939788 - time (sec): 14.52 - samples/sec: 11705.87 - lr: 0.100000 | |
| 2023-04-05 11:43:25,754 epoch 46 - iter 252/280 - loss 0.02939409 - time (sec): 16.35 - samples/sec: 11682.39 - lr: 0.100000 | |
| 2023-04-05 11:43:27,518 epoch 46 - iter 280/280 - loss 0.02941412 - time (sec): 18.12 - samples/sec: 11684.41 - lr: 0.100000 | |
| 2023-04-05 11:43:27,518 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:43:27,518 EPOCH 46 done: loss 0.0294 - lr 0.100000 | |
| 2023-04-05 11:43:27,518 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:43:27,521 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:43:29,321 epoch 47 - iter 28/280 - loss 0.02794756 - time (sec): 1.80 - samples/sec: 11780.73 - lr: 0.100000 | |
| 2023-04-05 11:43:31,155 epoch 47 - iter 56/280 - loss 0.02907753 - time (sec): 3.63 - samples/sec: 11718.88 - lr: 0.100000 | |
| 2023-04-05 11:43:33,025 epoch 47 - iter 84/280 - loss 0.02881838 - time (sec): 5.50 - samples/sec: 11461.42 - lr: 0.100000 | |
| 2023-04-05 11:43:34,830 epoch 47 - iter 112/280 - loss 0.02858291 - time (sec): 7.31 - samples/sec: 11603.37 - lr: 0.100000 | |
| 2023-04-05 11:43:36,635 epoch 47 - iter 140/280 - loss 0.02878100 - time (sec): 9.11 - samples/sec: 11688.91 - lr: 0.100000 | |
| 2023-04-05 11:43:38,427 epoch 47 - iter 168/280 - loss 0.02846553 - time (sec): 10.91 - samples/sec: 11715.47 - lr: 0.100000 | |
| 2023-04-05 11:43:40,221 epoch 47 - iter 196/280 - loss 0.02847962 - time (sec): 12.70 - samples/sec: 11734.04 - lr: 0.100000 | |
| 2023-04-05 11:43:41,985 epoch 47 - iter 224/280 - loss 0.02853331 - time (sec): 14.46 - samples/sec: 11756.76 - lr: 0.100000 | |
| 2023-04-05 11:43:43,730 epoch 47 - iter 252/280 - loss 0.02860707 - time (sec): 16.21 - samples/sec: 11815.10 - lr: 0.100000 | |
| 2023-04-05 11:43:45,482 epoch 47 - iter 280/280 - loss 0.02920642 - time (sec): 17.96 - samples/sec: 11786.24 - lr: 0.100000 | |
| 2023-04-05 11:43:45,482 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:43:45,482 EPOCH 47 done: loss 0.0292 - lr 0.100000 | |
| 2023-04-05 11:43:45,482 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:43:45,485 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:43:47,276 epoch 48 - iter 28/280 - loss 0.02428445 - time (sec): 1.79 - samples/sec: 11705.37 - lr: 0.100000 | |
| 2023-04-05 11:43:49,137 epoch 48 - iter 56/280 - loss 0.02632186 - time (sec): 3.65 - samples/sec: 11564.76 - lr: 0.100000 | |
| 2023-04-05 11:43:50,948 epoch 48 - iter 84/280 - loss 0.02574135 - time (sec): 5.46 - samples/sec: 11634.40 - lr: 0.100000 | |
| 2023-04-05 11:43:52,707 epoch 48 - iter 112/280 - loss 0.02590516 - time (sec): 7.22 - samples/sec: 11685.99 - lr: 0.100000 | |
| 2023-04-05 11:43:54,499 epoch 48 - iter 140/280 - loss 0.02668638 - time (sec): 9.01 - samples/sec: 11716.51 - lr: 0.100000 | |
| 2023-04-05 11:43:56,347 epoch 48 - iter 168/280 - loss 0.02697613 - time (sec): 10.86 - samples/sec: 11713.05 - lr: 0.100000 | |
| 2023-04-05 11:43:58,115 epoch 48 - iter 196/280 - loss 0.02711778 - time (sec): 12.63 - samples/sec: 11751.00 - lr: 0.100000 | |
| 2023-04-05 11:43:59,977 epoch 48 - iter 224/280 - loss 0.02735087 - time (sec): 14.49 - samples/sec: 11699.28 - lr: 0.100000 | |
| 2023-04-05 11:44:01,733 epoch 48 - iter 252/280 - loss 0.02799781 - time (sec): 16.25 - samples/sec: 11733.54 - lr: 0.100000 | |
| 2023-04-05 11:44:03,495 epoch 48 - iter 280/280 - loss 0.02796271 - time (sec): 18.01 - samples/sec: 11754.51 - lr: 0.100000 | |
| 2023-04-05 11:44:03,495 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:44:03,495 EPOCH 48 done: loss 0.0280 - lr 0.100000 | |
| 2023-04-05 11:44:03,495 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:44:03,497 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:44:05,307 epoch 49 - iter 28/280 - loss 0.02556972 - time (sec): 1.81 - samples/sec: 11696.44 - lr: 0.100000 | |
| 2023-04-05 11:44:07,160 epoch 49 - iter 56/280 - loss 0.02542350 - time (sec): 3.66 - samples/sec: 11647.07 - lr: 0.100000 | |
| 2023-04-05 11:44:08,938 epoch 49 - iter 84/280 - loss 0.02693832 - time (sec): 5.44 - samples/sec: 11787.37 - lr: 0.100000 | |
| 2023-04-05 11:44:10,729 epoch 49 - iter 112/280 - loss 0.02745584 - time (sec): 7.23 - samples/sec: 11809.17 - lr: 0.100000 | |
| 2023-04-05 11:44:12,493 epoch 49 - iter 140/280 - loss 0.02753203 - time (sec): 9.00 - samples/sec: 11843.58 - lr: 0.100000 | |
| 2023-04-05 11:44:14,318 epoch 49 - iter 168/280 - loss 0.02702621 - time (sec): 10.82 - samples/sec: 11847.97 - lr: 0.100000 | |
| 2023-04-05 11:44:16,019 epoch 49 - iter 196/280 - loss 0.02737883 - time (sec): 12.52 - samples/sec: 11913.15 - lr: 0.100000 | |
| 2023-04-05 11:44:17,771 epoch 49 - iter 224/280 - loss 0.02754981 - time (sec): 14.27 - samples/sec: 11941.14 - lr: 0.100000 | |
| 2023-04-05 11:44:19,586 epoch 49 - iter 252/280 - loss 0.02795361 - time (sec): 16.09 - samples/sec: 11908.24 - lr: 0.100000 | |
| 2023-04-05 11:44:21,302 epoch 49 - iter 280/280 - loss 0.02805351 - time (sec): 17.80 - samples/sec: 11889.42 - lr: 0.100000 | |
| 2023-04-05 11:44:21,302 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:44:21,302 EPOCH 49 done: loss 0.0281 - lr 0.100000 | |
| 2023-04-05 11:44:21,302 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:44:21,305 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:44:23,116 epoch 50 - iter 28/280 - loss 0.02906077 - time (sec): 1.81 - samples/sec: 11457.17 - lr: 0.100000 | |
| 2023-04-05 11:44:24,901 epoch 50 - iter 56/280 - loss 0.02667004 - time (sec): 3.60 - samples/sec: 11595.45 - lr: 0.100000 | |
| 2023-04-05 11:44:26,681 epoch 50 - iter 84/280 - loss 0.02672700 - time (sec): 5.38 - samples/sec: 11681.60 - lr: 0.100000 | |
| 2023-04-05 11:44:28,525 epoch 50 - iter 112/280 - loss 0.02685015 - time (sec): 7.22 - samples/sec: 11743.79 - lr: 0.100000 | |
| 2023-04-05 11:44:30,355 epoch 50 - iter 140/280 - loss 0.02701378 - time (sec): 9.05 - samples/sec: 11751.69 - lr: 0.100000 | |
| 2023-04-05 11:44:32,167 epoch 50 - iter 168/280 - loss 0.02729387 - time (sec): 10.86 - samples/sec: 11773.73 - lr: 0.100000 | |
| 2023-04-05 11:44:33,953 epoch 50 - iter 196/280 - loss 0.02713707 - time (sec): 12.65 - samples/sec: 11779.39 - lr: 0.100000 | |
| 2023-04-05 11:44:35,753 epoch 50 - iter 224/280 - loss 0.02736079 - time (sec): 14.45 - samples/sec: 11786.89 - lr: 0.100000 | |
| 2023-04-05 11:44:37,586 epoch 50 - iter 252/280 - loss 0.02710110 - time (sec): 16.28 - samples/sec: 11751.41 - lr: 0.100000 | |
| 2023-04-05 11:44:39,318 epoch 50 - iter 280/280 - loss 0.02771860 - time (sec): 18.01 - samples/sec: 11752.23 - lr: 0.100000 | |
| 2023-04-05 11:44:39,318 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:44:39,318 EPOCH 50 done: loss 0.0277 - lr 0.100000 | |
| 2023-04-05 11:44:39,319 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:44:39,321 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:44:41,100 epoch 51 - iter 28/280 - loss 0.02350058 - time (sec): 1.78 - samples/sec: 11836.78 - lr: 0.100000 | |
| 2023-04-05 11:44:42,911 epoch 51 - iter 56/280 - loss 0.02420945 - time (sec): 3.59 - samples/sec: 11847.84 - lr: 0.100000 | |
| 2023-04-05 11:44:44,712 epoch 51 - iter 84/280 - loss 0.02473076 - time (sec): 5.39 - samples/sec: 11801.65 - lr: 0.100000 | |
| 2023-04-05 11:44:46,501 epoch 51 - iter 112/280 - loss 0.02477368 - time (sec): 7.18 - samples/sec: 11840.18 - lr: 0.100000 | |
| 2023-04-05 11:44:48,289 epoch 51 - iter 140/280 - loss 0.02580652 - time (sec): 8.97 - samples/sec: 11823.40 - lr: 0.100000 | |
| 2023-04-05 11:44:50,050 epoch 51 - iter 168/280 - loss 0.02607423 - time (sec): 10.73 - samples/sec: 11835.60 - lr: 0.100000 | |
| 2023-04-05 11:44:51,832 epoch 51 - iter 196/280 - loss 0.02660144 - time (sec): 12.51 - samples/sec: 11847.44 - lr: 0.100000 | |
| 2023-04-05 11:44:53,652 epoch 51 - iter 224/280 - loss 0.02666990 - time (sec): 14.33 - samples/sec: 11825.20 - lr: 0.100000 | |
| 2023-04-05 11:44:55,433 epoch 51 - iter 252/280 - loss 0.02671405 - time (sec): 16.11 - samples/sec: 11824.06 - lr: 0.100000 | |
| 2023-04-05 11:44:57,228 epoch 51 - iter 280/280 - loss 0.02692566 - time (sec): 17.91 - samples/sec: 11822.23 - lr: 0.100000 | |
| 2023-04-05 11:44:57,228 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:44:57,228 EPOCH 51 done: loss 0.0269 - lr 0.100000 | |
| 2023-04-05 11:44:57,228 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:44:57,231 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:44:58,996 epoch 52 - iter 28/280 - loss 0.02849583 - time (sec): 1.76 - samples/sec: 11766.61 - lr: 0.100000 | |
| 2023-04-05 11:45:00,784 epoch 52 - iter 56/280 - loss 0.02784938 - time (sec): 3.55 - samples/sec: 11788.74 - lr: 0.100000 | |
| 2023-04-05 11:45:02,638 epoch 52 - iter 84/280 - loss 0.02732094 - time (sec): 5.41 - samples/sec: 11696.04 - lr: 0.100000 | |
| 2023-04-05 11:45:04,469 epoch 52 - iter 112/280 - loss 0.02625954 - time (sec): 7.24 - samples/sec: 11662.46 - lr: 0.100000 | |
| 2023-04-05 11:45:06,286 epoch 52 - iter 140/280 - loss 0.02580923 - time (sec): 9.05 - samples/sec: 11690.99 - lr: 0.100000 | |
| 2023-04-05 11:45:08,164 epoch 52 - iter 168/280 - loss 0.02643554 - time (sec): 10.93 - samples/sec: 11661.45 - lr: 0.100000 | |
| 2023-04-05 11:45:09,946 epoch 52 - iter 196/280 - loss 0.02655338 - time (sec): 12.71 - samples/sec: 11705.51 - lr: 0.100000 | |
| 2023-04-05 11:45:11,736 epoch 52 - iter 224/280 - loss 0.02671910 - time (sec): 14.50 - samples/sec: 11701.04 - lr: 0.100000 | |
| 2023-04-05 11:45:13,568 epoch 52 - iter 252/280 - loss 0.02708245 - time (sec): 16.34 - samples/sec: 11711.16 - lr: 0.100000 | |
| 2023-04-05 11:45:15,331 epoch 52 - iter 280/280 - loss 0.02728734 - time (sec): 18.10 - samples/sec: 11695.78 - lr: 0.100000 | |
| 2023-04-05 11:45:15,331 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:45:15,331 EPOCH 52 done: loss 0.0273 - lr 0.100000 | |
| 2023-04-05 11:45:15,331 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:45:15,334 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:45:17,140 epoch 53 - iter 28/280 - loss 0.02533256 - time (sec): 1.81 - samples/sec: 11696.33 - lr: 0.100000 | |
| 2023-04-05 11:45:18,940 epoch 53 - iter 56/280 - loss 0.02437152 - time (sec): 3.61 - samples/sec: 11666.63 - lr: 0.100000 | |
| 2023-04-05 11:45:20,732 epoch 53 - iter 84/280 - loss 0.02387980 - time (sec): 5.40 - samples/sec: 11715.45 - lr: 0.100000 | |
| 2023-04-05 11:45:22,516 epoch 53 - iter 112/280 - loss 0.02437736 - time (sec): 7.18 - samples/sec: 11772.71 - lr: 0.100000 | |
| 2023-04-05 11:45:24,282 epoch 53 - iter 140/280 - loss 0.02439935 - time (sec): 8.95 - samples/sec: 11771.17 - lr: 0.100000 | |
| 2023-04-05 11:45:26,074 epoch 53 - iter 168/280 - loss 0.02496549 - time (sec): 10.74 - samples/sec: 11765.96 - lr: 0.100000 | |
| 2023-04-05 11:45:27,824 epoch 53 - iter 196/280 - loss 0.02508578 - time (sec): 12.49 - samples/sec: 11795.54 - lr: 0.100000 | |
| 2023-04-05 11:45:29,690 epoch 53 - iter 224/280 - loss 0.02524693 - time (sec): 14.36 - samples/sec: 11784.35 - lr: 0.100000 | |
| 2023-04-05 11:45:31,467 epoch 53 - iter 252/280 - loss 0.02574224 - time (sec): 16.13 - samples/sec: 11825.58 - lr: 0.100000 | |
| 2023-04-05 11:45:33,264 epoch 53 - iter 280/280 - loss 0.02595837 - time (sec): 17.93 - samples/sec: 11806.11 - lr: 0.100000 | |
| 2023-04-05 11:45:33,265 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:45:33,265 EPOCH 53 done: loss 0.0260 - lr 0.100000 | |
| 2023-04-05 11:45:33,265 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:45:33,268 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:45:35,085 epoch 54 - iter 28/280 - loss 0.02266209 - time (sec): 1.82 - samples/sec: 11721.92 - lr: 0.100000 | |
| 2023-04-05 11:45:36,812 epoch 54 - iter 56/280 - loss 0.02346853 - time (sec): 3.54 - samples/sec: 11871.18 - lr: 0.100000 | |
| 2023-04-05 11:45:38,626 epoch 54 - iter 84/280 - loss 0.02445412 - time (sec): 5.36 - samples/sec: 11761.12 - lr: 0.100000 | |
| 2023-04-05 11:45:40,394 epoch 54 - iter 112/280 - loss 0.02538483 - time (sec): 7.13 - samples/sec: 11784.64 - lr: 0.100000 | |
| 2023-04-05 11:45:42,274 epoch 54 - iter 140/280 - loss 0.02514364 - time (sec): 9.01 - samples/sec: 11730.59 - lr: 0.100000 | |
| 2023-04-05 11:45:44,060 epoch 54 - iter 168/280 - loss 0.02503993 - time (sec): 10.79 - samples/sec: 11702.27 - lr: 0.100000 | |
| 2023-04-05 11:45:45,875 epoch 54 - iter 196/280 - loss 0.02473764 - time (sec): 12.61 - samples/sec: 11727.31 - lr: 0.100000 | |
| 2023-04-05 11:45:47,709 epoch 54 - iter 224/280 - loss 0.02487582 - time (sec): 14.44 - samples/sec: 11723.03 - lr: 0.100000 | |
| 2023-04-05 11:45:49,561 epoch 54 - iter 252/280 - loss 0.02518813 - time (sec): 16.29 - samples/sec: 11727.97 - lr: 0.100000 | |
| 2023-04-05 11:45:51,312 epoch 54 - iter 280/280 - loss 0.02523044 - time (sec): 18.04 - samples/sec: 11732.04 - lr: 0.100000 | |
| 2023-04-05 11:45:51,312 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:45:51,312 EPOCH 54 done: loss 0.0252 - lr 0.100000 | |
| 2023-04-05 11:45:51,312 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:45:51,315 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:45:53,095 epoch 55 - iter 28/280 - loss 0.02419197 - time (sec): 1.78 - samples/sec: 11657.83 - lr: 0.100000 | |
| 2023-04-05 11:45:54,895 epoch 55 - iter 56/280 - loss 0.02390033 - time (sec): 3.58 - samples/sec: 11763.92 - lr: 0.100000 | |
| 2023-04-05 11:45:56,670 epoch 55 - iter 84/280 - loss 0.02326678 - time (sec): 5.36 - samples/sec: 11838.22 - lr: 0.100000 | |
| 2023-04-05 11:45:58,516 epoch 55 - iter 112/280 - loss 0.02357985 - time (sec): 7.20 - samples/sec: 11771.52 - lr: 0.100000 | |
| 2023-04-05 11:46:00,367 epoch 55 - iter 140/280 - loss 0.02334431 - time (sec): 9.05 - samples/sec: 11676.62 - lr: 0.100000 | |
| 2023-04-05 11:46:02,209 epoch 55 - iter 168/280 - loss 0.02453248 - time (sec): 10.89 - samples/sec: 11700.92 - lr: 0.100000 | |
| 2023-04-05 11:46:04,035 epoch 55 - iter 196/280 - loss 0.02460046 - time (sec): 12.72 - samples/sec: 11711.65 - lr: 0.100000 | |
| 2023-04-05 11:46:05,822 epoch 55 - iter 224/280 - loss 0.02451103 - time (sec): 14.51 - samples/sec: 11745.80 - lr: 0.100000 | |
| 2023-04-05 11:46:07,569 epoch 55 - iter 252/280 - loss 0.02475261 - time (sec): 16.25 - samples/sec: 11739.64 - lr: 0.100000 | |
| 2023-04-05 11:46:09,275 epoch 55 - iter 280/280 - loss 0.02505652 - time (sec): 17.96 - samples/sec: 11786.38 - lr: 0.100000 | |
| 2023-04-05 11:46:09,276 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:46:09,276 EPOCH 55 done: loss 0.0251 - lr 0.100000 | |
| 2023-04-05 11:46:09,276 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:46:09,279 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:46:11,121 epoch 56 - iter 28/280 - loss 0.02534903 - time (sec): 1.84 - samples/sec: 11537.50 - lr: 0.100000 | |
| 2023-04-05 11:46:12,952 epoch 56 - iter 56/280 - loss 0.02312786 - time (sec): 3.67 - samples/sec: 11590.10 - lr: 0.100000 | |
| 2023-04-05 11:46:14,764 epoch 56 - iter 84/280 - loss 0.02350779 - time (sec): 5.49 - samples/sec: 11640.24 - lr: 0.100000 | |
| 2023-04-05 11:46:16,592 epoch 56 - iter 112/280 - loss 0.02437309 - time (sec): 7.31 - samples/sec: 11651.13 - lr: 0.100000 | |
| 2023-04-05 11:46:18,433 epoch 56 - iter 140/280 - loss 0.02497722 - time (sec): 9.15 - samples/sec: 11666.28 - lr: 0.100000 | |
| 2023-04-05 11:46:20,224 epoch 56 - iter 168/280 - loss 0.02502714 - time (sec): 10.95 - samples/sec: 11688.51 - lr: 0.100000 | |
| 2023-04-05 11:46:21,994 epoch 56 - iter 196/280 - loss 0.02447913 - time (sec): 12.72 - samples/sec: 11736.33 - lr: 0.100000 | |
| 2023-04-05 11:46:23,758 epoch 56 - iter 224/280 - loss 0.02436970 - time (sec): 14.48 - samples/sec: 11753.58 - lr: 0.100000 | |
| 2023-04-05 11:46:25,625 epoch 56 - iter 252/280 - loss 0.02461723 - time (sec): 16.35 - samples/sec: 11720.79 - lr: 0.100000 | |
| 2023-04-05 11:46:27,343 epoch 56 - iter 280/280 - loss 0.02473187 - time (sec): 18.06 - samples/sec: 11718.65 - lr: 0.100000 | |
| 2023-04-05 11:46:27,344 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:46:27,344 EPOCH 56 done: loss 0.0247 - lr 0.100000 | |
| 2023-04-05 11:46:27,344 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:46:27,347 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:46:29,165 epoch 57 - iter 28/280 - loss 0.02300805 - time (sec): 1.82 - samples/sec: 11918.47 - lr: 0.100000 | |
| 2023-04-05 11:46:31,071 epoch 57 - iter 56/280 - loss 0.02443349 - time (sec): 3.72 - samples/sec: 11661.30 - lr: 0.100000 | |
| 2023-04-05 11:46:32,831 epoch 57 - iter 84/280 - loss 0.02385236 - time (sec): 5.48 - samples/sec: 11774.37 - lr: 0.100000 | |
| 2023-04-05 11:46:34,559 epoch 57 - iter 112/280 - loss 0.02480441 - time (sec): 7.21 - samples/sec: 11857.70 - lr: 0.100000 | |
| 2023-04-05 11:46:36,389 epoch 57 - iter 140/280 - loss 0.02529544 - time (sec): 9.04 - samples/sec: 11836.25 - lr: 0.100000 | |
| 2023-04-05 11:46:38,158 epoch 57 - iter 168/280 - loss 0.02547511 - time (sec): 10.81 - samples/sec: 11830.68 - lr: 0.100000 | |
| 2023-04-05 11:46:39,909 epoch 57 - iter 196/280 - loss 0.02566177 - time (sec): 12.56 - samples/sec: 11838.22 - lr: 0.100000 | |
| 2023-04-05 11:46:41,767 epoch 57 - iter 224/280 - loss 0.02583997 - time (sec): 14.42 - samples/sec: 11801.28 - lr: 0.100000 | |
| 2023-04-05 11:46:43,555 epoch 57 - iter 252/280 - loss 0.02549325 - time (sec): 16.21 - samples/sec: 11813.12 - lr: 0.100000 | |
| 2023-04-05 11:46:45,288 epoch 57 - iter 280/280 - loss 0.02543841 - time (sec): 17.94 - samples/sec: 11799.28 - lr: 0.100000 | |
| 2023-04-05 11:46:45,288 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:46:45,288 EPOCH 57 done: loss 0.0254 - lr 0.100000 | |
| 2023-04-05 11:46:45,288 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:46:45,291 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:46:47,028 epoch 58 - iter 28/280 - loss 0.02102086 - time (sec): 1.74 - samples/sec: 11827.35 - lr: 0.100000 | |
| 2023-04-05 11:46:48,858 epoch 58 - iter 56/280 - loss 0.02181777 - time (sec): 3.57 - samples/sec: 11693.47 - lr: 0.100000 | |
| 2023-04-05 11:46:50,653 epoch 58 - iter 84/280 - loss 0.02283550 - time (sec): 5.36 - samples/sec: 11811.40 - lr: 0.100000 | |
| 2023-04-05 11:46:52,438 epoch 58 - iter 112/280 - loss 0.02324083 - time (sec): 7.15 - samples/sec: 11844.21 - lr: 0.100000 | |
| 2023-04-05 11:46:54,211 epoch 58 - iter 140/280 - loss 0.02409030 - time (sec): 8.92 - samples/sec: 11815.01 - lr: 0.100000 | |
| 2023-04-05 11:46:56,021 epoch 58 - iter 168/280 - loss 0.02362296 - time (sec): 10.73 - samples/sec: 11840.57 - lr: 0.100000 | |
| 2023-04-05 11:46:57,852 epoch 58 - iter 196/280 - loss 0.02361396 - time (sec): 12.56 - samples/sec: 11828.75 - lr: 0.100000 | |
| 2023-04-05 11:46:59,698 epoch 58 - iter 224/280 - loss 0.02422569 - time (sec): 14.41 - samples/sec: 11797.26 - lr: 0.100000 | |
| 2023-04-05 11:47:02,950 epoch 58 - iter 252/280 - loss 0.02416822 - time (sec): 17.66 - samples/sec: 10835.21 - lr: 0.100000 | |
| 2023-04-05 11:47:04,731 epoch 58 - iter 280/280 - loss 0.02446460 - time (sec): 19.44 - samples/sec: 10889.42 - lr: 0.100000 | |
| 2023-04-05 11:47:04,732 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:47:04,732 EPOCH 58 done: loss 0.0245 - lr 0.100000 | |
| 2023-04-05 11:47:04,732 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:47:04,735 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:47:06,541 epoch 59 - iter 28/280 - loss 0.02619119 - time (sec): 1.81 - samples/sec: 11788.65 - lr: 0.100000 | |
| 2023-04-05 11:47:08,361 epoch 59 - iter 56/280 - loss 0.02429308 - time (sec): 3.63 - samples/sec: 11778.78 - lr: 0.100000 | |
| 2023-04-05 11:47:10,134 epoch 59 - iter 84/280 - loss 0.02429658 - time (sec): 5.40 - samples/sec: 11799.85 - lr: 0.100000 | |
| 2023-04-05 11:47:11,948 epoch 59 - iter 112/280 - loss 0.02515254 - time (sec): 7.21 - samples/sec: 11789.29 - lr: 0.100000 | |
| 2023-04-05 11:47:13,769 epoch 59 - iter 140/280 - loss 0.02469885 - time (sec): 9.03 - samples/sec: 11820.21 - lr: 0.100000 | |
| 2023-04-05 11:47:15,523 epoch 59 - iter 168/280 - loss 0.02447338 - time (sec): 10.79 - samples/sec: 11844.87 - lr: 0.100000 | |
| 2023-04-05 11:47:17,345 epoch 59 - iter 196/280 - loss 0.02495776 - time (sec): 12.61 - samples/sec: 11833.71 - lr: 0.100000 | |
| 2023-04-05 11:47:19,102 epoch 59 - iter 224/280 - loss 0.02497418 - time (sec): 14.37 - samples/sec: 11858.57 - lr: 0.100000 | |
| 2023-04-05 11:47:20,829 epoch 59 - iter 252/280 - loss 0.02465591 - time (sec): 16.09 - samples/sec: 11861.35 - lr: 0.100000 | |
| 2023-04-05 11:47:22,581 epoch 59 - iter 280/280 - loss 0.02507243 - time (sec): 17.85 - samples/sec: 11862.29 - lr: 0.100000 | |
| 2023-04-05 11:47:22,581 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:47:22,581 EPOCH 59 done: loss 0.0251 - lr 0.100000 | |
| 2023-04-05 11:47:22,581 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:47:22,584 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:47:24,360 epoch 60 - iter 28/280 - loss 0.02113266 - time (sec): 1.78 - samples/sec: 11928.35 - lr: 0.100000 | |
| 2023-04-05 11:47:26,155 epoch 60 - iter 56/280 - loss 0.02145107 - time (sec): 3.57 - samples/sec: 11872.75 - lr: 0.100000 | |
| 2023-04-05 11:47:27,970 epoch 60 - iter 84/280 - loss 0.02205379 - time (sec): 5.39 - samples/sec: 11874.60 - lr: 0.100000 | |
| 2023-04-05 11:47:29,755 epoch 60 - iter 112/280 - loss 0.02269022 - time (sec): 7.17 - samples/sec: 11861.87 - lr: 0.100000 | |
| 2023-04-05 11:47:31,594 epoch 60 - iter 140/280 - loss 0.02282305 - time (sec): 9.01 - samples/sec: 11818.68 - lr: 0.100000 | |
| 2023-04-05 11:47:33,486 epoch 60 - iter 168/280 - loss 0.02345920 - time (sec): 10.90 - samples/sec: 11731.73 - lr: 0.100000 | |
| 2023-04-05 11:47:35,307 epoch 60 - iter 196/280 - loss 0.02317190 - time (sec): 12.72 - samples/sec: 11729.85 - lr: 0.100000 | |
| 2023-04-05 11:47:37,088 epoch 60 - iter 224/280 - loss 0.02340442 - time (sec): 14.50 - samples/sec: 11718.86 - lr: 0.100000 | |
| 2023-04-05 11:47:38,884 epoch 60 - iter 252/280 - loss 0.02340842 - time (sec): 16.30 - samples/sec: 11717.21 - lr: 0.100000 | |
| 2023-04-05 11:47:40,667 epoch 60 - iter 280/280 - loss 0.02382782 - time (sec): 18.08 - samples/sec: 11706.96 - lr: 0.100000 | |
| 2023-04-05 11:47:40,667 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:47:40,667 EPOCH 60 done: loss 0.0238 - lr 0.100000 | |
| 2023-04-05 11:47:40,667 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:47:40,670 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:47:42,508 epoch 61 - iter 28/280 - loss 0.02188785 - time (sec): 1.84 - samples/sec: 11782.04 - lr: 0.100000 | |
| 2023-04-05 11:47:44,271 epoch 61 - iter 56/280 - loss 0.02242564 - time (sec): 3.60 - samples/sec: 11821.43 - lr: 0.100000 | |
| 2023-04-05 11:47:46,085 epoch 61 - iter 84/280 - loss 0.02297340 - time (sec): 5.42 - samples/sec: 11778.55 - lr: 0.100000 | |
| 2023-04-05 11:47:47,880 epoch 61 - iter 112/280 - loss 0.02249226 - time (sec): 7.21 - samples/sec: 11752.88 - lr: 0.100000 | |
| 2023-04-05 11:47:49,655 epoch 61 - iter 140/280 - loss 0.02255858 - time (sec): 8.99 - samples/sec: 11727.47 - lr: 0.100000 | |
| 2023-04-05 11:47:51,450 epoch 61 - iter 168/280 - loss 0.02330611 - time (sec): 10.78 - samples/sec: 11754.71 - lr: 0.100000 | |
| 2023-04-05 11:47:53,257 epoch 61 - iter 196/280 - loss 0.02347869 - time (sec): 12.59 - samples/sec: 11767.26 - lr: 0.100000 | |
| 2023-04-05 11:47:55,094 epoch 61 - iter 224/280 - loss 0.02357455 - time (sec): 14.42 - samples/sec: 11756.03 - lr: 0.100000 | |
| 2023-04-05 11:47:56,896 epoch 61 - iter 252/280 - loss 0.02331765 - time (sec): 16.23 - samples/sec: 11748.69 - lr: 0.100000 | |
| 2023-04-05 11:47:58,695 epoch 61 - iter 280/280 - loss 0.02335792 - time (sec): 18.03 - samples/sec: 11744.17 - lr: 0.100000 | |
| 2023-04-05 11:47:58,695 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:47:58,695 EPOCH 61 done: loss 0.0234 - lr 0.100000 | |
| 2023-04-05 11:47:58,695 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:47:58,697 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:48:00,512 epoch 62 - iter 28/280 - loss 0.02323850 - time (sec): 1.81 - samples/sec: 11839.29 - lr: 0.100000 | |
| 2023-04-05 11:48:02,268 epoch 62 - iter 56/280 - loss 0.02418270 - time (sec): 3.57 - samples/sec: 11981.55 - lr: 0.100000 | |
| 2023-04-05 11:48:04,073 epoch 62 - iter 84/280 - loss 0.02399754 - time (sec): 5.38 - samples/sec: 11947.92 - lr: 0.100000 | |
| 2023-04-05 11:48:05,910 epoch 62 - iter 112/280 - loss 0.02400588 - time (sec): 7.21 - samples/sec: 11942.51 - lr: 0.100000 | |
| 2023-04-05 11:48:07,710 epoch 62 - iter 140/280 - loss 0.02466488 - time (sec): 9.01 - samples/sec: 11944.01 - lr: 0.100000 | |
| 2023-04-05 11:48:09,527 epoch 62 - iter 168/280 - loss 0.02430790 - time (sec): 10.83 - samples/sec: 11824.20 - lr: 0.100000 | |
| 2023-04-05 11:48:11,352 epoch 62 - iter 196/280 - loss 0.02400981 - time (sec): 12.65 - samples/sec: 11798.90 - lr: 0.100000 | |
| 2023-04-05 11:48:13,164 epoch 62 - iter 224/280 - loss 0.02408896 - time (sec): 14.47 - samples/sec: 11762.72 - lr: 0.100000 | |
| 2023-04-05 11:48:14,952 epoch 62 - iter 252/280 - loss 0.02416502 - time (sec): 16.25 - samples/sec: 11760.69 - lr: 0.100000 | |
| 2023-04-05 11:48:16,705 epoch 62 - iter 280/280 - loss 0.02405755 - time (sec): 18.01 - samples/sec: 11755.45 - lr: 0.100000 | |
| 2023-04-05 11:48:16,706 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:48:16,706 EPOCH 62 done: loss 0.0241 - lr 0.100000 | |
| 2023-04-05 11:48:16,706 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:48:16,709 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:48:18,500 epoch 63 - iter 28/280 - loss 0.02399210 - time (sec): 1.79 - samples/sec: 11865.63 - lr: 0.100000 | |
| 2023-04-05 11:48:20,351 epoch 63 - iter 56/280 - loss 0.02311333 - time (sec): 3.64 - samples/sec: 11764.21 - lr: 0.100000 | |
| 2023-04-05 11:48:22,168 epoch 63 - iter 84/280 - loss 0.02283618 - time (sec): 5.46 - samples/sec: 11743.53 - lr: 0.100000 | |
| 2023-04-05 11:48:23,951 epoch 63 - iter 112/280 - loss 0.02289443 - time (sec): 7.24 - samples/sec: 11781.37 - lr: 0.100000 | |
| 2023-04-05 11:48:25,784 epoch 63 - iter 140/280 - loss 0.02282495 - time (sec): 9.07 - samples/sec: 11784.54 - lr: 0.100000 | |
| 2023-04-05 11:48:27,502 epoch 63 - iter 168/280 - loss 0.02239201 - time (sec): 10.79 - samples/sec: 11828.14 - lr: 0.100000 | |
| 2023-04-05 11:48:29,288 epoch 63 - iter 196/280 - loss 0.02290296 - time (sec): 12.58 - samples/sec: 11855.04 - lr: 0.100000 | |
| 2023-04-05 11:48:31,061 epoch 63 - iter 224/280 - loss 0.02269834 - time (sec): 14.35 - samples/sec: 11836.38 - lr: 0.100000 | |
| 2023-04-05 11:48:32,875 epoch 63 - iter 252/280 - loss 0.02259157 - time (sec): 16.17 - samples/sec: 11850.83 - lr: 0.100000 | |
| 2023-04-05 11:48:34,629 epoch 63 - iter 280/280 - loss 0.02291769 - time (sec): 17.92 - samples/sec: 11813.53 - lr: 0.100000 | |
| 2023-04-05 11:48:34,629 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:48:34,629 EPOCH 63 done: loss 0.0229 - lr 0.100000 | |
| 2023-04-05 11:48:34,629 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:48:34,632 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:48:36,416 epoch 64 - iter 28/280 - loss 0.02256941 - time (sec): 1.78 - samples/sec: 12046.75 - lr: 0.100000 | |
| 2023-04-05 11:48:38,220 epoch 64 - iter 56/280 - loss 0.02283717 - time (sec): 3.59 - samples/sec: 12080.67 - lr: 0.100000 | |
| 2023-04-05 11:48:40,072 epoch 64 - iter 84/280 - loss 0.02293735 - time (sec): 5.44 - samples/sec: 11894.21 - lr: 0.100000 | |
| 2023-04-05 11:48:41,928 epoch 64 - iter 112/280 - loss 0.02269072 - time (sec): 7.30 - samples/sec: 11826.81 - lr: 0.100000 | |
| 2023-04-05 11:48:43,696 epoch 64 - iter 140/280 - loss 0.02339030 - time (sec): 9.06 - samples/sec: 11859.71 - lr: 0.100000 | |
| 2023-04-05 11:48:45,516 epoch 64 - iter 168/280 - loss 0.02326319 - time (sec): 10.88 - samples/sec: 11814.03 - lr: 0.100000 | |
| 2023-04-05 11:48:47,310 epoch 64 - iter 196/280 - loss 0.02272604 - time (sec): 12.68 - samples/sec: 11823.75 - lr: 0.100000 | |
| 2023-04-05 11:48:49,113 epoch 64 - iter 224/280 - loss 0.02247590 - time (sec): 14.48 - samples/sec: 11828.52 - lr: 0.100000 | |
| 2023-04-05 11:48:50,940 epoch 64 - iter 252/280 - loss 0.02279041 - time (sec): 16.31 - samples/sec: 11758.11 - lr: 0.100000 | |
| 2023-04-05 11:48:52,669 epoch 64 - iter 280/280 - loss 0.02302565 - time (sec): 18.04 - samples/sec: 11736.76 - lr: 0.100000 | |
| 2023-04-05 11:48:52,669 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:48:52,669 EPOCH 64 done: loss 0.0230 - lr 0.100000 | |
| 2023-04-05 11:48:52,669 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:48:52,672 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:48:54,483 epoch 65 - iter 28/280 - loss 0.02109243 - time (sec): 1.81 - samples/sec: 11720.69 - lr: 0.100000 | |
| 2023-04-05 11:48:56,278 epoch 65 - iter 56/280 - loss 0.02157008 - time (sec): 3.61 - samples/sec: 11860.30 - lr: 0.100000 | |
| 2023-04-05 11:48:58,069 epoch 65 - iter 84/280 - loss 0.02115013 - time (sec): 5.40 - samples/sec: 11777.23 - lr: 0.100000 | |
| 2023-04-05 11:48:59,872 epoch 65 - iter 112/280 - loss 0.02153102 - time (sec): 7.20 - samples/sec: 11748.63 - lr: 0.100000 | |
| 2023-04-05 11:49:01,683 epoch 65 - iter 140/280 - loss 0.02208391 - time (sec): 9.01 - samples/sec: 11757.75 - lr: 0.100000 | |
| 2023-04-05 11:49:03,468 epoch 65 - iter 168/280 - loss 0.02213290 - time (sec): 10.80 - samples/sec: 11766.42 - lr: 0.100000 | |
| 2023-04-05 11:49:05,233 epoch 65 - iter 196/280 - loss 0.02250858 - time (sec): 12.56 - samples/sec: 11792.34 - lr: 0.100000 | |
| 2023-04-05 11:49:07,029 epoch 65 - iter 224/280 - loss 0.02244799 - time (sec): 14.36 - samples/sec: 11810.18 - lr: 0.100000 | |
| 2023-04-05 11:49:08,849 epoch 65 - iter 252/280 - loss 0.02239353 - time (sec): 16.18 - samples/sec: 11789.44 - lr: 0.100000 | |
| 2023-04-05 11:49:10,597 epoch 65 - iter 280/280 - loss 0.02259849 - time (sec): 17.93 - samples/sec: 11809.53 - lr: 0.100000 | |
| 2023-04-05 11:49:10,597 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:49:10,598 EPOCH 65 done: loss 0.0226 - lr 0.100000 | |
| 2023-04-05 11:49:10,598 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:49:10,600 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:49:12,439 epoch 66 - iter 28/280 - loss 0.02173673 - time (sec): 1.84 - samples/sec: 11630.28 - lr: 0.100000 | |
| 2023-04-05 11:49:14,352 epoch 66 - iter 56/280 - loss 0.02164669 - time (sec): 3.75 - samples/sec: 11389.82 - lr: 0.100000 | |
| 2023-04-05 11:49:16,177 epoch 66 - iter 84/280 - loss 0.02117474 - time (sec): 5.58 - samples/sec: 11438.32 - lr: 0.100000 | |
| 2023-04-05 11:49:17,979 epoch 66 - iter 112/280 - loss 0.02168819 - time (sec): 7.38 - samples/sec: 11518.55 - lr: 0.100000 | |
| 2023-04-05 11:49:19,865 epoch 66 - iter 140/280 - loss 0.02228495 - time (sec): 9.26 - samples/sec: 11500.09 - lr: 0.100000 | |
| 2023-04-05 11:49:21,678 epoch 66 - iter 168/280 - loss 0.02238455 - time (sec): 11.08 - samples/sec: 11498.08 - lr: 0.100000 | |
| 2023-04-05 11:49:23,544 epoch 66 - iter 196/280 - loss 0.02269903 - time (sec): 12.94 - samples/sec: 11468.78 - lr: 0.100000 | |
| 2023-04-05 11:49:25,472 epoch 66 - iter 224/280 - loss 0.02294796 - time (sec): 14.87 - samples/sec: 11422.39 - lr: 0.100000 | |
| 2023-04-05 11:49:27,332 epoch 66 - iter 252/280 - loss 0.02301732 - time (sec): 16.73 - samples/sec: 11429.27 - lr: 0.100000 | |
| 2023-04-05 11:49:29,139 epoch 66 - iter 280/280 - loss 0.02321416 - time (sec): 18.54 - samples/sec: 11419.00 - lr: 0.100000 | |
| 2023-04-05 11:49:29,139 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:49:29,139 EPOCH 66 done: loss 0.0232 - lr 0.100000 | |
| 2023-04-05 11:49:29,139 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:49:29,142 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:49:30,937 epoch 67 - iter 28/280 - loss 0.02118564 - time (sec): 1.80 - samples/sec: 11651.72 - lr: 0.100000 | |
| 2023-04-05 11:49:32,738 epoch 67 - iter 56/280 - loss 0.02083372 - time (sec): 3.60 - samples/sec: 11722.32 - lr: 0.100000 | |
| 2023-04-05 11:49:34,668 epoch 67 - iter 84/280 - loss 0.02069451 - time (sec): 5.53 - samples/sec: 11528.32 - lr: 0.100000 | |
| 2023-04-05 11:49:36,428 epoch 67 - iter 112/280 - loss 0.02137567 - time (sec): 7.29 - samples/sec: 11648.89 - lr: 0.100000 | |
| 2023-04-05 11:49:38,263 epoch 67 - iter 140/280 - loss 0.02156501 - time (sec): 9.12 - samples/sec: 11644.34 - lr: 0.100000 | |
| 2023-04-05 11:49:40,047 epoch 67 - iter 168/280 - loss 0.02227597 - time (sec): 10.91 - samples/sec: 11691.65 - lr: 0.100000 | |
| 2023-04-05 11:49:41,847 epoch 67 - iter 196/280 - loss 0.02273584 - time (sec): 12.71 - samples/sec: 11697.50 - lr: 0.100000 | |
| 2023-04-05 11:49:43,742 epoch 67 - iter 224/280 - loss 0.02281440 - time (sec): 14.60 - samples/sec: 11656.97 - lr: 0.100000 | |
| 2023-04-05 11:49:45,576 epoch 67 - iter 252/280 - loss 0.02269671 - time (sec): 16.43 - samples/sec: 11645.39 - lr: 0.100000 | |
| 2023-04-05 11:49:47,322 epoch 67 - iter 280/280 - loss 0.02260637 - time (sec): 18.18 - samples/sec: 11644.08 - lr: 0.100000 | |
| 2023-04-05 11:49:47,322 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:49:47,322 EPOCH 67 done: loss 0.0226 - lr 0.100000 | |
| 2023-04-05 11:49:47,322 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 11:49:47,325 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:49:49,145 epoch 68 - iter 28/280 - loss 0.01995264 - time (sec): 1.82 - samples/sec: 11760.90 - lr: 0.100000 | |
| 2023-04-05 11:49:50,925 epoch 68 - iter 56/280 - loss 0.02301703 - time (sec): 3.60 - samples/sec: 11685.25 - lr: 0.100000 | |
| 2023-04-05 11:49:52,853 epoch 68 - iter 84/280 - loss 0.02168046 - time (sec): 5.53 - samples/sec: 11463.48 - lr: 0.100000 | |
| 2023-04-05 11:49:54,695 epoch 68 - iter 112/280 - loss 0.02146049 - time (sec): 7.37 - samples/sec: 11497.24 - lr: 0.100000 | |
| 2023-04-05 11:49:56,551 epoch 68 - iter 140/280 - loss 0.02188571 - time (sec): 9.23 - samples/sec: 11465.11 - lr: 0.100000 | |
| 2023-04-05 11:49:58,447 epoch 68 - iter 168/280 - loss 0.02185243 - time (sec): 11.12 - samples/sec: 11428.60 - lr: 0.100000 | |
| 2023-04-05 11:50:00,327 epoch 68 - iter 196/280 - loss 0.02184818 - time (sec): 13.00 - samples/sec: 11393.16 - lr: 0.100000 | |
| 2023-04-05 11:50:02,208 epoch 68 - iter 224/280 - loss 0.02168539 - time (sec): 14.88 - samples/sec: 11381.98 - lr: 0.100000 | |
| 2023-04-05 11:50:04,163 epoch 68 - iter 252/280 - loss 0.02169250 - time (sec): 16.84 - samples/sec: 11354.46 - lr: 0.100000 | |
| 2023-04-05 11:50:05,996 epoch 68 - iter 280/280 - loss 0.02202710 - time (sec): 18.67 - samples/sec: 11337.80 - lr: 0.100000 | |
| 2023-04-05 11:50:05,996 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:50:05,996 EPOCH 68 done: loss 0.0220 - lr 0.100000 | |
| 2023-04-05 11:50:05,997 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:50:05,999 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:50:07,855 epoch 69 - iter 28/280 - loss 0.02384428 - time (sec): 1.86 - samples/sec: 11205.34 - lr: 0.100000 | |
| 2023-04-05 11:50:09,712 epoch 69 - iter 56/280 - loss 0.02214349 - time (sec): 3.71 - samples/sec: 11346.57 - lr: 0.100000 | |
| 2023-04-05 11:50:11,580 epoch 69 - iter 84/280 - loss 0.02205930 - time (sec): 5.58 - samples/sec: 11352.85 - lr: 0.100000 | |
| 2023-04-05 11:50:13,515 epoch 69 - iter 112/280 - loss 0.02269737 - time (sec): 7.52 - samples/sec: 11288.43 - lr: 0.100000 | |
| 2023-04-05 11:50:15,316 epoch 69 - iter 140/280 - loss 0.02233032 - time (sec): 9.32 - samples/sec: 11335.06 - lr: 0.100000 | |
| 2023-04-05 11:50:17,095 epoch 69 - iter 168/280 - loss 0.02254028 - time (sec): 11.10 - samples/sec: 11378.08 - lr: 0.100000 | |
| 2023-04-05 11:50:18,893 epoch 69 - iter 196/280 - loss 0.02286921 - time (sec): 12.89 - samples/sec: 11429.12 - lr: 0.100000 | |
| 2023-04-05 11:50:20,697 epoch 69 - iter 224/280 - loss 0.02247976 - time (sec): 14.70 - samples/sec: 11499.50 - lr: 0.100000 | |
| 2023-04-05 11:50:22,502 epoch 69 - iter 252/280 - loss 0.02243047 - time (sec): 16.50 - samples/sec: 11533.11 - lr: 0.100000 | |
| 2023-04-05 11:50:24,306 epoch 69 - iter 280/280 - loss 0.02259251 - time (sec): 18.31 - samples/sec: 11563.56 - lr: 0.100000 | |
| 2023-04-05 11:50:24,306 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:50:24,306 EPOCH 69 done: loss 0.0226 - lr 0.100000 | |
| 2023-04-05 11:50:24,306 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:50:24,309 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:50:26,128 epoch 70 - iter 28/280 - loss 0.02043274 - time (sec): 1.82 - samples/sec: 12043.46 - lr: 0.100000 | |
| 2023-04-05 11:50:27,893 epoch 70 - iter 56/280 - loss 0.02185234 - time (sec): 3.58 - samples/sec: 12005.44 - lr: 0.100000 | |
| 2023-04-05 11:50:29,701 epoch 70 - iter 84/280 - loss 0.02104883 - time (sec): 5.39 - samples/sec: 11916.91 - lr: 0.100000 | |
| 2023-04-05 11:50:31,436 epoch 70 - iter 112/280 - loss 0.02097437 - time (sec): 7.13 - samples/sec: 11971.67 - lr: 0.100000 | |
| 2023-04-05 11:50:33,238 epoch 70 - iter 140/280 - loss 0.02153211 - time (sec): 8.93 - samples/sec: 11930.38 - lr: 0.100000 | |
| 2023-04-05 11:50:35,047 epoch 70 - iter 168/280 - loss 0.02199826 - time (sec): 10.74 - samples/sec: 11892.64 - lr: 0.100000 | |
| 2023-04-05 11:50:36,897 epoch 70 - iter 196/280 - loss 0.02243874 - time (sec): 12.59 - samples/sec: 11835.21 - lr: 0.100000 | |
| 2023-04-05 11:50:38,693 epoch 70 - iter 224/280 - loss 0.02245933 - time (sec): 14.38 - samples/sec: 11816.14 - lr: 0.100000 | |
| 2023-04-05 11:50:40,516 epoch 70 - iter 252/280 - loss 0.02208386 - time (sec): 16.21 - samples/sec: 11788.31 - lr: 0.100000 | |
| 2023-04-05 11:50:42,372 epoch 70 - iter 280/280 - loss 0.02221598 - time (sec): 18.06 - samples/sec: 11719.59 - lr: 0.100000 | |
| 2023-04-05 11:50:42,373 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:50:42,373 EPOCH 70 done: loss 0.0222 - lr 0.100000 | |
| 2023-04-05 11:50:42,373 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 11:50:42,376 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:50:44,138 epoch 71 - iter 28/280 - loss 0.02135674 - time (sec): 1.76 - samples/sec: 11812.23 - lr: 0.100000 | |
| 2023-04-05 11:50:45,971 epoch 71 - iter 56/280 - loss 0.02388856 - time (sec): 3.60 - samples/sec: 11699.07 - lr: 0.100000 | |
| 2023-04-05 11:50:47,694 epoch 71 - iter 84/280 - loss 0.02384579 - time (sec): 5.32 - samples/sec: 11827.05 - lr: 0.100000 | |
| 2023-04-05 11:50:49,448 epoch 71 - iter 112/280 - loss 0.02313819 - time (sec): 7.07 - samples/sec: 11849.37 - lr: 0.100000 | |
| 2023-04-05 11:50:51,283 epoch 71 - iter 140/280 - loss 0.02235630 - time (sec): 8.91 - samples/sec: 11849.30 - lr: 0.100000 | |
| 2023-04-05 11:50:53,084 epoch 71 - iter 168/280 - loss 0.02215512 - time (sec): 10.71 - samples/sec: 11834.74 - lr: 0.100000 | |
| 2023-04-05 11:50:54,898 epoch 71 - iter 196/280 - loss 0.02187449 - time (sec): 12.52 - samples/sec: 11815.25 - lr: 0.100000 | |
| 2023-04-05 11:50:56,703 epoch 71 - iter 224/280 - loss 0.02162644 - time (sec): 14.33 - samples/sec: 11843.04 - lr: 0.100000 | |
| 2023-04-05 11:50:58,538 epoch 71 - iter 252/280 - loss 0.02167685 - time (sec): 16.16 - samples/sec: 11818.34 - lr: 0.100000 | |
| 2023-04-05 11:51:00,330 epoch 71 - iter 280/280 - loss 0.02160666 - time (sec): 17.95 - samples/sec: 11790.37 - lr: 0.100000 | |
| 2023-04-05 11:51:00,331 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:51:00,331 EPOCH 71 done: loss 0.0216 - lr 0.100000 | |
| 2023-04-05 11:51:00,331 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:51:00,334 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:51:02,125 epoch 72 - iter 28/280 - loss 0.01890931 - time (sec): 1.79 - samples/sec: 12039.23 - lr: 0.100000 | |
| 2023-04-05 11:51:03,914 epoch 72 - iter 56/280 - loss 0.02099879 - time (sec): 3.58 - samples/sec: 11818.67 - lr: 0.100000 | |
| 2023-04-05 11:51:05,666 epoch 72 - iter 84/280 - loss 0.02116803 - time (sec): 5.33 - samples/sec: 11860.73 - lr: 0.100000 | |
| 2023-04-05 11:51:07,560 epoch 72 - iter 112/280 - loss 0.02147318 - time (sec): 7.23 - samples/sec: 11785.55 - lr: 0.100000 | |
| 2023-04-05 11:51:09,337 epoch 72 - iter 140/280 - loss 0.02120447 - time (sec): 9.00 - samples/sec: 11815.66 - lr: 0.100000 | |
| 2023-04-05 11:51:11,159 epoch 72 - iter 168/280 - loss 0.02106742 - time (sec): 10.82 - samples/sec: 11771.86 - lr: 0.100000 | |
| 2023-04-05 11:51:13,003 epoch 72 - iter 196/280 - loss 0.02108144 - time (sec): 12.67 - samples/sec: 11749.95 - lr: 0.100000 | |
| 2023-04-05 11:51:14,795 epoch 72 - iter 224/280 - loss 0.02124388 - time (sec): 14.46 - samples/sec: 11750.01 - lr: 0.100000 | |
| 2023-04-05 11:51:16,617 epoch 72 - iter 252/280 - loss 0.02123163 - time (sec): 16.28 - samples/sec: 11739.45 - lr: 0.100000 | |
| 2023-04-05 11:51:18,406 epoch 72 - iter 280/280 - loss 0.02130043 - time (sec): 18.07 - samples/sec: 11714.22 - lr: 0.100000 | |
| 2023-04-05 11:51:18,406 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:51:18,406 EPOCH 72 done: loss 0.0213 - lr 0.100000 | |
| 2023-04-05 11:51:18,406 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:51:18,408 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:51:20,177 epoch 73 - iter 28/280 - loss 0.01976903 - time (sec): 1.77 - samples/sec: 11802.86 - lr: 0.100000 | |
| 2023-04-05 11:51:22,042 epoch 73 - iter 56/280 - loss 0.02012165 - time (sec): 3.63 - samples/sec: 11745.01 - lr: 0.100000 | |
| 2023-04-05 11:51:23,876 epoch 73 - iter 84/280 - loss 0.02110452 - time (sec): 5.47 - samples/sec: 11655.87 - lr: 0.100000 | |
| 2023-04-05 11:51:25,730 epoch 73 - iter 112/280 - loss 0.02103326 - time (sec): 7.32 - samples/sec: 11591.09 - lr: 0.100000 | |
| 2023-04-05 11:51:27,657 epoch 73 - iter 140/280 - loss 0.02114601 - time (sec): 9.25 - samples/sec: 11528.85 - lr: 0.100000 | |
| 2023-04-05 11:51:29,494 epoch 73 - iter 168/280 - loss 0.02116793 - time (sec): 11.09 - samples/sec: 11528.62 - lr: 0.100000 | |
| 2023-04-05 11:51:31,360 epoch 73 - iter 196/280 - loss 0.02169981 - time (sec): 12.95 - samples/sec: 11492.76 - lr: 0.100000 | |
| 2023-04-05 11:51:33,268 epoch 73 - iter 224/280 - loss 0.02152706 - time (sec): 14.86 - samples/sec: 11458.53 - lr: 0.100000 | |
| 2023-04-05 11:51:35,118 epoch 73 - iter 252/280 - loss 0.02150310 - time (sec): 16.71 - samples/sec: 11445.54 - lr: 0.100000 | |
| 2023-04-05 11:51:36,928 epoch 73 - iter 280/280 - loss 0.02157205 - time (sec): 18.52 - samples/sec: 11430.48 - lr: 0.100000 | |
| 2023-04-05 11:51:36,929 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:51:36,929 EPOCH 73 done: loss 0.0216 - lr 0.100000 | |
| 2023-04-05 11:51:36,929 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:51:36,932 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:51:38,754 epoch 74 - iter 28/280 - loss 0.02098983 - time (sec): 1.82 - samples/sec: 11538.43 - lr: 0.100000 | |
| 2023-04-05 11:51:40,544 epoch 74 - iter 56/280 - loss 0.02232177 - time (sec): 3.61 - samples/sec: 11716.26 - lr: 0.100000 | |
| 2023-04-05 11:51:42,441 epoch 74 - iter 84/280 - loss 0.02161001 - time (sec): 5.51 - samples/sec: 11514.39 - lr: 0.100000 | |
| 2023-04-05 11:51:44,324 epoch 74 - iter 112/280 - loss 0.02150725 - time (sec): 7.39 - samples/sec: 11435.70 - lr: 0.100000 | |
| 2023-04-05 11:51:46,311 epoch 74 - iter 140/280 - loss 0.02151222 - time (sec): 9.38 - samples/sec: 11291.40 - lr: 0.100000 | |
| 2023-04-05 11:51:48,299 epoch 74 - iter 168/280 - loss 0.02103056 - time (sec): 11.37 - samples/sec: 11162.32 - lr: 0.100000 | |
| 2023-04-05 11:51:50,339 epoch 74 - iter 196/280 - loss 0.02144645 - time (sec): 13.41 - samples/sec: 11090.46 - lr: 0.100000 | |
| 2023-04-05 11:51:52,337 epoch 74 - iter 224/280 - loss 0.02149728 - time (sec): 15.41 - samples/sec: 11026.00 - lr: 0.100000 | |
| 2023-04-05 11:51:54,291 epoch 74 - iter 252/280 - loss 0.02160198 - time (sec): 17.36 - samples/sec: 11014.47 - lr: 0.100000 | |
| 2023-04-05 11:51:56,165 epoch 74 - iter 280/280 - loss 0.02192832 - time (sec): 19.23 - samples/sec: 11006.63 - lr: 0.100000 | |
| 2023-04-05 11:51:56,165 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:51:56,165 EPOCH 74 done: loss 0.0219 - lr 0.100000 | |
| 2023-04-05 11:51:56,165 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 11:51:56,168 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:51:58,145 epoch 75 - iter 28/280 - loss 0.02163516 - time (sec): 1.98 - samples/sec: 10959.87 - lr: 0.100000 | |
| 2023-04-05 11:52:00,155 epoch 75 - iter 56/280 - loss 0.02022709 - time (sec): 3.99 - samples/sec: 10698.71 - lr: 0.100000 | |
| 2023-04-05 11:52:02,113 epoch 75 - iter 84/280 - loss 0.01975822 - time (sec): 5.95 - samples/sec: 10746.03 - lr: 0.100000 | |
| 2023-04-05 11:52:04,081 epoch 75 - iter 112/280 - loss 0.01920793 - time (sec): 7.91 - samples/sec: 10697.91 - lr: 0.100000 | |
| 2023-04-05 11:52:06,058 epoch 75 - iter 140/280 - loss 0.02015015 - time (sec): 9.89 - samples/sec: 10655.64 - lr: 0.100000 | |
| 2023-04-05 11:52:07,993 epoch 75 - iter 168/280 - loss 0.01994776 - time (sec): 11.82 - samples/sec: 10689.25 - lr: 0.100000 | |
| 2023-04-05 11:52:10,004 epoch 75 - iter 196/280 - loss 0.02006121 - time (sec): 13.84 - samples/sec: 10654.79 - lr: 0.100000 | |
| 2023-04-05 11:52:11,996 epoch 75 - iter 224/280 - loss 0.02013890 - time (sec): 15.83 - samples/sec: 10679.64 - lr: 0.100000 | |
| 2023-04-05 11:52:13,984 epoch 75 - iter 252/280 - loss 0.02005821 - time (sec): 17.82 - samples/sec: 10718.56 - lr: 0.100000 | |
| 2023-04-05 11:52:15,962 epoch 75 - iter 280/280 - loss 0.02010611 - time (sec): 19.79 - samples/sec: 10694.62 - lr: 0.100000 | |
| 2023-04-05 11:52:15,962 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:52:15,962 EPOCH 75 done: loss 0.0201 - lr 0.100000 | |
| 2023-04-05 11:52:15,962 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:52:15,966 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:52:17,913 epoch 76 - iter 28/280 - loss 0.02009897 - time (sec): 1.95 - samples/sec: 10528.73 - lr: 0.100000 | |
| 2023-04-05 11:52:19,913 epoch 76 - iter 56/280 - loss 0.02041120 - time (sec): 3.95 - samples/sec: 10793.65 - lr: 0.100000 | |
| 2023-04-05 11:52:21,821 epoch 76 - iter 84/280 - loss 0.02021270 - time (sec): 5.85 - samples/sec: 10799.07 - lr: 0.100000 | |
| 2023-04-05 11:52:23,776 epoch 76 - iter 112/280 - loss 0.02062628 - time (sec): 7.81 - samples/sec: 10791.17 - lr: 0.100000 | |
| 2023-04-05 11:52:25,752 epoch 76 - iter 140/280 - loss 0.02060800 - time (sec): 9.79 - samples/sec: 10792.35 - lr: 0.100000 | |
| 2023-04-05 11:52:27,762 epoch 76 - iter 168/280 - loss 0.02062550 - time (sec): 11.80 - samples/sec: 10779.58 - lr: 0.100000 | |
| 2023-04-05 11:52:29,825 epoch 76 - iter 196/280 - loss 0.02044274 - time (sec): 13.86 - samples/sec: 10693.55 - lr: 0.100000 | |
| 2023-04-05 11:52:31,860 epoch 76 - iter 224/280 - loss 0.02058202 - time (sec): 15.89 - samples/sec: 10676.97 - lr: 0.100000 | |
| 2023-04-05 11:52:33,844 epoch 76 - iter 252/280 - loss 0.02050834 - time (sec): 17.88 - samples/sec: 10699.86 - lr: 0.100000 | |
| 2023-04-05 11:52:35,786 epoch 76 - iter 280/280 - loss 0.02065733 - time (sec): 19.82 - samples/sec: 10680.96 - lr: 0.100000 | |
| 2023-04-05 11:52:35,786 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:52:35,786 EPOCH 76 done: loss 0.0207 - lr 0.100000 | |
| 2023-04-05 11:52:35,786 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:52:35,789 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:52:37,656 epoch 77 - iter 28/280 - loss 0.01708299 - time (sec): 1.87 - samples/sec: 11328.85 - lr: 0.100000 | |
| 2023-04-05 11:52:39,508 epoch 77 - iter 56/280 - loss 0.01835746 - time (sec): 3.72 - samples/sec: 11216.92 - lr: 0.100000 | |
| 2023-04-05 11:52:41,457 epoch 77 - iter 84/280 - loss 0.01816650 - time (sec): 5.67 - samples/sec: 11046.04 - lr: 0.100000 | |
| 2023-04-05 11:52:43,471 epoch 77 - iter 112/280 - loss 0.01800813 - time (sec): 7.68 - samples/sec: 11005.54 - lr: 0.100000 | |
| 2023-04-05 11:52:45,481 epoch 77 - iter 140/280 - loss 0.01872334 - time (sec): 9.69 - samples/sec: 10905.81 - lr: 0.100000 | |
| 2023-04-05 11:52:47,452 epoch 77 - iter 168/280 - loss 0.01877902 - time (sec): 11.66 - samples/sec: 10864.91 - lr: 0.100000 | |
| 2023-04-05 11:52:49,467 epoch 77 - iter 196/280 - loss 0.01931188 - time (sec): 13.68 - samples/sec: 10831.79 - lr: 0.100000 | |
| 2023-04-05 11:52:51,434 epoch 77 - iter 224/280 - loss 0.01892929 - time (sec): 15.65 - samples/sec: 10786.03 - lr: 0.100000 | |
| 2023-04-05 11:52:53,477 epoch 77 - iter 252/280 - loss 0.01900827 - time (sec): 17.69 - samples/sec: 10753.37 - lr: 0.100000 | |
| 2023-04-05 11:52:55,491 epoch 77 - iter 280/280 - loss 0.01923144 - time (sec): 19.70 - samples/sec: 10744.68 - lr: 0.100000 | |
| 2023-04-05 11:52:55,491 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:52:55,491 EPOCH 77 done: loss 0.0192 - lr 0.100000 | |
| 2023-04-05 11:52:55,491 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:52:55,494 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:52:57,541 epoch 78 - iter 28/280 - loss 0.01864592 - time (sec): 2.05 - samples/sec: 10644.55 - lr: 0.100000 | |
| 2023-04-05 11:52:59,641 epoch 78 - iter 56/280 - loss 0.01924173 - time (sec): 4.15 - samples/sec: 10454.88 - lr: 0.100000 | |
| 2023-04-05 11:53:01,587 epoch 78 - iter 84/280 - loss 0.02014696 - time (sec): 6.09 - samples/sec: 10579.81 - lr: 0.100000 | |
| 2023-04-05 11:53:03,600 epoch 78 - iter 112/280 - loss 0.02033438 - time (sec): 8.11 - samples/sec: 10532.85 - lr: 0.100000 | |
| 2023-04-05 11:53:05,598 epoch 78 - iter 140/280 - loss 0.02047643 - time (sec): 10.10 - samples/sec: 10571.05 - lr: 0.100000 | |
| 2023-04-05 11:53:07,574 epoch 78 - iter 168/280 - loss 0.02001348 - time (sec): 12.08 - samples/sec: 10600.97 - lr: 0.100000 | |
| 2023-04-05 11:53:09,570 epoch 78 - iter 196/280 - loss 0.02019327 - time (sec): 14.08 - samples/sec: 10627.97 - lr: 0.100000 | |
| 2023-04-05 11:53:11,491 epoch 78 - iter 224/280 - loss 0.02017045 - time (sec): 16.00 - samples/sec: 10672.50 - lr: 0.100000 | |
| 2023-04-05 11:53:13,370 epoch 78 - iter 252/280 - loss 0.02035093 - time (sec): 17.88 - samples/sec: 10713.10 - lr: 0.100000 | |
| 2023-04-05 11:53:15,225 epoch 78 - iter 280/280 - loss 0.02009911 - time (sec): 19.73 - samples/sec: 10728.89 - lr: 0.100000 | |
| 2023-04-05 11:53:15,225 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:53:15,225 EPOCH 78 done: loss 0.0201 - lr 0.100000 | |
| 2023-04-05 11:53:15,225 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:53:15,228 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:53:17,114 epoch 79 - iter 28/280 - loss 0.01783447 - time (sec): 1.89 - samples/sec: 11037.25 - lr: 0.100000 | |
| 2023-04-05 11:53:19,050 epoch 79 - iter 56/280 - loss 0.01858716 - time (sec): 3.82 - samples/sec: 11139.95 - lr: 0.100000 | |
| 2023-04-05 11:53:20,983 epoch 79 - iter 84/280 - loss 0.01899187 - time (sec): 5.76 - samples/sec: 11028.72 - lr: 0.100000 | |
| 2023-04-05 11:53:22,946 epoch 79 - iter 112/280 - loss 0.02012692 - time (sec): 7.72 - samples/sec: 10994.80 - lr: 0.100000 | |
| 2023-04-05 11:53:24,883 epoch 79 - iter 140/280 - loss 0.02015825 - time (sec): 9.65 - samples/sec: 10985.12 - lr: 0.100000 | |
| 2023-04-05 11:53:26,825 epoch 79 - iter 168/280 - loss 0.01938708 - time (sec): 11.60 - samples/sec: 10988.93 - lr: 0.100000 | |
| 2023-04-05 11:53:28,716 epoch 79 - iter 196/280 - loss 0.01987789 - time (sec): 13.49 - samples/sec: 11028.83 - lr: 0.100000 | |
| 2023-04-05 11:53:30,574 epoch 79 - iter 224/280 - loss 0.02005371 - time (sec): 15.35 - samples/sec: 11059.26 - lr: 0.100000 | |
| 2023-04-05 11:53:32,493 epoch 79 - iter 252/280 - loss 0.01968046 - time (sec): 17.27 - samples/sec: 11074.23 - lr: 0.100000 | |
| 2023-04-05 11:53:34,397 epoch 79 - iter 280/280 - loss 0.01984077 - time (sec): 19.17 - samples/sec: 11043.63 - lr: 0.100000 | |
| 2023-04-05 11:53:34,397 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:53:34,397 EPOCH 79 done: loss 0.0198 - lr 0.100000 | |
| 2023-04-05 11:53:34,397 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 11:53:34,400 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:53:36,329 epoch 80 - iter 28/280 - loss 0.01788696 - time (sec): 1.93 - samples/sec: 10749.08 - lr: 0.100000 | |
| 2023-04-05 11:53:38,120 epoch 80 - iter 56/280 - loss 0.01844709 - time (sec): 3.72 - samples/sec: 11228.81 - lr: 0.100000 | |
| 2023-04-05 11:53:40,103 epoch 80 - iter 84/280 - loss 0.01779718 - time (sec): 5.70 - samples/sec: 11080.50 - lr: 0.100000 | |
| 2023-04-05 11:53:42,022 epoch 80 - iter 112/280 - loss 0.01782455 - time (sec): 7.62 - samples/sec: 11099.74 - lr: 0.100000 | |
| 2023-04-05 11:53:43,974 epoch 80 - iter 140/280 - loss 0.01820559 - time (sec): 9.57 - samples/sec: 11094.76 - lr: 0.100000 | |
| 2023-04-05 11:53:45,867 epoch 80 - iter 168/280 - loss 0.01849651 - time (sec): 11.47 - samples/sec: 11123.55 - lr: 0.100000 | |
| 2023-04-05 11:53:47,804 epoch 80 - iter 196/280 - loss 0.01958702 - time (sec): 13.40 - samples/sec: 11107.42 - lr: 0.100000 | |
| 2023-04-05 11:53:49,709 epoch 80 - iter 224/280 - loss 0.01931824 - time (sec): 15.31 - samples/sec: 11118.66 - lr: 0.100000 | |
| 2023-04-05 11:53:51,600 epoch 80 - iter 252/280 - loss 0.01955896 - time (sec): 17.20 - samples/sec: 11109.95 - lr: 0.100000 | |
| 2023-04-05 11:53:53,469 epoch 80 - iter 280/280 - loss 0.01963729 - time (sec): 19.07 - samples/sec: 11101.09 - lr: 0.100000 | |
| 2023-04-05 11:53:53,470 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:53:53,470 EPOCH 80 done: loss 0.0196 - lr 0.100000 | |
| 2023-04-05 11:53:53,470 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 11:53:53,473 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:53:55,432 epoch 81 - iter 28/280 - loss 0.01999609 - time (sec): 1.96 - samples/sec: 11004.59 - lr: 0.100000 | |
| 2023-04-05 11:53:57,294 epoch 81 - iter 56/280 - loss 0.02234605 - time (sec): 3.82 - samples/sec: 11092.64 - lr: 0.100000 | |
| 2023-04-05 11:53:59,227 epoch 81 - iter 84/280 - loss 0.02102149 - time (sec): 5.75 - samples/sec: 10995.46 - lr: 0.100000 | |
| 2023-04-05 11:54:01,169 epoch 81 - iter 112/280 - loss 0.02068849 - time (sec): 7.70 - samples/sec: 10971.77 - lr: 0.100000 | |
| 2023-04-05 11:54:04,572 epoch 81 - iter 140/280 - loss 0.02105535 - time (sec): 11.10 - samples/sec: 9548.58 - lr: 0.100000 | |
| 2023-04-05 11:54:06,435 epoch 81 - iter 168/280 - loss 0.02063509 - time (sec): 12.96 - samples/sec: 9825.20 - lr: 0.100000 | |
| 2023-04-05 11:54:08,354 epoch 81 - iter 196/280 - loss 0.02065726 - time (sec): 14.88 - samples/sec: 10000.69 - lr: 0.100000 | |
| 2023-04-05 11:54:10,334 epoch 81 - iter 224/280 - loss 0.02047387 - time (sec): 16.86 - samples/sec: 10095.44 - lr: 0.100000 | |
| 2023-04-05 11:54:12,256 epoch 81 - iter 252/280 - loss 0.02026883 - time (sec): 18.78 - samples/sec: 10198.90 - lr: 0.100000 | |
| 2023-04-05 11:54:14,089 epoch 81 - iter 280/280 - loss 0.02002583 - time (sec): 20.62 - samples/sec: 10268.24 - lr: 0.100000 | |
| 2023-04-05 11:54:14,089 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:54:14,089 EPOCH 81 done: loss 0.0200 - lr 0.100000 | |
| 2023-04-05 11:54:14,089 Epoch 81: reducing learning rate of group 0 to 5.0000e-02. | |
| 2023-04-05 11:54:14,089 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 11:54:14,092 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:54:15,965 epoch 82 - iter 28/280 - loss 0.01860981 - time (sec): 1.87 - samples/sec: 11077.36 - lr: 0.050000 | |
| 2023-04-05 11:54:17,953 epoch 82 - iter 56/280 - loss 0.01974103 - time (sec): 3.86 - samples/sec: 10991.65 - lr: 0.050000 | |
| 2023-04-05 11:54:19,875 epoch 82 - iter 84/280 - loss 0.01921790 - time (sec): 5.78 - samples/sec: 11036.31 - lr: 0.050000 | |
| 2023-04-05 11:54:21,702 epoch 82 - iter 112/280 - loss 0.01860644 - time (sec): 7.61 - samples/sec: 11177.80 - lr: 0.050000 | |
| 2023-04-05 11:54:23,609 epoch 82 - iter 140/280 - loss 0.01830974 - time (sec): 9.52 - samples/sec: 11121.33 - lr: 0.050000 | |
| 2023-04-05 11:54:25,584 epoch 82 - iter 168/280 - loss 0.01827574 - time (sec): 11.49 - samples/sec: 11080.97 - lr: 0.050000 | |
| 2023-04-05 11:54:27,617 epoch 82 - iter 196/280 - loss 0.01837247 - time (sec): 13.53 - samples/sec: 10995.59 - lr: 0.050000 | |
| 2023-04-05 11:54:29,608 epoch 82 - iter 224/280 - loss 0.01842828 - time (sec): 15.52 - samples/sec: 10943.35 - lr: 0.050000 | |
| 2023-04-05 11:54:31,584 epoch 82 - iter 252/280 - loss 0.01837193 - time (sec): 17.49 - samples/sec: 10924.48 - lr: 0.050000 | |
| 2023-04-05 11:54:33,535 epoch 82 - iter 280/280 - loss 0.01856906 - time (sec): 19.44 - samples/sec: 10887.33 - lr: 0.050000 | |
| 2023-04-05 11:54:33,536 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:54:33,536 EPOCH 82 done: loss 0.0186 - lr 0.050000 | |
| 2023-04-05 11:54:33,536 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:54:33,539 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:54:35,624 epoch 83 - iter 28/280 - loss 0.01842064 - time (sec): 2.08 - samples/sec: 10262.66 - lr: 0.050000 | |
| 2023-04-05 11:54:37,549 epoch 83 - iter 56/280 - loss 0.01690092 - time (sec): 4.01 - samples/sec: 10608.83 - lr: 0.050000 | |
| 2023-04-05 11:54:39,605 epoch 83 - iter 84/280 - loss 0.01784087 - time (sec): 6.07 - samples/sec: 10616.14 - lr: 0.050000 | |
| 2023-04-05 11:54:41,630 epoch 83 - iter 112/280 - loss 0.01842300 - time (sec): 8.09 - samples/sec: 10629.69 - lr: 0.050000 | |
| 2023-04-05 11:54:43,627 epoch 83 - iter 140/280 - loss 0.01803914 - time (sec): 10.09 - samples/sec: 10645.63 - lr: 0.050000 | |
| 2023-04-05 11:54:45,683 epoch 83 - iter 168/280 - loss 0.01799391 - time (sec): 12.14 - samples/sec: 10605.06 - lr: 0.050000 | |
| 2023-04-05 11:54:47,739 epoch 83 - iter 196/280 - loss 0.01789924 - time (sec): 14.20 - samples/sec: 10531.43 - lr: 0.050000 | |
| 2023-04-05 11:54:49,630 epoch 83 - iter 224/280 - loss 0.01795461 - time (sec): 16.09 - samples/sec: 10572.30 - lr: 0.050000 | |
| 2023-04-05 11:54:51,672 epoch 83 - iter 252/280 - loss 0.01752941 - time (sec): 18.13 - samples/sec: 10566.80 - lr: 0.050000 | |
| 2023-04-05 11:54:53,560 epoch 83 - iter 280/280 - loss 0.01755867 - time (sec): 20.02 - samples/sec: 10573.69 - lr: 0.050000 | |
| 2023-04-05 11:54:53,560 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:54:53,560 EPOCH 83 done: loss 0.0176 - lr 0.050000 | |
| 2023-04-05 11:54:53,560 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:54:53,563 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:54:55,540 epoch 84 - iter 28/280 - loss 0.01463967 - time (sec): 1.98 - samples/sec: 10708.68 - lr: 0.050000 | |
| 2023-04-05 11:54:57,501 epoch 84 - iter 56/280 - loss 0.01594683 - time (sec): 3.94 - samples/sec: 10895.68 - lr: 0.050000 | |
| 2023-04-05 11:54:59,447 epoch 84 - iter 84/280 - loss 0.01600441 - time (sec): 5.88 - samples/sec: 10835.67 - lr: 0.050000 | |
| 2023-04-05 11:55:01,489 epoch 84 - iter 112/280 - loss 0.01638562 - time (sec): 7.93 - samples/sec: 10750.12 - lr: 0.050000 | |
| 2023-04-05 11:55:03,395 epoch 84 - iter 140/280 - loss 0.01677881 - time (sec): 9.83 - samples/sec: 10776.07 - lr: 0.050000 | |
| 2023-04-05 11:55:05,381 epoch 84 - iter 168/280 - loss 0.01656132 - time (sec): 11.82 - samples/sec: 10768.96 - lr: 0.050000 | |
| 2023-04-05 11:55:07,372 epoch 84 - iter 196/280 - loss 0.01653145 - time (sec): 13.81 - samples/sec: 10755.67 - lr: 0.050000 | |
| 2023-04-05 11:55:09,306 epoch 84 - iter 224/280 - loss 0.01648739 - time (sec): 15.74 - samples/sec: 10796.01 - lr: 0.050000 | |
| 2023-04-05 11:55:11,285 epoch 84 - iter 252/280 - loss 0.01642549 - time (sec): 17.72 - samples/sec: 10797.73 - lr: 0.050000 | |
| 2023-04-05 11:55:13,130 epoch 84 - iter 280/280 - loss 0.01655025 - time (sec): 19.57 - samples/sec: 10818.82 - lr: 0.050000 | |
| 2023-04-05 11:55:13,130 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:55:13,130 EPOCH 84 done: loss 0.0166 - lr 0.050000 | |
| 2023-04-05 11:55:13,130 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:55:13,133 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:55:15,097 epoch 85 - iter 28/280 - loss 0.01594061 - time (sec): 1.96 - samples/sec: 10711.62 - lr: 0.050000 | |
| 2023-04-05 11:55:17,013 epoch 85 - iter 56/280 - loss 0.01557143 - time (sec): 3.88 - samples/sec: 10768.49 - lr: 0.050000 | |
| 2023-04-05 11:55:19,002 epoch 85 - iter 84/280 - loss 0.01557014 - time (sec): 5.87 - samples/sec: 10739.06 - lr: 0.050000 | |
| 2023-04-05 11:55:20,962 epoch 85 - iter 112/280 - loss 0.01544992 - time (sec): 7.83 - samples/sec: 10722.08 - lr: 0.050000 | |
| 2023-04-05 11:55:22,995 epoch 85 - iter 140/280 - loss 0.01610699 - time (sec): 9.86 - samples/sec: 10693.99 - lr: 0.050000 | |
| 2023-04-05 11:55:24,944 epoch 85 - iter 168/280 - loss 0.01614985 - time (sec): 11.81 - samples/sec: 10721.61 - lr: 0.050000 | |
| 2023-04-05 11:55:26,975 epoch 85 - iter 196/280 - loss 0.01637534 - time (sec): 13.84 - samples/sec: 10720.76 - lr: 0.050000 | |
| 2023-04-05 11:55:28,962 epoch 85 - iter 224/280 - loss 0.01637429 - time (sec): 15.83 - samples/sec: 10718.18 - lr: 0.050000 | |
| 2023-04-05 11:55:30,925 epoch 85 - iter 252/280 - loss 0.01640293 - time (sec): 17.79 - samples/sec: 10715.15 - lr: 0.050000 | |
| 2023-04-05 11:55:32,870 epoch 85 - iter 280/280 - loss 0.01626972 - time (sec): 19.74 - samples/sec: 10725.72 - lr: 0.050000 | |
| 2023-04-05 11:55:32,870 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:55:32,870 EPOCH 85 done: loss 0.0163 - lr 0.050000 | |
| 2023-04-05 11:55:32,870 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:55:32,873 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:55:34,740 epoch 86 - iter 28/280 - loss 0.01560746 - time (sec): 1.87 - samples/sec: 11305.00 - lr: 0.050000 | |
| 2023-04-05 11:55:36,676 epoch 86 - iter 56/280 - loss 0.01594714 - time (sec): 3.80 - samples/sec: 10942.16 - lr: 0.050000 | |
| 2023-04-05 11:55:38,736 epoch 86 - iter 84/280 - loss 0.01693447 - time (sec): 5.86 - samples/sec: 10861.55 - lr: 0.050000 | |
| 2023-04-05 11:55:40,721 epoch 86 - iter 112/280 - loss 0.01679641 - time (sec): 7.85 - samples/sec: 10849.76 - lr: 0.050000 | |
| 2023-04-05 11:55:42,693 epoch 86 - iter 140/280 - loss 0.01650936 - time (sec): 9.82 - samples/sec: 10780.19 - lr: 0.050000 | |
| 2023-04-05 11:55:44,629 epoch 86 - iter 168/280 - loss 0.01615554 - time (sec): 11.76 - samples/sec: 10795.85 - lr: 0.050000 | |
| 2023-04-05 11:55:46,514 epoch 86 - iter 196/280 - loss 0.01619688 - time (sec): 13.64 - samples/sec: 10826.39 - lr: 0.050000 | |
| 2023-04-05 11:55:48,523 epoch 86 - iter 224/280 - loss 0.01624418 - time (sec): 15.65 - samples/sec: 10824.24 - lr: 0.050000 | |
| 2023-04-05 11:55:50,515 epoch 86 - iter 252/280 - loss 0.01664642 - time (sec): 17.64 - samples/sec: 10821.70 - lr: 0.050000 | |
| 2023-04-05 11:55:52,456 epoch 86 - iter 280/280 - loss 0.01670856 - time (sec): 19.58 - samples/sec: 10809.77 - lr: 0.050000 | |
| 2023-04-05 11:55:52,456 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:55:52,457 EPOCH 86 done: loss 0.0167 - lr 0.050000 | |
| 2023-04-05 11:55:52,457 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:55:52,459 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:55:54,414 epoch 87 - iter 28/280 - loss 0.01526542 - time (sec): 1.95 - samples/sec: 11024.05 - lr: 0.050000 | |
| 2023-04-05 11:55:56,338 epoch 87 - iter 56/280 - loss 0.01534677 - time (sec): 3.88 - samples/sec: 11112.07 - lr: 0.050000 | |
| 2023-04-05 11:55:58,290 epoch 87 - iter 84/280 - loss 0.01460912 - time (sec): 5.83 - samples/sec: 11062.58 - lr: 0.050000 | |
| 2023-04-05 11:56:00,190 epoch 87 - iter 112/280 - loss 0.01418288 - time (sec): 7.73 - samples/sec: 11012.47 - lr: 0.050000 | |
| 2023-04-05 11:56:02,156 epoch 87 - iter 140/280 - loss 0.01427603 - time (sec): 9.70 - samples/sec: 10999.97 - lr: 0.050000 | |
| 2023-04-05 11:56:04,018 epoch 87 - iter 168/280 - loss 0.01479369 - time (sec): 11.56 - samples/sec: 11039.29 - lr: 0.050000 | |
| 2023-04-05 11:56:05,883 epoch 87 - iter 196/280 - loss 0.01478301 - time (sec): 13.42 - samples/sec: 11100.90 - lr: 0.050000 | |
| 2023-04-05 11:56:07,688 epoch 87 - iter 224/280 - loss 0.01476124 - time (sec): 15.23 - samples/sec: 11158.32 - lr: 0.050000 | |
| 2023-04-05 11:56:09,505 epoch 87 - iter 252/280 - loss 0.01498062 - time (sec): 17.05 - samples/sec: 11224.51 - lr: 0.050000 | |
| 2023-04-05 11:56:11,310 epoch 87 - iter 280/280 - loss 0.01496752 - time (sec): 18.85 - samples/sec: 11229.54 - lr: 0.050000 | |
| 2023-04-05 11:56:11,310 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:56:11,310 EPOCH 87 done: loss 0.0150 - lr 0.050000 | |
| 2023-04-05 11:56:11,311 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:56:11,313 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:56:13,188 epoch 88 - iter 28/280 - loss 0.01420705 - time (sec): 1.88 - samples/sec: 11137.37 - lr: 0.050000 | |
| 2023-04-05 11:56:15,022 epoch 88 - iter 56/280 - loss 0.01550309 - time (sec): 3.71 - samples/sec: 11267.02 - lr: 0.050000 | |
| 2023-04-05 11:56:16,917 epoch 88 - iter 84/280 - loss 0.01510743 - time (sec): 5.60 - samples/sec: 11261.87 - lr: 0.050000 | |
| 2023-04-05 11:56:18,852 epoch 88 - iter 112/280 - loss 0.01540760 - time (sec): 7.54 - samples/sec: 11173.18 - lr: 0.050000 | |
| 2023-04-05 11:56:20,825 epoch 88 - iter 140/280 - loss 0.01488094 - time (sec): 9.51 - samples/sec: 11110.78 - lr: 0.050000 | |
| 2023-04-05 11:56:22,749 epoch 88 - iter 168/280 - loss 0.01474611 - time (sec): 11.44 - samples/sec: 11085.11 - lr: 0.050000 | |
| 2023-04-05 11:56:24,677 epoch 88 - iter 196/280 - loss 0.01467050 - time (sec): 13.36 - samples/sec: 11070.49 - lr: 0.050000 | |
| 2023-04-05 11:56:26,603 epoch 88 - iter 224/280 - loss 0.01460222 - time (sec): 15.29 - samples/sec: 11046.32 - lr: 0.050000 | |
| 2023-04-05 11:56:28,539 epoch 88 - iter 252/280 - loss 0.01480295 - time (sec): 17.23 - samples/sec: 11043.20 - lr: 0.050000 | |
| 2023-04-05 11:56:30,541 epoch 88 - iter 280/280 - loss 0.01480336 - time (sec): 19.23 - samples/sec: 11009.48 - lr: 0.050000 | |
| 2023-04-05 11:56:30,541 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:56:30,541 EPOCH 88 done: loss 0.0148 - lr 0.050000 | |
| 2023-04-05 11:56:30,541 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:56:30,544 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:56:32,544 epoch 89 - iter 28/280 - loss 0.01797876 - time (sec): 2.00 - samples/sec: 10748.89 - lr: 0.050000 | |
| 2023-04-05 11:56:34,510 epoch 89 - iter 56/280 - loss 0.01629157 - time (sec): 3.97 - samples/sec: 10779.99 - lr: 0.050000 | |
| 2023-04-05 11:56:36,468 epoch 89 - iter 84/280 - loss 0.01545197 - time (sec): 5.92 - samples/sec: 10815.12 - lr: 0.050000 | |
| 2023-04-05 11:56:38,498 epoch 89 - iter 112/280 - loss 0.01472171 - time (sec): 7.95 - samples/sec: 10766.30 - lr: 0.050000 | |
| 2023-04-05 11:56:40,408 epoch 89 - iter 140/280 - loss 0.01415684 - time (sec): 9.86 - samples/sec: 10764.13 - lr: 0.050000 | |
| 2023-04-05 11:56:42,350 epoch 89 - iter 168/280 - loss 0.01405974 - time (sec): 11.81 - samples/sec: 10787.01 - lr: 0.050000 | |
| 2023-04-05 11:56:44,316 epoch 89 - iter 196/280 - loss 0.01411571 - time (sec): 13.77 - samples/sec: 10810.09 - lr: 0.050000 | |
| 2023-04-05 11:56:46,335 epoch 89 - iter 224/280 - loss 0.01464182 - time (sec): 15.79 - samples/sec: 10783.34 - lr: 0.050000 | |
| 2023-04-05 11:56:48,307 epoch 89 - iter 252/280 - loss 0.01457484 - time (sec): 17.76 - samples/sec: 10757.54 - lr: 0.050000 | |
| 2023-04-05 11:56:50,240 epoch 89 - iter 280/280 - loss 0.01471727 - time (sec): 19.70 - samples/sec: 10748.03 - lr: 0.050000 | |
| 2023-04-05 11:56:50,241 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:56:50,241 EPOCH 89 done: loss 0.0147 - lr 0.050000 | |
| 2023-04-05 11:56:50,241 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:56:50,243 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:56:52,201 epoch 90 - iter 28/280 - loss 0.01639187 - time (sec): 1.96 - samples/sec: 10840.92 - lr: 0.050000 | |
| 2023-04-05 11:56:54,245 epoch 90 - iter 56/280 - loss 0.01439273 - time (sec): 4.00 - samples/sec: 10726.45 - lr: 0.050000 | |
| 2023-04-05 11:56:56,222 epoch 90 - iter 84/280 - loss 0.01506792 - time (sec): 5.98 - samples/sec: 10778.77 - lr: 0.050000 | |
| 2023-04-05 11:56:58,189 epoch 90 - iter 112/280 - loss 0.01557248 - time (sec): 7.95 - samples/sec: 10781.41 - lr: 0.050000 | |
| 2023-04-05 11:57:00,145 epoch 90 - iter 140/280 - loss 0.01486076 - time (sec): 9.90 - samples/sec: 10756.30 - lr: 0.050000 | |
| 2023-04-05 11:57:02,081 epoch 90 - iter 168/280 - loss 0.01478498 - time (sec): 11.84 - samples/sec: 10775.50 - lr: 0.050000 | |
| 2023-04-05 11:57:04,042 epoch 90 - iter 196/280 - loss 0.01510865 - time (sec): 13.80 - samples/sec: 10783.04 - lr: 0.050000 | |
| 2023-04-05 11:57:05,994 epoch 90 - iter 224/280 - loss 0.01506781 - time (sec): 15.75 - samples/sec: 10800.62 - lr: 0.050000 | |
| 2023-04-05 11:57:07,960 epoch 90 - iter 252/280 - loss 0.01507409 - time (sec): 17.72 - samples/sec: 10790.03 - lr: 0.050000 | |
| 2023-04-05 11:57:09,918 epoch 90 - iter 280/280 - loss 0.01503079 - time (sec): 19.67 - samples/sec: 10759.71 - lr: 0.050000 | |
| 2023-04-05 11:57:09,918 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:57:09,918 EPOCH 90 done: loss 0.0150 - lr 0.050000 | |
| 2023-04-05 11:57:09,918 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:57:09,921 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:57:11,910 epoch 91 - iter 28/280 - loss 0.01545410 - time (sec): 1.99 - samples/sec: 10541.42 - lr: 0.050000 | |
| 2023-04-05 11:57:13,946 epoch 91 - iter 56/280 - loss 0.01494736 - time (sec): 4.02 - samples/sec: 10595.56 - lr: 0.050000 | |
| 2023-04-05 11:57:15,829 epoch 91 - iter 84/280 - loss 0.01527115 - time (sec): 5.91 - samples/sec: 10722.58 - lr: 0.050000 | |
| 2023-04-05 11:57:17,778 epoch 91 - iter 112/280 - loss 0.01516962 - time (sec): 7.86 - samples/sec: 10783.11 - lr: 0.050000 | |
| 2023-04-05 11:57:19,786 epoch 91 - iter 140/280 - loss 0.01508720 - time (sec): 9.87 - samples/sec: 10710.04 - lr: 0.050000 | |
| 2023-04-05 11:57:21,664 epoch 91 - iter 168/280 - loss 0.01472600 - time (sec): 11.74 - samples/sec: 10774.53 - lr: 0.050000 | |
| 2023-04-05 11:57:23,631 epoch 91 - iter 196/280 - loss 0.01473321 - time (sec): 13.71 - samples/sec: 10800.70 - lr: 0.050000 | |
| 2023-04-05 11:57:25,573 epoch 91 - iter 224/280 - loss 0.01502994 - time (sec): 15.65 - samples/sec: 10806.61 - lr: 0.050000 | |
| 2023-04-05 11:57:27,667 epoch 91 - iter 252/280 - loss 0.01507856 - time (sec): 17.75 - samples/sec: 10752.31 - lr: 0.050000 | |
| 2023-04-05 11:57:29,590 epoch 91 - iter 280/280 - loss 0.01523840 - time (sec): 19.67 - samples/sec: 10762.66 - lr: 0.050000 | |
| 2023-04-05 11:57:29,591 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:57:29,591 EPOCH 91 done: loss 0.0152 - lr 0.050000 | |
| 2023-04-05 11:57:29,591 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 11:57:29,593 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:57:31,543 epoch 92 - iter 28/280 - loss 0.01484371 - time (sec): 1.95 - samples/sec: 10930.48 - lr: 0.050000 | |
| 2023-04-05 11:57:33,482 epoch 92 - iter 56/280 - loss 0.01573479 - time (sec): 3.89 - samples/sec: 10983.19 - lr: 0.050000 | |
| 2023-04-05 11:57:35,398 epoch 92 - iter 84/280 - loss 0.01527193 - time (sec): 5.80 - samples/sec: 10991.00 - lr: 0.050000 | |
| 2023-04-05 11:57:37,293 epoch 92 - iter 112/280 - loss 0.01465186 - time (sec): 7.70 - samples/sec: 10931.73 - lr: 0.050000 | |
| 2023-04-05 11:57:39,311 epoch 92 - iter 140/280 - loss 0.01509237 - time (sec): 9.72 - samples/sec: 10850.88 - lr: 0.050000 | |
| 2023-04-05 11:57:41,291 epoch 92 - iter 168/280 - loss 0.01495476 - time (sec): 11.70 - samples/sec: 10842.87 - lr: 0.050000 | |
| 2023-04-05 11:57:43,263 epoch 92 - iter 196/280 - loss 0.01502795 - time (sec): 13.67 - samples/sec: 10866.17 - lr: 0.050000 | |
| 2023-04-05 11:57:45,210 epoch 92 - iter 224/280 - loss 0.01485677 - time (sec): 15.62 - samples/sec: 10888.76 - lr: 0.050000 | |
| 2023-04-05 11:57:47,185 epoch 92 - iter 252/280 - loss 0.01480522 - time (sec): 17.59 - samples/sec: 10861.36 - lr: 0.050000 | |
| 2023-04-05 11:57:49,044 epoch 92 - iter 280/280 - loss 0.01521416 - time (sec): 19.45 - samples/sec: 10883.50 - lr: 0.050000 | |
| 2023-04-05 11:57:49,044 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:57:49,044 EPOCH 92 done: loss 0.0152 - lr 0.050000 | |
| 2023-04-05 11:57:49,045 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 11:57:49,047 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:57:50,913 epoch 93 - iter 28/280 - loss 0.01198411 - time (sec): 1.87 - samples/sec: 11271.93 - lr: 0.050000 | |
| 2023-04-05 11:57:52,826 epoch 93 - iter 56/280 - loss 0.01311257 - time (sec): 3.78 - samples/sec: 11258.88 - lr: 0.050000 | |
| 2023-04-05 11:57:54,656 epoch 93 - iter 84/280 - loss 0.01376303 - time (sec): 5.61 - samples/sec: 11374.13 - lr: 0.050000 | |
| 2023-04-05 11:57:56,552 epoch 93 - iter 112/280 - loss 0.01393217 - time (sec): 7.51 - samples/sec: 11336.61 - lr: 0.050000 | |
| 2023-04-05 11:57:58,438 epoch 93 - iter 140/280 - loss 0.01453267 - time (sec): 9.39 - samples/sec: 11292.28 - lr: 0.050000 | |
| 2023-04-05 11:58:00,413 epoch 93 - iter 168/280 - loss 0.01456068 - time (sec): 11.37 - samples/sec: 11197.02 - lr: 0.050000 | |
| 2023-04-05 11:58:02,342 epoch 93 - iter 196/280 - loss 0.01474101 - time (sec): 13.29 - samples/sec: 11154.83 - lr: 0.050000 | |
| 2023-04-05 11:58:04,199 epoch 93 - iter 224/280 - loss 0.01502533 - time (sec): 15.15 - samples/sec: 11195.78 - lr: 0.050000 | |
| 2023-04-05 11:58:06,042 epoch 93 - iter 252/280 - loss 0.01511770 - time (sec): 16.99 - samples/sec: 11222.52 - lr: 0.050000 | |
| 2023-04-05 11:58:07,915 epoch 93 - iter 280/280 - loss 0.01525482 - time (sec): 18.87 - samples/sec: 11220.00 - lr: 0.050000 | |
| 2023-04-05 11:58:07,915 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:58:07,915 EPOCH 93 done: loss 0.0153 - lr 0.050000 | |
| 2023-04-05 11:58:07,915 Epoch 93: reducing learning rate of group 0 to 2.5000e-02. | |
| 2023-04-05 11:58:07,915 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 11:58:07,917 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:58:09,867 epoch 94 - iter 28/280 - loss 0.01152935 - time (sec): 1.95 - samples/sec: 10934.11 - lr: 0.025000 | |
| 2023-04-05 11:58:11,771 epoch 94 - iter 56/280 - loss 0.01260573 - time (sec): 3.85 - samples/sec: 10933.71 - lr: 0.025000 | |
| 2023-04-05 11:58:13,657 epoch 94 - iter 84/280 - loss 0.01333640 - time (sec): 5.74 - samples/sec: 11040.50 - lr: 0.025000 | |
| 2023-04-05 11:58:15,549 epoch 94 - iter 112/280 - loss 0.01282413 - time (sec): 7.63 - samples/sec: 11117.60 - lr: 0.025000 | |
| 2023-04-05 11:58:17,347 epoch 94 - iter 140/280 - loss 0.01297793 - time (sec): 9.43 - samples/sec: 11212.54 - lr: 0.025000 | |
| 2023-04-05 11:58:19,191 epoch 94 - iter 168/280 - loss 0.01303816 - time (sec): 11.27 - samples/sec: 11264.98 - lr: 0.025000 | |
| 2023-04-05 11:58:21,055 epoch 94 - iter 196/280 - loss 0.01326301 - time (sec): 13.14 - samples/sec: 11299.05 - lr: 0.025000 | |
| 2023-04-05 11:58:22,991 epoch 94 - iter 224/280 - loss 0.01367185 - time (sec): 15.07 - samples/sec: 11277.29 - lr: 0.025000 | |
| 2023-04-05 11:58:24,881 epoch 94 - iter 252/280 - loss 0.01370797 - time (sec): 16.96 - samples/sec: 11266.85 - lr: 0.025000 | |
| 2023-04-05 11:58:26,725 epoch 94 - iter 280/280 - loss 0.01350361 - time (sec): 18.81 - samples/sec: 11255.38 - lr: 0.025000 | |
| 2023-04-05 11:58:26,726 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:58:26,726 EPOCH 94 done: loss 0.0135 - lr 0.025000 | |
| 2023-04-05 11:58:26,726 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:58:26,729 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:58:28,651 epoch 95 - iter 28/280 - loss 0.01333991 - time (sec): 1.92 - samples/sec: 11174.31 - lr: 0.025000 | |
| 2023-04-05 11:58:30,517 epoch 95 - iter 56/280 - loss 0.01371795 - time (sec): 3.79 - samples/sec: 11189.97 - lr: 0.025000 | |
| 2023-04-05 11:58:32,365 epoch 95 - iter 84/280 - loss 0.01394390 - time (sec): 5.64 - samples/sec: 11316.15 - lr: 0.025000 | |
| 2023-04-05 11:58:34,261 epoch 95 - iter 112/280 - loss 0.01372520 - time (sec): 7.53 - samples/sec: 11331.88 - lr: 0.025000 | |
| 2023-04-05 11:58:36,106 epoch 95 - iter 140/280 - loss 0.01357480 - time (sec): 9.38 - samples/sec: 11350.16 - lr: 0.025000 | |
| 2023-04-05 11:58:37,884 epoch 95 - iter 168/280 - loss 0.01370638 - time (sec): 11.16 - samples/sec: 11384.27 - lr: 0.025000 | |
| 2023-04-05 11:58:39,810 epoch 95 - iter 196/280 - loss 0.01359010 - time (sec): 13.08 - samples/sec: 11363.40 - lr: 0.025000 | |
| 2023-04-05 11:58:41,746 epoch 95 - iter 224/280 - loss 0.01379960 - time (sec): 15.02 - samples/sec: 11325.32 - lr: 0.025000 | |
| 2023-04-05 11:58:43,663 epoch 95 - iter 252/280 - loss 0.01394541 - time (sec): 16.93 - samples/sec: 11283.73 - lr: 0.025000 | |
| 2023-04-05 11:58:45,557 epoch 95 - iter 280/280 - loss 0.01404544 - time (sec): 18.83 - samples/sec: 11243.30 - lr: 0.025000 | |
| 2023-04-05 11:58:45,557 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:58:45,557 EPOCH 95 done: loss 0.0140 - lr 0.025000 | |
| 2023-04-05 11:58:45,557 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:58:45,560 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:58:47,485 epoch 96 - iter 28/280 - loss 0.01093249 - time (sec): 1.92 - samples/sec: 11007.12 - lr: 0.025000 | |
| 2023-04-05 11:58:49,362 epoch 96 - iter 56/280 - loss 0.01288285 - time (sec): 3.80 - samples/sec: 11085.50 - lr: 0.025000 | |
| 2023-04-05 11:58:51,221 epoch 96 - iter 84/280 - loss 0.01249340 - time (sec): 5.66 - samples/sec: 11153.55 - lr: 0.025000 | |
| 2023-04-05 11:58:53,066 epoch 96 - iter 112/280 - loss 0.01254522 - time (sec): 7.51 - samples/sec: 11226.66 - lr: 0.025000 | |
| 2023-04-05 11:58:54,946 epoch 96 - iter 140/280 - loss 0.01274062 - time (sec): 9.39 - samples/sec: 11259.23 - lr: 0.025000 | |
| 2023-04-05 11:58:56,853 epoch 96 - iter 168/280 - loss 0.01297879 - time (sec): 11.29 - samples/sec: 11251.11 - lr: 0.025000 | |
| 2023-04-05 11:58:58,748 epoch 96 - iter 196/280 - loss 0.01343345 - time (sec): 13.19 - samples/sec: 11268.37 - lr: 0.025000 | |
| 2023-04-05 11:59:00,616 epoch 96 - iter 224/280 - loss 0.01345790 - time (sec): 15.06 - samples/sec: 11284.82 - lr: 0.025000 | |
| 2023-04-05 11:59:02,505 epoch 96 - iter 252/280 - loss 0.01328369 - time (sec): 16.95 - samples/sec: 11261.90 - lr: 0.025000 | |
| 2023-04-05 11:59:04,423 epoch 96 - iter 280/280 - loss 0.01317795 - time (sec): 18.86 - samples/sec: 11222.67 - lr: 0.025000 | |
| 2023-04-05 11:59:04,423 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:59:04,423 EPOCH 96 done: loss 0.0132 - lr 0.025000 | |
| 2023-04-05 11:59:04,423 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:59:04,426 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:59:06,265 epoch 97 - iter 28/280 - loss 0.01330318 - time (sec): 1.84 - samples/sec: 11575.41 - lr: 0.025000 | |
| 2023-04-05 11:59:08,164 epoch 97 - iter 56/280 - loss 0.01407034 - time (sec): 3.74 - samples/sec: 11318.57 - lr: 0.025000 | |
| 2023-04-05 11:59:10,020 epoch 97 - iter 84/280 - loss 0.01411762 - time (sec): 5.59 - samples/sec: 11340.86 - lr: 0.025000 | |
| 2023-04-05 11:59:11,913 epoch 97 - iter 112/280 - loss 0.01408308 - time (sec): 7.49 - samples/sec: 11333.11 - lr: 0.025000 | |
| 2023-04-05 11:59:13,823 epoch 97 - iter 140/280 - loss 0.01385214 - time (sec): 9.40 - samples/sec: 11323.61 - lr: 0.025000 | |
| 2023-04-05 11:59:15,692 epoch 97 - iter 168/280 - loss 0.01382052 - time (sec): 11.27 - samples/sec: 11309.38 - lr: 0.025000 | |
| 2023-04-05 11:59:17,579 epoch 97 - iter 196/280 - loss 0.01370190 - time (sec): 13.15 - samples/sec: 11286.36 - lr: 0.025000 | |
| 2023-04-05 11:59:19,483 epoch 97 - iter 224/280 - loss 0.01343923 - time (sec): 15.06 - samples/sec: 11259.86 - lr: 0.025000 | |
| 2023-04-05 11:59:21,324 epoch 97 - iter 252/280 - loss 0.01328980 - time (sec): 16.90 - samples/sec: 11300.17 - lr: 0.025000 | |
| 2023-04-05 11:59:23,212 epoch 97 - iter 280/280 - loss 0.01327418 - time (sec): 18.79 - samples/sec: 11268.46 - lr: 0.025000 | |
| 2023-04-05 11:59:23,212 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:59:23,212 EPOCH 97 done: loss 0.0133 - lr 0.025000 | |
| 2023-04-05 11:59:23,213 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 11:59:23,218 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:59:25,046 epoch 98 - iter 28/280 - loss 0.01357833 - time (sec): 1.83 - samples/sec: 11420.87 - lr: 0.025000 | |
| 2023-04-05 11:59:26,905 epoch 98 - iter 56/280 - loss 0.01228311 - time (sec): 3.69 - samples/sec: 11355.57 - lr: 0.025000 | |
| 2023-04-05 11:59:28,803 epoch 98 - iter 84/280 - loss 0.01301699 - time (sec): 5.59 - samples/sec: 11322.19 - lr: 0.025000 | |
| 2023-04-05 11:59:30,693 epoch 98 - iter 112/280 - loss 0.01352615 - time (sec): 7.48 - samples/sec: 11312.11 - lr: 0.025000 | |
| 2023-04-05 11:59:32,541 epoch 98 - iter 140/280 - loss 0.01315249 - time (sec): 9.32 - samples/sec: 11308.89 - lr: 0.025000 | |
| 2023-04-05 11:59:34,398 epoch 98 - iter 168/280 - loss 0.01308830 - time (sec): 11.18 - samples/sec: 11351.06 - lr: 0.025000 | |
| 2023-04-05 11:59:36,281 epoch 98 - iter 196/280 - loss 0.01339365 - time (sec): 13.06 - samples/sec: 11348.20 - lr: 0.025000 | |
| 2023-04-05 11:59:38,107 epoch 98 - iter 224/280 - loss 0.01310229 - time (sec): 14.89 - samples/sec: 11392.91 - lr: 0.025000 | |
| 2023-04-05 11:59:40,030 epoch 98 - iter 252/280 - loss 0.01302237 - time (sec): 16.81 - samples/sec: 11360.19 - lr: 0.025000 | |
| 2023-04-05 11:59:41,885 epoch 98 - iter 280/280 - loss 0.01313041 - time (sec): 18.67 - samples/sec: 11340.59 - lr: 0.025000 | |
| 2023-04-05 11:59:41,885 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:59:41,885 EPOCH 98 done: loss 0.0131 - lr 0.025000 | |
| 2023-04-05 11:59:41,885 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 11:59:41,888 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 11:59:43,880 epoch 99 - iter 28/280 - loss 0.01176522 - time (sec): 1.99 - samples/sec: 10856.36 - lr: 0.025000 | |
| 2023-04-05 11:59:45,761 epoch 99 - iter 56/280 - loss 0.01315236 - time (sec): 3.87 - samples/sec: 11139.64 - lr: 0.025000 | |
| 2023-04-05 11:59:47,624 epoch 99 - iter 84/280 - loss 0.01235075 - time (sec): 5.74 - samples/sec: 11247.26 - lr: 0.025000 | |
| 2023-04-05 11:59:49,515 epoch 99 - iter 112/280 - loss 0.01212767 - time (sec): 7.63 - samples/sec: 11259.55 - lr: 0.025000 | |
| 2023-04-05 11:59:51,353 epoch 99 - iter 140/280 - loss 0.01228047 - time (sec): 9.47 - samples/sec: 11299.51 - lr: 0.025000 | |
| 2023-04-05 11:59:53,274 epoch 99 - iter 168/280 - loss 0.01242161 - time (sec): 11.39 - samples/sec: 11274.86 - lr: 0.025000 | |
| 2023-04-05 11:59:55,189 epoch 99 - iter 196/280 - loss 0.01266913 - time (sec): 13.30 - samples/sec: 11248.91 - lr: 0.025000 | |
| 2023-04-05 11:59:56,965 epoch 99 - iter 224/280 - loss 0.01254593 - time (sec): 15.08 - samples/sec: 11301.78 - lr: 0.025000 | |
| 2023-04-05 11:59:58,855 epoch 99 - iter 252/280 - loss 0.01243269 - time (sec): 16.97 - samples/sec: 11271.37 - lr: 0.025000 | |
| 2023-04-05 12:00:00,671 epoch 99 - iter 280/280 - loss 0.01232332 - time (sec): 18.78 - samples/sec: 11270.19 - lr: 0.025000 | |
| 2023-04-05 12:00:00,671 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:00:00,671 EPOCH 99 done: loss 0.0123 - lr 0.025000 | |
| 2023-04-05 12:00:00,671 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:00:00,674 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:00:02,532 epoch 100 - iter 28/280 - loss 0.01143486 - time (sec): 1.86 - samples/sec: 11545.19 - lr: 0.025000 | |
| 2023-04-05 12:00:04,338 epoch 100 - iter 56/280 - loss 0.01152210 - time (sec): 3.66 - samples/sec: 11645.44 - lr: 0.025000 | |
| 2023-04-05 12:00:06,075 epoch 100 - iter 84/280 - loss 0.01132415 - time (sec): 5.40 - samples/sec: 11682.82 - lr: 0.025000 | |
| 2023-04-05 12:00:07,898 epoch 100 - iter 112/280 - loss 0.01208818 - time (sec): 7.22 - samples/sec: 11643.74 - lr: 0.025000 | |
| 2023-04-05 12:00:09,729 epoch 100 - iter 140/280 - loss 0.01216301 - time (sec): 9.06 - samples/sec: 11663.72 - lr: 0.025000 | |
| 2023-04-05 12:00:11,524 epoch 100 - iter 168/280 - loss 0.01227385 - time (sec): 10.85 - samples/sec: 11689.04 - lr: 0.025000 | |
| 2023-04-05 12:00:13,346 epoch 100 - iter 196/280 - loss 0.01225736 - time (sec): 12.67 - samples/sec: 11694.77 - lr: 0.025000 | |
| 2023-04-05 12:00:15,216 epoch 100 - iter 224/280 - loss 0.01244240 - time (sec): 14.54 - samples/sec: 11652.84 - lr: 0.025000 | |
| 2023-04-05 12:00:17,039 epoch 100 - iter 252/280 - loss 0.01243366 - time (sec): 16.36 - samples/sec: 11649.45 - lr: 0.025000 | |
| 2023-04-05 12:00:18,857 epoch 100 - iter 280/280 - loss 0.01273108 - time (sec): 18.18 - samples/sec: 11642.16 - lr: 0.025000 | |
| 2023-04-05 12:00:18,857 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:00:18,857 EPOCH 100 done: loss 0.0127 - lr 0.025000 | |
| 2023-04-05 12:00:18,857 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:00:18,860 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:00:20,726 epoch 101 - iter 28/280 - loss 0.01064416 - time (sec): 1.87 - samples/sec: 11505.15 - lr: 0.025000 | |
| 2023-04-05 12:00:22,561 epoch 101 - iter 56/280 - loss 0.01216237 - time (sec): 3.70 - samples/sec: 11553.91 - lr: 0.025000 | |
| 2023-04-05 12:00:24,399 epoch 101 - iter 84/280 - loss 0.01223580 - time (sec): 5.54 - samples/sec: 11592.08 - lr: 0.025000 | |
| 2023-04-05 12:00:26,214 epoch 101 - iter 112/280 - loss 0.01261770 - time (sec): 7.35 - samples/sec: 11645.73 - lr: 0.025000 | |
| 2023-04-05 12:00:28,062 epoch 101 - iter 140/280 - loss 0.01236011 - time (sec): 9.20 - samples/sec: 11589.76 - lr: 0.025000 | |
| 2023-04-05 12:00:29,927 epoch 101 - iter 168/280 - loss 0.01186516 - time (sec): 11.07 - samples/sec: 11567.81 - lr: 0.025000 | |
| 2023-04-05 12:00:31,731 epoch 101 - iter 196/280 - loss 0.01207753 - time (sec): 12.87 - samples/sec: 11571.43 - lr: 0.025000 | |
| 2023-04-05 12:00:33,524 epoch 101 - iter 224/280 - loss 0.01211180 - time (sec): 14.66 - samples/sec: 11589.93 - lr: 0.025000 | |
| 2023-04-05 12:00:35,330 epoch 101 - iter 252/280 - loss 0.01234716 - time (sec): 16.47 - samples/sec: 11601.29 - lr: 0.025000 | |
| 2023-04-05 12:00:37,148 epoch 101 - iter 280/280 - loss 0.01246501 - time (sec): 18.29 - samples/sec: 11575.50 - lr: 0.025000 | |
| 2023-04-05 12:00:37,148 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:00:37,148 EPOCH 101 done: loss 0.0125 - lr 0.025000 | |
| 2023-04-05 12:00:37,148 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:00:37,150 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:00:38,907 epoch 102 - iter 28/280 - loss 0.01175589 - time (sec): 1.76 - samples/sec: 11839.45 - lr: 0.025000 | |
| 2023-04-05 12:00:40,738 epoch 102 - iter 56/280 - loss 0.01227038 - time (sec): 3.59 - samples/sec: 11906.64 - lr: 0.025000 | |
| 2023-04-05 12:00:42,542 epoch 102 - iter 84/280 - loss 0.01149028 - time (sec): 5.39 - samples/sec: 11840.73 - lr: 0.025000 | |
| 2023-04-05 12:00:44,382 epoch 102 - iter 112/280 - loss 0.01199075 - time (sec): 7.23 - samples/sec: 11806.54 - lr: 0.025000 | |
| 2023-04-05 12:00:46,169 epoch 102 - iter 140/280 - loss 0.01196033 - time (sec): 9.02 - samples/sec: 11829.64 - lr: 0.025000 | |
| 2023-04-05 12:00:47,998 epoch 102 - iter 168/280 - loss 0.01231761 - time (sec): 10.85 - samples/sec: 11816.82 - lr: 0.025000 | |
| 2023-04-05 12:00:49,848 epoch 102 - iter 196/280 - loss 0.01233558 - time (sec): 12.70 - samples/sec: 11737.45 - lr: 0.025000 | |
| 2023-04-05 12:00:51,696 epoch 102 - iter 224/280 - loss 0.01242845 - time (sec): 14.55 - samples/sec: 11704.63 - lr: 0.025000 | |
| 2023-04-05 12:00:53,499 epoch 102 - iter 252/280 - loss 0.01275479 - time (sec): 16.35 - samples/sec: 11674.27 - lr: 0.025000 | |
| 2023-04-05 12:00:55,317 epoch 102 - iter 280/280 - loss 0.01253303 - time (sec): 18.17 - samples/sec: 11653.01 - lr: 0.025000 | |
| 2023-04-05 12:00:55,317 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:00:55,317 EPOCH 102 done: loss 0.0125 - lr 0.025000 | |
| 2023-04-05 12:00:55,317 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:00:55,319 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:00:57,196 epoch 103 - iter 28/280 - loss 0.01312249 - time (sec): 1.88 - samples/sec: 11709.39 - lr: 0.025000 | |
| 2023-04-05 12:00:58,987 epoch 103 - iter 56/280 - loss 0.01392855 - time (sec): 3.67 - samples/sec: 11736.36 - lr: 0.025000 | |
| 2023-04-05 12:01:00,816 epoch 103 - iter 84/280 - loss 0.01279326 - time (sec): 5.50 - samples/sec: 11721.00 - lr: 0.025000 | |
| 2023-04-05 12:01:02,626 epoch 103 - iter 112/280 - loss 0.01272329 - time (sec): 7.31 - samples/sec: 11726.97 - lr: 0.025000 | |
| 2023-04-05 12:01:04,446 epoch 103 - iter 140/280 - loss 0.01266934 - time (sec): 9.13 - samples/sec: 11702.48 - lr: 0.025000 | |
| 2023-04-05 12:01:06,268 epoch 103 - iter 168/280 - loss 0.01252231 - time (sec): 10.95 - samples/sec: 11701.97 - lr: 0.025000 | |
| 2023-04-05 12:01:08,054 epoch 103 - iter 196/280 - loss 0.01260058 - time (sec): 12.73 - samples/sec: 11727.38 - lr: 0.025000 | |
| 2023-04-05 12:01:09,852 epoch 103 - iter 224/280 - loss 0.01247411 - time (sec): 14.53 - samples/sec: 11735.64 - lr: 0.025000 | |
| 2023-04-05 12:01:11,633 epoch 103 - iter 252/280 - loss 0.01245813 - time (sec): 16.31 - samples/sec: 11710.52 - lr: 0.025000 | |
| 2023-04-05 12:01:13,363 epoch 103 - iter 280/280 - loss 0.01242916 - time (sec): 18.04 - samples/sec: 11731.72 - lr: 0.025000 | |
| 2023-04-05 12:01:13,364 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:01:13,364 EPOCH 103 done: loss 0.0124 - lr 0.025000 | |
| 2023-04-05 12:01:13,364 Epoch 103: reducing learning rate of group 0 to 1.2500e-02. | |
| 2023-04-05 12:01:13,364 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 12:01:13,367 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:01:15,219 epoch 104 - iter 28/280 - loss 0.01325120 - time (sec): 1.85 - samples/sec: 11664.70 - lr: 0.012500 | |
| 2023-04-05 12:01:16,990 epoch 104 - iter 56/280 - loss 0.01314208 - time (sec): 3.62 - samples/sec: 11896.00 - lr: 0.012500 | |
| 2023-04-05 12:01:18,736 epoch 104 - iter 84/280 - loss 0.01341299 - time (sec): 5.37 - samples/sec: 11952.69 - lr: 0.012500 | |
| 2023-04-05 12:01:20,566 epoch 104 - iter 112/280 - loss 0.01338248 - time (sec): 7.20 - samples/sec: 11862.63 - lr: 0.012500 | |
| 2023-04-05 12:01:23,736 epoch 104 - iter 140/280 - loss 0.01333953 - time (sec): 10.37 - samples/sec: 10305.11 - lr: 0.012500 | |
| 2023-04-05 12:01:25,519 epoch 104 - iter 168/280 - loss 0.01330268 - time (sec): 12.15 - samples/sec: 10544.37 - lr: 0.012500 | |
| 2023-04-05 12:01:27,325 epoch 104 - iter 196/280 - loss 0.01334608 - time (sec): 13.96 - samples/sec: 10707.07 - lr: 0.012500 | |
| 2023-04-05 12:01:29,127 epoch 104 - iter 224/280 - loss 0.01333539 - time (sec): 15.76 - samples/sec: 10811.34 - lr: 0.012500 | |
| 2023-04-05 12:01:30,920 epoch 104 - iter 252/280 - loss 0.01331231 - time (sec): 17.55 - samples/sec: 10890.04 - lr: 0.012500 | |
| 2023-04-05 12:01:32,684 epoch 104 - iter 280/280 - loss 0.01321725 - time (sec): 19.32 - samples/sec: 10959.28 - lr: 0.012500 | |
| 2023-04-05 12:01:32,684 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:01:32,684 EPOCH 104 done: loss 0.0132 - lr 0.012500 | |
| 2023-04-05 12:01:32,684 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:01:32,688 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:01:34,470 epoch 105 - iter 28/280 - loss 0.01184693 - time (sec): 1.78 - samples/sec: 11911.85 - lr: 0.012500 | |
| 2023-04-05 12:01:36,318 epoch 105 - iter 56/280 - loss 0.01250167 - time (sec): 3.63 - samples/sec: 11722.62 - lr: 0.012500 | |
| 2023-04-05 12:01:38,114 epoch 105 - iter 84/280 - loss 0.01274954 - time (sec): 5.43 - samples/sec: 11721.60 - lr: 0.012500 | |
| 2023-04-05 12:01:39,879 epoch 105 - iter 112/280 - loss 0.01257985 - time (sec): 7.19 - samples/sec: 11736.39 - lr: 0.012500 | |
| 2023-04-05 12:01:41,701 epoch 105 - iter 140/280 - loss 0.01271745 - time (sec): 9.01 - samples/sec: 11707.65 - lr: 0.012500 | |
| 2023-04-05 12:01:43,496 epoch 105 - iter 168/280 - loss 0.01254130 - time (sec): 10.81 - samples/sec: 11745.81 - lr: 0.012500 | |
| 2023-04-05 12:01:45,222 epoch 105 - iter 196/280 - loss 0.01260218 - time (sec): 12.53 - samples/sec: 11767.51 - lr: 0.012500 | |
| 2023-04-05 12:01:47,005 epoch 105 - iter 224/280 - loss 0.01237941 - time (sec): 14.32 - samples/sec: 11787.04 - lr: 0.012500 | |
| 2023-04-05 12:01:48,892 epoch 105 - iter 252/280 - loss 0.01213090 - time (sec): 16.20 - samples/sec: 11778.57 - lr: 0.012500 | |
| 2023-04-05 12:01:50,670 epoch 105 - iter 280/280 - loss 0.01227421 - time (sec): 17.98 - samples/sec: 11772.11 - lr: 0.012500 | |
| 2023-04-05 12:01:50,670 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:01:50,670 EPOCH 105 done: loss 0.0123 - lr 0.012500 | |
| 2023-04-05 12:01:50,670 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:01:50,673 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:01:52,499 epoch 106 - iter 28/280 - loss 0.01243735 - time (sec): 1.83 - samples/sec: 11736.66 - lr: 0.012500 | |
| 2023-04-05 12:01:54,325 epoch 106 - iter 56/280 - loss 0.01150349 - time (sec): 3.65 - samples/sec: 11705.56 - lr: 0.012500 | |
| 2023-04-05 12:01:56,092 epoch 106 - iter 84/280 - loss 0.01135112 - time (sec): 5.42 - samples/sec: 11713.03 - lr: 0.012500 | |
| 2023-04-05 12:01:57,822 epoch 106 - iter 112/280 - loss 0.01181898 - time (sec): 7.15 - samples/sec: 11767.41 - lr: 0.012500 | |
| 2023-04-05 12:01:59,637 epoch 106 - iter 140/280 - loss 0.01195970 - time (sec): 8.96 - samples/sec: 11727.78 - lr: 0.012500 | |
| 2023-04-05 12:02:01,489 epoch 106 - iter 168/280 - loss 0.01234897 - time (sec): 10.82 - samples/sec: 11699.64 - lr: 0.012500 | |
| 2023-04-05 12:02:03,298 epoch 106 - iter 196/280 - loss 0.01206787 - time (sec): 12.62 - samples/sec: 11699.56 - lr: 0.012500 | |
| 2023-04-05 12:02:05,105 epoch 106 - iter 224/280 - loss 0.01223198 - time (sec): 14.43 - samples/sec: 11730.95 - lr: 0.012500 | |
| 2023-04-05 12:02:06,937 epoch 106 - iter 252/280 - loss 0.01218783 - time (sec): 16.26 - samples/sec: 11738.87 - lr: 0.012500 | |
| 2023-04-05 12:02:08,730 epoch 106 - iter 280/280 - loss 0.01217398 - time (sec): 18.06 - samples/sec: 11723.78 - lr: 0.012500 | |
| 2023-04-05 12:02:08,730 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:02:08,730 EPOCH 106 done: loss 0.0122 - lr 0.012500 | |
| 2023-04-05 12:02:08,730 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:02:08,733 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:02:10,544 epoch 107 - iter 28/280 - loss 0.00966760 - time (sec): 1.81 - samples/sec: 11610.81 - lr: 0.012500 | |
| 2023-04-05 12:02:12,352 epoch 107 - iter 56/280 - loss 0.01036859 - time (sec): 3.62 - samples/sec: 11627.53 - lr: 0.012500 | |
| 2023-04-05 12:02:14,211 epoch 107 - iter 84/280 - loss 0.01102592 - time (sec): 5.48 - samples/sec: 11639.72 - lr: 0.012500 | |
| 2023-04-05 12:02:16,087 epoch 107 - iter 112/280 - loss 0.01157287 - time (sec): 7.35 - samples/sec: 11600.81 - lr: 0.012500 | |
| 2023-04-05 12:02:17,921 epoch 107 - iter 140/280 - loss 0.01170176 - time (sec): 9.19 - samples/sec: 11582.30 - lr: 0.012500 | |
| 2023-04-05 12:02:19,711 epoch 107 - iter 168/280 - loss 0.01196695 - time (sec): 10.98 - samples/sec: 11625.94 - lr: 0.012500 | |
| 2023-04-05 12:02:21,455 epoch 107 - iter 196/280 - loss 0.01171626 - time (sec): 12.72 - samples/sec: 11693.30 - lr: 0.012500 | |
| 2023-04-05 12:02:23,255 epoch 107 - iter 224/280 - loss 0.01159026 - time (sec): 14.52 - samples/sec: 11733.14 - lr: 0.012500 | |
| 2023-04-05 12:02:25,037 epoch 107 - iter 252/280 - loss 0.01166948 - time (sec): 16.30 - samples/sec: 11748.86 - lr: 0.012500 | |
| 2023-04-05 12:02:26,747 epoch 107 - iter 280/280 - loss 0.01169413 - time (sec): 18.01 - samples/sec: 11751.37 - lr: 0.012500 | |
| 2023-04-05 12:02:26,747 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:02:26,748 EPOCH 107 done: loss 0.0117 - lr 0.012500 | |
| 2023-04-05 12:02:26,748 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:02:26,751 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:02:28,513 epoch 108 - iter 28/280 - loss 0.01332731 - time (sec): 1.76 - samples/sec: 11800.29 - lr: 0.012500 | |
| 2023-04-05 12:02:30,356 epoch 108 - iter 56/280 - loss 0.01368120 - time (sec): 3.61 - samples/sec: 11732.28 - lr: 0.012500 | |
| 2023-04-05 12:02:32,145 epoch 108 - iter 84/280 - loss 0.01348220 - time (sec): 5.39 - samples/sec: 11826.82 - lr: 0.012500 | |
| 2023-04-05 12:02:33,909 epoch 108 - iter 112/280 - loss 0.01343601 - time (sec): 7.16 - samples/sec: 11904.02 - lr: 0.012500 | |
| 2023-04-05 12:02:35,627 epoch 108 - iter 140/280 - loss 0.01299514 - time (sec): 8.88 - samples/sec: 11952.62 - lr: 0.012500 | |
| 2023-04-05 12:02:37,472 epoch 108 - iter 168/280 - loss 0.01273404 - time (sec): 10.72 - samples/sec: 11866.41 - lr: 0.012500 | |
| 2023-04-05 12:02:39,256 epoch 108 - iter 196/280 - loss 0.01275609 - time (sec): 12.51 - samples/sec: 11847.86 - lr: 0.012500 | |
| 2023-04-05 12:02:41,058 epoch 108 - iter 224/280 - loss 0.01288186 - time (sec): 14.31 - samples/sec: 11859.81 - lr: 0.012500 | |
| 2023-04-05 12:02:42,853 epoch 108 - iter 252/280 - loss 0.01292018 - time (sec): 16.10 - samples/sec: 11839.18 - lr: 0.012500 | |
| 2023-04-05 12:02:44,713 epoch 108 - iter 280/280 - loss 0.01281842 - time (sec): 17.96 - samples/sec: 11785.46 - lr: 0.012500 | |
| 2023-04-05 12:02:44,713 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:02:44,713 EPOCH 108 done: loss 0.0128 - lr 0.012500 | |
| 2023-04-05 12:02:44,713 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:02:44,716 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:02:46,526 epoch 109 - iter 28/280 - loss 0.01221772 - time (sec): 1.81 - samples/sec: 11715.75 - lr: 0.012500 | |
| 2023-04-05 12:02:48,293 epoch 109 - iter 56/280 - loss 0.01213670 - time (sec): 3.58 - samples/sec: 11852.56 - lr: 0.012500 | |
| 2023-04-05 12:02:50,083 epoch 109 - iter 84/280 - loss 0.01232148 - time (sec): 5.37 - samples/sec: 11813.92 - lr: 0.012500 | |
| 2023-04-05 12:02:51,907 epoch 109 - iter 112/280 - loss 0.01273374 - time (sec): 7.19 - samples/sec: 11798.62 - lr: 0.012500 | |
| 2023-04-05 12:02:53,672 epoch 109 - iter 140/280 - loss 0.01257894 - time (sec): 8.96 - samples/sec: 11793.12 - lr: 0.012500 | |
| 2023-04-05 12:02:55,528 epoch 109 - iter 168/280 - loss 0.01228648 - time (sec): 10.81 - samples/sec: 11728.52 - lr: 0.012500 | |
| 2023-04-05 12:02:57,385 epoch 109 - iter 196/280 - loss 0.01235073 - time (sec): 12.67 - samples/sec: 11704.66 - lr: 0.012500 | |
| 2023-04-05 12:02:59,165 epoch 109 - iter 224/280 - loss 0.01212374 - time (sec): 14.45 - samples/sec: 11721.36 - lr: 0.012500 | |
| 2023-04-05 12:03:00,962 epoch 109 - iter 252/280 - loss 0.01239836 - time (sec): 16.25 - samples/sec: 11748.10 - lr: 0.012500 | |
| 2023-04-05 12:03:02,740 epoch 109 - iter 280/280 - loss 0.01249306 - time (sec): 18.02 - samples/sec: 11745.09 - lr: 0.012500 | |
| 2023-04-05 12:03:02,740 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:03:02,740 EPOCH 109 done: loss 0.0125 - lr 0.012500 | |
| 2023-04-05 12:03:02,740 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:03:02,743 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:03:04,521 epoch 110 - iter 28/280 - loss 0.01119783 - time (sec): 1.78 - samples/sec: 12026.51 - lr: 0.012500 | |
| 2023-04-05 12:03:06,399 epoch 110 - iter 56/280 - loss 0.01246821 - time (sec): 3.66 - samples/sec: 11706.71 - lr: 0.012500 | |
| 2023-04-05 12:03:08,167 epoch 110 - iter 84/280 - loss 0.01210950 - time (sec): 5.42 - samples/sec: 11769.24 - lr: 0.012500 | |
| 2023-04-05 12:03:10,048 epoch 110 - iter 112/280 - loss 0.01180829 - time (sec): 7.30 - samples/sec: 11766.28 - lr: 0.012500 | |
| 2023-04-05 12:03:11,816 epoch 110 - iter 140/280 - loss 0.01164647 - time (sec): 9.07 - samples/sec: 11753.01 - lr: 0.012500 | |
| 2023-04-05 12:03:13,571 epoch 110 - iter 168/280 - loss 0.01159105 - time (sec): 10.83 - samples/sec: 11785.45 - lr: 0.012500 | |
| 2023-04-05 12:03:15,379 epoch 110 - iter 196/280 - loss 0.01157746 - time (sec): 12.64 - samples/sec: 11772.06 - lr: 0.012500 | |
| 2023-04-05 12:03:17,182 epoch 110 - iter 224/280 - loss 0.01159648 - time (sec): 14.44 - samples/sec: 11731.97 - lr: 0.012500 | |
| 2023-04-05 12:03:19,001 epoch 110 - iter 252/280 - loss 0.01175475 - time (sec): 16.26 - samples/sec: 11746.31 - lr: 0.012500 | |
| 2023-04-05 12:03:20,782 epoch 110 - iter 280/280 - loss 0.01185925 - time (sec): 18.04 - samples/sec: 11735.04 - lr: 0.012500 | |
| 2023-04-05 12:03:20,783 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:03:20,783 EPOCH 110 done: loss 0.0119 - lr 0.012500 | |
| 2023-04-05 12:03:20,783 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:03:20,786 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:03:22,562 epoch 111 - iter 28/280 - loss 0.00932374 - time (sec): 1.78 - samples/sec: 11883.94 - lr: 0.012500 | |
| 2023-04-05 12:03:24,337 epoch 111 - iter 56/280 - loss 0.00998230 - time (sec): 3.55 - samples/sec: 11864.13 - lr: 0.012500 | |
| 2023-04-05 12:03:26,183 epoch 111 - iter 84/280 - loss 0.01051739 - time (sec): 5.40 - samples/sec: 11747.17 - lr: 0.012500 | |
| 2023-04-05 12:03:27,950 epoch 111 - iter 112/280 - loss 0.01113727 - time (sec): 7.16 - samples/sec: 11767.04 - lr: 0.012500 | |
| 2023-04-05 12:03:29,760 epoch 111 - iter 140/280 - loss 0.01114099 - time (sec): 8.97 - samples/sec: 11735.88 - lr: 0.012500 | |
| 2023-04-05 12:03:31,581 epoch 111 - iter 168/280 - loss 0.01113536 - time (sec): 10.79 - samples/sec: 11706.10 - lr: 0.012500 | |
| 2023-04-05 12:03:33,425 epoch 111 - iter 196/280 - loss 0.01127911 - time (sec): 12.64 - samples/sec: 11711.74 - lr: 0.012500 | |
| 2023-04-05 12:03:35,241 epoch 111 - iter 224/280 - loss 0.01115847 - time (sec): 14.45 - samples/sec: 11714.40 - lr: 0.012500 | |
| 2023-04-05 12:03:37,039 epoch 111 - iter 252/280 - loss 0.01120779 - time (sec): 16.25 - samples/sec: 11722.32 - lr: 0.012500 | |
| 2023-04-05 12:03:38,838 epoch 111 - iter 280/280 - loss 0.01119183 - time (sec): 18.05 - samples/sec: 11727.09 - lr: 0.012500 | |
| 2023-04-05 12:03:38,838 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:03:38,838 EPOCH 111 done: loss 0.0112 - lr 0.012500 | |
| 2023-04-05 12:03:38,838 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:03:38,841 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:03:40,614 epoch 112 - iter 28/280 - loss 0.01096795 - time (sec): 1.77 - samples/sec: 11807.19 - lr: 0.012500 | |
| 2023-04-05 12:03:42,418 epoch 112 - iter 56/280 - loss 0.01120031 - time (sec): 3.58 - samples/sec: 11774.51 - lr: 0.012500 | |
| 2023-04-05 12:03:44,209 epoch 112 - iter 84/280 - loss 0.01132304 - time (sec): 5.37 - samples/sec: 11784.56 - lr: 0.012500 | |
| 2023-04-05 12:03:46,047 epoch 112 - iter 112/280 - loss 0.01107989 - time (sec): 7.21 - samples/sec: 11809.03 - lr: 0.012500 | |
| 2023-04-05 12:03:47,805 epoch 112 - iter 140/280 - loss 0.01158773 - time (sec): 8.96 - samples/sec: 11835.47 - lr: 0.012500 | |
| 2023-04-05 12:03:49,563 epoch 112 - iter 168/280 - loss 0.01209611 - time (sec): 10.72 - samples/sec: 11872.48 - lr: 0.012500 | |
| 2023-04-05 12:03:51,368 epoch 112 - iter 196/280 - loss 0.01185674 - time (sec): 12.53 - samples/sec: 11864.36 - lr: 0.012500 | |
| 2023-04-05 12:03:53,140 epoch 112 - iter 224/280 - loss 0.01193868 - time (sec): 14.30 - samples/sec: 11866.13 - lr: 0.012500 | |
| 2023-04-05 12:03:54,969 epoch 112 - iter 252/280 - loss 0.01196546 - time (sec): 16.13 - samples/sec: 11844.08 - lr: 0.012500 | |
| 2023-04-05 12:03:56,716 epoch 112 - iter 280/280 - loss 0.01195998 - time (sec): 17.88 - samples/sec: 11842.70 - lr: 0.012500 | |
| 2023-04-05 12:03:56,716 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:03:56,716 EPOCH 112 done: loss 0.0120 - lr 0.012500 | |
| 2023-04-05 12:03:56,716 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:03:56,719 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:03:58,460 epoch 113 - iter 28/280 - loss 0.01157594 - time (sec): 1.74 - samples/sec: 12012.46 - lr: 0.012500 | |
| 2023-04-05 12:04:00,317 epoch 113 - iter 56/280 - loss 0.01179186 - time (sec): 3.60 - samples/sec: 11724.88 - lr: 0.012500 | |
| 2023-04-05 12:04:02,111 epoch 113 - iter 84/280 - loss 0.01195041 - time (sec): 5.39 - samples/sec: 11740.98 - lr: 0.012500 | |
| 2023-04-05 12:04:03,887 epoch 113 - iter 112/280 - loss 0.01163289 - time (sec): 7.17 - samples/sec: 11831.13 - lr: 0.012500 | |
| 2023-04-05 12:04:05,668 epoch 113 - iter 140/280 - loss 0.01114858 - time (sec): 8.95 - samples/sec: 11783.27 - lr: 0.012500 | |
| 2023-04-05 12:04:07,514 epoch 113 - iter 168/280 - loss 0.01094912 - time (sec): 10.79 - samples/sec: 11724.88 - lr: 0.012500 | |
| 2023-04-05 12:04:09,322 epoch 113 - iter 196/280 - loss 0.01091043 - time (sec): 12.60 - samples/sec: 11738.78 - lr: 0.012500 | |
| 2023-04-05 12:04:11,122 epoch 113 - iter 224/280 - loss 0.01115677 - time (sec): 14.40 - samples/sec: 11732.08 - lr: 0.012500 | |
| 2023-04-05 12:04:12,977 epoch 113 - iter 252/280 - loss 0.01122948 - time (sec): 16.26 - samples/sec: 11740.58 - lr: 0.012500 | |
| 2023-04-05 12:04:14,777 epoch 113 - iter 280/280 - loss 0.01120865 - time (sec): 18.06 - samples/sec: 11723.11 - lr: 0.012500 | |
| 2023-04-05 12:04:14,777 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:04:14,777 EPOCH 113 done: loss 0.0112 - lr 0.012500 | |
| 2023-04-05 12:04:14,777 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:04:14,781 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:04:16,556 epoch 114 - iter 28/280 - loss 0.01050594 - time (sec): 1.77 - samples/sec: 11936.15 - lr: 0.012500 | |
| 2023-04-05 12:04:18,396 epoch 114 - iter 56/280 - loss 0.01080374 - time (sec): 3.61 - samples/sec: 11894.31 - lr: 0.012500 | |
| 2023-04-05 12:04:20,215 epoch 114 - iter 84/280 - loss 0.01074294 - time (sec): 5.43 - samples/sec: 11904.68 - lr: 0.012500 | |
| 2023-04-05 12:04:22,026 epoch 114 - iter 112/280 - loss 0.01079174 - time (sec): 7.24 - samples/sec: 11831.46 - lr: 0.012500 | |
| 2023-04-05 12:04:23,814 epoch 114 - iter 140/280 - loss 0.01113253 - time (sec): 9.03 - samples/sec: 11809.01 - lr: 0.012500 | |
| 2023-04-05 12:04:25,572 epoch 114 - iter 168/280 - loss 0.01105838 - time (sec): 10.79 - samples/sec: 11863.87 - lr: 0.012500 | |
| 2023-04-05 12:04:27,329 epoch 114 - iter 196/280 - loss 0.01093990 - time (sec): 12.55 - samples/sec: 11869.24 - lr: 0.012500 | |
| 2023-04-05 12:04:29,128 epoch 114 - iter 224/280 - loss 0.01105410 - time (sec): 14.35 - samples/sec: 11884.77 - lr: 0.012500 | |
| 2023-04-05 12:04:30,948 epoch 114 - iter 252/280 - loss 0.01113445 - time (sec): 16.17 - samples/sec: 11833.35 - lr: 0.012500 | |
| 2023-04-05 12:04:32,699 epoch 114 - iter 280/280 - loss 0.01098837 - time (sec): 17.92 - samples/sec: 11814.63 - lr: 0.012500 | |
| 2023-04-05 12:04:32,699 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:04:32,699 EPOCH 114 done: loss 0.0110 - lr 0.012500 | |
| 2023-04-05 12:04:32,699 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:04:32,702 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:04:34,476 epoch 115 - iter 28/280 - loss 0.01180769 - time (sec): 1.77 - samples/sec: 11863.89 - lr: 0.012500 | |
| 2023-04-05 12:04:36,332 epoch 115 - iter 56/280 - loss 0.01208287 - time (sec): 3.63 - samples/sec: 11723.32 - lr: 0.012500 | |
| 2023-04-05 12:04:38,187 epoch 115 - iter 84/280 - loss 0.01125099 - time (sec): 5.48 - samples/sec: 11680.61 - lr: 0.012500 | |
| 2023-04-05 12:04:39,973 epoch 115 - iter 112/280 - loss 0.01111443 - time (sec): 7.27 - samples/sec: 11671.26 - lr: 0.012500 | |
| 2023-04-05 12:04:41,843 epoch 115 - iter 140/280 - loss 0.01119981 - time (sec): 9.14 - samples/sec: 11643.05 - lr: 0.012500 | |
| 2023-04-05 12:04:43,616 epoch 115 - iter 168/280 - loss 0.01097438 - time (sec): 10.91 - samples/sec: 11677.93 - lr: 0.012500 | |
| 2023-04-05 12:04:45,372 epoch 115 - iter 196/280 - loss 0.01117566 - time (sec): 12.67 - samples/sec: 11708.73 - lr: 0.012500 | |
| 2023-04-05 12:04:47,136 epoch 115 - iter 224/280 - loss 0.01101021 - time (sec): 14.43 - samples/sec: 11766.71 - lr: 0.012500 | |
| 2023-04-05 12:04:48,926 epoch 115 - iter 252/280 - loss 0.01106010 - time (sec): 16.22 - samples/sec: 11763.58 - lr: 0.012500 | |
| 2023-04-05 12:04:50,722 epoch 115 - iter 280/280 - loss 0.01128993 - time (sec): 18.02 - samples/sec: 11747.32 - lr: 0.012500 | |
| 2023-04-05 12:04:50,723 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:04:50,723 EPOCH 115 done: loss 0.0113 - lr 0.012500 | |
| 2023-04-05 12:04:50,723 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:04:50,726 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:04:52,524 epoch 116 - iter 28/280 - loss 0.01201711 - time (sec): 1.80 - samples/sec: 11838.44 - lr: 0.012500 | |
| 2023-04-05 12:04:54,348 epoch 116 - iter 56/280 - loss 0.01195113 - time (sec): 3.62 - samples/sec: 11888.07 - lr: 0.012500 | |
| 2023-04-05 12:04:56,120 epoch 116 - iter 84/280 - loss 0.01229700 - time (sec): 5.39 - samples/sec: 11754.77 - lr: 0.012500 | |
| 2023-04-05 12:04:57,929 epoch 116 - iter 112/280 - loss 0.01266103 - time (sec): 7.20 - samples/sec: 11757.47 - lr: 0.012500 | |
| 2023-04-05 12:04:59,673 epoch 116 - iter 140/280 - loss 0.01228128 - time (sec): 8.95 - samples/sec: 11792.36 - lr: 0.012500 | |
| 2023-04-05 12:05:01,368 epoch 116 - iter 168/280 - loss 0.01205380 - time (sec): 10.64 - samples/sec: 11874.68 - lr: 0.012500 | |
| 2023-04-05 12:05:03,142 epoch 116 - iter 196/280 - loss 0.01178919 - time (sec): 12.42 - samples/sec: 11865.73 - lr: 0.012500 | |
| 2023-04-05 12:05:05,005 epoch 116 - iter 224/280 - loss 0.01191985 - time (sec): 14.28 - samples/sec: 11829.08 - lr: 0.012500 | |
| 2023-04-05 12:05:06,859 epoch 116 - iter 252/280 - loss 0.01167624 - time (sec): 16.13 - samples/sec: 11845.23 - lr: 0.012500 | |
| 2023-04-05 12:05:08,617 epoch 116 - iter 280/280 - loss 0.01177646 - time (sec): 17.89 - samples/sec: 11832.00 - lr: 0.012500 | |
| 2023-04-05 12:05:08,617 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:05:08,617 EPOCH 116 done: loss 0.0118 - lr 0.012500 | |
| 2023-04-05 12:05:08,617 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:05:08,621 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:05:10,388 epoch 117 - iter 28/280 - loss 0.00996882 - time (sec): 1.77 - samples/sec: 11712.94 - lr: 0.012500 | |
| 2023-04-05 12:05:12,170 epoch 117 - iter 56/280 - loss 0.00930017 - time (sec): 3.55 - samples/sec: 11788.39 - lr: 0.012500 | |
| 2023-04-05 12:05:13,982 epoch 117 - iter 84/280 - loss 0.00931808 - time (sec): 5.36 - samples/sec: 11779.83 - lr: 0.012500 | |
| 2023-04-05 12:05:15,838 epoch 117 - iter 112/280 - loss 0.00992919 - time (sec): 7.22 - samples/sec: 11745.63 - lr: 0.012500 | |
| 2023-04-05 12:05:17,643 epoch 117 - iter 140/280 - loss 0.01002179 - time (sec): 9.02 - samples/sec: 11740.48 - lr: 0.012500 | |
| 2023-04-05 12:05:19,466 epoch 117 - iter 168/280 - loss 0.01037592 - time (sec): 10.85 - samples/sec: 11721.72 - lr: 0.012500 | |
| 2023-04-05 12:05:21,261 epoch 117 - iter 196/280 - loss 0.01042152 - time (sec): 12.64 - samples/sec: 11714.94 - lr: 0.012500 | |
| 2023-04-05 12:05:23,089 epoch 117 - iter 224/280 - loss 0.01069902 - time (sec): 14.47 - samples/sec: 11711.95 - lr: 0.012500 | |
| 2023-04-05 12:05:24,888 epoch 117 - iter 252/280 - loss 0.01090005 - time (sec): 16.27 - samples/sec: 11738.69 - lr: 0.012500 | |
| 2023-04-05 12:05:26,630 epoch 117 - iter 280/280 - loss 0.01106367 - time (sec): 18.01 - samples/sec: 11754.58 - lr: 0.012500 | |
| 2023-04-05 12:05:26,630 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:05:26,630 EPOCH 117 done: loss 0.0111 - lr 0.012500 | |
| 2023-04-05 12:05:26,631 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:05:26,633 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:05:28,473 epoch 118 - iter 28/280 - loss 0.01142009 - time (sec): 1.84 - samples/sec: 11795.93 - lr: 0.012500 | |
| 2023-04-05 12:05:30,265 epoch 118 - iter 56/280 - loss 0.01209766 - time (sec): 3.63 - samples/sec: 11783.50 - lr: 0.012500 | |
| 2023-04-05 12:05:32,084 epoch 118 - iter 84/280 - loss 0.01230989 - time (sec): 5.45 - samples/sec: 11715.80 - lr: 0.012500 | |
| 2023-04-05 12:05:33,866 epoch 118 - iter 112/280 - loss 0.01210889 - time (sec): 7.23 - samples/sec: 11736.72 - lr: 0.012500 | |
| 2023-04-05 12:05:35,684 epoch 118 - iter 140/280 - loss 0.01195205 - time (sec): 9.05 - samples/sec: 11758.87 - lr: 0.012500 | |
| 2023-04-05 12:05:37,470 epoch 118 - iter 168/280 - loss 0.01186907 - time (sec): 10.84 - samples/sec: 11774.50 - lr: 0.012500 | |
| 2023-04-05 12:05:39,221 epoch 118 - iter 196/280 - loss 0.01163592 - time (sec): 12.59 - samples/sec: 11827.94 - lr: 0.012500 | |
| 2023-04-05 12:05:41,063 epoch 118 - iter 224/280 - loss 0.01144130 - time (sec): 14.43 - samples/sec: 11797.27 - lr: 0.012500 | |
| 2023-04-05 12:05:42,865 epoch 118 - iter 252/280 - loss 0.01156138 - time (sec): 16.23 - samples/sec: 11776.38 - lr: 0.012500 | |
| 2023-04-05 12:05:44,645 epoch 118 - iter 280/280 - loss 0.01160797 - time (sec): 18.01 - samples/sec: 11752.96 - lr: 0.012500 | |
| 2023-04-05 12:05:44,645 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:05:44,645 EPOCH 118 done: loss 0.0116 - lr 0.012500 | |
| 2023-04-05 12:05:44,645 Epoch 118: reducing learning rate of group 0 to 6.2500e-03. | |
| 2023-04-05 12:05:44,645 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 12:05:44,649 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:05:46,437 epoch 119 - iter 28/280 - loss 0.01072948 - time (sec): 1.79 - samples/sec: 11858.91 - lr: 0.006250 | |
| 2023-04-05 12:05:48,233 epoch 119 - iter 56/280 - loss 0.01086085 - time (sec): 3.58 - samples/sec: 11821.70 - lr: 0.006250 | |
| 2023-04-05 12:05:50,070 epoch 119 - iter 84/280 - loss 0.01109623 - time (sec): 5.42 - samples/sec: 11686.65 - lr: 0.006250 | |
| 2023-04-05 12:05:51,881 epoch 119 - iter 112/280 - loss 0.01119167 - time (sec): 7.23 - samples/sec: 11744.85 - lr: 0.006250 | |
| 2023-04-05 12:05:53,684 epoch 119 - iter 140/280 - loss 0.01120795 - time (sec): 9.03 - samples/sec: 11743.84 - lr: 0.006250 | |
| 2023-04-05 12:05:55,480 epoch 119 - iter 168/280 - loss 0.01147289 - time (sec): 10.83 - samples/sec: 11728.88 - lr: 0.006250 | |
| 2023-04-05 12:05:57,342 epoch 119 - iter 196/280 - loss 0.01152869 - time (sec): 12.69 - samples/sec: 11701.64 - lr: 0.006250 | |
| 2023-04-05 12:05:59,165 epoch 119 - iter 224/280 - loss 0.01130786 - time (sec): 14.52 - samples/sec: 11715.94 - lr: 0.006250 | |
| 2023-04-05 12:06:01,002 epoch 119 - iter 252/280 - loss 0.01141347 - time (sec): 16.35 - samples/sec: 11704.26 - lr: 0.006250 | |
| 2023-04-05 12:06:02,781 epoch 119 - iter 280/280 - loss 0.01141699 - time (sec): 18.13 - samples/sec: 11674.90 - lr: 0.006250 | |
| 2023-04-05 12:06:02,781 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:06:02,781 EPOCH 119 done: loss 0.0114 - lr 0.006250 | |
| 2023-04-05 12:06:02,781 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:06:02,784 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:06:04,560 epoch 120 - iter 28/280 - loss 0.00945488 - time (sec): 1.78 - samples/sec: 11898.13 - lr: 0.006250 | |
| 2023-04-05 12:06:06,323 epoch 120 - iter 56/280 - loss 0.00971431 - time (sec): 3.54 - samples/sec: 11829.85 - lr: 0.006250 | |
| 2023-04-05 12:06:08,141 epoch 120 - iter 84/280 - loss 0.00981638 - time (sec): 5.36 - samples/sec: 11822.16 - lr: 0.006250 | |
| 2023-04-05 12:06:09,946 epoch 120 - iter 112/280 - loss 0.01005684 - time (sec): 7.16 - samples/sec: 11788.18 - lr: 0.006250 | |
| 2023-04-05 12:06:11,698 epoch 120 - iter 140/280 - loss 0.01074333 - time (sec): 8.91 - samples/sec: 11814.19 - lr: 0.006250 | |
| 2023-04-05 12:06:13,505 epoch 120 - iter 168/280 - loss 0.01100882 - time (sec): 10.72 - samples/sec: 11799.01 - lr: 0.006250 | |
| 2023-04-05 12:06:15,288 epoch 120 - iter 196/280 - loss 0.01140791 - time (sec): 12.50 - samples/sec: 11812.91 - lr: 0.006250 | |
| 2023-04-05 12:06:17,122 epoch 120 - iter 224/280 - loss 0.01124203 - time (sec): 14.34 - samples/sec: 11800.92 - lr: 0.006250 | |
| 2023-04-05 12:06:18,947 epoch 120 - iter 252/280 - loss 0.01122156 - time (sec): 16.16 - samples/sec: 11811.79 - lr: 0.006250 | |
| 2023-04-05 12:06:20,737 epoch 120 - iter 280/280 - loss 0.01119354 - time (sec): 17.95 - samples/sec: 11791.53 - lr: 0.006250 | |
| 2023-04-05 12:06:20,737 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:06:20,737 EPOCH 120 done: loss 0.0112 - lr 0.006250 | |
| 2023-04-05 12:06:20,737 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:06:20,739 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:06:22,522 epoch 121 - iter 28/280 - loss 0.01033663 - time (sec): 1.78 - samples/sec: 11819.15 - lr: 0.006250 | |
| 2023-04-05 12:06:24,293 epoch 121 - iter 56/280 - loss 0.01057722 - time (sec): 3.55 - samples/sec: 11783.26 - lr: 0.006250 | |
| 2023-04-05 12:06:26,140 epoch 121 - iter 84/280 - loss 0.01008745 - time (sec): 5.40 - samples/sec: 11687.21 - lr: 0.006250 | |
| 2023-04-05 12:06:27,936 epoch 121 - iter 112/280 - loss 0.01089627 - time (sec): 7.20 - samples/sec: 11737.02 - lr: 0.006250 | |
| 2023-04-05 12:06:29,772 epoch 121 - iter 140/280 - loss 0.01118474 - time (sec): 9.03 - samples/sec: 11653.18 - lr: 0.006250 | |
| 2023-04-05 12:06:31,570 epoch 121 - iter 168/280 - loss 0.01108994 - time (sec): 10.83 - samples/sec: 11688.94 - lr: 0.006250 | |
| 2023-04-05 12:06:33,414 epoch 121 - iter 196/280 - loss 0.01100477 - time (sec): 12.67 - samples/sec: 11700.45 - lr: 0.006250 | |
| 2023-04-05 12:06:35,260 epoch 121 - iter 224/280 - loss 0.01093386 - time (sec): 14.52 - samples/sec: 11692.20 - lr: 0.006250 | |
| 2023-04-05 12:06:37,050 epoch 121 - iter 252/280 - loss 0.01093211 - time (sec): 16.31 - samples/sec: 11691.14 - lr: 0.006250 | |
| 2023-04-05 12:06:38,865 epoch 121 - iter 280/280 - loss 0.01094855 - time (sec): 18.13 - samples/sec: 11679.37 - lr: 0.006250 | |
| 2023-04-05 12:06:38,865 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:06:38,865 EPOCH 121 done: loss 0.0109 - lr 0.006250 | |
| 2023-04-05 12:06:38,865 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:06:38,868 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:06:40,669 epoch 122 - iter 28/280 - loss 0.01129554 - time (sec): 1.80 - samples/sec: 11761.16 - lr: 0.006250 | |
| 2023-04-05 12:06:42,416 epoch 122 - iter 56/280 - loss 0.01067775 - time (sec): 3.55 - samples/sec: 11844.17 - lr: 0.006250 | |
| 2023-04-05 12:06:44,213 epoch 122 - iter 84/280 - loss 0.01070966 - time (sec): 5.35 - samples/sec: 11890.69 - lr: 0.006250 | |
| 2023-04-05 12:06:46,030 epoch 122 - iter 112/280 - loss 0.01083069 - time (sec): 7.16 - samples/sec: 11858.14 - lr: 0.006250 | |
| 2023-04-05 12:06:47,781 epoch 122 - iter 140/280 - loss 0.01059356 - time (sec): 8.91 - samples/sec: 11870.82 - lr: 0.006250 | |
| 2023-04-05 12:06:49,601 epoch 122 - iter 168/280 - loss 0.01064965 - time (sec): 10.73 - samples/sec: 11847.89 - lr: 0.006250 | |
| 2023-04-05 12:06:51,369 epoch 122 - iter 196/280 - loss 0.01045740 - time (sec): 12.50 - samples/sec: 11844.57 - lr: 0.006250 | |
| 2023-04-05 12:06:53,204 epoch 122 - iter 224/280 - loss 0.01055529 - time (sec): 14.34 - samples/sec: 11860.11 - lr: 0.006250 | |
| 2023-04-05 12:06:54,998 epoch 122 - iter 252/280 - loss 0.01048694 - time (sec): 16.13 - samples/sec: 11837.60 - lr: 0.006250 | |
| 2023-04-05 12:06:56,771 epoch 122 - iter 280/280 - loss 0.01055719 - time (sec): 17.90 - samples/sec: 11824.56 - lr: 0.006250 | |
| 2023-04-05 12:06:56,771 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:06:56,771 EPOCH 122 done: loss 0.0106 - lr 0.006250 | |
| 2023-04-05 12:06:56,771 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:06:56,773 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:06:58,561 epoch 123 - iter 28/280 - loss 0.01270939 - time (sec): 1.79 - samples/sec: 11945.11 - lr: 0.006250 | |
| 2023-04-05 12:07:00,407 epoch 123 - iter 56/280 - loss 0.01133282 - time (sec): 3.63 - samples/sec: 11820.25 - lr: 0.006250 | |
| 2023-04-05 12:07:02,244 epoch 123 - iter 84/280 - loss 0.01121898 - time (sec): 5.47 - samples/sec: 11727.54 - lr: 0.006250 | |
| 2023-04-05 12:07:04,085 epoch 123 - iter 112/280 - loss 0.01178266 - time (sec): 7.31 - samples/sec: 11705.65 - lr: 0.006250 | |
| 2023-04-05 12:07:05,890 epoch 123 - iter 140/280 - loss 0.01141382 - time (sec): 9.12 - samples/sec: 11711.09 - lr: 0.006250 | |
| 2023-04-05 12:07:07,696 epoch 123 - iter 168/280 - loss 0.01127287 - time (sec): 10.92 - samples/sec: 11742.17 - lr: 0.006250 | |
| 2023-04-05 12:07:09,498 epoch 123 - iter 196/280 - loss 0.01110444 - time (sec): 12.72 - samples/sec: 11713.17 - lr: 0.006250 | |
| 2023-04-05 12:07:11,320 epoch 123 - iter 224/280 - loss 0.01101400 - time (sec): 14.55 - samples/sec: 11689.55 - lr: 0.006250 | |
| 2023-04-05 12:07:13,119 epoch 123 - iter 252/280 - loss 0.01096720 - time (sec): 16.35 - samples/sec: 11687.01 - lr: 0.006250 | |
| 2023-04-05 12:07:14,939 epoch 123 - iter 280/280 - loss 0.01107961 - time (sec): 18.17 - samples/sec: 11653.42 - lr: 0.006250 | |
| 2023-04-05 12:07:14,939 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:07:14,939 EPOCH 123 done: loss 0.0111 - lr 0.006250 | |
| 2023-04-05 12:07:14,939 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:07:14,941 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:07:16,682 epoch 124 - iter 28/280 - loss 0.01243923 - time (sec): 1.74 - samples/sec: 12054.38 - lr: 0.006250 | |
| 2023-04-05 12:07:18,482 epoch 124 - iter 56/280 - loss 0.01128348 - time (sec): 3.54 - samples/sec: 11887.96 - lr: 0.006250 | |
| 2023-04-05 12:07:20,259 epoch 124 - iter 84/280 - loss 0.01049447 - time (sec): 5.32 - samples/sec: 11877.55 - lr: 0.006250 | |
| 2023-04-05 12:07:22,079 epoch 124 - iter 112/280 - loss 0.01031175 - time (sec): 7.14 - samples/sec: 11815.06 - lr: 0.006250 | |
| 2023-04-05 12:07:23,904 epoch 124 - iter 140/280 - loss 0.01028150 - time (sec): 8.96 - samples/sec: 11769.32 - lr: 0.006250 | |
| 2023-04-05 12:07:25,688 epoch 124 - iter 168/280 - loss 0.01037011 - time (sec): 10.75 - samples/sec: 11833.37 - lr: 0.006250 | |
| 2023-04-05 12:07:27,570 epoch 124 - iter 196/280 - loss 0.01047649 - time (sec): 12.63 - samples/sec: 11803.01 - lr: 0.006250 | |
| 2023-04-05 12:07:29,378 epoch 124 - iter 224/280 - loss 0.01045159 - time (sec): 14.44 - samples/sec: 11799.64 - lr: 0.006250 | |
| 2023-04-05 12:07:31,150 epoch 124 - iter 252/280 - loss 0.01054015 - time (sec): 16.21 - samples/sec: 11788.30 - lr: 0.006250 | |
| 2023-04-05 12:07:32,930 epoch 124 - iter 280/280 - loss 0.01087892 - time (sec): 17.99 - samples/sec: 11768.33 - lr: 0.006250 | |
| 2023-04-05 12:07:32,930 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:07:32,930 EPOCH 124 done: loss 0.0109 - lr 0.006250 | |
| 2023-04-05 12:07:32,930 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:07:32,932 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:07:34,736 epoch 125 - iter 28/280 - loss 0.01188909 - time (sec): 1.80 - samples/sec: 11815.06 - lr: 0.006250 | |
| 2023-04-05 12:07:36,498 epoch 125 - iter 56/280 - loss 0.01194583 - time (sec): 3.57 - samples/sec: 11882.14 - lr: 0.006250 | |
| 2023-04-05 12:07:38,268 epoch 125 - iter 84/280 - loss 0.01154589 - time (sec): 5.34 - samples/sec: 11868.19 - lr: 0.006250 | |
| 2023-04-05 12:07:40,105 epoch 125 - iter 112/280 - loss 0.01142385 - time (sec): 7.17 - samples/sec: 11761.57 - lr: 0.006250 | |
| 2023-04-05 12:07:41,871 epoch 125 - iter 140/280 - loss 0.01104290 - time (sec): 8.94 - samples/sec: 11770.61 - lr: 0.006250 | |
| 2023-04-05 12:07:43,628 epoch 125 - iter 168/280 - loss 0.01102127 - time (sec): 10.70 - samples/sec: 11814.85 - lr: 0.006250 | |
| 2023-04-05 12:07:45,488 epoch 125 - iter 196/280 - loss 0.01077312 - time (sec): 12.56 - samples/sec: 11788.28 - lr: 0.006250 | |
| 2023-04-05 12:07:47,289 epoch 125 - iter 224/280 - loss 0.01078319 - time (sec): 14.36 - samples/sec: 11796.27 - lr: 0.006250 | |
| 2023-04-05 12:07:49,158 epoch 125 - iter 252/280 - loss 0.01088515 - time (sec): 16.23 - samples/sec: 11783.05 - lr: 0.006250 | |
| 2023-04-05 12:07:50,926 epoch 125 - iter 280/280 - loss 0.01080579 - time (sec): 17.99 - samples/sec: 11764.59 - lr: 0.006250 | |
| 2023-04-05 12:07:50,927 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:07:50,927 EPOCH 125 done: loss 0.0108 - lr 0.006250 | |
| 2023-04-05 12:07:50,927 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:07:50,929 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:07:52,764 epoch 126 - iter 28/280 - loss 0.01145382 - time (sec): 1.83 - samples/sec: 11547.67 - lr: 0.006250 | |
| 2023-04-05 12:07:54,543 epoch 126 - iter 56/280 - loss 0.01033521 - time (sec): 3.61 - samples/sec: 11659.67 - lr: 0.006250 | |
| 2023-04-05 12:07:56,342 epoch 126 - iter 84/280 - loss 0.01060870 - time (sec): 5.41 - samples/sec: 11789.53 - lr: 0.006250 | |
| 2023-04-05 12:07:58,114 epoch 126 - iter 112/280 - loss 0.01068080 - time (sec): 7.18 - samples/sec: 11822.28 - lr: 0.006250 | |
| 2023-04-05 12:07:59,948 epoch 126 - iter 140/280 - loss 0.01013108 - time (sec): 9.02 - samples/sec: 11813.76 - lr: 0.006250 | |
| 2023-04-05 12:08:01,720 epoch 126 - iter 168/280 - loss 0.01064802 - time (sec): 10.79 - samples/sec: 11799.91 - lr: 0.006250 | |
| 2023-04-05 12:08:03,517 epoch 126 - iter 196/280 - loss 0.01073286 - time (sec): 12.59 - samples/sec: 11789.11 - lr: 0.006250 | |
| 2023-04-05 12:08:05,317 epoch 126 - iter 224/280 - loss 0.01056839 - time (sec): 14.39 - samples/sec: 11806.15 - lr: 0.006250 | |
| 2023-04-05 12:08:07,121 epoch 126 - iter 252/280 - loss 0.01080325 - time (sec): 16.19 - samples/sec: 11781.05 - lr: 0.006250 | |
| 2023-04-05 12:08:08,887 epoch 126 - iter 280/280 - loss 0.01071723 - time (sec): 17.96 - samples/sec: 11788.67 - lr: 0.006250 | |
| 2023-04-05 12:08:08,887 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:08:08,887 EPOCH 126 done: loss 0.0107 - lr 0.006250 | |
| 2023-04-05 12:08:08,887 Epoch 126: reducing learning rate of group 0 to 3.1250e-03. | |
| 2023-04-05 12:08:08,887 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 12:08:08,889 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:08:10,659 epoch 127 - iter 28/280 - loss 0.01096951 - time (sec): 1.77 - samples/sec: 11948.09 - lr: 0.003125 | |
| 2023-04-05 12:08:12,444 epoch 127 - iter 56/280 - loss 0.01132439 - time (sec): 3.55 - samples/sec: 11913.84 - lr: 0.003125 | |
| 2023-04-05 12:08:14,247 epoch 127 - iter 84/280 - loss 0.01073329 - time (sec): 5.36 - samples/sec: 11825.17 - lr: 0.003125 | |
| 2023-04-05 12:08:16,141 epoch 127 - iter 112/280 - loss 0.01077826 - time (sec): 7.25 - samples/sec: 11719.21 - lr: 0.003125 | |
| 2023-04-05 12:08:17,911 epoch 127 - iter 140/280 - loss 0.01072616 - time (sec): 9.02 - samples/sec: 11727.39 - lr: 0.003125 | |
| 2023-04-05 12:08:19,754 epoch 127 - iter 168/280 - loss 0.01064664 - time (sec): 10.86 - samples/sec: 11716.51 - lr: 0.003125 | |
| 2023-04-05 12:08:21,583 epoch 127 - iter 196/280 - loss 0.01049034 - time (sec): 12.69 - samples/sec: 11683.88 - lr: 0.003125 | |
| 2023-04-05 12:08:24,830 epoch 127 - iter 224/280 - loss 0.01039444 - time (sec): 15.94 - samples/sec: 10651.48 - lr: 0.003125 | |
| 2023-04-05 12:08:26,661 epoch 127 - iter 252/280 - loss 0.01036164 - time (sec): 17.77 - samples/sec: 10764.89 - lr: 0.003125 | |
| 2023-04-05 12:08:28,395 epoch 127 - iter 280/280 - loss 0.01047828 - time (sec): 19.51 - samples/sec: 10853.01 - lr: 0.003125 | |
| 2023-04-05 12:08:28,395 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:08:28,395 EPOCH 127 done: loss 0.0105 - lr 0.003125 | |
| 2023-04-05 12:08:28,395 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:08:28,397 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:08:30,159 epoch 128 - iter 28/280 - loss 0.01152725 - time (sec): 1.76 - samples/sec: 11866.73 - lr: 0.003125 | |
| 2023-04-05 12:08:31,957 epoch 128 - iter 56/280 - loss 0.01114723 - time (sec): 3.56 - samples/sec: 11831.14 - lr: 0.003125 | |
| 2023-04-05 12:08:33,729 epoch 128 - iter 84/280 - loss 0.01110665 - time (sec): 5.33 - samples/sec: 11855.60 - lr: 0.003125 | |
| 2023-04-05 12:08:35,500 epoch 128 - iter 112/280 - loss 0.01139838 - time (sec): 7.10 - samples/sec: 11873.57 - lr: 0.003125 | |
| 2023-04-05 12:08:37,244 epoch 128 - iter 140/280 - loss 0.01118654 - time (sec): 8.85 - samples/sec: 11891.05 - lr: 0.003125 | |
| 2023-04-05 12:08:39,063 epoch 128 - iter 168/280 - loss 0.01120441 - time (sec): 10.67 - samples/sec: 11859.54 - lr: 0.003125 | |
| 2023-04-05 12:08:40,856 epoch 128 - iter 196/280 - loss 0.01100440 - time (sec): 12.46 - samples/sec: 11855.85 - lr: 0.003125 | |
| 2023-04-05 12:08:42,713 epoch 128 - iter 224/280 - loss 0.01118472 - time (sec): 14.32 - samples/sec: 11846.22 - lr: 0.003125 | |
| 2023-04-05 12:08:44,525 epoch 128 - iter 252/280 - loss 0.01128943 - time (sec): 16.13 - samples/sec: 11843.55 - lr: 0.003125 | |
| 2023-04-05 12:08:46,293 epoch 128 - iter 280/280 - loss 0.01129446 - time (sec): 17.90 - samples/sec: 11829.52 - lr: 0.003125 | |
| 2023-04-05 12:08:46,293 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:08:46,293 EPOCH 128 done: loss 0.0113 - lr 0.003125 | |
| 2023-04-05 12:08:46,293 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:08:46,296 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:08:48,078 epoch 129 - iter 28/280 - loss 0.01070158 - time (sec): 1.78 - samples/sec: 11630.10 - lr: 0.003125 | |
| 2023-04-05 12:08:49,871 epoch 129 - iter 56/280 - loss 0.01145810 - time (sec): 3.58 - samples/sec: 11711.22 - lr: 0.003125 | |
| 2023-04-05 12:08:51,684 epoch 129 - iter 84/280 - loss 0.01160917 - time (sec): 5.39 - samples/sec: 11685.24 - lr: 0.003125 | |
| 2023-04-05 12:08:53,564 epoch 129 - iter 112/280 - loss 0.01163926 - time (sec): 7.27 - samples/sec: 11623.54 - lr: 0.003125 | |
| 2023-04-05 12:08:55,380 epoch 129 - iter 140/280 - loss 0.01157989 - time (sec): 9.08 - samples/sec: 11677.40 - lr: 0.003125 | |
| 2023-04-05 12:08:57,190 epoch 129 - iter 168/280 - loss 0.01142378 - time (sec): 10.89 - samples/sec: 11692.53 - lr: 0.003125 | |
| 2023-04-05 12:08:59,047 epoch 129 - iter 196/280 - loss 0.01123575 - time (sec): 12.75 - samples/sec: 11686.76 - lr: 0.003125 | |
| 2023-04-05 12:09:00,856 epoch 129 - iter 224/280 - loss 0.01114607 - time (sec): 14.56 - samples/sec: 11684.40 - lr: 0.003125 | |
| 2023-04-05 12:09:02,665 epoch 129 - iter 252/280 - loss 0.01111714 - time (sec): 16.37 - samples/sec: 11683.62 - lr: 0.003125 | |
| 2023-04-05 12:09:04,399 epoch 129 - iter 280/280 - loss 0.01119902 - time (sec): 18.10 - samples/sec: 11693.17 - lr: 0.003125 | |
| 2023-04-05 12:09:04,400 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:09:04,400 EPOCH 129 done: loss 0.0112 - lr 0.003125 | |
| 2023-04-05 12:09:04,400 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:09:04,403 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:09:06,156 epoch 130 - iter 28/280 - loss 0.01159306 - time (sec): 1.75 - samples/sec: 12016.95 - lr: 0.003125 | |
| 2023-04-05 12:09:07,986 epoch 130 - iter 56/280 - loss 0.01042453 - time (sec): 3.58 - samples/sec: 11828.27 - lr: 0.003125 | |
| 2023-04-05 12:09:09,806 epoch 130 - iter 84/280 - loss 0.01032958 - time (sec): 5.40 - samples/sec: 11759.52 - lr: 0.003125 | |
| 2023-04-05 12:09:11,653 epoch 130 - iter 112/280 - loss 0.01015716 - time (sec): 7.25 - samples/sec: 11788.63 - lr: 0.003125 | |
| 2023-04-05 12:09:13,448 epoch 130 - iter 140/280 - loss 0.01064559 - time (sec): 9.05 - samples/sec: 11793.99 - lr: 0.003125 | |
| 2023-04-05 12:09:15,257 epoch 130 - iter 168/280 - loss 0.01101038 - time (sec): 10.85 - samples/sec: 11798.32 - lr: 0.003125 | |
| 2023-04-05 12:09:17,075 epoch 130 - iter 196/280 - loss 0.01096947 - time (sec): 12.67 - samples/sec: 11771.87 - lr: 0.003125 | |
| 2023-04-05 12:09:18,816 epoch 130 - iter 224/280 - loss 0.01129876 - time (sec): 14.41 - samples/sec: 11773.27 - lr: 0.003125 | |
| 2023-04-05 12:09:20,626 epoch 130 - iter 252/280 - loss 0.01117386 - time (sec): 16.22 - samples/sec: 11781.39 - lr: 0.003125 | |
| 2023-04-05 12:09:22,355 epoch 130 - iter 280/280 - loss 0.01124787 - time (sec): 17.95 - samples/sec: 11792.03 - lr: 0.003125 | |
| 2023-04-05 12:09:22,355 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:09:22,355 EPOCH 130 done: loss 0.0112 - lr 0.003125 | |
| 2023-04-05 12:09:22,355 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:09:22,357 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:09:24,098 epoch 131 - iter 28/280 - loss 0.01274766 - time (sec): 1.74 - samples/sec: 11732.26 - lr: 0.003125 | |
| 2023-04-05 12:09:25,897 epoch 131 - iter 56/280 - loss 0.01297943 - time (sec): 3.54 - samples/sec: 11670.09 - lr: 0.003125 | |
| 2023-04-05 12:09:27,746 epoch 131 - iter 84/280 - loss 0.01253925 - time (sec): 5.39 - samples/sec: 11597.76 - lr: 0.003125 | |
| 2023-04-05 12:09:29,594 epoch 131 - iter 112/280 - loss 0.01193371 - time (sec): 7.24 - samples/sec: 11602.38 - lr: 0.003125 | |
| 2023-04-05 12:09:31,404 epoch 131 - iter 140/280 - loss 0.01191074 - time (sec): 9.05 - samples/sec: 11628.14 - lr: 0.003125 | |
| 2023-04-05 12:09:33,216 epoch 131 - iter 168/280 - loss 0.01164349 - time (sec): 10.86 - samples/sec: 11634.36 - lr: 0.003125 | |
| 2023-04-05 12:09:35,012 epoch 131 - iter 196/280 - loss 0.01139492 - time (sec): 12.65 - samples/sec: 11674.63 - lr: 0.003125 | |
| 2023-04-05 12:09:36,831 epoch 131 - iter 224/280 - loss 0.01118010 - time (sec): 14.47 - samples/sec: 11670.40 - lr: 0.003125 | |
| 2023-04-05 12:09:38,696 epoch 131 - iter 252/280 - loss 0.01118353 - time (sec): 16.34 - samples/sec: 11675.20 - lr: 0.003125 | |
| 2023-04-05 12:09:40,452 epoch 131 - iter 280/280 - loss 0.01105305 - time (sec): 18.10 - samples/sec: 11698.77 - lr: 0.003125 | |
| 2023-04-05 12:09:40,453 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:09:40,453 EPOCH 131 done: loss 0.0111 - lr 0.003125 | |
| 2023-04-05 12:09:40,453 Epoch 131: reducing learning rate of group 0 to 1.5625e-03. | |
| 2023-04-05 12:09:40,453 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 12:09:40,458 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:09:42,228 epoch 132 - iter 28/280 - loss 0.00925874 - time (sec): 1.77 - samples/sec: 11817.55 - lr: 0.001563 | |
| 2023-04-05 12:09:44,037 epoch 132 - iter 56/280 - loss 0.00938656 - time (sec): 3.58 - samples/sec: 11873.20 - lr: 0.001563 | |
| 2023-04-05 12:09:45,822 epoch 132 - iter 84/280 - loss 0.00937389 - time (sec): 5.36 - samples/sec: 11856.89 - lr: 0.001563 | |
| 2023-04-05 12:09:47,637 epoch 132 - iter 112/280 - loss 0.00983262 - time (sec): 7.18 - samples/sec: 11802.86 - lr: 0.001563 | |
| 2023-04-05 12:09:49,484 epoch 132 - iter 140/280 - loss 0.00979822 - time (sec): 9.03 - samples/sec: 11726.72 - lr: 0.001563 | |
| 2023-04-05 12:09:51,219 epoch 132 - iter 168/280 - loss 0.00966243 - time (sec): 10.76 - samples/sec: 11753.10 - lr: 0.001563 | |
| 2023-04-05 12:09:53,028 epoch 132 - iter 196/280 - loss 0.01001616 - time (sec): 12.57 - samples/sec: 11783.12 - lr: 0.001563 | |
| 2023-04-05 12:09:54,851 epoch 132 - iter 224/280 - loss 0.00998480 - time (sec): 14.39 - samples/sec: 11758.14 - lr: 0.001563 | |
| 2023-04-05 12:09:56,666 epoch 132 - iter 252/280 - loss 0.01020045 - time (sec): 16.21 - samples/sec: 11783.30 - lr: 0.001563 | |
| 2023-04-05 12:09:58,477 epoch 132 - iter 280/280 - loss 0.01028833 - time (sec): 18.02 - samples/sec: 11748.35 - lr: 0.001563 | |
| 2023-04-05 12:09:58,477 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:09:58,477 EPOCH 132 done: loss 0.0103 - lr 0.001563 | |
| 2023-04-05 12:09:58,477 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:09:58,480 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:10:00,275 epoch 133 - iter 28/280 - loss 0.01116906 - time (sec): 1.80 - samples/sec: 11661.94 - lr: 0.001563 | |
| 2023-04-05 12:10:02,094 epoch 133 - iter 56/280 - loss 0.01068663 - time (sec): 3.61 - samples/sec: 11637.17 - lr: 0.001563 | |
| 2023-04-05 12:10:03,896 epoch 133 - iter 84/280 - loss 0.01087141 - time (sec): 5.42 - samples/sec: 11664.15 - lr: 0.001563 | |
| 2023-04-05 12:10:05,714 epoch 133 - iter 112/280 - loss 0.01074603 - time (sec): 7.23 - samples/sec: 11690.49 - lr: 0.001563 | |
| 2023-04-05 12:10:07,518 epoch 133 - iter 140/280 - loss 0.01085783 - time (sec): 9.04 - samples/sec: 11673.04 - lr: 0.001563 | |
| 2023-04-05 12:10:09,280 epoch 133 - iter 168/280 - loss 0.01118264 - time (sec): 10.80 - samples/sec: 11706.96 - lr: 0.001563 | |
| 2023-04-05 12:10:11,137 epoch 133 - iter 196/280 - loss 0.01105545 - time (sec): 12.66 - samples/sec: 11659.11 - lr: 0.001563 | |
| 2023-04-05 12:10:13,012 epoch 133 - iter 224/280 - loss 0.01101671 - time (sec): 14.53 - samples/sec: 11690.15 - lr: 0.001563 | |
| 2023-04-05 12:10:14,865 epoch 133 - iter 252/280 - loss 0.01071504 - time (sec): 16.38 - samples/sec: 11681.95 - lr: 0.001563 | |
| 2023-04-05 12:10:16,610 epoch 133 - iter 280/280 - loss 0.01080132 - time (sec): 18.13 - samples/sec: 11676.19 - lr: 0.001563 | |
| 2023-04-05 12:10:16,610 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:10:16,610 EPOCH 133 done: loss 0.0108 - lr 0.001563 | |
| 2023-04-05 12:10:16,610 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:10:16,613 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:10:18,441 epoch 134 - iter 28/280 - loss 0.01256331 - time (sec): 1.83 - samples/sec: 11730.61 - lr: 0.001563 | |
| 2023-04-05 12:10:20,299 epoch 134 - iter 56/280 - loss 0.01177924 - time (sec): 3.69 - samples/sec: 11673.17 - lr: 0.001563 | |
| 2023-04-05 12:10:22,095 epoch 134 - iter 84/280 - loss 0.01130821 - time (sec): 5.48 - samples/sec: 11696.07 - lr: 0.001563 | |
| 2023-04-05 12:10:23,839 epoch 134 - iter 112/280 - loss 0.01116989 - time (sec): 7.23 - samples/sec: 11725.82 - lr: 0.001563 | |
| 2023-04-05 12:10:25,652 epoch 134 - iter 140/280 - loss 0.01115525 - time (sec): 9.04 - samples/sec: 11688.71 - lr: 0.001563 | |
| 2023-04-05 12:10:27,458 epoch 134 - iter 168/280 - loss 0.01134369 - time (sec): 10.84 - samples/sec: 11720.49 - lr: 0.001563 | |
| 2023-04-05 12:10:29,235 epoch 134 - iter 196/280 - loss 0.01102286 - time (sec): 12.62 - samples/sec: 11703.48 - lr: 0.001563 | |
| 2023-04-05 12:10:31,002 epoch 134 - iter 224/280 - loss 0.01081519 - time (sec): 14.39 - samples/sec: 11757.46 - lr: 0.001563 | |
| 2023-04-05 12:10:32,820 epoch 134 - iter 252/280 - loss 0.01085078 - time (sec): 16.21 - samples/sec: 11777.45 - lr: 0.001563 | |
| 2023-04-05 12:10:34,590 epoch 134 - iter 280/280 - loss 0.01078023 - time (sec): 17.98 - samples/sec: 11775.52 - lr: 0.001563 | |
| 2023-04-05 12:10:34,591 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:10:34,591 EPOCH 134 done: loss 0.0108 - lr 0.001563 | |
| 2023-04-05 12:10:34,591 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:10:34,593 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:10:36,336 epoch 135 - iter 28/280 - loss 0.00972761 - time (sec): 1.74 - samples/sec: 12023.34 - lr: 0.001563 | |
| 2023-04-05 12:10:38,135 epoch 135 - iter 56/280 - loss 0.00962745 - time (sec): 3.54 - samples/sec: 11873.25 - lr: 0.001563 | |
| 2023-04-05 12:10:39,931 epoch 135 - iter 84/280 - loss 0.01074129 - time (sec): 5.34 - samples/sec: 11832.45 - lr: 0.001563 | |
| 2023-04-05 12:10:41,739 epoch 135 - iter 112/280 - loss 0.01078364 - time (sec): 7.15 - samples/sec: 11812.60 - lr: 0.001563 | |
| 2023-04-05 12:10:43,600 epoch 135 - iter 140/280 - loss 0.01101098 - time (sec): 9.01 - samples/sec: 11785.15 - lr: 0.001563 | |
| 2023-04-05 12:10:45,350 epoch 135 - iter 168/280 - loss 0.01097219 - time (sec): 10.76 - samples/sec: 11777.43 - lr: 0.001563 | |
| 2023-04-05 12:10:47,230 epoch 135 - iter 196/280 - loss 0.01070514 - time (sec): 12.64 - samples/sec: 11758.67 - lr: 0.001563 | |
| 2023-04-05 12:10:49,034 epoch 135 - iter 224/280 - loss 0.01082599 - time (sec): 14.44 - samples/sec: 11770.89 - lr: 0.001563 | |
| 2023-04-05 12:10:50,914 epoch 135 - iter 252/280 - loss 0.01092360 - time (sec): 16.32 - samples/sec: 11714.36 - lr: 0.001563 | |
| 2023-04-05 12:10:52,671 epoch 135 - iter 280/280 - loss 0.01072125 - time (sec): 18.08 - samples/sec: 11709.46 - lr: 0.001563 | |
| 2023-04-05 12:10:52,672 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:10:52,672 EPOCH 135 done: loss 0.0107 - lr 0.001563 | |
| 2023-04-05 12:10:52,672 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:10:52,674 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:10:54,467 epoch 136 - iter 28/280 - loss 0.01094650 - time (sec): 1.79 - samples/sec: 11686.32 - lr: 0.001563 | |
| 2023-04-05 12:10:56,267 epoch 136 - iter 56/280 - loss 0.01005064 - time (sec): 3.59 - samples/sec: 11738.90 - lr: 0.001563 | |
| 2023-04-05 12:10:58,060 epoch 136 - iter 84/280 - loss 0.01025726 - time (sec): 5.39 - samples/sec: 11799.17 - lr: 0.001563 | |
| 2023-04-05 12:10:59,871 epoch 136 - iter 112/280 - loss 0.01065586 - time (sec): 7.20 - samples/sec: 11827.42 - lr: 0.001563 | |
| 2023-04-05 12:11:01,678 epoch 136 - iter 140/280 - loss 0.01055461 - time (sec): 9.00 - samples/sec: 11803.89 - lr: 0.001563 | |
| 2023-04-05 12:11:03,408 epoch 136 - iter 168/280 - loss 0.01069580 - time (sec): 10.73 - samples/sec: 11858.91 - lr: 0.001563 | |
| 2023-04-05 12:11:05,227 epoch 136 - iter 196/280 - loss 0.01054740 - time (sec): 12.55 - samples/sec: 11805.86 - lr: 0.001563 | |
| 2023-04-05 12:11:07,023 epoch 136 - iter 224/280 - loss 0.01031011 - time (sec): 14.35 - samples/sec: 11814.10 - lr: 0.001563 | |
| 2023-04-05 12:11:08,820 epoch 136 - iter 252/280 - loss 0.01034674 - time (sec): 16.15 - samples/sec: 11830.00 - lr: 0.001563 | |
| 2023-04-05 12:11:10,582 epoch 136 - iter 280/280 - loss 0.01036827 - time (sec): 17.91 - samples/sec: 11821.31 - lr: 0.001563 | |
| 2023-04-05 12:11:10,582 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:11:10,582 EPOCH 136 done: loss 0.0104 - lr 0.001563 | |
| 2023-04-05 12:11:10,582 Epoch 136: reducing learning rate of group 0 to 7.8125e-04. | |
| 2023-04-05 12:11:10,582 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 12:11:10,585 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:11:12,345 epoch 137 - iter 28/280 - loss 0.01045206 - time (sec): 1.76 - samples/sec: 12024.67 - lr: 0.000781 | |
| 2023-04-05 12:11:14,122 epoch 137 - iter 56/280 - loss 0.01010636 - time (sec): 3.54 - samples/sec: 12038.35 - lr: 0.000781 | |
| 2023-04-05 12:11:15,977 epoch 137 - iter 84/280 - loss 0.01048397 - time (sec): 5.39 - samples/sec: 11884.62 - lr: 0.000781 | |
| 2023-04-05 12:11:17,762 epoch 137 - iter 112/280 - loss 0.01078085 - time (sec): 7.18 - samples/sec: 11861.36 - lr: 0.000781 | |
| 2023-04-05 12:11:19,548 epoch 137 - iter 140/280 - loss 0.01062931 - time (sec): 8.96 - samples/sec: 11867.66 - lr: 0.000781 | |
| 2023-04-05 12:11:21,394 epoch 137 - iter 168/280 - loss 0.01044636 - time (sec): 10.81 - samples/sec: 11809.44 - lr: 0.000781 | |
| 2023-04-05 12:11:23,173 epoch 137 - iter 196/280 - loss 0.01053905 - time (sec): 12.59 - samples/sec: 11782.60 - lr: 0.000781 | |
| 2023-04-05 12:11:25,005 epoch 137 - iter 224/280 - loss 0.01034119 - time (sec): 14.42 - samples/sec: 11777.53 - lr: 0.000781 | |
| 2023-04-05 12:11:26,804 epoch 137 - iter 252/280 - loss 0.01045793 - time (sec): 16.22 - samples/sec: 11781.42 - lr: 0.000781 | |
| 2023-04-05 12:11:28,580 epoch 137 - iter 280/280 - loss 0.01028058 - time (sec): 18.00 - samples/sec: 11763.82 - lr: 0.000781 | |
| 2023-04-05 12:11:28,581 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:11:28,581 EPOCH 137 done: loss 0.0103 - lr 0.000781 | |
| 2023-04-05 12:11:28,581 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:11:28,584 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:11:30,396 epoch 138 - iter 28/280 - loss 0.01084612 - time (sec): 1.81 - samples/sec: 11636.98 - lr: 0.000781 | |
| 2023-04-05 12:11:32,201 epoch 138 - iter 56/280 - loss 0.01159855 - time (sec): 3.62 - samples/sec: 11659.29 - lr: 0.000781 | |
| 2023-04-05 12:11:34,013 epoch 138 - iter 84/280 - loss 0.01204322 - time (sec): 5.43 - samples/sec: 11658.68 - lr: 0.000781 | |
| 2023-04-05 12:11:35,813 epoch 138 - iter 112/280 - loss 0.01142015 - time (sec): 7.23 - samples/sec: 11642.86 - lr: 0.000781 | |
| 2023-04-05 12:11:37,607 epoch 138 - iter 140/280 - loss 0.01136237 - time (sec): 9.02 - samples/sec: 11652.33 - lr: 0.000781 | |
| 2023-04-05 12:11:39,366 epoch 138 - iter 168/280 - loss 0.01105023 - time (sec): 10.78 - samples/sec: 11731.09 - lr: 0.000781 | |
| 2023-04-05 12:11:41,193 epoch 138 - iter 196/280 - loss 0.01119620 - time (sec): 12.61 - samples/sec: 11749.25 - lr: 0.000781 | |
| 2023-04-05 12:11:42,983 epoch 138 - iter 224/280 - loss 0.01100213 - time (sec): 14.40 - samples/sec: 11791.58 - lr: 0.000781 | |
| 2023-04-05 12:11:44,716 epoch 138 - iter 252/280 - loss 0.01097296 - time (sec): 16.13 - samples/sec: 11838.45 - lr: 0.000781 | |
| 2023-04-05 12:11:46,456 epoch 138 - iter 280/280 - loss 0.01090239 - time (sec): 17.87 - samples/sec: 11845.03 - lr: 0.000781 | |
| 2023-04-05 12:11:46,456 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:11:46,456 EPOCH 138 done: loss 0.0109 - lr 0.000781 | |
| 2023-04-05 12:11:46,456 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:11:46,458 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:11:48,230 epoch 139 - iter 28/280 - loss 0.00960729 - time (sec): 1.77 - samples/sec: 12200.58 - lr: 0.000781 | |
| 2023-04-05 12:11:49,988 epoch 139 - iter 56/280 - loss 0.00982174 - time (sec): 3.53 - samples/sec: 12125.24 - lr: 0.000781 | |
| 2023-04-05 12:11:51,812 epoch 139 - iter 84/280 - loss 0.01052495 - time (sec): 5.35 - samples/sec: 11985.15 - lr: 0.000781 | |
| 2023-04-05 12:11:53,623 epoch 139 - iter 112/280 - loss 0.01039308 - time (sec): 7.16 - samples/sec: 11855.74 - lr: 0.000781 | |
| 2023-04-05 12:11:55,416 epoch 139 - iter 140/280 - loss 0.01038677 - time (sec): 8.96 - samples/sec: 11816.64 - lr: 0.000781 | |
| 2023-04-05 12:11:57,196 epoch 139 - iter 168/280 - loss 0.01008153 - time (sec): 10.74 - samples/sec: 11788.76 - lr: 0.000781 | |
| 2023-04-05 12:11:58,957 epoch 139 - iter 196/280 - loss 0.00987411 - time (sec): 12.50 - samples/sec: 11810.43 - lr: 0.000781 | |
| 2023-04-05 12:12:00,771 epoch 139 - iter 224/280 - loss 0.00989098 - time (sec): 14.31 - samples/sec: 11842.11 - lr: 0.000781 | |
| 2023-04-05 12:12:02,633 epoch 139 - iter 252/280 - loss 0.00990100 - time (sec): 16.17 - samples/sec: 11812.85 - lr: 0.000781 | |
| 2023-04-05 12:12:04,444 epoch 139 - iter 280/280 - loss 0.00999831 - time (sec): 17.99 - samples/sec: 11770.27 - lr: 0.000781 | |
| 2023-04-05 12:12:04,444 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:12:04,444 EPOCH 139 done: loss 0.0100 - lr 0.000781 | |
| 2023-04-05 12:12:04,444 BAD EPOCHS (no improvement): 0 | |
| 2023-04-05 12:12:04,447 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:12:06,208 epoch 140 - iter 28/280 - loss 0.00909391 - time (sec): 1.76 - samples/sec: 11787.57 - lr: 0.000781 | |
| 2023-04-05 12:12:07,977 epoch 140 - iter 56/280 - loss 0.00860290 - time (sec): 3.53 - samples/sec: 11857.21 - lr: 0.000781 | |
| 2023-04-05 12:12:09,702 epoch 140 - iter 84/280 - loss 0.00902457 - time (sec): 5.26 - samples/sec: 11911.23 - lr: 0.000781 | |
| 2023-04-05 12:12:11,526 epoch 140 - iter 112/280 - loss 0.00901790 - time (sec): 7.08 - samples/sec: 11870.37 - lr: 0.000781 | |
| 2023-04-05 12:12:13,309 epoch 140 - iter 140/280 - loss 0.00961332 - time (sec): 8.86 - samples/sec: 11857.70 - lr: 0.000781 | |
| 2023-04-05 12:12:15,110 epoch 140 - iter 168/280 - loss 0.00958585 - time (sec): 10.66 - samples/sec: 11885.90 - lr: 0.000781 | |
| 2023-04-05 12:12:16,906 epoch 140 - iter 196/280 - loss 0.00973194 - time (sec): 12.46 - samples/sec: 11913.09 - lr: 0.000781 | |
| 2023-04-05 12:12:18,671 epoch 140 - iter 224/280 - loss 0.01007258 - time (sec): 14.22 - samples/sec: 11922.65 - lr: 0.000781 | |
| 2023-04-05 12:12:20,519 epoch 140 - iter 252/280 - loss 0.01018922 - time (sec): 16.07 - samples/sec: 11869.39 - lr: 0.000781 | |
| 2023-04-05 12:12:22,307 epoch 140 - iter 280/280 - loss 0.01021125 - time (sec): 17.86 - samples/sec: 11852.94 - lr: 0.000781 | |
| 2023-04-05 12:12:22,307 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:12:22,307 EPOCH 140 done: loss 0.0102 - lr 0.000781 | |
| 2023-04-05 12:12:22,307 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:12:22,309 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:12:24,035 epoch 141 - iter 28/280 - loss 0.01073215 - time (sec): 1.73 - samples/sec: 12004.33 - lr: 0.000781 | |
| 2023-04-05 12:12:25,851 epoch 141 - iter 56/280 - loss 0.01000618 - time (sec): 3.54 - samples/sec: 11890.97 - lr: 0.000781 | |
| 2023-04-05 12:12:27,636 epoch 141 - iter 84/280 - loss 0.00969786 - time (sec): 5.33 - samples/sec: 11873.27 - lr: 0.000781 | |
| 2023-04-05 12:12:29,466 epoch 141 - iter 112/280 - loss 0.00987680 - time (sec): 7.16 - samples/sec: 11836.51 - lr: 0.000781 | |
| 2023-04-05 12:12:31,312 epoch 141 - iter 140/280 - loss 0.00952684 - time (sec): 9.00 - samples/sec: 11825.34 - lr: 0.000781 | |
| 2023-04-05 12:12:33,160 epoch 141 - iter 168/280 - loss 0.00988177 - time (sec): 10.85 - samples/sec: 11767.49 - lr: 0.000781 | |
| 2023-04-05 12:12:35,024 epoch 141 - iter 196/280 - loss 0.01014547 - time (sec): 12.71 - samples/sec: 11735.81 - lr: 0.000781 | |
| 2023-04-05 12:12:36,829 epoch 141 - iter 224/280 - loss 0.01039188 - time (sec): 14.52 - samples/sec: 11730.31 - lr: 0.000781 | |
| 2023-04-05 12:12:38,605 epoch 141 - iter 252/280 - loss 0.01026791 - time (sec): 16.30 - samples/sec: 11726.45 - lr: 0.000781 | |
| 2023-04-05 12:12:40,337 epoch 141 - iter 280/280 - loss 0.01022648 - time (sec): 18.03 - samples/sec: 11742.75 - lr: 0.000781 | |
| 2023-04-05 12:12:40,337 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:12:40,337 EPOCH 141 done: loss 0.0102 - lr 0.000781 | |
| 2023-04-05 12:12:40,337 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:12:40,340 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:12:42,162 epoch 142 - iter 28/280 - loss 0.01213985 - time (sec): 1.82 - samples/sec: 11752.28 - lr: 0.000781 | |
| 2023-04-05 12:12:43,935 epoch 142 - iter 56/280 - loss 0.01074658 - time (sec): 3.60 - samples/sec: 11757.81 - lr: 0.000781 | |
| 2023-04-05 12:12:45,761 epoch 142 - iter 84/280 - loss 0.01102786 - time (sec): 5.42 - samples/sec: 11702.15 - lr: 0.000781 | |
| 2023-04-05 12:12:47,579 epoch 142 - iter 112/280 - loss 0.01064194 - time (sec): 7.24 - samples/sec: 11733.84 - lr: 0.000781 | |
| 2023-04-05 12:12:49,405 epoch 142 - iter 140/280 - loss 0.01066783 - time (sec): 9.07 - samples/sec: 11744.35 - lr: 0.000781 | |
| 2023-04-05 12:12:51,161 epoch 142 - iter 168/280 - loss 0.01059697 - time (sec): 10.82 - samples/sec: 11788.87 - lr: 0.000781 | |
| 2023-04-05 12:12:52,896 epoch 142 - iter 196/280 - loss 0.01059307 - time (sec): 12.56 - samples/sec: 11847.02 - lr: 0.000781 | |
| 2023-04-05 12:12:54,721 epoch 142 - iter 224/280 - loss 0.01085592 - time (sec): 14.38 - samples/sec: 11829.15 - lr: 0.000781 | |
| 2023-04-05 12:12:56,472 epoch 142 - iter 252/280 - loss 0.01093214 - time (sec): 16.13 - samples/sec: 11827.21 - lr: 0.000781 | |
| 2023-04-05 12:12:58,278 epoch 142 - iter 280/280 - loss 0.01083253 - time (sec): 17.94 - samples/sec: 11801.29 - lr: 0.000781 | |
| 2023-04-05 12:12:58,278 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:12:58,278 EPOCH 142 done: loss 0.0108 - lr 0.000781 | |
| 2023-04-05 12:12:58,278 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:12:58,281 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:13:00,123 epoch 143 - iter 28/280 - loss 0.01267777 - time (sec): 1.84 - samples/sec: 11608.54 - lr: 0.000781 | |
| 2023-04-05 12:13:01,903 epoch 143 - iter 56/280 - loss 0.01178169 - time (sec): 3.62 - samples/sec: 11745.25 - lr: 0.000781 | |
| 2023-04-05 12:13:03,730 epoch 143 - iter 84/280 - loss 0.01165349 - time (sec): 5.45 - samples/sec: 11810.74 - lr: 0.000781 | |
| 2023-04-05 12:13:05,494 epoch 143 - iter 112/280 - loss 0.01065898 - time (sec): 7.21 - samples/sec: 11878.49 - lr: 0.000781 | |
| 2023-04-05 12:13:07,299 epoch 143 - iter 140/280 - loss 0.01064630 - time (sec): 9.02 - samples/sec: 11866.61 - lr: 0.000781 | |
| 2023-04-05 12:13:09,088 epoch 143 - iter 168/280 - loss 0.01063665 - time (sec): 10.81 - samples/sec: 11821.23 - lr: 0.000781 | |
| 2023-04-05 12:13:10,855 epoch 143 - iter 196/280 - loss 0.01071972 - time (sec): 12.57 - samples/sec: 11816.67 - lr: 0.000781 | |
| 2023-04-05 12:13:12,708 epoch 143 - iter 224/280 - loss 0.01059566 - time (sec): 14.43 - samples/sec: 11810.31 - lr: 0.000781 | |
| 2023-04-05 12:13:14,537 epoch 143 - iter 252/280 - loss 0.01065342 - time (sec): 16.26 - samples/sec: 11776.92 - lr: 0.000781 | |
| 2023-04-05 12:13:16,271 epoch 143 - iter 280/280 - loss 0.01066816 - time (sec): 17.99 - samples/sec: 11767.23 - lr: 0.000781 | |
| 2023-04-05 12:13:16,271 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:13:16,271 EPOCH 143 done: loss 0.0107 - lr 0.000781 | |
| 2023-04-05 12:13:16,271 Epoch 143: reducing learning rate of group 0 to 3.9063e-04. | |
| 2023-04-05 12:13:16,271 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 12:13:16,274 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:13:18,126 epoch 144 - iter 28/280 - loss 0.01245578 - time (sec): 1.85 - samples/sec: 11673.38 - lr: 0.000391 | |
| 2023-04-05 12:13:19,913 epoch 144 - iter 56/280 - loss 0.01096762 - time (sec): 3.64 - samples/sec: 11746.34 - lr: 0.000391 | |
| 2023-04-05 12:13:21,717 epoch 144 - iter 84/280 - loss 0.01102028 - time (sec): 5.44 - samples/sec: 11778.04 - lr: 0.000391 | |
| 2023-04-05 12:13:23,514 epoch 144 - iter 112/280 - loss 0.01081096 - time (sec): 7.24 - samples/sec: 11787.26 - lr: 0.000391 | |
| 2023-04-05 12:13:25,308 epoch 144 - iter 140/280 - loss 0.01092085 - time (sec): 9.03 - samples/sec: 11757.57 - lr: 0.000391 | |
| 2023-04-05 12:13:27,104 epoch 144 - iter 168/280 - loss 0.01081241 - time (sec): 10.83 - samples/sec: 11769.31 - lr: 0.000391 | |
| 2023-04-05 12:13:28,872 epoch 144 - iter 196/280 - loss 0.01064821 - time (sec): 12.60 - samples/sec: 11784.91 - lr: 0.000391 | |
| 2023-04-05 12:13:30,674 epoch 144 - iter 224/280 - loss 0.01064948 - time (sec): 14.40 - samples/sec: 11801.91 - lr: 0.000391 | |
| 2023-04-05 12:13:32,473 epoch 144 - iter 252/280 - loss 0.01080856 - time (sec): 16.20 - samples/sec: 11782.90 - lr: 0.000391 | |
| 2023-04-05 12:13:34,214 epoch 144 - iter 280/280 - loss 0.01081265 - time (sec): 17.94 - samples/sec: 11799.68 - lr: 0.000391 | |
| 2023-04-05 12:13:34,215 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:13:34,215 EPOCH 144 done: loss 0.0108 - lr 0.000391 | |
| 2023-04-05 12:13:34,215 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:13:34,217 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:13:36,042 epoch 145 - iter 28/280 - loss 0.01026302 - time (sec): 1.82 - samples/sec: 11564.35 - lr: 0.000391 | |
| 2023-04-05 12:13:37,829 epoch 145 - iter 56/280 - loss 0.01016126 - time (sec): 3.61 - samples/sec: 11710.48 - lr: 0.000391 | |
| 2023-04-05 12:13:39,553 epoch 145 - iter 84/280 - loss 0.01030744 - time (sec): 5.34 - samples/sec: 11808.22 - lr: 0.000391 | |
| 2023-04-05 12:13:41,333 epoch 145 - iter 112/280 - loss 0.01021951 - time (sec): 7.12 - samples/sec: 11848.26 - lr: 0.000391 | |
| 2023-04-05 12:13:43,137 epoch 145 - iter 140/280 - loss 0.01010803 - time (sec): 8.92 - samples/sec: 11837.10 - lr: 0.000391 | |
| 2023-04-05 12:13:44,965 epoch 145 - iter 168/280 - loss 0.01026575 - time (sec): 10.75 - samples/sec: 11791.27 - lr: 0.000391 | |
| 2023-04-05 12:13:46,788 epoch 145 - iter 196/280 - loss 0.01036926 - time (sec): 12.57 - samples/sec: 11755.39 - lr: 0.000391 | |
| 2023-04-05 12:13:48,580 epoch 145 - iter 224/280 - loss 0.01050502 - time (sec): 14.36 - samples/sec: 11787.43 - lr: 0.000391 | |
| 2023-04-05 12:13:50,375 epoch 145 - iter 252/280 - loss 0.01034817 - time (sec): 16.16 - samples/sec: 11775.85 - lr: 0.000391 | |
| 2023-04-05 12:13:52,216 epoch 145 - iter 280/280 - loss 0.01032713 - time (sec): 18.00 - samples/sec: 11761.27 - lr: 0.000391 | |
| 2023-04-05 12:13:52,216 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:13:52,216 EPOCH 145 done: loss 0.0103 - lr 0.000391 | |
| 2023-04-05 12:13:52,216 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:13:52,219 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:13:54,040 epoch 146 - iter 28/280 - loss 0.01250359 - time (sec): 1.82 - samples/sec: 11528.75 - lr: 0.000391 | |
| 2023-04-05 12:13:55,850 epoch 146 - iter 56/280 - loss 0.01095527 - time (sec): 3.63 - samples/sec: 11754.23 - lr: 0.000391 | |
| 2023-04-05 12:13:57,619 epoch 146 - iter 84/280 - loss 0.01084596 - time (sec): 5.40 - samples/sec: 11811.85 - lr: 0.000391 | |
| 2023-04-05 12:13:59,439 epoch 146 - iter 112/280 - loss 0.01055029 - time (sec): 7.22 - samples/sec: 11827.54 - lr: 0.000391 | |
| 2023-04-05 12:14:01,251 epoch 146 - iter 140/280 - loss 0.01046470 - time (sec): 9.03 - samples/sec: 11788.31 - lr: 0.000391 | |
| 2023-04-05 12:14:03,103 epoch 146 - iter 168/280 - loss 0.01049046 - time (sec): 10.88 - samples/sec: 11727.81 - lr: 0.000391 | |
| 2023-04-05 12:14:04,854 epoch 146 - iter 196/280 - loss 0.01039761 - time (sec): 12.64 - samples/sec: 11776.26 - lr: 0.000391 | |
| 2023-04-05 12:14:06,612 epoch 146 - iter 224/280 - loss 0.01050378 - time (sec): 14.39 - samples/sec: 11773.26 - lr: 0.000391 | |
| 2023-04-05 12:14:08,410 epoch 146 - iter 252/280 - loss 0.01050673 - time (sec): 16.19 - samples/sec: 11779.91 - lr: 0.000391 | |
| 2023-04-05 12:14:10,174 epoch 146 - iter 280/280 - loss 0.01049592 - time (sec): 17.95 - samples/sec: 11790.35 - lr: 0.000391 | |
| 2023-04-05 12:14:10,174 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:14:10,174 EPOCH 146 done: loss 0.0105 - lr 0.000391 | |
| 2023-04-05 12:14:10,174 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:14:10,177 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:14:11,964 epoch 147 - iter 28/280 - loss 0.01157791 - time (sec): 1.79 - samples/sec: 11865.70 - lr: 0.000391 | |
| 2023-04-05 12:14:13,676 epoch 147 - iter 56/280 - loss 0.01138951 - time (sec): 3.50 - samples/sec: 11862.77 - lr: 0.000391 | |
| 2023-04-05 12:14:15,451 epoch 147 - iter 84/280 - loss 0.01136762 - time (sec): 5.27 - samples/sec: 11856.88 - lr: 0.000391 | |
| 2023-04-05 12:14:17,212 epoch 147 - iter 112/280 - loss 0.01112186 - time (sec): 7.04 - samples/sec: 11922.89 - lr: 0.000391 | |
| 2023-04-05 12:14:19,010 epoch 147 - iter 140/280 - loss 0.01106003 - time (sec): 8.83 - samples/sec: 11938.49 - lr: 0.000391 | |
| 2023-04-05 12:14:20,838 epoch 147 - iter 168/280 - loss 0.01063220 - time (sec): 10.66 - samples/sec: 11889.00 - lr: 0.000391 | |
| 2023-04-05 12:14:22,633 epoch 147 - iter 196/280 - loss 0.01074291 - time (sec): 12.46 - samples/sec: 11907.22 - lr: 0.000391 | |
| 2023-04-05 12:14:24,456 epoch 147 - iter 224/280 - loss 0.01055046 - time (sec): 14.28 - samples/sec: 11893.95 - lr: 0.000391 | |
| 2023-04-05 12:14:26,284 epoch 147 - iter 252/280 - loss 0.01051517 - time (sec): 16.11 - samples/sec: 11851.17 - lr: 0.000391 | |
| 2023-04-05 12:14:28,116 epoch 147 - iter 280/280 - loss 0.01035595 - time (sec): 17.94 - samples/sec: 11800.58 - lr: 0.000391 | |
| 2023-04-05 12:14:28,116 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:14:28,116 EPOCH 147 done: loss 0.0104 - lr 0.000391 | |
| 2023-04-05 12:14:28,116 Epoch 147: reducing learning rate of group 0 to 1.9531e-04. | |
| 2023-04-05 12:14:28,116 BAD EPOCHS (no improvement): 4 | |
| 2023-04-05 12:14:28,119 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:14:29,968 epoch 148 - iter 28/280 - loss 0.01297738 - time (sec): 1.85 - samples/sec: 11690.09 - lr: 0.000195 | |
| 2023-04-05 12:14:31,795 epoch 148 - iter 56/280 - loss 0.01176461 - time (sec): 3.68 - samples/sec: 11643.62 - lr: 0.000195 | |
| 2023-04-05 12:14:33,617 epoch 148 - iter 84/280 - loss 0.01069930 - time (sec): 5.50 - samples/sec: 11613.13 - lr: 0.000195 | |
| 2023-04-05 12:14:35,330 epoch 148 - iter 112/280 - loss 0.01032601 - time (sec): 7.21 - samples/sec: 11727.87 - lr: 0.000195 | |
| 2023-04-05 12:14:37,096 epoch 148 - iter 140/280 - loss 0.01041431 - time (sec): 8.98 - samples/sec: 11750.46 - lr: 0.000195 | |
| 2023-04-05 12:14:38,866 epoch 148 - iter 168/280 - loss 0.01027550 - time (sec): 10.75 - samples/sec: 11801.32 - lr: 0.000195 | |
| 2023-04-05 12:14:40,655 epoch 148 - iter 196/280 - loss 0.01055545 - time (sec): 12.54 - samples/sec: 11803.11 - lr: 0.000195 | |
| 2023-04-05 12:14:42,483 epoch 148 - iter 224/280 - loss 0.01045086 - time (sec): 14.36 - samples/sec: 11812.36 - lr: 0.000195 | |
| 2023-04-05 12:14:44,302 epoch 148 - iter 252/280 - loss 0.01041031 - time (sec): 16.18 - samples/sec: 11801.98 - lr: 0.000195 | |
| 2023-04-05 12:14:46,062 epoch 148 - iter 280/280 - loss 0.01036047 - time (sec): 17.94 - samples/sec: 11798.00 - lr: 0.000195 | |
| 2023-04-05 12:14:46,062 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:14:46,062 EPOCH 148 done: loss 0.0104 - lr 0.000195 | |
| 2023-04-05 12:14:46,062 BAD EPOCHS (no improvement): 1 | |
| 2023-04-05 12:14:46,065 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:14:47,836 epoch 149 - iter 28/280 - loss 0.01148945 - time (sec): 1.77 - samples/sec: 12126.88 - lr: 0.000195 | |
| 2023-04-05 12:14:49,636 epoch 149 - iter 56/280 - loss 0.01007240 - time (sec): 3.57 - samples/sec: 11983.05 - lr: 0.000195 | |
| 2023-04-05 12:14:51,423 epoch 149 - iter 84/280 - loss 0.01100695 - time (sec): 5.36 - samples/sec: 11949.38 - lr: 0.000195 | |
| 2023-04-05 12:14:53,231 epoch 149 - iter 112/280 - loss 0.01096823 - time (sec): 7.17 - samples/sec: 11962.80 - lr: 0.000195 | |
| 2023-04-05 12:14:55,038 epoch 149 - iter 140/280 - loss 0.01088771 - time (sec): 8.97 - samples/sec: 11930.03 - lr: 0.000195 | |
| 2023-04-05 12:14:56,868 epoch 149 - iter 168/280 - loss 0.01070884 - time (sec): 10.80 - samples/sec: 11840.10 - lr: 0.000195 | |
| 2023-04-05 12:14:58,709 epoch 149 - iter 196/280 - loss 0.01078719 - time (sec): 12.64 - samples/sec: 11788.73 - lr: 0.000195 | |
| 2023-04-05 12:15:00,460 epoch 149 - iter 224/280 - loss 0.01081691 - time (sec): 14.39 - samples/sec: 11782.86 - lr: 0.000195 | |
| 2023-04-05 12:15:02,316 epoch 149 - iter 252/280 - loss 0.01083639 - time (sec): 16.25 - samples/sec: 11752.66 - lr: 0.000195 | |
| 2023-04-05 12:15:04,061 epoch 149 - iter 280/280 - loss 0.01075966 - time (sec): 18.00 - samples/sec: 11763.32 - lr: 0.000195 | |
| 2023-04-05 12:15:04,061 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:15:04,061 EPOCH 149 done: loss 0.0108 - lr 0.000195 | |
| 2023-04-05 12:15:04,061 BAD EPOCHS (no improvement): 2 | |
| 2023-04-05 12:15:04,064 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:15:05,829 epoch 150 - iter 28/280 - loss 0.01103959 - time (sec): 1.76 - samples/sec: 11907.88 - lr: 0.000195 | |
| 2023-04-05 12:15:07,702 epoch 150 - iter 56/280 - loss 0.01115773 - time (sec): 3.64 - samples/sec: 11648.54 - lr: 0.000195 | |
| 2023-04-05 12:15:09,525 epoch 150 - iter 84/280 - loss 0.01086519 - time (sec): 5.46 - samples/sec: 11743.26 - lr: 0.000195 | |
| 2023-04-05 12:15:11,349 epoch 150 - iter 112/280 - loss 0.01100287 - time (sec): 7.28 - samples/sec: 11737.32 - lr: 0.000195 | |
| 2023-04-05 12:15:13,149 epoch 150 - iter 140/280 - loss 0.01119393 - time (sec): 9.08 - samples/sec: 11751.70 - lr: 0.000195 | |
| 2023-04-05 12:15:14,894 epoch 150 - iter 168/280 - loss 0.01122796 - time (sec): 10.83 - samples/sec: 11812.41 - lr: 0.000195 | |
| 2023-04-05 12:15:16,670 epoch 150 - iter 196/280 - loss 0.01098057 - time (sec): 12.61 - samples/sec: 11798.01 - lr: 0.000195 | |
| 2023-04-05 12:15:18,448 epoch 150 - iter 224/280 - loss 0.01097500 - time (sec): 14.38 - samples/sec: 11810.44 - lr: 0.000195 | |
| 2023-04-05 12:15:20,345 epoch 150 - iter 252/280 - loss 0.01104126 - time (sec): 16.28 - samples/sec: 11749.38 - lr: 0.000195 | |
| 2023-04-05 12:15:22,124 epoch 150 - iter 280/280 - loss 0.01096389 - time (sec): 18.06 - samples/sec: 11721.30 - lr: 0.000195 | |
| 2023-04-05 12:15:22,125 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:15:22,125 EPOCH 150 done: loss 0.0110 - lr 0.000195 | |
| 2023-04-05 12:15:22,125 BAD EPOCHS (no improvement): 3 | |
| 2023-04-05 12:15:23,401 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-05 12:15:23,402 Testing using last state of model ... | |
| 2023-04-05 12:15:32,233 Evaluating as a multi-label problem: False | |
| 2023-04-05 12:15:32,332 0.9642 0.964 0.9641 0.937 | |
| 2023-04-05 12:15:32,332 | |
| Results: | |
| - F-score (micro) 0.9641 | |
| - F-score (macro) 0.8041 | |
| - Accuracy 0.937 | |
| By class: | |
| precision recall f1-score support | |
| NP 0.9707 0.9678 0.9692 12422 | |
| PP 0.9837 0.9890 0.9863 4811 | |
| VP 0.9641 0.9674 0.9657 4658 | |
| ADVP 0.8685 0.8614 0.8649 866 | |
| SBAR 0.9402 0.9402 0.9402 535 | |
| ADJP 0.8500 0.8151 0.8322 438 | |
| PRT 0.7623 0.8774 0.8158 106 | |
| CONJP 0.5833 0.7778 0.6667 9 | |
| LST 0.0000 0.0000 0.0000 5 | |
| INTJ 1.0000 1.0000 1.0000 2 | |
| micro avg 0.9642 0.9640 0.9641 23852 | |
| macro avg 0.7923 0.8196 0.8041 23852 | |
| weighted avg 0.9641 0.9640 0.9640 23852 | |
| 2023-04-05 12:15:32,332 ---------------------------------------------------------------------------------------------------- | |