| 2023-04-06 02:11:15,541 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:11:15,542 Model: "SequenceTagger( |
| (embeddings): StackedEmbeddings( |
| (list_embedding_0): BytePairEmbeddings(model=0-bpe-en-100000-50) |
| (list_embedding_1): FlairEmbeddings( |
| (lm): LanguageModel( |
| (drop): Dropout(p=0.05, inplace=False) |
| (encoder): Embedding(300, 100) |
| (rnn): LSTM(100, 2048) |
| ) |
| ) |
| (list_embedding_2): 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=4196, out_features=4196, bias=True) |
| (rnn): LSTM(4196, 256, batch_first=True, bidirectional=True) |
| (linear): Linear(in_features=512, out_features=4852, bias=True) |
| (loss_function): CrossEntropyLoss() |
| )" |
| 2023-04-06 02:11:15,542 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:11:15,542 Corpus: "Corpus: 75187 train + 9603 dev + 9479 test sentences" |
| 2023-04-06 02:11:15,542 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:11:15,542 Parameters: |
| 2023-04-06 02:11:15,542 - learning_rate: "0.100000" |
| 2023-04-06 02:11:15,542 - mini_batch_size: "32" |
| 2023-04-06 02:11:15,542 - patience: "3" |
| 2023-04-06 02:11:15,542 - anneal_factor: "0.5" |
| 2023-04-06 02:11:15,542 - max_epochs: "150" |
| 2023-04-06 02:11:15,542 - shuffle: "True" |
| 2023-04-06 02:11:15,542 - train_with_dev: "True" |
| 2023-04-06 02:11:15,542 - batch_growth_annealing: "False" |
| 2023-04-06 02:11:15,542 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:11:15,542 Model training base path: "resources/taggers/release-frame-0" |
| 2023-04-06 02:11:15,542 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:11:15,542 Device: cuda:2 |
| 2023-04-06 02:11:15,542 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:11:15,542 Embeddings storage mode: cpu |
| 2023-04-06 02:11:15,542 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:11:30,360 epoch 1 - iter 265/2650 - loss 1.08449696 - time (sec): 14.82 - samples/sec: 4353.55 - lr: 0.100000 |
| 2023-04-06 02:11:59,078 epoch 1 - iter 530/2650 - loss 0.94979727 - time (sec): 43.54 - samples/sec: 5091.27 - lr: 0.100000 |
| 2023-04-06 02:12:33,250 epoch 1 - iter 795/2650 - loss 0.86105698 - time (sec): 77.71 - samples/sec: 5118.32 - lr: 0.100000 |
| 2023-04-06 02:13:21,340 epoch 1 - iter 1060/2650 - loss 0.81522136 - time (sec): 125.80 - samples/sec: 4417.67 - lr: 0.100000 |
| 2023-04-06 02:13:41,096 epoch 1 - iter 1325/2650 - loss 0.73285602 - time (sec): 145.55 - samples/sec: 4641.89 - lr: 0.100000 |
| 2023-04-06 02:14:05,668 epoch 1 - iter 1590/2650 - loss 0.67108142 - time (sec): 170.13 - samples/sec: 4794.30 - lr: 0.100000 |
| 2023-04-06 02:14:47,186 epoch 1 - iter 1855/2650 - loss 0.64773141 - time (sec): 211.64 - samples/sec: 4868.75 - lr: 0.100000 |
| 2023-04-06 02:15:17,836 epoch 1 - iter 2120/2650 - loss 0.62494351 - time (sec): 242.29 - samples/sec: 4967.78 - lr: 0.100000 |
| 2023-04-06 02:15:41,956 epoch 1 - iter 2385/2650 - loss 0.60237175 - time (sec): 266.41 - samples/sec: 4943.33 - lr: 0.100000 |
| 2023-04-06 02:16:15,340 epoch 1 - iter 2650/2650 - loss 0.58266052 - time (sec): 299.80 - samples/sec: 4916.05 - lr: 0.100000 |
| 2023-04-06 02:16:15,340 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:16:15,340 EPOCH 1 done: loss 0.5827 - lr 0.100000 |
| 2023-04-06 02:16:15,340 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:16:15,344 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:16:25,614 epoch 2 - iter 265/2650 - loss 0.37907178 - time (sec): 10.27 - samples/sec: 14453.31 - lr: 0.100000 |
| 2023-04-06 02:16:35,693 epoch 2 - iter 530/2650 - loss 0.36840083 - time (sec): 20.35 - samples/sec: 14458.99 - lr: 0.100000 |
| 2023-04-06 02:16:46,078 epoch 2 - iter 795/2650 - loss 0.36195097 - time (sec): 30.73 - samples/sec: 14460.57 - lr: 0.100000 |
| 2023-04-06 02:16:56,165 epoch 2 - iter 1060/2650 - loss 0.35637116 - time (sec): 40.82 - samples/sec: 14460.56 - lr: 0.100000 |
| 2023-04-06 02:17:06,378 epoch 2 - iter 1325/2650 - loss 0.35058875 - time (sec): 51.03 - samples/sec: 14453.43 - lr: 0.100000 |
| 2023-04-06 02:17:16,411 epoch 2 - iter 1590/2650 - loss 0.34458668 - time (sec): 61.07 - samples/sec: 14458.00 - lr: 0.100000 |
| 2023-04-06 02:17:26,697 epoch 2 - iter 1855/2650 - loss 0.33962920 - time (sec): 71.35 - samples/sec: 14447.60 - lr: 0.100000 |
| 2023-04-06 02:17:36,925 epoch 2 - iter 2120/2650 - loss 0.33498268 - time (sec): 81.58 - samples/sec: 14443.26 - lr: 0.100000 |
| 2023-04-06 02:17:47,150 epoch 2 - iter 2385/2650 - loss 0.33018179 - time (sec): 91.81 - samples/sec: 14454.86 - lr: 0.100000 |
| 2023-04-06 02:17:57,353 epoch 2 - iter 2650/2650 - loss 0.32626485 - time (sec): 102.01 - samples/sec: 14447.93 - lr: 0.100000 |
| 2023-04-06 02:17:57,353 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:17:57,354 EPOCH 2 done: loss 0.3263 - lr 0.100000 |
| 2023-04-06 02:17:57,354 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:17:57,357 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:18:07,594 epoch 3 - iter 265/2650 - loss 0.26769113 - time (sec): 10.24 - samples/sec: 14514.57 - lr: 0.100000 |
| 2023-04-06 02:18:17,784 epoch 3 - iter 530/2650 - loss 0.27169170 - time (sec): 20.43 - samples/sec: 14473.54 - lr: 0.100000 |
| 2023-04-06 02:18:27,998 epoch 3 - iter 795/2650 - loss 0.27010141 - time (sec): 30.64 - samples/sec: 14500.05 - lr: 0.100000 |
| 2023-04-06 02:18:38,312 epoch 3 - iter 1060/2650 - loss 0.26806000 - time (sec): 40.95 - samples/sec: 14435.60 - lr: 0.100000 |
| 2023-04-06 02:18:48,541 epoch 3 - iter 1325/2650 - loss 0.26683627 - time (sec): 51.18 - samples/sec: 14430.35 - lr: 0.100000 |
| 2023-04-06 02:18:58,683 epoch 3 - iter 1590/2650 - loss 0.26525738 - time (sec): 61.32 - samples/sec: 14417.79 - lr: 0.100000 |
| 2023-04-06 02:19:08,958 epoch 3 - iter 1855/2650 - loss 0.26334737 - time (sec): 71.60 - samples/sec: 14433.10 - lr: 0.100000 |
| 2023-04-06 02:19:19,033 epoch 3 - iter 2120/2650 - loss 0.26209323 - time (sec): 81.68 - samples/sec: 14436.50 - lr: 0.100000 |
| 2023-04-06 02:19:29,191 epoch 3 - iter 2385/2650 - loss 0.26086725 - time (sec): 91.83 - samples/sec: 14453.44 - lr: 0.100000 |
| 2023-04-06 02:19:39,402 epoch 3 - iter 2650/2650 - loss 0.25914486 - time (sec): 102.04 - samples/sec: 14443.00 - lr: 0.100000 |
| 2023-04-06 02:19:39,402 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:19:39,402 EPOCH 3 done: loss 0.2591 - lr 0.100000 |
| 2023-04-06 02:19:39,402 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:19:39,405 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:19:49,510 epoch 4 - iter 265/2650 - loss 0.24284925 - time (sec): 10.10 - samples/sec: 14597.98 - lr: 0.100000 |
| 2023-04-06 02:19:59,741 epoch 4 - iter 530/2650 - loss 0.23644749 - time (sec): 20.34 - samples/sec: 14546.11 - lr: 0.100000 |
| 2023-04-06 02:20:09,829 epoch 4 - iter 795/2650 - loss 0.23624373 - time (sec): 30.42 - samples/sec: 14548.33 - lr: 0.100000 |
| 2023-04-06 02:20:20,068 epoch 4 - iter 1060/2650 - loss 0.23507210 - time (sec): 40.66 - samples/sec: 14535.56 - lr: 0.100000 |
| 2023-04-06 02:20:30,221 epoch 4 - iter 1325/2650 - loss 0.23355953 - time (sec): 50.82 - samples/sec: 14507.00 - lr: 0.100000 |
| 2023-04-06 02:20:40,342 epoch 4 - iter 1590/2650 - loss 0.23216924 - time (sec): 60.94 - samples/sec: 14487.60 - lr: 0.100000 |
| 2023-04-06 02:20:50,708 epoch 4 - iter 1855/2650 - loss 0.23136157 - time (sec): 71.30 - samples/sec: 14478.11 - lr: 0.100000 |
| 2023-04-06 02:21:00,917 epoch 4 - iter 2120/2650 - loss 0.23024709 - time (sec): 81.51 - samples/sec: 14477.89 - lr: 0.100000 |
| 2023-04-06 02:21:11,164 epoch 4 - iter 2385/2650 - loss 0.22875688 - time (sec): 91.76 - samples/sec: 14458.06 - lr: 0.100000 |
| 2023-04-06 02:21:21,402 epoch 4 - iter 2650/2650 - loss 0.22762539 - time (sec): 102.00 - samples/sec: 14449.73 - lr: 0.100000 |
| 2023-04-06 02:21:21,402 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:21:21,402 EPOCH 4 done: loss 0.2276 - lr 0.100000 |
| 2023-04-06 02:21:21,402 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:21:21,405 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:21:31,710 epoch 5 - iter 265/2650 - loss 0.20513274 - time (sec): 10.31 - samples/sec: 14287.21 - lr: 0.100000 |
| 2023-04-06 02:21:41,847 epoch 5 - iter 530/2650 - loss 0.20850903 - time (sec): 20.44 - samples/sec: 14311.02 - lr: 0.100000 |
| 2023-04-06 02:21:51,984 epoch 5 - iter 795/2650 - loss 0.20845230 - time (sec): 30.58 - samples/sec: 14342.92 - lr: 0.100000 |
| 2023-04-06 02:22:02,169 epoch 5 - iter 1060/2650 - loss 0.20922840 - time (sec): 40.76 - samples/sec: 14374.38 - lr: 0.100000 |
| 2023-04-06 02:22:12,388 epoch 5 - iter 1325/2650 - loss 0.21026307 - time (sec): 50.98 - samples/sec: 14366.00 - lr: 0.100000 |
| 2023-04-06 02:22:22,531 epoch 5 - iter 1590/2650 - loss 0.20928679 - time (sec): 61.13 - samples/sec: 14379.20 - lr: 0.100000 |
| 2023-04-06 02:22:32,815 epoch 5 - iter 1855/2650 - loss 0.20895905 - time (sec): 71.41 - samples/sec: 14370.60 - lr: 0.100000 |
| 2023-04-06 02:22:43,254 epoch 5 - iter 2120/2650 - loss 0.20868555 - time (sec): 81.85 - samples/sec: 14379.98 - lr: 0.100000 |
| 2023-04-06 02:22:53,655 epoch 5 - iter 2385/2650 - loss 0.20856411 - time (sec): 92.25 - samples/sec: 14366.42 - lr: 0.100000 |
| 2023-04-06 02:23:03,886 epoch 5 - iter 2650/2650 - loss 0.20793197 - time (sec): 102.48 - samples/sec: 14381.45 - lr: 0.100000 |
| 2023-04-06 02:23:03,886 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:23:03,886 EPOCH 5 done: loss 0.2079 - lr 0.100000 |
| 2023-04-06 02:23:03,886 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:23:03,890 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:23:14,087 epoch 6 - iter 265/2650 - loss 0.19461827 - time (sec): 10.20 - samples/sec: 14412.12 - lr: 0.100000 |
| 2023-04-06 02:23:24,310 epoch 6 - iter 530/2650 - loss 0.19418156 - time (sec): 20.42 - samples/sec: 14425.25 - lr: 0.100000 |
| 2023-04-06 02:23:34,653 epoch 6 - iter 795/2650 - loss 0.19470356 - time (sec): 30.76 - samples/sec: 14379.28 - lr: 0.100000 |
| 2023-04-06 02:23:44,798 epoch 6 - iter 1060/2650 - loss 0.19579152 - time (sec): 40.91 - samples/sec: 14412.92 - lr: 0.100000 |
| 2023-04-06 02:23:55,141 epoch 6 - iter 1325/2650 - loss 0.19588665 - time (sec): 51.25 - samples/sec: 14390.50 - lr: 0.100000 |
| 2023-04-06 02:24:05,357 epoch 6 - iter 1590/2650 - loss 0.19452170 - time (sec): 61.47 - samples/sec: 14391.60 - lr: 0.100000 |
| 2023-04-06 02:24:15,496 epoch 6 - iter 1855/2650 - loss 0.19425622 - time (sec): 71.61 - samples/sec: 14408.13 - lr: 0.100000 |
| 2023-04-06 02:24:25,693 epoch 6 - iter 2120/2650 - loss 0.19426291 - time (sec): 81.80 - samples/sec: 14423.79 - lr: 0.100000 |
| 2023-04-06 02:24:35,856 epoch 6 - iter 2385/2650 - loss 0.19396701 - time (sec): 91.97 - samples/sec: 14430.47 - lr: 0.100000 |
| 2023-04-06 02:24:45,960 epoch 6 - iter 2650/2650 - loss 0.19352088 - time (sec): 102.07 - samples/sec: 14439.31 - lr: 0.100000 |
| 2023-04-06 02:24:45,960 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:24:45,960 EPOCH 6 done: loss 0.1935 - lr 0.100000 |
| 2023-04-06 02:24:45,960 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:24:45,964 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:24:56,103 epoch 7 - iter 265/2650 - loss 0.18469698 - time (sec): 10.14 - samples/sec: 14523.46 - lr: 0.100000 |
| 2023-04-06 02:25:06,234 epoch 7 - iter 530/2650 - loss 0.18457000 - time (sec): 20.27 - samples/sec: 14509.78 - lr: 0.100000 |
| 2023-04-06 02:25:16,255 epoch 7 - iter 795/2650 - loss 0.18241107 - time (sec): 30.29 - samples/sec: 14540.37 - lr: 0.100000 |
| 2023-04-06 02:25:26,488 epoch 7 - iter 1060/2650 - loss 0.18256146 - time (sec): 40.52 - samples/sec: 14512.23 - lr: 0.100000 |
| 2023-04-06 02:25:36,589 epoch 7 - iter 1325/2650 - loss 0.18305730 - time (sec): 50.62 - samples/sec: 14534.37 - lr: 0.100000 |
| 2023-04-06 02:25:46,764 epoch 7 - iter 1590/2650 - loss 0.18348080 - time (sec): 60.80 - samples/sec: 14524.08 - lr: 0.100000 |
| 2023-04-06 02:25:56,937 epoch 7 - iter 1855/2650 - loss 0.18368002 - time (sec): 70.97 - samples/sec: 14517.57 - lr: 0.100000 |
| 2023-04-06 02:26:07,200 epoch 7 - iter 2120/2650 - loss 0.18289438 - time (sec): 81.23 - samples/sec: 14509.55 - lr: 0.100000 |
| 2023-04-06 02:26:17,344 epoch 7 - iter 2385/2650 - loss 0.18256651 - time (sec): 91.38 - samples/sec: 14514.06 - lr: 0.100000 |
| 2023-04-06 02:26:27,559 epoch 7 - iter 2650/2650 - loss 0.18247052 - time (sec): 101.59 - samples/sec: 14506.99 - lr: 0.100000 |
| 2023-04-06 02:26:27,559 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:26:27,559 EPOCH 7 done: loss 0.1825 - lr 0.100000 |
| 2023-04-06 02:26:27,559 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:26:27,562 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:26:37,857 epoch 8 - iter 265/2650 - loss 0.17228877 - time (sec): 10.29 - samples/sec: 14544.89 - lr: 0.100000 |
| 2023-04-06 02:26:52,220 epoch 8 - iter 530/2650 - loss 0.17326605 - time (sec): 24.66 - samples/sec: 12012.65 - lr: 0.100000 |
| 2023-04-06 02:27:02,155 epoch 8 - iter 795/2650 - loss 0.17372002 - time (sec): 34.59 - samples/sec: 12775.40 - lr: 0.100000 |
| 2023-04-06 02:27:12,287 epoch 8 - iter 1060/2650 - loss 0.17421309 - time (sec): 44.72 - samples/sec: 13164.04 - lr: 0.100000 |
| 2023-04-06 02:27:22,558 epoch 8 - iter 1325/2650 - loss 0.17379893 - time (sec): 55.00 - samples/sec: 13421.01 - lr: 0.100000 |
| 2023-04-06 02:27:32,610 epoch 8 - iter 1590/2650 - loss 0.17407961 - time (sec): 65.05 - samples/sec: 13588.41 - lr: 0.100000 |
| 2023-04-06 02:27:42,826 epoch 8 - iter 1855/2650 - loss 0.17423869 - time (sec): 75.26 - samples/sec: 13711.79 - lr: 0.100000 |
| 2023-04-06 02:27:53,004 epoch 8 - iter 2120/2650 - loss 0.17406275 - time (sec): 85.44 - samples/sec: 13812.40 - lr: 0.100000 |
| 2023-04-06 02:28:03,123 epoch 8 - iter 2385/2650 - loss 0.17406324 - time (sec): 95.56 - samples/sec: 13885.30 - lr: 0.100000 |
| 2023-04-06 02:28:13,198 epoch 8 - iter 2650/2650 - loss 0.17389449 - time (sec): 105.64 - samples/sec: 13951.99 - lr: 0.100000 |
| 2023-04-06 02:28:13,198 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:28:13,198 EPOCH 8 done: loss 0.1739 - lr 0.100000 |
| 2023-04-06 02:28:13,198 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:28:13,202 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:28:23,483 epoch 9 - iter 265/2650 - loss 0.16337308 - time (sec): 10.28 - samples/sec: 14468.12 - lr: 0.100000 |
| 2023-04-06 02:28:33,681 epoch 9 - iter 530/2650 - loss 0.16477571 - time (sec): 20.48 - samples/sec: 14499.27 - lr: 0.100000 |
| 2023-04-06 02:28:43,976 epoch 9 - iter 795/2650 - loss 0.16723699 - time (sec): 30.77 - samples/sec: 14512.55 - lr: 0.100000 |
| 2023-04-06 02:28:54,079 epoch 9 - iter 1060/2650 - loss 0.16753690 - time (sec): 40.88 - samples/sec: 14522.85 - lr: 0.100000 |
| 2023-04-06 02:29:04,205 epoch 9 - iter 1325/2650 - loss 0.16751283 - time (sec): 51.00 - samples/sec: 14529.00 - lr: 0.100000 |
| 2023-04-06 02:29:14,179 epoch 9 - iter 1590/2650 - loss 0.16768511 - time (sec): 60.98 - samples/sec: 14525.19 - lr: 0.100000 |
| 2023-04-06 02:29:24,349 epoch 9 - iter 1855/2650 - loss 0.16772178 - time (sec): 71.15 - samples/sec: 14521.27 - lr: 0.100000 |
| 2023-04-06 02:29:34,496 epoch 9 - iter 2120/2650 - loss 0.16735455 - time (sec): 81.29 - samples/sec: 14527.66 - lr: 0.100000 |
| 2023-04-06 02:29:44,531 epoch 9 - iter 2385/2650 - loss 0.16762510 - time (sec): 91.33 - samples/sec: 14533.99 - lr: 0.100000 |
| 2023-04-06 02:29:54,572 epoch 9 - iter 2650/2650 - loss 0.16752268 - time (sec): 101.37 - samples/sec: 14538.99 - lr: 0.100000 |
| 2023-04-06 02:29:54,572 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:29:54,572 EPOCH 9 done: loss 0.1675 - lr 0.100000 |
| 2023-04-06 02:29:54,572 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:29:54,577 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:30:04,765 epoch 10 - iter 265/2650 - loss 0.16107407 - time (sec): 10.19 - samples/sec: 14523.58 - lr: 0.100000 |
| 2023-04-06 02:30:14,869 epoch 10 - iter 530/2650 - loss 0.16078611 - time (sec): 20.29 - samples/sec: 14572.63 - lr: 0.100000 |
| 2023-04-06 02:30:25,118 epoch 10 - iter 795/2650 - loss 0.16229343 - time (sec): 30.54 - samples/sec: 14521.01 - lr: 0.100000 |
| 2023-04-06 02:30:35,264 epoch 10 - iter 1060/2650 - loss 0.16306431 - time (sec): 40.69 - samples/sec: 14529.64 - lr: 0.100000 |
| 2023-04-06 02:30:45,495 epoch 10 - iter 1325/2650 - loss 0.16245788 - time (sec): 50.92 - samples/sec: 14522.75 - lr: 0.100000 |
| 2023-04-06 02:30:55,523 epoch 10 - iter 1590/2650 - loss 0.16184579 - time (sec): 60.95 - samples/sec: 14533.67 - lr: 0.100000 |
| 2023-04-06 02:31:05,541 epoch 10 - iter 1855/2650 - loss 0.16196778 - time (sec): 70.96 - samples/sec: 14532.72 - lr: 0.100000 |
| 2023-04-06 02:31:15,818 epoch 10 - iter 2120/2650 - loss 0.16146446 - time (sec): 81.24 - samples/sec: 14530.07 - lr: 0.100000 |
| 2023-04-06 02:31:25,956 epoch 10 - iter 2385/2650 - loss 0.16131970 - time (sec): 91.38 - samples/sec: 14519.74 - lr: 0.100000 |
| 2023-04-06 02:31:36,027 epoch 10 - iter 2650/2650 - loss 0.16156552 - time (sec): 101.45 - samples/sec: 14527.56 - lr: 0.100000 |
| 2023-04-06 02:31:36,027 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:31:36,027 EPOCH 10 done: loss 0.1616 - lr 0.100000 |
| 2023-04-06 02:31:36,027 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:31:36,031 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:31:46,088 epoch 11 - iter 265/2650 - loss 0.15538296 - time (sec): 10.06 - samples/sec: 14590.97 - lr: 0.100000 |
| 2023-04-06 02:31:56,151 epoch 11 - iter 530/2650 - loss 0.15707735 - time (sec): 20.12 - samples/sec: 14562.97 - lr: 0.100000 |
| 2023-04-06 02:32:06,178 epoch 11 - iter 795/2650 - loss 0.15684719 - time (sec): 30.15 - samples/sec: 14548.70 - lr: 0.100000 |
| 2023-04-06 02:32:16,323 epoch 11 - iter 1060/2650 - loss 0.15646655 - time (sec): 40.29 - samples/sec: 14546.90 - lr: 0.100000 |
| 2023-04-06 02:32:26,466 epoch 11 - iter 1325/2650 - loss 0.15646630 - time (sec): 50.44 - samples/sec: 14547.13 - lr: 0.100000 |
| 2023-04-06 02:32:36,758 epoch 11 - iter 1590/2650 - loss 0.15663690 - time (sec): 60.73 - samples/sec: 14542.23 - lr: 0.100000 |
| 2023-04-06 02:32:46,918 epoch 11 - iter 1855/2650 - loss 0.15647583 - time (sec): 70.89 - samples/sec: 14552.70 - lr: 0.100000 |
| 2023-04-06 02:32:57,205 epoch 11 - iter 2120/2650 - loss 0.15645287 - time (sec): 81.17 - samples/sec: 14542.76 - lr: 0.100000 |
| 2023-04-06 02:33:07,350 epoch 11 - iter 2385/2650 - loss 0.15630136 - time (sec): 91.32 - samples/sec: 14531.07 - lr: 0.100000 |
| 2023-04-06 02:33:17,514 epoch 11 - iter 2650/2650 - loss 0.15653181 - time (sec): 101.48 - samples/sec: 14522.90 - lr: 0.100000 |
| 2023-04-06 02:33:17,514 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:33:17,514 EPOCH 11 done: loss 0.1565 - lr 0.100000 |
| 2023-04-06 02:33:17,514 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:33:17,519 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:33:27,648 epoch 12 - iter 265/2650 - loss 0.15510266 - time (sec): 10.13 - samples/sec: 14489.18 - lr: 0.100000 |
| 2023-04-06 02:33:37,939 epoch 12 - iter 530/2650 - loss 0.15317082 - time (sec): 20.42 - samples/sec: 14477.99 - lr: 0.100000 |
| 2023-04-06 02:33:48,188 epoch 12 - iter 795/2650 - loss 0.15341940 - time (sec): 30.67 - samples/sec: 14462.76 - lr: 0.100000 |
| 2023-04-06 02:33:58,482 epoch 12 - iter 1060/2650 - loss 0.15184994 - time (sec): 40.96 - samples/sec: 14447.41 - lr: 0.100000 |
| 2023-04-06 02:34:08,743 epoch 12 - iter 1325/2650 - loss 0.15171051 - time (sec): 51.22 - samples/sec: 14457.33 - lr: 0.100000 |
| 2023-04-06 02:34:18,793 epoch 12 - iter 1590/2650 - loss 0.15076472 - time (sec): 61.27 - samples/sec: 14456.07 - lr: 0.100000 |
| 2023-04-06 02:34:28,822 epoch 12 - iter 1855/2650 - loss 0.15095448 - time (sec): 71.30 - samples/sec: 14474.23 - lr: 0.100000 |
| 2023-04-06 02:34:38,936 epoch 12 - iter 2120/2650 - loss 0.15155303 - time (sec): 81.42 - samples/sec: 14475.53 - lr: 0.100000 |
| 2023-04-06 02:34:49,080 epoch 12 - iter 2385/2650 - loss 0.15182494 - time (sec): 91.56 - samples/sec: 14473.86 - lr: 0.100000 |
| 2023-04-06 02:34:59,248 epoch 12 - iter 2650/2650 - loss 0.15171036 - time (sec): 101.73 - samples/sec: 14487.73 - lr: 0.100000 |
| 2023-04-06 02:34:59,248 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:34:59,248 EPOCH 12 done: loss 0.1517 - lr 0.100000 |
| 2023-04-06 02:34:59,248 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:34:59,251 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:35:09,421 epoch 13 - iter 265/2650 - loss 0.14721313 - time (sec): 10.17 - samples/sec: 14463.61 - lr: 0.100000 |
| 2023-04-06 02:35:19,574 epoch 13 - iter 530/2650 - loss 0.14736593 - time (sec): 20.32 - samples/sec: 14493.43 - lr: 0.100000 |
| 2023-04-06 02:35:29,800 epoch 13 - iter 795/2650 - loss 0.14806926 - time (sec): 30.55 - samples/sec: 14455.25 - lr: 0.100000 |
| 2023-04-06 02:35:40,052 epoch 13 - iter 1060/2650 - loss 0.14831645 - time (sec): 40.80 - samples/sec: 14457.40 - lr: 0.100000 |
| 2023-04-06 02:35:50,300 epoch 13 - iter 1325/2650 - loss 0.14818671 - time (sec): 51.05 - samples/sec: 14461.94 - lr: 0.100000 |
| 2023-04-06 02:36:00,590 epoch 13 - iter 1590/2650 - loss 0.14861968 - time (sec): 61.34 - samples/sec: 14458.54 - lr: 0.100000 |
| 2023-04-06 02:36:10,659 epoch 13 - iter 1855/2650 - loss 0.14875829 - time (sec): 71.41 - samples/sec: 14448.03 - lr: 0.100000 |
| 2023-04-06 02:36:20,799 epoch 13 - iter 2120/2650 - loss 0.14856673 - time (sec): 81.55 - samples/sec: 14454.87 - lr: 0.100000 |
| 2023-04-06 02:36:30,910 epoch 13 - iter 2385/2650 - loss 0.14863777 - time (sec): 91.66 - samples/sec: 14463.53 - lr: 0.100000 |
| 2023-04-06 02:36:41,079 epoch 13 - iter 2650/2650 - loss 0.14863411 - time (sec): 101.83 - samples/sec: 14473.70 - lr: 0.100000 |
| 2023-04-06 02:36:41,079 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:36:41,079 EPOCH 13 done: loss 0.1486 - lr 0.100000 |
| 2023-04-06 02:36:41,079 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:36:41,083 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:36:51,389 epoch 14 - iter 265/2650 - loss 0.14551595 - time (sec): 10.31 - samples/sec: 14383.05 - lr: 0.100000 |
| 2023-04-06 02:37:01,572 epoch 14 - iter 530/2650 - loss 0.14454565 - time (sec): 20.49 - samples/sec: 14438.64 - lr: 0.100000 |
| 2023-04-06 02:37:11,769 epoch 14 - iter 795/2650 - loss 0.14443090 - time (sec): 30.69 - samples/sec: 14463.49 - lr: 0.100000 |
| 2023-04-06 02:37:26,218 epoch 14 - iter 1060/2650 - loss 0.14519431 - time (sec): 45.14 - samples/sec: 13138.92 - lr: 0.100000 |
| 2023-04-06 02:37:36,301 epoch 14 - iter 1325/2650 - loss 0.14398398 - time (sec): 55.22 - samples/sec: 13386.59 - lr: 0.100000 |
| 2023-04-06 02:37:46,467 epoch 14 - iter 1590/2650 - loss 0.14472356 - time (sec): 65.38 - samples/sec: 13555.74 - lr: 0.100000 |
| 2023-04-06 02:37:56,584 epoch 14 - iter 1855/2650 - loss 0.14433323 - time (sec): 75.50 - samples/sec: 13677.36 - lr: 0.100000 |
| 2023-04-06 02:38:06,802 epoch 14 - iter 2120/2650 - loss 0.14413282 - time (sec): 85.72 - samples/sec: 13768.25 - lr: 0.100000 |
| 2023-04-06 02:38:17,028 epoch 14 - iter 2385/2650 - loss 0.14437411 - time (sec): 95.94 - samples/sec: 13820.13 - lr: 0.100000 |
| 2023-04-06 02:38:27,233 epoch 14 - iter 2650/2650 - loss 0.14420075 - time (sec): 106.15 - samples/sec: 13884.24 - lr: 0.100000 |
| 2023-04-06 02:38:27,234 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:38:27,234 EPOCH 14 done: loss 0.1442 - lr 0.100000 |
| 2023-04-06 02:38:27,234 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:38:27,237 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:38:37,507 epoch 15 - iter 265/2650 - loss 0.13913664 - time (sec): 10.27 - samples/sec: 14424.93 - lr: 0.100000 |
| 2023-04-06 02:38:47,819 epoch 15 - iter 530/2650 - loss 0.13986220 - time (sec): 20.58 - samples/sec: 14370.23 - lr: 0.100000 |
| 2023-04-06 02:38:58,075 epoch 15 - iter 795/2650 - loss 0.13959127 - time (sec): 30.84 - samples/sec: 14357.83 - lr: 0.100000 |
| 2023-04-06 02:39:08,268 epoch 15 - iter 1060/2650 - loss 0.13928157 - time (sec): 41.03 - samples/sec: 14383.70 - lr: 0.100000 |
| 2023-04-06 02:39:18,641 epoch 15 - iter 1325/2650 - loss 0.14029752 - time (sec): 51.40 - samples/sec: 14355.37 - lr: 0.100000 |
| 2023-04-06 02:39:28,827 epoch 15 - iter 1590/2650 - loss 0.14065452 - time (sec): 61.59 - samples/sec: 14364.83 - lr: 0.100000 |
| 2023-04-06 02:39:38,923 epoch 15 - iter 1855/2650 - loss 0.14094785 - time (sec): 71.69 - samples/sec: 14375.88 - lr: 0.100000 |
| 2023-04-06 02:39:49,037 epoch 15 - iter 2120/2650 - loss 0.14118270 - time (sec): 81.80 - samples/sec: 14381.80 - lr: 0.100000 |
| 2023-04-06 02:39:59,349 epoch 15 - iter 2385/2650 - loss 0.14098035 - time (sec): 92.11 - samples/sec: 14391.74 - lr: 0.100000 |
| 2023-04-06 02:40:09,609 epoch 15 - iter 2650/2650 - loss 0.14118690 - time (sec): 102.37 - samples/sec: 14396.79 - lr: 0.100000 |
| 2023-04-06 02:40:09,609 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:40:09,609 EPOCH 15 done: loss 0.1412 - lr 0.100000 |
| 2023-04-06 02:40:09,609 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:40:09,612 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:40:19,767 epoch 16 - iter 265/2650 - loss 0.13238412 - time (sec): 10.15 - samples/sec: 14408.10 - lr: 0.100000 |
| 2023-04-06 02:40:30,132 epoch 16 - iter 530/2650 - loss 0.13418358 - time (sec): 20.52 - samples/sec: 14380.87 - lr: 0.100000 |
| 2023-04-06 02:40:40,446 epoch 16 - iter 795/2650 - loss 0.13472064 - time (sec): 30.83 - samples/sec: 14383.24 - lr: 0.100000 |
| 2023-04-06 02:40:50,743 epoch 16 - iter 1060/2650 - loss 0.13620931 - time (sec): 41.13 - samples/sec: 14390.58 - lr: 0.100000 |
| 2023-04-06 02:41:00,811 epoch 16 - iter 1325/2650 - loss 0.13754961 - time (sec): 51.20 - samples/sec: 14420.74 - lr: 0.100000 |
| 2023-04-06 02:41:10,945 epoch 16 - iter 1590/2650 - loss 0.13736925 - time (sec): 61.33 - samples/sec: 14434.23 - lr: 0.100000 |
| 2023-04-06 02:41:21,023 epoch 16 - iter 1855/2650 - loss 0.13794920 - time (sec): 71.41 - samples/sec: 14451.57 - lr: 0.100000 |
| 2023-04-06 02:41:31,211 epoch 16 - iter 2120/2650 - loss 0.13837734 - time (sec): 81.60 - samples/sec: 14459.88 - lr: 0.100000 |
| 2023-04-06 02:41:41,195 epoch 16 - iter 2385/2650 - loss 0.13812855 - time (sec): 91.58 - samples/sec: 14479.93 - lr: 0.100000 |
| 2023-04-06 02:41:51,469 epoch 16 - iter 2650/2650 - loss 0.13832713 - time (sec): 101.86 - samples/sec: 14469.63 - lr: 0.100000 |
| 2023-04-06 02:41:51,469 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:41:51,469 EPOCH 16 done: loss 0.1383 - lr 0.100000 |
| 2023-04-06 02:41:51,469 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:41:51,472 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:42:01,721 epoch 17 - iter 265/2650 - loss 0.13609328 - time (sec): 10.25 - samples/sec: 14460.51 - lr: 0.100000 |
| 2023-04-06 02:42:12,123 epoch 17 - iter 530/2650 - loss 0.13514252 - time (sec): 20.65 - samples/sec: 14413.44 - lr: 0.100000 |
| 2023-04-06 02:42:22,416 epoch 17 - iter 795/2650 - loss 0.13663071 - time (sec): 30.94 - samples/sec: 14426.13 - lr: 0.100000 |
| 2023-04-06 02:42:32,583 epoch 17 - iter 1060/2650 - loss 0.13728130 - time (sec): 41.11 - samples/sec: 14403.04 - lr: 0.100000 |
| 2023-04-06 02:42:42,821 epoch 17 - iter 1325/2650 - loss 0.13698261 - time (sec): 51.35 - samples/sec: 14415.53 - lr: 0.100000 |
| 2023-04-06 02:42:53,155 epoch 17 - iter 1590/2650 - loss 0.13712257 - time (sec): 61.68 - samples/sec: 14397.42 - lr: 0.100000 |
| 2023-04-06 02:43:03,288 epoch 17 - iter 1855/2650 - loss 0.13688137 - time (sec): 71.82 - samples/sec: 14401.92 - lr: 0.100000 |
| 2023-04-06 02:43:13,416 epoch 17 - iter 2120/2650 - loss 0.13658140 - time (sec): 81.94 - samples/sec: 14409.55 - lr: 0.100000 |
| 2023-04-06 02:43:23,566 epoch 17 - iter 2385/2650 - loss 0.13639942 - time (sec): 92.09 - samples/sec: 14409.02 - lr: 0.100000 |
| 2023-04-06 02:43:33,704 epoch 17 - iter 2650/2650 - loss 0.13609748 - time (sec): 102.23 - samples/sec: 14416.42 - lr: 0.100000 |
| 2023-04-06 02:43:33,704 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:43:33,705 EPOCH 17 done: loss 0.1361 - lr 0.100000 |
| 2023-04-06 02:43:33,705 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:43:33,708 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:43:43,815 epoch 18 - iter 265/2650 - loss 0.13046248 - time (sec): 10.11 - samples/sec: 14371.78 - lr: 0.100000 |
| 2023-04-06 02:43:53,946 epoch 18 - iter 530/2650 - loss 0.13248339 - time (sec): 20.24 - samples/sec: 14461.97 - lr: 0.100000 |
| 2023-04-06 02:44:04,197 epoch 18 - iter 795/2650 - loss 0.13249772 - time (sec): 30.49 - samples/sec: 14431.29 - lr: 0.100000 |
| 2023-04-06 02:44:14,423 epoch 18 - iter 1060/2650 - loss 0.13273165 - time (sec): 40.71 - samples/sec: 14431.84 - lr: 0.100000 |
| 2023-04-06 02:44:24,758 epoch 18 - iter 1325/2650 - loss 0.13280738 - time (sec): 51.05 - samples/sec: 14426.03 - lr: 0.100000 |
| 2023-04-06 02:44:34,806 epoch 18 - iter 1590/2650 - loss 0.13311784 - time (sec): 61.10 - samples/sec: 14449.30 - lr: 0.100000 |
| 2023-04-06 02:44:45,121 epoch 18 - iter 1855/2650 - loss 0.13309927 - time (sec): 71.41 - samples/sec: 14447.47 - lr: 0.100000 |
| 2023-04-06 02:44:55,279 epoch 18 - iter 2120/2650 - loss 0.13298202 - time (sec): 81.57 - samples/sec: 14456.49 - lr: 0.100000 |
| 2023-04-06 02:45:05,348 epoch 18 - iter 2385/2650 - loss 0.13301418 - time (sec): 91.64 - samples/sec: 14457.06 - lr: 0.100000 |
| 2023-04-06 02:45:15,618 epoch 18 - iter 2650/2650 - loss 0.13316536 - time (sec): 101.91 - samples/sec: 14462.05 - lr: 0.100000 |
| 2023-04-06 02:45:15,618 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:45:15,618 EPOCH 18 done: loss 0.1332 - lr 0.100000 |
| 2023-04-06 02:45:15,618 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:45:15,621 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:45:25,711 epoch 19 - iter 265/2650 - loss 0.13101039 - time (sec): 10.09 - samples/sec: 14503.23 - lr: 0.100000 |
| 2023-04-06 02:45:35,752 epoch 19 - iter 530/2650 - loss 0.13240749 - time (sec): 20.13 - samples/sec: 14533.91 - lr: 0.100000 |
| 2023-04-06 02:45:45,994 epoch 19 - iter 795/2650 - loss 0.13207783 - time (sec): 30.37 - samples/sec: 14502.91 - lr: 0.100000 |
| 2023-04-06 02:45:56,124 epoch 19 - iter 1060/2650 - loss 0.13178938 - time (sec): 40.50 - samples/sec: 14495.08 - lr: 0.100000 |
| 2023-04-06 02:46:06,378 epoch 19 - iter 1325/2650 - loss 0.13134672 - time (sec): 50.76 - samples/sec: 14501.20 - lr: 0.100000 |
| 2023-04-06 02:46:16,477 epoch 19 - iter 1590/2650 - loss 0.13139676 - time (sec): 60.85 - samples/sec: 14511.90 - lr: 0.100000 |
| 2023-04-06 02:46:26,676 epoch 19 - iter 1855/2650 - loss 0.13116518 - time (sec): 71.05 - samples/sec: 14504.36 - lr: 0.100000 |
| 2023-04-06 02:46:36,907 epoch 19 - iter 2120/2650 - loss 0.13121583 - time (sec): 81.29 - samples/sec: 14501.01 - lr: 0.100000 |
| 2023-04-06 02:46:46,979 epoch 19 - iter 2385/2650 - loss 0.13147841 - time (sec): 91.36 - samples/sec: 14498.21 - lr: 0.100000 |
| 2023-04-06 02:46:57,312 epoch 19 - iter 2650/2650 - loss 0.13156927 - time (sec): 101.69 - samples/sec: 14493.26 - lr: 0.100000 |
| 2023-04-06 02:46:57,312 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:46:57,312 EPOCH 19 done: loss 0.1316 - lr 0.100000 |
| 2023-04-06 02:46:57,312 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:46:57,315 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:47:07,313 epoch 20 - iter 265/2650 - loss 0.12710469 - time (sec): 10.00 - samples/sec: 14560.61 - lr: 0.100000 |
| 2023-04-06 02:47:17,527 epoch 20 - iter 530/2650 - loss 0.12697753 - time (sec): 20.21 - samples/sec: 14531.78 - lr: 0.100000 |
| 2023-04-06 02:47:27,699 epoch 20 - iter 795/2650 - loss 0.12753680 - time (sec): 30.38 - samples/sec: 14514.55 - lr: 0.100000 |
| 2023-04-06 02:47:37,939 epoch 20 - iter 1060/2650 - loss 0.12884679 - time (sec): 40.62 - samples/sec: 14508.22 - lr: 0.100000 |
| 2023-04-06 02:47:52,256 epoch 20 - iter 1325/2650 - loss 0.12911247 - time (sec): 54.94 - samples/sec: 13405.79 - lr: 0.100000 |
| 2023-04-06 02:48:02,311 epoch 20 - iter 1590/2650 - loss 0.12906778 - time (sec): 65.00 - samples/sec: 13590.75 - lr: 0.100000 |
| 2023-04-06 02:48:12,405 epoch 20 - iter 1855/2650 - loss 0.12886972 - time (sec): 75.09 - samples/sec: 13718.05 - lr: 0.100000 |
| 2023-04-06 02:48:22,554 epoch 20 - iter 2120/2650 - loss 0.12913793 - time (sec): 85.24 - samples/sec: 13818.13 - lr: 0.100000 |
| 2023-04-06 02:48:32,725 epoch 20 - iter 2385/2650 - loss 0.12926786 - time (sec): 95.41 - samples/sec: 13892.58 - lr: 0.100000 |
| 2023-04-06 02:48:43,109 epoch 20 - iter 2650/2650 - loss 0.12933287 - time (sec): 105.79 - samples/sec: 13931.19 - lr: 0.100000 |
| 2023-04-06 02:48:43,109 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:48:43,109 EPOCH 20 done: loss 0.1293 - lr 0.100000 |
| 2023-04-06 02:48:43,109 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:48:43,139 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:48:53,339 epoch 21 - iter 265/2650 - loss 0.12953339 - time (sec): 10.20 - samples/sec: 14506.35 - lr: 0.100000 |
| 2023-04-06 02:49:03,513 epoch 21 - iter 530/2650 - loss 0.12813783 - time (sec): 20.37 - samples/sec: 14455.74 - lr: 0.100000 |
| 2023-04-06 02:49:13,828 epoch 21 - iter 795/2650 - loss 0.12699977 - time (sec): 30.69 - samples/sec: 14422.59 - lr: 0.100000 |
| 2023-04-06 02:49:24,061 epoch 21 - iter 1060/2650 - loss 0.12672504 - time (sec): 40.92 - samples/sec: 14416.27 - lr: 0.100000 |
| 2023-04-06 02:49:34,382 epoch 21 - iter 1325/2650 - loss 0.12636576 - time (sec): 51.24 - samples/sec: 14409.70 - lr: 0.100000 |
| 2023-04-06 02:49:44,726 epoch 21 - iter 1590/2650 - loss 0.12624573 - time (sec): 61.59 - samples/sec: 14407.44 - lr: 0.100000 |
| 2023-04-06 02:49:54,781 epoch 21 - iter 1855/2650 - loss 0.12631772 - time (sec): 71.64 - samples/sec: 14416.95 - lr: 0.100000 |
| 2023-04-06 02:50:04,980 epoch 21 - iter 2120/2650 - loss 0.12658817 - time (sec): 81.84 - samples/sec: 14413.59 - lr: 0.100000 |
| 2023-04-06 02:50:15,050 epoch 21 - iter 2385/2650 - loss 0.12671606 - time (sec): 91.91 - samples/sec: 14424.68 - lr: 0.100000 |
| 2023-04-06 02:50:25,350 epoch 21 - iter 2650/2650 - loss 0.12698228 - time (sec): 102.21 - samples/sec: 14419.53 - lr: 0.100000 |
| 2023-04-06 02:50:25,350 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:50:25,350 EPOCH 21 done: loss 0.1270 - lr 0.100000 |
| 2023-04-06 02:50:25,350 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:50:25,354 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:50:35,409 epoch 22 - iter 265/2650 - loss 0.12354271 - time (sec): 10.06 - samples/sec: 14615.34 - lr: 0.100000 |
| 2023-04-06 02:50:45,533 epoch 22 - iter 530/2650 - loss 0.12395439 - time (sec): 20.18 - samples/sec: 14603.61 - lr: 0.100000 |
| 2023-04-06 02:50:55,571 epoch 22 - iter 795/2650 - loss 0.12495642 - time (sec): 30.22 - samples/sec: 14586.44 - lr: 0.100000 |
| 2023-04-06 02:51:05,640 epoch 22 - iter 1060/2650 - loss 0.12431742 - time (sec): 40.29 - samples/sec: 14574.07 - lr: 0.100000 |
| 2023-04-06 02:51:15,881 epoch 22 - iter 1325/2650 - loss 0.12459478 - time (sec): 50.53 - samples/sec: 14568.92 - lr: 0.100000 |
| 2023-04-06 02:51:25,954 epoch 22 - iter 1590/2650 - loss 0.12447852 - time (sec): 60.60 - samples/sec: 14572.84 - lr: 0.100000 |
| 2023-04-06 02:51:36,230 epoch 22 - iter 1855/2650 - loss 0.12495196 - time (sec): 70.88 - samples/sec: 14550.34 - lr: 0.100000 |
| 2023-04-06 02:51:46,432 epoch 22 - iter 2120/2650 - loss 0.12507927 - time (sec): 81.08 - samples/sec: 14530.31 - lr: 0.100000 |
| 2023-04-06 02:51:56,798 epoch 22 - iter 2385/2650 - loss 0.12503849 - time (sec): 91.44 - samples/sec: 14507.62 - lr: 0.100000 |
| 2023-04-06 02:52:06,989 epoch 22 - iter 2650/2650 - loss 0.12514561 - time (sec): 101.64 - samples/sec: 14501.03 - lr: 0.100000 |
| 2023-04-06 02:52:06,990 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:52:06,990 EPOCH 22 done: loss 0.1251 - lr 0.100000 |
| 2023-04-06 02:52:06,990 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:52:06,993 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:52:17,428 epoch 23 - iter 265/2650 - loss 0.12141115 - time (sec): 10.43 - samples/sec: 14298.23 - lr: 0.100000 |
| 2023-04-06 02:52:27,632 epoch 23 - iter 530/2650 - loss 0.12296161 - time (sec): 20.64 - samples/sec: 14313.54 - lr: 0.100000 |
| 2023-04-06 02:52:37,942 epoch 23 - iter 795/2650 - loss 0.12300908 - time (sec): 30.95 - samples/sec: 14320.46 - lr: 0.100000 |
| 2023-04-06 02:52:48,122 epoch 23 - iter 1060/2650 - loss 0.12297994 - time (sec): 41.13 - samples/sec: 14331.50 - lr: 0.100000 |
| 2023-04-06 02:52:58,356 epoch 23 - iter 1325/2650 - loss 0.12307097 - time (sec): 51.36 - samples/sec: 14339.86 - lr: 0.100000 |
| 2023-04-06 02:53:08,736 epoch 23 - iter 1590/2650 - loss 0.12380573 - time (sec): 61.74 - samples/sec: 14331.73 - lr: 0.100000 |
| 2023-04-06 02:53:18,929 epoch 23 - iter 1855/2650 - loss 0.12397285 - time (sec): 71.94 - samples/sec: 14346.32 - lr: 0.100000 |
| 2023-04-06 02:53:29,071 epoch 23 - iter 2120/2650 - loss 0.12419077 - time (sec): 82.08 - samples/sec: 14356.83 - lr: 0.100000 |
| 2023-04-06 02:53:39,411 epoch 23 - iter 2385/2650 - loss 0.12393081 - time (sec): 92.42 - samples/sec: 14350.53 - lr: 0.100000 |
| 2023-04-06 02:53:49,671 epoch 23 - iter 2650/2650 - loss 0.12401765 - time (sec): 102.68 - samples/sec: 14353.80 - lr: 0.100000 |
| 2023-04-06 02:53:49,672 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:53:49,672 EPOCH 23 done: loss 0.1240 - lr 0.100000 |
| 2023-04-06 02:53:49,672 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:53:49,675 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:53:59,997 epoch 24 - iter 265/2650 - loss 0.12122589 - time (sec): 10.32 - samples/sec: 14211.48 - lr: 0.100000 |
| 2023-04-06 02:54:10,288 epoch 24 - iter 530/2650 - loss 0.12196191 - time (sec): 20.61 - samples/sec: 14296.17 - lr: 0.100000 |
| 2023-04-06 02:54:20,614 epoch 24 - iter 795/2650 - loss 0.12051320 - time (sec): 30.94 - samples/sec: 14299.63 - lr: 0.100000 |
| 2023-04-06 02:54:30,843 epoch 24 - iter 1060/2650 - loss 0.12105663 - time (sec): 41.17 - samples/sec: 14319.86 - lr: 0.100000 |
| 2023-04-06 02:54:41,249 epoch 24 - iter 1325/2650 - loss 0.12128221 - time (sec): 51.57 - samples/sec: 14297.37 - lr: 0.100000 |
| 2023-04-06 02:54:51,673 epoch 24 - iter 1590/2650 - loss 0.12202385 - time (sec): 62.00 - samples/sec: 14314.84 - lr: 0.100000 |
| 2023-04-06 02:55:01,721 epoch 24 - iter 1855/2650 - loss 0.12224218 - time (sec): 72.05 - samples/sec: 14332.43 - lr: 0.100000 |
| 2023-04-06 02:55:11,983 epoch 24 - iter 2120/2650 - loss 0.12207776 - time (sec): 82.31 - samples/sec: 14334.35 - lr: 0.100000 |
| 2023-04-06 02:55:22,202 epoch 24 - iter 2385/2650 - loss 0.12211445 - time (sec): 92.53 - samples/sec: 14342.42 - lr: 0.100000 |
| 2023-04-06 02:55:32,446 epoch 24 - iter 2650/2650 - loss 0.12216263 - time (sec): 102.77 - samples/sec: 14340.95 - lr: 0.100000 |
| 2023-04-06 02:55:32,446 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:55:32,446 EPOCH 24 done: loss 0.1222 - lr 0.100000 |
| 2023-04-06 02:55:32,446 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:55:32,450 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:55:42,645 epoch 25 - iter 265/2650 - loss 0.12006350 - time (sec): 10.19 - samples/sec: 14385.13 - lr: 0.100000 |
| 2023-04-06 02:55:52,997 epoch 25 - iter 530/2650 - loss 0.11982806 - time (sec): 20.55 - samples/sec: 14355.90 - lr: 0.100000 |
| 2023-04-06 02:56:03,164 epoch 25 - iter 795/2650 - loss 0.11949375 - time (sec): 30.71 - samples/sec: 14349.19 - lr: 0.100000 |
| 2023-04-06 02:56:13,463 epoch 25 - iter 1060/2650 - loss 0.11977136 - time (sec): 41.01 - samples/sec: 14329.28 - lr: 0.100000 |
| 2023-04-06 02:56:23,776 epoch 25 - iter 1325/2650 - loss 0.11963397 - time (sec): 51.33 - samples/sec: 14340.75 - lr: 0.100000 |
| 2023-04-06 02:56:34,156 epoch 25 - iter 1590/2650 - loss 0.11988480 - time (sec): 61.71 - samples/sec: 14328.78 - lr: 0.100000 |
| 2023-04-06 02:56:44,449 epoch 25 - iter 1855/2650 - loss 0.12002669 - time (sec): 72.00 - samples/sec: 14318.33 - lr: 0.100000 |
| 2023-04-06 02:56:54,698 epoch 25 - iter 2120/2650 - loss 0.11979513 - time (sec): 82.25 - samples/sec: 14316.28 - lr: 0.100000 |
| 2023-04-06 02:57:04,874 epoch 25 - iter 2385/2650 - loss 0.11964939 - time (sec): 92.42 - samples/sec: 14340.61 - lr: 0.100000 |
| 2023-04-06 02:57:15,126 epoch 25 - iter 2650/2650 - loss 0.11987647 - time (sec): 102.68 - samples/sec: 14354.10 - lr: 0.100000 |
| 2023-04-06 02:57:15,127 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:57:15,127 EPOCH 25 done: loss 0.1199 - lr 0.100000 |
| 2023-04-06 02:57:15,127 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:57:15,134 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:57:25,228 epoch 26 - iter 265/2650 - loss 0.11527945 - time (sec): 10.09 - samples/sec: 14579.36 - lr: 0.100000 |
| 2023-04-06 02:57:35,436 epoch 26 - iter 530/2650 - loss 0.11835439 - time (sec): 20.30 - samples/sec: 14442.72 - lr: 0.100000 |
| 2023-04-06 02:57:45,667 epoch 26 - iter 795/2650 - loss 0.11855658 - time (sec): 30.53 - samples/sec: 14510.38 - lr: 0.100000 |
| 2023-04-06 02:57:55,784 epoch 26 - iter 1060/2650 - loss 0.11800707 - time (sec): 40.65 - samples/sec: 14526.28 - lr: 0.100000 |
| 2023-04-06 02:58:05,940 epoch 26 - iter 1325/2650 - loss 0.11857779 - time (sec): 50.81 - samples/sec: 14529.75 - lr: 0.100000 |
| 2023-04-06 02:58:16,042 epoch 26 - iter 1590/2650 - loss 0.11874183 - time (sec): 60.91 - samples/sec: 14529.19 - lr: 0.100000 |
| 2023-04-06 02:58:26,387 epoch 26 - iter 1855/2650 - loss 0.11930774 - time (sec): 71.25 - samples/sec: 14501.47 - lr: 0.100000 |
| 2023-04-06 02:58:40,598 epoch 26 - iter 2120/2650 - loss 0.11914346 - time (sec): 85.46 - samples/sec: 13773.60 - lr: 0.100000 |
| 2023-04-06 02:58:50,876 epoch 26 - iter 2385/2650 - loss 0.11914649 - time (sec): 95.74 - samples/sec: 13858.07 - lr: 0.100000 |
| 2023-04-06 02:59:01,155 epoch 26 - iter 2650/2650 - loss 0.11906060 - time (sec): 106.02 - samples/sec: 13901.28 - lr: 0.100000 |
| 2023-04-06 02:59:01,155 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:59:01,155 EPOCH 26 done: loss 0.1191 - lr 0.100000 |
| 2023-04-06 02:59:01,155 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 02:59:01,159 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 02:59:11,423 epoch 27 - iter 265/2650 - loss 0.11571738 - time (sec): 10.26 - samples/sec: 14430.11 - lr: 0.100000 |
| 2023-04-06 02:59:21,519 epoch 27 - iter 530/2650 - loss 0.11542162 - time (sec): 20.36 - samples/sec: 14444.84 - lr: 0.100000 |
| 2023-04-06 02:59:31,745 epoch 27 - iter 795/2650 - loss 0.11625655 - time (sec): 30.59 - samples/sec: 14464.23 - lr: 0.100000 |
| 2023-04-06 02:59:41,954 epoch 27 - iter 1060/2650 - loss 0.11598799 - time (sec): 40.79 - samples/sec: 14426.44 - lr: 0.100000 |
| 2023-04-06 02:59:52,207 epoch 27 - iter 1325/2650 - loss 0.11641977 - time (sec): 51.05 - samples/sec: 14417.97 - lr: 0.100000 |
| 2023-04-06 03:00:02,378 epoch 27 - iter 1590/2650 - loss 0.11677255 - time (sec): 61.22 - samples/sec: 14430.81 - lr: 0.100000 |
| 2023-04-06 03:00:12,619 epoch 27 - iter 1855/2650 - loss 0.11709781 - time (sec): 71.46 - samples/sec: 14440.49 - lr: 0.100000 |
| 2023-04-06 03:00:22,887 epoch 27 - iter 2120/2650 - loss 0.11732213 - time (sec): 81.73 - samples/sec: 14453.62 - lr: 0.100000 |
| 2023-04-06 03:00:32,946 epoch 27 - iter 2385/2650 - loss 0.11746030 - time (sec): 91.79 - samples/sec: 14449.93 - lr: 0.100000 |
| 2023-04-06 03:00:43,228 epoch 27 - iter 2650/2650 - loss 0.11761431 - time (sec): 102.07 - samples/sec: 14439.42 - lr: 0.100000 |
| 2023-04-06 03:00:43,228 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:00:43,228 EPOCH 27 done: loss 0.1176 - lr 0.100000 |
| 2023-04-06 03:00:43,229 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:00:43,232 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:00:53,384 epoch 28 - iter 265/2650 - loss 0.11728533 - time (sec): 10.15 - samples/sec: 14460.30 - lr: 0.100000 |
| 2023-04-06 03:01:03,564 epoch 28 - iter 530/2650 - loss 0.11636204 - time (sec): 20.33 - samples/sec: 14507.23 - lr: 0.100000 |
| 2023-04-06 03:01:13,867 epoch 28 - iter 795/2650 - loss 0.11644613 - time (sec): 30.63 - samples/sec: 14451.61 - lr: 0.100000 |
| 2023-04-06 03:01:24,055 epoch 28 - iter 1060/2650 - loss 0.11556522 - time (sec): 40.82 - samples/sec: 14493.62 - lr: 0.100000 |
| 2023-04-06 03:01:34,136 epoch 28 - iter 1325/2650 - loss 0.11511233 - time (sec): 50.90 - samples/sec: 14495.69 - lr: 0.100000 |
| 2023-04-06 03:01:44,274 epoch 28 - iter 1590/2650 - loss 0.11496479 - time (sec): 61.04 - samples/sec: 14499.46 - lr: 0.100000 |
| 2023-04-06 03:01:54,423 epoch 28 - iter 1855/2650 - loss 0.11482776 - time (sec): 71.19 - samples/sec: 14490.97 - lr: 0.100000 |
| 2023-04-06 03:02:04,531 epoch 28 - iter 2120/2650 - loss 0.11470406 - time (sec): 81.30 - samples/sec: 14501.99 - lr: 0.100000 |
| 2023-04-06 03:02:14,735 epoch 28 - iter 2385/2650 - loss 0.11486332 - time (sec): 91.50 - samples/sec: 14503.97 - lr: 0.100000 |
| 2023-04-06 03:02:24,830 epoch 28 - iter 2650/2650 - loss 0.11540754 - time (sec): 101.60 - samples/sec: 14506.40 - lr: 0.100000 |
| 2023-04-06 03:02:24,831 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:02:24,831 EPOCH 28 done: loss 0.1154 - lr 0.100000 |
| 2023-04-06 03:02:24,831 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:02:24,835 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:02:34,974 epoch 29 - iter 265/2650 - loss 0.11094091 - time (sec): 10.14 - samples/sec: 14480.08 - lr: 0.100000 |
| 2023-04-06 03:02:45,058 epoch 29 - iter 530/2650 - loss 0.11198180 - time (sec): 20.22 - samples/sec: 14497.90 - lr: 0.100000 |
| 2023-04-06 03:02:55,125 epoch 29 - iter 795/2650 - loss 0.11323540 - time (sec): 30.29 - samples/sec: 14503.88 - lr: 0.100000 |
| 2023-04-06 03:03:05,414 epoch 29 - iter 1060/2650 - loss 0.11363722 - time (sec): 40.58 - samples/sec: 14497.84 - lr: 0.100000 |
| 2023-04-06 03:03:15,523 epoch 29 - iter 1325/2650 - loss 0.11393199 - time (sec): 50.69 - samples/sec: 14502.63 - lr: 0.100000 |
| 2023-04-06 03:03:25,640 epoch 29 - iter 1590/2650 - loss 0.11406230 - time (sec): 60.80 - samples/sec: 14500.47 - lr: 0.100000 |
| 2023-04-06 03:03:35,898 epoch 29 - iter 1855/2650 - loss 0.11415852 - time (sec): 71.06 - samples/sec: 14498.74 - lr: 0.100000 |
| 2023-04-06 03:03:46,168 epoch 29 - iter 2120/2650 - loss 0.11458403 - time (sec): 81.33 - samples/sec: 14487.61 - lr: 0.100000 |
| 2023-04-06 03:03:56,381 epoch 29 - iter 2385/2650 - loss 0.11499700 - time (sec): 91.55 - samples/sec: 14491.85 - lr: 0.100000 |
| 2023-04-06 03:04:06,557 epoch 29 - iter 2650/2650 - loss 0.11547526 - time (sec): 101.72 - samples/sec: 14488.76 - lr: 0.100000 |
| 2023-04-06 03:04:06,557 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:04:06,557 EPOCH 29 done: loss 0.1155 - lr 0.100000 |
| 2023-04-06 03:04:06,557 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 03:04:06,562 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:04:16,617 epoch 30 - iter 265/2650 - loss 0.11136787 - time (sec): 10.06 - samples/sec: 14527.09 - lr: 0.100000 |
| 2023-04-06 03:04:26,847 epoch 30 - iter 530/2650 - loss 0.11257179 - time (sec): 20.29 - samples/sec: 14462.29 - lr: 0.100000 |
| 2023-04-06 03:04:36,966 epoch 30 - iter 795/2650 - loss 0.11328101 - time (sec): 30.40 - samples/sec: 14491.48 - lr: 0.100000 |
| 2023-04-06 03:04:46,998 epoch 30 - iter 1060/2650 - loss 0.11386128 - time (sec): 40.44 - samples/sec: 14480.12 - lr: 0.100000 |
| 2023-04-06 03:04:57,279 epoch 30 - iter 1325/2650 - loss 0.11363796 - time (sec): 50.72 - samples/sec: 14499.04 - lr: 0.100000 |
| 2023-04-06 03:05:07,470 epoch 30 - iter 1590/2650 - loss 0.11377181 - time (sec): 60.91 - samples/sec: 14489.64 - lr: 0.100000 |
| 2023-04-06 03:05:17,580 epoch 30 - iter 1855/2650 - loss 0.11410581 - time (sec): 71.02 - samples/sec: 14490.20 - lr: 0.100000 |
| 2023-04-06 03:05:27,855 epoch 30 - iter 2120/2650 - loss 0.11439768 - time (sec): 81.29 - samples/sec: 14487.39 - lr: 0.100000 |
| 2023-04-06 03:05:38,083 epoch 30 - iter 2385/2650 - loss 0.11436200 - time (sec): 91.52 - samples/sec: 14487.34 - lr: 0.100000 |
| 2023-04-06 03:05:48,359 epoch 30 - iter 2650/2650 - loss 0.11458164 - time (sec): 101.80 - samples/sec: 14478.00 - lr: 0.100000 |
| 2023-04-06 03:05:48,360 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:05:48,360 EPOCH 30 done: loss 0.1146 - lr 0.100000 |
| 2023-04-06 03:05:48,360 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:05:48,364 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:05:58,376 epoch 31 - iter 265/2650 - loss 0.11248197 - time (sec): 10.01 - samples/sec: 14649.37 - lr: 0.100000 |
| 2023-04-06 03:06:08,543 epoch 31 - iter 530/2650 - loss 0.11220198 - time (sec): 20.18 - samples/sec: 14607.13 - lr: 0.100000 |
| 2023-04-06 03:06:18,748 epoch 31 - iter 795/2650 - loss 0.11282419 - time (sec): 30.38 - samples/sec: 14579.98 - lr: 0.100000 |
| 2023-04-06 03:06:29,125 epoch 31 - iter 1060/2650 - loss 0.11274826 - time (sec): 40.76 - samples/sec: 14541.94 - lr: 0.100000 |
| 2023-04-06 03:06:39,378 epoch 31 - iter 1325/2650 - loss 0.11249278 - time (sec): 51.01 - samples/sec: 14545.94 - lr: 0.100000 |
| 2023-04-06 03:06:49,432 epoch 31 - iter 1590/2650 - loss 0.11280664 - time (sec): 61.07 - samples/sec: 14545.54 - lr: 0.100000 |
| 2023-04-06 03:06:59,455 epoch 31 - iter 1855/2650 - loss 0.11275980 - time (sec): 71.09 - samples/sec: 14530.24 - lr: 0.100000 |
| 2023-04-06 03:07:09,703 epoch 31 - iter 2120/2650 - loss 0.11299282 - time (sec): 81.34 - samples/sec: 14516.02 - lr: 0.100000 |
| 2023-04-06 03:07:19,800 epoch 31 - iter 2385/2650 - loss 0.11324056 - time (sec): 91.44 - samples/sec: 14506.11 - lr: 0.100000 |
| 2023-04-06 03:07:29,972 epoch 31 - iter 2650/2650 - loss 0.11344515 - time (sec): 101.61 - samples/sec: 14505.11 - lr: 0.100000 |
| 2023-04-06 03:07:29,972 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:07:29,972 EPOCH 31 done: loss 0.1134 - lr 0.100000 |
| 2023-04-06 03:07:29,972 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:07:29,979 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:07:40,188 epoch 32 - iter 265/2650 - loss 0.11168567 - time (sec): 10.21 - samples/sec: 14386.89 - lr: 0.100000 |
| 2023-04-06 03:07:50,285 epoch 32 - iter 530/2650 - loss 0.11092435 - time (sec): 20.31 - samples/sec: 14495.02 - lr: 0.100000 |
| 2023-04-06 03:08:00,457 epoch 32 - iter 795/2650 - loss 0.11149130 - time (sec): 30.48 - samples/sec: 14497.76 - lr: 0.100000 |
| 2023-04-06 03:08:10,524 epoch 32 - iter 1060/2650 - loss 0.11090007 - time (sec): 40.55 - samples/sec: 14514.13 - lr: 0.100000 |
| 2023-04-06 03:08:20,754 epoch 32 - iter 1325/2650 - loss 0.11069172 - time (sec): 50.78 - samples/sec: 14501.48 - lr: 0.100000 |
| 2023-04-06 03:08:30,970 epoch 32 - iter 1590/2650 - loss 0.11097007 - time (sec): 60.99 - samples/sec: 14479.04 - lr: 0.100000 |
| 2023-04-06 03:08:41,106 epoch 32 - iter 1855/2650 - loss 0.11121026 - time (sec): 71.13 - samples/sec: 14468.30 - lr: 0.100000 |
| 2023-04-06 03:08:51,200 epoch 32 - iter 2120/2650 - loss 0.11135049 - time (sec): 81.22 - samples/sec: 14479.23 - lr: 0.100000 |
| 2023-04-06 03:09:05,842 epoch 32 - iter 2385/2650 - loss 0.11112958 - time (sec): 95.86 - samples/sec: 13822.47 - lr: 0.100000 |
| 2023-04-06 03:09:15,932 epoch 32 - iter 2650/2650 - loss 0.11164622 - time (sec): 105.95 - samples/sec: 13910.15 - lr: 0.100000 |
| 2023-04-06 03:09:15,932 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:09:15,932 EPOCH 32 done: loss 0.1116 - lr 0.100000 |
| 2023-04-06 03:09:15,932 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:09:15,936 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:09:26,017 epoch 33 - iter 265/2650 - loss 0.10994651 - time (sec): 10.08 - samples/sec: 14528.73 - lr: 0.100000 |
| 2023-04-06 03:09:36,248 epoch 33 - iter 530/2650 - loss 0.10955454 - time (sec): 20.31 - samples/sec: 14499.08 - lr: 0.100000 |
| 2023-04-06 03:09:46,529 epoch 33 - iter 795/2650 - loss 0.11039709 - time (sec): 30.59 - samples/sec: 14482.52 - lr: 0.100000 |
| 2023-04-06 03:09:56,901 epoch 33 - iter 1060/2650 - loss 0.11036861 - time (sec): 40.97 - samples/sec: 14467.27 - lr: 0.100000 |
| 2023-04-06 03:10:07,219 epoch 33 - iter 1325/2650 - loss 0.11046170 - time (sec): 51.28 - samples/sec: 14443.29 - lr: 0.100000 |
| 2023-04-06 03:10:17,441 epoch 33 - iter 1590/2650 - loss 0.11053548 - time (sec): 61.50 - samples/sec: 14436.83 - lr: 0.100000 |
| 2023-04-06 03:10:27,671 epoch 33 - iter 1855/2650 - loss 0.11080650 - time (sec): 71.73 - samples/sec: 14431.22 - lr: 0.100000 |
| 2023-04-06 03:10:37,687 epoch 33 - iter 2120/2650 - loss 0.11111538 - time (sec): 81.75 - samples/sec: 14435.66 - lr: 0.100000 |
| 2023-04-06 03:10:47,949 epoch 33 - iter 2385/2650 - loss 0.11122260 - time (sec): 92.01 - samples/sec: 14433.32 - lr: 0.100000 |
| 2023-04-06 03:10:58,084 epoch 33 - iter 2650/2650 - loss 0.11108717 - time (sec): 102.15 - samples/sec: 14428.25 - lr: 0.100000 |
| 2023-04-06 03:10:58,085 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:10:58,085 EPOCH 33 done: loss 0.1111 - lr 0.100000 |
| 2023-04-06 03:10:58,085 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:10:58,088 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:11:08,240 epoch 34 - iter 265/2650 - loss 0.10804496 - time (sec): 10.15 - samples/sec: 14416.33 - lr: 0.100000 |
| 2023-04-06 03:11:18,408 epoch 34 - iter 530/2650 - loss 0.11029659 - time (sec): 20.32 - samples/sec: 14366.49 - lr: 0.100000 |
| 2023-04-06 03:11:28,642 epoch 34 - iter 795/2650 - loss 0.11101355 - time (sec): 30.55 - samples/sec: 14390.57 - lr: 0.100000 |
| 2023-04-06 03:11:38,922 epoch 34 - iter 1060/2650 - loss 0.11101306 - time (sec): 40.83 - samples/sec: 14404.16 - lr: 0.100000 |
| 2023-04-06 03:11:49,083 epoch 34 - iter 1325/2650 - loss 0.11102473 - time (sec): 50.99 - samples/sec: 14443.68 - lr: 0.100000 |
| 2023-04-06 03:11:59,330 epoch 34 - iter 1590/2650 - loss 0.11100294 - time (sec): 61.24 - samples/sec: 14454.09 - lr: 0.100000 |
| 2023-04-06 03:12:09,575 epoch 34 - iter 1855/2650 - loss 0.11033303 - time (sec): 71.49 - samples/sec: 14448.29 - lr: 0.100000 |
| 2023-04-06 03:12:19,633 epoch 34 - iter 2120/2650 - loss 0.11018846 - time (sec): 81.54 - samples/sec: 14460.02 - lr: 0.100000 |
| 2023-04-06 03:12:29,800 epoch 34 - iter 2385/2650 - loss 0.11043041 - time (sec): 91.71 - samples/sec: 14467.84 - lr: 0.100000 |
| 2023-04-06 03:12:40,008 epoch 34 - iter 2650/2650 - loss 0.11051184 - time (sec): 101.92 - samples/sec: 14460.57 - lr: 0.100000 |
| 2023-04-06 03:12:40,009 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:12:40,009 EPOCH 34 done: loss 0.1105 - lr 0.100000 |
| 2023-04-06 03:12:40,009 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:12:40,013 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:12:50,278 epoch 35 - iter 265/2650 - loss 0.10831856 - time (sec): 10.27 - samples/sec: 14471.00 - lr: 0.100000 |
| 2023-04-06 03:13:00,394 epoch 35 - iter 530/2650 - loss 0.10793836 - time (sec): 20.38 - samples/sec: 14480.07 - lr: 0.100000 |
| 2023-04-06 03:13:10,485 epoch 35 - iter 795/2650 - loss 0.10765931 - time (sec): 30.47 - samples/sec: 14520.41 - lr: 0.100000 |
| 2023-04-06 03:13:20,546 epoch 35 - iter 1060/2650 - loss 0.10800576 - time (sec): 40.53 - samples/sec: 14503.46 - lr: 0.100000 |
| 2023-04-06 03:13:30,629 epoch 35 - iter 1325/2650 - loss 0.10807675 - time (sec): 50.62 - samples/sec: 14508.02 - lr: 0.100000 |
| 2023-04-06 03:13:40,782 epoch 35 - iter 1590/2650 - loss 0.10794832 - time (sec): 60.77 - samples/sec: 14496.87 - lr: 0.100000 |
| 2023-04-06 03:13:51,022 epoch 35 - iter 1855/2650 - loss 0.10840180 - time (sec): 71.01 - samples/sec: 14515.54 - lr: 0.100000 |
| 2023-04-06 03:14:01,262 epoch 35 - iter 2120/2650 - loss 0.10860036 - time (sec): 81.25 - samples/sec: 14507.39 - lr: 0.100000 |
| 2023-04-06 03:14:11,314 epoch 35 - iter 2385/2650 - loss 0.10874207 - time (sec): 91.30 - samples/sec: 14516.79 - lr: 0.100000 |
| 2023-04-06 03:14:21,577 epoch 35 - iter 2650/2650 - loss 0.10898570 - time (sec): 101.56 - samples/sec: 14511.20 - lr: 0.100000 |
| 2023-04-06 03:14:21,578 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:14:21,578 EPOCH 35 done: loss 0.1090 - lr 0.100000 |
| 2023-04-06 03:14:21,578 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:14:21,581 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:14:31,826 epoch 36 - iter 265/2650 - loss 0.10788251 - time (sec): 10.24 - samples/sec: 14505.09 - lr: 0.100000 |
| 2023-04-06 03:14:41,918 epoch 36 - iter 530/2650 - loss 0.10740207 - time (sec): 20.34 - samples/sec: 14552.45 - lr: 0.100000 |
| 2023-04-06 03:14:51,980 epoch 36 - iter 795/2650 - loss 0.10764120 - time (sec): 30.40 - samples/sec: 14574.25 - lr: 0.100000 |
| 2023-04-06 03:15:02,111 epoch 36 - iter 1060/2650 - loss 0.10754894 - time (sec): 40.53 - samples/sec: 14550.73 - lr: 0.100000 |
| 2023-04-06 03:15:12,234 epoch 36 - iter 1325/2650 - loss 0.10780693 - time (sec): 50.65 - samples/sec: 14523.40 - lr: 0.100000 |
| 2023-04-06 03:15:22,571 epoch 36 - iter 1590/2650 - loss 0.10736396 - time (sec): 60.99 - samples/sec: 14498.31 - lr: 0.100000 |
| 2023-04-06 03:15:32,853 epoch 36 - iter 1855/2650 - loss 0.10741221 - time (sec): 71.27 - samples/sec: 14482.21 - lr: 0.100000 |
| 2023-04-06 03:15:42,958 epoch 36 - iter 2120/2650 - loss 0.10827643 - time (sec): 81.38 - samples/sec: 14481.21 - lr: 0.100000 |
| 2023-04-06 03:15:53,274 epoch 36 - iter 2385/2650 - loss 0.10829258 - time (sec): 91.69 - samples/sec: 14472.16 - lr: 0.100000 |
| 2023-04-06 03:16:03,461 epoch 36 - iter 2650/2650 - loss 0.10859554 - time (sec): 101.88 - samples/sec: 14466.26 - lr: 0.100000 |
| 2023-04-06 03:16:03,461 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:16:03,461 EPOCH 36 done: loss 0.1086 - lr 0.100000 |
| 2023-04-06 03:16:03,462 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:16:03,466 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:16:13,642 epoch 37 - iter 265/2650 - loss 0.10384978 - time (sec): 10.18 - samples/sec: 14405.68 - lr: 0.100000 |
| 2023-04-06 03:16:23,776 epoch 37 - iter 530/2650 - loss 0.10634621 - time (sec): 20.31 - samples/sec: 14421.16 - lr: 0.100000 |
| 2023-04-06 03:16:33,962 epoch 37 - iter 795/2650 - loss 0.10727941 - time (sec): 30.50 - samples/sec: 14427.85 - lr: 0.100000 |
| 2023-04-06 03:16:44,020 epoch 37 - iter 1060/2650 - loss 0.10737745 - time (sec): 40.55 - samples/sec: 14438.21 - lr: 0.100000 |
| 2023-04-06 03:16:54,224 epoch 37 - iter 1325/2650 - loss 0.10735344 - time (sec): 50.76 - samples/sec: 14447.04 - lr: 0.100000 |
| 2023-04-06 03:17:04,568 epoch 37 - iter 1590/2650 - loss 0.10712530 - time (sec): 61.10 - samples/sec: 14440.36 - lr: 0.100000 |
| 2023-04-06 03:17:14,781 epoch 37 - iter 1855/2650 - loss 0.10756790 - time (sec): 71.32 - samples/sec: 14439.95 - lr: 0.100000 |
| 2023-04-06 03:17:24,943 epoch 37 - iter 2120/2650 - loss 0.10759782 - time (sec): 81.48 - samples/sec: 14463.48 - lr: 0.100000 |
| 2023-04-06 03:17:35,107 epoch 37 - iter 2385/2650 - loss 0.10780179 - time (sec): 91.64 - samples/sec: 14457.68 - lr: 0.100000 |
| 2023-04-06 03:17:45,385 epoch 37 - iter 2650/2650 - loss 0.10778955 - time (sec): 101.92 - samples/sec: 14460.76 - lr: 0.100000 |
| 2023-04-06 03:17:45,385 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:17:45,385 EPOCH 37 done: loss 0.1078 - lr 0.100000 |
| 2023-04-06 03:17:45,385 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:17:45,393 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:17:55,529 epoch 38 - iter 265/2650 - loss 0.10570748 - time (sec): 10.14 - samples/sec: 14457.97 - lr: 0.100000 |
| 2023-04-06 03:18:05,736 epoch 38 - iter 530/2650 - loss 0.10557299 - time (sec): 20.34 - samples/sec: 14488.76 - lr: 0.100000 |
| 2023-04-06 03:18:15,827 epoch 38 - iter 795/2650 - loss 0.10594499 - time (sec): 30.43 - samples/sec: 14482.00 - lr: 0.100000 |
| 2023-04-06 03:18:25,968 epoch 38 - iter 1060/2650 - loss 0.10626719 - time (sec): 40.57 - samples/sec: 14480.05 - lr: 0.100000 |
| 2023-04-06 03:18:36,045 epoch 38 - iter 1325/2650 - loss 0.10562089 - time (sec): 50.65 - samples/sec: 14480.12 - lr: 0.100000 |
| 2023-04-06 03:18:46,374 epoch 38 - iter 1590/2650 - loss 0.10598904 - time (sec): 60.98 - samples/sec: 14468.54 - lr: 0.100000 |
| 2023-04-06 03:18:56,590 epoch 38 - iter 1855/2650 - loss 0.10633313 - time (sec): 71.20 - samples/sec: 14478.44 - lr: 0.100000 |
| 2023-04-06 03:19:06,863 epoch 38 - iter 2120/2650 - loss 0.10638861 - time (sec): 81.47 - samples/sec: 14465.81 - lr: 0.100000 |
| 2023-04-06 03:19:17,122 epoch 38 - iter 2385/2650 - loss 0.10656406 - time (sec): 91.73 - samples/sec: 14465.54 - lr: 0.100000 |
| 2023-04-06 03:19:27,326 epoch 38 - iter 2650/2650 - loss 0.10680210 - time (sec): 101.93 - samples/sec: 14458.81 - lr: 0.100000 |
| 2023-04-06 03:19:27,326 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:19:27,326 EPOCH 38 done: loss 0.1068 - lr 0.100000 |
| 2023-04-06 03:19:27,326 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:19:27,330 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:19:41,638 epoch 39 - iter 265/2650 - loss 0.10432243 - time (sec): 14.31 - samples/sec: 10261.65 - lr: 0.100000 |
| 2023-04-06 03:19:51,880 epoch 39 - iter 530/2650 - loss 0.10331434 - time (sec): 24.55 - samples/sec: 12000.17 - lr: 0.100000 |
| 2023-04-06 03:20:01,932 epoch 39 - iter 795/2650 - loss 0.10336967 - time (sec): 34.60 - samples/sec: 12719.87 - lr: 0.100000 |
| 2023-04-06 03:20:12,098 epoch 39 - iter 1060/2650 - loss 0.10417723 - time (sec): 44.77 - samples/sec: 13097.45 - lr: 0.100000 |
| 2023-04-06 03:20:22,127 epoch 39 - iter 1325/2650 - loss 0.10425367 - time (sec): 54.80 - samples/sec: 13367.57 - lr: 0.100000 |
| 2023-04-06 03:20:32,221 epoch 39 - iter 1590/2650 - loss 0.10467140 - time (sec): 64.89 - samples/sec: 13533.80 - lr: 0.100000 |
| 2023-04-06 03:20:42,564 epoch 39 - iter 1855/2650 - loss 0.10490396 - time (sec): 75.23 - samples/sec: 13651.56 - lr: 0.100000 |
| 2023-04-06 03:20:52,886 epoch 39 - iter 2120/2650 - loss 0.10490401 - time (sec): 85.56 - samples/sec: 13738.02 - lr: 0.100000 |
| 2023-04-06 03:21:03,164 epoch 39 - iter 2385/2650 - loss 0.10513213 - time (sec): 95.83 - samples/sec: 13826.25 - lr: 0.100000 |
| 2023-04-06 03:21:13,523 epoch 39 - iter 2650/2650 - loss 0.10510118 - time (sec): 106.19 - samples/sec: 13878.71 - lr: 0.100000 |
| 2023-04-06 03:21:13,524 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:21:13,524 EPOCH 39 done: loss 0.1051 - lr 0.100000 |
| 2023-04-06 03:21:13,524 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:21:13,527 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:21:23,668 epoch 40 - iter 265/2650 - loss 0.10265434 - time (sec): 10.14 - samples/sec: 14535.90 - lr: 0.100000 |
| 2023-04-06 03:21:33,876 epoch 40 - iter 530/2650 - loss 0.10365321 - time (sec): 20.35 - samples/sec: 14493.49 - lr: 0.100000 |
| 2023-04-06 03:21:44,011 epoch 40 - iter 795/2650 - loss 0.10497334 - time (sec): 30.48 - samples/sec: 14492.45 - lr: 0.100000 |
| 2023-04-06 03:21:54,202 epoch 40 - iter 1060/2650 - loss 0.10496029 - time (sec): 40.67 - samples/sec: 14480.55 - lr: 0.100000 |
| 2023-04-06 03:22:04,395 epoch 40 - iter 1325/2650 - loss 0.10546813 - time (sec): 50.87 - samples/sec: 14472.27 - lr: 0.100000 |
| 2023-04-06 03:22:14,613 epoch 40 - iter 1590/2650 - loss 0.10615589 - time (sec): 61.09 - samples/sec: 14463.90 - lr: 0.100000 |
| 2023-04-06 03:22:24,791 epoch 40 - iter 1855/2650 - loss 0.10592352 - time (sec): 71.26 - samples/sec: 14468.09 - lr: 0.100000 |
| 2023-04-06 03:22:34,982 epoch 40 - iter 2120/2650 - loss 0.10606295 - time (sec): 81.45 - samples/sec: 14478.93 - lr: 0.100000 |
| 2023-04-06 03:22:45,218 epoch 40 - iter 2385/2650 - loss 0.10592030 - time (sec): 91.69 - samples/sec: 14467.32 - lr: 0.100000 |
| 2023-04-06 03:22:55,319 epoch 40 - iter 2650/2650 - loss 0.10593371 - time (sec): 101.79 - samples/sec: 14478.83 - lr: 0.100000 |
| 2023-04-06 03:22:55,319 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:22:55,319 EPOCH 40 done: loss 0.1059 - lr 0.100000 |
| 2023-04-06 03:22:55,319 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 03:22:55,323 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:23:05,500 epoch 41 - iter 265/2650 - loss 0.10130094 - time (sec): 10.18 - samples/sec: 14454.15 - lr: 0.100000 |
| 2023-04-06 03:23:15,582 epoch 41 - iter 530/2650 - loss 0.10367368 - time (sec): 20.26 - samples/sec: 14442.85 - lr: 0.100000 |
| 2023-04-06 03:23:26,021 epoch 41 - iter 795/2650 - loss 0.10431402 - time (sec): 30.70 - samples/sec: 14394.50 - lr: 0.100000 |
| 2023-04-06 03:23:36,296 epoch 41 - iter 1060/2650 - loss 0.10481347 - time (sec): 40.97 - samples/sec: 14390.52 - lr: 0.100000 |
| 2023-04-06 03:23:46,591 epoch 41 - iter 1325/2650 - loss 0.10491229 - time (sec): 51.27 - samples/sec: 14372.36 - lr: 0.100000 |
| 2023-04-06 03:23:56,822 epoch 41 - iter 1590/2650 - loss 0.10525395 - time (sec): 61.50 - samples/sec: 14387.20 - lr: 0.100000 |
| 2023-04-06 03:24:07,105 epoch 41 - iter 1855/2650 - loss 0.10489447 - time (sec): 71.78 - samples/sec: 14402.07 - lr: 0.100000 |
| 2023-04-06 03:24:17,133 epoch 41 - iter 2120/2650 - loss 0.10496334 - time (sec): 81.81 - samples/sec: 14425.92 - lr: 0.100000 |
| 2023-04-06 03:24:27,374 epoch 41 - iter 2385/2650 - loss 0.10504976 - time (sec): 92.05 - samples/sec: 14427.86 - lr: 0.100000 |
| 2023-04-06 03:24:37,353 epoch 41 - iter 2650/2650 - loss 0.10524753 - time (sec): 102.03 - samples/sec: 14445.06 - lr: 0.100000 |
| 2023-04-06 03:24:37,353 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:24:37,353 EPOCH 41 done: loss 0.1052 - lr 0.100000 |
| 2023-04-06 03:24:37,354 BAD EPOCHS (no improvement): 2 |
| 2023-04-06 03:24:37,357 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:24:47,535 epoch 42 - iter 265/2650 - loss 0.10323283 - time (sec): 10.18 - samples/sec: 14453.13 - lr: 0.100000 |
| 2023-04-06 03:24:57,753 epoch 42 - iter 530/2650 - loss 0.10419123 - time (sec): 20.40 - samples/sec: 14485.24 - lr: 0.100000 |
| 2023-04-06 03:25:07,998 epoch 42 - iter 795/2650 - loss 0.10324302 - time (sec): 30.64 - samples/sec: 14464.06 - lr: 0.100000 |
| 2023-04-06 03:25:18,289 epoch 42 - iter 1060/2650 - loss 0.10360180 - time (sec): 40.93 - samples/sec: 14479.09 - lr: 0.100000 |
| 2023-04-06 03:25:28,537 epoch 42 - iter 1325/2650 - loss 0.10371275 - time (sec): 51.18 - samples/sec: 14490.27 - lr: 0.100000 |
| 2023-04-06 03:25:38,705 epoch 42 - iter 1590/2650 - loss 0.10357423 - time (sec): 61.35 - samples/sec: 14484.42 - lr: 0.100000 |
| 2023-04-06 03:25:48,884 epoch 42 - iter 1855/2650 - loss 0.10414813 - time (sec): 71.53 - samples/sec: 14493.83 - lr: 0.100000 |
| 2023-04-06 03:25:58,827 epoch 42 - iter 2120/2650 - loss 0.10444400 - time (sec): 81.47 - samples/sec: 14508.15 - lr: 0.100000 |
| 2023-04-06 03:26:08,843 epoch 42 - iter 2385/2650 - loss 0.10432094 - time (sec): 91.49 - samples/sec: 14505.49 - lr: 0.100000 |
| 2023-04-06 03:26:18,975 epoch 42 - iter 2650/2650 - loss 0.10437226 - time (sec): 101.62 - samples/sec: 14503.62 - lr: 0.100000 |
| 2023-04-06 03:26:18,975 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:26:18,975 EPOCH 42 done: loss 0.1044 - lr 0.100000 |
| 2023-04-06 03:26:18,976 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:26:18,979 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:26:29,130 epoch 43 - iter 265/2650 - loss 0.10083172 - time (sec): 10.15 - samples/sec: 14539.44 - lr: 0.100000 |
| 2023-04-06 03:26:39,346 epoch 43 - iter 530/2650 - loss 0.10151996 - time (sec): 20.37 - samples/sec: 14509.36 - lr: 0.100000 |
| 2023-04-06 03:26:49,521 epoch 43 - iter 795/2650 - loss 0.10268388 - time (sec): 30.54 - samples/sec: 14510.70 - lr: 0.100000 |
| 2023-04-06 03:26:59,500 epoch 43 - iter 1060/2650 - loss 0.10258307 - time (sec): 40.52 - samples/sec: 14514.71 - lr: 0.100000 |
| 2023-04-06 03:27:09,744 epoch 43 - iter 1325/2650 - loss 0.10315747 - time (sec): 50.77 - samples/sec: 14523.34 - lr: 0.100000 |
| 2023-04-06 03:27:19,896 epoch 43 - iter 1590/2650 - loss 0.10286153 - time (sec): 60.92 - samples/sec: 14512.09 - lr: 0.100000 |
| 2023-04-06 03:27:29,904 epoch 43 - iter 1855/2650 - loss 0.10311719 - time (sec): 70.93 - samples/sec: 14515.37 - lr: 0.100000 |
| 2023-04-06 03:27:40,193 epoch 43 - iter 2120/2650 - loss 0.10336652 - time (sec): 81.21 - samples/sec: 14507.61 - lr: 0.100000 |
| 2023-04-06 03:27:50,410 epoch 43 - iter 2385/2650 - loss 0.10339573 - time (sec): 91.43 - samples/sec: 14499.55 - lr: 0.100000 |
| 2023-04-06 03:28:00,645 epoch 43 - iter 2650/2650 - loss 0.10351059 - time (sec): 101.67 - samples/sec: 14496.63 - lr: 0.100000 |
| 2023-04-06 03:28:00,646 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:28:00,646 EPOCH 43 done: loss 0.1035 - lr 0.100000 |
| 2023-04-06 03:28:00,646 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:28:00,652 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:28:10,749 epoch 44 - iter 265/2650 - loss 0.10195232 - time (sec): 10.10 - samples/sec: 14578.62 - lr: 0.100000 |
| 2023-04-06 03:28:20,843 epoch 44 - iter 530/2650 - loss 0.10254630 - time (sec): 20.19 - samples/sec: 14566.69 - lr: 0.100000 |
| 2023-04-06 03:28:30,990 epoch 44 - iter 795/2650 - loss 0.10152202 - time (sec): 30.34 - samples/sec: 14531.10 - lr: 0.100000 |
| 2023-04-06 03:28:41,152 epoch 44 - iter 1060/2650 - loss 0.10178913 - time (sec): 40.50 - samples/sec: 14502.41 - lr: 0.100000 |
| 2023-04-06 03:28:51,282 epoch 44 - iter 1325/2650 - loss 0.10260791 - time (sec): 50.63 - samples/sec: 14497.21 - lr: 0.100000 |
| 2023-04-06 03:29:01,648 epoch 44 - iter 1590/2650 - loss 0.10284586 - time (sec): 61.00 - samples/sec: 14489.94 - lr: 0.100000 |
| 2023-04-06 03:29:11,920 epoch 44 - iter 1855/2650 - loss 0.10261140 - time (sec): 71.27 - samples/sec: 14496.67 - lr: 0.100000 |
| 2023-04-06 03:29:22,138 epoch 44 - iter 2120/2650 - loss 0.10245075 - time (sec): 81.49 - samples/sec: 14489.85 - lr: 0.100000 |
| 2023-04-06 03:29:32,272 epoch 44 - iter 2385/2650 - loss 0.10289228 - time (sec): 91.62 - samples/sec: 14488.84 - lr: 0.100000 |
| 2023-04-06 03:29:42,424 epoch 44 - iter 2650/2650 - loss 0.10293020 - time (sec): 101.77 - samples/sec: 14481.57 - lr: 0.100000 |
| 2023-04-06 03:29:42,425 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:29:42,425 EPOCH 44 done: loss 0.1029 - lr 0.100000 |
| 2023-04-06 03:29:42,425 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:29:42,428 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:29:52,607 epoch 45 - iter 265/2650 - loss 0.10215330 - time (sec): 10.18 - samples/sec: 14540.70 - lr: 0.100000 |
| 2023-04-06 03:30:06,894 epoch 45 - iter 530/2650 - loss 0.10267703 - time (sec): 24.47 - samples/sec: 12073.32 - lr: 0.100000 |
| 2023-04-06 03:30:17,180 epoch 45 - iter 795/2650 - loss 0.10292609 - time (sec): 34.75 - samples/sec: 12777.38 - lr: 0.100000 |
| 2023-04-06 03:30:27,309 epoch 45 - iter 1060/2650 - loss 0.10202975 - time (sec): 44.88 - samples/sec: 13141.77 - lr: 0.100000 |
| 2023-04-06 03:30:37,466 epoch 45 - iter 1325/2650 - loss 0.10126806 - time (sec): 55.04 - samples/sec: 13384.93 - lr: 0.100000 |
| 2023-04-06 03:30:47,660 epoch 45 - iter 1590/2650 - loss 0.10134050 - time (sec): 65.23 - samples/sec: 13559.00 - lr: 0.100000 |
| 2023-04-06 03:30:57,772 epoch 45 - iter 1855/2650 - loss 0.10192792 - time (sec): 75.34 - samples/sec: 13681.75 - lr: 0.100000 |
| 2023-04-06 03:31:07,913 epoch 45 - iter 2120/2650 - loss 0.10199745 - time (sec): 85.48 - samples/sec: 13779.01 - lr: 0.100000 |
| 2023-04-06 03:31:18,077 epoch 45 - iter 2385/2650 - loss 0.10209801 - time (sec): 95.65 - samples/sec: 13849.87 - lr: 0.100000 |
| 2023-04-06 03:31:28,338 epoch 45 - iter 2650/2650 - loss 0.10242691 - time (sec): 105.91 - samples/sec: 13915.83 - lr: 0.100000 |
| 2023-04-06 03:31:28,338 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:31:28,338 EPOCH 45 done: loss 0.1024 - lr 0.100000 |
| 2023-04-06 03:31:28,338 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:31:28,342 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:31:38,591 epoch 46 - iter 265/2650 - loss 0.10072522 - time (sec): 10.25 - samples/sec: 14457.90 - lr: 0.100000 |
| 2023-04-06 03:31:48,786 epoch 46 - iter 530/2650 - loss 0.10089247 - time (sec): 20.44 - samples/sec: 14502.85 - lr: 0.100000 |
| 2023-04-06 03:31:59,102 epoch 46 - iter 795/2650 - loss 0.10210404 - time (sec): 30.76 - samples/sec: 14456.44 - lr: 0.100000 |
| 2023-04-06 03:32:09,233 epoch 46 - iter 1060/2650 - loss 0.10163999 - time (sec): 40.89 - samples/sec: 14468.33 - lr: 0.100000 |
| 2023-04-06 03:32:19,515 epoch 46 - iter 1325/2650 - loss 0.10222589 - time (sec): 51.17 - samples/sec: 14446.20 - lr: 0.100000 |
| 2023-04-06 03:32:29,569 epoch 46 - iter 1590/2650 - loss 0.10164317 - time (sec): 61.23 - samples/sec: 14469.15 - lr: 0.100000 |
| 2023-04-06 03:32:39,699 epoch 46 - iter 1855/2650 - loss 0.10188083 - time (sec): 71.36 - samples/sec: 14454.88 - lr: 0.100000 |
| 2023-04-06 03:32:50,052 epoch 46 - iter 2120/2650 - loss 0.10196393 - time (sec): 81.71 - samples/sec: 14452.98 - lr: 0.100000 |
| 2023-04-06 03:33:00,145 epoch 46 - iter 2385/2650 - loss 0.10209089 - time (sec): 91.80 - samples/sec: 14452.41 - lr: 0.100000 |
| 2023-04-06 03:33:10,232 epoch 46 - iter 2650/2650 - loss 0.10223696 - time (sec): 101.89 - samples/sec: 14464.89 - lr: 0.100000 |
| 2023-04-06 03:33:10,232 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:33:10,232 EPOCH 46 done: loss 0.1022 - lr 0.100000 |
| 2023-04-06 03:33:10,232 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:33:10,236 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:33:20,469 epoch 47 - iter 265/2650 - loss 0.09908528 - time (sec): 10.23 - samples/sec: 14487.79 - lr: 0.100000 |
| 2023-04-06 03:33:30,505 epoch 47 - iter 530/2650 - loss 0.10003158 - time (sec): 20.27 - samples/sec: 14538.23 - lr: 0.100000 |
| 2023-04-06 03:33:40,618 epoch 47 - iter 795/2650 - loss 0.09998706 - time (sec): 30.38 - samples/sec: 14507.68 - lr: 0.100000 |
| 2023-04-06 03:33:51,019 epoch 47 - iter 1060/2650 - loss 0.10065634 - time (sec): 40.78 - samples/sec: 14452.64 - lr: 0.100000 |
| 2023-04-06 03:34:01,260 epoch 47 - iter 1325/2650 - loss 0.10035103 - time (sec): 51.02 - samples/sec: 14447.90 - lr: 0.100000 |
| 2023-04-06 03:34:11,535 epoch 47 - iter 1590/2650 - loss 0.10056560 - time (sec): 61.30 - samples/sec: 14425.22 - lr: 0.100000 |
| 2023-04-06 03:34:21,746 epoch 47 - iter 1855/2650 - loss 0.10045307 - time (sec): 71.51 - samples/sec: 14421.63 - lr: 0.100000 |
| 2023-04-06 03:34:31,912 epoch 47 - iter 2120/2650 - loss 0.10081496 - time (sec): 81.68 - samples/sec: 14413.91 - lr: 0.100000 |
| 2023-04-06 03:34:42,180 epoch 47 - iter 2385/2650 - loss 0.10112057 - time (sec): 91.94 - samples/sec: 14409.16 - lr: 0.100000 |
| 2023-04-06 03:34:52,478 epoch 47 - iter 2650/2650 - loss 0.10077343 - time (sec): 102.24 - samples/sec: 14415.03 - lr: 0.100000 |
| 2023-04-06 03:34:52,478 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:34:52,478 EPOCH 47 done: loss 0.1008 - lr 0.100000 |
| 2023-04-06 03:34:52,478 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:34:52,483 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:35:02,715 epoch 48 - iter 265/2650 - loss 0.10196290 - time (sec): 10.23 - samples/sec: 14417.65 - lr: 0.100000 |
| 2023-04-06 03:35:12,976 epoch 48 - iter 530/2650 - loss 0.10001255 - time (sec): 20.49 - samples/sec: 14370.35 - lr: 0.100000 |
| 2023-04-06 03:35:23,322 epoch 48 - iter 795/2650 - loss 0.10015832 - time (sec): 30.84 - samples/sec: 14415.91 - lr: 0.100000 |
| 2023-04-06 03:35:33,549 epoch 48 - iter 1060/2650 - loss 0.09994154 - time (sec): 41.07 - samples/sec: 14391.42 - lr: 0.100000 |
| 2023-04-06 03:35:43,717 epoch 48 - iter 1325/2650 - loss 0.10039253 - time (sec): 51.23 - samples/sec: 14396.58 - lr: 0.100000 |
| 2023-04-06 03:35:53,983 epoch 48 - iter 1590/2650 - loss 0.10059579 - time (sec): 61.50 - samples/sec: 14393.23 - lr: 0.100000 |
| 2023-04-06 03:36:04,183 epoch 48 - iter 1855/2650 - loss 0.10033061 - time (sec): 71.70 - samples/sec: 14383.57 - lr: 0.100000 |
| 2023-04-06 03:36:14,527 epoch 48 - iter 2120/2650 - loss 0.10034709 - time (sec): 82.04 - samples/sec: 14371.09 - lr: 0.100000 |
| 2023-04-06 03:36:24,765 epoch 48 - iter 2385/2650 - loss 0.10030490 - time (sec): 92.28 - samples/sec: 14374.48 - lr: 0.100000 |
| 2023-04-06 03:36:35,129 epoch 48 - iter 2650/2650 - loss 0.10045375 - time (sec): 102.65 - samples/sec: 14358.36 - lr: 0.100000 |
| 2023-04-06 03:36:35,129 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:36:35,129 EPOCH 48 done: loss 0.1005 - lr 0.100000 |
| 2023-04-06 03:36:35,129 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:36:35,132 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:36:45,562 epoch 49 - iter 265/2650 - loss 0.09913217 - time (sec): 10.43 - samples/sec: 14335.50 - lr: 0.100000 |
| 2023-04-06 03:36:55,856 epoch 49 - iter 530/2650 - loss 0.09804710 - time (sec): 20.72 - samples/sec: 14338.33 - lr: 0.100000 |
| 2023-04-06 03:37:06,187 epoch 49 - iter 795/2650 - loss 0.09802550 - time (sec): 31.05 - samples/sec: 14332.48 - lr: 0.100000 |
| 2023-04-06 03:37:16,590 epoch 49 - iter 1060/2650 - loss 0.09797576 - time (sec): 41.46 - samples/sec: 14321.54 - lr: 0.100000 |
| 2023-04-06 03:37:26,869 epoch 49 - iter 1325/2650 - loss 0.09827847 - time (sec): 51.74 - samples/sec: 14321.11 - lr: 0.100000 |
| 2023-04-06 03:37:37,167 epoch 49 - iter 1590/2650 - loss 0.09819689 - time (sec): 62.03 - samples/sec: 14314.04 - lr: 0.100000 |
| 2023-04-06 03:37:47,324 epoch 49 - iter 1855/2650 - loss 0.09830007 - time (sec): 72.19 - samples/sec: 14321.56 - lr: 0.100000 |
| 2023-04-06 03:37:57,588 epoch 49 - iter 2120/2650 - loss 0.09860028 - time (sec): 82.46 - samples/sec: 14317.97 - lr: 0.100000 |
| 2023-04-06 03:38:07,764 epoch 49 - iter 2385/2650 - loss 0.09895610 - time (sec): 92.63 - samples/sec: 14322.16 - lr: 0.100000 |
| 2023-04-06 03:38:18,006 epoch 49 - iter 2650/2650 - loss 0.09922051 - time (sec): 102.87 - samples/sec: 14326.50 - lr: 0.100000 |
| 2023-04-06 03:38:18,007 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:38:18,007 EPOCH 49 done: loss 0.0992 - lr 0.100000 |
| 2023-04-06 03:38:18,007 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:38:18,014 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:38:28,256 epoch 50 - iter 265/2650 - loss 0.09678968 - time (sec): 10.24 - samples/sec: 14422.31 - lr: 0.100000 |
| 2023-04-06 03:38:38,285 epoch 50 - iter 530/2650 - loss 0.09826595 - time (sec): 20.27 - samples/sec: 14463.83 - lr: 0.100000 |
| 2023-04-06 03:38:48,296 epoch 50 - iter 795/2650 - loss 0.09811316 - time (sec): 30.28 - samples/sec: 14438.93 - lr: 0.100000 |
| 2023-04-06 03:38:58,545 epoch 50 - iter 1060/2650 - loss 0.09851081 - time (sec): 40.53 - samples/sec: 14458.79 - lr: 0.100000 |
| 2023-04-06 03:39:08,893 epoch 50 - iter 1325/2650 - loss 0.09838403 - time (sec): 50.88 - samples/sec: 14441.62 - lr: 0.100000 |
| 2023-04-06 03:39:19,092 epoch 50 - iter 1590/2650 - loss 0.09887097 - time (sec): 61.08 - samples/sec: 14451.58 - lr: 0.100000 |
| 2023-04-06 03:39:29,392 epoch 50 - iter 1855/2650 - loss 0.09870294 - time (sec): 71.38 - samples/sec: 14453.27 - lr: 0.100000 |
| 2023-04-06 03:39:39,526 epoch 50 - iter 2120/2650 - loss 0.09882830 - time (sec): 81.51 - samples/sec: 14457.95 - lr: 0.100000 |
| 2023-04-06 03:39:49,741 epoch 50 - iter 2385/2650 - loss 0.09893257 - time (sec): 91.73 - samples/sec: 14452.65 - lr: 0.100000 |
| 2023-04-06 03:39:59,872 epoch 50 - iter 2650/2650 - loss 0.09916511 - time (sec): 101.86 - samples/sec: 14469.32 - lr: 0.100000 |
| 2023-04-06 03:39:59,873 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:39:59,873 EPOCH 50 done: loss 0.0992 - lr 0.100000 |
| 2023-04-06 03:39:59,873 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:39:59,876 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:40:09,997 epoch 51 - iter 265/2650 - loss 0.09663392 - time (sec): 10.12 - samples/sec: 14463.26 - lr: 0.100000 |
| 2023-04-06 03:40:20,220 epoch 51 - iter 530/2650 - loss 0.09828781 - time (sec): 20.34 - samples/sec: 14495.55 - lr: 0.100000 |
| 2023-04-06 03:40:30,613 epoch 51 - iter 795/2650 - loss 0.09817882 - time (sec): 30.74 - samples/sec: 14461.59 - lr: 0.100000 |
| 2023-04-06 03:40:44,926 epoch 51 - iter 1060/2650 - loss 0.09843327 - time (sec): 45.05 - samples/sec: 13126.13 - lr: 0.100000 |
| 2023-04-06 03:40:55,055 epoch 51 - iter 1325/2650 - loss 0.09898064 - time (sec): 55.18 - samples/sec: 13366.79 - lr: 0.100000 |
| 2023-04-06 03:41:05,262 epoch 51 - iter 1590/2650 - loss 0.09868194 - time (sec): 65.39 - samples/sec: 13533.35 - lr: 0.100000 |
| 2023-04-06 03:41:15,510 epoch 51 - iter 1855/2650 - loss 0.09855457 - time (sec): 75.63 - samples/sec: 13656.09 - lr: 0.100000 |
| 2023-04-06 03:41:25,418 epoch 51 - iter 2120/2650 - loss 0.09870620 - time (sec): 85.54 - samples/sec: 13769.91 - lr: 0.100000 |
| 2023-04-06 03:41:35,608 epoch 51 - iter 2385/2650 - loss 0.09878550 - time (sec): 95.73 - samples/sec: 13844.15 - lr: 0.100000 |
| 2023-04-06 03:41:45,834 epoch 51 - iter 2650/2650 - loss 0.09884561 - time (sec): 105.96 - samples/sec: 13909.54 - lr: 0.100000 |
| 2023-04-06 03:41:45,834 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:41:45,834 EPOCH 51 done: loss 0.0988 - lr 0.100000 |
| 2023-04-06 03:41:45,834 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:41:45,838 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:41:56,247 epoch 52 - iter 265/2650 - loss 0.09746777 - time (sec): 10.41 - samples/sec: 14245.71 - lr: 0.100000 |
| 2023-04-06 03:42:06,514 epoch 52 - iter 530/2650 - loss 0.09746823 - time (sec): 20.68 - samples/sec: 14302.39 - lr: 0.100000 |
| 2023-04-06 03:42:16,718 epoch 52 - iter 795/2650 - loss 0.09856488 - time (sec): 30.88 - samples/sec: 14313.59 - lr: 0.100000 |
| 2023-04-06 03:42:27,004 epoch 52 - iter 1060/2650 - loss 0.09860699 - time (sec): 41.16 - samples/sec: 14333.65 - lr: 0.100000 |
| 2023-04-06 03:42:37,283 epoch 52 - iter 1325/2650 - loss 0.09892245 - time (sec): 51.44 - samples/sec: 14349.74 - lr: 0.100000 |
| 2023-04-06 03:42:47,507 epoch 52 - iter 1590/2650 - loss 0.09867769 - time (sec): 61.67 - samples/sec: 14348.32 - lr: 0.100000 |
| 2023-04-06 03:42:57,745 epoch 52 - iter 1855/2650 - loss 0.09890228 - time (sec): 71.91 - samples/sec: 14355.63 - lr: 0.100000 |
| 2023-04-06 03:43:07,976 epoch 52 - iter 2120/2650 - loss 0.09894612 - time (sec): 82.14 - samples/sec: 14364.63 - lr: 0.100000 |
| 2023-04-06 03:43:18,124 epoch 52 - iter 2385/2650 - loss 0.09900486 - time (sec): 92.29 - samples/sec: 14379.46 - lr: 0.100000 |
| 2023-04-06 03:43:28,457 epoch 52 - iter 2650/2650 - loss 0.09890524 - time (sec): 102.62 - samples/sec: 14362.14 - lr: 0.100000 |
| 2023-04-06 03:43:28,458 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:43:28,458 EPOCH 52 done: loss 0.0989 - lr 0.100000 |
| 2023-04-06 03:43:28,458 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 03:43:28,461 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:43:38,655 epoch 53 - iter 265/2650 - loss 0.09198183 - time (sec): 10.19 - samples/sec: 14443.97 - lr: 0.100000 |
| 2023-04-06 03:43:48,966 epoch 53 - iter 530/2650 - loss 0.09355247 - time (sec): 20.50 - samples/sec: 14428.91 - lr: 0.100000 |
| 2023-04-06 03:43:59,188 epoch 53 - iter 795/2650 - loss 0.09456550 - time (sec): 30.73 - samples/sec: 14417.80 - lr: 0.100000 |
| 2023-04-06 03:44:09,376 epoch 53 - iter 1060/2650 - loss 0.09515107 - time (sec): 40.91 - samples/sec: 14412.25 - lr: 0.100000 |
| 2023-04-06 03:44:19,534 epoch 53 - iter 1325/2650 - loss 0.09656648 - time (sec): 51.07 - samples/sec: 14413.76 - lr: 0.100000 |
| 2023-04-06 03:44:29,885 epoch 53 - iter 1590/2650 - loss 0.09725390 - time (sec): 61.42 - samples/sec: 14390.44 - lr: 0.100000 |
| 2023-04-06 03:44:40,119 epoch 53 - iter 1855/2650 - loss 0.09792194 - time (sec): 71.66 - samples/sec: 14392.66 - lr: 0.100000 |
| 2023-04-06 03:44:50,603 epoch 53 - iter 2120/2650 - loss 0.09801606 - time (sec): 82.14 - samples/sec: 14361.50 - lr: 0.100000 |
| 2023-04-06 03:45:00,866 epoch 53 - iter 2385/2650 - loss 0.09794419 - time (sec): 92.41 - samples/sec: 14362.68 - lr: 0.100000 |
| 2023-04-06 03:45:11,225 epoch 53 - iter 2650/2650 - loss 0.09795727 - time (sec): 102.76 - samples/sec: 14341.83 - lr: 0.100000 |
| 2023-04-06 03:45:11,225 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:45:11,226 EPOCH 53 done: loss 0.0980 - lr 0.100000 |
| 2023-04-06 03:45:11,226 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:45:11,229 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:45:21,540 epoch 54 - iter 265/2650 - loss 0.09340976 - time (sec): 10.31 - samples/sec: 14392.97 - lr: 0.100000 |
| 2023-04-06 03:45:31,779 epoch 54 - iter 530/2650 - loss 0.09493586 - time (sec): 20.55 - samples/sec: 14411.19 - lr: 0.100000 |
| 2023-04-06 03:45:41,915 epoch 54 - iter 795/2650 - loss 0.09527937 - time (sec): 30.69 - samples/sec: 14436.09 - lr: 0.100000 |
| 2023-04-06 03:45:52,146 epoch 54 - iter 1060/2650 - loss 0.09606137 - time (sec): 40.92 - samples/sec: 14436.78 - lr: 0.100000 |
| 2023-04-06 03:46:02,248 epoch 54 - iter 1325/2650 - loss 0.09649566 - time (sec): 51.02 - samples/sec: 14456.71 - lr: 0.100000 |
| 2023-04-06 03:46:12,372 epoch 54 - iter 1590/2650 - loss 0.09643928 - time (sec): 61.14 - samples/sec: 14482.26 - lr: 0.100000 |
| 2023-04-06 03:46:22,417 epoch 54 - iter 1855/2650 - loss 0.09695006 - time (sec): 71.19 - samples/sec: 14495.89 - lr: 0.100000 |
| 2023-04-06 03:46:32,586 epoch 54 - iter 2120/2650 - loss 0.09721030 - time (sec): 81.36 - samples/sec: 14495.72 - lr: 0.100000 |
| 2023-04-06 03:46:42,766 epoch 54 - iter 2385/2650 - loss 0.09773348 - time (sec): 91.54 - samples/sec: 14496.53 - lr: 0.100000 |
| 2023-04-06 03:46:52,911 epoch 54 - iter 2650/2650 - loss 0.09764392 - time (sec): 101.68 - samples/sec: 14494.47 - lr: 0.100000 |
| 2023-04-06 03:46:52,911 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:46:52,911 EPOCH 54 done: loss 0.0976 - lr 0.100000 |
| 2023-04-06 03:46:52,911 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:46:52,915 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:47:03,119 epoch 55 - iter 265/2650 - loss 0.09414063 - time (sec): 10.20 - samples/sec: 14499.31 - lr: 0.100000 |
| 2023-04-06 03:47:13,250 epoch 55 - iter 530/2650 - loss 0.09489586 - time (sec): 20.34 - samples/sec: 14478.54 - lr: 0.100000 |
| 2023-04-06 03:47:23,406 epoch 55 - iter 795/2650 - loss 0.09582349 - time (sec): 30.49 - samples/sec: 14483.02 - lr: 0.100000 |
| 2023-04-06 03:47:33,513 epoch 55 - iter 1060/2650 - loss 0.09630017 - time (sec): 40.60 - samples/sec: 14510.83 - lr: 0.100000 |
| 2023-04-06 03:47:43,777 epoch 55 - iter 1325/2650 - loss 0.09674008 - time (sec): 50.86 - samples/sec: 14482.38 - lr: 0.100000 |
| 2023-04-06 03:47:54,021 epoch 55 - iter 1590/2650 - loss 0.09680285 - time (sec): 61.11 - samples/sec: 14487.65 - lr: 0.100000 |
| 2023-04-06 03:48:04,285 epoch 55 - iter 1855/2650 - loss 0.09654062 - time (sec): 71.37 - samples/sec: 14481.13 - lr: 0.100000 |
| 2023-04-06 03:48:14,378 epoch 55 - iter 2120/2650 - loss 0.09679361 - time (sec): 81.46 - samples/sec: 14486.28 - lr: 0.100000 |
| 2023-04-06 03:48:24,554 epoch 55 - iter 2385/2650 - loss 0.09686188 - time (sec): 91.64 - samples/sec: 14468.96 - lr: 0.100000 |
| 2023-04-06 03:48:34,724 epoch 55 - iter 2650/2650 - loss 0.09726281 - time (sec): 101.81 - samples/sec: 14476.33 - lr: 0.100000 |
| 2023-04-06 03:48:34,724 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:48:34,724 EPOCH 55 done: loss 0.0973 - lr 0.100000 |
| 2023-04-06 03:48:34,725 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:48:34,731 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:48:44,948 epoch 56 - iter 265/2650 - loss 0.09426393 - time (sec): 10.22 - samples/sec: 14498.28 - lr: 0.100000 |
| 2023-04-06 03:48:55,026 epoch 56 - iter 530/2650 - loss 0.09451371 - time (sec): 20.29 - samples/sec: 14503.51 - lr: 0.100000 |
| 2023-04-06 03:49:05,245 epoch 56 - iter 795/2650 - loss 0.09549682 - time (sec): 30.51 - samples/sec: 14527.82 - lr: 0.100000 |
| 2023-04-06 03:49:15,237 epoch 56 - iter 1060/2650 - loss 0.09512061 - time (sec): 40.51 - samples/sec: 14509.28 - lr: 0.100000 |
| 2023-04-06 03:49:25,310 epoch 56 - iter 1325/2650 - loss 0.09538705 - time (sec): 50.58 - samples/sec: 14519.98 - lr: 0.100000 |
| 2023-04-06 03:49:35,422 epoch 56 - iter 1590/2650 - loss 0.09560296 - time (sec): 60.69 - samples/sec: 14525.87 - lr: 0.100000 |
| 2023-04-06 03:49:45,697 epoch 56 - iter 1855/2650 - loss 0.09605948 - time (sec): 70.97 - samples/sec: 14518.81 - lr: 0.100000 |
| 2023-04-06 03:49:55,878 epoch 56 - iter 2120/2650 - loss 0.09610848 - time (sec): 81.15 - samples/sec: 14505.78 - lr: 0.100000 |
| 2023-04-06 03:50:06,094 epoch 56 - iter 2385/2650 - loss 0.09608286 - time (sec): 91.36 - samples/sec: 14504.39 - lr: 0.100000 |
| 2023-04-06 03:50:16,349 epoch 56 - iter 2650/2650 - loss 0.09616572 - time (sec): 101.62 - samples/sec: 14503.62 - lr: 0.100000 |
| 2023-04-06 03:50:16,349 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:50:16,350 EPOCH 56 done: loss 0.0962 - lr 0.100000 |
| 2023-04-06 03:50:16,350 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:50:16,353 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:50:26,434 epoch 57 - iter 265/2650 - loss 0.09428998 - time (sec): 10.08 - samples/sec: 14596.62 - lr: 0.100000 |
| 2023-04-06 03:50:36,618 epoch 57 - iter 530/2650 - loss 0.09501402 - time (sec): 20.26 - samples/sec: 14512.51 - lr: 0.100000 |
| 2023-04-06 03:50:46,746 epoch 57 - iter 795/2650 - loss 0.09545328 - time (sec): 30.39 - samples/sec: 14508.79 - lr: 0.100000 |
| 2023-04-06 03:50:56,912 epoch 57 - iter 1060/2650 - loss 0.09522100 - time (sec): 40.56 - samples/sec: 14483.98 - lr: 0.100000 |
| 2023-04-06 03:51:06,917 epoch 57 - iter 1325/2650 - loss 0.09588923 - time (sec): 50.56 - samples/sec: 14503.04 - lr: 0.100000 |
| 2023-04-06 03:51:21,463 epoch 57 - iter 1590/2650 - loss 0.09576852 - time (sec): 65.11 - samples/sec: 13551.61 - lr: 0.100000 |
| 2023-04-06 03:51:31,514 epoch 57 - iter 1855/2650 - loss 0.09549006 - time (sec): 75.16 - samples/sec: 13714.54 - lr: 0.100000 |
| 2023-04-06 03:51:41,622 epoch 57 - iter 2120/2650 - loss 0.09569865 - time (sec): 85.27 - samples/sec: 13808.32 - lr: 0.100000 |
| 2023-04-06 03:51:51,918 epoch 57 - iter 2385/2650 - loss 0.09590356 - time (sec): 95.57 - samples/sec: 13882.49 - lr: 0.100000 |
| 2023-04-06 03:52:02,172 epoch 57 - iter 2650/2650 - loss 0.09605253 - time (sec): 105.82 - samples/sec: 13927.78 - lr: 0.100000 |
| 2023-04-06 03:52:02,172 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:52:02,172 EPOCH 57 done: loss 0.0961 - lr 0.100000 |
| 2023-04-06 03:52:02,172 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:52:02,176 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:52:12,284 epoch 58 - iter 265/2650 - loss 0.09516290 - time (sec): 10.11 - samples/sec: 14479.26 - lr: 0.100000 |
| 2023-04-06 03:52:22,486 epoch 58 - iter 530/2650 - loss 0.09404455 - time (sec): 20.31 - samples/sec: 14379.70 - lr: 0.100000 |
| 2023-04-06 03:52:32,606 epoch 58 - iter 795/2650 - loss 0.09446420 - time (sec): 30.43 - samples/sec: 14441.70 - lr: 0.100000 |
| 2023-04-06 03:52:42,946 epoch 58 - iter 1060/2650 - loss 0.09493658 - time (sec): 40.77 - samples/sec: 14431.77 - lr: 0.100000 |
| 2023-04-06 03:52:53,023 epoch 58 - iter 1325/2650 - loss 0.09499376 - time (sec): 50.85 - samples/sec: 14454.48 - lr: 0.100000 |
| 2023-04-06 03:53:03,356 epoch 58 - iter 1590/2650 - loss 0.09539367 - time (sec): 61.18 - samples/sec: 14446.16 - lr: 0.100000 |
| 2023-04-06 03:53:13,586 epoch 58 - iter 1855/2650 - loss 0.09588581 - time (sec): 71.41 - samples/sec: 14446.84 - lr: 0.100000 |
| 2023-04-06 03:53:23,663 epoch 58 - iter 2120/2650 - loss 0.09576639 - time (sec): 81.49 - samples/sec: 14447.06 - lr: 0.100000 |
| 2023-04-06 03:53:33,817 epoch 58 - iter 2385/2650 - loss 0.09592059 - time (sec): 91.64 - samples/sec: 14468.63 - lr: 0.100000 |
| 2023-04-06 03:53:44,040 epoch 58 - iter 2650/2650 - loss 0.09588228 - time (sec): 101.86 - samples/sec: 14468.48 - lr: 0.100000 |
| 2023-04-06 03:53:44,040 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:53:44,040 EPOCH 58 done: loss 0.0959 - lr 0.100000 |
| 2023-04-06 03:53:44,040 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:53:44,044 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:53:54,242 epoch 59 - iter 265/2650 - loss 0.09289589 - time (sec): 10.20 - samples/sec: 14520.96 - lr: 0.100000 |
| 2023-04-06 03:54:04,364 epoch 59 - iter 530/2650 - loss 0.09477596 - time (sec): 20.32 - samples/sec: 14504.66 - lr: 0.100000 |
| 2023-04-06 03:54:14,466 epoch 59 - iter 795/2650 - loss 0.09480071 - time (sec): 30.42 - samples/sec: 14507.68 - lr: 0.100000 |
| 2023-04-06 03:54:24,491 epoch 59 - iter 1060/2650 - loss 0.09530745 - time (sec): 40.45 - samples/sec: 14515.17 - lr: 0.100000 |
| 2023-04-06 03:54:34,726 epoch 59 - iter 1325/2650 - loss 0.09533160 - time (sec): 50.68 - samples/sec: 14503.43 - lr: 0.100000 |
| 2023-04-06 03:54:44,960 epoch 59 - iter 1590/2650 - loss 0.09568302 - time (sec): 60.92 - samples/sec: 14499.13 - lr: 0.100000 |
| 2023-04-06 03:54:55,045 epoch 59 - iter 1855/2650 - loss 0.09543437 - time (sec): 71.00 - samples/sec: 14492.45 - lr: 0.100000 |
| 2023-04-06 03:55:05,242 epoch 59 - iter 2120/2650 - loss 0.09537910 - time (sec): 81.20 - samples/sec: 14502.36 - lr: 0.100000 |
| 2023-04-06 03:55:15,531 epoch 59 - iter 2385/2650 - loss 0.09589800 - time (sec): 91.49 - samples/sec: 14493.27 - lr: 0.100000 |
| 2023-04-06 03:55:25,701 epoch 59 - iter 2650/2650 - loss 0.09579895 - time (sec): 101.66 - samples/sec: 14498.04 - lr: 0.100000 |
| 2023-04-06 03:55:25,701 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:55:25,701 EPOCH 59 done: loss 0.0958 - lr 0.100000 |
| 2023-04-06 03:55:25,701 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:55:25,705 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:55:35,899 epoch 60 - iter 265/2650 - loss 0.09420405 - time (sec): 10.19 - samples/sec: 14496.54 - lr: 0.100000 |
| 2023-04-06 03:55:46,019 epoch 60 - iter 530/2650 - loss 0.09377646 - time (sec): 20.31 - samples/sec: 14491.91 - lr: 0.100000 |
| 2023-04-06 03:55:56,203 epoch 60 - iter 795/2650 - loss 0.09421307 - time (sec): 30.50 - samples/sec: 14482.77 - lr: 0.100000 |
| 2023-04-06 03:56:06,325 epoch 60 - iter 1060/2650 - loss 0.09484692 - time (sec): 40.62 - samples/sec: 14503.49 - lr: 0.100000 |
| 2023-04-06 03:56:16,560 epoch 60 - iter 1325/2650 - loss 0.09459399 - time (sec): 50.85 - samples/sec: 14494.81 - lr: 0.100000 |
| 2023-04-06 03:56:26,686 epoch 60 - iter 1590/2650 - loss 0.09483917 - time (sec): 60.98 - samples/sec: 14502.00 - lr: 0.100000 |
| 2023-04-06 03:56:36,879 epoch 60 - iter 1855/2650 - loss 0.09489104 - time (sec): 71.17 - samples/sec: 14482.24 - lr: 0.100000 |
| 2023-04-06 03:56:47,042 epoch 60 - iter 2120/2650 - loss 0.09509711 - time (sec): 81.34 - samples/sec: 14492.75 - lr: 0.100000 |
| 2023-04-06 03:56:57,288 epoch 60 - iter 2385/2650 - loss 0.09523308 - time (sec): 91.58 - samples/sec: 14496.24 - lr: 0.100000 |
| 2023-04-06 03:57:07,484 epoch 60 - iter 2650/2650 - loss 0.09528797 - time (sec): 101.78 - samples/sec: 14480.64 - lr: 0.100000 |
| 2023-04-06 03:57:07,485 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:57:07,485 EPOCH 60 done: loss 0.0953 - lr 0.100000 |
| 2023-04-06 03:57:07,485 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:57:07,489 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:57:17,629 epoch 61 - iter 265/2650 - loss 0.09254083 - time (sec): 10.14 - samples/sec: 14442.70 - lr: 0.100000 |
| 2023-04-06 03:57:27,910 epoch 61 - iter 530/2650 - loss 0.09217445 - time (sec): 20.42 - samples/sec: 14393.72 - lr: 0.100000 |
| 2023-04-06 03:57:38,022 epoch 61 - iter 795/2650 - loss 0.09304948 - time (sec): 30.53 - samples/sec: 14414.47 - lr: 0.100000 |
| 2023-04-06 03:57:48,183 epoch 61 - iter 1060/2650 - loss 0.09340662 - time (sec): 40.69 - samples/sec: 14440.92 - lr: 0.100000 |
| 2023-04-06 03:57:58,277 epoch 61 - iter 1325/2650 - loss 0.09395428 - time (sec): 50.79 - samples/sec: 14450.60 - lr: 0.100000 |
| 2023-04-06 03:58:08,588 epoch 61 - iter 1590/2650 - loss 0.09439016 - time (sec): 61.10 - samples/sec: 14420.43 - lr: 0.100000 |
| 2023-04-06 03:58:18,770 epoch 61 - iter 1855/2650 - loss 0.09426182 - time (sec): 71.28 - samples/sec: 14429.59 - lr: 0.100000 |
| 2023-04-06 03:58:29,071 epoch 61 - iter 2120/2650 - loss 0.09436156 - time (sec): 81.58 - samples/sec: 14427.26 - lr: 0.100000 |
| 2023-04-06 03:58:39,246 epoch 61 - iter 2385/2650 - loss 0.09428534 - time (sec): 91.76 - samples/sec: 14434.74 - lr: 0.100000 |
| 2023-04-06 03:58:49,713 epoch 61 - iter 2650/2650 - loss 0.09453470 - time (sec): 102.22 - samples/sec: 14417.53 - lr: 0.100000 |
| 2023-04-06 03:58:49,713 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:58:49,713 EPOCH 61 done: loss 0.0945 - lr 0.100000 |
| 2023-04-06 03:58:49,713 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 03:58:49,720 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 03:58:59,924 epoch 62 - iter 265/2650 - loss 0.09327108 - time (sec): 10.20 - samples/sec: 14538.69 - lr: 0.100000 |
| 2023-04-06 03:59:10,134 epoch 62 - iter 530/2650 - loss 0.09439884 - time (sec): 20.41 - samples/sec: 14506.52 - lr: 0.100000 |
| 2023-04-06 03:59:20,428 epoch 62 - iter 795/2650 - loss 0.09429763 - time (sec): 30.71 - samples/sec: 14467.49 - lr: 0.100000 |
| 2023-04-06 03:59:30,730 epoch 62 - iter 1060/2650 - loss 0.09432183 - time (sec): 41.01 - samples/sec: 14456.91 - lr: 0.100000 |
| 2023-04-06 03:59:40,977 epoch 62 - iter 1325/2650 - loss 0.09443980 - time (sec): 51.26 - samples/sec: 14444.16 - lr: 0.100000 |
| 2023-04-06 03:59:51,133 epoch 62 - iter 1590/2650 - loss 0.09457644 - time (sec): 61.41 - samples/sec: 14457.53 - lr: 0.100000 |
| 2023-04-06 04:00:01,223 epoch 62 - iter 1855/2650 - loss 0.09452141 - time (sec): 71.50 - samples/sec: 14460.13 - lr: 0.100000 |
| 2023-04-06 04:00:11,700 epoch 62 - iter 2120/2650 - loss 0.09492779 - time (sec): 81.98 - samples/sec: 14435.21 - lr: 0.100000 |
| 2023-04-06 04:00:21,621 epoch 62 - iter 2385/2650 - loss 0.09496170 - time (sec): 91.90 - samples/sec: 14437.64 - lr: 0.100000 |
| 2023-04-06 04:00:31,785 epoch 62 - iter 2650/2650 - loss 0.09493288 - time (sec): 102.06 - samples/sec: 14440.07 - lr: 0.100000 |
| 2023-04-06 04:00:31,785 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:00:31,785 EPOCH 62 done: loss 0.0949 - lr 0.100000 |
| 2023-04-06 04:00:31,785 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:00:31,789 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:00:42,026 epoch 63 - iter 265/2650 - loss 0.09369145 - time (sec): 10.24 - samples/sec: 14523.52 - lr: 0.100000 |
| 2023-04-06 04:00:52,327 epoch 63 - iter 530/2650 - loss 0.09360541 - time (sec): 20.54 - samples/sec: 14470.32 - lr: 0.100000 |
| 2023-04-06 04:01:02,550 epoch 63 - iter 795/2650 - loss 0.09351074 - time (sec): 30.76 - samples/sec: 14452.71 - lr: 0.100000 |
| 2023-04-06 04:01:12,671 epoch 63 - iter 1060/2650 - loss 0.09333853 - time (sec): 40.88 - samples/sec: 14444.61 - lr: 0.100000 |
| 2023-04-06 04:01:22,964 epoch 63 - iter 1325/2650 - loss 0.09370224 - time (sec): 51.17 - samples/sec: 14424.47 - lr: 0.100000 |
| 2023-04-06 04:01:33,228 epoch 63 - iter 1590/2650 - loss 0.09364369 - time (sec): 61.44 - samples/sec: 14432.02 - lr: 0.100000 |
| 2023-04-06 04:01:43,408 epoch 63 - iter 1855/2650 - loss 0.09399018 - time (sec): 71.62 - samples/sec: 14445.76 - lr: 0.100000 |
| 2023-04-06 04:01:57,550 epoch 63 - iter 2120/2650 - loss 0.09397280 - time (sec): 85.76 - samples/sec: 13753.64 - lr: 0.100000 |
| 2023-04-06 04:02:07,712 epoch 63 - iter 2385/2650 - loss 0.09389295 - time (sec): 95.92 - samples/sec: 13840.57 - lr: 0.100000 |
| 2023-04-06 04:02:17,740 epoch 63 - iter 2650/2650 - loss 0.09435296 - time (sec): 105.95 - samples/sec: 13910.42 - lr: 0.100000 |
| 2023-04-06 04:02:17,740 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:02:17,740 EPOCH 63 done: loss 0.0944 - lr 0.100000 |
| 2023-04-06 04:02:17,740 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:02:17,744 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:02:27,950 epoch 64 - iter 265/2650 - loss 0.09433259 - time (sec): 10.20 - samples/sec: 14400.46 - lr: 0.100000 |
| 2023-04-06 04:02:38,090 epoch 64 - iter 530/2650 - loss 0.09325865 - time (sec): 20.35 - samples/sec: 14523.63 - lr: 0.100000 |
| 2023-04-06 04:02:48,114 epoch 64 - iter 795/2650 - loss 0.09278355 - time (sec): 30.37 - samples/sec: 14521.11 - lr: 0.100000 |
| 2023-04-06 04:02:58,380 epoch 64 - iter 1060/2650 - loss 0.09388605 - time (sec): 40.64 - samples/sec: 14491.07 - lr: 0.100000 |
| 2023-04-06 04:03:08,559 epoch 64 - iter 1325/2650 - loss 0.09392504 - time (sec): 50.81 - samples/sec: 14486.07 - lr: 0.100000 |
| 2023-04-06 04:03:18,600 epoch 64 - iter 1590/2650 - loss 0.09376735 - time (sec): 60.86 - samples/sec: 14511.09 - lr: 0.100000 |
| 2023-04-06 04:03:28,771 epoch 64 - iter 1855/2650 - loss 0.09403017 - time (sec): 71.03 - samples/sec: 14515.03 - lr: 0.100000 |
| 2023-04-06 04:03:38,910 epoch 64 - iter 2120/2650 - loss 0.09421549 - time (sec): 81.16 - samples/sec: 14525.18 - lr: 0.100000 |
| 2023-04-06 04:03:49,039 epoch 64 - iter 2385/2650 - loss 0.09436820 - time (sec): 91.29 - samples/sec: 14520.82 - lr: 0.100000 |
| 2023-04-06 04:03:59,234 epoch 64 - iter 2650/2650 - loss 0.09454694 - time (sec): 101.49 - samples/sec: 14521.99 - lr: 0.100000 |
| 2023-04-06 04:03:59,234 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:03:59,234 EPOCH 64 done: loss 0.0945 - lr 0.100000 |
| 2023-04-06 04:03:59,234 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:03:59,238 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:04:09,445 epoch 65 - iter 265/2650 - loss 0.09131859 - time (sec): 10.21 - samples/sec: 14478.81 - lr: 0.100000 |
| 2023-04-06 04:04:19,467 epoch 65 - iter 530/2650 - loss 0.09194799 - time (sec): 20.23 - samples/sec: 14526.18 - lr: 0.100000 |
| 2023-04-06 04:04:29,632 epoch 65 - iter 795/2650 - loss 0.09335725 - time (sec): 30.39 - samples/sec: 14519.62 - lr: 0.100000 |
| 2023-04-06 04:04:39,790 epoch 65 - iter 1060/2650 - loss 0.09345533 - time (sec): 40.55 - samples/sec: 14520.56 - lr: 0.100000 |
| 2023-04-06 04:04:50,029 epoch 65 - iter 1325/2650 - loss 0.09359930 - time (sec): 50.79 - samples/sec: 14513.98 - lr: 0.100000 |
| 2023-04-06 04:05:00,170 epoch 65 - iter 1590/2650 - loss 0.09397764 - time (sec): 60.93 - samples/sec: 14526.35 - lr: 0.100000 |
| 2023-04-06 04:05:10,353 epoch 65 - iter 1855/2650 - loss 0.09402017 - time (sec): 71.11 - samples/sec: 14534.71 - lr: 0.100000 |
| 2023-04-06 04:05:20,428 epoch 65 - iter 2120/2650 - loss 0.09376844 - time (sec): 81.19 - samples/sec: 14533.45 - lr: 0.100000 |
| 2023-04-06 04:05:30,572 epoch 65 - iter 2385/2650 - loss 0.09374590 - time (sec): 91.33 - samples/sec: 14524.92 - lr: 0.100000 |
| 2023-04-06 04:05:40,745 epoch 65 - iter 2650/2650 - loss 0.09375804 - time (sec): 101.51 - samples/sec: 14519.47 - lr: 0.100000 |
| 2023-04-06 04:05:40,745 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:05:40,745 EPOCH 65 done: loss 0.0938 - lr 0.100000 |
| 2023-04-06 04:05:40,745 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:05:40,749 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:05:50,701 epoch 66 - iter 265/2650 - loss 0.08954511 - time (sec): 9.95 - samples/sec: 14604.30 - lr: 0.100000 |
| 2023-04-06 04:06:00,926 epoch 66 - iter 530/2650 - loss 0.09092455 - time (sec): 20.18 - samples/sec: 14552.56 - lr: 0.100000 |
| 2023-04-06 04:06:11,142 epoch 66 - iter 795/2650 - loss 0.09227201 - time (sec): 30.39 - samples/sec: 14506.08 - lr: 0.100000 |
| 2023-04-06 04:06:21,588 epoch 66 - iter 1060/2650 - loss 0.09238344 - time (sec): 40.84 - samples/sec: 14409.23 - lr: 0.100000 |
| 2023-04-06 04:06:31,832 epoch 66 - iter 1325/2650 - loss 0.09296019 - time (sec): 51.08 - samples/sec: 14408.91 - lr: 0.100000 |
| 2023-04-06 04:06:42,251 epoch 66 - iter 1590/2650 - loss 0.09324652 - time (sec): 61.50 - samples/sec: 14378.59 - lr: 0.100000 |
| 2023-04-06 04:06:52,524 epoch 66 - iter 1855/2650 - loss 0.09342655 - time (sec): 71.78 - samples/sec: 14373.09 - lr: 0.100000 |
| 2023-04-06 04:07:02,804 epoch 66 - iter 2120/2650 - loss 0.09309511 - time (sec): 82.06 - samples/sec: 14367.21 - lr: 0.100000 |
| 2023-04-06 04:07:13,045 epoch 66 - iter 2385/2650 - loss 0.09319554 - time (sec): 92.30 - samples/sec: 14361.16 - lr: 0.100000 |
| 2023-04-06 04:07:23,392 epoch 66 - iter 2650/2650 - loss 0.09329337 - time (sec): 102.64 - samples/sec: 14358.72 - lr: 0.100000 |
| 2023-04-06 04:07:23,392 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:07:23,392 EPOCH 66 done: loss 0.0933 - lr 0.100000 |
| 2023-04-06 04:07:23,392 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:07:23,396 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:07:33,671 epoch 67 - iter 265/2650 - loss 0.09281769 - time (sec): 10.27 - samples/sec: 14419.12 - lr: 0.100000 |
| 2023-04-06 04:07:44,066 epoch 67 - iter 530/2650 - loss 0.09250065 - time (sec): 20.67 - samples/sec: 14382.66 - lr: 0.100000 |
| 2023-04-06 04:07:54,321 epoch 67 - iter 795/2650 - loss 0.09168825 - time (sec): 30.93 - samples/sec: 14350.46 - lr: 0.100000 |
| 2023-04-06 04:08:04,637 epoch 67 - iter 1060/2650 - loss 0.09277832 - time (sec): 41.24 - samples/sec: 14339.24 - lr: 0.100000 |
| 2023-04-06 04:08:14,936 epoch 67 - iter 1325/2650 - loss 0.09304300 - time (sec): 51.54 - samples/sec: 14333.88 - lr: 0.100000 |
| 2023-04-06 04:08:25,116 epoch 67 - iter 1590/2650 - loss 0.09307971 - time (sec): 61.72 - samples/sec: 14336.50 - lr: 0.100000 |
| 2023-04-06 04:08:35,211 epoch 67 - iter 1855/2650 - loss 0.09306137 - time (sec): 71.82 - samples/sec: 14329.76 - lr: 0.100000 |
| 2023-04-06 04:08:45,674 epoch 67 - iter 2120/2650 - loss 0.09307567 - time (sec): 82.28 - samples/sec: 14330.93 - lr: 0.100000 |
| 2023-04-06 04:08:55,979 epoch 67 - iter 2385/2650 - loss 0.09318599 - time (sec): 92.58 - samples/sec: 14325.49 - lr: 0.100000 |
| 2023-04-06 04:09:06,254 epoch 67 - iter 2650/2650 - loss 0.09350696 - time (sec): 102.86 - samples/sec: 14328.69 - lr: 0.100000 |
| 2023-04-06 04:09:06,254 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:09:06,254 EPOCH 67 done: loss 0.0935 - lr 0.100000 |
| 2023-04-06 04:09:06,254 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:09:06,260 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:09:16,619 epoch 68 - iter 265/2650 - loss 0.09411261 - time (sec): 10.36 - samples/sec: 14322.21 - lr: 0.100000 |
| 2023-04-06 04:09:26,749 epoch 68 - iter 530/2650 - loss 0.09502678 - time (sec): 20.49 - samples/sec: 14374.54 - lr: 0.100000 |
| 2023-04-06 04:09:36,957 epoch 68 - iter 795/2650 - loss 0.09341420 - time (sec): 30.70 - samples/sec: 14394.39 - lr: 0.100000 |
| 2023-04-06 04:09:47,086 epoch 68 - iter 1060/2650 - loss 0.09347245 - time (sec): 40.83 - samples/sec: 14399.58 - lr: 0.100000 |
| 2023-04-06 04:09:57,349 epoch 68 - iter 1325/2650 - loss 0.09308225 - time (sec): 51.09 - samples/sec: 14374.46 - lr: 0.100000 |
| 2023-04-06 04:10:07,722 epoch 68 - iter 1590/2650 - loss 0.09323788 - time (sec): 61.46 - samples/sec: 14387.95 - lr: 0.100000 |
| 2023-04-06 04:10:17,993 epoch 68 - iter 1855/2650 - loss 0.09318535 - time (sec): 71.73 - samples/sec: 14381.33 - lr: 0.100000 |
| 2023-04-06 04:10:28,165 epoch 68 - iter 2120/2650 - loss 0.09299953 - time (sec): 81.90 - samples/sec: 14400.46 - lr: 0.100000 |
| 2023-04-06 04:10:38,414 epoch 68 - iter 2385/2650 - loss 0.09314580 - time (sec): 92.15 - samples/sec: 14407.78 - lr: 0.100000 |
| 2023-04-06 04:10:48,509 epoch 68 - iter 2650/2650 - loss 0.09317509 - time (sec): 102.25 - samples/sec: 14414.03 - lr: 0.100000 |
| 2023-04-06 04:10:48,509 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:10:48,509 EPOCH 68 done: loss 0.0932 - lr 0.100000 |
| 2023-04-06 04:10:48,509 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:10:48,513 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:10:58,667 epoch 69 - iter 265/2650 - loss 0.09048874 - time (sec): 10.15 - samples/sec: 14445.50 - lr: 0.100000 |
| 2023-04-06 04:11:08,870 epoch 69 - iter 530/2650 - loss 0.09125774 - time (sec): 20.36 - samples/sec: 14480.49 - lr: 0.100000 |
| 2023-04-06 04:11:18,966 epoch 69 - iter 795/2650 - loss 0.09229100 - time (sec): 30.45 - samples/sec: 14505.02 - lr: 0.100000 |
| 2023-04-06 04:11:29,165 epoch 69 - iter 1060/2650 - loss 0.09286190 - time (sec): 40.65 - samples/sec: 14501.95 - lr: 0.100000 |
| 2023-04-06 04:11:39,290 epoch 69 - iter 1325/2650 - loss 0.09291963 - time (sec): 50.78 - samples/sec: 14500.06 - lr: 0.100000 |
| 2023-04-06 04:11:49,499 epoch 69 - iter 1590/2650 - loss 0.09312472 - time (sec): 60.99 - samples/sec: 14487.61 - lr: 0.100000 |
| 2023-04-06 04:11:59,750 epoch 69 - iter 1855/2650 - loss 0.09297419 - time (sec): 71.24 - samples/sec: 14468.68 - lr: 0.100000 |
| 2023-04-06 04:12:09,972 epoch 69 - iter 2120/2650 - loss 0.09290360 - time (sec): 81.46 - samples/sec: 14468.19 - lr: 0.100000 |
| 2023-04-06 04:12:24,217 epoch 69 - iter 2385/2650 - loss 0.09304509 - time (sec): 95.70 - samples/sec: 13835.09 - lr: 0.100000 |
| 2023-04-06 04:12:34,466 epoch 69 - iter 2650/2650 - loss 0.09269205 - time (sec): 105.95 - samples/sec: 13910.23 - lr: 0.100000 |
| 2023-04-06 04:12:34,466 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:12:34,466 EPOCH 69 done: loss 0.0927 - lr 0.100000 |
| 2023-04-06 04:12:34,466 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:12:34,469 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:12:44,407 epoch 70 - iter 265/2650 - loss 0.08918612 - time (sec): 9.94 - samples/sec: 14605.82 - lr: 0.100000 |
| 2023-04-06 04:12:54,535 epoch 70 - iter 530/2650 - loss 0.08981270 - time (sec): 20.07 - samples/sec: 14558.20 - lr: 0.100000 |
| 2023-04-06 04:13:04,676 epoch 70 - iter 795/2650 - loss 0.09000592 - time (sec): 30.21 - samples/sec: 14536.35 - lr: 0.100000 |
| 2023-04-06 04:13:14,943 epoch 70 - iter 1060/2650 - loss 0.09025327 - time (sec): 40.47 - samples/sec: 14510.91 - lr: 0.100000 |
| 2023-04-06 04:13:25,164 epoch 70 - iter 1325/2650 - loss 0.09051947 - time (sec): 50.69 - samples/sec: 14514.06 - lr: 0.100000 |
| 2023-04-06 04:13:35,297 epoch 70 - iter 1590/2650 - loss 0.09050660 - time (sec): 60.83 - samples/sec: 14500.54 - lr: 0.100000 |
| 2023-04-06 04:13:45,393 epoch 70 - iter 1855/2650 - loss 0.09124731 - time (sec): 70.92 - samples/sec: 14512.12 - lr: 0.100000 |
| 2023-04-06 04:13:55,593 epoch 70 - iter 2120/2650 - loss 0.09148541 - time (sec): 81.12 - samples/sec: 14497.86 - lr: 0.100000 |
| 2023-04-06 04:14:05,808 epoch 70 - iter 2385/2650 - loss 0.09177303 - time (sec): 91.34 - samples/sec: 14504.63 - lr: 0.100000 |
| 2023-04-06 04:14:16,156 epoch 70 - iter 2650/2650 - loss 0.09199457 - time (sec): 101.69 - samples/sec: 14493.74 - lr: 0.100000 |
| 2023-04-06 04:14:16,157 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:14:16,157 EPOCH 70 done: loss 0.0920 - lr 0.100000 |
| 2023-04-06 04:14:16,157 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:14:16,161 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:14:26,369 epoch 71 - iter 265/2650 - loss 0.08987095 - time (sec): 10.21 - samples/sec: 14601.26 - lr: 0.100000 |
| 2023-04-06 04:14:36,620 epoch 71 - iter 530/2650 - loss 0.09038876 - time (sec): 20.46 - samples/sec: 14540.35 - lr: 0.100000 |
| 2023-04-06 04:14:46,790 epoch 71 - iter 795/2650 - loss 0.09106839 - time (sec): 30.63 - samples/sec: 14507.54 - lr: 0.100000 |
| 2023-04-06 04:14:57,062 epoch 71 - iter 1060/2650 - loss 0.09094524 - time (sec): 40.90 - samples/sec: 14492.42 - lr: 0.100000 |
| 2023-04-06 04:15:07,240 epoch 71 - iter 1325/2650 - loss 0.09096297 - time (sec): 51.08 - samples/sec: 14505.94 - lr: 0.100000 |
| 2023-04-06 04:15:17,365 epoch 71 - iter 1590/2650 - loss 0.09155723 - time (sec): 61.20 - samples/sec: 14505.86 - lr: 0.100000 |
| 2023-04-06 04:15:27,473 epoch 71 - iter 1855/2650 - loss 0.09179258 - time (sec): 71.31 - samples/sec: 14509.29 - lr: 0.100000 |
| 2023-04-06 04:15:37,722 epoch 71 - iter 2120/2650 - loss 0.09219347 - time (sec): 81.56 - samples/sec: 14494.63 - lr: 0.100000 |
| 2023-04-06 04:15:47,738 epoch 71 - iter 2385/2650 - loss 0.09222124 - time (sec): 91.58 - samples/sec: 14501.97 - lr: 0.100000 |
| 2023-04-06 04:15:57,834 epoch 71 - iter 2650/2650 - loss 0.09224161 - time (sec): 101.67 - samples/sec: 14495.72 - lr: 0.100000 |
| 2023-04-06 04:15:57,834 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:15:57,834 EPOCH 71 done: loss 0.0922 - lr 0.100000 |
| 2023-04-06 04:15:57,834 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:15:57,837 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:16:08,131 epoch 72 - iter 265/2650 - loss 0.09040554 - time (sec): 10.29 - samples/sec: 14436.75 - lr: 0.100000 |
| 2023-04-06 04:16:18,216 epoch 72 - iter 530/2650 - loss 0.08965582 - time (sec): 20.38 - samples/sec: 14522.22 - lr: 0.100000 |
| 2023-04-06 04:16:28,468 epoch 72 - iter 795/2650 - loss 0.08956752 - time (sec): 30.63 - samples/sec: 14500.00 - lr: 0.100000 |
| 2023-04-06 04:16:38,449 epoch 72 - iter 1060/2650 - loss 0.09014766 - time (sec): 40.61 - samples/sec: 14526.64 - lr: 0.100000 |
| 2023-04-06 04:16:48,647 epoch 72 - iter 1325/2650 - loss 0.09078679 - time (sec): 50.81 - samples/sec: 14512.86 - lr: 0.100000 |
| 2023-04-06 04:16:58,736 epoch 72 - iter 1590/2650 - loss 0.09148872 - time (sec): 60.90 - samples/sec: 14513.04 - lr: 0.100000 |
| 2023-04-06 04:17:08,960 epoch 72 - iter 1855/2650 - loss 0.09144408 - time (sec): 71.12 - samples/sec: 14485.47 - lr: 0.100000 |
| 2023-04-06 04:17:19,352 epoch 72 - iter 2120/2650 - loss 0.09150036 - time (sec): 81.51 - samples/sec: 14465.08 - lr: 0.100000 |
| 2023-04-06 04:17:29,616 epoch 72 - iter 2385/2650 - loss 0.09157609 - time (sec): 91.78 - samples/sec: 14457.45 - lr: 0.100000 |
| 2023-04-06 04:17:39,810 epoch 72 - iter 2650/2650 - loss 0.09151922 - time (sec): 101.97 - samples/sec: 14453.03 - lr: 0.100000 |
| 2023-04-06 04:17:39,811 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:17:39,811 EPOCH 72 done: loss 0.0915 - lr 0.100000 |
| 2023-04-06 04:17:39,811 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:17:39,815 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:17:49,924 epoch 73 - iter 265/2650 - loss 0.09029847 - time (sec): 10.11 - samples/sec: 14431.05 - lr: 0.100000 |
| 2023-04-06 04:18:00,149 epoch 73 - iter 530/2650 - loss 0.09063659 - time (sec): 20.33 - samples/sec: 14461.25 - lr: 0.100000 |
| 2023-04-06 04:18:10,484 epoch 73 - iter 795/2650 - loss 0.09054764 - time (sec): 30.67 - samples/sec: 14399.93 - lr: 0.100000 |
| 2023-04-06 04:18:20,610 epoch 73 - iter 1060/2650 - loss 0.09016852 - time (sec): 40.79 - samples/sec: 14434.34 - lr: 0.100000 |
| 2023-04-06 04:18:30,882 epoch 73 - iter 1325/2650 - loss 0.09118376 - time (sec): 51.07 - samples/sec: 14429.41 - lr: 0.100000 |
| 2023-04-06 04:18:41,153 epoch 73 - iter 1590/2650 - loss 0.09175331 - time (sec): 61.34 - samples/sec: 14421.35 - lr: 0.100000 |
| 2023-04-06 04:18:51,357 epoch 73 - iter 1855/2650 - loss 0.09157526 - time (sec): 71.54 - samples/sec: 14428.74 - lr: 0.100000 |
| 2023-04-06 04:19:01,480 epoch 73 - iter 2120/2650 - loss 0.09123422 - time (sec): 81.66 - samples/sec: 14443.46 - lr: 0.100000 |
| 2023-04-06 04:19:11,741 epoch 73 - iter 2385/2650 - loss 0.09146531 - time (sec): 91.93 - samples/sec: 14442.76 - lr: 0.100000 |
| 2023-04-06 04:19:21,809 epoch 73 - iter 2650/2650 - loss 0.09152525 - time (sec): 101.99 - samples/sec: 14450.05 - lr: 0.100000 |
| 2023-04-06 04:19:21,810 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:19:21,810 EPOCH 73 done: loss 0.0915 - lr 0.100000 |
| 2023-04-06 04:19:21,810 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:19:21,817 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:19:32,032 epoch 74 - iter 265/2650 - loss 0.09171549 - time (sec): 10.21 - samples/sec: 14484.39 - lr: 0.100000 |
| 2023-04-06 04:19:42,329 epoch 74 - iter 530/2650 - loss 0.09084298 - time (sec): 20.51 - samples/sec: 14464.07 - lr: 0.100000 |
| 2023-04-06 04:19:52,420 epoch 74 - iter 795/2650 - loss 0.09144970 - time (sec): 30.60 - samples/sec: 14463.71 - lr: 0.100000 |
| 2023-04-06 04:20:02,683 epoch 74 - iter 1060/2650 - loss 0.09165401 - time (sec): 40.86 - samples/sec: 14453.45 - lr: 0.100000 |
| 2023-04-06 04:20:12,931 epoch 74 - iter 1325/2650 - loss 0.09150483 - time (sec): 51.11 - samples/sec: 14458.63 - lr: 0.100000 |
| 2023-04-06 04:20:23,167 epoch 74 - iter 1590/2650 - loss 0.09142535 - time (sec): 61.35 - samples/sec: 14465.98 - lr: 0.100000 |
| 2023-04-06 04:20:33,249 epoch 74 - iter 1855/2650 - loss 0.09142134 - time (sec): 71.43 - samples/sec: 14460.82 - lr: 0.100000 |
| 2023-04-06 04:20:43,439 epoch 74 - iter 2120/2650 - loss 0.09160474 - time (sec): 81.62 - samples/sec: 14445.65 - lr: 0.100000 |
| 2023-04-06 04:20:53,630 epoch 74 - iter 2385/2650 - loss 0.09140863 - time (sec): 91.81 - samples/sec: 14451.30 - lr: 0.100000 |
| 2023-04-06 04:21:03,913 epoch 74 - iter 2650/2650 - loss 0.09134285 - time (sec): 102.10 - samples/sec: 14435.69 - lr: 0.100000 |
| 2023-04-06 04:21:03,914 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:21:03,914 EPOCH 74 done: loss 0.0913 - lr 0.100000 |
| 2023-04-06 04:21:03,914 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:21:03,918 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:21:14,133 epoch 75 - iter 265/2650 - loss 0.08788198 - time (sec): 10.22 - samples/sec: 14460.41 - lr: 0.100000 |
| 2023-04-06 04:21:24,328 epoch 75 - iter 530/2650 - loss 0.08925181 - time (sec): 20.41 - samples/sec: 14408.35 - lr: 0.100000 |
| 2023-04-06 04:21:34,593 epoch 75 - iter 795/2650 - loss 0.08953673 - time (sec): 30.68 - samples/sec: 14400.38 - lr: 0.100000 |
| 2023-04-06 04:21:44,801 epoch 75 - iter 1060/2650 - loss 0.09066961 - time (sec): 40.88 - samples/sec: 14415.65 - lr: 0.100000 |
| 2023-04-06 04:21:54,921 epoch 75 - iter 1325/2650 - loss 0.09074201 - time (sec): 51.00 - samples/sec: 14448.73 - lr: 0.100000 |
| 2023-04-06 04:22:05,191 epoch 75 - iter 1590/2650 - loss 0.09077918 - time (sec): 61.27 - samples/sec: 14422.43 - lr: 0.100000 |
| 2023-04-06 04:22:15,469 epoch 75 - iter 1855/2650 - loss 0.09097050 - time (sec): 71.55 - samples/sec: 14425.30 - lr: 0.100000 |
| 2023-04-06 04:22:25,731 epoch 75 - iter 2120/2650 - loss 0.09110485 - time (sec): 81.81 - samples/sec: 14423.87 - lr: 0.100000 |
| 2023-04-06 04:22:35,863 epoch 75 - iter 2385/2650 - loss 0.09127782 - time (sec): 91.95 - samples/sec: 14434.70 - lr: 0.100000 |
| 2023-04-06 04:22:45,962 epoch 75 - iter 2650/2650 - loss 0.09136324 - time (sec): 102.04 - samples/sec: 14442.93 - lr: 0.100000 |
| 2023-04-06 04:22:45,963 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:22:45,963 EPOCH 75 done: loss 0.0914 - lr 0.100000 |
| 2023-04-06 04:22:45,963 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:22:45,967 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:23:00,412 epoch 76 - iter 265/2650 - loss 0.08812318 - time (sec): 14.44 - samples/sec: 10334.99 - lr: 0.100000 |
| 2023-04-06 04:23:10,642 epoch 76 - iter 530/2650 - loss 0.08912671 - time (sec): 24.67 - samples/sec: 12079.26 - lr: 0.100000 |
| 2023-04-06 04:23:20,790 epoch 76 - iter 795/2650 - loss 0.08903704 - time (sec): 34.82 - samples/sec: 12786.49 - lr: 0.100000 |
| 2023-04-06 04:23:30,844 epoch 76 - iter 1060/2650 - loss 0.08993708 - time (sec): 44.88 - samples/sec: 13167.43 - lr: 0.100000 |
| 2023-04-06 04:23:40,888 epoch 76 - iter 1325/2650 - loss 0.09035288 - time (sec): 54.92 - samples/sec: 13417.98 - lr: 0.100000 |
| 2023-04-06 04:23:51,058 epoch 76 - iter 1590/2650 - loss 0.09066339 - time (sec): 65.09 - samples/sec: 13588.42 - lr: 0.100000 |
| 2023-04-06 04:24:01,260 epoch 76 - iter 1855/2650 - loss 0.09070726 - time (sec): 75.29 - samples/sec: 13700.13 - lr: 0.100000 |
| 2023-04-06 04:24:11,508 epoch 76 - iter 2120/2650 - loss 0.09065398 - time (sec): 85.54 - samples/sec: 13779.03 - lr: 0.100000 |
| 2023-04-06 04:24:21,801 epoch 76 - iter 2385/2650 - loss 0.09092510 - time (sec): 95.83 - samples/sec: 13837.72 - lr: 0.100000 |
| 2023-04-06 04:24:32,037 epoch 76 - iter 2650/2650 - loss 0.09105979 - time (sec): 106.07 - samples/sec: 13894.82 - lr: 0.100000 |
| 2023-04-06 04:24:32,037 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:24:32,037 EPOCH 76 done: loss 0.0911 - lr 0.100000 |
| 2023-04-06 04:24:32,037 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:24:32,041 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:24:42,325 epoch 77 - iter 265/2650 - loss 0.09044634 - time (sec): 10.28 - samples/sec: 14404.29 - lr: 0.100000 |
| 2023-04-06 04:24:52,525 epoch 77 - iter 530/2650 - loss 0.08912198 - time (sec): 20.48 - samples/sec: 14414.06 - lr: 0.100000 |
| 2023-04-06 04:25:02,788 epoch 77 - iter 795/2650 - loss 0.08898236 - time (sec): 30.75 - samples/sec: 14391.73 - lr: 0.100000 |
| 2023-04-06 04:25:12,908 epoch 77 - iter 1060/2650 - loss 0.08922383 - time (sec): 40.87 - samples/sec: 14424.18 - lr: 0.100000 |
| 2023-04-06 04:25:23,050 epoch 77 - iter 1325/2650 - loss 0.08992857 - time (sec): 51.01 - samples/sec: 14422.78 - lr: 0.100000 |
| 2023-04-06 04:25:33,210 epoch 77 - iter 1590/2650 - loss 0.09025853 - time (sec): 61.17 - samples/sec: 14440.61 - lr: 0.100000 |
| 2023-04-06 04:25:43,506 epoch 77 - iter 1855/2650 - loss 0.09030122 - time (sec): 71.46 - samples/sec: 14452.65 - lr: 0.100000 |
| 2023-04-06 04:25:53,634 epoch 77 - iter 2120/2650 - loss 0.09048242 - time (sec): 81.59 - samples/sec: 14473.41 - lr: 0.100000 |
| 2023-04-06 04:26:03,725 epoch 77 - iter 2385/2650 - loss 0.09054973 - time (sec): 91.68 - samples/sec: 14479.05 - lr: 0.100000 |
| 2023-04-06 04:26:13,754 epoch 77 - iter 2650/2650 - loss 0.09074831 - time (sec): 101.71 - samples/sec: 14490.07 - lr: 0.100000 |
| 2023-04-06 04:26:13,754 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:26:13,754 EPOCH 77 done: loss 0.0907 - lr 0.100000 |
| 2023-04-06 04:26:13,754 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:26:13,758 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:26:23,802 epoch 78 - iter 265/2650 - loss 0.08763843 - time (sec): 10.04 - samples/sec: 14527.71 - lr: 0.100000 |
| 2023-04-06 04:26:34,089 epoch 78 - iter 530/2650 - loss 0.08940872 - time (sec): 20.33 - samples/sec: 14472.45 - lr: 0.100000 |
| 2023-04-06 04:26:44,543 epoch 78 - iter 795/2650 - loss 0.08946774 - time (sec): 30.78 - samples/sec: 14438.36 - lr: 0.100000 |
| 2023-04-06 04:26:54,825 epoch 78 - iter 1060/2650 - loss 0.08998604 - time (sec): 41.07 - samples/sec: 14416.96 - lr: 0.100000 |
| 2023-04-06 04:27:04,945 epoch 78 - iter 1325/2650 - loss 0.08990088 - time (sec): 51.19 - samples/sec: 14418.47 - lr: 0.100000 |
| 2023-04-06 04:27:15,130 epoch 78 - iter 1590/2650 - loss 0.08971696 - time (sec): 61.37 - samples/sec: 14437.57 - lr: 0.100000 |
| 2023-04-06 04:27:25,383 epoch 78 - iter 1855/2650 - loss 0.08984242 - time (sec): 71.62 - samples/sec: 14431.40 - lr: 0.100000 |
| 2023-04-06 04:27:35,530 epoch 78 - iter 2120/2650 - loss 0.09009775 - time (sec): 81.77 - samples/sec: 14429.47 - lr: 0.100000 |
| 2023-04-06 04:27:45,620 epoch 78 - iter 2385/2650 - loss 0.09013786 - time (sec): 91.86 - samples/sec: 14434.01 - lr: 0.100000 |
| 2023-04-06 04:27:55,889 epoch 78 - iter 2650/2650 - loss 0.09026931 - time (sec): 102.13 - samples/sec: 14430.67 - lr: 0.100000 |
| 2023-04-06 04:27:55,890 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:27:55,890 EPOCH 78 done: loss 0.0903 - lr 0.100000 |
| 2023-04-06 04:27:55,890 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:27:55,894 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:28:06,113 epoch 79 - iter 265/2650 - loss 0.09286065 - time (sec): 10.22 - samples/sec: 14527.52 - lr: 0.100000 |
| 2023-04-06 04:28:16,218 epoch 79 - iter 530/2650 - loss 0.09068622 - time (sec): 20.32 - samples/sec: 14447.48 - lr: 0.100000 |
| 2023-04-06 04:28:26,347 epoch 79 - iter 795/2650 - loss 0.09067542 - time (sec): 30.45 - samples/sec: 14464.19 - lr: 0.100000 |
| 2023-04-06 04:28:36,639 epoch 79 - iter 1060/2650 - loss 0.09043994 - time (sec): 40.74 - samples/sec: 14479.20 - lr: 0.100000 |
| 2023-04-06 04:28:46,640 epoch 79 - iter 1325/2650 - loss 0.09047346 - time (sec): 50.75 - samples/sec: 14488.83 - lr: 0.100000 |
| 2023-04-06 04:28:56,834 epoch 79 - iter 1590/2650 - loss 0.09022128 - time (sec): 60.94 - samples/sec: 14496.72 - lr: 0.100000 |
| 2023-04-06 04:29:06,918 epoch 79 - iter 1855/2650 - loss 0.09009059 - time (sec): 71.02 - samples/sec: 14517.94 - lr: 0.100000 |
| 2023-04-06 04:29:17,090 epoch 79 - iter 2120/2650 - loss 0.09001318 - time (sec): 81.20 - samples/sec: 14521.70 - lr: 0.100000 |
| 2023-04-06 04:29:27,141 epoch 79 - iter 2385/2650 - loss 0.08980393 - time (sec): 91.25 - samples/sec: 14527.46 - lr: 0.100000 |
| 2023-04-06 04:29:37,388 epoch 79 - iter 2650/2650 - loss 0.09010633 - time (sec): 101.49 - samples/sec: 14521.30 - lr: 0.100000 |
| 2023-04-06 04:29:37,389 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:29:37,389 EPOCH 79 done: loss 0.0901 - lr 0.100000 |
| 2023-04-06 04:29:37,389 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:29:37,396 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:29:47,461 epoch 80 - iter 265/2650 - loss 0.08754027 - time (sec): 10.07 - samples/sec: 14570.09 - lr: 0.100000 |
| 2023-04-06 04:29:57,600 epoch 80 - iter 530/2650 - loss 0.08888185 - time (sec): 20.20 - samples/sec: 14558.11 - lr: 0.100000 |
| 2023-04-06 04:30:07,780 epoch 80 - iter 795/2650 - loss 0.08843406 - time (sec): 30.38 - samples/sec: 14551.05 - lr: 0.100000 |
| 2023-04-06 04:30:18,066 epoch 80 - iter 1060/2650 - loss 0.08865428 - time (sec): 40.67 - samples/sec: 14516.79 - lr: 0.100000 |
| 2023-04-06 04:30:28,216 epoch 80 - iter 1325/2650 - loss 0.08878725 - time (sec): 50.82 - samples/sec: 14517.29 - lr: 0.100000 |
| 2023-04-06 04:30:38,330 epoch 80 - iter 1590/2650 - loss 0.08903230 - time (sec): 60.93 - samples/sec: 14524.82 - lr: 0.100000 |
| 2023-04-06 04:30:48,447 epoch 80 - iter 1855/2650 - loss 0.08889945 - time (sec): 71.05 - samples/sec: 14536.79 - lr: 0.100000 |
| 2023-04-06 04:30:58,574 epoch 80 - iter 2120/2650 - loss 0.08887894 - time (sec): 81.18 - samples/sec: 14540.55 - lr: 0.100000 |
| 2023-04-06 04:31:08,717 epoch 80 - iter 2385/2650 - loss 0.08921566 - time (sec): 91.32 - samples/sec: 14535.91 - lr: 0.100000 |
| 2023-04-06 04:31:18,865 epoch 80 - iter 2650/2650 - loss 0.08938123 - time (sec): 101.47 - samples/sec: 14524.96 - lr: 0.100000 |
| 2023-04-06 04:31:18,865 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:31:18,865 EPOCH 80 done: loss 0.0894 - lr 0.100000 |
| 2023-04-06 04:31:18,865 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:31:18,868 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:31:28,855 epoch 81 - iter 265/2650 - loss 0.08805005 - time (sec): 9.99 - samples/sec: 14637.49 - lr: 0.100000 |
| 2023-04-06 04:31:39,155 epoch 81 - iter 530/2650 - loss 0.08867173 - time (sec): 20.29 - samples/sec: 14566.52 - lr: 0.100000 |
| 2023-04-06 04:31:49,367 epoch 81 - iter 795/2650 - loss 0.08795342 - time (sec): 30.50 - samples/sec: 14505.48 - lr: 0.100000 |
| 2023-04-06 04:31:59,708 epoch 81 - iter 1060/2650 - loss 0.08867225 - time (sec): 40.84 - samples/sec: 14521.62 - lr: 0.100000 |
| 2023-04-06 04:32:09,929 epoch 81 - iter 1325/2650 - loss 0.08913092 - time (sec): 51.06 - samples/sec: 14495.27 - lr: 0.100000 |
| 2023-04-06 04:32:19,925 epoch 81 - iter 1590/2650 - loss 0.08914534 - time (sec): 61.06 - samples/sec: 14492.29 - lr: 0.100000 |
| 2023-04-06 04:32:30,069 epoch 81 - iter 1855/2650 - loss 0.08955207 - time (sec): 71.20 - samples/sec: 14485.88 - lr: 0.100000 |
| 2023-04-06 04:32:40,428 epoch 81 - iter 2120/2650 - loss 0.08959358 - time (sec): 81.56 - samples/sec: 14474.05 - lr: 0.100000 |
| 2023-04-06 04:32:50,646 epoch 81 - iter 2385/2650 - loss 0.08964951 - time (sec): 91.78 - samples/sec: 14463.32 - lr: 0.100000 |
| 2023-04-06 04:33:00,690 epoch 81 - iter 2650/2650 - loss 0.08985024 - time (sec): 101.82 - samples/sec: 14474.58 - lr: 0.100000 |
| 2023-04-06 04:33:00,690 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:33:00,690 EPOCH 81 done: loss 0.0899 - lr 0.100000 |
| 2023-04-06 04:33:00,690 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:33:00,695 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:33:10,981 epoch 82 - iter 265/2650 - loss 0.09134360 - time (sec): 10.29 - samples/sec: 14476.28 - lr: 0.100000 |
| 2023-04-06 04:33:21,196 epoch 82 - iter 530/2650 - loss 0.09056674 - time (sec): 20.50 - samples/sec: 14457.05 - lr: 0.100000 |
| 2023-04-06 04:33:35,829 epoch 82 - iter 795/2650 - loss 0.08973422 - time (sec): 35.13 - samples/sec: 12656.30 - lr: 0.100000 |
| 2023-04-06 04:33:46,052 epoch 82 - iter 1060/2650 - loss 0.08972652 - time (sec): 45.36 - samples/sec: 13057.74 - lr: 0.100000 |
| 2023-04-06 04:33:56,182 epoch 82 - iter 1325/2650 - loss 0.08970175 - time (sec): 55.49 - samples/sec: 13317.11 - lr: 0.100000 |
| 2023-04-06 04:34:06,321 epoch 82 - iter 1590/2650 - loss 0.08980760 - time (sec): 65.63 - samples/sec: 13487.92 - lr: 0.100000 |
| 2023-04-06 04:34:16,412 epoch 82 - iter 1855/2650 - loss 0.08984274 - time (sec): 75.72 - samples/sec: 13613.27 - lr: 0.100000 |
| 2023-04-06 04:34:26,562 epoch 82 - iter 2120/2650 - loss 0.08986488 - time (sec): 85.87 - samples/sec: 13716.42 - lr: 0.100000 |
| 2023-04-06 04:34:36,832 epoch 82 - iter 2385/2650 - loss 0.08988644 - time (sec): 96.14 - samples/sec: 13783.85 - lr: 0.100000 |
| 2023-04-06 04:34:47,205 epoch 82 - iter 2650/2650 - loss 0.09018965 - time (sec): 106.51 - samples/sec: 13837.36 - lr: 0.100000 |
| 2023-04-06 04:34:47,206 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:34:47,206 EPOCH 82 done: loss 0.0902 - lr 0.100000 |
| 2023-04-06 04:34:47,206 BAD EPOCHS (no improvement): 2 |
| 2023-04-06 04:34:47,210 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:34:57,279 epoch 83 - iter 265/2650 - loss 0.08920100 - time (sec): 10.07 - samples/sec: 14505.17 - lr: 0.100000 |
| 2023-04-06 04:35:07,547 epoch 83 - iter 530/2650 - loss 0.08763085 - time (sec): 20.34 - samples/sec: 14472.29 - lr: 0.100000 |
| 2023-04-06 04:35:17,615 epoch 83 - iter 795/2650 - loss 0.08707666 - time (sec): 30.41 - samples/sec: 14455.27 - lr: 0.100000 |
| 2023-04-06 04:35:27,904 epoch 83 - iter 1060/2650 - loss 0.08786022 - time (sec): 40.69 - samples/sec: 14438.36 - lr: 0.100000 |
| 2023-04-06 04:35:38,232 epoch 83 - iter 1325/2650 - loss 0.08809630 - time (sec): 51.02 - samples/sec: 14425.53 - lr: 0.100000 |
| 2023-04-06 04:35:48,523 epoch 83 - iter 1590/2650 - loss 0.08847112 - time (sec): 61.31 - samples/sec: 14432.29 - lr: 0.100000 |
| 2023-04-06 04:35:58,627 epoch 83 - iter 1855/2650 - loss 0.08839780 - time (sec): 71.42 - samples/sec: 14446.44 - lr: 0.100000 |
| 2023-04-06 04:36:08,941 epoch 83 - iter 2120/2650 - loss 0.08836218 - time (sec): 81.73 - samples/sec: 14443.64 - lr: 0.100000 |
| 2023-04-06 04:36:19,076 epoch 83 - iter 2385/2650 - loss 0.08854310 - time (sec): 91.87 - samples/sec: 14439.06 - lr: 0.100000 |
| 2023-04-06 04:36:29,252 epoch 83 - iter 2650/2650 - loss 0.08896868 - time (sec): 102.04 - samples/sec: 14443.29 - lr: 0.100000 |
| 2023-04-06 04:36:29,252 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:36:29,252 EPOCH 83 done: loss 0.0890 - lr 0.100000 |
| 2023-04-06 04:36:29,252 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:36:29,256 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:36:39,313 epoch 84 - iter 265/2650 - loss 0.08877390 - time (sec): 10.06 - samples/sec: 14493.64 - lr: 0.100000 |
| 2023-04-06 04:36:49,635 epoch 84 - iter 530/2650 - loss 0.08947744 - time (sec): 20.38 - samples/sec: 14405.32 - lr: 0.100000 |
| 2023-04-06 04:36:59,861 epoch 84 - iter 795/2650 - loss 0.08875911 - time (sec): 30.60 - samples/sec: 14391.34 - lr: 0.100000 |
| 2023-04-06 04:37:10,139 epoch 84 - iter 1060/2650 - loss 0.08833885 - time (sec): 40.88 - samples/sec: 14387.15 - lr: 0.100000 |
| 2023-04-06 04:37:20,358 epoch 84 - iter 1325/2650 - loss 0.08884855 - time (sec): 51.10 - samples/sec: 14398.89 - lr: 0.100000 |
| 2023-04-06 04:37:30,630 epoch 84 - iter 1590/2650 - loss 0.08873414 - time (sec): 61.37 - samples/sec: 14401.21 - lr: 0.100000 |
| 2023-04-06 04:37:40,813 epoch 84 - iter 1855/2650 - loss 0.08915535 - time (sec): 71.56 - samples/sec: 14413.21 - lr: 0.100000 |
| 2023-04-06 04:37:51,134 epoch 84 - iter 2120/2650 - loss 0.08927585 - time (sec): 81.88 - samples/sec: 14396.52 - lr: 0.100000 |
| 2023-04-06 04:38:01,365 epoch 84 - iter 2385/2650 - loss 0.08947641 - time (sec): 92.11 - samples/sec: 14399.58 - lr: 0.100000 |
| 2023-04-06 04:38:11,631 epoch 84 - iter 2650/2650 - loss 0.08964787 - time (sec): 102.37 - samples/sec: 14396.39 - lr: 0.100000 |
| 2023-04-06 04:38:11,631 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:38:11,631 EPOCH 84 done: loss 0.0896 - lr 0.100000 |
| 2023-04-06 04:38:11,631 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:38:11,635 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:38:21,992 epoch 85 - iter 265/2650 - loss 0.08758184 - time (sec): 10.36 - samples/sec: 14422.17 - lr: 0.100000 |
| 2023-04-06 04:38:32,289 epoch 85 - iter 530/2650 - loss 0.08727258 - time (sec): 20.65 - samples/sec: 14390.37 - lr: 0.100000 |
| 2023-04-06 04:38:42,622 epoch 85 - iter 795/2650 - loss 0.08861359 - time (sec): 30.99 - samples/sec: 14378.59 - lr: 0.100000 |
| 2023-04-06 04:38:52,884 epoch 85 - iter 1060/2650 - loss 0.08848816 - time (sec): 41.25 - samples/sec: 14366.12 - lr: 0.100000 |
| 2023-04-06 04:39:03,106 epoch 85 - iter 1325/2650 - loss 0.08834582 - time (sec): 51.47 - samples/sec: 14387.72 - lr: 0.100000 |
| 2023-04-06 04:39:13,173 epoch 85 - iter 1590/2650 - loss 0.08832801 - time (sec): 61.54 - samples/sec: 14395.01 - lr: 0.100000 |
| 2023-04-06 04:39:23,500 epoch 85 - iter 1855/2650 - loss 0.08857438 - time (sec): 71.87 - samples/sec: 14387.35 - lr: 0.100000 |
| 2023-04-06 04:39:33,614 epoch 85 - iter 2120/2650 - loss 0.08871166 - time (sec): 81.98 - samples/sec: 14391.65 - lr: 0.100000 |
| 2023-04-06 04:39:43,785 epoch 85 - iter 2385/2650 - loss 0.08884937 - time (sec): 92.15 - samples/sec: 14389.41 - lr: 0.100000 |
| 2023-04-06 04:39:54,051 epoch 85 - iter 2650/2650 - loss 0.08886541 - time (sec): 102.42 - samples/sec: 14390.53 - lr: 0.100000 |
| 2023-04-06 04:39:54,051 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:39:54,051 EPOCH 85 done: loss 0.0889 - lr 0.100000 |
| 2023-04-06 04:39:54,051 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:39:54,056 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:40:04,357 epoch 86 - iter 265/2650 - loss 0.08664919 - time (sec): 10.30 - samples/sec: 14295.61 - lr: 0.100000 |
| 2023-04-06 04:40:14,395 epoch 86 - iter 530/2650 - loss 0.08674092 - time (sec): 20.34 - samples/sec: 14443.42 - lr: 0.100000 |
| 2023-04-06 04:40:24,696 epoch 86 - iter 795/2650 - loss 0.08767412 - time (sec): 30.64 - samples/sec: 14452.80 - lr: 0.100000 |
| 2023-04-06 04:40:34,831 epoch 86 - iter 1060/2650 - loss 0.08797722 - time (sec): 40.78 - samples/sec: 14500.35 - lr: 0.100000 |
| 2023-04-06 04:40:45,161 epoch 86 - iter 1325/2650 - loss 0.08848584 - time (sec): 51.11 - samples/sec: 14518.93 - lr: 0.100000 |
| 2023-04-06 04:40:55,174 epoch 86 - iter 1590/2650 - loss 0.08871684 - time (sec): 61.12 - samples/sec: 14528.91 - lr: 0.100000 |
| 2023-04-06 04:41:05,383 epoch 86 - iter 1855/2650 - loss 0.08901880 - time (sec): 71.33 - samples/sec: 14509.90 - lr: 0.100000 |
| 2023-04-06 04:41:15,567 epoch 86 - iter 2120/2650 - loss 0.08876488 - time (sec): 81.51 - samples/sec: 14503.07 - lr: 0.100000 |
| 2023-04-06 04:41:25,675 epoch 86 - iter 2385/2650 - loss 0.08876026 - time (sec): 91.62 - samples/sec: 14492.21 - lr: 0.100000 |
| 2023-04-06 04:41:35,742 epoch 86 - iter 2650/2650 - loss 0.08871752 - time (sec): 101.69 - samples/sec: 14493.77 - lr: 0.100000 |
| 2023-04-06 04:41:35,743 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:41:35,743 EPOCH 86 done: loss 0.0887 - lr 0.100000 |
| 2023-04-06 04:41:35,743 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:41:35,746 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:41:45,767 epoch 87 - iter 265/2650 - loss 0.08686058 - time (sec): 10.02 - samples/sec: 14515.80 - lr: 0.100000 |
| 2023-04-06 04:41:56,093 epoch 87 - iter 530/2650 - loss 0.08894694 - time (sec): 20.35 - samples/sec: 14477.64 - lr: 0.100000 |
| 2023-04-06 04:42:06,222 epoch 87 - iter 795/2650 - loss 0.08844934 - time (sec): 30.48 - samples/sec: 14465.86 - lr: 0.100000 |
| 2023-04-06 04:42:16,285 epoch 87 - iter 1060/2650 - loss 0.08807092 - time (sec): 40.54 - samples/sec: 14477.99 - lr: 0.100000 |
| 2023-04-06 04:42:26,459 epoch 87 - iter 1325/2650 - loss 0.08824834 - time (sec): 50.71 - samples/sec: 14494.53 - lr: 0.100000 |
| 2023-04-06 04:42:36,664 epoch 87 - iter 1590/2650 - loss 0.08826801 - time (sec): 60.92 - samples/sec: 14511.34 - lr: 0.100000 |
| 2023-04-06 04:42:46,814 epoch 87 - iter 1855/2650 - loss 0.08857822 - time (sec): 71.07 - samples/sec: 14504.80 - lr: 0.100000 |
| 2023-04-06 04:42:57,243 epoch 87 - iter 2120/2650 - loss 0.08853850 - time (sec): 81.50 - samples/sec: 14486.34 - lr: 0.100000 |
| 2023-04-06 04:43:07,464 epoch 87 - iter 2385/2650 - loss 0.08853335 - time (sec): 91.72 - samples/sec: 14486.06 - lr: 0.100000 |
| 2023-04-06 04:43:17,583 epoch 87 - iter 2650/2650 - loss 0.08864860 - time (sec): 101.84 - samples/sec: 14472.44 - lr: 0.100000 |
| 2023-04-06 04:43:17,583 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:43:17,583 EPOCH 87 done: loss 0.0886 - lr 0.100000 |
| 2023-04-06 04:43:17,583 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:43:17,587 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:43:27,893 epoch 88 - iter 265/2650 - loss 0.08377799 - time (sec): 10.31 - samples/sec: 14443.17 - lr: 0.100000 |
| 2023-04-06 04:43:38,030 epoch 88 - iter 530/2650 - loss 0.08548613 - time (sec): 20.44 - samples/sec: 14407.17 - lr: 0.100000 |
| 2023-04-06 04:43:48,242 epoch 88 - iter 795/2650 - loss 0.08563705 - time (sec): 30.66 - samples/sec: 14465.73 - lr: 0.100000 |
| 2023-04-06 04:44:03,000 epoch 88 - iter 1060/2650 - loss 0.08690237 - time (sec): 45.41 - samples/sec: 13044.82 - lr: 0.100000 |
| 2023-04-06 04:44:13,048 epoch 88 - iter 1325/2650 - loss 0.08705716 - time (sec): 55.46 - samples/sec: 13343.83 - lr: 0.100000 |
| 2023-04-06 04:44:23,249 epoch 88 - iter 1590/2650 - loss 0.08765271 - time (sec): 65.66 - samples/sec: 13507.26 - lr: 0.100000 |
| 2023-04-06 04:44:33,444 epoch 88 - iter 1855/2650 - loss 0.08766001 - time (sec): 75.86 - samples/sec: 13637.60 - lr: 0.100000 |
| 2023-04-06 04:44:43,603 epoch 88 - iter 2120/2650 - loss 0.08797221 - time (sec): 86.02 - samples/sec: 13719.21 - lr: 0.100000 |
| 2023-04-06 04:44:53,826 epoch 88 - iter 2385/2650 - loss 0.08859132 - time (sec): 96.24 - samples/sec: 13793.03 - lr: 0.100000 |
| 2023-04-06 04:45:03,993 epoch 88 - iter 2650/2650 - loss 0.08873761 - time (sec): 106.41 - samples/sec: 13850.95 - lr: 0.100000 |
| 2023-04-06 04:45:03,993 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:45:03,994 EPOCH 88 done: loss 0.0887 - lr 0.100000 |
| 2023-04-06 04:45:03,994 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:45:03,997 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:45:14,160 epoch 89 - iter 265/2650 - loss 0.08459005 - time (sec): 10.16 - samples/sec: 14569.62 - lr: 0.100000 |
| 2023-04-06 04:45:24,324 epoch 89 - iter 530/2650 - loss 0.08626964 - time (sec): 20.33 - samples/sec: 14476.21 - lr: 0.100000 |
| 2023-04-06 04:45:34,515 epoch 89 - iter 795/2650 - loss 0.08729857 - time (sec): 30.52 - samples/sec: 14491.44 - lr: 0.100000 |
| 2023-04-06 04:45:44,577 epoch 89 - iter 1060/2650 - loss 0.08682184 - time (sec): 40.58 - samples/sec: 14497.21 - lr: 0.100000 |
| 2023-04-06 04:45:54,823 epoch 89 - iter 1325/2650 - loss 0.08700652 - time (sec): 50.83 - samples/sec: 14491.31 - lr: 0.100000 |
| 2023-04-06 04:46:05,008 epoch 89 - iter 1590/2650 - loss 0.08754767 - time (sec): 61.01 - samples/sec: 14490.56 - lr: 0.100000 |
| 2023-04-06 04:46:15,193 epoch 89 - iter 1855/2650 - loss 0.08748794 - time (sec): 71.20 - samples/sec: 14509.99 - lr: 0.100000 |
| 2023-04-06 04:46:25,244 epoch 89 - iter 2120/2650 - loss 0.08750495 - time (sec): 81.25 - samples/sec: 14514.67 - lr: 0.100000 |
| 2023-04-06 04:46:35,265 epoch 89 - iter 2385/2650 - loss 0.08739637 - time (sec): 91.27 - samples/sec: 14529.71 - lr: 0.100000 |
| 2023-04-06 04:46:45,347 epoch 89 - iter 2650/2650 - loss 0.08736372 - time (sec): 101.35 - samples/sec: 14541.89 - lr: 0.100000 |
| 2023-04-06 04:46:45,347 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:46:45,348 EPOCH 89 done: loss 0.0874 - lr 0.100000 |
| 2023-04-06 04:46:45,348 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:46:45,351 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:46:55,420 epoch 90 - iter 265/2650 - loss 0.08667362 - time (sec): 10.07 - samples/sec: 14657.41 - lr: 0.100000 |
| 2023-04-06 04:47:05,509 epoch 90 - iter 530/2650 - loss 0.08689853 - time (sec): 20.16 - samples/sec: 14620.81 - lr: 0.100000 |
| 2023-04-06 04:47:15,786 epoch 90 - iter 795/2650 - loss 0.08737105 - time (sec): 30.43 - samples/sec: 14532.95 - lr: 0.100000 |
| 2023-04-06 04:47:25,977 epoch 90 - iter 1060/2650 - loss 0.08740567 - time (sec): 40.63 - samples/sec: 14537.40 - lr: 0.100000 |
| 2023-04-06 04:47:35,927 epoch 90 - iter 1325/2650 - loss 0.08753970 - time (sec): 50.58 - samples/sec: 14536.20 - lr: 0.100000 |
| 2023-04-06 04:47:46,104 epoch 90 - iter 1590/2650 - loss 0.08751891 - time (sec): 60.75 - samples/sec: 14535.65 - lr: 0.100000 |
| 2023-04-06 04:47:56,357 epoch 90 - iter 1855/2650 - loss 0.08750081 - time (sec): 71.01 - samples/sec: 14515.10 - lr: 0.100000 |
| 2023-04-06 04:48:06,612 epoch 90 - iter 2120/2650 - loss 0.08774575 - time (sec): 81.26 - samples/sec: 14513.42 - lr: 0.100000 |
| 2023-04-06 04:48:16,827 epoch 90 - iter 2385/2650 - loss 0.08747603 - time (sec): 91.48 - samples/sec: 14501.21 - lr: 0.100000 |
| 2023-04-06 04:48:27,019 epoch 90 - iter 2650/2650 - loss 0.08759660 - time (sec): 101.67 - samples/sec: 14496.42 - lr: 0.100000 |
| 2023-04-06 04:48:27,020 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:48:27,020 EPOCH 90 done: loss 0.0876 - lr 0.100000 |
| 2023-04-06 04:48:27,020 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:48:27,022 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:48:37,137 epoch 91 - iter 265/2650 - loss 0.08471630 - time (sec): 10.11 - samples/sec: 14543.86 - lr: 0.100000 |
| 2023-04-06 04:48:47,206 epoch 91 - iter 530/2650 - loss 0.08642630 - time (sec): 20.18 - samples/sec: 14545.78 - lr: 0.100000 |
| 2023-04-06 04:48:57,413 epoch 91 - iter 795/2650 - loss 0.08675540 - time (sec): 30.39 - samples/sec: 14481.06 - lr: 0.100000 |
| 2023-04-06 04:49:07,532 epoch 91 - iter 1060/2650 - loss 0.08717829 - time (sec): 40.51 - samples/sec: 14470.97 - lr: 0.100000 |
| 2023-04-06 04:49:17,810 epoch 91 - iter 1325/2650 - loss 0.08731443 - time (sec): 50.79 - samples/sec: 14467.21 - lr: 0.100000 |
| 2023-04-06 04:49:28,029 epoch 91 - iter 1590/2650 - loss 0.08772776 - time (sec): 61.01 - samples/sec: 14487.06 - lr: 0.100000 |
| 2023-04-06 04:49:38,290 epoch 91 - iter 1855/2650 - loss 0.08771578 - time (sec): 71.27 - samples/sec: 14482.60 - lr: 0.100000 |
| 2023-04-06 04:49:48,504 epoch 91 - iter 2120/2650 - loss 0.08759599 - time (sec): 81.48 - samples/sec: 14484.85 - lr: 0.100000 |
| 2023-04-06 04:49:58,763 epoch 91 - iter 2385/2650 - loss 0.08757036 - time (sec): 91.74 - samples/sec: 14475.78 - lr: 0.100000 |
| 2023-04-06 04:50:08,807 epoch 91 - iter 2650/2650 - loss 0.08753395 - time (sec): 101.78 - samples/sec: 14479.88 - lr: 0.100000 |
| 2023-04-06 04:50:08,807 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:50:08,807 EPOCH 91 done: loss 0.0875 - lr 0.100000 |
| 2023-04-06 04:50:08,807 BAD EPOCHS (no improvement): 2 |
| 2023-04-06 04:50:08,814 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:50:19,051 epoch 92 - iter 265/2650 - loss 0.08550004 - time (sec): 10.24 - samples/sec: 14478.72 - lr: 0.100000 |
| 2023-04-06 04:50:29,352 epoch 92 - iter 530/2650 - loss 0.08595918 - time (sec): 20.54 - samples/sec: 14431.52 - lr: 0.100000 |
| 2023-04-06 04:50:39,538 epoch 92 - iter 795/2650 - loss 0.08713660 - time (sec): 30.72 - samples/sec: 14471.40 - lr: 0.100000 |
| 2023-04-06 04:50:49,801 epoch 92 - iter 1060/2650 - loss 0.08736664 - time (sec): 40.99 - samples/sec: 14480.55 - lr: 0.100000 |
| 2023-04-06 04:51:00,018 epoch 92 - iter 1325/2650 - loss 0.08741382 - time (sec): 51.20 - samples/sec: 14479.20 - lr: 0.100000 |
| 2023-04-06 04:51:10,163 epoch 92 - iter 1590/2650 - loss 0.08789634 - time (sec): 61.35 - samples/sec: 14468.64 - lr: 0.100000 |
| 2023-04-06 04:51:20,167 epoch 92 - iter 1855/2650 - loss 0.08791477 - time (sec): 71.35 - samples/sec: 14482.07 - lr: 0.100000 |
| 2023-04-06 04:51:30,374 epoch 92 - iter 2120/2650 - loss 0.08762360 - time (sec): 81.56 - samples/sec: 14468.51 - lr: 0.100000 |
| 2023-04-06 04:51:40,539 epoch 92 - iter 2385/2650 - loss 0.08790243 - time (sec): 91.72 - samples/sec: 14475.51 - lr: 0.100000 |
| 2023-04-06 04:51:50,722 epoch 92 - iter 2650/2650 - loss 0.08789626 - time (sec): 101.91 - samples/sec: 14462.21 - lr: 0.100000 |
| 2023-04-06 04:51:50,723 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:51:50,723 EPOCH 92 done: loss 0.0879 - lr 0.100000 |
| 2023-04-06 04:51:50,723 BAD EPOCHS (no improvement): 3 |
| 2023-04-06 04:51:50,727 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:52:00,897 epoch 93 - iter 265/2650 - loss 0.08494345 - time (sec): 10.17 - samples/sec: 14552.82 - lr: 0.100000 |
| 2023-04-06 04:52:11,017 epoch 93 - iter 530/2650 - loss 0.08469305 - time (sec): 20.29 - samples/sec: 14515.98 - lr: 0.100000 |
| 2023-04-06 04:52:21,256 epoch 93 - iter 795/2650 - loss 0.08580297 - time (sec): 30.53 - samples/sec: 14522.40 - lr: 0.100000 |
| 2023-04-06 04:52:31,353 epoch 93 - iter 1060/2650 - loss 0.08553379 - time (sec): 40.63 - samples/sec: 14505.19 - lr: 0.100000 |
| 2023-04-06 04:52:41,614 epoch 93 - iter 1325/2650 - loss 0.08590591 - time (sec): 50.89 - samples/sec: 14498.19 - lr: 0.100000 |
| 2023-04-06 04:52:51,717 epoch 93 - iter 1590/2650 - loss 0.08635285 - time (sec): 60.99 - samples/sec: 14509.61 - lr: 0.100000 |
| 2023-04-06 04:53:01,975 epoch 93 - iter 1855/2650 - loss 0.08665454 - time (sec): 71.25 - samples/sec: 14482.16 - lr: 0.100000 |
| 2023-04-06 04:53:12,175 epoch 93 - iter 2120/2650 - loss 0.08680153 - time (sec): 81.45 - samples/sec: 14476.50 - lr: 0.100000 |
| 2023-04-06 04:53:22,607 epoch 93 - iter 2385/2650 - loss 0.08702116 - time (sec): 91.88 - samples/sec: 14451.90 - lr: 0.100000 |
| 2023-04-06 04:53:32,685 epoch 93 - iter 2650/2650 - loss 0.08728956 - time (sec): 101.96 - samples/sec: 14455.18 - lr: 0.100000 |
| 2023-04-06 04:53:32,685 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:53:32,685 EPOCH 93 done: loss 0.0873 - lr 0.100000 |
| 2023-04-06 04:53:32,685 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:53:32,689 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:53:42,820 epoch 94 - iter 265/2650 - loss 0.08585640 - time (sec): 10.13 - samples/sec: 14406.14 - lr: 0.100000 |
| 2023-04-06 04:53:53,009 epoch 94 - iter 530/2650 - loss 0.08561460 - time (sec): 20.32 - samples/sec: 14437.89 - lr: 0.100000 |
| 2023-04-06 04:54:03,390 epoch 94 - iter 795/2650 - loss 0.08668999 - time (sec): 30.70 - samples/sec: 14396.68 - lr: 0.100000 |
| 2023-04-06 04:54:13,595 epoch 94 - iter 1060/2650 - loss 0.08606690 - time (sec): 40.91 - samples/sec: 14402.40 - lr: 0.100000 |
| 2023-04-06 04:54:23,847 epoch 94 - iter 1325/2650 - loss 0.08609009 - time (sec): 51.16 - samples/sec: 14390.18 - lr: 0.100000 |
| 2023-04-06 04:54:38,226 epoch 94 - iter 1590/2650 - loss 0.08639081 - time (sec): 65.54 - samples/sec: 13481.98 - lr: 0.100000 |
| 2023-04-06 04:54:48,582 epoch 94 - iter 1855/2650 - loss 0.08658361 - time (sec): 75.89 - samples/sec: 13601.15 - lr: 0.100000 |
| 2023-04-06 04:54:58,765 epoch 94 - iter 2120/2650 - loss 0.08692525 - time (sec): 86.08 - samples/sec: 13704.97 - lr: 0.100000 |
| 2023-04-06 04:55:09,076 epoch 94 - iter 2385/2650 - loss 0.08731743 - time (sec): 96.39 - samples/sec: 13783.43 - lr: 0.100000 |
| 2023-04-06 04:55:19,074 epoch 94 - iter 2650/2650 - loss 0.08763320 - time (sec): 106.38 - samples/sec: 13853.74 - lr: 0.100000 |
| 2023-04-06 04:55:19,074 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:55:19,074 EPOCH 94 done: loss 0.0876 - lr 0.100000 |
| 2023-04-06 04:55:19,074 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 04:55:19,077 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:55:29,275 epoch 95 - iter 265/2650 - loss 0.08351397 - time (sec): 10.20 - samples/sec: 14490.34 - lr: 0.100000 |
| 2023-04-06 04:55:39,395 epoch 95 - iter 530/2650 - loss 0.08526013 - time (sec): 20.32 - samples/sec: 14480.83 - lr: 0.100000 |
| 2023-04-06 04:55:49,562 epoch 95 - iter 795/2650 - loss 0.08555665 - time (sec): 30.48 - samples/sec: 14431.20 - lr: 0.100000 |
| 2023-04-06 04:55:59,832 epoch 95 - iter 1060/2650 - loss 0.08710328 - time (sec): 40.76 - samples/sec: 14433.08 - lr: 0.100000 |
| 2023-04-06 04:56:10,126 epoch 95 - iter 1325/2650 - loss 0.08679012 - time (sec): 51.05 - samples/sec: 14426.80 - lr: 0.100000 |
| 2023-04-06 04:56:20,337 epoch 95 - iter 1590/2650 - loss 0.08655551 - time (sec): 61.26 - samples/sec: 14429.58 - lr: 0.100000 |
| 2023-04-06 04:56:30,677 epoch 95 - iter 1855/2650 - loss 0.08662748 - time (sec): 71.60 - samples/sec: 14405.71 - lr: 0.100000 |
| 2023-04-06 04:56:40,896 epoch 95 - iter 2120/2650 - loss 0.08678102 - time (sec): 81.82 - samples/sec: 14402.76 - lr: 0.100000 |
| 2023-04-06 04:56:51,268 epoch 95 - iter 2385/2650 - loss 0.08705650 - time (sec): 92.19 - samples/sec: 14388.58 - lr: 0.100000 |
| 2023-04-06 04:57:01,544 epoch 95 - iter 2650/2650 - loss 0.08718940 - time (sec): 102.47 - samples/sec: 14383.43 - lr: 0.100000 |
| 2023-04-06 04:57:01,544 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:57:01,544 EPOCH 95 done: loss 0.0872 - lr 0.100000 |
| 2023-04-06 04:57:01,544 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:57:01,548 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:57:11,737 epoch 96 - iter 265/2650 - loss 0.08527503 - time (sec): 10.19 - samples/sec: 14471.06 - lr: 0.100000 |
| 2023-04-06 04:57:21,900 epoch 96 - iter 530/2650 - loss 0.08596150 - time (sec): 20.35 - samples/sec: 14504.18 - lr: 0.100000 |
| 2023-04-06 04:57:32,009 epoch 96 - iter 795/2650 - loss 0.08621536 - time (sec): 30.46 - samples/sec: 14514.07 - lr: 0.100000 |
| 2023-04-06 04:57:42,266 epoch 96 - iter 1060/2650 - loss 0.08595165 - time (sec): 40.72 - samples/sec: 14483.08 - lr: 0.100000 |
| 2023-04-06 04:57:52,512 epoch 96 - iter 1325/2650 - loss 0.08596112 - time (sec): 50.96 - samples/sec: 14481.48 - lr: 0.100000 |
| 2023-04-06 04:58:02,591 epoch 96 - iter 1590/2650 - loss 0.08611027 - time (sec): 61.04 - samples/sec: 14468.42 - lr: 0.100000 |
| 2023-04-06 04:58:12,921 epoch 96 - iter 1855/2650 - loss 0.08635775 - time (sec): 71.37 - samples/sec: 14455.24 - lr: 0.100000 |
| 2023-04-06 04:58:23,292 epoch 96 - iter 2120/2650 - loss 0.08641859 - time (sec): 81.74 - samples/sec: 14444.42 - lr: 0.100000 |
| 2023-04-06 04:58:33,457 epoch 96 - iter 2385/2650 - loss 0.08670417 - time (sec): 91.91 - samples/sec: 14441.68 - lr: 0.100000 |
| 2023-04-06 04:58:43,717 epoch 96 - iter 2650/2650 - loss 0.08670475 - time (sec): 102.17 - samples/sec: 14425.33 - lr: 0.100000 |
| 2023-04-06 04:58:43,718 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:58:43,718 EPOCH 96 done: loss 0.0867 - lr 0.100000 |
| 2023-04-06 04:58:43,718 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 04:58:43,722 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 04:58:53,789 epoch 97 - iter 265/2650 - loss 0.08586302 - time (sec): 10.07 - samples/sec: 14501.34 - lr: 0.100000 |
| 2023-04-06 04:59:04,043 epoch 97 - iter 530/2650 - loss 0.08564755 - time (sec): 20.32 - samples/sec: 14430.85 - lr: 0.100000 |
| 2023-04-06 04:59:14,162 epoch 97 - iter 795/2650 - loss 0.08593732 - time (sec): 30.44 - samples/sec: 14445.69 - lr: 0.100000 |
| 2023-04-06 04:59:24,299 epoch 97 - iter 1060/2650 - loss 0.08593686 - time (sec): 40.58 - samples/sec: 14402.79 - lr: 0.100000 |
| 2023-04-06 04:59:34,754 epoch 97 - iter 1325/2650 - loss 0.08577947 - time (sec): 51.03 - samples/sec: 14402.50 - lr: 0.100000 |
| 2023-04-06 04:59:44,980 epoch 97 - iter 1590/2650 - loss 0.08627186 - time (sec): 61.26 - samples/sec: 14401.69 - lr: 0.100000 |
| 2023-04-06 04:59:55,165 epoch 97 - iter 1855/2650 - loss 0.08651457 - time (sec): 71.44 - samples/sec: 14405.66 - lr: 0.100000 |
| 2023-04-06 05:00:05,448 epoch 97 - iter 2120/2650 - loss 0.08648006 - time (sec): 81.73 - samples/sec: 14421.42 - lr: 0.100000 |
| 2023-04-06 05:00:15,644 epoch 97 - iter 2385/2650 - loss 0.08662402 - time (sec): 91.92 - samples/sec: 14424.13 - lr: 0.100000 |
| 2023-04-06 05:00:25,865 epoch 97 - iter 2650/2650 - loss 0.08690571 - time (sec): 102.14 - samples/sec: 14428.95 - lr: 0.100000 |
| 2023-04-06 05:00:25,866 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:00:25,866 EPOCH 97 done: loss 0.0869 - lr 0.100000 |
| 2023-04-06 05:00:25,866 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:00:25,872 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:00:36,073 epoch 98 - iter 265/2650 - loss 0.08532899 - time (sec): 10.20 - samples/sec: 14561.12 - lr: 0.100000 |
| 2023-04-06 05:00:46,244 epoch 98 - iter 530/2650 - loss 0.08545677 - time (sec): 20.37 - samples/sec: 14499.93 - lr: 0.100000 |
| 2023-04-06 05:00:56,554 epoch 98 - iter 795/2650 - loss 0.08573821 - time (sec): 30.68 - samples/sec: 14517.16 - lr: 0.100000 |
| 2023-04-06 05:01:06,612 epoch 98 - iter 1060/2650 - loss 0.08591352 - time (sec): 40.74 - samples/sec: 14526.86 - lr: 0.100000 |
| 2023-04-06 05:01:16,644 epoch 98 - iter 1325/2650 - loss 0.08572499 - time (sec): 50.77 - samples/sec: 14533.93 - lr: 0.100000 |
| 2023-04-06 05:01:26,659 epoch 98 - iter 1590/2650 - loss 0.08547032 - time (sec): 60.79 - samples/sec: 14529.55 - lr: 0.100000 |
| 2023-04-06 05:01:36,774 epoch 98 - iter 1855/2650 - loss 0.08549183 - time (sec): 70.90 - samples/sec: 14523.96 - lr: 0.100000 |
| 2023-04-06 05:01:46,892 epoch 98 - iter 2120/2650 - loss 0.08593946 - time (sec): 81.02 - samples/sec: 14534.87 - lr: 0.100000 |
| 2023-04-06 05:01:57,086 epoch 98 - iter 2385/2650 - loss 0.08601095 - time (sec): 91.21 - samples/sec: 14521.95 - lr: 0.100000 |
| 2023-04-06 05:02:07,470 epoch 98 - iter 2650/2650 - loss 0.08627255 - time (sec): 101.60 - samples/sec: 14506.56 - lr: 0.100000 |
| 2023-04-06 05:02:07,470 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:02:07,470 EPOCH 98 done: loss 0.0863 - lr 0.100000 |
| 2023-04-06 05:02:07,470 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:02:07,473 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:02:17,653 epoch 99 - iter 265/2650 - loss 0.08463173 - time (sec): 10.18 - samples/sec: 14350.43 - lr: 0.100000 |
| 2023-04-06 05:02:27,601 epoch 99 - iter 530/2650 - loss 0.08513024 - time (sec): 20.13 - samples/sec: 14450.28 - lr: 0.100000 |
| 2023-04-06 05:02:37,858 epoch 99 - iter 795/2650 - loss 0.08507060 - time (sec): 30.38 - samples/sec: 14427.93 - lr: 0.100000 |
| 2023-04-06 05:02:47,976 epoch 99 - iter 1060/2650 - loss 0.08534421 - time (sec): 40.50 - samples/sec: 14462.89 - lr: 0.100000 |
| 2023-04-06 05:02:58,372 epoch 99 - iter 1325/2650 - loss 0.08529374 - time (sec): 50.90 - samples/sec: 14465.92 - lr: 0.100000 |
| 2023-04-06 05:03:08,523 epoch 99 - iter 1590/2650 - loss 0.08568305 - time (sec): 61.05 - samples/sec: 14460.51 - lr: 0.100000 |
| 2023-04-06 05:03:18,660 epoch 99 - iter 1855/2650 - loss 0.08585713 - time (sec): 71.19 - samples/sec: 14466.22 - lr: 0.100000 |
| 2023-04-06 05:03:28,862 epoch 99 - iter 2120/2650 - loss 0.08614377 - time (sec): 81.39 - samples/sec: 14480.22 - lr: 0.100000 |
| 2023-04-06 05:03:38,978 epoch 99 - iter 2385/2650 - loss 0.08645114 - time (sec): 91.50 - samples/sec: 14481.63 - lr: 0.100000 |
| 2023-04-06 05:03:49,176 epoch 99 - iter 2650/2650 - loss 0.08642223 - time (sec): 101.70 - samples/sec: 14491.54 - lr: 0.100000 |
| 2023-04-06 05:03:49,176 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:03:49,176 EPOCH 99 done: loss 0.0864 - lr 0.100000 |
| 2023-04-06 05:03:49,176 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:03:49,181 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:03:59,336 epoch 100 - iter 265/2650 - loss 0.08387010 - time (sec): 10.15 - samples/sec: 14533.69 - lr: 0.100000 |
| 2023-04-06 05:04:09,419 epoch 100 - iter 530/2650 - loss 0.08567468 - time (sec): 20.24 - samples/sec: 14509.16 - lr: 0.100000 |
| 2023-04-06 05:04:19,615 epoch 100 - iter 795/2650 - loss 0.08614737 - time (sec): 30.43 - samples/sec: 14487.21 - lr: 0.100000 |
| 2023-04-06 05:04:29,880 epoch 100 - iter 1060/2650 - loss 0.08625215 - time (sec): 40.70 - samples/sec: 14475.78 - lr: 0.100000 |
| 2023-04-06 05:04:40,110 epoch 100 - iter 1325/2650 - loss 0.08583688 - time (sec): 50.93 - samples/sec: 14455.38 - lr: 0.100000 |
| 2023-04-06 05:04:50,298 epoch 100 - iter 1590/2650 - loss 0.08588355 - time (sec): 61.12 - samples/sec: 14441.12 - lr: 0.100000 |
| 2023-04-06 05:05:05,012 epoch 100 - iter 1855/2650 - loss 0.08569820 - time (sec): 75.83 - samples/sec: 13564.77 - lr: 0.100000 |
| 2023-04-06 05:05:15,214 epoch 100 - iter 2120/2650 - loss 0.08590922 - time (sec): 86.03 - samples/sec: 13687.84 - lr: 0.100000 |
| 2023-04-06 05:05:25,396 epoch 100 - iter 2385/2650 - loss 0.08584945 - time (sec): 96.21 - samples/sec: 13769.81 - lr: 0.100000 |
| 2023-04-06 05:05:35,750 epoch 100 - iter 2650/2650 - loss 0.08605911 - time (sec): 106.57 - samples/sec: 13829.87 - lr: 0.100000 |
| 2023-04-06 05:05:35,750 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:05:35,750 EPOCH 100 done: loss 0.0861 - lr 0.100000 |
| 2023-04-06 05:05:35,750 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:05:35,754 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:05:45,954 epoch 101 - iter 265/2650 - loss 0.08773316 - time (sec): 10.20 - samples/sec: 14464.07 - lr: 0.100000 |
| 2023-04-06 05:05:56,106 epoch 101 - iter 530/2650 - loss 0.08771436 - time (sec): 20.35 - samples/sec: 14453.22 - lr: 0.100000 |
| 2023-04-06 05:06:06,429 epoch 101 - iter 795/2650 - loss 0.08778659 - time (sec): 30.67 - samples/sec: 14469.71 - lr: 0.100000 |
| 2023-04-06 05:06:16,657 epoch 101 - iter 1060/2650 - loss 0.08731032 - time (sec): 40.90 - samples/sec: 14435.45 - lr: 0.100000 |
| 2023-04-06 05:06:26,922 epoch 101 - iter 1325/2650 - loss 0.08744010 - time (sec): 51.17 - samples/sec: 14450.18 - lr: 0.100000 |
| 2023-04-06 05:06:37,114 epoch 101 - iter 1590/2650 - loss 0.08754944 - time (sec): 61.36 - samples/sec: 14441.40 - lr: 0.100000 |
| 2023-04-06 05:06:47,279 epoch 101 - iter 1855/2650 - loss 0.08745490 - time (sec): 71.52 - samples/sec: 14447.48 - lr: 0.100000 |
| 2023-04-06 05:06:57,446 epoch 101 - iter 2120/2650 - loss 0.08716793 - time (sec): 81.69 - samples/sec: 14442.43 - lr: 0.100000 |
| 2023-04-06 05:07:07,654 epoch 101 - iter 2385/2650 - loss 0.08732013 - time (sec): 91.90 - samples/sec: 14442.50 - lr: 0.100000 |
| 2023-04-06 05:07:17,856 epoch 101 - iter 2650/2650 - loss 0.08726792 - time (sec): 102.10 - samples/sec: 14434.90 - lr: 0.100000 |
| 2023-04-06 05:07:17,856 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:07:17,856 EPOCH 101 done: loss 0.0873 - lr 0.100000 |
| 2023-04-06 05:07:17,856 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:07:17,860 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:07:27,948 epoch 102 - iter 265/2650 - loss 0.08489752 - time (sec): 10.09 - samples/sec: 14547.39 - lr: 0.100000 |
| 2023-04-06 05:07:38,325 epoch 102 - iter 530/2650 - loss 0.08517209 - time (sec): 20.47 - samples/sec: 14442.87 - lr: 0.100000 |
| 2023-04-06 05:07:48,492 epoch 102 - iter 795/2650 - loss 0.08567012 - time (sec): 30.63 - samples/sec: 14502.19 - lr: 0.100000 |
| 2023-04-06 05:07:58,581 epoch 102 - iter 1060/2650 - loss 0.08571080 - time (sec): 40.72 - samples/sec: 14503.32 - lr: 0.100000 |
| 2023-04-06 05:08:08,585 epoch 102 - iter 1325/2650 - loss 0.08571021 - time (sec): 50.73 - samples/sec: 14522.33 - lr: 0.100000 |
| 2023-04-06 05:08:18,731 epoch 102 - iter 1590/2650 - loss 0.08551912 - time (sec): 60.87 - samples/sec: 14507.92 - lr: 0.100000 |
| 2023-04-06 05:08:28,832 epoch 102 - iter 1855/2650 - loss 0.08568349 - time (sec): 70.97 - samples/sec: 14504.81 - lr: 0.100000 |
| 2023-04-06 05:08:39,119 epoch 102 - iter 2120/2650 - loss 0.08578362 - time (sec): 81.26 - samples/sec: 14507.36 - lr: 0.100000 |
| 2023-04-06 05:08:49,269 epoch 102 - iter 2385/2650 - loss 0.08598264 - time (sec): 91.41 - samples/sec: 14512.42 - lr: 0.100000 |
| 2023-04-06 05:08:59,414 epoch 102 - iter 2650/2650 - loss 0.08597937 - time (sec): 101.55 - samples/sec: 14512.67 - lr: 0.100000 |
| 2023-04-06 05:08:59,414 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:08:59,414 EPOCH 102 done: loss 0.0860 - lr 0.100000 |
| 2023-04-06 05:08:59,414 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:08:59,418 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:09:09,600 epoch 103 - iter 265/2650 - loss 0.08565470 - time (sec): 10.18 - samples/sec: 14481.75 - lr: 0.100000 |
| 2023-04-06 05:09:19,526 epoch 103 - iter 530/2650 - loss 0.08506883 - time (sec): 20.11 - samples/sec: 14571.74 - lr: 0.100000 |
| 2023-04-06 05:09:29,625 epoch 103 - iter 795/2650 - loss 0.08504370 - time (sec): 30.21 - samples/sec: 14551.51 - lr: 0.100000 |
| 2023-04-06 05:09:39,758 epoch 103 - iter 1060/2650 - loss 0.08468965 - time (sec): 40.34 - samples/sec: 14558.41 - lr: 0.100000 |
| 2023-04-06 05:09:49,808 epoch 103 - iter 1325/2650 - loss 0.08538160 - time (sec): 50.39 - samples/sec: 14560.22 - lr: 0.100000 |
| 2023-04-06 05:09:59,960 epoch 103 - iter 1590/2650 - loss 0.08593599 - time (sec): 60.54 - samples/sec: 14558.68 - lr: 0.100000 |
| 2023-04-06 05:10:10,287 epoch 103 - iter 1855/2650 - loss 0.08595349 - time (sec): 70.87 - samples/sec: 14521.80 - lr: 0.100000 |
| 2023-04-06 05:10:20,589 epoch 103 - iter 2120/2650 - loss 0.08581603 - time (sec): 81.17 - samples/sec: 14519.57 - lr: 0.100000 |
| 2023-04-06 05:10:30,757 epoch 103 - iter 2385/2650 - loss 0.08582159 - time (sec): 91.34 - samples/sec: 14516.34 - lr: 0.100000 |
| 2023-04-06 05:10:40,946 epoch 103 - iter 2650/2650 - loss 0.08575550 - time (sec): 101.53 - samples/sec: 14516.35 - lr: 0.100000 |
| 2023-04-06 05:10:40,947 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:10:40,947 EPOCH 103 done: loss 0.0858 - lr 0.100000 |
| 2023-04-06 05:10:40,947 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:10:40,954 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:10:51,260 epoch 104 - iter 265/2650 - loss 0.08526550 - time (sec): 10.31 - samples/sec: 14527.22 - lr: 0.100000 |
| 2023-04-06 05:11:01,381 epoch 104 - iter 530/2650 - loss 0.08626043 - time (sec): 20.43 - samples/sec: 14556.05 - lr: 0.100000 |
| 2023-04-06 05:11:11,647 epoch 104 - iter 795/2650 - loss 0.08595941 - time (sec): 30.69 - samples/sec: 14534.87 - lr: 0.100000 |
| 2023-04-06 05:11:21,709 epoch 104 - iter 1060/2650 - loss 0.08566513 - time (sec): 40.75 - samples/sec: 14536.19 - lr: 0.100000 |
| 2023-04-06 05:11:31,820 epoch 104 - iter 1325/2650 - loss 0.08551685 - time (sec): 50.87 - samples/sec: 14525.57 - lr: 0.100000 |
| 2023-04-06 05:11:41,896 epoch 104 - iter 1590/2650 - loss 0.08584667 - time (sec): 60.94 - samples/sec: 14512.76 - lr: 0.100000 |
| 2023-04-06 05:11:52,001 epoch 104 - iter 1855/2650 - loss 0.08545316 - time (sec): 71.05 - samples/sec: 14522.01 - lr: 0.100000 |
| 2023-04-06 05:12:02,071 epoch 104 - iter 2120/2650 - loss 0.08539573 - time (sec): 81.12 - samples/sec: 14526.01 - lr: 0.100000 |
| 2023-04-06 05:12:12,326 epoch 104 - iter 2385/2650 - loss 0.08566920 - time (sec): 91.37 - samples/sec: 14525.78 - lr: 0.100000 |
| 2023-04-06 05:12:22,406 epoch 104 - iter 2650/2650 - loss 0.08571071 - time (sec): 101.45 - samples/sec: 14527.27 - lr: 0.100000 |
| 2023-04-06 05:12:22,407 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:12:22,407 EPOCH 104 done: loss 0.0857 - lr 0.100000 |
| 2023-04-06 05:12:22,407 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:12:22,410 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:12:32,500 epoch 105 - iter 265/2650 - loss 0.08587935 - time (sec): 10.09 - samples/sec: 14553.34 - lr: 0.100000 |
| 2023-04-06 05:12:42,775 epoch 105 - iter 530/2650 - loss 0.08578547 - time (sec): 20.37 - samples/sec: 14464.32 - lr: 0.100000 |
| 2023-04-06 05:12:52,779 epoch 105 - iter 795/2650 - loss 0.08582809 - time (sec): 30.37 - samples/sec: 14529.60 - lr: 0.100000 |
| 2023-04-06 05:13:02,875 epoch 105 - iter 1060/2650 - loss 0.08581036 - time (sec): 40.46 - samples/sec: 14523.80 - lr: 0.100000 |
| 2023-04-06 05:13:12,893 epoch 105 - iter 1325/2650 - loss 0.08594505 - time (sec): 50.48 - samples/sec: 14543.68 - lr: 0.100000 |
| 2023-04-06 05:13:23,233 epoch 105 - iter 1590/2650 - loss 0.08585018 - time (sec): 60.82 - samples/sec: 14511.02 - lr: 0.100000 |
| 2023-04-06 05:13:33,560 epoch 105 - iter 1855/2650 - loss 0.08630854 - time (sec): 71.15 - samples/sec: 14507.42 - lr: 0.100000 |
| 2023-04-06 05:13:43,725 epoch 105 - iter 2120/2650 - loss 0.08654076 - time (sec): 81.31 - samples/sec: 14500.13 - lr: 0.100000 |
| 2023-04-06 05:13:53,969 epoch 105 - iter 2385/2650 - loss 0.08654395 - time (sec): 91.56 - samples/sec: 14501.09 - lr: 0.100000 |
| 2023-04-06 05:14:04,115 epoch 105 - iter 2650/2650 - loss 0.08653547 - time (sec): 101.70 - samples/sec: 14491.16 - lr: 0.100000 |
| 2023-04-06 05:14:04,115 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:14:04,115 EPOCH 105 done: loss 0.0865 - lr 0.100000 |
| 2023-04-06 05:14:04,115 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:14:04,119 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:14:14,435 epoch 106 - iter 265/2650 - loss 0.08283838 - time (sec): 10.32 - samples/sec: 14536.10 - lr: 0.100000 |
| 2023-04-06 05:14:24,731 epoch 106 - iter 530/2650 - loss 0.08468584 - time (sec): 20.61 - samples/sec: 14472.25 - lr: 0.100000 |
| 2023-04-06 05:14:34,884 epoch 106 - iter 795/2650 - loss 0.08489869 - time (sec): 30.77 - samples/sec: 14472.67 - lr: 0.100000 |
| 2023-04-06 05:14:45,036 epoch 106 - iter 1060/2650 - loss 0.08510894 - time (sec): 40.92 - samples/sec: 14445.60 - lr: 0.100000 |
| 2023-04-06 05:14:55,195 epoch 106 - iter 1325/2650 - loss 0.08540901 - time (sec): 51.08 - samples/sec: 14450.56 - lr: 0.100000 |
| 2023-04-06 05:15:05,436 epoch 106 - iter 1590/2650 - loss 0.08541305 - time (sec): 61.32 - samples/sec: 14454.65 - lr: 0.100000 |
| 2023-04-06 05:15:15,566 epoch 106 - iter 1855/2650 - loss 0.08532228 - time (sec): 71.45 - samples/sec: 14464.46 - lr: 0.100000 |
| 2023-04-06 05:15:25,659 epoch 106 - iter 2120/2650 - loss 0.08545255 - time (sec): 81.54 - samples/sec: 14469.72 - lr: 0.100000 |
| 2023-04-06 05:15:40,125 epoch 106 - iter 2385/2650 - loss 0.08553071 - time (sec): 96.01 - samples/sec: 13827.02 - lr: 0.100000 |
| 2023-04-06 05:15:50,207 epoch 106 - iter 2650/2650 - loss 0.08555615 - time (sec): 106.09 - samples/sec: 13892.45 - lr: 0.100000 |
| 2023-04-06 05:15:50,207 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:15:50,207 EPOCH 106 done: loss 0.0856 - lr 0.100000 |
| 2023-04-06 05:15:50,208 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:15:50,211 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:16:00,444 epoch 107 - iter 265/2650 - loss 0.08412007 - time (sec): 10.23 - samples/sec: 14429.72 - lr: 0.100000 |
| 2023-04-06 05:16:10,594 epoch 107 - iter 530/2650 - loss 0.08389753 - time (sec): 20.38 - samples/sec: 14392.73 - lr: 0.100000 |
| 2023-04-06 05:16:20,886 epoch 107 - iter 795/2650 - loss 0.08396818 - time (sec): 30.68 - samples/sec: 14363.88 - lr: 0.100000 |
| 2023-04-06 05:16:31,035 epoch 107 - iter 1060/2650 - loss 0.08461630 - time (sec): 40.82 - samples/sec: 14415.46 - lr: 0.100000 |
| 2023-04-06 05:16:41,039 epoch 107 - iter 1325/2650 - loss 0.08484995 - time (sec): 50.83 - samples/sec: 14447.29 - lr: 0.100000 |
| 2023-04-06 05:16:51,190 epoch 107 - iter 1590/2650 - loss 0.08453263 - time (sec): 60.98 - samples/sec: 14472.40 - lr: 0.100000 |
| 2023-04-06 05:17:01,407 epoch 107 - iter 1855/2650 - loss 0.08480982 - time (sec): 71.20 - samples/sec: 14480.11 - lr: 0.100000 |
| 2023-04-06 05:17:11,665 epoch 107 - iter 2120/2650 - loss 0.08506504 - time (sec): 81.45 - samples/sec: 14494.46 - lr: 0.100000 |
| 2023-04-06 05:17:21,871 epoch 107 - iter 2385/2650 - loss 0.08504020 - time (sec): 91.66 - samples/sec: 14494.47 - lr: 0.100000 |
| 2023-04-06 05:17:31,828 epoch 107 - iter 2650/2650 - loss 0.08549439 - time (sec): 101.62 - samples/sec: 14503.64 - lr: 0.100000 |
| 2023-04-06 05:17:31,829 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:17:31,829 EPOCH 107 done: loss 0.0855 - lr 0.100000 |
| 2023-04-06 05:17:31,829 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:17:31,832 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:17:42,017 epoch 108 - iter 265/2650 - loss 0.08703712 - time (sec): 10.18 - samples/sec: 14360.03 - lr: 0.100000 |
| 2023-04-06 05:17:52,049 epoch 108 - iter 530/2650 - loss 0.08687831 - time (sec): 20.22 - samples/sec: 14482.57 - lr: 0.100000 |
| 2023-04-06 05:18:02,064 epoch 108 - iter 795/2650 - loss 0.08613118 - time (sec): 30.23 - samples/sec: 14503.00 - lr: 0.100000 |
| 2023-04-06 05:18:12,239 epoch 108 - iter 1060/2650 - loss 0.08540679 - time (sec): 40.41 - samples/sec: 14523.92 - lr: 0.100000 |
| 2023-04-06 05:18:22,562 epoch 108 - iter 1325/2650 - loss 0.08595425 - time (sec): 50.73 - samples/sec: 14510.19 - lr: 0.100000 |
| 2023-04-06 05:18:32,672 epoch 108 - iter 1590/2650 - loss 0.08587179 - time (sec): 60.84 - samples/sec: 14527.44 - lr: 0.100000 |
| 2023-04-06 05:18:42,899 epoch 108 - iter 1855/2650 - loss 0.08572018 - time (sec): 71.07 - samples/sec: 14514.29 - lr: 0.100000 |
| 2023-04-06 05:18:53,074 epoch 108 - iter 2120/2650 - loss 0.08572005 - time (sec): 81.24 - samples/sec: 14521.75 - lr: 0.100000 |
| 2023-04-06 05:19:03,271 epoch 108 - iter 2385/2650 - loss 0.08573716 - time (sec): 91.44 - samples/sec: 14511.48 - lr: 0.100000 |
| 2023-04-06 05:19:13,443 epoch 108 - iter 2650/2650 - loss 0.08595950 - time (sec): 101.61 - samples/sec: 14504.56 - lr: 0.100000 |
| 2023-04-06 05:19:13,444 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:19:13,444 EPOCH 108 done: loss 0.0860 - lr 0.100000 |
| 2023-04-06 05:19:13,444 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:19:13,447 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:19:23,499 epoch 109 - iter 265/2650 - loss 0.08438106 - time (sec): 10.05 - samples/sec: 14501.29 - lr: 0.100000 |
| 2023-04-06 05:19:33,791 epoch 109 - iter 530/2650 - loss 0.08431913 - time (sec): 20.34 - samples/sec: 14477.22 - lr: 0.100000 |
| 2023-04-06 05:19:43,818 epoch 109 - iter 795/2650 - loss 0.08341939 - time (sec): 30.37 - samples/sec: 14513.81 - lr: 0.100000 |
| 2023-04-06 05:19:53,761 epoch 109 - iter 1060/2650 - loss 0.08321691 - time (sec): 40.31 - samples/sec: 14518.09 - lr: 0.100000 |
| 2023-04-06 05:20:04,099 epoch 109 - iter 1325/2650 - loss 0.08383658 - time (sec): 50.65 - samples/sec: 14521.42 - lr: 0.100000 |
| 2023-04-06 05:20:14,258 epoch 109 - iter 1590/2650 - loss 0.08408037 - time (sec): 60.81 - samples/sec: 14520.10 - lr: 0.100000 |
| 2023-04-06 05:20:24,409 epoch 109 - iter 1855/2650 - loss 0.08457398 - time (sec): 70.96 - samples/sec: 14523.39 - lr: 0.100000 |
| 2023-04-06 05:20:34,583 epoch 109 - iter 2120/2650 - loss 0.08457895 - time (sec): 81.14 - samples/sec: 14517.74 - lr: 0.100000 |
| 2023-04-06 05:20:44,777 epoch 109 - iter 2385/2650 - loss 0.08495050 - time (sec): 91.33 - samples/sec: 14522.14 - lr: 0.100000 |
| 2023-04-06 05:20:54,949 epoch 109 - iter 2650/2650 - loss 0.08509157 - time (sec): 101.50 - samples/sec: 14520.23 - lr: 0.100000 |
| 2023-04-06 05:20:54,949 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:20:54,949 EPOCH 109 done: loss 0.0851 - lr 0.100000 |
| 2023-04-06 05:20:54,949 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:20:54,957 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:21:05,179 epoch 110 - iter 265/2650 - loss 0.08563755 - time (sec): 10.22 - samples/sec: 14531.38 - lr: 0.100000 |
| 2023-04-06 05:21:15,407 epoch 110 - iter 530/2650 - loss 0.08505521 - time (sec): 20.45 - samples/sec: 14475.25 - lr: 0.100000 |
| 2023-04-06 05:21:25,510 epoch 110 - iter 795/2650 - loss 0.08492055 - time (sec): 30.55 - samples/sec: 14535.99 - lr: 0.100000 |
| 2023-04-06 05:21:35,881 epoch 110 - iter 1060/2650 - loss 0.08498776 - time (sec): 40.92 - samples/sec: 14504.57 - lr: 0.100000 |
| 2023-04-06 05:21:46,070 epoch 110 - iter 1325/2650 - loss 0.08516091 - time (sec): 51.11 - samples/sec: 14493.37 - lr: 0.100000 |
| 2023-04-06 05:21:56,212 epoch 110 - iter 1590/2650 - loss 0.08499445 - time (sec): 61.26 - samples/sec: 14485.78 - lr: 0.100000 |
| 2023-04-06 05:22:06,430 epoch 110 - iter 1855/2650 - loss 0.08458101 - time (sec): 71.47 - samples/sec: 14488.75 - lr: 0.100000 |
| 2023-04-06 05:22:16,533 epoch 110 - iter 2120/2650 - loss 0.08472756 - time (sec): 81.58 - samples/sec: 14480.61 - lr: 0.100000 |
| 2023-04-06 05:22:26,833 epoch 110 - iter 2385/2650 - loss 0.08466181 - time (sec): 91.88 - samples/sec: 14471.04 - lr: 0.100000 |
| 2023-04-06 05:22:36,818 epoch 110 - iter 2650/2650 - loss 0.08452699 - time (sec): 101.86 - samples/sec: 14469.01 - lr: 0.100000 |
| 2023-04-06 05:22:36,818 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:22:36,818 EPOCH 110 done: loss 0.0845 - lr 0.100000 |
| 2023-04-06 05:22:36,818 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:22:36,821 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:22:47,089 epoch 111 - iter 265/2650 - loss 0.08559215 - time (sec): 10.27 - samples/sec: 14390.01 - lr: 0.100000 |
| 2023-04-06 05:22:57,282 epoch 111 - iter 530/2650 - loss 0.08539734 - time (sec): 20.46 - samples/sec: 14434.27 - lr: 0.100000 |
| 2023-04-06 05:23:07,471 epoch 111 - iter 795/2650 - loss 0.08577811 - time (sec): 30.65 - samples/sec: 14407.43 - lr: 0.100000 |
| 2023-04-06 05:23:17,476 epoch 111 - iter 1060/2650 - loss 0.08590775 - time (sec): 40.65 - samples/sec: 14420.40 - lr: 0.100000 |
| 2023-04-06 05:23:27,577 epoch 111 - iter 1325/2650 - loss 0.08536560 - time (sec): 50.75 - samples/sec: 14447.80 - lr: 0.100000 |
| 2023-04-06 05:23:37,850 epoch 111 - iter 1590/2650 - loss 0.08548720 - time (sec): 61.03 - samples/sec: 14452.82 - lr: 0.100000 |
| 2023-04-06 05:23:48,132 epoch 111 - iter 1855/2650 - loss 0.08551492 - time (sec): 71.31 - samples/sec: 14444.66 - lr: 0.100000 |
| 2023-04-06 05:23:58,254 epoch 111 - iter 2120/2650 - loss 0.08557210 - time (sec): 81.43 - samples/sec: 14462.64 - lr: 0.100000 |
| 2023-04-06 05:24:08,481 epoch 111 - iter 2385/2650 - loss 0.08580337 - time (sec): 91.66 - samples/sec: 14472.17 - lr: 0.100000 |
| 2023-04-06 05:24:18,636 epoch 111 - iter 2650/2650 - loss 0.08549921 - time (sec): 101.81 - samples/sec: 14475.62 - lr: 0.100000 |
| 2023-04-06 05:24:18,636 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:24:18,636 EPOCH 111 done: loss 0.0855 - lr 0.100000 |
| 2023-04-06 05:24:18,636 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:24:18,639 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:24:28,976 epoch 112 - iter 265/2650 - loss 0.08470386 - time (sec): 10.34 - samples/sec: 14409.16 - lr: 0.100000 |
| 2023-04-06 05:24:39,211 epoch 112 - iter 530/2650 - loss 0.08395896 - time (sec): 20.57 - samples/sec: 14449.28 - lr: 0.100000 |
| 2023-04-06 05:24:49,286 epoch 112 - iter 795/2650 - loss 0.08417611 - time (sec): 30.65 - samples/sec: 14472.03 - lr: 0.100000 |
| 2023-04-06 05:24:59,350 epoch 112 - iter 1060/2650 - loss 0.08393088 - time (sec): 40.71 - samples/sec: 14480.42 - lr: 0.100000 |
| 2023-04-06 05:25:09,557 epoch 112 - iter 1325/2650 - loss 0.08377496 - time (sec): 50.92 - samples/sec: 14463.46 - lr: 0.100000 |
| 2023-04-06 05:25:19,713 epoch 112 - iter 1590/2650 - loss 0.08389840 - time (sec): 61.07 - samples/sec: 14469.53 - lr: 0.100000 |
| 2023-04-06 05:25:29,868 epoch 112 - iter 1855/2650 - loss 0.08377845 - time (sec): 71.23 - samples/sec: 14477.23 - lr: 0.100000 |
| 2023-04-06 05:25:40,062 epoch 112 - iter 2120/2650 - loss 0.08420190 - time (sec): 81.42 - samples/sec: 14476.01 - lr: 0.100000 |
| 2023-04-06 05:25:50,182 epoch 112 - iter 2385/2650 - loss 0.08464231 - time (sec): 91.54 - samples/sec: 14480.80 - lr: 0.100000 |
| 2023-04-06 05:26:00,386 epoch 112 - iter 2650/2650 - loss 0.08486143 - time (sec): 101.75 - samples/sec: 14485.20 - lr: 0.100000 |
| 2023-04-06 05:26:00,386 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:26:00,386 EPOCH 112 done: loss 0.0849 - lr 0.100000 |
| 2023-04-06 05:26:00,386 BAD EPOCHS (no improvement): 2 |
| 2023-04-06 05:26:00,406 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:26:15,123 epoch 113 - iter 265/2650 - loss 0.08406757 - time (sec): 14.72 - samples/sec: 10260.48 - lr: 0.100000 |
| 2023-04-06 05:26:25,252 epoch 113 - iter 530/2650 - loss 0.08337089 - time (sec): 24.85 - samples/sec: 12040.41 - lr: 0.100000 |
| 2023-04-06 05:26:35,311 epoch 113 - iter 795/2650 - loss 0.08357468 - time (sec): 34.90 - samples/sec: 12768.77 - lr: 0.100000 |
| 2023-04-06 05:26:45,456 epoch 113 - iter 1060/2650 - loss 0.08398339 - time (sec): 45.05 - samples/sec: 13149.26 - lr: 0.100000 |
| 2023-04-06 05:26:55,610 epoch 113 - iter 1325/2650 - loss 0.08406345 - time (sec): 55.20 - samples/sec: 13382.68 - lr: 0.100000 |
| 2023-04-06 05:27:05,829 epoch 113 - iter 1590/2650 - loss 0.08407792 - time (sec): 65.42 - samples/sec: 13551.42 - lr: 0.100000 |
| 2023-04-06 05:27:15,952 epoch 113 - iter 1855/2650 - loss 0.08424942 - time (sec): 75.55 - samples/sec: 13684.53 - lr: 0.100000 |
| 2023-04-06 05:27:26,000 epoch 113 - iter 2120/2650 - loss 0.08458475 - time (sec): 85.59 - samples/sec: 13785.18 - lr: 0.100000 |
| 2023-04-06 05:27:36,125 epoch 113 - iter 2385/2650 - loss 0.08485825 - time (sec): 95.72 - samples/sec: 13865.32 - lr: 0.100000 |
| 2023-04-06 05:27:46,289 epoch 113 - iter 2650/2650 - loss 0.08496625 - time (sec): 105.88 - samples/sec: 13919.30 - lr: 0.100000 |
| 2023-04-06 05:27:46,290 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:27:46,290 EPOCH 113 done: loss 0.0850 - lr 0.100000 |
| 2023-04-06 05:27:46,290 BAD EPOCHS (no improvement): 3 |
| 2023-04-06 05:27:46,293 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:27:56,343 epoch 114 - iter 265/2650 - loss 0.08444100 - time (sec): 10.05 - samples/sec: 14530.11 - lr: 0.100000 |
| 2023-04-06 05:28:06,618 epoch 114 - iter 530/2650 - loss 0.08436213 - time (sec): 20.32 - samples/sec: 14464.62 - lr: 0.100000 |
| 2023-04-06 05:28:16,607 epoch 114 - iter 795/2650 - loss 0.08510608 - time (sec): 30.31 - samples/sec: 14471.42 - lr: 0.100000 |
| 2023-04-06 05:28:26,799 epoch 114 - iter 1060/2650 - loss 0.08546183 - time (sec): 40.51 - samples/sec: 14461.38 - lr: 0.100000 |
| 2023-04-06 05:28:37,088 epoch 114 - iter 1325/2650 - loss 0.08530369 - time (sec): 50.79 - samples/sec: 14448.59 - lr: 0.100000 |
| 2023-04-06 05:28:47,312 epoch 114 - iter 1590/2650 - loss 0.08491927 - time (sec): 61.02 - samples/sec: 14426.14 - lr: 0.100000 |
| 2023-04-06 05:28:57,624 epoch 114 - iter 1855/2650 - loss 0.08477310 - time (sec): 71.33 - samples/sec: 14431.41 - lr: 0.100000 |
| 2023-04-06 05:29:07,958 epoch 114 - iter 2120/2650 - loss 0.08486755 - time (sec): 81.66 - samples/sec: 14416.26 - lr: 0.100000 |
| 2023-04-06 05:29:18,195 epoch 114 - iter 2385/2650 - loss 0.08498770 - time (sec): 91.90 - samples/sec: 14422.69 - lr: 0.100000 |
| 2023-04-06 05:29:28,566 epoch 114 - iter 2650/2650 - loss 0.08499562 - time (sec): 102.27 - samples/sec: 14410.65 - lr: 0.100000 |
| 2023-04-06 05:29:28,567 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:29:28,567 EPOCH 114 done: loss 0.0850 - lr 0.100000 |
| 2023-04-06 05:29:28,567 Epoch 114: reducing learning rate of group 0 to 5.0000e-02. |
| 2023-04-06 05:29:28,567 BAD EPOCHS (no improvement): 4 |
| 2023-04-06 05:29:28,571 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:29:38,803 epoch 115 - iter 265/2650 - loss 0.08072395 - time (sec): 10.23 - samples/sec: 14453.06 - lr: 0.050000 |
| 2023-04-06 05:29:49,068 epoch 115 - iter 530/2650 - loss 0.08030789 - time (sec): 20.50 - samples/sec: 14445.59 - lr: 0.050000 |
| 2023-04-06 05:29:59,384 epoch 115 - iter 795/2650 - loss 0.08017749 - time (sec): 30.81 - samples/sec: 14456.69 - lr: 0.050000 |
| 2023-04-06 05:30:09,631 epoch 115 - iter 1060/2650 - loss 0.07958167 - time (sec): 41.06 - samples/sec: 14439.35 - lr: 0.050000 |
| 2023-04-06 05:30:19,959 epoch 115 - iter 1325/2650 - loss 0.07973553 - time (sec): 51.39 - samples/sec: 14412.72 - lr: 0.050000 |
| 2023-04-06 05:30:30,233 epoch 115 - iter 1590/2650 - loss 0.07998099 - time (sec): 61.66 - samples/sec: 14413.48 - lr: 0.050000 |
| 2023-04-06 05:30:40,474 epoch 115 - iter 1855/2650 - loss 0.08016963 - time (sec): 71.90 - samples/sec: 14406.78 - lr: 0.050000 |
| 2023-04-06 05:30:50,623 epoch 115 - iter 2120/2650 - loss 0.07976818 - time (sec): 82.05 - samples/sec: 14402.95 - lr: 0.050000 |
| 2023-04-06 05:31:00,792 epoch 115 - iter 2385/2650 - loss 0.07988957 - time (sec): 92.22 - samples/sec: 14403.83 - lr: 0.050000 |
| 2023-04-06 05:31:10,950 epoch 115 - iter 2650/2650 - loss 0.07982406 - time (sec): 102.38 - samples/sec: 14395.82 - lr: 0.050000 |
| 2023-04-06 05:31:10,950 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:31:10,950 EPOCH 115 done: loss 0.0798 - lr 0.050000 |
| 2023-04-06 05:31:10,950 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:31:10,955 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:31:21,092 epoch 116 - iter 265/2650 - loss 0.07479397 - time (sec): 10.14 - samples/sec: 14428.62 - lr: 0.050000 |
| 2023-04-06 05:31:31,242 epoch 116 - iter 530/2650 - loss 0.07541725 - time (sec): 20.29 - samples/sec: 14433.11 - lr: 0.050000 |
| 2023-04-06 05:31:41,332 epoch 116 - iter 795/2650 - loss 0.07624117 - time (sec): 30.38 - samples/sec: 14432.08 - lr: 0.050000 |
| 2023-04-06 05:31:51,630 epoch 116 - iter 1060/2650 - loss 0.07668081 - time (sec): 40.67 - samples/sec: 14411.66 - lr: 0.050000 |
| 2023-04-06 05:32:01,938 epoch 116 - iter 1325/2650 - loss 0.07732031 - time (sec): 50.98 - samples/sec: 14374.33 - lr: 0.050000 |
| 2023-04-06 05:32:12,248 epoch 116 - iter 1590/2650 - loss 0.07711708 - time (sec): 61.29 - samples/sec: 14367.11 - lr: 0.050000 |
| 2023-04-06 05:32:22,698 epoch 116 - iter 1855/2650 - loss 0.07729527 - time (sec): 71.74 - samples/sec: 14366.60 - lr: 0.050000 |
| 2023-04-06 05:32:32,922 epoch 116 - iter 2120/2650 - loss 0.07712799 - time (sec): 81.97 - samples/sec: 14378.91 - lr: 0.050000 |
| 2023-04-06 05:32:43,200 epoch 116 - iter 2385/2650 - loss 0.07693778 - time (sec): 92.24 - samples/sec: 14379.43 - lr: 0.050000 |
| 2023-04-06 05:32:53,395 epoch 116 - iter 2650/2650 - loss 0.07675975 - time (sec): 102.44 - samples/sec: 14387.17 - lr: 0.050000 |
| 2023-04-06 05:32:53,395 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:32:53,396 EPOCH 116 done: loss 0.0768 - lr 0.050000 |
| 2023-04-06 05:32:53,396 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:32:53,399 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:33:03,648 epoch 117 - iter 265/2650 - loss 0.07630526 - time (sec): 10.25 - samples/sec: 14385.17 - lr: 0.050000 |
| 2023-04-06 05:33:13,803 epoch 117 - iter 530/2650 - loss 0.07505957 - time (sec): 20.40 - samples/sec: 14408.23 - lr: 0.050000 |
| 2023-04-06 05:33:24,004 epoch 117 - iter 795/2650 - loss 0.07515553 - time (sec): 30.60 - samples/sec: 14402.93 - lr: 0.050000 |
| 2023-04-06 05:33:34,184 epoch 117 - iter 1060/2650 - loss 0.07507908 - time (sec): 40.78 - samples/sec: 14381.47 - lr: 0.050000 |
| 2023-04-06 05:33:44,276 epoch 117 - iter 1325/2650 - loss 0.07534554 - time (sec): 50.88 - samples/sec: 14396.22 - lr: 0.050000 |
| 2023-04-06 05:33:54,567 epoch 117 - iter 1590/2650 - loss 0.07574163 - time (sec): 61.17 - samples/sec: 14390.23 - lr: 0.050000 |
| 2023-04-06 05:34:04,823 epoch 117 - iter 1855/2650 - loss 0.07633712 - time (sec): 71.42 - samples/sec: 14395.22 - lr: 0.050000 |
| 2023-04-06 05:34:15,204 epoch 117 - iter 2120/2650 - loss 0.07639056 - time (sec): 81.80 - samples/sec: 14404.53 - lr: 0.050000 |
| 2023-04-06 05:34:25,571 epoch 117 - iter 2385/2650 - loss 0.07650981 - time (sec): 92.17 - samples/sec: 14400.27 - lr: 0.050000 |
| 2023-04-06 05:34:35,836 epoch 117 - iter 2650/2650 - loss 0.07653889 - time (sec): 102.44 - samples/sec: 14387.70 - lr: 0.050000 |
| 2023-04-06 05:34:35,836 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:34:35,836 EPOCH 117 done: loss 0.0765 - lr 0.050000 |
| 2023-04-06 05:34:35,836 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:34:35,840 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:34:46,025 epoch 118 - iter 265/2650 - loss 0.07565537 - time (sec): 10.18 - samples/sec: 14414.01 - lr: 0.050000 |
| 2023-04-06 05:34:56,335 epoch 118 - iter 530/2650 - loss 0.07655257 - time (sec): 20.49 - samples/sec: 14394.23 - lr: 0.050000 |
| 2023-04-06 05:35:06,636 epoch 118 - iter 795/2650 - loss 0.07663494 - time (sec): 30.80 - samples/sec: 14415.67 - lr: 0.050000 |
| 2023-04-06 05:35:16,884 epoch 118 - iter 1060/2650 - loss 0.07700656 - time (sec): 41.04 - samples/sec: 14390.84 - lr: 0.050000 |
| 2023-04-06 05:35:27,067 epoch 118 - iter 1325/2650 - loss 0.07672789 - time (sec): 51.23 - samples/sec: 14406.32 - lr: 0.050000 |
| 2023-04-06 05:35:37,103 epoch 118 - iter 1590/2650 - loss 0.07636292 - time (sec): 61.26 - samples/sec: 14417.85 - lr: 0.050000 |
| 2023-04-06 05:35:47,286 epoch 118 - iter 1855/2650 - loss 0.07648904 - time (sec): 71.45 - samples/sec: 14436.79 - lr: 0.050000 |
| 2023-04-06 05:35:57,446 epoch 118 - iter 2120/2650 - loss 0.07661261 - time (sec): 81.61 - samples/sec: 14445.87 - lr: 0.050000 |
| 2023-04-06 05:36:07,671 epoch 118 - iter 2385/2650 - loss 0.07663303 - time (sec): 91.83 - samples/sec: 14459.34 - lr: 0.050000 |
| 2023-04-06 05:36:17,720 epoch 118 - iter 2650/2650 - loss 0.07660689 - time (sec): 101.88 - samples/sec: 14466.27 - lr: 0.050000 |
| 2023-04-06 05:36:17,721 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:36:17,721 EPOCH 118 done: loss 0.0766 - lr 0.050000 |
| 2023-04-06 05:36:17,721 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:36:17,724 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:36:27,628 epoch 119 - iter 265/2650 - loss 0.07719001 - time (sec): 9.90 - samples/sec: 14738.29 - lr: 0.050000 |
| 2023-04-06 05:36:42,078 epoch 119 - iter 530/2650 - loss 0.07533117 - time (sec): 24.35 - samples/sec: 11998.08 - lr: 0.050000 |
| 2023-04-06 05:36:51,972 epoch 119 - iter 795/2650 - loss 0.07508773 - time (sec): 34.25 - samples/sec: 12798.43 - lr: 0.050000 |
| 2023-04-06 05:37:02,100 epoch 119 - iter 1060/2650 - loss 0.07542025 - time (sec): 44.38 - samples/sec: 13208.54 - lr: 0.050000 |
| 2023-04-06 05:37:12,250 epoch 119 - iter 1325/2650 - loss 0.07580390 - time (sec): 54.53 - samples/sec: 13471.28 - lr: 0.050000 |
| 2023-04-06 05:37:22,636 epoch 119 - iter 1590/2650 - loss 0.07569584 - time (sec): 64.91 - samples/sec: 13625.77 - lr: 0.050000 |
| 2023-04-06 05:37:32,686 epoch 119 - iter 1855/2650 - loss 0.07571807 - time (sec): 74.96 - samples/sec: 13749.49 - lr: 0.050000 |
| 2023-04-06 05:37:42,900 epoch 119 - iter 2120/2650 - loss 0.07568211 - time (sec): 85.18 - samples/sec: 13843.46 - lr: 0.050000 |
| 2023-04-06 05:37:53,050 epoch 119 - iter 2385/2650 - loss 0.07584356 - time (sec): 95.33 - samples/sec: 13915.25 - lr: 0.050000 |
| 2023-04-06 05:38:03,277 epoch 119 - iter 2650/2650 - loss 0.07582098 - time (sec): 105.55 - samples/sec: 13962.89 - lr: 0.050000 |
| 2023-04-06 05:38:03,278 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:38:03,278 EPOCH 119 done: loss 0.0758 - lr 0.050000 |
| 2023-04-06 05:38:03,278 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:38:03,282 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:38:13,564 epoch 120 - iter 265/2650 - loss 0.07618152 - time (sec): 10.28 - samples/sec: 14505.38 - lr: 0.050000 |
| 2023-04-06 05:38:23,643 epoch 120 - iter 530/2650 - loss 0.07549061 - time (sec): 20.36 - samples/sec: 14567.05 - lr: 0.050000 |
| 2023-04-06 05:38:33,757 epoch 120 - iter 795/2650 - loss 0.07491790 - time (sec): 30.47 - samples/sec: 14545.61 - lr: 0.050000 |
| 2023-04-06 05:38:43,804 epoch 120 - iter 1060/2650 - loss 0.07527088 - time (sec): 40.52 - samples/sec: 14564.45 - lr: 0.050000 |
| 2023-04-06 05:38:54,003 epoch 120 - iter 1325/2650 - loss 0.07492467 - time (sec): 50.72 - samples/sec: 14546.22 - lr: 0.050000 |
| 2023-04-06 05:39:04,029 epoch 120 - iter 1590/2650 - loss 0.07523061 - time (sec): 60.75 - samples/sec: 14554.03 - lr: 0.050000 |
| 2023-04-06 05:39:14,219 epoch 120 - iter 1855/2650 - loss 0.07544369 - time (sec): 70.94 - samples/sec: 14545.86 - lr: 0.050000 |
| 2023-04-06 05:39:24,378 epoch 120 - iter 2120/2650 - loss 0.07538245 - time (sec): 81.10 - samples/sec: 14545.85 - lr: 0.050000 |
| 2023-04-06 05:39:34,561 epoch 120 - iter 2385/2650 - loss 0.07551683 - time (sec): 91.28 - samples/sec: 14536.29 - lr: 0.050000 |
| 2023-04-06 05:39:44,637 epoch 120 - iter 2650/2650 - loss 0.07555902 - time (sec): 101.36 - samples/sec: 14541.16 - lr: 0.050000 |
| 2023-04-06 05:39:44,637 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:39:44,637 EPOCH 120 done: loss 0.0756 - lr 0.050000 |
| 2023-04-06 05:39:44,637 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:39:44,641 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:39:54,796 epoch 121 - iter 265/2650 - loss 0.07277726 - time (sec): 10.16 - samples/sec: 14493.16 - lr: 0.050000 |
| 2023-04-06 05:40:04,869 epoch 121 - iter 530/2650 - loss 0.07497268 - time (sec): 20.23 - samples/sec: 14567.39 - lr: 0.050000 |
| 2023-04-06 05:40:14,930 epoch 121 - iter 795/2650 - loss 0.07476223 - time (sec): 30.29 - samples/sec: 14562.15 - lr: 0.050000 |
| 2023-04-06 05:40:25,087 epoch 121 - iter 1060/2650 - loss 0.07496630 - time (sec): 40.45 - samples/sec: 14552.49 - lr: 0.050000 |
| 2023-04-06 05:40:35,280 epoch 121 - iter 1325/2650 - loss 0.07452567 - time (sec): 50.64 - samples/sec: 14514.22 - lr: 0.050000 |
| 2023-04-06 05:40:45,596 epoch 121 - iter 1590/2650 - loss 0.07461301 - time (sec): 60.95 - samples/sec: 14494.42 - lr: 0.050000 |
| 2023-04-06 05:40:55,901 epoch 121 - iter 1855/2650 - loss 0.07474607 - time (sec): 71.26 - samples/sec: 14478.04 - lr: 0.050000 |
| 2023-04-06 05:41:06,049 epoch 121 - iter 2120/2650 - loss 0.07490983 - time (sec): 81.41 - samples/sec: 14471.34 - lr: 0.050000 |
| 2023-04-06 05:41:16,254 epoch 121 - iter 2385/2650 - loss 0.07486648 - time (sec): 91.61 - samples/sec: 14472.85 - lr: 0.050000 |
| 2023-04-06 05:41:26,546 epoch 121 - iter 2650/2650 - loss 0.07479346 - time (sec): 101.91 - samples/sec: 14462.64 - lr: 0.050000 |
| 2023-04-06 05:41:26,546 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:41:26,547 EPOCH 121 done: loss 0.0748 - lr 0.050000 |
| 2023-04-06 05:41:26,547 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:41:26,554 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:41:36,609 epoch 122 - iter 265/2650 - loss 0.07302979 - time (sec): 10.06 - samples/sec: 14432.07 - lr: 0.050000 |
| 2023-04-06 05:41:46,686 epoch 122 - iter 530/2650 - loss 0.07265434 - time (sec): 20.13 - samples/sec: 14423.72 - lr: 0.050000 |
| 2023-04-06 05:41:56,886 epoch 122 - iter 795/2650 - loss 0.07250289 - time (sec): 30.33 - samples/sec: 14418.01 - lr: 0.050000 |
| 2023-04-06 05:42:07,279 epoch 122 - iter 1060/2650 - loss 0.07290962 - time (sec): 40.72 - samples/sec: 14408.50 - lr: 0.050000 |
| 2023-04-06 05:42:17,455 epoch 122 - iter 1325/2650 - loss 0.07330363 - time (sec): 50.90 - samples/sec: 14412.72 - lr: 0.050000 |
| 2023-04-06 05:42:27,794 epoch 122 - iter 1590/2650 - loss 0.07361541 - time (sec): 61.24 - samples/sec: 14404.42 - lr: 0.050000 |
| 2023-04-06 05:42:38,084 epoch 122 - iter 1855/2650 - loss 0.07395857 - time (sec): 71.53 - samples/sec: 14412.11 - lr: 0.050000 |
| 2023-04-06 05:42:48,403 epoch 122 - iter 2120/2650 - loss 0.07420531 - time (sec): 81.85 - samples/sec: 14423.06 - lr: 0.050000 |
| 2023-04-06 05:42:58,421 epoch 122 - iter 2385/2650 - loss 0.07411257 - time (sec): 91.87 - samples/sec: 14432.91 - lr: 0.050000 |
| 2023-04-06 05:43:08,733 epoch 122 - iter 2650/2650 - loss 0.07418415 - time (sec): 102.18 - samples/sec: 14423.99 - lr: 0.050000 |
| 2023-04-06 05:43:08,733 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:43:08,733 EPOCH 122 done: loss 0.0742 - lr 0.050000 |
| 2023-04-06 05:43:08,733 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:43:08,737 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:43:18,861 epoch 123 - iter 265/2650 - loss 0.07541415 - time (sec): 10.12 - samples/sec: 14472.47 - lr: 0.050000 |
| 2023-04-06 05:43:29,122 epoch 123 - iter 530/2650 - loss 0.07505464 - time (sec): 20.38 - samples/sec: 14426.32 - lr: 0.050000 |
| 2023-04-06 05:43:39,271 epoch 123 - iter 795/2650 - loss 0.07412452 - time (sec): 30.53 - samples/sec: 14437.13 - lr: 0.050000 |
| 2023-04-06 05:43:49,462 epoch 123 - iter 1060/2650 - loss 0.07422116 - time (sec): 40.72 - samples/sec: 14423.31 - lr: 0.050000 |
| 2023-04-06 05:43:59,655 epoch 123 - iter 1325/2650 - loss 0.07449723 - time (sec): 50.92 - samples/sec: 14410.09 - lr: 0.050000 |
| 2023-04-06 05:44:09,892 epoch 123 - iter 1590/2650 - loss 0.07436845 - time (sec): 61.15 - samples/sec: 14396.15 - lr: 0.050000 |
| 2023-04-06 05:44:20,221 epoch 123 - iter 1855/2650 - loss 0.07418952 - time (sec): 71.48 - samples/sec: 14408.89 - lr: 0.050000 |
| 2023-04-06 05:44:30,371 epoch 123 - iter 2120/2650 - loss 0.07417569 - time (sec): 81.63 - samples/sec: 14415.25 - lr: 0.050000 |
| 2023-04-06 05:44:40,656 epoch 123 - iter 2385/2650 - loss 0.07397582 - time (sec): 91.92 - samples/sec: 14416.31 - lr: 0.050000 |
| 2023-04-06 05:44:50,972 epoch 123 - iter 2650/2650 - loss 0.07387657 - time (sec): 102.23 - samples/sec: 14416.08 - lr: 0.050000 |
| 2023-04-06 05:44:50,972 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:44:50,972 EPOCH 123 done: loss 0.0739 - lr 0.050000 |
| 2023-04-06 05:44:50,972 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:44:50,976 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:45:01,140 epoch 124 - iter 265/2650 - loss 0.07351572 - time (sec): 10.16 - samples/sec: 14471.13 - lr: 0.050000 |
| 2023-04-06 05:45:11,249 epoch 124 - iter 530/2650 - loss 0.07403125 - time (sec): 20.27 - samples/sec: 14485.09 - lr: 0.050000 |
| 2023-04-06 05:45:21,469 epoch 124 - iter 795/2650 - loss 0.07358958 - time (sec): 30.49 - samples/sec: 14456.56 - lr: 0.050000 |
| 2023-04-06 05:45:31,674 epoch 124 - iter 1060/2650 - loss 0.07353978 - time (sec): 40.70 - samples/sec: 14443.66 - lr: 0.050000 |
| 2023-04-06 05:45:42,143 epoch 124 - iter 1325/2650 - loss 0.07391003 - time (sec): 51.17 - samples/sec: 14427.43 - lr: 0.050000 |
| 2023-04-06 05:45:52,244 epoch 124 - iter 1590/2650 - loss 0.07402756 - time (sec): 61.27 - samples/sec: 14440.37 - lr: 0.050000 |
| 2023-04-06 05:46:02,470 epoch 124 - iter 1855/2650 - loss 0.07373514 - time (sec): 71.49 - samples/sec: 14433.14 - lr: 0.050000 |
| 2023-04-06 05:46:12,760 epoch 124 - iter 2120/2650 - loss 0.07348650 - time (sec): 81.78 - samples/sec: 14423.31 - lr: 0.050000 |
| 2023-04-06 05:46:22,956 epoch 124 - iter 2385/2650 - loss 0.07365493 - time (sec): 91.98 - samples/sec: 14421.34 - lr: 0.050000 |
| 2023-04-06 05:46:33,211 epoch 124 - iter 2650/2650 - loss 0.07380678 - time (sec): 102.24 - samples/sec: 14415.96 - lr: 0.050000 |
| 2023-04-06 05:46:33,211 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:46:33,212 EPOCH 124 done: loss 0.0738 - lr 0.050000 |
| 2023-04-06 05:46:33,212 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:46:33,215 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:46:43,356 epoch 125 - iter 265/2650 - loss 0.07391849 - time (sec): 10.14 - samples/sec: 14431.01 - lr: 0.050000 |
| 2023-04-06 05:46:53,542 epoch 125 - iter 530/2650 - loss 0.07294080 - time (sec): 20.33 - samples/sec: 14431.81 - lr: 0.050000 |
| 2023-04-06 05:47:03,749 epoch 125 - iter 795/2650 - loss 0.07365149 - time (sec): 30.53 - samples/sec: 14410.48 - lr: 0.050000 |
| 2023-04-06 05:47:18,094 epoch 125 - iter 1060/2650 - loss 0.07384150 - time (sec): 44.88 - samples/sec: 13072.98 - lr: 0.050000 |
| 2023-04-06 05:47:28,384 epoch 125 - iter 1325/2650 - loss 0.07418249 - time (sec): 55.17 - samples/sec: 13321.02 - lr: 0.050000 |
| 2023-04-06 05:47:38,607 epoch 125 - iter 1590/2650 - loss 0.07405702 - time (sec): 65.39 - samples/sec: 13496.45 - lr: 0.050000 |
| 2023-04-06 05:47:48,963 epoch 125 - iter 1855/2650 - loss 0.07362430 - time (sec): 75.75 - samples/sec: 13616.27 - lr: 0.050000 |
| 2023-04-06 05:47:59,206 epoch 125 - iter 2120/2650 - loss 0.07342182 - time (sec): 85.99 - samples/sec: 13712.09 - lr: 0.050000 |
| 2023-04-06 05:48:09,459 epoch 125 - iter 2385/2650 - loss 0.07320703 - time (sec): 96.24 - samples/sec: 13788.99 - lr: 0.050000 |
| 2023-04-06 05:48:19,575 epoch 125 - iter 2650/2650 - loss 0.07317767 - time (sec): 106.36 - samples/sec: 13856.89 - lr: 0.050000 |
| 2023-04-06 05:48:19,575 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:48:19,576 EPOCH 125 done: loss 0.0732 - lr 0.050000 |
| 2023-04-06 05:48:19,576 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:48:19,580 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:48:29,818 epoch 126 - iter 265/2650 - loss 0.07167821 - time (sec): 10.24 - samples/sec: 14443.74 - lr: 0.050000 |
| 2023-04-06 05:48:39,821 epoch 126 - iter 530/2650 - loss 0.07282050 - time (sec): 20.24 - samples/sec: 14495.60 - lr: 0.050000 |
| 2023-04-06 05:48:50,221 epoch 126 - iter 795/2650 - loss 0.07251490 - time (sec): 30.64 - samples/sec: 14471.44 - lr: 0.050000 |
| 2023-04-06 05:49:00,278 epoch 126 - iter 1060/2650 - loss 0.07319843 - time (sec): 40.70 - samples/sec: 14473.27 - lr: 0.050000 |
| 2023-04-06 05:49:10,496 epoch 126 - iter 1325/2650 - loss 0.07329997 - time (sec): 50.92 - samples/sec: 14499.31 - lr: 0.050000 |
| 2023-04-06 05:49:20,656 epoch 126 - iter 1590/2650 - loss 0.07356355 - time (sec): 61.08 - samples/sec: 14509.92 - lr: 0.050000 |
| 2023-04-06 05:49:30,688 epoch 126 - iter 1855/2650 - loss 0.07306954 - time (sec): 71.11 - samples/sec: 14518.67 - lr: 0.050000 |
| 2023-04-06 05:49:40,696 epoch 126 - iter 2120/2650 - loss 0.07311298 - time (sec): 81.12 - samples/sec: 14520.81 - lr: 0.050000 |
| 2023-04-06 05:49:50,868 epoch 126 - iter 2385/2650 - loss 0.07330760 - time (sec): 91.29 - samples/sec: 14519.27 - lr: 0.050000 |
| 2023-04-06 05:50:01,207 epoch 126 - iter 2650/2650 - loss 0.07334427 - time (sec): 101.63 - samples/sec: 14502.27 - lr: 0.050000 |
| 2023-04-06 05:50:01,207 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:50:01,207 EPOCH 126 done: loss 0.0733 - lr 0.050000 |
| 2023-04-06 05:50:01,207 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:50:01,210 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:50:11,408 epoch 127 - iter 265/2650 - loss 0.07160410 - time (sec): 10.20 - samples/sec: 14374.47 - lr: 0.050000 |
| 2023-04-06 05:50:21,602 epoch 127 - iter 530/2650 - loss 0.07257429 - time (sec): 20.39 - samples/sec: 14387.75 - lr: 0.050000 |
| 2023-04-06 05:50:31,656 epoch 127 - iter 795/2650 - loss 0.07209163 - time (sec): 30.45 - samples/sec: 14417.69 - lr: 0.050000 |
| 2023-04-06 05:50:41,679 epoch 127 - iter 1060/2650 - loss 0.07199916 - time (sec): 40.47 - samples/sec: 14421.23 - lr: 0.050000 |
| 2023-04-06 05:50:51,934 epoch 127 - iter 1325/2650 - loss 0.07238051 - time (sec): 50.72 - samples/sec: 14421.84 - lr: 0.050000 |
| 2023-04-06 05:51:02,259 epoch 127 - iter 1590/2650 - loss 0.07271980 - time (sec): 61.05 - samples/sec: 14400.58 - lr: 0.050000 |
| 2023-04-06 05:51:12,528 epoch 127 - iter 1855/2650 - loss 0.07290998 - time (sec): 71.32 - samples/sec: 14420.05 - lr: 0.050000 |
| 2023-04-06 05:51:22,807 epoch 127 - iter 2120/2650 - loss 0.07288362 - time (sec): 81.60 - samples/sec: 14411.68 - lr: 0.050000 |
| 2023-04-06 05:51:33,156 epoch 127 - iter 2385/2650 - loss 0.07302029 - time (sec): 91.95 - samples/sec: 14411.96 - lr: 0.050000 |
| 2023-04-06 05:51:43,501 epoch 127 - iter 2650/2650 - loss 0.07312318 - time (sec): 102.29 - samples/sec: 14408.13 - lr: 0.050000 |
| 2023-04-06 05:51:43,501 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:51:43,502 EPOCH 127 done: loss 0.0731 - lr 0.050000 |
| 2023-04-06 05:51:43,502 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:51:43,508 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:51:53,537 epoch 128 - iter 265/2650 - loss 0.06989096 - time (sec): 10.03 - samples/sec: 14470.25 - lr: 0.050000 |
| 2023-04-06 05:52:03,938 epoch 128 - iter 530/2650 - loss 0.07180639 - time (sec): 20.43 - samples/sec: 14381.90 - lr: 0.050000 |
| 2023-04-06 05:52:14,103 epoch 128 - iter 795/2650 - loss 0.07185783 - time (sec): 30.59 - samples/sec: 14458.67 - lr: 0.050000 |
| 2023-04-06 05:52:24,213 epoch 128 - iter 1060/2650 - loss 0.07168462 - time (sec): 40.70 - samples/sec: 14480.03 - lr: 0.050000 |
| 2023-04-06 05:52:34,349 epoch 128 - iter 1325/2650 - loss 0.07220237 - time (sec): 50.84 - samples/sec: 14489.83 - lr: 0.050000 |
| 2023-04-06 05:52:44,507 epoch 128 - iter 1590/2650 - loss 0.07222181 - time (sec): 61.00 - samples/sec: 14497.27 - lr: 0.050000 |
| 2023-04-06 05:52:54,658 epoch 128 - iter 1855/2650 - loss 0.07200144 - time (sec): 71.15 - samples/sec: 14493.66 - lr: 0.050000 |
| 2023-04-06 05:53:04,936 epoch 128 - iter 2120/2650 - loss 0.07188980 - time (sec): 81.43 - samples/sec: 14485.94 - lr: 0.050000 |
| 2023-04-06 05:53:15,132 epoch 128 - iter 2385/2650 - loss 0.07188923 - time (sec): 91.62 - samples/sec: 14491.54 - lr: 0.050000 |
| 2023-04-06 05:53:25,177 epoch 128 - iter 2650/2650 - loss 0.07194620 - time (sec): 101.67 - samples/sec: 14496.31 - lr: 0.050000 |
| 2023-04-06 05:53:25,177 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:53:25,177 EPOCH 128 done: loss 0.0719 - lr 0.050000 |
| 2023-04-06 05:53:25,177 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:53:25,180 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:53:35,359 epoch 129 - iter 265/2650 - loss 0.07123884 - time (sec): 10.18 - samples/sec: 14543.25 - lr: 0.050000 |
| 2023-04-06 05:53:45,517 epoch 129 - iter 530/2650 - loss 0.07085253 - time (sec): 20.34 - samples/sec: 14531.59 - lr: 0.050000 |
| 2023-04-06 05:53:55,683 epoch 129 - iter 795/2650 - loss 0.07149990 - time (sec): 30.50 - samples/sec: 14536.78 - lr: 0.050000 |
| 2023-04-06 05:54:05,874 epoch 129 - iter 1060/2650 - loss 0.07223179 - time (sec): 40.69 - samples/sec: 14552.63 - lr: 0.050000 |
| 2023-04-06 05:54:16,102 epoch 129 - iter 1325/2650 - loss 0.07217718 - time (sec): 50.92 - samples/sec: 14540.66 - lr: 0.050000 |
| 2023-04-06 05:54:26,075 epoch 129 - iter 1590/2650 - loss 0.07211040 - time (sec): 60.90 - samples/sec: 14540.68 - lr: 0.050000 |
| 2023-04-06 05:54:36,332 epoch 129 - iter 1855/2650 - loss 0.07235703 - time (sec): 71.15 - samples/sec: 14521.94 - lr: 0.050000 |
| 2023-04-06 05:54:46,460 epoch 129 - iter 2120/2650 - loss 0.07221692 - time (sec): 81.28 - samples/sec: 14507.39 - lr: 0.050000 |
| 2023-04-06 05:54:56,740 epoch 129 - iter 2385/2650 - loss 0.07219341 - time (sec): 91.56 - samples/sec: 14492.69 - lr: 0.050000 |
| 2023-04-06 05:55:06,874 epoch 129 - iter 2650/2650 - loss 0.07216985 - time (sec): 101.69 - samples/sec: 14492.73 - lr: 0.050000 |
| 2023-04-06 05:55:06,874 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:55:06,874 EPOCH 129 done: loss 0.0722 - lr 0.050000 |
| 2023-04-06 05:55:06,874 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:55:06,878 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:55:16,856 epoch 130 - iter 265/2650 - loss 0.07156777 - time (sec): 9.98 - samples/sec: 14478.19 - lr: 0.050000 |
| 2023-04-06 05:55:26,846 epoch 130 - iter 530/2650 - loss 0.07192180 - time (sec): 19.97 - samples/sec: 14472.30 - lr: 0.050000 |
| 2023-04-06 05:55:37,157 epoch 130 - iter 795/2650 - loss 0.07187552 - time (sec): 30.28 - samples/sec: 14438.58 - lr: 0.050000 |
| 2023-04-06 05:55:47,423 epoch 130 - iter 1060/2650 - loss 0.07114642 - time (sec): 40.54 - samples/sec: 14452.01 - lr: 0.050000 |
| 2023-04-06 05:55:57,650 epoch 130 - iter 1325/2650 - loss 0.07148242 - time (sec): 50.77 - samples/sec: 14455.08 - lr: 0.050000 |
| 2023-04-06 05:56:07,746 epoch 130 - iter 1590/2650 - loss 0.07141457 - time (sec): 60.87 - samples/sec: 14451.09 - lr: 0.050000 |
| 2023-04-06 05:56:18,151 epoch 130 - iter 1855/2650 - loss 0.07166190 - time (sec): 71.27 - samples/sec: 14452.68 - lr: 0.050000 |
| 2023-04-06 05:56:28,360 epoch 130 - iter 2120/2650 - loss 0.07158339 - time (sec): 81.48 - samples/sec: 14453.90 - lr: 0.050000 |
| 2023-04-06 05:56:38,583 epoch 130 - iter 2385/2650 - loss 0.07180347 - time (sec): 91.70 - samples/sec: 14457.54 - lr: 0.050000 |
| 2023-04-06 05:56:48,748 epoch 130 - iter 2650/2650 - loss 0.07183069 - time (sec): 101.87 - samples/sec: 14467.78 - lr: 0.050000 |
| 2023-04-06 05:56:48,748 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:56:48,748 EPOCH 130 done: loss 0.0718 - lr 0.050000 |
| 2023-04-06 05:56:48,748 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 05:56:48,752 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:56:58,832 epoch 131 - iter 265/2650 - loss 0.06993547 - time (sec): 10.08 - samples/sec: 14612.44 - lr: 0.050000 |
| 2023-04-06 05:57:08,954 epoch 131 - iter 530/2650 - loss 0.07190945 - time (sec): 20.20 - samples/sec: 14560.77 - lr: 0.050000 |
| 2023-04-06 05:57:19,046 epoch 131 - iter 795/2650 - loss 0.07103220 - time (sec): 30.29 - samples/sec: 14555.33 - lr: 0.050000 |
| 2023-04-06 05:57:29,205 epoch 131 - iter 1060/2650 - loss 0.07131628 - time (sec): 40.45 - samples/sec: 14532.07 - lr: 0.050000 |
| 2023-04-06 05:57:39,283 epoch 131 - iter 1325/2650 - loss 0.07147848 - time (sec): 50.53 - samples/sec: 14535.06 - lr: 0.050000 |
| 2023-04-06 05:57:53,671 epoch 131 - iter 1590/2650 - loss 0.07175252 - time (sec): 64.92 - samples/sec: 13547.09 - lr: 0.050000 |
| 2023-04-06 05:58:03,800 epoch 131 - iter 1855/2650 - loss 0.07177452 - time (sec): 75.05 - samples/sec: 13701.79 - lr: 0.050000 |
| 2023-04-06 05:58:14,101 epoch 131 - iter 2120/2650 - loss 0.07197258 - time (sec): 85.35 - samples/sec: 13794.93 - lr: 0.050000 |
| 2023-04-06 05:58:24,353 epoch 131 - iter 2385/2650 - loss 0.07202037 - time (sec): 95.60 - samples/sec: 13872.21 - lr: 0.050000 |
| 2023-04-06 05:58:34,584 epoch 131 - iter 2650/2650 - loss 0.07189353 - time (sec): 105.83 - samples/sec: 13926.05 - lr: 0.050000 |
| 2023-04-06 05:58:34,584 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:58:34,584 EPOCH 131 done: loss 0.0719 - lr 0.050000 |
| 2023-04-06 05:58:34,584 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 05:58:34,588 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 05:58:44,803 epoch 132 - iter 265/2650 - loss 0.07069847 - time (sec): 10.22 - samples/sec: 14417.58 - lr: 0.050000 |
| 2023-04-06 05:58:55,150 epoch 132 - iter 530/2650 - loss 0.07182581 - time (sec): 20.56 - samples/sec: 14405.96 - lr: 0.050000 |
| 2023-04-06 05:59:05,340 epoch 132 - iter 795/2650 - loss 0.07104858 - time (sec): 30.75 - samples/sec: 14453.65 - lr: 0.050000 |
| 2023-04-06 05:59:15,603 epoch 132 - iter 1060/2650 - loss 0.07144458 - time (sec): 41.01 - samples/sec: 14453.48 - lr: 0.050000 |
| 2023-04-06 05:59:25,730 epoch 132 - iter 1325/2650 - loss 0.07136200 - time (sec): 51.14 - samples/sec: 14454.65 - lr: 0.050000 |
| 2023-04-06 05:59:35,912 epoch 132 - iter 1590/2650 - loss 0.07137759 - time (sec): 61.32 - samples/sec: 14448.67 - lr: 0.050000 |
| 2023-04-06 05:59:46,123 epoch 132 - iter 1855/2650 - loss 0.07181440 - time (sec): 71.54 - samples/sec: 14449.56 - lr: 0.050000 |
| 2023-04-06 05:59:56,290 epoch 132 - iter 2120/2650 - loss 0.07169080 - time (sec): 81.70 - samples/sec: 14448.38 - lr: 0.050000 |
| 2023-04-06 06:00:06,461 epoch 132 - iter 2385/2650 - loss 0.07159183 - time (sec): 91.87 - samples/sec: 14456.25 - lr: 0.050000 |
| 2023-04-06 06:00:16,531 epoch 132 - iter 2650/2650 - loss 0.07164641 - time (sec): 101.94 - samples/sec: 14457.35 - lr: 0.050000 |
| 2023-04-06 06:00:16,531 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:00:16,531 EPOCH 132 done: loss 0.0716 - lr 0.050000 |
| 2023-04-06 06:00:16,531 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:00:16,534 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:00:26,709 epoch 133 - iter 265/2650 - loss 0.06991611 - time (sec): 10.17 - samples/sec: 14402.87 - lr: 0.050000 |
| 2023-04-06 06:00:37,031 epoch 133 - iter 530/2650 - loss 0.06962504 - time (sec): 20.50 - samples/sec: 14403.43 - lr: 0.050000 |
| 2023-04-06 06:00:47,208 epoch 133 - iter 795/2650 - loss 0.07018914 - time (sec): 30.67 - samples/sec: 14436.78 - lr: 0.050000 |
| 2023-04-06 06:00:57,486 epoch 133 - iter 1060/2650 - loss 0.07020071 - time (sec): 40.95 - samples/sec: 14449.91 - lr: 0.050000 |
| 2023-04-06 06:01:07,692 epoch 133 - iter 1325/2650 - loss 0.07057650 - time (sec): 51.16 - samples/sec: 14454.09 - lr: 0.050000 |
| 2023-04-06 06:01:17,710 epoch 133 - iter 1590/2650 - loss 0.07023432 - time (sec): 61.18 - samples/sec: 14459.35 - lr: 0.050000 |
| 2023-04-06 06:01:27,862 epoch 133 - iter 1855/2650 - loss 0.07044292 - time (sec): 71.33 - samples/sec: 14464.60 - lr: 0.050000 |
| 2023-04-06 06:01:38,004 epoch 133 - iter 2120/2650 - loss 0.07083787 - time (sec): 81.47 - samples/sec: 14462.61 - lr: 0.050000 |
| 2023-04-06 06:01:48,257 epoch 133 - iter 2385/2650 - loss 0.07100420 - time (sec): 91.72 - samples/sec: 14462.41 - lr: 0.050000 |
| 2023-04-06 06:01:58,379 epoch 133 - iter 2650/2650 - loss 0.07097400 - time (sec): 101.84 - samples/sec: 14471.28 - lr: 0.050000 |
| 2023-04-06 06:01:58,379 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:01:58,379 EPOCH 133 done: loss 0.0710 - lr 0.050000 |
| 2023-04-06 06:01:58,379 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:01:58,386 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:02:08,616 epoch 134 - iter 265/2650 - loss 0.06938914 - time (sec): 10.23 - samples/sec: 14399.83 - lr: 0.050000 |
| 2023-04-06 06:02:18,828 epoch 134 - iter 530/2650 - loss 0.07091000 - time (sec): 20.44 - samples/sec: 14470.68 - lr: 0.050000 |
| 2023-04-06 06:02:29,179 epoch 134 - iter 795/2650 - loss 0.07105165 - time (sec): 30.79 - samples/sec: 14442.42 - lr: 0.050000 |
| 2023-04-06 06:02:39,270 epoch 134 - iter 1060/2650 - loss 0.07097038 - time (sec): 40.88 - samples/sec: 14465.42 - lr: 0.050000 |
| 2023-04-06 06:02:49,487 epoch 134 - iter 1325/2650 - loss 0.07110510 - time (sec): 51.10 - samples/sec: 14450.91 - lr: 0.050000 |
| 2023-04-06 06:02:59,531 epoch 134 - iter 1590/2650 - loss 0.07119903 - time (sec): 61.15 - samples/sec: 14462.03 - lr: 0.050000 |
| 2023-04-06 06:03:09,841 epoch 134 - iter 1855/2650 - loss 0.07150678 - time (sec): 71.46 - samples/sec: 14447.37 - lr: 0.050000 |
| 2023-04-06 06:03:19,950 epoch 134 - iter 2120/2650 - loss 0.07148234 - time (sec): 81.56 - samples/sec: 14460.81 - lr: 0.050000 |
| 2023-04-06 06:03:30,042 epoch 134 - iter 2385/2650 - loss 0.07155171 - time (sec): 91.66 - samples/sec: 14461.43 - lr: 0.050000 |
| 2023-04-06 06:03:40,225 epoch 134 - iter 2650/2650 - loss 0.07145287 - time (sec): 101.84 - samples/sec: 14472.10 - lr: 0.050000 |
| 2023-04-06 06:03:40,225 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:03:40,225 EPOCH 134 done: loss 0.0715 - lr 0.050000 |
| 2023-04-06 06:03:40,225 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 06:03:40,231 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:03:50,425 epoch 135 - iter 265/2650 - loss 0.06982390 - time (sec): 10.19 - samples/sec: 14519.77 - lr: 0.050000 |
| 2023-04-06 06:04:00,724 epoch 135 - iter 530/2650 - loss 0.07016826 - time (sec): 20.49 - samples/sec: 14527.25 - lr: 0.050000 |
| 2023-04-06 06:04:10,855 epoch 135 - iter 795/2650 - loss 0.07108229 - time (sec): 30.62 - samples/sec: 14485.53 - lr: 0.050000 |
| 2023-04-06 06:04:21,016 epoch 135 - iter 1060/2650 - loss 0.07095020 - time (sec): 40.78 - samples/sec: 14462.05 - lr: 0.050000 |
| 2023-04-06 06:04:31,156 epoch 135 - iter 1325/2650 - loss 0.07063523 - time (sec): 50.92 - samples/sec: 14472.47 - lr: 0.050000 |
| 2023-04-06 06:04:41,353 epoch 135 - iter 1590/2650 - loss 0.07080118 - time (sec): 61.12 - samples/sec: 14463.80 - lr: 0.050000 |
| 2023-04-06 06:04:51,584 epoch 135 - iter 1855/2650 - loss 0.07052857 - time (sec): 71.35 - samples/sec: 14461.71 - lr: 0.050000 |
| 2023-04-06 06:05:01,956 epoch 135 - iter 2120/2650 - loss 0.07081092 - time (sec): 81.73 - samples/sec: 14444.21 - lr: 0.050000 |
| 2023-04-06 06:05:12,287 epoch 135 - iter 2385/2650 - loss 0.07094031 - time (sec): 92.06 - samples/sec: 14439.95 - lr: 0.050000 |
| 2023-04-06 06:05:22,352 epoch 135 - iter 2650/2650 - loss 0.07083522 - time (sec): 102.12 - samples/sec: 14432.18 - lr: 0.050000 |
| 2023-04-06 06:05:22,352 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:05:22,352 EPOCH 135 done: loss 0.0708 - lr 0.050000 |
| 2023-04-06 06:05:22,352 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:05:22,356 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:05:32,631 epoch 136 - iter 265/2650 - loss 0.07030095 - time (sec): 10.28 - samples/sec: 14492.94 - lr: 0.050000 |
| 2023-04-06 06:05:42,891 epoch 136 - iter 530/2650 - loss 0.07171919 - time (sec): 20.53 - samples/sec: 14433.77 - lr: 0.050000 |
| 2023-04-06 06:05:53,260 epoch 136 - iter 795/2650 - loss 0.07081465 - time (sec): 30.90 - samples/sec: 14392.94 - lr: 0.050000 |
| 2023-04-06 06:06:03,574 epoch 136 - iter 1060/2650 - loss 0.07048184 - time (sec): 41.22 - samples/sec: 14387.56 - lr: 0.050000 |
| 2023-04-06 06:06:13,552 epoch 136 - iter 1325/2650 - loss 0.07057184 - time (sec): 51.20 - samples/sec: 14420.30 - lr: 0.050000 |
| 2023-04-06 06:06:23,806 epoch 136 - iter 1590/2650 - loss 0.07066760 - time (sec): 61.45 - samples/sec: 14417.83 - lr: 0.050000 |
| 2023-04-06 06:06:33,870 epoch 136 - iter 1855/2650 - loss 0.07087409 - time (sec): 71.51 - samples/sec: 14423.24 - lr: 0.050000 |
| 2023-04-06 06:06:44,149 epoch 136 - iter 2120/2650 - loss 0.07074231 - time (sec): 81.79 - samples/sec: 14409.35 - lr: 0.050000 |
| 2023-04-06 06:06:54,355 epoch 136 - iter 2385/2650 - loss 0.07080621 - time (sec): 92.00 - samples/sec: 14414.68 - lr: 0.050000 |
| 2023-04-06 06:07:04,623 epoch 136 - iter 2650/2650 - loss 0.07089156 - time (sec): 102.27 - samples/sec: 14411.57 - lr: 0.050000 |
| 2023-04-06 06:07:04,623 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:07:04,623 EPOCH 136 done: loss 0.0709 - lr 0.050000 |
| 2023-04-06 06:07:04,623 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 06:07:04,627 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:07:14,874 epoch 137 - iter 265/2650 - loss 0.06892503 - time (sec): 10.25 - samples/sec: 14461.33 - lr: 0.050000 |
| 2023-04-06 06:07:25,251 epoch 137 - iter 530/2650 - loss 0.07017638 - time (sec): 20.62 - samples/sec: 14410.79 - lr: 0.050000 |
| 2023-04-06 06:07:35,403 epoch 137 - iter 795/2650 - loss 0.07021715 - time (sec): 30.78 - samples/sec: 14409.18 - lr: 0.050000 |
| 2023-04-06 06:07:45,576 epoch 137 - iter 1060/2650 - loss 0.06961045 - time (sec): 40.95 - samples/sec: 14411.43 - lr: 0.050000 |
| 2023-04-06 06:07:55,771 epoch 137 - iter 1325/2650 - loss 0.06971019 - time (sec): 51.14 - samples/sec: 14435.50 - lr: 0.050000 |
| 2023-04-06 06:08:05,834 epoch 137 - iter 1590/2650 - loss 0.06954130 - time (sec): 61.21 - samples/sec: 14460.72 - lr: 0.050000 |
| 2023-04-06 06:08:16,069 epoch 137 - iter 1855/2650 - loss 0.06996827 - time (sec): 71.44 - samples/sec: 14453.05 - lr: 0.050000 |
| 2023-04-06 06:08:30,591 epoch 137 - iter 2120/2650 - loss 0.07013308 - time (sec): 85.96 - samples/sec: 13723.84 - lr: 0.050000 |
| 2023-04-06 06:08:40,718 epoch 137 - iter 2385/2650 - loss 0.06997085 - time (sec): 96.09 - samples/sec: 13816.13 - lr: 0.050000 |
| 2023-04-06 06:08:50,818 epoch 137 - iter 2650/2650 - loss 0.07017596 - time (sec): 106.19 - samples/sec: 13879.05 - lr: 0.050000 |
| 2023-04-06 06:08:50,818 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:08:50,818 EPOCH 137 done: loss 0.0702 - lr 0.050000 |
| 2023-04-06 06:08:50,818 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:08:50,821 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:09:00,882 epoch 138 - iter 265/2650 - loss 0.06989798 - time (sec): 10.06 - samples/sec: 14486.78 - lr: 0.050000 |
| 2023-04-06 06:09:11,028 epoch 138 - iter 530/2650 - loss 0.07207804 - time (sec): 20.21 - samples/sec: 14557.45 - lr: 0.050000 |
| 2023-04-06 06:09:21,296 epoch 138 - iter 795/2650 - loss 0.07209954 - time (sec): 30.47 - samples/sec: 14540.31 - lr: 0.050000 |
| 2023-04-06 06:09:31,556 epoch 138 - iter 1060/2650 - loss 0.07185692 - time (sec): 40.73 - samples/sec: 14537.57 - lr: 0.050000 |
| 2023-04-06 06:09:41,739 epoch 138 - iter 1325/2650 - loss 0.07156425 - time (sec): 50.92 - samples/sec: 14521.27 - lr: 0.050000 |
| 2023-04-06 06:09:51,846 epoch 138 - iter 1590/2650 - loss 0.07136113 - time (sec): 61.02 - samples/sec: 14517.76 - lr: 0.050000 |
| 2023-04-06 06:10:01,905 epoch 138 - iter 1855/2650 - loss 0.07132167 - time (sec): 71.08 - samples/sec: 14528.73 - lr: 0.050000 |
| 2023-04-06 06:10:12,064 epoch 138 - iter 2120/2650 - loss 0.07091307 - time (sec): 81.24 - samples/sec: 14532.18 - lr: 0.050000 |
| 2023-04-06 06:10:22,405 epoch 138 - iter 2385/2650 - loss 0.07084835 - time (sec): 91.58 - samples/sec: 14505.38 - lr: 0.050000 |
| 2023-04-06 06:10:32,412 epoch 138 - iter 2650/2650 - loss 0.07060385 - time (sec): 101.59 - samples/sec: 14507.43 - lr: 0.050000 |
| 2023-04-06 06:10:32,412 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:10:32,412 EPOCH 138 done: loss 0.0706 - lr 0.050000 |
| 2023-04-06 06:10:32,413 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 06:10:32,417 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:10:42,705 epoch 139 - iter 265/2650 - loss 0.06964083 - time (sec): 10.29 - samples/sec: 14397.90 - lr: 0.050000 |
| 2023-04-06 06:10:52,848 epoch 139 - iter 530/2650 - loss 0.06934608 - time (sec): 20.43 - samples/sec: 14425.31 - lr: 0.050000 |
| 2023-04-06 06:11:03,110 epoch 139 - iter 795/2650 - loss 0.06940262 - time (sec): 30.69 - samples/sec: 14433.42 - lr: 0.050000 |
| 2023-04-06 06:11:13,287 epoch 139 - iter 1060/2650 - loss 0.06906814 - time (sec): 40.87 - samples/sec: 14443.76 - lr: 0.050000 |
| 2023-04-06 06:11:23,356 epoch 139 - iter 1325/2650 - loss 0.06936961 - time (sec): 50.94 - samples/sec: 14437.01 - lr: 0.050000 |
| 2023-04-06 06:11:33,539 epoch 139 - iter 1590/2650 - loss 0.06895254 - time (sec): 61.12 - samples/sec: 14453.04 - lr: 0.050000 |
| 2023-04-06 06:11:43,811 epoch 139 - iter 1855/2650 - loss 0.06939724 - time (sec): 71.39 - samples/sec: 14444.98 - lr: 0.050000 |
| 2023-04-06 06:11:53,929 epoch 139 - iter 2120/2650 - loss 0.06946709 - time (sec): 81.51 - samples/sec: 14451.68 - lr: 0.050000 |
| 2023-04-06 06:12:04,218 epoch 139 - iter 2385/2650 - loss 0.06951387 - time (sec): 91.80 - samples/sec: 14452.74 - lr: 0.050000 |
| 2023-04-06 06:12:14,416 epoch 139 - iter 2650/2650 - loss 0.06952088 - time (sec): 102.00 - samples/sec: 14449.34 - lr: 0.050000 |
| 2023-04-06 06:12:14,417 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:12:14,417 EPOCH 139 done: loss 0.0695 - lr 0.050000 |
| 2023-04-06 06:12:14,417 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:12:14,424 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:12:24,567 epoch 140 - iter 265/2650 - loss 0.06958310 - time (sec): 10.14 - samples/sec: 14504.85 - lr: 0.050000 |
| 2023-04-06 06:12:34,672 epoch 140 - iter 530/2650 - loss 0.06872336 - time (sec): 20.25 - samples/sec: 14479.22 - lr: 0.050000 |
| 2023-04-06 06:12:44,890 epoch 140 - iter 795/2650 - loss 0.06955041 - time (sec): 30.47 - samples/sec: 14447.29 - lr: 0.050000 |
| 2023-04-06 06:12:55,120 epoch 140 - iter 1060/2650 - loss 0.06986238 - time (sec): 40.70 - samples/sec: 14439.30 - lr: 0.050000 |
| 2023-04-06 06:13:05,385 epoch 140 - iter 1325/2650 - loss 0.06968415 - time (sec): 50.96 - samples/sec: 14465.52 - lr: 0.050000 |
| 2023-04-06 06:13:15,692 epoch 140 - iter 1590/2650 - loss 0.06969235 - time (sec): 61.27 - samples/sec: 14447.28 - lr: 0.050000 |
| 2023-04-06 06:13:25,846 epoch 140 - iter 1855/2650 - loss 0.06949556 - time (sec): 71.42 - samples/sec: 14445.47 - lr: 0.050000 |
| 2023-04-06 06:13:36,046 epoch 140 - iter 2120/2650 - loss 0.06976983 - time (sec): 81.62 - samples/sec: 14437.73 - lr: 0.050000 |
| 2023-04-06 06:13:46,282 epoch 140 - iter 2385/2650 - loss 0.06985533 - time (sec): 91.86 - samples/sec: 14449.01 - lr: 0.050000 |
| 2023-04-06 06:13:56,467 epoch 140 - iter 2650/2650 - loss 0.06991413 - time (sec): 102.04 - samples/sec: 14443.17 - lr: 0.050000 |
| 2023-04-06 06:13:56,467 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:13:56,467 EPOCH 140 done: loss 0.0699 - lr 0.050000 |
| 2023-04-06 06:13:56,467 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 06:13:56,471 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:14:06,661 epoch 141 - iter 265/2650 - loss 0.06797319 - time (sec): 10.19 - samples/sec: 14467.82 - lr: 0.050000 |
| 2023-04-06 06:14:16,784 epoch 141 - iter 530/2650 - loss 0.06856668 - time (sec): 20.31 - samples/sec: 14442.56 - lr: 0.050000 |
| 2023-04-06 06:14:26,809 epoch 141 - iter 795/2650 - loss 0.06895352 - time (sec): 30.34 - samples/sec: 14499.48 - lr: 0.050000 |
| 2023-04-06 06:14:37,119 epoch 141 - iter 1060/2650 - loss 0.06855669 - time (sec): 40.65 - samples/sec: 14474.49 - lr: 0.050000 |
| 2023-04-06 06:14:47,293 epoch 141 - iter 1325/2650 - loss 0.06889422 - time (sec): 50.82 - samples/sec: 14472.69 - lr: 0.050000 |
| 2023-04-06 06:14:57,526 epoch 141 - iter 1590/2650 - loss 0.06879491 - time (sec): 61.05 - samples/sec: 14469.20 - lr: 0.050000 |
| 2023-04-06 06:15:07,640 epoch 141 - iter 1855/2650 - loss 0.06893479 - time (sec): 71.17 - samples/sec: 14472.83 - lr: 0.050000 |
| 2023-04-06 06:15:17,772 epoch 141 - iter 2120/2650 - loss 0.06930550 - time (sec): 81.30 - samples/sec: 14480.61 - lr: 0.050000 |
| 2023-04-06 06:15:27,926 epoch 141 - iter 2385/2650 - loss 0.06936587 - time (sec): 91.45 - samples/sec: 14482.47 - lr: 0.050000 |
| 2023-04-06 06:15:38,262 epoch 141 - iter 2650/2650 - loss 0.06959428 - time (sec): 101.79 - samples/sec: 14478.93 - lr: 0.050000 |
| 2023-04-06 06:15:38,262 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:15:38,262 EPOCH 141 done: loss 0.0696 - lr 0.050000 |
| 2023-04-06 06:15:38,262 BAD EPOCHS (no improvement): 2 |
| 2023-04-06 06:15:38,266 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:15:48,553 epoch 142 - iter 265/2650 - loss 0.06992317 - time (sec): 10.29 - samples/sec: 14332.70 - lr: 0.050000 |
| 2023-04-06 06:15:58,725 epoch 142 - iter 530/2650 - loss 0.06893254 - time (sec): 20.46 - samples/sec: 14405.28 - lr: 0.050000 |
| 2023-04-06 06:16:08,823 epoch 142 - iter 795/2650 - loss 0.06900064 - time (sec): 30.56 - samples/sec: 14438.05 - lr: 0.050000 |
| 2023-04-06 06:16:19,298 epoch 142 - iter 1060/2650 - loss 0.06885106 - time (sec): 41.03 - samples/sec: 14365.83 - lr: 0.050000 |
| 2023-04-06 06:16:29,463 epoch 142 - iter 1325/2650 - loss 0.06882324 - time (sec): 51.20 - samples/sec: 14394.21 - lr: 0.050000 |
| 2023-04-06 06:16:39,689 epoch 142 - iter 1590/2650 - loss 0.06927915 - time (sec): 61.42 - samples/sec: 14409.41 - lr: 0.050000 |
| 2023-04-06 06:16:49,944 epoch 142 - iter 1855/2650 - loss 0.06929636 - time (sec): 71.68 - samples/sec: 14403.35 - lr: 0.050000 |
| 2023-04-06 06:17:00,200 epoch 142 - iter 2120/2650 - loss 0.06968504 - time (sec): 81.93 - samples/sec: 14405.30 - lr: 0.050000 |
| 2023-04-06 06:17:10,390 epoch 142 - iter 2385/2650 - loss 0.06988854 - time (sec): 92.12 - samples/sec: 14398.27 - lr: 0.050000 |
| 2023-04-06 06:17:20,665 epoch 142 - iter 2650/2650 - loss 0.07001256 - time (sec): 102.40 - samples/sec: 14392.94 - lr: 0.050000 |
| 2023-04-06 06:17:20,665 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:17:20,665 EPOCH 142 done: loss 0.0700 - lr 0.050000 |
| 2023-04-06 06:17:20,665 BAD EPOCHS (no improvement): 3 |
| 2023-04-06 06:17:20,669 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:17:30,984 epoch 143 - iter 265/2650 - loss 0.06959535 - time (sec): 10.31 - samples/sec: 14359.81 - lr: 0.050000 |
| 2023-04-06 06:17:41,210 epoch 143 - iter 530/2650 - loss 0.06894295 - time (sec): 20.54 - samples/sec: 14398.46 - lr: 0.050000 |
| 2023-04-06 06:17:51,411 epoch 143 - iter 795/2650 - loss 0.06835523 - time (sec): 30.74 - samples/sec: 14384.09 - lr: 0.050000 |
| 2023-04-06 06:18:01,624 epoch 143 - iter 1060/2650 - loss 0.06877084 - time (sec): 40.95 - samples/sec: 14392.82 - lr: 0.050000 |
| 2023-04-06 06:18:11,959 epoch 143 - iter 1325/2650 - loss 0.06882057 - time (sec): 51.29 - samples/sec: 14380.09 - lr: 0.050000 |
| 2023-04-06 06:18:22,243 epoch 143 - iter 1590/2650 - loss 0.06928107 - time (sec): 61.57 - samples/sec: 14378.80 - lr: 0.050000 |
| 2023-04-06 06:18:32,441 epoch 143 - iter 1855/2650 - loss 0.06943087 - time (sec): 71.77 - samples/sec: 14368.53 - lr: 0.050000 |
| 2023-04-06 06:18:42,743 epoch 143 - iter 2120/2650 - loss 0.06967234 - time (sec): 82.07 - samples/sec: 14365.08 - lr: 0.050000 |
| 2023-04-06 06:18:53,056 epoch 143 - iter 2385/2650 - loss 0.06979552 - time (sec): 92.39 - samples/sec: 14360.69 - lr: 0.050000 |
| 2023-04-06 06:19:07,562 epoch 143 - iter 2650/2650 - loss 0.06994262 - time (sec): 106.89 - samples/sec: 13787.96 - lr: 0.050000 |
| 2023-04-06 06:19:07,562 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:19:07,562 EPOCH 143 done: loss 0.0699 - lr 0.050000 |
| 2023-04-06 06:19:07,562 Epoch 143: reducing learning rate of group 0 to 2.5000e-02. |
| 2023-04-06 06:19:07,562 BAD EPOCHS (no improvement): 4 |
| 2023-04-06 06:19:07,565 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:19:17,664 epoch 144 - iter 265/2650 - loss 0.06744818 - time (sec): 10.10 - samples/sec: 14450.81 - lr: 0.025000 |
| 2023-04-06 06:19:27,910 epoch 144 - iter 530/2650 - loss 0.06733948 - time (sec): 20.34 - samples/sec: 14419.15 - lr: 0.025000 |
| 2023-04-06 06:19:38,168 epoch 144 - iter 795/2650 - loss 0.06690861 - time (sec): 30.60 - samples/sec: 14385.18 - lr: 0.025000 |
| 2023-04-06 06:19:48,364 epoch 144 - iter 1060/2650 - loss 0.06667746 - time (sec): 40.80 - samples/sec: 14392.90 - lr: 0.025000 |
| 2023-04-06 06:19:58,847 epoch 144 - iter 1325/2650 - loss 0.06735374 - time (sec): 51.28 - samples/sec: 14364.12 - lr: 0.025000 |
| 2023-04-06 06:20:08,950 epoch 144 - iter 1590/2650 - loss 0.06762446 - time (sec): 61.38 - samples/sec: 14373.66 - lr: 0.025000 |
| 2023-04-06 06:20:19,301 epoch 144 - iter 1855/2650 - loss 0.06766167 - time (sec): 71.74 - samples/sec: 14369.49 - lr: 0.025000 |
| 2023-04-06 06:20:29,384 epoch 144 - iter 2120/2650 - loss 0.06750314 - time (sec): 81.82 - samples/sec: 14391.68 - lr: 0.025000 |
| 2023-04-06 06:20:39,661 epoch 144 - iter 2385/2650 - loss 0.06738077 - time (sec): 92.10 - samples/sec: 14401.46 - lr: 0.025000 |
| 2023-04-06 06:20:49,799 epoch 144 - iter 2650/2650 - loss 0.06750812 - time (sec): 102.23 - samples/sec: 14416.27 - lr: 0.025000 |
| 2023-04-06 06:20:49,799 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:20:49,799 EPOCH 144 done: loss 0.0675 - lr 0.025000 |
| 2023-04-06 06:20:49,799 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:20:49,803 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:20:59,959 epoch 145 - iter 265/2650 - loss 0.06696410 - time (sec): 10.16 - samples/sec: 14487.22 - lr: 0.025000 |
| 2023-04-06 06:21:10,050 epoch 145 - iter 530/2650 - loss 0.06666544 - time (sec): 20.25 - samples/sec: 14548.62 - lr: 0.025000 |
| 2023-04-06 06:21:20,070 epoch 145 - iter 795/2650 - loss 0.06652937 - time (sec): 30.27 - samples/sec: 14527.80 - lr: 0.025000 |
| 2023-04-06 06:21:30,248 epoch 145 - iter 1060/2650 - loss 0.06691299 - time (sec): 40.44 - samples/sec: 14532.89 - lr: 0.025000 |
| 2023-04-06 06:21:40,407 epoch 145 - iter 1325/2650 - loss 0.06693342 - time (sec): 50.60 - samples/sec: 14528.77 - lr: 0.025000 |
| 2023-04-06 06:21:50,448 epoch 145 - iter 1590/2650 - loss 0.06702710 - time (sec): 60.64 - samples/sec: 14521.67 - lr: 0.025000 |
| 2023-04-06 06:22:00,588 epoch 145 - iter 1855/2650 - loss 0.06671242 - time (sec): 70.78 - samples/sec: 14525.53 - lr: 0.025000 |
| 2023-04-06 06:22:10,891 epoch 145 - iter 2120/2650 - loss 0.06703938 - time (sec): 81.09 - samples/sec: 14503.97 - lr: 0.025000 |
| 2023-04-06 06:22:21,086 epoch 145 - iter 2385/2650 - loss 0.06708862 - time (sec): 91.28 - samples/sec: 14512.92 - lr: 0.025000 |
| 2023-04-06 06:22:31,385 epoch 145 - iter 2650/2650 - loss 0.06695835 - time (sec): 101.58 - samples/sec: 14508.72 - lr: 0.025000 |
| 2023-04-06 06:22:31,385 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:22:31,385 EPOCH 145 done: loss 0.0670 - lr 0.025000 |
| 2023-04-06 06:22:31,385 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:22:31,388 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:22:41,436 epoch 146 - iter 265/2650 - loss 0.06665060 - time (sec): 10.05 - samples/sec: 14530.46 - lr: 0.025000 |
| 2023-04-06 06:22:51,664 epoch 146 - iter 530/2650 - loss 0.06739331 - time (sec): 20.28 - samples/sec: 14505.94 - lr: 0.025000 |
| 2023-04-06 06:23:01,755 epoch 146 - iter 795/2650 - loss 0.06726033 - time (sec): 30.37 - samples/sec: 14551.76 - lr: 0.025000 |
| 2023-04-06 06:23:11,960 epoch 146 - iter 1060/2650 - loss 0.06686025 - time (sec): 40.57 - samples/sec: 14553.14 - lr: 0.025000 |
| 2023-04-06 06:23:22,022 epoch 146 - iter 1325/2650 - loss 0.06698105 - time (sec): 50.63 - samples/sec: 14554.16 - lr: 0.025000 |
| 2023-04-06 06:23:32,227 epoch 146 - iter 1590/2650 - loss 0.06672128 - time (sec): 60.84 - samples/sec: 14539.87 - lr: 0.025000 |
| 2023-04-06 06:23:42,478 epoch 146 - iter 1855/2650 - loss 0.06662504 - time (sec): 71.09 - samples/sec: 14530.90 - lr: 0.025000 |
| 2023-04-06 06:23:52,531 epoch 146 - iter 2120/2650 - loss 0.06660243 - time (sec): 81.14 - samples/sec: 14529.39 - lr: 0.025000 |
| 2023-04-06 06:24:02,622 epoch 146 - iter 2385/2650 - loss 0.06666841 - time (sec): 91.23 - samples/sec: 14529.75 - lr: 0.025000 |
| 2023-04-06 06:24:12,807 epoch 146 - iter 2650/2650 - loss 0.06653441 - time (sec): 101.42 - samples/sec: 14532.07 - lr: 0.025000 |
| 2023-04-06 06:24:12,807 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:24:12,807 EPOCH 146 done: loss 0.0665 - lr 0.025000 |
| 2023-04-06 06:24:12,807 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:24:12,813 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:24:22,835 epoch 147 - iter 265/2650 - loss 0.06752645 - time (sec): 10.02 - samples/sec: 14544.30 - lr: 0.025000 |
| 2023-04-06 06:24:32,933 epoch 147 - iter 530/2650 - loss 0.06616153 - time (sec): 20.12 - samples/sec: 14498.52 - lr: 0.025000 |
| 2023-04-06 06:24:43,062 epoch 147 - iter 795/2650 - loss 0.06626572 - time (sec): 30.25 - samples/sec: 14501.96 - lr: 0.025000 |
| 2023-04-06 06:24:53,310 epoch 147 - iter 1060/2650 - loss 0.06683154 - time (sec): 40.50 - samples/sec: 14524.75 - lr: 0.025000 |
| 2023-04-06 06:25:03,508 epoch 147 - iter 1325/2650 - loss 0.06639169 - time (sec): 50.70 - samples/sec: 14515.32 - lr: 0.025000 |
| 2023-04-06 06:25:13,616 epoch 147 - iter 1590/2650 - loss 0.06650885 - time (sec): 60.80 - samples/sec: 14511.99 - lr: 0.025000 |
| 2023-04-06 06:25:23,934 epoch 147 - iter 1855/2650 - loss 0.06665525 - time (sec): 71.12 - samples/sec: 14481.80 - lr: 0.025000 |
| 2023-04-06 06:25:34,132 epoch 147 - iter 2120/2650 - loss 0.06667740 - time (sec): 81.32 - samples/sec: 14501.99 - lr: 0.025000 |
| 2023-04-06 06:25:44,319 epoch 147 - iter 2385/2650 - loss 0.06680321 - time (sec): 91.51 - samples/sec: 14503.65 - lr: 0.025000 |
| 2023-04-06 06:25:54,380 epoch 147 - iter 2650/2650 - loss 0.06655792 - time (sec): 101.57 - samples/sec: 14510.77 - lr: 0.025000 |
| 2023-04-06 06:25:54,381 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:25:54,381 EPOCH 147 done: loss 0.0666 - lr 0.025000 |
| 2023-04-06 06:25:54,381 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 06:25:54,384 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:26:04,422 epoch 148 - iter 265/2650 - loss 0.06382851 - time (sec): 10.04 - samples/sec: 14546.22 - lr: 0.025000 |
| 2023-04-06 06:26:14,706 epoch 148 - iter 530/2650 - loss 0.06432853 - time (sec): 20.32 - samples/sec: 14595.45 - lr: 0.025000 |
| 2023-04-06 06:26:24,808 epoch 148 - iter 795/2650 - loss 0.06510025 - time (sec): 30.42 - samples/sec: 14565.34 - lr: 0.025000 |
| 2023-04-06 06:26:34,960 epoch 148 - iter 1060/2650 - loss 0.06548926 - time (sec): 40.58 - samples/sec: 14560.09 - lr: 0.025000 |
| 2023-04-06 06:26:45,143 epoch 148 - iter 1325/2650 - loss 0.06568544 - time (sec): 50.76 - samples/sec: 14534.70 - lr: 0.025000 |
| 2023-04-06 06:26:55,381 epoch 148 - iter 1590/2650 - loss 0.06532667 - time (sec): 61.00 - samples/sec: 14520.30 - lr: 0.025000 |
| 2023-04-06 06:27:05,609 epoch 148 - iter 1855/2650 - loss 0.06517306 - time (sec): 71.22 - samples/sec: 14512.70 - lr: 0.025000 |
| 2023-04-06 06:27:15,667 epoch 148 - iter 2120/2650 - loss 0.06506706 - time (sec): 81.28 - samples/sec: 14515.13 - lr: 0.025000 |
| 2023-04-06 06:27:25,763 epoch 148 - iter 2385/2650 - loss 0.06500050 - time (sec): 91.38 - samples/sec: 14521.33 - lr: 0.025000 |
| 2023-04-06 06:27:35,912 epoch 148 - iter 2650/2650 - loss 0.06498654 - time (sec): 101.53 - samples/sec: 14516.53 - lr: 0.025000 |
| 2023-04-06 06:27:35,912 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:27:35,912 EPOCH 148 done: loss 0.0650 - lr 0.025000 |
| 2023-04-06 06:27:35,912 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:27:35,916 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:27:46,239 epoch 149 - iter 265/2650 - loss 0.06655529 - time (sec): 10.32 - samples/sec: 14504.23 - lr: 0.025000 |
| 2023-04-06 06:27:56,620 epoch 149 - iter 530/2650 - loss 0.06536531 - time (sec): 20.70 - samples/sec: 14464.15 - lr: 0.025000 |
| 2023-04-06 06:28:06,667 epoch 149 - iter 795/2650 - loss 0.06599197 - time (sec): 30.75 - samples/sec: 14470.30 - lr: 0.025000 |
| 2023-04-06 06:28:16,920 epoch 149 - iter 1060/2650 - loss 0.06554313 - time (sec): 41.00 - samples/sec: 14446.68 - lr: 0.025000 |
| 2023-04-06 06:28:26,911 epoch 149 - iter 1325/2650 - loss 0.06540311 - time (sec): 50.99 - samples/sec: 14469.29 - lr: 0.025000 |
| 2023-04-06 06:28:37,117 epoch 149 - iter 1590/2650 - loss 0.06540663 - time (sec): 61.20 - samples/sec: 14465.57 - lr: 0.025000 |
| 2023-04-06 06:28:47,241 epoch 149 - iter 1855/2650 - loss 0.06514876 - time (sec): 71.32 - samples/sec: 14480.31 - lr: 0.025000 |
| 2023-04-06 06:28:57,352 epoch 149 - iter 2120/2650 - loss 0.06516196 - time (sec): 81.44 - samples/sec: 14483.45 - lr: 0.025000 |
| 2023-04-06 06:29:07,467 epoch 149 - iter 2385/2650 - loss 0.06556300 - time (sec): 91.55 - samples/sec: 14487.86 - lr: 0.025000 |
| 2023-04-06 06:29:17,704 epoch 149 - iter 2650/2650 - loss 0.06553227 - time (sec): 101.79 - samples/sec: 14479.42 - lr: 0.025000 |
| 2023-04-06 06:29:17,704 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:29:17,704 EPOCH 149 done: loss 0.0655 - lr 0.025000 |
| 2023-04-06 06:29:17,704 BAD EPOCHS (no improvement): 1 |
| 2023-04-06 06:29:17,708 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:29:32,139 epoch 150 - iter 265/2650 - loss 0.06293066 - time (sec): 14.43 - samples/sec: 10309.41 - lr: 0.025000 |
| 2023-04-06 06:29:42,062 epoch 150 - iter 530/2650 - loss 0.06396340 - time (sec): 24.35 - samples/sec: 12089.77 - lr: 0.025000 |
| 2023-04-06 06:29:52,197 epoch 150 - iter 795/2650 - loss 0.06450383 - time (sec): 34.49 - samples/sec: 12791.45 - lr: 0.025000 |
| 2023-04-06 06:30:02,494 epoch 150 - iter 1060/2650 - loss 0.06423106 - time (sec): 44.79 - samples/sec: 13145.47 - lr: 0.025000 |
| 2023-04-06 06:30:12,808 epoch 150 - iter 1325/2650 - loss 0.06408416 - time (sec): 55.10 - samples/sec: 13382.78 - lr: 0.025000 |
| 2023-04-06 06:30:23,146 epoch 150 - iter 1590/2650 - loss 0.06394808 - time (sec): 65.44 - samples/sec: 13542.28 - lr: 0.025000 |
| 2023-04-06 06:30:33,271 epoch 150 - iter 1855/2650 - loss 0.06385460 - time (sec): 75.56 - samples/sec: 13664.53 - lr: 0.025000 |
| 2023-04-06 06:30:43,778 epoch 150 - iter 2120/2650 - loss 0.06421264 - time (sec): 86.07 - samples/sec: 13729.23 - lr: 0.025000 |
| 2023-04-06 06:30:53,752 epoch 150 - iter 2385/2650 - loss 0.06425239 - time (sec): 96.04 - samples/sec: 13816.92 - lr: 0.025000 |
| 2023-04-06 06:31:03,974 epoch 150 - iter 2650/2650 - loss 0.06424798 - time (sec): 106.27 - samples/sec: 13869.30 - lr: 0.025000 |
| 2023-04-06 06:31:03,974 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:31:03,974 EPOCH 150 done: loss 0.0642 - lr 0.025000 |
| 2023-04-06 06:31:03,974 BAD EPOCHS (no improvement): 0 |
| 2023-04-06 06:31:05,328 ---------------------------------------------------------------------------------------------------- |
| 2023-04-06 06:31:05,329 Testing using last state of model ... |
| 2023-04-06 06:31:29,169 Evaluating as a multi-label problem: False |
| 2023-04-06 06:31:29,422 0.901 0.9384 0.9193 0.889 |
| 2023-04-06 06:31:29,422 |
| Results: |
| - F-score (micro) 0.9193 |
| - F-score (macro) 0.6849 |
| - Accuracy 0.889 |
|
|
| By class: |
| precision recall f1-score support |
|
|
| be.01 0.9703 0.9803 0.9753 3562 |
| be.03 0.9504 0.9572 0.9538 1962 |
| have.01 0.9756 0.9812 0.9784 1225 |
| say.01 0.9971 0.9990 0.9981 1048 |
| do.01 0.9637 0.9845 0.9740 647 |
| have.03 0.9155 0.9620 0.9382 552 |
| think.01 1.0000 1.0000 1.0000 320 |
| be.02 0.9556 0.9710 0.9632 310 |
| do.02 0.8486 0.9573 0.8997 281 |
| see.01 0.9792 0.9930 0.9860 284 |
| come.01 0.9328 0.9712 0.9516 243 |
| know.01 0.9457 0.8531 0.8970 245 |
| go.02 0.9075 0.9115 0.9095 226 |
| want.01 1.0000 0.9952 0.9976 207 |
| tell.01 0.9832 1.0000 0.9915 176 |
| take.01 0.8742 0.8688 0.8715 160 |
| talk.01 0.9750 0.9811 0.9781 159 |
| use.01 0.9404 0.9930 0.9660 143 |
| give.01 0.9527 0.9860 0.9691 143 |
| make.02 0.9371 0.9178 0.9273 146 |
| have.02 0.9478 0.9769 0.9621 130 |
| price.01 0.9847 0.9699 0.9773 133 |
| get.01 0.8800 0.9322 0.9053 118 |
| work.01 0.8455 0.9204 0.8814 113 |
| know.06 0.7364 0.9794 0.8407 97 |
| believe.01 1.0000 1.0000 1.0000 113 |
| go.04 0.9636 0.9815 0.9725 108 |
| become.01 0.9815 1.0000 0.9907 106 |
| find.01 0.9320 0.9697 0.9505 99 |
| make.01 0.7000 0.8556 0.7700 90 |
| try.01 0.9900 0.9900 0.9900 100 |
| need.01 0.8750 1.0000 0.9333 91 |
| look.01 0.8900 0.9780 0.9319 91 |
| make.LV 0.7980 0.8587 0.8272 92 |
| mean.01 0.9895 1.0000 0.9947 94 |
| happen.01 1.0000 1.0000 1.0000 91 |
| trade.01 0.8602 0.9756 0.9143 82 |
| kill.01 0.9540 1.0000 0.9765 83 |
| show.01 0.9881 0.9881 0.9881 84 |
| invest.01 0.9080 0.9753 0.9405 81 |
| sell.01 0.9036 0.9868 0.9434 76 |
| begin.01 0.9390 1.0000 0.9686 77 |
| live.01 0.9136 0.9737 0.9427 76 |
| call.01 0.8987 0.9467 0.9221 75 |
| increase.01 0.9125 1.0000 0.9542 73 |
| pay.01 0.9605 0.9733 0.9669 75 |
| let.01 0.9868 1.0000 0.9934 75 |
| hear.01 1.0000 1.0000 1.0000 75 |
| offer.01 0.9605 1.0000 0.9799 73 |
| continue.01 0.9605 1.0000 0.9799 73 |
| bring.01 1.0000 1.0000 1.0000 74 |
| put.01 0.8816 0.9710 0.9241 69 |
| report.01 0.9296 0.9041 0.9167 73 |
| die.01 0.9857 1.0000 0.9928 69 |
| get.03 0.8529 0.8657 0.8593 67 |
| help.01 0.9286 1.0000 0.9630 65 |
| expect.01 1.0000 1.0000 1.0000 67 |
| write.01 0.8986 1.0000 0.9466 62 |
| ask.02 1.0000 0.8696 0.9302 69 |
| start.01 0.8551 1.0000 0.9219 59 |
| ask.01 0.8676 0.9833 0.9219 60 |
| speak.01 1.0000 0.9844 0.9921 64 |
| support.01 0.9242 1.0000 0.9606 61 |
| deal.01 0.9385 1.0000 0.9683 61 |
| decide.01 0.9219 1.0000 0.9593 59 |
| former.01 0.9833 1.0000 0.9916 59 |
| get.05 0.7458 0.7586 0.7521 58 |
| answer.01 0.9167 1.0000 0.9565 55 |
| seem.01 1.0000 1.0000 1.0000 56 |
| change.01 1.0000 1.0000 1.0000 55 |
| provide.01 0.9815 1.0000 0.9907 53 |
| produce.01 0.8393 0.9216 0.8785 51 |
| establish.01 0.9273 1.0000 0.9623 51 |
| develop.02 0.8889 0.9231 0.9057 52 |
| agree.01 0.9615 0.9434 0.9524 53 |
| reach.01 0.9444 1.0000 0.9714 51 |
| call.02 0.9184 0.8654 0.8911 52 |
| receive.01 0.9800 0.9800 0.9800 50 |
| feel.01 0.9400 0.9592 0.9495 49 |
| grow.01 0.8776 0.8958 0.8866 48 |
| lose.02 0.8600 0.9348 0.8958 46 |
| buy.01 0.9592 1.0000 0.9792 47 |
| operate.01 0.8627 0.9778 0.9167 45 |
| show.04 0.8431 0.9556 0.8958 45 |
| learn.01 1.0000 1.0000 1.0000 47 |
| end.01 0.6727 0.9737 0.7957 38 |
| test.01 0.8400 1.0000 0.9130 42 |
| own.01 1.0000 0.9783 0.9890 46 |
| go.01 0.6000 0.6000 0.6000 45 |
| negotiate.01 0.9556 1.0000 0.9773 43 |
| stay.01 0.9318 0.9762 0.9535 42 |
| remember.01 1.0000 0.9767 0.9882 43 |
| plan.01 0.9756 0.9302 0.9524 43 |
| move.01 0.9302 0.9756 0.9524 41 |
| include.01 0.9524 0.9756 0.9639 41 |
| stop.01 0.9070 1.0000 0.9512 39 |
| add.02 0.7556 0.9444 0.8395 36 |
| state.01 0.8837 1.0000 0.9383 38 |
| war.01 0.8409 1.0000 0.9136 37 |
| serve.01 0.6383 0.9091 0.7500 33 |
| rise.01 0.9500 1.0000 0.9744 38 |
| charge.05 0.9487 0.9737 0.9610 38 |
| reduce.01 0.9487 0.9737 0.9610 38 |
| leave.11 0.8500 0.9714 0.9067 35 |
| expand.01 0.9231 1.0000 0.9600 36 |
| hope.01 1.0000 1.0000 1.0000 37 |
| account.01 0.9189 0.9189 0.9189 37 |
| announce.01 0.7619 1.0000 0.8649 32 |
| enter.01 0.9211 1.0000 0.9589 35 |
| take.LV 0.6341 0.8387 0.7222 31 |
| implement.01 1.0000 1.0000 1.0000 36 |
| accept.01 0.9444 0.9714 0.9577 35 |
| look.02 0.9189 1.0000 0.9577 34 |
| fall.01 0.9189 1.0000 0.9577 34 |
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| infer.01 0.0000 0.0000 0.0000 0 |
| live_out.05 0.0000 0.0000 0.0000 0 |
| infect.01 0.0000 0.0000 0.0000 0 |
| check.08 0.0000 0.0000 0.0000 0 |
| quell.01 0.0000 0.0000 0.0000 0 |
| wane.01 0.0000 0.0000 0.0000 0 |
| snake.01 0.0000 0.0000 0.0000 0 |
| slither.01 0.0000 0.0000 0.0000 0 |
| smell.02 0.0000 0.0000 0.0000 0 |
| look_out.08 0.0000 0.0000 0.0000 0 |
| blow.04 0.0000 0.0000 0.0000 0 |
| mop.01 0.0000 0.0000 0.0000 0 |
| enclose.01 0.0000 0.0000 0.0000 0 |
| mark.02 0.0000 0.0000 0.0000 0 |
| douse.01 0.0000 0.0000 0.0000 0 |
| stand_out.06 0.0000 0.0000 0.0000 0 |
| bloom.01 0.0000 0.0000 0.0000 0 |
| sweep.02 0.0000 0.0000 0.0000 0 |
| sift.01 0.0000 0.0000 0.0000 0 |
| chip.01 0.0000 0.0000 0.0000 0 |
| duplicate.01 0.0000 0.0000 0.0000 0 |
| prize.01 0.0000 0.0000 0.0000 0 |
| bear.06 0.0000 0.0000 0.0000 0 |
| counsel.01 0.0000 0.0000 0.0000 0 |
| work_up.04 0.0000 0.0000 0.0000 0 |
| faint.01 0.0000 0.0000 0.0000 0 |
| acquaint.01 0.0000 0.0000 0.0000 0 |
| tarnish.01 0.0000 0.0000 0.0000 0 |
| wire.02 0.0000 0.0000 0.0000 0 |
| pass_out.10 0.0000 0.0000 0.0000 0 |
| drop.06 0.0000 0.0000 0.0000 0 |
| countervail.01 0.0000 0.0000 0.0000 0 |
| tie_up.05 0.0000 0.0000 0.0000 0 |
| disapprove.01 0.0000 0.0000 0.0000 0 |
| furrow.01 0.0000 0.0000 0.0000 0 |
| corroborate.01 0.0000 0.0000 0.0000 0 |
| stream.02 0.0000 0.0000 0.0000 0 |
| rub.01 0.0000 0.0000 0.0000 0 |
| afflict.01 0.0000 0.0000 0.0000 0 |
| amuse.01 0.0000 0.0000 0.0000 0 |
| vest.01 0.0000 0.0000 0.0000 0 |
| pass_on.14 0.0000 0.0000 0.0000 0 |
| incite.01 0.0000 0.0000 0.0000 0 |
| smash.01 0.0000 0.0000 0.0000 0 |
| reexamine.01 0.0000 0.0000 0.0000 0 |
| amaze.01 0.0000 0.0000 0.0000 0 |
| swear.04 0.0000 0.0000 0.0000 0 |
| list.02 0.0000 0.0000 0.0000 0 |
| dazzle.01 0.0000 0.0000 0.0000 0 |
| enflame.01 0.0000 0.0000 0.0000 0 |
| hyperventilate.01 0.0000 0.0000 0.0000 0 |
| mic_up.02 0.0000 0.0000 0.0000 0 |
| give_back.03 0.0000 0.0000 0.0000 0 |
| have.11 0.0000 0.0000 0.0000 0 |
| fate.01 0.0000 0.0000 0.0000 0 |
| slide.02 0.0000 0.0000 0.0000 0 |
| hedge.01 0.0000 0.0000 0.0000 0 |
| break_down.12 0.0000 0.0000 0.0000 0 |
| sell_out.02 0.0000 0.0000 0.0000 0 |
| get_by.17 0.0000 0.0000 0.0000 0 |
| quack.01 0.0000 0.0000 0.0000 0 |
| put_up.13 0.0000 0.0000 0.0000 0 |
| stoop.01 0.0000 0.0000 0.0000 0 |
| nationalize.01 0.0000 0.0000 0.0000 0 |
| track.01 0.0000 0.0000 0.0000 0 |
| scurry.01 0.0000 0.0000 0.0000 0 |
| repatriate.01 0.0000 0.0000 0.0000 0 |
| smash.02 0.0000 0.0000 0.0000 0 |
| void.01 0.0000 0.0000 0.0000 0 |
| flag.01 0.0000 0.0000 0.0000 0 |
| smile.01 0.0000 0.0000 0.0000 0 |
| vomit.01 0.0000 0.0000 0.0000 0 |
| check_in.04 0.0000 0.0000 0.0000 0 |
| wriggle.02 0.0000 0.0000 0.0000 0 |
| prevail.02 0.0000 0.0000 0.0000 0 |
| throw_out.06 0.0000 0.0000 0.0000 0 |
| propel.01 0.0000 0.0000 0.0000 0 |
| code.01 0.0000 0.0000 0.0000 0 |
| impair.01 0.0000 0.0000 0.0000 0 |
| herald.01 0.0000 0.0000 0.0000 0 |
| expedite.01 0.0000 0.0000 0.0000 0 |
| input.02 0.0000 0.0000 0.0000 0 |
| spurn.01 0.0000 0.0000 0.0000 0 |
| deescalate.01 0.0000 0.0000 0.0000 0 |
| shy_away.01 0.0000 0.0000 0.0000 0 |
| insure.02 0.0000 0.0000 0.0000 0 |
| liquidize.01 0.0000 0.0000 0.0000 0 |
| lock_in.02 0.0000 0.0000 0.0000 0 |
| aggravate.01 0.0000 0.0000 0.0000 0 |
| clutch.01 0.0000 0.0000 0.0000 0 |
| leeway.01 0.0000 0.0000 0.0000 0 |
| plead.01 0.0000 0.0000 0.0000 0 |
| snap_up.08 0.0000 0.0000 0.0000 0 |
| gobble_up.03 0.0000 0.0000 0.0000 0 |
| tick_off.02 0.0000 0.0000 0.0000 0 |
| lodge.03 0.0000 0.0000 0.0000 0 |
| compute.01 0.0000 0.0000 0.0000 0 |
| position.01 0.0000 0.0000 0.0000 0 |
| scrimp.01 0.0000 0.0000 0.0000 0 |
| equip.01 0.0000 0.0000 0.0000 0 |
| top_off.03 0.0000 0.0000 0.0000 0 |
| thrust.01 0.0000 0.0000 0.0000 0 |
| trouble.01 0.0000 0.0000 0.0000 0 |
| hook_up.02 0.0000 0.0000 0.0000 0 |
| stand.08 0.0000 0.0000 0.0000 0 |
| torment.01 0.0000 0.0000 0.0000 0 |
| upset.01 0.0000 0.0000 0.0000 0 |
| dole_out.01 0.0000 0.0000 0.0000 0 |
| comeback.01 0.0000 0.0000 0.0000 0 |
| widow.01 0.0000 0.0000 0.0000 0 |
| inch.01 0.0000 0.0000 0.0000 0 |
| crumble.01 0.0000 0.0000 0.0000 0 |
| pen.01 0.0000 0.0000 0.0000 0 |
| crouch.01 0.0000 0.0000 0.0000 0 |
| refute.01 0.0000 0.0000 0.0000 0 |
| turn_on.13 0.0000 0.0000 0.0000 0 |
| pare.02 0.0000 0.0000 0.0000 0 |
| succumb.01 0.0000 0.0000 0.0000 0 |
| cut_out.09 0.0000 0.0000 0.0000 0 |
| strain.04 0.0000 0.0000 0.0000 0 |
| deplete.01 0.0000 0.0000 0.0000 0 |
| contaminate.01 0.0000 0.0000 0.0000 0 |
| stack.01 0.0000 0.0000 0.0000 0 |
| pile.03 0.0000 0.0000 0.0000 0 |
| knock.01 0.0000 0.0000 0.0000 0 |
| depict.01 0.0000 0.0000 0.0000 0 |
| socialize.02 0.0000 0.0000 0.0000 0 |
| cook.01 0.0000 0.0000 0.0000 0 |
| stay_on.02 0.0000 0.0000 0.0000 0 |
| flare_up.01 0.0000 0.0000 0.0000 0 |
| feel.03 0.0000 0.0000 0.0000 0 |
| drag_on.02 0.0000 0.0000 0.0000 0 |
| fix.02 0.0000 0.0000 0.0000 0 |
| globalize.01 0.0000 0.0000 0.0000 0 |
| rejoin.01 0.0000 0.0000 0.0000 0 |
| dollarize.01 0.0000 0.0000 0.0000 0 |
| point.03 0.0000 0.0000 0.0000 0 |
| discredit.01 0.0000 0.0000 0.0000 0 |
| coexist.01 0.0000 0.0000 0.0000 0 |
| enrich.01 0.0000 0.0000 0.0000 0 |
| terminate.02 0.0000 0.0000 0.0000 0 |
| demoralize.01 0.0000 0.0000 0.0000 0 |
| turn_up.15 0.0000 0.0000 0.0000 0 |
| misrepresent.01 0.0000 0.0000 0.0000 0 |
| standardize.01 0.0000 0.0000 0.0000 0 |
|
|
| micro avg 0.9010 0.9384 0.9193 28250 |
| macro avg 0.6806 0.7136 0.6849 28250 |
| weighted avg 0.9075 0.9384 0.9188 28250 |
|
|
| 2023-04-06 06:31:29,425 ---------------------------------------------------------------------------------------------------- |
|
|
