| 2023-04-06 05:16:44,916 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:16:44,917 Model: "SequenceTagger( | |
| (embeddings): StackedEmbeddings( | |
| (list_embedding_0): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.05, inplace=False) | |
| (encoder): Embedding(300, 100) | |
| (rnn): LSTM(100, 2048) | |
| ) | |
| ) | |
| (list_embedding_1): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.05, inplace=False) | |
| (encoder): Embedding(300, 100) | |
| (rnn): LSTM(100, 2048) | |
| ) | |
| ) | |
| ) | |
| (word_dropout): WordDropout(p=0.05) | |
| (locked_dropout): LockedDropout(p=0.5) | |
| (embedding2nn): Linear(in_features=4096, out_features=4096, bias=True) | |
| (rnn): LSTM(4096, 256, batch_first=True, bidirectional=True) | |
| (linear): Linear(in_features=512, out_features=19, bias=True) | |
| (loss_function): ViterbiLoss() | |
| (crf): CRF() | |
| )" | |
| 2023-04-06 05:16:44,917 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:16:44,917 Corpus: "Corpus: 75187 train + 9603 dev + 9479 test sentences" | |
| 2023-04-06 05:16:44,917 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:16:44,917 Parameters: | |
| 2023-04-06 05:16:44,917 - learning_rate: "0.100000" | |
| 2023-04-06 05:16:44,917 - mini_batch_size: "32" | |
| 2023-04-06 05:16:44,917 - patience: "3" | |
| 2023-04-06 05:16:44,917 - anneal_factor: "0.5" | |
| 2023-04-06 05:16:44,917 - max_epochs: "150" | |
| 2023-04-06 05:16:44,917 - shuffle: "True" | |
| 2023-04-06 05:16:44,917 - train_with_dev: "True" | |
| 2023-04-06 05:16:44,917 - batch_growth_annealing: "False" | |
| 2023-04-06 05:16:44,917 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:16:44,917 Model training base path: "resources/taggers/release-upos-0" | |
| 2023-04-06 05:16:44,917 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:16:44,917 Device: cuda:3 | |
| 2023-04-06 05:16:44,917 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:16:44,917 Embeddings storage mode: cpu | |
| 2023-04-06 05:16:44,917 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:17:03,561 epoch 1 - iter 265/2650 - loss 0.50170632 - time (sec): 18.64 - samples/sec: 3251.97 - lr: 0.100000 | |
| 2023-04-06 05:17:38,709 epoch 1 - iter 530/2650 - loss 0.29323606 - time (sec): 53.79 - samples/sec: 4032.43 - lr: 0.100000 | |
| 2023-04-06 05:18:22,261 epoch 1 - iter 795/2650 - loss 0.24123785 - time (sec): 97.34 - samples/sec: 4036.97 - lr: 0.100000 | |
| 2023-04-06 05:18:59,300 epoch 1 - iter 1060/2650 - loss 0.20810311 - time (sec): 134.38 - samples/sec: 4096.78 - lr: 0.100000 | |
| 2023-04-06 05:19:21,568 epoch 1 - iter 1325/2650 - loss 0.18622596 - time (sec): 156.65 - samples/sec: 4279.87 - lr: 0.100000 | |
| 2023-04-06 05:19:50,614 epoch 1 - iter 1590/2650 - loss 0.17027729 - time (sec): 185.70 - samples/sec: 4364.30 - lr: 0.100000 | |
| 2023-04-06 05:20:35,819 epoch 1 - iter 1855/2650 - loss 0.16111996 - time (sec): 230.90 - samples/sec: 4440.08 - lr: 0.100000 | |
| 2023-04-06 05:21:11,756 epoch 1 - iter 2120/2650 - loss 0.15631584 - time (sec): 266.84 - samples/sec: 4485.77 - lr: 0.100000 | |
| 2023-04-06 05:21:42,635 epoch 1 - iter 2385/2650 - loss 0.15367147 - time (sec): 297.72 - samples/sec: 4388.92 - lr: 0.100000 | |
| 2023-04-06 05:22:19,083 epoch 1 - iter 2650/2650 - loss 0.14973361 - time (sec): 334.17 - samples/sec: 4376.17 - lr: 0.100000 | |
| 2023-04-06 05:22:19,083 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:22:19,083 EPOCH 1 done: loss 0.1497 - lr 0.100000 | |
| 2023-04-06 05:22:19,083 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:22:19,119 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:22:36,362 epoch 2 - iter 265/2650 - loss 0.10882262 - time (sec): 17.24 - samples/sec: 8464.84 - lr: 0.100000 | |
| 2023-04-06 05:22:54,533 epoch 2 - iter 530/2650 - loss 0.10784413 - time (sec): 35.41 - samples/sec: 8310.34 - lr: 0.100000 | |
| 2023-04-06 05:23:12,321 epoch 2 - iter 795/2650 - loss 0.10608341 - time (sec): 53.20 - samples/sec: 8276.54 - lr: 0.100000 | |
| 2023-04-06 05:23:29,990 epoch 2 - iter 1060/2650 - loss 0.10484208 - time (sec): 70.87 - samples/sec: 8270.33 - lr: 0.100000 | |
| 2023-04-06 05:23:47,820 epoch 2 - iter 1325/2650 - loss 0.10356510 - time (sec): 88.70 - samples/sec: 8271.50 - lr: 0.100000 | |
| 2023-04-06 05:24:05,227 epoch 2 - iter 1590/2650 - loss 0.10270563 - time (sec): 106.11 - samples/sec: 8282.10 - lr: 0.100000 | |
| 2023-04-06 05:24:23,510 epoch 2 - iter 1855/2650 - loss 0.10225705 - time (sec): 124.39 - samples/sec: 8262.63 - lr: 0.100000 | |
| 2023-04-06 05:24:41,170 epoch 2 - iter 2120/2650 - loss 0.10148676 - time (sec): 142.05 - samples/sec: 8248.24 - lr: 0.100000 | |
| 2023-04-06 05:24:58,701 epoch 2 - iter 2385/2650 - loss 0.10074839 - time (sec): 159.58 - samples/sec: 8253.14 - lr: 0.100000 | |
| 2023-04-06 05:25:16,470 epoch 2 - iter 2650/2650 - loss 0.10013797 - time (sec): 177.35 - samples/sec: 8245.61 - lr: 0.100000 | |
| 2023-04-06 05:25:16,470 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:25:16,470 EPOCH 2 done: loss 0.1001 - lr 0.100000 | |
| 2023-04-06 05:25:16,470 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:25:16,473 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:25:34,483 epoch 3 - iter 265/2650 - loss 0.09016036 - time (sec): 18.01 - samples/sec: 8148.15 - lr: 0.100000 | |
| 2023-04-06 05:25:51,887 epoch 3 - iter 530/2650 - loss 0.08931367 - time (sec): 35.41 - samples/sec: 8220.78 - lr: 0.100000 | |
| 2023-04-06 05:26:09,968 epoch 3 - iter 795/2650 - loss 0.08839482 - time (sec): 53.50 - samples/sec: 8181.64 - lr: 0.100000 | |
| 2023-04-06 05:26:28,005 epoch 3 - iter 1060/2650 - loss 0.08817324 - time (sec): 71.53 - samples/sec: 8160.75 - lr: 0.100000 | |
| 2023-04-06 05:26:45,992 epoch 3 - iter 1325/2650 - loss 0.08768491 - time (sec): 89.52 - samples/sec: 8172.07 - lr: 0.100000 | |
| 2023-04-06 05:27:03,756 epoch 3 - iter 1590/2650 - loss 0.08765484 - time (sec): 107.28 - samples/sec: 8166.62 - lr: 0.100000 | |
| 2023-04-06 05:27:21,483 epoch 3 - iter 1855/2650 - loss 0.08731157 - time (sec): 125.01 - samples/sec: 8194.42 - lr: 0.100000 | |
| 2023-04-06 05:27:39,122 epoch 3 - iter 2120/2650 - loss 0.08708944 - time (sec): 142.65 - samples/sec: 8205.36 - lr: 0.100000 | |
| 2023-04-06 05:27:56,887 epoch 3 - iter 2385/2650 - loss 0.08697050 - time (sec): 160.41 - samples/sec: 8215.13 - lr: 0.100000 | |
| 2023-04-06 05:28:14,143 epoch 3 - iter 2650/2650 - loss 0.08678738 - time (sec): 177.67 - samples/sec: 8230.75 - lr: 0.100000 | |
| 2023-04-06 05:28:14,144 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:28:14,144 EPOCH 3 done: loss 0.0868 - lr 0.100000 | |
| 2023-04-06 05:28:14,144 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:28:14,147 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:28:31,664 epoch 4 - iter 265/2650 - loss 0.08023069 - time (sec): 17.52 - samples/sec: 8314.31 - lr: 0.100000 | |
| 2023-04-06 05:28:49,602 epoch 4 - iter 530/2650 - loss 0.08018118 - time (sec): 35.45 - samples/sec: 8256.19 - lr: 0.100000 | |
| 2023-04-06 05:29:07,735 epoch 4 - iter 795/2650 - loss 0.08007137 - time (sec): 53.59 - samples/sec: 8185.95 - lr: 0.100000 | |
| 2023-04-06 05:29:26,272 epoch 4 - iter 1060/2650 - loss 0.07999830 - time (sec): 72.12 - samples/sec: 8112.67 - lr: 0.100000 | |
| 2023-04-06 05:29:44,909 epoch 4 - iter 1325/2650 - loss 0.07971874 - time (sec): 90.76 - samples/sec: 8061.70 - lr: 0.100000 | |
| 2023-04-06 05:30:02,961 epoch 4 - iter 1590/2650 - loss 0.08004345 - time (sec): 108.81 - samples/sec: 8076.13 - lr: 0.100000 | |
| 2023-04-06 05:30:20,501 epoch 4 - iter 1855/2650 - loss 0.07986212 - time (sec): 126.35 - samples/sec: 8098.54 - lr: 0.100000 | |
| 2023-04-06 05:30:38,178 epoch 4 - iter 2120/2650 - loss 0.07983681 - time (sec): 144.03 - samples/sec: 8119.87 - lr: 0.100000 | |
| 2023-04-06 05:30:56,122 epoch 4 - iter 2385/2650 - loss 0.07966297 - time (sec): 161.97 - samples/sec: 8125.08 - lr: 0.100000 | |
| 2023-04-06 05:31:14,218 epoch 4 - iter 2650/2650 - loss 0.07961284 - time (sec): 180.07 - samples/sec: 8121.04 - lr: 0.100000 | |
| 2023-04-06 05:31:14,218 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:31:14,218 EPOCH 4 done: loss 0.0796 - lr 0.100000 | |
| 2023-04-06 05:31:14,218 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:31:14,222 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:31:32,022 epoch 5 - iter 265/2650 - loss 0.07320589 - time (sec): 17.80 - samples/sec: 8189.93 - lr: 0.100000 | |
| 2023-04-06 05:31:49,791 epoch 5 - iter 530/2650 - loss 0.07313238 - time (sec): 35.57 - samples/sec: 8169.53 - lr: 0.100000 | |
| 2023-04-06 05:32:07,680 epoch 5 - iter 795/2650 - loss 0.07416056 - time (sec): 53.46 - samples/sec: 8187.44 - lr: 0.100000 | |
| 2023-04-06 05:32:25,911 epoch 5 - iter 1060/2650 - loss 0.07474003 - time (sec): 71.69 - samples/sec: 8170.41 - lr: 0.100000 | |
| 2023-04-06 05:32:44,176 epoch 5 - iter 1325/2650 - loss 0.07431123 - time (sec): 89.95 - samples/sec: 8129.09 - lr: 0.100000 | |
| 2023-04-06 05:33:02,842 epoch 5 - iter 1590/2650 - loss 0.07488219 - time (sec): 108.62 - samples/sec: 8088.57 - lr: 0.100000 | |
| 2023-04-06 05:33:20,820 epoch 5 - iter 1855/2650 - loss 0.07484782 - time (sec): 126.60 - samples/sec: 8098.93 - lr: 0.100000 | |
| 2023-04-06 05:33:38,585 epoch 5 - iter 2120/2650 - loss 0.07470293 - time (sec): 144.36 - samples/sec: 8110.86 - lr: 0.100000 | |
| 2023-04-06 05:33:56,556 epoch 5 - iter 2385/2650 - loss 0.07459230 - time (sec): 162.33 - samples/sec: 8117.33 - lr: 0.100000 | |
| 2023-04-06 05:34:14,335 epoch 5 - iter 2650/2650 - loss 0.07486368 - time (sec): 180.11 - samples/sec: 8119.12 - lr: 0.100000 | |
| 2023-04-06 05:34:14,335 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:34:14,335 EPOCH 5 done: loss 0.0749 - lr 0.100000 | |
| 2023-04-06 05:34:14,336 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:34:14,339 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:34:32,296 epoch 6 - iter 265/2650 - loss 0.07120396 - time (sec): 17.96 - samples/sec: 8067.83 - lr: 0.100000 | |
| 2023-04-06 05:34:50,342 epoch 6 - iter 530/2650 - loss 0.07103244 - time (sec): 36.00 - samples/sec: 8061.98 - lr: 0.100000 | |
| 2023-04-06 05:35:08,134 epoch 6 - iter 795/2650 - loss 0.07078885 - time (sec): 53.80 - samples/sec: 8148.79 - lr: 0.100000 | |
| 2023-04-06 05:35:25,878 epoch 6 - iter 1060/2650 - loss 0.07095384 - time (sec): 71.54 - samples/sec: 8144.93 - lr: 0.100000 | |
| 2023-04-06 05:35:44,025 epoch 6 - iter 1325/2650 - loss 0.07111825 - time (sec): 89.69 - samples/sec: 8133.18 - lr: 0.100000 | |
| 2023-04-06 05:36:02,214 epoch 6 - iter 1590/2650 - loss 0.07119643 - time (sec): 107.87 - samples/sec: 8133.01 - lr: 0.100000 | |
| 2023-04-06 05:36:19,979 epoch 6 - iter 1855/2650 - loss 0.07142705 - time (sec): 125.64 - samples/sec: 8143.81 - lr: 0.100000 | |
| 2023-04-06 05:36:38,049 epoch 6 - iter 2120/2650 - loss 0.07141453 - time (sec): 143.71 - samples/sec: 8144.30 - lr: 0.100000 | |
| 2023-04-06 05:36:55,630 epoch 6 - iter 2385/2650 - loss 0.07132772 - time (sec): 161.29 - samples/sec: 8150.10 - lr: 0.100000 | |
| 2023-04-06 05:37:13,763 epoch 6 - iter 2650/2650 - loss 0.07135483 - time (sec): 179.42 - samples/sec: 8150.30 - lr: 0.100000 | |
| 2023-04-06 05:37:13,764 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:37:13,764 EPOCH 6 done: loss 0.0714 - lr 0.100000 | |
| 2023-04-06 05:37:13,764 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:37:13,767 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:37:31,673 epoch 7 - iter 265/2650 - loss 0.06680863 - time (sec): 17.91 - samples/sec: 8143.50 - lr: 0.100000 | |
| 2023-04-06 05:37:49,253 epoch 7 - iter 530/2650 - loss 0.06767624 - time (sec): 35.49 - samples/sec: 8216.94 - lr: 0.100000 | |
| 2023-04-06 05:38:07,611 epoch 7 - iter 795/2650 - loss 0.06822992 - time (sec): 53.84 - samples/sec: 8139.74 - lr: 0.100000 | |
| 2023-04-06 05:38:25,502 epoch 7 - iter 1060/2650 - loss 0.06790439 - time (sec): 71.73 - samples/sec: 8141.83 - lr: 0.100000 | |
| 2023-04-06 05:38:43,523 epoch 7 - iter 1325/2650 - loss 0.06755988 - time (sec): 89.76 - samples/sec: 8145.88 - lr: 0.100000 | |
| 2023-04-06 05:39:01,710 epoch 7 - iter 1590/2650 - loss 0.06752439 - time (sec): 107.94 - samples/sec: 8133.30 - lr: 0.100000 | |
| 2023-04-06 05:39:19,649 epoch 7 - iter 1855/2650 - loss 0.06817412 - time (sec): 125.88 - samples/sec: 8128.05 - lr: 0.100000 | |
| 2023-04-06 05:39:37,654 epoch 7 - iter 2120/2650 - loss 0.06811943 - time (sec): 143.89 - samples/sec: 8133.76 - lr: 0.100000 | |
| 2023-04-06 05:39:55,900 epoch 7 - iter 2385/2650 - loss 0.06824145 - time (sec): 162.13 - samples/sec: 8129.32 - lr: 0.100000 | |
| 2023-04-06 05:40:13,576 epoch 7 - iter 2650/2650 - loss 0.06858704 - time (sec): 179.81 - samples/sec: 8132.88 - lr: 0.100000 | |
| 2023-04-06 05:40:13,576 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:40:13,576 EPOCH 7 done: loss 0.0686 - lr 0.100000 | |
| 2023-04-06 05:40:13,576 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:40:13,580 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:40:30,944 epoch 8 - iter 265/2650 - loss 0.06502864 - time (sec): 17.36 - samples/sec: 8308.66 - lr: 0.100000 | |
| 2023-04-06 05:40:49,210 epoch 8 - iter 530/2650 - loss 0.06551519 - time (sec): 35.63 - samples/sec: 8182.74 - lr: 0.100000 | |
| 2023-04-06 05:41:07,497 epoch 8 - iter 795/2650 - loss 0.06596298 - time (sec): 53.92 - samples/sec: 8121.30 - lr: 0.100000 | |
| 2023-04-06 05:41:25,456 epoch 8 - iter 1060/2650 - loss 0.06578493 - time (sec): 71.88 - samples/sec: 8129.30 - lr: 0.100000 | |
| 2023-04-06 05:41:43,993 epoch 8 - iter 1325/2650 - loss 0.06583074 - time (sec): 90.41 - samples/sec: 8082.74 - lr: 0.100000 | |
| 2023-04-06 05:42:02,848 epoch 8 - iter 1590/2650 - loss 0.06592974 - time (sec): 109.27 - samples/sec: 8032.68 - lr: 0.100000 | |
| 2023-04-06 05:42:21,102 epoch 8 - iter 1855/2650 - loss 0.06587642 - time (sec): 127.52 - samples/sec: 8030.82 - lr: 0.100000 | |
| 2023-04-06 05:42:38,863 epoch 8 - iter 2120/2650 - loss 0.06591901 - time (sec): 145.28 - samples/sec: 8069.74 - lr: 0.100000 | |
| 2023-04-06 05:42:56,357 epoch 8 - iter 2385/2650 - loss 0.06583688 - time (sec): 162.78 - samples/sec: 8088.64 - lr: 0.100000 | |
| 2023-04-06 05:43:13,691 epoch 8 - iter 2650/2650 - loss 0.06588370 - time (sec): 180.11 - samples/sec: 8119.20 - lr: 0.100000 | |
| 2023-04-06 05:43:13,692 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:43:13,692 EPOCH 8 done: loss 0.0659 - lr 0.100000 | |
| 2023-04-06 05:43:13,692 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:43:13,695 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:43:31,219 epoch 9 - iter 265/2650 - loss 0.06301666 - time (sec): 17.52 - samples/sec: 8250.97 - lr: 0.100000 | |
| 2023-04-06 05:43:49,035 epoch 9 - iter 530/2650 - loss 0.06188372 - time (sec): 35.34 - samples/sec: 8213.05 - lr: 0.100000 | |
| 2023-04-06 05:44:06,351 epoch 9 - iter 795/2650 - loss 0.06326915 - time (sec): 52.66 - samples/sec: 8247.34 - lr: 0.100000 | |
| 2023-04-06 05:44:24,287 epoch 9 - iter 1060/2650 - loss 0.06316765 - time (sec): 70.59 - samples/sec: 8240.01 - lr: 0.100000 | |
| 2023-04-06 05:44:41,878 epoch 9 - iter 1325/2650 - loss 0.06312843 - time (sec): 88.18 - samples/sec: 8256.35 - lr: 0.100000 | |
| 2023-04-06 05:44:59,781 epoch 9 - iter 1590/2650 - loss 0.06365554 - time (sec): 106.09 - samples/sec: 8245.92 - lr: 0.100000 | |
| 2023-04-06 05:45:17,557 epoch 9 - iter 1855/2650 - loss 0.06377379 - time (sec): 123.86 - samples/sec: 8240.51 - lr: 0.100000 | |
| 2023-04-06 05:45:35,371 epoch 9 - iter 2120/2650 - loss 0.06373152 - time (sec): 141.68 - samples/sec: 8247.99 - lr: 0.100000 | |
| 2023-04-06 05:45:53,413 epoch 9 - iter 2385/2650 - loss 0.06409843 - time (sec): 159.72 - samples/sec: 8230.11 - lr: 0.100000 | |
| 2023-04-06 05:46:11,171 epoch 9 - iter 2650/2650 - loss 0.06430242 - time (sec): 177.48 - samples/sec: 8239.82 - lr: 0.100000 | |
| 2023-04-06 05:46:11,171 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:46:11,171 EPOCH 9 done: loss 0.0643 - lr 0.100000 | |
| 2023-04-06 05:46:11,171 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:46:11,177 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:46:29,989 epoch 10 - iter 265/2650 - loss 0.06211111 - time (sec): 18.81 - samples/sec: 7715.01 - lr: 0.100000 | |
| 2023-04-06 05:46:48,309 epoch 10 - iter 530/2650 - loss 0.06170219 - time (sec): 37.13 - samples/sec: 7862.78 - lr: 0.100000 | |
| 2023-04-06 05:47:06,052 epoch 10 - iter 795/2650 - loss 0.06141386 - time (sec): 54.87 - samples/sec: 7978.77 - lr: 0.100000 | |
| 2023-04-06 05:47:23,951 epoch 10 - iter 1060/2650 - loss 0.06151682 - time (sec): 72.77 - samples/sec: 8026.24 - lr: 0.100000 | |
| 2023-04-06 05:47:41,756 epoch 10 - iter 1325/2650 - loss 0.06141383 - time (sec): 90.58 - samples/sec: 8069.27 - lr: 0.100000 | |
| 2023-04-06 05:47:59,621 epoch 10 - iter 1590/2650 - loss 0.06176690 - time (sec): 108.44 - samples/sec: 8091.58 - lr: 0.100000 | |
| 2023-04-06 05:48:17,213 epoch 10 - iter 1855/2650 - loss 0.06204404 - time (sec): 126.04 - samples/sec: 8115.20 - lr: 0.100000 | |
| 2023-04-06 05:48:35,135 epoch 10 - iter 2120/2650 - loss 0.06209118 - time (sec): 143.96 - samples/sec: 8131.66 - lr: 0.100000 | |
| 2023-04-06 05:48:52,842 epoch 10 - iter 2385/2650 - loss 0.06227366 - time (sec): 161.66 - samples/sec: 8155.82 - lr: 0.100000 | |
| 2023-04-06 05:49:10,082 epoch 10 - iter 2650/2650 - loss 0.06236078 - time (sec): 178.90 - samples/sec: 8173.99 - lr: 0.100000 | |
| 2023-04-06 05:49:10,082 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:49:10,082 EPOCH 10 done: loss 0.0624 - lr 0.100000 | |
| 2023-04-06 05:49:10,082 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:49:10,086 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:49:27,752 epoch 11 - iter 265/2650 - loss 0.06031236 - time (sec): 17.67 - samples/sec: 8244.40 - lr: 0.100000 | |
| 2023-04-06 05:49:45,384 epoch 11 - iter 530/2650 - loss 0.06078448 - time (sec): 35.30 - samples/sec: 8260.48 - lr: 0.100000 | |
| 2023-04-06 05:50:03,191 epoch 11 - iter 795/2650 - loss 0.06100689 - time (sec): 53.11 - samples/sec: 8208.91 - lr: 0.100000 | |
| 2023-04-06 05:50:20,575 epoch 11 - iter 1060/2650 - loss 0.06144313 - time (sec): 70.49 - samples/sec: 8258.15 - lr: 0.100000 | |
| 2023-04-06 05:50:38,803 epoch 11 - iter 1325/2650 - loss 0.06073678 - time (sec): 88.72 - samples/sec: 8222.84 - lr: 0.100000 | |
| 2023-04-06 05:50:56,561 epoch 11 - iter 1590/2650 - loss 0.06096846 - time (sec): 106.47 - samples/sec: 8232.41 - lr: 0.100000 | |
| 2023-04-06 05:51:14,121 epoch 11 - iter 1855/2650 - loss 0.06101897 - time (sec): 124.03 - samples/sec: 8252.53 - lr: 0.100000 | |
| 2023-04-06 05:51:31,705 epoch 11 - iter 2120/2650 - loss 0.06107109 - time (sec): 141.62 - samples/sec: 8255.46 - lr: 0.100000 | |
| 2023-04-06 05:51:49,899 epoch 11 - iter 2385/2650 - loss 0.06116282 - time (sec): 159.81 - samples/sec: 8230.00 - lr: 0.100000 | |
| 2023-04-06 05:52:08,210 epoch 11 - iter 2650/2650 - loss 0.06128175 - time (sec): 178.12 - samples/sec: 8209.81 - lr: 0.100000 | |
| 2023-04-06 05:52:08,210 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:52:08,210 EPOCH 11 done: loss 0.0613 - lr 0.100000 | |
| 2023-04-06 05:52:08,210 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:52:08,214 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:52:26,751 epoch 12 - iter 265/2650 - loss 0.05782786 - time (sec): 18.54 - samples/sec: 7917.54 - lr: 0.100000 | |
| 2023-04-06 05:52:44,852 epoch 12 - iter 530/2650 - loss 0.05816596 - time (sec): 36.64 - samples/sec: 7990.81 - lr: 0.100000 | |
| 2023-04-06 05:53:03,226 epoch 12 - iter 795/2650 - loss 0.05862835 - time (sec): 55.01 - samples/sec: 7987.87 - lr: 0.100000 | |
| 2023-04-06 05:53:55,657 epoch 12 - iter 1060/2650 - loss 0.05857434 - time (sec): 107.44 - samples/sec: 5452.52 - lr: 0.100000 | |
| 2023-04-06 05:54:14,487 epoch 12 - iter 1325/2650 - loss 0.05899821 - time (sec): 126.27 - samples/sec: 5798.18 - lr: 0.100000 | |
| 2023-04-06 05:54:33,241 epoch 12 - iter 1590/2650 - loss 0.05927006 - time (sec): 145.03 - samples/sec: 6061.24 - lr: 0.100000 | |
| 2023-04-06 05:54:52,131 epoch 12 - iter 1855/2650 - loss 0.05943934 - time (sec): 163.92 - samples/sec: 6257.91 - lr: 0.100000 | |
| 2023-04-06 05:55:11,042 epoch 12 - iter 2120/2650 - loss 0.05959254 - time (sec): 182.83 - samples/sec: 6406.17 - lr: 0.100000 | |
| 2023-04-06 05:55:29,548 epoch 12 - iter 2385/2650 - loss 0.05958965 - time (sec): 201.33 - samples/sec: 6540.82 - lr: 0.100000 | |
| 2023-04-06 05:55:48,222 epoch 12 - iter 2650/2650 - loss 0.05957266 - time (sec): 220.01 - samples/sec: 6646.85 - lr: 0.100000 | |
| 2023-04-06 05:55:48,222 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:55:48,222 EPOCH 12 done: loss 0.0596 - lr 0.100000 | |
| 2023-04-06 05:55:48,222 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:55:48,226 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:56:06,922 epoch 13 - iter 265/2650 - loss 0.05755710 - time (sec): 18.70 - samples/sec: 7870.17 - lr: 0.100000 | |
| 2023-04-06 05:56:25,532 epoch 13 - iter 530/2650 - loss 0.05804948 - time (sec): 37.31 - samples/sec: 7893.29 - lr: 0.100000 | |
| 2023-04-06 05:56:43,974 epoch 13 - iter 795/2650 - loss 0.05836537 - time (sec): 55.75 - samples/sec: 7907.79 - lr: 0.100000 | |
| 2023-04-06 05:57:02,035 epoch 13 - iter 1060/2650 - loss 0.05783025 - time (sec): 73.81 - samples/sec: 7939.32 - lr: 0.100000 | |
| 2023-04-06 05:57:20,423 epoch 13 - iter 1325/2650 - loss 0.05751979 - time (sec): 92.20 - samples/sec: 7950.33 - lr: 0.100000 | |
| 2023-04-06 05:57:38,623 epoch 13 - iter 1590/2650 - loss 0.05781586 - time (sec): 110.40 - samples/sec: 7961.23 - lr: 0.100000 | |
| 2023-04-06 05:57:57,359 epoch 13 - iter 1855/2650 - loss 0.05776421 - time (sec): 129.13 - samples/sec: 7940.68 - lr: 0.100000 | |
| 2023-04-06 05:58:16,175 epoch 13 - iter 2120/2650 - loss 0.05796821 - time (sec): 147.95 - samples/sec: 7923.73 - lr: 0.100000 | |
| 2023-04-06 05:58:34,229 epoch 13 - iter 2385/2650 - loss 0.05826556 - time (sec): 166.00 - samples/sec: 7932.36 - lr: 0.100000 | |
| 2023-04-06 05:58:52,744 epoch 13 - iter 2650/2650 - loss 0.05839999 - time (sec): 184.52 - samples/sec: 7925.32 - lr: 0.100000 | |
| 2023-04-06 05:58:52,744 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:58:52,744 EPOCH 13 done: loss 0.0584 - lr 0.100000 | |
| 2023-04-06 05:58:52,744 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 05:58:52,786 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 05:59:11,011 epoch 14 - iter 265/2650 - loss 0.05737967 - time (sec): 18.22 - samples/sec: 7936.14 - lr: 0.100000 | |
| 2023-04-06 05:59:29,728 epoch 14 - iter 530/2650 - loss 0.05616992 - time (sec): 36.94 - samples/sec: 7879.45 - lr: 0.100000 | |
| 2023-04-06 05:59:48,311 epoch 14 - iter 795/2650 - loss 0.05636806 - time (sec): 55.52 - samples/sec: 7895.21 - lr: 0.100000 | |
| 2023-04-06 06:00:06,550 epoch 14 - iter 1060/2650 - loss 0.05682585 - time (sec): 73.76 - samples/sec: 7922.60 - lr: 0.100000 | |
| 2023-04-06 06:00:24,917 epoch 14 - iter 1325/2650 - loss 0.05718452 - time (sec): 92.13 - samples/sec: 7914.97 - lr: 0.100000 | |
| 2023-04-06 06:00:43,512 epoch 14 - iter 1590/2650 - loss 0.05715114 - time (sec): 110.73 - samples/sec: 7901.49 - lr: 0.100000 | |
| 2023-04-06 06:01:02,315 epoch 14 - iter 1855/2650 - loss 0.05743515 - time (sec): 129.53 - samples/sec: 7893.42 - lr: 0.100000 | |
| 2023-04-06 06:01:20,589 epoch 14 - iter 2120/2650 - loss 0.05759865 - time (sec): 147.80 - samples/sec: 7905.43 - lr: 0.100000 | |
| 2023-04-06 06:01:38,886 epoch 14 - iter 2385/2650 - loss 0.05765435 - time (sec): 166.10 - samples/sec: 7919.07 - lr: 0.100000 | |
| 2023-04-06 06:01:57,690 epoch 14 - iter 2650/2650 - loss 0.05758086 - time (sec): 184.90 - samples/sec: 7908.78 - lr: 0.100000 | |
| 2023-04-06 06:01:57,690 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:01:57,690 EPOCH 14 done: loss 0.0576 - lr 0.100000 | |
| 2023-04-06 06:01:57,690 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:01:57,695 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:02:16,010 epoch 15 - iter 265/2650 - loss 0.05520686 - time (sec): 18.31 - samples/sec: 7876.42 - lr: 0.100000 | |
| 2023-04-06 06:02:34,179 epoch 15 - iter 530/2650 - loss 0.05583117 - time (sec): 36.48 - samples/sec: 7945.05 - lr: 0.100000 | |
| 2023-04-06 06:02:52,625 epoch 15 - iter 795/2650 - loss 0.05589579 - time (sec): 54.93 - samples/sec: 7963.38 - lr: 0.100000 | |
| 2023-04-06 06:03:10,651 epoch 15 - iter 1060/2650 - loss 0.05624005 - time (sec): 72.96 - samples/sec: 7998.64 - lr: 0.100000 | |
| 2023-04-06 06:03:29,250 epoch 15 - iter 1325/2650 - loss 0.05635941 - time (sec): 91.55 - samples/sec: 7984.03 - lr: 0.100000 | |
| 2023-04-06 06:03:47,623 epoch 15 - iter 1590/2650 - loss 0.05655763 - time (sec): 109.93 - samples/sec: 7976.07 - lr: 0.100000 | |
| 2023-04-06 06:04:05,857 epoch 15 - iter 1855/2650 - loss 0.05675457 - time (sec): 128.16 - samples/sec: 7984.08 - lr: 0.100000 | |
| 2023-04-06 06:04:24,089 epoch 15 - iter 2120/2650 - loss 0.05676953 - time (sec): 146.39 - samples/sec: 7977.43 - lr: 0.100000 | |
| 2023-04-06 06:04:42,699 epoch 15 - iter 2385/2650 - loss 0.05688931 - time (sec): 165.00 - samples/sec: 7975.34 - lr: 0.100000 | |
| 2023-04-06 06:05:01,270 epoch 15 - iter 2650/2650 - loss 0.05704586 - time (sec): 183.58 - samples/sec: 7966.02 - lr: 0.100000 | |
| 2023-04-06 06:05:01,270 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:05:01,270 EPOCH 15 done: loss 0.0570 - lr 0.100000 | |
| 2023-04-06 06:05:01,270 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:05:01,274 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:05:19,876 epoch 16 - iter 265/2650 - loss 0.05386714 - time (sec): 18.60 - samples/sec: 7900.38 - lr: 0.100000 | |
| 2023-04-06 06:05:38,423 epoch 16 - iter 530/2650 - loss 0.05475834 - time (sec): 37.15 - samples/sec: 7900.88 - lr: 0.100000 | |
| 2023-04-06 06:05:56,677 epoch 16 - iter 795/2650 - loss 0.05540631 - time (sec): 55.40 - samples/sec: 7942.23 - lr: 0.100000 | |
| 2023-04-06 06:06:14,987 epoch 16 - iter 1060/2650 - loss 0.05545007 - time (sec): 73.71 - samples/sec: 7953.81 - lr: 0.100000 | |
| 2023-04-06 06:06:33,730 epoch 16 - iter 1325/2650 - loss 0.05540327 - time (sec): 92.46 - samples/sec: 7923.13 - lr: 0.100000 | |
| 2023-04-06 06:06:52,678 epoch 16 - iter 1590/2650 - loss 0.05579498 - time (sec): 111.40 - samples/sec: 7874.99 - lr: 0.100000 | |
| 2023-04-06 06:07:11,331 epoch 16 - iter 1855/2650 - loss 0.05575775 - time (sec): 130.06 - samples/sec: 7876.01 - lr: 0.100000 | |
| 2023-04-06 06:07:29,822 epoch 16 - iter 2120/2650 - loss 0.05551833 - time (sec): 148.55 - samples/sec: 7881.05 - lr: 0.100000 | |
| 2023-04-06 06:07:48,624 epoch 16 - iter 2385/2650 - loss 0.05544533 - time (sec): 167.35 - samples/sec: 7863.32 - lr: 0.100000 | |
| 2023-04-06 06:08:07,348 epoch 16 - iter 2650/2650 - loss 0.05576982 - time (sec): 186.07 - samples/sec: 7859.04 - lr: 0.100000 | |
| 2023-04-06 06:08:07,348 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:08:07,348 EPOCH 16 done: loss 0.0558 - lr 0.100000 | |
| 2023-04-06 06:08:07,348 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:08:07,351 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:08:25,938 epoch 17 - iter 265/2650 - loss 0.05474174 - time (sec): 18.59 - samples/sec: 7839.34 - lr: 0.100000 | |
| 2023-04-06 06:08:44,449 epoch 17 - iter 530/2650 - loss 0.05398932 - time (sec): 37.10 - samples/sec: 7882.88 - lr: 0.100000 | |
| 2023-04-06 06:09:02,879 epoch 17 - iter 795/2650 - loss 0.05451603 - time (sec): 55.53 - samples/sec: 7890.56 - lr: 0.100000 | |
| 2023-04-06 06:09:21,777 epoch 17 - iter 1060/2650 - loss 0.05494228 - time (sec): 74.43 - samples/sec: 7842.19 - lr: 0.100000 | |
| 2023-04-06 06:09:40,102 epoch 17 - iter 1325/2650 - loss 0.05501016 - time (sec): 92.75 - samples/sec: 7858.55 - lr: 0.100000 | |
| 2023-04-06 06:09:58,805 epoch 17 - iter 1590/2650 - loss 0.05497206 - time (sec): 111.45 - samples/sec: 7855.59 - lr: 0.100000 | |
| 2023-04-06 06:10:18,009 epoch 17 - iter 1855/2650 - loss 0.05522482 - time (sec): 130.66 - samples/sec: 7824.43 - lr: 0.100000 | |
| 2023-04-06 06:10:36,852 epoch 17 - iter 2120/2650 - loss 0.05533854 - time (sec): 149.50 - samples/sec: 7823.84 - lr: 0.100000 | |
| 2023-04-06 06:10:55,300 epoch 17 - iter 2385/2650 - loss 0.05533662 - time (sec): 167.95 - samples/sec: 7835.63 - lr: 0.100000 | |
| 2023-04-06 06:11:13,717 epoch 17 - iter 2650/2650 - loss 0.05542738 - time (sec): 186.37 - samples/sec: 7846.73 - lr: 0.100000 | |
| 2023-04-06 06:11:13,717 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:11:13,717 EPOCH 17 done: loss 0.0554 - lr 0.100000 | |
| 2023-04-06 06:11:13,717 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:11:13,720 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:11:32,420 epoch 18 - iter 265/2650 - loss 0.05231873 - time (sec): 18.70 - samples/sec: 7802.39 - lr: 0.100000 | |
| 2023-04-06 06:11:51,275 epoch 18 - iter 530/2650 - loss 0.05297770 - time (sec): 37.55 - samples/sec: 7785.37 - lr: 0.100000 | |
| 2023-04-06 06:12:09,717 epoch 18 - iter 795/2650 - loss 0.05391244 - time (sec): 56.00 - samples/sec: 7838.15 - lr: 0.100000 | |
| 2023-04-06 06:12:28,036 epoch 18 - iter 1060/2650 - loss 0.05374249 - time (sec): 74.32 - samples/sec: 7871.76 - lr: 0.100000 | |
| 2023-04-06 06:12:46,545 epoch 18 - iter 1325/2650 - loss 0.05376008 - time (sec): 92.82 - samples/sec: 7881.88 - lr: 0.100000 | |
| 2023-04-06 06:13:04,663 epoch 18 - iter 1590/2650 - loss 0.05334191 - time (sec): 110.94 - samples/sec: 7911.87 - lr: 0.100000 | |
| 2023-04-06 06:13:23,259 epoch 18 - iter 1855/2650 - loss 0.05352741 - time (sec): 129.54 - samples/sec: 7903.42 - lr: 0.100000 | |
| 2023-04-06 06:13:41,790 epoch 18 - iter 2120/2650 - loss 0.05369582 - time (sec): 148.07 - samples/sec: 7894.93 - lr: 0.100000 | |
| 2023-04-06 06:14:00,140 epoch 18 - iter 2385/2650 - loss 0.05394263 - time (sec): 166.42 - samples/sec: 7913.75 - lr: 0.100000 | |
| 2023-04-06 06:14:18,140 epoch 18 - iter 2650/2650 - loss 0.05417085 - time (sec): 184.42 - samples/sec: 7929.53 - lr: 0.100000 | |
| 2023-04-06 06:14:18,141 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:14:18,141 EPOCH 18 done: loss 0.0542 - lr 0.100000 | |
| 2023-04-06 06:14:18,141 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:14:18,144 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:14:36,794 epoch 19 - iter 265/2650 - loss 0.05012973 - time (sec): 18.65 - samples/sec: 7934.34 - lr: 0.100000 | |
| 2023-04-06 06:14:55,147 epoch 19 - iter 530/2650 - loss 0.05111135 - time (sec): 37.00 - samples/sec: 7961.42 - lr: 0.100000 | |
| 2023-04-06 06:15:13,466 epoch 19 - iter 795/2650 - loss 0.05232237 - time (sec): 55.32 - samples/sec: 7992.58 - lr: 0.100000 | |
| 2023-04-06 06:15:31,828 epoch 19 - iter 1060/2650 - loss 0.05253988 - time (sec): 73.68 - samples/sec: 7994.40 - lr: 0.100000 | |
| 2023-04-06 06:15:49,786 epoch 19 - iter 1325/2650 - loss 0.05245113 - time (sec): 91.64 - samples/sec: 8013.56 - lr: 0.100000 | |
| 2023-04-06 06:16:08,057 epoch 19 - iter 1590/2650 - loss 0.05271299 - time (sec): 109.91 - samples/sec: 7996.51 - lr: 0.100000 | |
| 2023-04-06 06:16:26,795 epoch 19 - iter 1855/2650 - loss 0.05290452 - time (sec): 128.65 - samples/sec: 7975.42 - lr: 0.100000 | |
| 2023-04-06 06:16:45,347 epoch 19 - iter 2120/2650 - loss 0.05298950 - time (sec): 147.20 - samples/sec: 7957.47 - lr: 0.100000 | |
| 2023-04-06 06:17:03,341 epoch 19 - iter 2385/2650 - loss 0.05337646 - time (sec): 165.20 - samples/sec: 7968.79 - lr: 0.100000 | |
| 2023-04-06 06:17:22,221 epoch 19 - iter 2650/2650 - loss 0.05349366 - time (sec): 184.08 - samples/sec: 7944.27 - lr: 0.100000 | |
| 2023-04-06 06:17:22,222 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:17:22,222 EPOCH 19 done: loss 0.0535 - lr 0.100000 | |
| 2023-04-06 06:17:22,222 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:17:22,224 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:17:41,109 epoch 20 - iter 265/2650 - loss 0.05082597 - time (sec): 18.88 - samples/sec: 7779.17 - lr: 0.100000 | |
| 2023-04-06 06:17:59,376 epoch 20 - iter 530/2650 - loss 0.05164230 - time (sec): 37.15 - samples/sec: 7841.72 - lr: 0.100000 | |
| 2023-04-06 06:18:18,471 epoch 20 - iter 795/2650 - loss 0.05180971 - time (sec): 56.25 - samples/sec: 7802.03 - lr: 0.100000 | |
| 2023-04-06 06:18:36,697 epoch 20 - iter 1060/2650 - loss 0.05166418 - time (sec): 74.47 - samples/sec: 7859.81 - lr: 0.100000 | |
| 2023-04-06 06:18:55,237 epoch 20 - iter 1325/2650 - loss 0.05143689 - time (sec): 93.01 - samples/sec: 7855.90 - lr: 0.100000 | |
| 2023-04-06 06:19:13,989 epoch 20 - iter 1590/2650 - loss 0.05216698 - time (sec): 111.76 - samples/sec: 7847.59 - lr: 0.100000 | |
| 2023-04-06 06:19:32,931 epoch 20 - iter 1855/2650 - loss 0.05225846 - time (sec): 130.71 - samples/sec: 7832.69 - lr: 0.100000 | |
| 2023-04-06 06:19:51,437 epoch 20 - iter 2120/2650 - loss 0.05254569 - time (sec): 149.21 - samples/sec: 7841.53 - lr: 0.100000 | |
| 2023-04-06 06:20:10,464 epoch 20 - iter 2385/2650 - loss 0.05265991 - time (sec): 168.24 - samples/sec: 7829.00 - lr: 0.100000 | |
| 2023-04-06 06:20:29,080 epoch 20 - iter 2650/2650 - loss 0.05278548 - time (sec): 186.86 - samples/sec: 7826.17 - lr: 0.100000 | |
| 2023-04-06 06:20:29,080 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:20:29,080 EPOCH 20 done: loss 0.0528 - lr 0.100000 | |
| 2023-04-06 06:20:29,080 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:20:29,083 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:20:48,050 epoch 21 - iter 265/2650 - loss 0.05090119 - time (sec): 18.97 - samples/sec: 7707.79 - lr: 0.100000 | |
| 2023-04-06 06:21:06,132 epoch 21 - iter 530/2650 - loss 0.05139792 - time (sec): 37.05 - samples/sec: 7846.63 - lr: 0.100000 | |
| 2023-04-06 06:21:24,423 epoch 21 - iter 795/2650 - loss 0.05144333 - time (sec): 55.34 - samples/sec: 7903.15 - lr: 0.100000 | |
| 2023-04-06 06:21:43,007 epoch 21 - iter 1060/2650 - loss 0.05160875 - time (sec): 73.92 - samples/sec: 7915.17 - lr: 0.100000 | |
| 2023-04-06 06:22:01,586 epoch 21 - iter 1325/2650 - loss 0.05167945 - time (sec): 92.50 - samples/sec: 7905.37 - lr: 0.100000 | |
| 2023-04-06 06:22:19,665 epoch 21 - iter 1590/2650 - loss 0.05160901 - time (sec): 110.58 - samples/sec: 7911.31 - lr: 0.100000 | |
| 2023-04-06 06:22:38,722 epoch 21 - iter 1855/2650 - loss 0.05155517 - time (sec): 129.64 - samples/sec: 7874.78 - lr: 0.100000 | |
| 2023-04-06 06:22:57,317 epoch 21 - iter 2120/2650 - loss 0.05180732 - time (sec): 148.23 - samples/sec: 7875.47 - lr: 0.100000 | |
| 2023-04-06 06:23:16,940 epoch 21 - iter 2385/2650 - loss 0.05198217 - time (sec): 167.86 - samples/sec: 7839.65 - lr: 0.100000 | |
| 2023-04-06 06:23:35,585 epoch 21 - iter 2650/2650 - loss 0.05228397 - time (sec): 186.50 - samples/sec: 7841.00 - lr: 0.100000 | |
| 2023-04-06 06:23:35,585 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:23:35,585 EPOCH 21 done: loss 0.0523 - lr 0.100000 | |
| 2023-04-06 06:23:35,585 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:23:35,588 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:23:55,017 epoch 22 - iter 265/2650 - loss 0.04889619 - time (sec): 19.43 - samples/sec: 7628.42 - lr: 0.100000 | |
| 2023-04-06 06:24:14,006 epoch 22 - iter 530/2650 - loss 0.05010925 - time (sec): 38.42 - samples/sec: 7682.44 - lr: 0.100000 | |
| 2023-04-06 06:24:31,951 epoch 22 - iter 795/2650 - loss 0.05059762 - time (sec): 56.36 - samples/sec: 7813.03 - lr: 0.100000 | |
| 2023-04-06 06:24:50,639 epoch 22 - iter 1060/2650 - loss 0.05103498 - time (sec): 75.05 - samples/sec: 7829.26 - lr: 0.100000 | |
| 2023-04-06 06:25:08,490 epoch 22 - iter 1325/2650 - loss 0.05126495 - time (sec): 92.90 - samples/sec: 7868.68 - lr: 0.100000 | |
| 2023-04-06 06:25:26,651 epoch 22 - iter 1590/2650 - loss 0.05171217 - time (sec): 111.06 - samples/sec: 7879.64 - lr: 0.100000 | |
| 2023-04-06 06:25:45,342 epoch 22 - iter 1855/2650 - loss 0.05143837 - time (sec): 129.75 - samples/sec: 7879.19 - lr: 0.100000 | |
| 2023-04-06 06:26:04,080 epoch 22 - iter 2120/2650 - loss 0.05145072 - time (sec): 148.49 - samples/sec: 7873.81 - lr: 0.100000 | |
| 2023-04-06 06:26:22,614 epoch 22 - iter 2385/2650 - loss 0.05173143 - time (sec): 167.03 - samples/sec: 7882.00 - lr: 0.100000 | |
| 2023-04-06 06:26:40,987 epoch 22 - iter 2650/2650 - loss 0.05188801 - time (sec): 185.40 - samples/sec: 7887.65 - lr: 0.100000 | |
| 2023-04-06 06:26:40,988 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:26:40,988 EPOCH 22 done: loss 0.0519 - lr 0.100000 | |
| 2023-04-06 06:26:40,988 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:26:40,991 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:26:59,408 epoch 23 - iter 265/2650 - loss 0.04932590 - time (sec): 18.42 - samples/sec: 7980.65 - lr: 0.100000 | |
| 2023-04-06 06:27:17,691 epoch 23 - iter 530/2650 - loss 0.05038041 - time (sec): 36.70 - samples/sec: 7996.66 - lr: 0.100000 | |
| 2023-04-06 06:27:36,051 epoch 23 - iter 795/2650 - loss 0.05060234 - time (sec): 55.06 - samples/sec: 7974.50 - lr: 0.100000 | |
| 2023-04-06 06:27:53,930 epoch 23 - iter 1060/2650 - loss 0.05041945 - time (sec): 72.94 - samples/sec: 8012.28 - lr: 0.100000 | |
| 2023-04-06 06:28:12,409 epoch 23 - iter 1325/2650 - loss 0.05063988 - time (sec): 91.42 - samples/sec: 7995.50 - lr: 0.100000 | |
| 2023-04-06 06:28:31,663 epoch 23 - iter 1590/2650 - loss 0.05081699 - time (sec): 110.67 - samples/sec: 7933.13 - lr: 0.100000 | |
| 2023-04-06 06:28:50,148 epoch 23 - iter 1855/2650 - loss 0.05116787 - time (sec): 129.16 - samples/sec: 7927.07 - lr: 0.100000 | |
| 2023-04-06 06:29:09,300 epoch 23 - iter 2120/2650 - loss 0.05149131 - time (sec): 148.31 - samples/sec: 7892.14 - lr: 0.100000 | |
| 2023-04-06 06:29:27,621 epoch 23 - iter 2385/2650 - loss 0.05155796 - time (sec): 166.63 - samples/sec: 7894.40 - lr: 0.100000 | |
| 2023-04-06 06:29:45,999 epoch 23 - iter 2650/2650 - loss 0.05172852 - time (sec): 185.01 - samples/sec: 7904.32 - lr: 0.100000 | |
| 2023-04-06 06:29:45,999 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:29:46,000 EPOCH 23 done: loss 0.0517 - lr 0.100000 | |
| 2023-04-06 06:29:46,000 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:29:46,003 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:30:04,315 epoch 24 - iter 265/2650 - loss 0.05005291 - time (sec): 18.31 - samples/sec: 7935.98 - lr: 0.100000 | |
| 2023-04-06 06:30:22,977 epoch 24 - iter 530/2650 - loss 0.04978158 - time (sec): 36.97 - samples/sec: 7939.78 - lr: 0.100000 | |
| 2023-04-06 06:30:41,338 epoch 24 - iter 795/2650 - loss 0.04999644 - time (sec): 55.33 - samples/sec: 7963.88 - lr: 0.100000 | |
| 2023-04-06 06:30:59,766 epoch 24 - iter 1060/2650 - loss 0.05001453 - time (sec): 73.76 - samples/sec: 7948.62 - lr: 0.100000 | |
| 2023-04-06 06:31:17,684 epoch 24 - iter 1325/2650 - loss 0.05010837 - time (sec): 91.68 - samples/sec: 7977.32 - lr: 0.100000 | |
| 2023-04-06 06:31:35,685 epoch 24 - iter 1590/2650 - loss 0.05046948 - time (sec): 109.68 - samples/sec: 7995.11 - lr: 0.100000 | |
| 2023-04-06 06:31:53,885 epoch 24 - iter 1855/2650 - loss 0.05070964 - time (sec): 127.88 - samples/sec: 7997.66 - lr: 0.100000 | |
| 2023-04-06 06:32:12,839 epoch 24 - iter 2120/2650 - loss 0.05064159 - time (sec): 146.84 - samples/sec: 7959.68 - lr: 0.100000 | |
| 2023-04-06 06:32:30,904 epoch 24 - iter 2385/2650 - loss 0.05084405 - time (sec): 164.90 - samples/sec: 7971.43 - lr: 0.100000 | |
| 2023-04-06 06:32:49,036 epoch 24 - iter 2650/2650 - loss 0.05090510 - time (sec): 183.03 - samples/sec: 7989.63 - lr: 0.100000 | |
| 2023-04-06 06:32:49,036 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:32:49,036 EPOCH 24 done: loss 0.0509 - lr 0.100000 | |
| 2023-04-06 06:32:49,036 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:32:49,040 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:33:07,422 epoch 25 - iter 265/2650 - loss 0.04830702 - time (sec): 18.38 - samples/sec: 7951.83 - lr: 0.100000 | |
| 2023-04-06 06:33:25,871 epoch 25 - iter 530/2650 - loss 0.04833002 - time (sec): 36.83 - samples/sec: 7945.80 - lr: 0.100000 | |
| 2023-04-06 06:33:44,404 epoch 25 - iter 795/2650 - loss 0.04897133 - time (sec): 55.36 - samples/sec: 7914.60 - lr: 0.100000 | |
| 2023-04-06 06:34:03,026 epoch 25 - iter 1060/2650 - loss 0.04941054 - time (sec): 73.99 - samples/sec: 7875.05 - lr: 0.100000 | |
| 2023-04-06 06:34:21,167 epoch 25 - iter 1325/2650 - loss 0.04955150 - time (sec): 92.13 - samples/sec: 7912.37 - lr: 0.100000 | |
| 2023-04-06 06:34:39,264 epoch 25 - iter 1590/2650 - loss 0.04963391 - time (sec): 110.22 - samples/sec: 7945.64 - lr: 0.100000 | |
| 2023-04-06 06:34:57,643 epoch 25 - iter 1855/2650 - loss 0.04971431 - time (sec): 128.60 - samples/sec: 7949.81 - lr: 0.100000 | |
| 2023-04-06 06:35:16,187 epoch 25 - iter 2120/2650 - loss 0.04993489 - time (sec): 147.15 - samples/sec: 7950.62 - lr: 0.100000 | |
| 2023-04-06 06:35:34,387 epoch 25 - iter 2385/2650 - loss 0.05010125 - time (sec): 165.35 - samples/sec: 7956.14 - lr: 0.100000 | |
| 2023-04-06 06:35:52,670 epoch 25 - iter 2650/2650 - loss 0.05031966 - time (sec): 183.63 - samples/sec: 7963.63 - lr: 0.100000 | |
| 2023-04-06 06:35:52,671 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:35:52,671 EPOCH 25 done: loss 0.0503 - lr 0.100000 | |
| 2023-04-06 06:35:52,671 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:35:52,674 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:36:11,384 epoch 26 - iter 265/2650 - loss 0.04847671 - time (sec): 18.71 - samples/sec: 7904.07 - lr: 0.100000 | |
| 2023-04-06 06:36:29,856 epoch 26 - iter 530/2650 - loss 0.04851492 - time (sec): 37.18 - samples/sec: 7919.71 - lr: 0.100000 | |
| 2023-04-06 06:36:48,115 epoch 26 - iter 795/2650 - loss 0.04921834 - time (sec): 55.44 - samples/sec: 7931.68 - lr: 0.100000 | |
| 2023-04-06 06:37:06,461 epoch 26 - iter 1060/2650 - loss 0.04931838 - time (sec): 73.79 - samples/sec: 7947.89 - lr: 0.100000 | |
| 2023-04-06 06:37:24,762 epoch 26 - iter 1325/2650 - loss 0.04912329 - time (sec): 92.09 - samples/sec: 7954.44 - lr: 0.100000 | |
| 2023-04-06 06:37:42,841 epoch 26 - iter 1590/2650 - loss 0.04951932 - time (sec): 110.17 - samples/sec: 7970.74 - lr: 0.100000 | |
| 2023-04-06 06:38:01,158 epoch 26 - iter 1855/2650 - loss 0.04960409 - time (sec): 128.48 - samples/sec: 7973.72 - lr: 0.100000 | |
| 2023-04-06 06:38:19,936 epoch 26 - iter 2120/2650 - loss 0.04984436 - time (sec): 147.26 - samples/sec: 7960.08 - lr: 0.100000 | |
| 2023-04-06 06:38:37,675 epoch 26 - iter 2385/2650 - loss 0.04997306 - time (sec): 165.00 - samples/sec: 7981.39 - lr: 0.100000 | |
| 2023-04-06 06:38:56,034 epoch 26 - iter 2650/2650 - loss 0.04997727 - time (sec): 183.36 - samples/sec: 7975.36 - lr: 0.100000 | |
| 2023-04-06 06:38:56,035 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:38:56,035 EPOCH 26 done: loss 0.0500 - lr 0.100000 | |
| 2023-04-06 06:38:56,035 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:38:56,041 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:39:14,729 epoch 27 - iter 265/2650 - loss 0.04948407 - time (sec): 18.69 - samples/sec: 7915.52 - lr: 0.100000 | |
| 2023-04-06 06:39:33,012 epoch 27 - iter 530/2650 - loss 0.04935260 - time (sec): 36.97 - samples/sec: 7956.42 - lr: 0.100000 | |
| 2023-04-06 06:39:51,731 epoch 27 - iter 795/2650 - loss 0.04940735 - time (sec): 55.69 - samples/sec: 7951.72 - lr: 0.100000 | |
| 2023-04-06 06:40:09,950 epoch 27 - iter 1060/2650 - loss 0.04956074 - time (sec): 73.91 - samples/sec: 7946.96 - lr: 0.100000 | |
| 2023-04-06 06:40:28,387 epoch 27 - iter 1325/2650 - loss 0.04925890 - time (sec): 92.35 - samples/sec: 7958.53 - lr: 0.100000 | |
| 2023-04-06 06:40:46,440 epoch 27 - iter 1590/2650 - loss 0.04942414 - time (sec): 110.40 - samples/sec: 7982.85 - lr: 0.100000 | |
| 2023-04-06 06:41:04,567 epoch 27 - iter 1855/2650 - loss 0.04968041 - time (sec): 128.53 - samples/sec: 7992.04 - lr: 0.100000 | |
| 2023-04-06 06:41:22,581 epoch 27 - iter 2120/2650 - loss 0.04999668 - time (sec): 146.54 - samples/sec: 7993.94 - lr: 0.100000 | |
| 2023-04-06 06:41:41,039 epoch 27 - iter 2385/2650 - loss 0.05005147 - time (sec): 165.00 - samples/sec: 7986.90 - lr: 0.100000 | |
| 2023-04-06 06:41:58,940 epoch 27 - iter 2650/2650 - loss 0.05021904 - time (sec): 182.90 - samples/sec: 7995.46 - lr: 0.100000 | |
| 2023-04-06 06:41:58,941 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:41:58,941 EPOCH 27 done: loss 0.0502 - lr 0.100000 | |
| 2023-04-06 06:41:58,941 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 06:41:58,944 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:42:17,357 epoch 28 - iter 265/2650 - loss 0.04738829 - time (sec): 18.41 - samples/sec: 7937.17 - lr: 0.100000 | |
| 2023-04-06 06:42:35,962 epoch 28 - iter 530/2650 - loss 0.04880337 - time (sec): 37.02 - samples/sec: 7948.15 - lr: 0.100000 | |
| 2023-04-06 06:42:54,480 epoch 28 - iter 795/2650 - loss 0.04850656 - time (sec): 55.54 - samples/sec: 7927.90 - lr: 0.100000 | |
| 2023-04-06 06:43:12,686 epoch 28 - iter 1060/2650 - loss 0.04835668 - time (sec): 73.74 - samples/sec: 7950.02 - lr: 0.100000 | |
| 2023-04-06 06:43:31,072 epoch 28 - iter 1325/2650 - loss 0.04855453 - time (sec): 92.13 - samples/sec: 7954.75 - lr: 0.100000 | |
| 2023-04-06 06:43:49,721 epoch 28 - iter 1590/2650 - loss 0.04858814 - time (sec): 110.78 - samples/sec: 7940.63 - lr: 0.100000 | |
| 2023-04-06 06:44:08,322 epoch 28 - iter 1855/2650 - loss 0.04865366 - time (sec): 129.38 - samples/sec: 7923.50 - lr: 0.100000 | |
| 2023-04-06 06:44:26,385 epoch 28 - iter 2120/2650 - loss 0.04876921 - time (sec): 147.44 - samples/sec: 7941.80 - lr: 0.100000 | |
| 2023-04-06 06:44:44,453 epoch 28 - iter 2385/2650 - loss 0.04884676 - time (sec): 165.51 - samples/sec: 7953.88 - lr: 0.100000 | |
| 2023-04-06 06:45:02,496 epoch 28 - iter 2650/2650 - loss 0.04916127 - time (sec): 183.55 - samples/sec: 7967.01 - lr: 0.100000 | |
| 2023-04-06 06:45:02,496 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:45:02,497 EPOCH 28 done: loss 0.0492 - lr 0.100000 | |
| 2023-04-06 06:45:02,497 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:45:02,500 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:45:20,868 epoch 29 - iter 265/2650 - loss 0.04651407 - time (sec): 18.37 - samples/sec: 8017.71 - lr: 0.100000 | |
| 2023-04-06 06:45:39,216 epoch 29 - iter 530/2650 - loss 0.04741991 - time (sec): 36.72 - samples/sec: 7968.17 - lr: 0.100000 | |
| 2023-04-06 06:45:57,897 epoch 29 - iter 795/2650 - loss 0.04821370 - time (sec): 55.40 - samples/sec: 7934.21 - lr: 0.100000 | |
| 2023-04-06 06:46:16,671 epoch 29 - iter 1060/2650 - loss 0.04858684 - time (sec): 74.17 - samples/sec: 7937.25 - lr: 0.100000 | |
| 2023-04-06 06:46:35,146 epoch 29 - iter 1325/2650 - loss 0.04883254 - time (sec): 92.65 - samples/sec: 7940.40 - lr: 0.100000 | |
| 2023-04-06 06:46:53,156 epoch 29 - iter 1590/2650 - loss 0.04876643 - time (sec): 110.66 - samples/sec: 7958.64 - lr: 0.100000 | |
| 2023-04-06 06:47:11,467 epoch 29 - iter 1855/2650 - loss 0.04879164 - time (sec): 128.97 - samples/sec: 7944.71 - lr: 0.100000 | |
| 2023-04-06 06:47:30,250 epoch 29 - iter 2120/2650 - loss 0.04867356 - time (sec): 147.75 - samples/sec: 7926.06 - lr: 0.100000 | |
| 2023-04-06 06:47:48,205 epoch 29 - iter 2385/2650 - loss 0.04885466 - time (sec): 165.71 - samples/sec: 7943.29 - lr: 0.100000 | |
| 2023-04-06 06:48:06,428 epoch 29 - iter 2650/2650 - loss 0.04907559 - time (sec): 183.93 - samples/sec: 7950.71 - lr: 0.100000 | |
| 2023-04-06 06:48:06,429 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:48:06,429 EPOCH 29 done: loss 0.0491 - lr 0.100000 | |
| 2023-04-06 06:48:06,429 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:48:06,432 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:48:25,304 epoch 30 - iter 265/2650 - loss 0.04845482 - time (sec): 18.87 - samples/sec: 7827.30 - lr: 0.100000 | |
| 2023-04-06 06:48:43,867 epoch 30 - iter 530/2650 - loss 0.04826927 - time (sec): 37.43 - samples/sec: 7886.62 - lr: 0.100000 | |
| 2023-04-06 06:49:02,523 epoch 30 - iter 795/2650 - loss 0.04817849 - time (sec): 56.09 - samples/sec: 7896.26 - lr: 0.100000 | |
| 2023-04-06 06:49:20,759 epoch 30 - iter 1060/2650 - loss 0.04843988 - time (sec): 74.33 - samples/sec: 7907.66 - lr: 0.100000 | |
| 2023-04-06 06:49:38,691 epoch 30 - iter 1325/2650 - loss 0.04851299 - time (sec): 92.26 - samples/sec: 7946.36 - lr: 0.100000 | |
| 2023-04-06 06:49:57,196 epoch 30 - iter 1590/2650 - loss 0.04839994 - time (sec): 110.76 - samples/sec: 7940.34 - lr: 0.100000 | |
| 2023-04-06 06:50:15,551 epoch 30 - iter 1855/2650 - loss 0.04863167 - time (sec): 129.12 - samples/sec: 7935.49 - lr: 0.100000 | |
| 2023-04-06 06:50:33,388 epoch 30 - iter 2120/2650 - loss 0.04904280 - time (sec): 146.96 - samples/sec: 7949.18 - lr: 0.100000 | |
| 2023-04-06 06:50:52,020 epoch 30 - iter 2385/2650 - loss 0.04917319 - time (sec): 165.59 - samples/sec: 7950.68 - lr: 0.100000 | |
| 2023-04-06 06:51:10,222 epoch 30 - iter 2650/2650 - loss 0.04919011 - time (sec): 183.79 - samples/sec: 7956.72 - lr: 0.100000 | |
| 2023-04-06 06:51:10,222 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:51:10,222 EPOCH 30 done: loss 0.0492 - lr 0.100000 | |
| 2023-04-06 06:51:10,222 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 06:51:10,226 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:51:28,784 epoch 31 - iter 265/2650 - loss 0.04568604 - time (sec): 18.56 - samples/sec: 7924.29 - lr: 0.100000 | |
| 2023-04-06 06:51:47,642 epoch 31 - iter 530/2650 - loss 0.04572573 - time (sec): 37.42 - samples/sec: 7914.85 - lr: 0.100000 | |
| 2023-04-06 06:52:05,896 epoch 31 - iter 795/2650 - loss 0.04603279 - time (sec): 55.67 - samples/sec: 7927.74 - lr: 0.100000 | |
| 2023-04-06 06:52:23,736 epoch 31 - iter 1060/2650 - loss 0.04640762 - time (sec): 73.51 - samples/sec: 7967.14 - lr: 0.100000 | |
| 2023-04-06 06:52:41,870 epoch 31 - iter 1325/2650 - loss 0.04681475 - time (sec): 91.64 - samples/sec: 7968.88 - lr: 0.100000 | |
| 2023-04-06 06:53:00,524 epoch 31 - iter 1590/2650 - loss 0.04737380 - time (sec): 110.30 - samples/sec: 7956.67 - lr: 0.100000 | |
| 2023-04-06 06:53:19,211 epoch 31 - iter 1855/2650 - loss 0.04759767 - time (sec): 128.99 - samples/sec: 7943.94 - lr: 0.100000 | |
| 2023-04-06 06:53:37,234 epoch 31 - iter 2120/2650 - loss 0.04766522 - time (sec): 147.01 - samples/sec: 7965.35 - lr: 0.100000 | |
| 2023-04-06 06:53:55,346 epoch 31 - iter 2385/2650 - loss 0.04773263 - time (sec): 165.12 - samples/sec: 7963.57 - lr: 0.100000 | |
| 2023-04-06 06:54:13,921 epoch 31 - iter 2650/2650 - loss 0.04807310 - time (sec): 183.70 - samples/sec: 7960.79 - lr: 0.100000 | |
| 2023-04-06 06:54:13,922 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:54:13,922 EPOCH 31 done: loss 0.0481 - lr 0.100000 | |
| 2023-04-06 06:54:13,922 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 06:54:13,925 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:54:32,330 epoch 32 - iter 265/2650 - loss 0.04579398 - time (sec): 18.40 - samples/sec: 8049.28 - lr: 0.100000 | |
| 2023-04-06 06:54:51,156 epoch 32 - iter 530/2650 - loss 0.04706835 - time (sec): 37.23 - samples/sec: 7936.36 - lr: 0.100000 | |
| 2023-04-06 06:55:09,477 epoch 32 - iter 795/2650 - loss 0.04686093 - time (sec): 55.55 - samples/sec: 7924.65 - lr: 0.100000 | |
| 2023-04-06 06:55:27,886 epoch 32 - iter 1060/2650 - loss 0.04718461 - time (sec): 73.96 - samples/sec: 7910.29 - lr: 0.100000 | |
| 2023-04-06 06:55:46,524 epoch 32 - iter 1325/2650 - loss 0.04719569 - time (sec): 92.60 - samples/sec: 7898.73 - lr: 0.100000 | |
| 2023-04-06 06:56:04,634 epoch 32 - iter 1590/2650 - loss 0.04753131 - time (sec): 110.71 - samples/sec: 7921.21 - lr: 0.100000 | |
| 2023-04-06 06:56:23,284 epoch 32 - iter 1855/2650 - loss 0.04765527 - time (sec): 129.36 - samples/sec: 7919.74 - lr: 0.100000 | |
| 2023-04-06 06:56:41,865 epoch 32 - iter 2120/2650 - loss 0.04793031 - time (sec): 147.94 - samples/sec: 7916.62 - lr: 0.100000 | |
| 2023-04-06 06:56:59,968 epoch 32 - iter 2385/2650 - loss 0.04821548 - time (sec): 166.04 - samples/sec: 7927.02 - lr: 0.100000 | |
| 2023-04-06 06:57:18,168 epoch 32 - iter 2650/2650 - loss 0.04816274 - time (sec): 184.24 - samples/sec: 7937.15 - lr: 0.100000 | |
| 2023-04-06 06:57:18,168 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:57:18,168 EPOCH 32 done: loss 0.0482 - lr 0.100000 | |
| 2023-04-06 06:57:18,168 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 06:57:18,171 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 06:57:36,384 epoch 33 - iter 265/2650 - loss 0.04424056 - time (sec): 18.21 - samples/sec: 8018.02 - lr: 0.100000 | |
| 2023-04-06 06:57:54,422 epoch 33 - iter 530/2650 - loss 0.04530764 - time (sec): 36.25 - samples/sec: 8049.11 - lr: 0.100000 | |
| 2023-04-06 06:58:12,579 epoch 33 - iter 795/2650 - loss 0.04567019 - time (sec): 54.41 - samples/sec: 8058.15 - lr: 0.100000 | |
| 2023-04-06 06:58:30,928 epoch 33 - iter 1060/2650 - loss 0.04642559 - time (sec): 72.76 - samples/sec: 8033.54 - lr: 0.100000 | |
| 2023-04-06 06:58:49,429 epoch 33 - iter 1325/2650 - loss 0.04693289 - time (sec): 91.26 - samples/sec: 8015.08 - lr: 0.100000 | |
| 2023-04-06 06:59:08,303 epoch 33 - iter 1590/2650 - loss 0.04691168 - time (sec): 110.13 - samples/sec: 7982.37 - lr: 0.100000 | |
| 2023-04-06 06:59:27,247 epoch 33 - iter 1855/2650 - loss 0.04704022 - time (sec): 129.08 - samples/sec: 7959.46 - lr: 0.100000 | |
| 2023-04-06 06:59:45,253 epoch 33 - iter 2120/2650 - loss 0.04737948 - time (sec): 147.08 - samples/sec: 7976.38 - lr: 0.100000 | |
| 2023-04-06 07:00:03,306 epoch 33 - iter 2385/2650 - loss 0.04751665 - time (sec): 165.13 - samples/sec: 7980.14 - lr: 0.100000 | |
| 2023-04-06 07:00:21,612 epoch 33 - iter 2650/2650 - loss 0.04770536 - time (sec): 183.44 - samples/sec: 7971.86 - lr: 0.100000 | |
| 2023-04-06 07:00:21,612 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:00:21,612 EPOCH 33 done: loss 0.0477 - lr 0.100000 | |
| 2023-04-06 07:00:21,612 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:00:21,614 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:00:40,059 epoch 34 - iter 265/2650 - loss 0.04786226 - time (sec): 18.44 - samples/sec: 7971.30 - lr: 0.100000 | |
| 2023-04-06 07:00:58,550 epoch 34 - iter 530/2650 - loss 0.04734375 - time (sec): 36.94 - samples/sec: 7910.82 - lr: 0.100000 | |
| 2023-04-06 07:01:16,946 epoch 34 - iter 795/2650 - loss 0.04746725 - time (sec): 55.33 - samples/sec: 7901.13 - lr: 0.100000 | |
| 2023-04-06 07:01:35,519 epoch 34 - iter 1060/2650 - loss 0.04690567 - time (sec): 73.90 - samples/sec: 7909.33 - lr: 0.100000 | |
| 2023-04-06 07:01:53,723 epoch 34 - iter 1325/2650 - loss 0.04702633 - time (sec): 92.11 - samples/sec: 7942.61 - lr: 0.100000 | |
| 2023-04-06 07:02:12,263 epoch 34 - iter 1590/2650 - loss 0.04707414 - time (sec): 110.65 - samples/sec: 7944.70 - lr: 0.100000 | |
| 2023-04-06 07:02:30,449 epoch 34 - iter 1855/2650 - loss 0.04727529 - time (sec): 128.83 - samples/sec: 7943.30 - lr: 0.100000 | |
| 2023-04-06 07:02:49,169 epoch 34 - iter 2120/2650 - loss 0.04724277 - time (sec): 147.55 - samples/sec: 7934.68 - lr: 0.100000 | |
| 2023-04-06 07:03:07,211 epoch 34 - iter 2385/2650 - loss 0.04728943 - time (sec): 165.60 - samples/sec: 7948.28 - lr: 0.100000 | |
| 2023-04-06 07:03:25,444 epoch 34 - iter 2650/2650 - loss 0.04738759 - time (sec): 183.83 - samples/sec: 7954.98 - lr: 0.100000 | |
| 2023-04-06 07:03:25,445 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:03:25,445 EPOCH 34 done: loss 0.0474 - lr 0.100000 | |
| 2023-04-06 07:03:25,445 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:03:25,449 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:03:44,016 epoch 35 - iter 265/2650 - loss 0.04745213 - time (sec): 18.57 - samples/sec: 7880.71 - lr: 0.100000 | |
| 2023-04-06 07:04:02,313 epoch 35 - iter 530/2650 - loss 0.04702722 - time (sec): 36.86 - samples/sec: 7876.79 - lr: 0.100000 | |
| 2023-04-06 07:04:20,514 epoch 35 - iter 795/2650 - loss 0.04707895 - time (sec): 55.07 - samples/sec: 7927.28 - lr: 0.100000 | |
| 2023-04-06 07:04:38,685 epoch 35 - iter 1060/2650 - loss 0.04737276 - time (sec): 73.24 - samples/sec: 7946.87 - lr: 0.100000 | |
| 2023-04-06 07:04:57,113 epoch 35 - iter 1325/2650 - loss 0.04730952 - time (sec): 91.66 - samples/sec: 7960.96 - lr: 0.100000 | |
| 2023-04-06 07:05:15,392 epoch 35 - iter 1590/2650 - loss 0.04753383 - time (sec): 109.94 - samples/sec: 7957.15 - lr: 0.100000 | |
| 2023-04-06 07:05:34,028 epoch 35 - iter 1855/2650 - loss 0.04761081 - time (sec): 128.58 - samples/sec: 7961.40 - lr: 0.100000 | |
| 2023-04-06 07:05:52,207 epoch 35 - iter 2120/2650 - loss 0.04765235 - time (sec): 146.76 - samples/sec: 7973.05 - lr: 0.100000 | |
| 2023-04-06 07:06:10,771 epoch 35 - iter 2385/2650 - loss 0.04750009 - time (sec): 165.32 - samples/sec: 7973.12 - lr: 0.100000 | |
| 2023-04-06 07:06:28,721 epoch 35 - iter 2650/2650 - loss 0.04771099 - time (sec): 183.27 - samples/sec: 7979.17 - lr: 0.100000 | |
| 2023-04-06 07:06:28,722 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:06:28,722 EPOCH 35 done: loss 0.0477 - lr 0.100000 | |
| 2023-04-06 07:06:28,722 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 07:06:28,725 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:06:46,997 epoch 36 - iter 265/2650 - loss 0.04686789 - time (sec): 18.27 - samples/sec: 8001.64 - lr: 0.100000 | |
| 2023-04-06 07:07:05,341 epoch 36 - iter 530/2650 - loss 0.04686082 - time (sec): 36.62 - samples/sec: 7997.44 - lr: 0.100000 | |
| 2023-04-06 07:07:23,776 epoch 36 - iter 795/2650 - loss 0.04672167 - time (sec): 55.05 - samples/sec: 7965.71 - lr: 0.100000 | |
| 2023-04-06 07:07:42,313 epoch 36 - iter 1060/2650 - loss 0.04705424 - time (sec): 73.59 - samples/sec: 7964.61 - lr: 0.100000 | |
| 2023-04-06 07:08:00,519 epoch 36 - iter 1325/2650 - loss 0.04685178 - time (sec): 91.79 - samples/sec: 7977.32 - lr: 0.100000 | |
| 2023-04-06 07:08:18,911 epoch 36 - iter 1590/2650 - loss 0.04689855 - time (sec): 110.19 - samples/sec: 7973.80 - lr: 0.100000 | |
| 2023-04-06 07:08:37,541 epoch 36 - iter 1855/2650 - loss 0.04690350 - time (sec): 128.82 - samples/sec: 7957.66 - lr: 0.100000 | |
| 2023-04-06 07:08:55,610 epoch 36 - iter 2120/2650 - loss 0.04711047 - time (sec): 146.88 - samples/sec: 7971.12 - lr: 0.100000 | |
| 2023-04-06 07:09:13,629 epoch 36 - iter 2385/2650 - loss 0.04738291 - time (sec): 164.90 - samples/sec: 7981.10 - lr: 0.100000 | |
| 2023-04-06 07:09:32,058 epoch 36 - iter 2650/2650 - loss 0.04752748 - time (sec): 183.33 - samples/sec: 7976.52 - lr: 0.100000 | |
| 2023-04-06 07:09:32,059 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:09:32,059 EPOCH 36 done: loss 0.0475 - lr 0.100000 | |
| 2023-04-06 07:09:32,059 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 07:09:32,062 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:09:50,514 epoch 37 - iter 265/2650 - loss 0.04462592 - time (sec): 18.45 - samples/sec: 7988.93 - lr: 0.100000 | |
| 2023-04-06 07:10:08,778 epoch 37 - iter 530/2650 - loss 0.04566629 - time (sec): 36.72 - samples/sec: 7993.73 - lr: 0.100000 | |
| 2023-04-06 07:10:27,377 epoch 37 - iter 795/2650 - loss 0.04673274 - time (sec): 55.31 - samples/sec: 7909.90 - lr: 0.100000 | |
| 2023-04-06 07:10:46,310 epoch 37 - iter 1060/2650 - loss 0.04659566 - time (sec): 74.25 - samples/sec: 7857.25 - lr: 0.100000 | |
| 2023-04-06 07:11:04,698 epoch 37 - iter 1325/2650 - loss 0.04668428 - time (sec): 92.64 - samples/sec: 7877.89 - lr: 0.100000 | |
| 2023-04-06 07:11:22,942 epoch 37 - iter 1590/2650 - loss 0.04687260 - time (sec): 110.88 - samples/sec: 7880.20 - lr: 0.100000 | |
| 2023-04-06 07:11:41,860 epoch 37 - iter 1855/2650 - loss 0.04696027 - time (sec): 129.80 - samples/sec: 7870.53 - lr: 0.100000 | |
| 2023-04-06 07:12:00,074 epoch 37 - iter 2120/2650 - loss 0.04698397 - time (sec): 148.01 - samples/sec: 7889.61 - lr: 0.100000 | |
| 2023-04-06 07:12:19,189 epoch 37 - iter 2385/2650 - loss 0.04694635 - time (sec): 167.13 - samples/sec: 7868.31 - lr: 0.100000 | |
| 2023-04-06 07:12:37,797 epoch 37 - iter 2650/2650 - loss 0.04712440 - time (sec): 185.73 - samples/sec: 7873.39 - lr: 0.100000 | |
| 2023-04-06 07:12:37,797 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:12:37,797 EPOCH 37 done: loss 0.0471 - lr 0.100000 | |
| 2023-04-06 07:12:37,798 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:12:37,800 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:12:55,610 epoch 38 - iter 265/2650 - loss 0.04444841 - time (sec): 17.81 - samples/sec: 8050.87 - lr: 0.100000 | |
| 2023-04-06 07:13:13,723 epoch 38 - iter 530/2650 - loss 0.04521853 - time (sec): 35.92 - samples/sec: 7993.66 - lr: 0.100000 | |
| 2023-04-06 07:13:31,745 epoch 38 - iter 795/2650 - loss 0.04548371 - time (sec): 53.94 - samples/sec: 8021.89 - lr: 0.100000 | |
| 2023-04-06 07:13:50,092 epoch 38 - iter 1060/2650 - loss 0.04575076 - time (sec): 72.29 - samples/sec: 8018.57 - lr: 0.100000 | |
| 2023-04-06 07:14:08,998 epoch 38 - iter 1325/2650 - loss 0.04595887 - time (sec): 91.20 - samples/sec: 7977.88 - lr: 0.100000 | |
| 2023-04-06 07:14:27,641 epoch 38 - iter 1590/2650 - loss 0.04596051 - time (sec): 109.84 - samples/sec: 7975.79 - lr: 0.100000 | |
| 2023-04-06 07:14:46,377 epoch 38 - iter 1855/2650 - loss 0.04609244 - time (sec): 128.58 - samples/sec: 7958.18 - lr: 0.100000 | |
| 2023-04-06 07:15:04,780 epoch 38 - iter 2120/2650 - loss 0.04620948 - time (sec): 146.98 - samples/sec: 7958.29 - lr: 0.100000 | |
| 2023-04-06 07:15:23,114 epoch 38 - iter 2385/2650 - loss 0.04631248 - time (sec): 165.31 - samples/sec: 7961.35 - lr: 0.100000 | |
| 2023-04-06 07:15:41,348 epoch 38 - iter 2650/2650 - loss 0.04660947 - time (sec): 183.55 - samples/sec: 7967.20 - lr: 0.100000 | |
| 2023-04-06 07:15:41,348 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:15:41,348 EPOCH 38 done: loss 0.0466 - lr 0.100000 | |
| 2023-04-06 07:15:41,348 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:15:41,351 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:15:59,902 epoch 39 - iter 265/2650 - loss 0.04667561 - time (sec): 18.55 - samples/sec: 7921.22 - lr: 0.100000 | |
| 2023-04-06 07:16:18,101 epoch 39 - iter 530/2650 - loss 0.04593290 - time (sec): 36.75 - samples/sec: 7966.24 - lr: 0.100000 | |
| 2023-04-06 07:16:37,023 epoch 39 - iter 795/2650 - loss 0.04575068 - time (sec): 55.67 - samples/sec: 7918.96 - lr: 0.100000 | |
| 2023-04-06 07:16:54,826 epoch 39 - iter 1060/2650 - loss 0.04585644 - time (sec): 73.47 - samples/sec: 7966.28 - lr: 0.100000 | |
| 2023-04-06 07:17:13,344 epoch 39 - iter 1325/2650 - loss 0.04603577 - time (sec): 91.99 - samples/sec: 7954.65 - lr: 0.100000 | |
| 2023-04-06 07:17:31,125 epoch 39 - iter 1590/2650 - loss 0.04626398 - time (sec): 109.77 - samples/sec: 7980.41 - lr: 0.100000 | |
| 2023-04-06 07:17:49,466 epoch 39 - iter 1855/2650 - loss 0.04654012 - time (sec): 128.11 - samples/sec: 7979.86 - lr: 0.100000 | |
| 2023-04-06 07:18:08,508 epoch 39 - iter 2120/2650 - loss 0.04661497 - time (sec): 147.16 - samples/sec: 7955.43 - lr: 0.100000 | |
| 2023-04-06 07:18:26,740 epoch 39 - iter 2385/2650 - loss 0.04666364 - time (sec): 165.39 - samples/sec: 7964.94 - lr: 0.100000 | |
| 2023-04-06 07:18:45,060 epoch 39 - iter 2650/2650 - loss 0.04685336 - time (sec): 183.71 - samples/sec: 7960.23 - lr: 0.100000 | |
| 2023-04-06 07:18:45,060 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:18:45,060 EPOCH 39 done: loss 0.0469 - lr 0.100000 | |
| 2023-04-06 07:18:45,060 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 07:18:45,063 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:19:03,462 epoch 40 - iter 265/2650 - loss 0.04626657 - time (sec): 18.40 - samples/sec: 7877.29 - lr: 0.100000 | |
| 2023-04-06 07:19:21,973 epoch 40 - iter 530/2650 - loss 0.04505035 - time (sec): 36.91 - samples/sec: 7955.81 - lr: 0.100000 | |
| 2023-04-06 07:19:40,467 epoch 40 - iter 795/2650 - loss 0.04528049 - time (sec): 55.40 - samples/sec: 7927.54 - lr: 0.100000 | |
| 2023-04-06 07:19:58,789 epoch 40 - iter 1060/2650 - loss 0.04580529 - time (sec): 73.73 - samples/sec: 7943.51 - lr: 0.100000 | |
| 2023-04-06 07:20:17,246 epoch 40 - iter 1325/2650 - loss 0.04567707 - time (sec): 92.18 - samples/sec: 7940.63 - lr: 0.100000 | |
| 2023-04-06 07:20:35,733 epoch 40 - iter 1590/2650 - loss 0.04600558 - time (sec): 110.67 - samples/sec: 7935.37 - lr: 0.100000 | |
| 2023-04-06 07:20:54,316 epoch 40 - iter 1855/2650 - loss 0.04593860 - time (sec): 129.25 - samples/sec: 7931.53 - lr: 0.100000 | |
| 2023-04-06 07:21:12,658 epoch 40 - iter 2120/2650 - loss 0.04607121 - time (sec): 147.59 - samples/sec: 7935.42 - lr: 0.100000 | |
| 2023-04-06 07:21:31,153 epoch 40 - iter 2385/2650 - loss 0.04620532 - time (sec): 166.09 - samples/sec: 7929.63 - lr: 0.100000 | |
| 2023-04-06 07:21:49,098 epoch 40 - iter 2650/2650 - loss 0.04641797 - time (sec): 184.03 - samples/sec: 7946.14 - lr: 0.100000 | |
| 2023-04-06 07:21:49,098 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:21:49,098 EPOCH 40 done: loss 0.0464 - lr 0.100000 | |
| 2023-04-06 07:21:49,098 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:21:49,101 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:22:07,453 epoch 41 - iter 265/2650 - loss 0.04548783 - time (sec): 18.35 - samples/sec: 7932.22 - lr: 0.100000 | |
| 2023-04-06 07:22:25,713 epoch 41 - iter 530/2650 - loss 0.04636131 - time (sec): 36.61 - samples/sec: 7978.45 - lr: 0.100000 | |
| 2023-04-06 07:22:44,432 epoch 41 - iter 795/2650 - loss 0.04576686 - time (sec): 55.33 - samples/sec: 7961.41 - lr: 0.100000 | |
| 2023-04-06 07:23:02,968 epoch 41 - iter 1060/2650 - loss 0.04577877 - time (sec): 73.87 - samples/sec: 7961.59 - lr: 0.100000 | |
| 2023-04-06 07:23:21,550 epoch 41 - iter 1325/2650 - loss 0.04581047 - time (sec): 92.45 - samples/sec: 7953.07 - lr: 0.100000 | |
| 2023-04-06 07:23:39,171 epoch 41 - iter 1590/2650 - loss 0.04604941 - time (sec): 110.07 - samples/sec: 7979.30 - lr: 0.100000 | |
| 2023-04-06 07:23:57,355 epoch 41 - iter 1855/2650 - loss 0.04591811 - time (sec): 128.25 - samples/sec: 7983.37 - lr: 0.100000 | |
| 2023-04-06 07:24:15,804 epoch 41 - iter 2120/2650 - loss 0.04595454 - time (sec): 146.70 - samples/sec: 7979.58 - lr: 0.100000 | |
| 2023-04-06 07:24:33,888 epoch 41 - iter 2385/2650 - loss 0.04607900 - time (sec): 164.79 - samples/sec: 7983.46 - lr: 0.100000 | |
| 2023-04-06 07:24:52,344 epoch 41 - iter 2650/2650 - loss 0.04626977 - time (sec): 183.24 - samples/sec: 7980.47 - lr: 0.100000 | |
| 2023-04-06 07:24:52,344 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:24:52,344 EPOCH 41 done: loss 0.0463 - lr 0.100000 | |
| 2023-04-06 07:24:52,344 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:24:52,347 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:25:10,938 epoch 42 - iter 265/2650 - loss 0.04452100 - time (sec): 18.59 - samples/sec: 7862.93 - lr: 0.100000 | |
| 2023-04-06 07:25:29,191 epoch 42 - iter 530/2650 - loss 0.04513252 - time (sec): 36.84 - samples/sec: 7954.45 - lr: 0.100000 | |
| 2023-04-06 07:25:47,218 epoch 42 - iter 795/2650 - loss 0.04509194 - time (sec): 54.87 - samples/sec: 7974.77 - lr: 0.100000 | |
| 2023-04-06 07:26:05,720 epoch 42 - iter 1060/2650 - loss 0.04531120 - time (sec): 73.37 - samples/sec: 7981.41 - lr: 0.100000 | |
| 2023-04-06 07:26:24,002 epoch 42 - iter 1325/2650 - loss 0.04531895 - time (sec): 91.66 - samples/sec: 7975.45 - lr: 0.100000 | |
| 2023-04-06 07:26:42,277 epoch 42 - iter 1590/2650 - loss 0.04541402 - time (sec): 109.93 - samples/sec: 7977.73 - lr: 0.100000 | |
| 2023-04-06 07:27:00,784 epoch 42 - iter 1855/2650 - loss 0.04556688 - time (sec): 128.44 - samples/sec: 7964.56 - lr: 0.100000 | |
| 2023-04-06 07:27:19,716 epoch 42 - iter 2120/2650 - loss 0.04578374 - time (sec): 147.37 - samples/sec: 7943.75 - lr: 0.100000 | |
| 2023-04-06 07:27:38,029 epoch 42 - iter 2385/2650 - loss 0.04588951 - time (sec): 165.68 - samples/sec: 7946.59 - lr: 0.100000 | |
| 2023-04-06 07:27:56,733 epoch 42 - iter 2650/2650 - loss 0.04606499 - time (sec): 184.39 - samples/sec: 7930.99 - lr: 0.100000 | |
| 2023-04-06 07:27:56,733 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:27:56,733 EPOCH 42 done: loss 0.0461 - lr 0.100000 | |
| 2023-04-06 07:27:56,733 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:27:56,736 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:28:15,353 epoch 43 - iter 265/2650 - loss 0.04506543 - time (sec): 18.62 - samples/sec: 7804.52 - lr: 0.100000 | |
| 2023-04-06 07:28:34,012 epoch 43 - iter 530/2650 - loss 0.04450566 - time (sec): 37.28 - samples/sec: 7806.17 - lr: 0.100000 | |
| 2023-04-06 07:28:53,066 epoch 43 - iter 795/2650 - loss 0.04490488 - time (sec): 56.33 - samples/sec: 7804.36 - lr: 0.100000 | |
| 2023-04-06 07:29:11,482 epoch 43 - iter 1060/2650 - loss 0.04519482 - time (sec): 74.75 - samples/sec: 7839.28 - lr: 0.100000 | |
| 2023-04-06 07:29:30,507 epoch 43 - iter 1325/2650 - loss 0.04557753 - time (sec): 93.77 - samples/sec: 7805.30 - lr: 0.100000 | |
| 2023-04-06 07:29:48,821 epoch 43 - iter 1590/2650 - loss 0.04560729 - time (sec): 112.08 - samples/sec: 7826.79 - lr: 0.100000 | |
| 2023-04-06 07:30:06,869 epoch 43 - iter 1855/2650 - loss 0.04565619 - time (sec): 130.13 - samples/sec: 7864.87 - lr: 0.100000 | |
| 2023-04-06 07:30:25,158 epoch 43 - iter 2120/2650 - loss 0.04572466 - time (sec): 148.42 - samples/sec: 7881.91 - lr: 0.100000 | |
| 2023-04-06 07:30:43,844 epoch 43 - iter 2385/2650 - loss 0.04579375 - time (sec): 167.11 - samples/sec: 7878.62 - lr: 0.100000 | |
| 2023-04-06 07:31:02,357 epoch 43 - iter 2650/2650 - loss 0.04606939 - time (sec): 185.62 - samples/sec: 7878.25 - lr: 0.100000 | |
| 2023-04-06 07:31:02,357 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:31:02,357 EPOCH 43 done: loss 0.0461 - lr 0.100000 | |
| 2023-04-06 07:31:02,357 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 07:31:02,363 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:31:21,192 epoch 44 - iter 265/2650 - loss 0.04406182 - time (sec): 18.83 - samples/sec: 7873.33 - lr: 0.100000 | |
| 2023-04-06 07:31:39,819 epoch 44 - iter 530/2650 - loss 0.04367286 - time (sec): 37.46 - samples/sec: 7875.74 - lr: 0.100000 | |
| 2023-04-06 07:31:58,246 epoch 44 - iter 795/2650 - loss 0.04459361 - time (sec): 55.88 - samples/sec: 7883.92 - lr: 0.100000 | |
| 2023-04-06 07:32:16,676 epoch 44 - iter 1060/2650 - loss 0.04466473 - time (sec): 74.31 - samples/sec: 7886.74 - lr: 0.100000 | |
| 2023-04-06 07:32:35,246 epoch 44 - iter 1325/2650 - loss 0.04489351 - time (sec): 92.88 - samples/sec: 7879.54 - lr: 0.100000 | |
| 2023-04-06 07:32:54,012 epoch 44 - iter 1590/2650 - loss 0.04521088 - time (sec): 111.65 - samples/sec: 7870.36 - lr: 0.100000 | |
| 2023-04-06 07:33:12,363 epoch 44 - iter 1855/2650 - loss 0.04519873 - time (sec): 130.00 - samples/sec: 7878.81 - lr: 0.100000 | |
| 2023-04-06 07:33:30,625 epoch 44 - iter 2120/2650 - loss 0.04549340 - time (sec): 148.26 - samples/sec: 7879.53 - lr: 0.100000 | |
| 2023-04-06 07:33:49,805 epoch 44 - iter 2385/2650 - loss 0.04551792 - time (sec): 167.44 - samples/sec: 7853.02 - lr: 0.100000 | |
| 2023-04-06 07:34:08,582 epoch 44 - iter 2650/2650 - loss 0.04566768 - time (sec): 186.22 - samples/sec: 7852.93 - lr: 0.100000 | |
| 2023-04-06 07:34:08,582 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:34:08,582 EPOCH 44 done: loss 0.0457 - lr 0.100000 | |
| 2023-04-06 07:34:08,582 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:34:08,586 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:34:27,387 epoch 45 - iter 265/2650 - loss 0.04334286 - time (sec): 18.80 - samples/sec: 7781.76 - lr: 0.100000 | |
| 2023-04-06 07:34:45,888 epoch 45 - iter 530/2650 - loss 0.04355469 - time (sec): 37.30 - samples/sec: 7849.33 - lr: 0.100000 | |
| 2023-04-06 07:35:04,661 epoch 45 - iter 795/2650 - loss 0.04392615 - time (sec): 56.08 - samples/sec: 7841.36 - lr: 0.100000 | |
| 2023-04-06 07:35:23,073 epoch 45 - iter 1060/2650 - loss 0.04390119 - time (sec): 74.49 - samples/sec: 7857.12 - lr: 0.100000 | |
| 2023-04-06 07:35:41,336 epoch 45 - iter 1325/2650 - loss 0.04434738 - time (sec): 92.75 - samples/sec: 7887.08 - lr: 0.100000 | |
| 2023-04-06 07:35:59,849 epoch 45 - iter 1590/2650 - loss 0.04457737 - time (sec): 111.26 - samples/sec: 7881.70 - lr: 0.100000 | |
| 2023-04-06 07:36:18,132 epoch 45 - iter 1855/2650 - loss 0.04472227 - time (sec): 129.55 - samples/sec: 7899.93 - lr: 0.100000 | |
| 2023-04-06 07:36:36,165 epoch 45 - iter 2120/2650 - loss 0.04484784 - time (sec): 147.58 - samples/sec: 7914.93 - lr: 0.100000 | |
| 2023-04-06 07:36:54,541 epoch 45 - iter 2385/2650 - loss 0.04497065 - time (sec): 165.96 - samples/sec: 7920.10 - lr: 0.100000 | |
| 2023-04-06 07:37:13,541 epoch 45 - iter 2650/2650 - loss 0.04514677 - time (sec): 184.96 - samples/sec: 7906.55 - lr: 0.100000 | |
| 2023-04-06 07:37:13,542 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:37:13,542 EPOCH 45 done: loss 0.0451 - lr 0.100000 | |
| 2023-04-06 07:37:13,542 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:37:13,545 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:37:32,034 epoch 46 - iter 265/2650 - loss 0.04534815 - time (sec): 18.49 - samples/sec: 7949.91 - lr: 0.100000 | |
| 2023-04-06 07:37:51,014 epoch 46 - iter 530/2650 - loss 0.04528589 - time (sec): 37.47 - samples/sec: 7833.59 - lr: 0.100000 | |
| 2023-04-06 07:38:09,823 epoch 46 - iter 795/2650 - loss 0.04548214 - time (sec): 56.28 - samples/sec: 7809.77 - lr: 0.100000 | |
| 2023-04-06 07:38:28,272 epoch 46 - iter 1060/2650 - loss 0.04556463 - time (sec): 74.73 - samples/sec: 7818.50 - lr: 0.100000 | |
| 2023-04-06 07:38:47,295 epoch 46 - iter 1325/2650 - loss 0.04514534 - time (sec): 93.75 - samples/sec: 7799.93 - lr: 0.100000 | |
| 2023-04-06 07:39:06,436 epoch 46 - iter 1590/2650 - loss 0.04551431 - time (sec): 112.89 - samples/sec: 7772.98 - lr: 0.100000 | |
| 2023-04-06 07:39:25,206 epoch 46 - iter 1855/2650 - loss 0.04553915 - time (sec): 131.66 - samples/sec: 7773.55 - lr: 0.100000 | |
| 2023-04-06 07:39:43,463 epoch 46 - iter 2120/2650 - loss 0.04560963 - time (sec): 149.92 - samples/sec: 7793.75 - lr: 0.100000 | |
| 2023-04-06 07:40:01,825 epoch 46 - iter 2385/2650 - loss 0.04562946 - time (sec): 168.28 - samples/sec: 7816.31 - lr: 0.100000 | |
| 2023-04-06 07:40:20,695 epoch 46 - iter 2650/2650 - loss 0.04572817 - time (sec): 187.15 - samples/sec: 7813.87 - lr: 0.100000 | |
| 2023-04-06 07:40:20,695 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:40:20,695 EPOCH 46 done: loss 0.0457 - lr 0.100000 | |
| 2023-04-06 07:40:20,695 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 07:40:20,698 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:40:39,183 epoch 47 - iter 265/2650 - loss 0.04133594 - time (sec): 18.48 - samples/sec: 7854.31 - lr: 0.100000 | |
| 2023-04-06 07:40:57,904 epoch 47 - iter 530/2650 - loss 0.04262400 - time (sec): 37.21 - samples/sec: 7824.54 - lr: 0.100000 | |
| 2023-04-06 07:41:15,973 epoch 47 - iter 795/2650 - loss 0.04353134 - time (sec): 55.27 - samples/sec: 7880.48 - lr: 0.100000 | |
| 2023-04-06 07:41:34,852 epoch 47 - iter 1060/2650 - loss 0.04393743 - time (sec): 74.15 - samples/sec: 7864.98 - lr: 0.100000 | |
| 2023-04-06 07:41:53,964 epoch 47 - iter 1325/2650 - loss 0.04431883 - time (sec): 93.27 - samples/sec: 7821.93 - lr: 0.100000 | |
| 2023-04-06 07:42:12,803 epoch 47 - iter 1590/2650 - loss 0.04435540 - time (sec): 112.10 - samples/sec: 7811.32 - lr: 0.100000 | |
| 2023-04-06 07:42:31,639 epoch 47 - iter 1855/2650 - loss 0.04463048 - time (sec): 130.94 - samples/sec: 7816.97 - lr: 0.100000 | |
| 2023-04-06 07:42:50,300 epoch 47 - iter 2120/2650 - loss 0.04484304 - time (sec): 149.60 - samples/sec: 7819.86 - lr: 0.100000 | |
| 2023-04-06 07:43:09,317 epoch 47 - iter 2385/2650 - loss 0.04490130 - time (sec): 168.62 - samples/sec: 7804.51 - lr: 0.100000 | |
| 2023-04-06 07:43:28,060 epoch 47 - iter 2650/2650 - loss 0.04492588 - time (sec): 187.36 - samples/sec: 7805.02 - lr: 0.100000 | |
| 2023-04-06 07:43:28,060 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:43:28,060 EPOCH 47 done: loss 0.0449 - lr 0.100000 | |
| 2023-04-06 07:43:28,060 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:43:28,064 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:43:46,996 epoch 48 - iter 265/2650 - loss 0.04406631 - time (sec): 18.93 - samples/sec: 7695.00 - lr: 0.100000 | |
| 2023-04-06 07:44:05,835 epoch 48 - iter 530/2650 - loss 0.04450037 - time (sec): 37.77 - samples/sec: 7765.58 - lr: 0.100000 | |
| 2023-04-06 07:44:24,646 epoch 48 - iter 795/2650 - loss 0.04473852 - time (sec): 56.58 - samples/sec: 7770.27 - lr: 0.100000 | |
| 2023-04-06 07:44:43,704 epoch 48 - iter 1060/2650 - loss 0.04479096 - time (sec): 75.64 - samples/sec: 7764.59 - lr: 0.100000 | |
| 2023-04-06 07:45:02,341 epoch 48 - iter 1325/2650 - loss 0.04484832 - time (sec): 94.28 - samples/sec: 7768.38 - lr: 0.100000 | |
| 2023-04-06 07:45:20,667 epoch 48 - iter 1590/2650 - loss 0.04479779 - time (sec): 112.60 - samples/sec: 7809.17 - lr: 0.100000 | |
| 2023-04-06 07:45:38,539 epoch 48 - iter 1855/2650 - loss 0.04493183 - time (sec): 130.48 - samples/sec: 7853.41 - lr: 0.100000 | |
| 2023-04-06 07:45:56,563 epoch 48 - iter 2120/2650 - loss 0.04501677 - time (sec): 148.50 - samples/sec: 7874.30 - lr: 0.100000 | |
| 2023-04-06 07:46:14,798 epoch 48 - iter 2385/2650 - loss 0.04508084 - time (sec): 166.73 - samples/sec: 7894.91 - lr: 0.100000 | |
| 2023-04-06 07:46:33,352 epoch 48 - iter 2650/2650 - loss 0.04502742 - time (sec): 185.29 - samples/sec: 7892.38 - lr: 0.100000 | |
| 2023-04-06 07:46:33,352 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:46:33,352 EPOCH 48 done: loss 0.0450 - lr 0.100000 | |
| 2023-04-06 07:46:33,352 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 07:46:33,356 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:46:51,796 epoch 49 - iter 265/2650 - loss 0.04341949 - time (sec): 18.44 - samples/sec: 7914.22 - lr: 0.100000 | |
| 2023-04-06 07:47:10,447 epoch 49 - iter 530/2650 - loss 0.04487760 - time (sec): 37.09 - samples/sec: 7882.13 - lr: 0.100000 | |
| 2023-04-06 07:47:28,719 epoch 49 - iter 795/2650 - loss 0.04452396 - time (sec): 55.36 - samples/sec: 7922.98 - lr: 0.100000 | |
| 2023-04-06 07:47:47,409 epoch 49 - iter 1060/2650 - loss 0.04489697 - time (sec): 74.05 - samples/sec: 7900.90 - lr: 0.100000 | |
| 2023-04-06 07:48:06,370 epoch 49 - iter 1325/2650 - loss 0.04495540 - time (sec): 93.01 - samples/sec: 7883.62 - lr: 0.100000 | |
| 2023-04-06 07:48:25,267 epoch 49 - iter 1590/2650 - loss 0.04495202 - time (sec): 111.91 - samples/sec: 7860.57 - lr: 0.100000 | |
| 2023-04-06 07:48:44,075 epoch 49 - iter 1855/2650 - loss 0.04497125 - time (sec): 130.72 - samples/sec: 7845.06 - lr: 0.100000 | |
| 2023-04-06 07:49:02,783 epoch 49 - iter 2120/2650 - loss 0.04517330 - time (sec): 149.43 - samples/sec: 7845.13 - lr: 0.100000 | |
| 2023-04-06 07:49:21,491 epoch 49 - iter 2385/2650 - loss 0.04523375 - time (sec): 168.13 - samples/sec: 7839.58 - lr: 0.100000 | |
| 2023-04-06 07:49:39,682 epoch 49 - iter 2650/2650 - loss 0.04525814 - time (sec): 186.33 - samples/sec: 7848.43 - lr: 0.100000 | |
| 2023-04-06 07:49:39,682 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:49:39,682 EPOCH 49 done: loss 0.0453 - lr 0.100000 | |
| 2023-04-06 07:49:39,682 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 07:49:39,685 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:49:58,383 epoch 50 - iter 265/2650 - loss 0.04394068 - time (sec): 18.70 - samples/sec: 7753.77 - lr: 0.100000 | |
| 2023-04-06 07:50:16,960 epoch 50 - iter 530/2650 - loss 0.04406703 - time (sec): 37.27 - samples/sec: 7813.22 - lr: 0.100000 | |
| 2023-04-06 07:50:35,787 epoch 50 - iter 795/2650 - loss 0.04387915 - time (sec): 56.10 - samples/sec: 7849.94 - lr: 0.100000 | |
| 2023-04-06 07:50:54,503 epoch 50 - iter 1060/2650 - loss 0.04409459 - time (sec): 74.82 - samples/sec: 7860.43 - lr: 0.100000 | |
| 2023-04-06 07:51:12,973 epoch 50 - iter 1325/2650 - loss 0.04426199 - time (sec): 93.29 - samples/sec: 7851.60 - lr: 0.100000 | |
| 2023-04-06 07:51:30,993 epoch 50 - iter 1590/2650 - loss 0.04445126 - time (sec): 111.31 - samples/sec: 7886.98 - lr: 0.100000 | |
| 2023-04-06 07:51:49,798 epoch 50 - iter 1855/2650 - loss 0.04487967 - time (sec): 130.11 - samples/sec: 7875.74 - lr: 0.100000 | |
| 2023-04-06 07:52:08,304 epoch 50 - iter 2120/2650 - loss 0.04488535 - time (sec): 148.62 - samples/sec: 7880.26 - lr: 0.100000 | |
| 2023-04-06 07:52:26,470 epoch 50 - iter 2385/2650 - loss 0.04511402 - time (sec): 166.78 - samples/sec: 7891.84 - lr: 0.100000 | |
| 2023-04-06 07:52:44,703 epoch 50 - iter 2650/2650 - loss 0.04526537 - time (sec): 185.02 - samples/sec: 7903.93 - lr: 0.100000 | |
| 2023-04-06 07:52:44,703 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:52:44,703 EPOCH 50 done: loss 0.0453 - lr 0.100000 | |
| 2023-04-06 07:52:44,703 BAD EPOCHS (no improvement): 3 | |
| 2023-04-06 07:52:44,706 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:53:02,893 epoch 51 - iter 265/2650 - loss 0.04307510 - time (sec): 18.19 - samples/sec: 7930.23 - lr: 0.100000 | |
| 2023-04-06 07:53:21,148 epoch 51 - iter 530/2650 - loss 0.04394790 - time (sec): 36.44 - samples/sec: 7930.12 - lr: 0.100000 | |
| 2023-04-06 07:53:39,656 epoch 51 - iter 795/2650 - loss 0.04453353 - time (sec): 54.95 - samples/sec: 7894.47 - lr: 0.100000 | |
| 2023-04-06 07:53:58,343 epoch 51 - iter 1060/2650 - loss 0.04446002 - time (sec): 73.64 - samples/sec: 7892.98 - lr: 0.100000 | |
| 2023-04-06 07:54:16,727 epoch 51 - iter 1325/2650 - loss 0.04447675 - time (sec): 92.02 - samples/sec: 7915.51 - lr: 0.100000 | |
| 2023-04-06 07:54:34,819 epoch 51 - iter 1590/2650 - loss 0.04455558 - time (sec): 110.11 - samples/sec: 7933.96 - lr: 0.100000 | |
| 2023-04-06 07:54:53,257 epoch 51 - iter 1855/2650 - loss 0.04486059 - time (sec): 128.55 - samples/sec: 7933.51 - lr: 0.100000 | |
| 2023-04-06 07:55:11,940 epoch 51 - iter 2120/2650 - loss 0.04497491 - time (sec): 147.23 - samples/sec: 7922.53 - lr: 0.100000 | |
| 2023-04-06 07:55:30,500 epoch 51 - iter 2385/2650 - loss 0.04514164 - time (sec): 165.79 - samples/sec: 7927.71 - lr: 0.100000 | |
| 2023-04-06 07:55:49,198 epoch 51 - iter 2650/2650 - loss 0.04511150 - time (sec): 184.49 - samples/sec: 7926.41 - lr: 0.100000 | |
| 2023-04-06 07:55:49,199 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:55:49,199 EPOCH 51 done: loss 0.0451 - lr 0.100000 | |
| 2023-04-06 07:55:49,199 Epoch 51: reducing learning rate of group 0 to 5.0000e-02. | |
| 2023-04-06 07:55:49,199 BAD EPOCHS (no improvement): 4 | |
| 2023-04-06 07:55:49,202 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:56:07,448 epoch 52 - iter 265/2650 - loss 0.04317669 - time (sec): 18.25 - samples/sec: 7901.61 - lr: 0.050000 | |
| 2023-04-06 07:56:36,017 epoch 52 - iter 530/2650 - loss 0.04212095 - time (sec): 46.81 - samples/sec: 6222.89 - lr: 0.050000 | |
| 2023-04-06 07:56:54,699 epoch 52 - iter 795/2650 - loss 0.04206812 - time (sec): 65.50 - samples/sec: 6691.32 - lr: 0.050000 | |
| 2023-04-06 07:57:12,794 epoch 52 - iter 1060/2650 - loss 0.04208970 - time (sec): 83.59 - samples/sec: 6957.54 - lr: 0.050000 | |
| 2023-04-06 07:57:31,397 epoch 52 - iter 1325/2650 - loss 0.04226703 - time (sec): 102.19 - samples/sec: 7136.30 - lr: 0.050000 | |
| 2023-04-06 07:57:49,888 epoch 52 - iter 1590/2650 - loss 0.04226864 - time (sec): 120.69 - samples/sec: 7255.92 - lr: 0.050000 | |
| 2023-04-06 07:58:08,228 epoch 52 - iter 1855/2650 - loss 0.04204409 - time (sec): 139.03 - samples/sec: 7355.59 - lr: 0.050000 | |
| 2023-04-06 07:58:26,862 epoch 52 - iter 2120/2650 - loss 0.04222261 - time (sec): 157.66 - samples/sec: 7420.62 - lr: 0.050000 | |
| 2023-04-06 07:58:45,200 epoch 52 - iter 2385/2650 - loss 0.04215198 - time (sec): 176.00 - samples/sec: 7481.94 - lr: 0.050000 | |
| 2023-04-06 07:59:03,769 epoch 52 - iter 2650/2650 - loss 0.04230955 - time (sec): 194.57 - samples/sec: 7515.99 - lr: 0.050000 | |
| 2023-04-06 07:59:03,769 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:59:03,769 EPOCH 52 done: loss 0.0423 - lr 0.050000 | |
| 2023-04-06 07:59:03,769 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 07:59:03,773 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 07:59:22,388 epoch 53 - iter 265/2650 - loss 0.03949641 - time (sec): 18.62 - samples/sec: 7907.80 - lr: 0.050000 | |
| 2023-04-06 07:59:40,905 epoch 53 - iter 530/2650 - loss 0.04017371 - time (sec): 37.13 - samples/sec: 7915.70 - lr: 0.050000 | |
| 2023-04-06 07:59:59,600 epoch 53 - iter 795/2650 - loss 0.04024837 - time (sec): 55.83 - samples/sec: 7883.39 - lr: 0.050000 | |
| 2023-04-06 08:00:18,199 epoch 53 - iter 1060/2650 - loss 0.04041977 - time (sec): 74.43 - samples/sec: 7891.57 - lr: 0.050000 | |
| 2023-04-06 08:00:36,905 epoch 53 - iter 1325/2650 - loss 0.04070280 - time (sec): 93.13 - samples/sec: 7893.25 - lr: 0.050000 | |
| 2023-04-06 08:00:55,111 epoch 53 - iter 1590/2650 - loss 0.04062021 - time (sec): 111.34 - samples/sec: 7903.27 - lr: 0.050000 | |
| 2023-04-06 08:01:13,500 epoch 53 - iter 1855/2650 - loss 0.04059717 - time (sec): 129.73 - samples/sec: 7894.84 - lr: 0.050000 | |
| 2023-04-06 08:01:31,815 epoch 53 - iter 2120/2650 - loss 0.04082940 - time (sec): 148.04 - samples/sec: 7895.80 - lr: 0.050000 | |
| 2023-04-06 08:01:50,155 epoch 53 - iter 2385/2650 - loss 0.04090555 - time (sec): 166.38 - samples/sec: 7904.76 - lr: 0.050000 | |
| 2023-04-06 08:02:08,739 epoch 53 - iter 2650/2650 - loss 0.04084780 - time (sec): 184.97 - samples/sec: 7906.13 - lr: 0.050000 | |
| 2023-04-06 08:02:08,739 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:02:08,739 EPOCH 53 done: loss 0.0408 - lr 0.050000 | |
| 2023-04-06 08:02:08,739 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:02:08,743 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:02:27,417 epoch 54 - iter 265/2650 - loss 0.03990547 - time (sec): 18.67 - samples/sec: 7938.85 - lr: 0.050000 | |
| 2023-04-06 08:02:45,886 epoch 54 - iter 530/2650 - loss 0.04022015 - time (sec): 37.14 - samples/sec: 7878.84 - lr: 0.050000 | |
| 2023-04-06 08:03:04,541 epoch 54 - iter 795/2650 - loss 0.04047452 - time (sec): 55.80 - samples/sec: 7880.92 - lr: 0.050000 | |
| 2023-04-06 08:03:22,990 epoch 54 - iter 1060/2650 - loss 0.03989706 - time (sec): 74.25 - samples/sec: 7880.85 - lr: 0.050000 | |
| 2023-04-06 08:03:41,141 epoch 54 - iter 1325/2650 - loss 0.03989365 - time (sec): 92.40 - samples/sec: 7902.12 - lr: 0.050000 | |
| 2023-04-06 08:03:59,680 epoch 54 - iter 1590/2650 - loss 0.03987238 - time (sec): 110.94 - samples/sec: 7897.25 - lr: 0.050000 | |
| 2023-04-06 08:04:18,393 epoch 54 - iter 1855/2650 - loss 0.04000256 - time (sec): 129.65 - samples/sec: 7886.29 - lr: 0.050000 | |
| 2023-04-06 08:04:36,873 epoch 54 - iter 2120/2650 - loss 0.04006729 - time (sec): 148.13 - samples/sec: 7888.67 - lr: 0.050000 | |
| 2023-04-06 08:04:55,632 epoch 54 - iter 2385/2650 - loss 0.04015447 - time (sec): 166.89 - samples/sec: 7891.01 - lr: 0.050000 | |
| 2023-04-06 08:05:14,016 epoch 54 - iter 2650/2650 - loss 0.04023065 - time (sec): 185.27 - samples/sec: 7893.03 - lr: 0.050000 | |
| 2023-04-06 08:05:14,017 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:05:14,017 EPOCH 54 done: loss 0.0402 - lr 0.050000 | |
| 2023-04-06 08:05:14,017 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:05:14,020 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:05:32,283 epoch 55 - iter 265/2650 - loss 0.04017155 - time (sec): 18.26 - samples/sec: 7986.01 - lr: 0.050000 | |
| 2023-04-06 08:05:51,066 epoch 55 - iter 530/2650 - loss 0.03952158 - time (sec): 37.05 - samples/sec: 7888.44 - lr: 0.050000 | |
| 2023-04-06 08:06:09,891 epoch 55 - iter 795/2650 - loss 0.03928623 - time (sec): 55.87 - samples/sec: 7869.57 - lr: 0.050000 | |
| 2023-04-06 08:06:28,238 epoch 55 - iter 1060/2650 - loss 0.03923005 - time (sec): 74.22 - samples/sec: 7879.00 - lr: 0.050000 | |
| 2023-04-06 08:06:46,407 epoch 55 - iter 1325/2650 - loss 0.03924633 - time (sec): 92.39 - samples/sec: 7898.76 - lr: 0.050000 | |
| 2023-04-06 08:07:05,036 epoch 55 - iter 1590/2650 - loss 0.03939704 - time (sec): 111.02 - samples/sec: 7907.97 - lr: 0.050000 | |
| 2023-04-06 08:07:23,577 epoch 55 - iter 1855/2650 - loss 0.03962985 - time (sec): 129.56 - samples/sec: 7902.99 - lr: 0.050000 | |
| 2023-04-06 08:07:41,743 epoch 55 - iter 2120/2650 - loss 0.03968707 - time (sec): 147.72 - samples/sec: 7916.66 - lr: 0.050000 | |
| 2023-04-06 08:08:00,280 epoch 55 - iter 2385/2650 - loss 0.03947652 - time (sec): 166.26 - samples/sec: 7918.39 - lr: 0.050000 | |
| 2023-04-06 08:08:18,778 epoch 55 - iter 2650/2650 - loss 0.03942933 - time (sec): 184.76 - samples/sec: 7915.03 - lr: 0.050000 | |
| 2023-04-06 08:08:18,778 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:08:18,778 EPOCH 55 done: loss 0.0394 - lr 0.050000 | |
| 2023-04-06 08:08:18,778 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:08:18,781 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:08:37,147 epoch 56 - iter 265/2650 - loss 0.03780974 - time (sec): 18.37 - samples/sec: 8005.77 - lr: 0.050000 | |
| 2023-04-06 08:08:55,591 epoch 56 - iter 530/2650 - loss 0.03840103 - time (sec): 36.81 - samples/sec: 7956.35 - lr: 0.050000 | |
| 2023-04-06 08:09:14,100 epoch 56 - iter 795/2650 - loss 0.03848071 - time (sec): 55.32 - samples/sec: 7927.45 - lr: 0.050000 | |
| 2023-04-06 08:09:32,852 epoch 56 - iter 1060/2650 - loss 0.03867367 - time (sec): 74.07 - samples/sec: 7893.78 - lr: 0.050000 | |
| 2023-04-06 08:09:51,126 epoch 56 - iter 1325/2650 - loss 0.03870451 - time (sec): 92.34 - samples/sec: 7910.51 - lr: 0.050000 | |
| 2023-04-06 08:10:09,144 epoch 56 - iter 1590/2650 - loss 0.03860717 - time (sec): 110.36 - samples/sec: 7923.26 - lr: 0.050000 | |
| 2023-04-06 08:10:27,602 epoch 56 - iter 1855/2650 - loss 0.03849407 - time (sec): 128.82 - samples/sec: 7929.91 - lr: 0.050000 | |
| 2023-04-06 08:10:46,326 epoch 56 - iter 2120/2650 - loss 0.03871938 - time (sec): 147.55 - samples/sec: 7924.08 - lr: 0.050000 | |
| 2023-04-06 08:11:04,864 epoch 56 - iter 2385/2650 - loss 0.03875875 - time (sec): 166.08 - samples/sec: 7913.49 - lr: 0.050000 | |
| 2023-04-06 08:11:23,271 epoch 56 - iter 2650/2650 - loss 0.03894808 - time (sec): 184.49 - samples/sec: 7926.51 - lr: 0.050000 | |
| 2023-04-06 08:11:23,271 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:11:23,271 EPOCH 56 done: loss 0.0389 - lr 0.050000 | |
| 2023-04-06 08:11:23,271 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:11:23,274 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:11:41,587 epoch 57 - iter 265/2650 - loss 0.03771233 - time (sec): 18.31 - samples/sec: 7958.56 - lr: 0.050000 | |
| 2023-04-06 08:12:00,159 epoch 57 - iter 530/2650 - loss 0.03758825 - time (sec): 36.88 - samples/sec: 7890.89 - lr: 0.050000 | |
| 2023-04-06 08:12:18,531 epoch 57 - iter 795/2650 - loss 0.03756020 - time (sec): 55.26 - samples/sec: 7891.80 - lr: 0.050000 | |
| 2023-04-06 08:12:37,146 epoch 57 - iter 1060/2650 - loss 0.03829720 - time (sec): 73.87 - samples/sec: 7875.68 - lr: 0.050000 | |
| 2023-04-06 08:12:55,638 epoch 57 - iter 1325/2650 - loss 0.03836526 - time (sec): 92.36 - samples/sec: 7882.03 - lr: 0.050000 | |
| 2023-04-06 08:13:14,070 epoch 57 - iter 1590/2650 - loss 0.03856784 - time (sec): 110.80 - samples/sec: 7903.01 - lr: 0.050000 | |
| 2023-04-06 08:13:32,690 epoch 57 - iter 1855/2650 - loss 0.03864894 - time (sec): 129.42 - samples/sec: 7912.21 - lr: 0.050000 | |
| 2023-04-06 08:13:50,942 epoch 57 - iter 2120/2650 - loss 0.03859804 - time (sec): 147.67 - samples/sec: 7915.05 - lr: 0.050000 | |
| 2023-04-06 08:14:09,891 epoch 57 - iter 2385/2650 - loss 0.03852514 - time (sec): 166.62 - samples/sec: 7904.95 - lr: 0.050000 | |
| 2023-04-06 08:14:28,044 epoch 57 - iter 2650/2650 - loss 0.03855941 - time (sec): 184.77 - samples/sec: 7914.52 - lr: 0.050000 | |
| 2023-04-06 08:14:28,044 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:14:28,044 EPOCH 57 done: loss 0.0386 - lr 0.050000 | |
| 2023-04-06 08:14:28,044 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:14:28,047 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:14:46,566 epoch 58 - iter 265/2650 - loss 0.03736573 - time (sec): 18.52 - samples/sec: 7870.13 - lr: 0.050000 | |
| 2023-04-06 08:15:04,807 epoch 58 - iter 530/2650 - loss 0.03696909 - time (sec): 36.76 - samples/sec: 7948.33 - lr: 0.050000 | |
| 2023-04-06 08:15:23,158 epoch 58 - iter 795/2650 - loss 0.03726252 - time (sec): 55.11 - samples/sec: 7932.98 - lr: 0.050000 | |
| 2023-04-06 08:15:41,545 epoch 58 - iter 1060/2650 - loss 0.03739019 - time (sec): 73.50 - samples/sec: 7941.96 - lr: 0.050000 | |
| 2023-04-06 08:16:00,035 epoch 58 - iter 1325/2650 - loss 0.03781461 - time (sec): 91.99 - samples/sec: 7925.80 - lr: 0.050000 | |
| 2023-04-06 08:16:18,375 epoch 58 - iter 1590/2650 - loss 0.03778357 - time (sec): 110.33 - samples/sec: 7941.57 - lr: 0.050000 | |
| 2023-04-06 08:16:37,059 epoch 58 - iter 1855/2650 - loss 0.03778931 - time (sec): 129.01 - samples/sec: 7935.86 - lr: 0.050000 | |
| 2023-04-06 08:16:56,731 epoch 58 - iter 2120/2650 - loss 0.03780422 - time (sec): 148.68 - samples/sec: 7864.28 - lr: 0.050000 | |
| 2023-04-06 08:17:15,593 epoch 58 - iter 2385/2650 - loss 0.03788493 - time (sec): 167.55 - samples/sec: 7862.84 - lr: 0.050000 | |
| 2023-04-06 08:17:35,134 epoch 58 - iter 2650/2650 - loss 0.03796442 - time (sec): 187.09 - samples/sec: 7816.48 - lr: 0.050000 | |
| 2023-04-06 08:17:35,135 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:17:35,135 EPOCH 58 done: loss 0.0380 - lr 0.050000 | |
| 2023-04-06 08:17:35,135 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:17:35,137 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:17:54,328 epoch 59 - iter 265/2650 - loss 0.03931499 - time (sec): 19.19 - samples/sec: 7597.10 - lr: 0.050000 | |
| 2023-04-06 08:18:13,436 epoch 59 - iter 530/2650 - loss 0.03895720 - time (sec): 38.30 - samples/sec: 7671.49 - lr: 0.050000 | |
| 2023-04-06 08:18:32,125 epoch 59 - iter 795/2650 - loss 0.03816632 - time (sec): 56.99 - samples/sec: 7756.61 - lr: 0.050000 | |
| 2023-04-06 08:18:50,376 epoch 59 - iter 1060/2650 - loss 0.03828851 - time (sec): 75.24 - samples/sec: 7797.49 - lr: 0.050000 | |
| 2023-04-06 08:19:08,591 epoch 59 - iter 1325/2650 - loss 0.03821523 - time (sec): 93.45 - samples/sec: 7835.54 - lr: 0.050000 | |
| 2023-04-06 08:19:27,269 epoch 59 - iter 1590/2650 - loss 0.03822281 - time (sec): 112.13 - samples/sec: 7837.13 - lr: 0.050000 | |
| 2023-04-06 08:19:46,439 epoch 59 - iter 1855/2650 - loss 0.03828985 - time (sec): 131.30 - samples/sec: 7816.09 - lr: 0.050000 | |
| 2023-04-06 08:20:05,216 epoch 59 - iter 2120/2650 - loss 0.03821431 - time (sec): 150.08 - samples/sec: 7805.09 - lr: 0.050000 | |
| 2023-04-06 08:20:23,926 epoch 59 - iter 2385/2650 - loss 0.03809873 - time (sec): 168.79 - samples/sec: 7805.61 - lr: 0.050000 | |
| 2023-04-06 08:20:42,263 epoch 59 - iter 2650/2650 - loss 0.03810763 - time (sec): 187.13 - samples/sec: 7814.88 - lr: 0.050000 | |
| 2023-04-06 08:20:42,263 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:20:42,263 EPOCH 59 done: loss 0.0381 - lr 0.050000 | |
| 2023-04-06 08:20:42,263 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 08:20:42,266 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:21:00,791 epoch 60 - iter 265/2650 - loss 0.03800331 - time (sec): 18.53 - samples/sec: 7850.79 - lr: 0.050000 | |
| 2023-04-06 08:21:19,166 epoch 60 - iter 530/2650 - loss 0.03756505 - time (sec): 36.90 - samples/sec: 7924.36 - lr: 0.050000 | |
| 2023-04-06 08:21:37,572 epoch 60 - iter 795/2650 - loss 0.03776981 - time (sec): 55.31 - samples/sec: 7950.23 - lr: 0.050000 | |
| 2023-04-06 08:21:56,468 epoch 60 - iter 1060/2650 - loss 0.03747141 - time (sec): 74.20 - samples/sec: 7923.14 - lr: 0.050000 | |
| 2023-04-06 08:22:15,089 epoch 60 - iter 1325/2650 - loss 0.03734002 - time (sec): 92.82 - samples/sec: 7912.39 - lr: 0.050000 | |
| 2023-04-06 08:22:33,971 epoch 60 - iter 1590/2650 - loss 0.03725013 - time (sec): 111.71 - samples/sec: 7880.75 - lr: 0.050000 | |
| 2023-04-06 08:22:52,191 epoch 60 - iter 1855/2650 - loss 0.03738627 - time (sec): 129.93 - samples/sec: 7895.21 - lr: 0.050000 | |
| 2023-04-06 08:23:10,507 epoch 60 - iter 2120/2650 - loss 0.03745933 - time (sec): 148.24 - samples/sec: 7900.67 - lr: 0.050000 | |
| 2023-04-06 08:23:29,567 epoch 60 - iter 2385/2650 - loss 0.03757382 - time (sec): 167.30 - samples/sec: 7871.50 - lr: 0.050000 | |
| 2023-04-06 08:23:47,929 epoch 60 - iter 2650/2650 - loss 0.03772311 - time (sec): 185.66 - samples/sec: 7876.42 - lr: 0.050000 | |
| 2023-04-06 08:23:47,930 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:23:47,930 EPOCH 60 done: loss 0.0377 - lr 0.050000 | |
| 2023-04-06 08:23:47,930 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:23:47,932 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:24:05,975 epoch 61 - iter 265/2650 - loss 0.03582226 - time (sec): 18.04 - samples/sec: 8093.14 - lr: 0.050000 | |
| 2023-04-06 08:24:24,343 epoch 61 - iter 530/2650 - loss 0.03584937 - time (sec): 36.41 - samples/sec: 8025.32 - lr: 0.050000 | |
| 2023-04-06 08:24:42,834 epoch 61 - iter 795/2650 - loss 0.03647279 - time (sec): 54.90 - samples/sec: 7964.88 - lr: 0.050000 | |
| 2023-04-06 08:25:01,342 epoch 61 - iter 1060/2650 - loss 0.03685953 - time (sec): 73.41 - samples/sec: 7943.07 - lr: 0.050000 | |
| 2023-04-06 08:25:20,052 epoch 61 - iter 1325/2650 - loss 0.03728120 - time (sec): 92.12 - samples/sec: 7919.43 - lr: 0.050000 | |
| 2023-04-06 08:25:38,253 epoch 61 - iter 1590/2650 - loss 0.03717444 - time (sec): 110.32 - samples/sec: 7925.12 - lr: 0.050000 | |
| 2023-04-06 08:25:56,382 epoch 61 - iter 1855/2650 - loss 0.03704189 - time (sec): 128.45 - samples/sec: 7935.55 - lr: 0.050000 | |
| 2023-04-06 08:26:14,831 epoch 61 - iter 2120/2650 - loss 0.03720451 - time (sec): 146.90 - samples/sec: 7944.41 - lr: 0.050000 | |
| 2023-04-06 08:26:33,422 epoch 61 - iter 2385/2650 - loss 0.03740467 - time (sec): 165.49 - samples/sec: 7942.47 - lr: 0.050000 | |
| 2023-04-06 08:26:52,171 epoch 61 - iter 2650/2650 - loss 0.03748947 - time (sec): 184.24 - samples/sec: 7937.35 - lr: 0.050000 | |
| 2023-04-06 08:26:52,171 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:26:52,171 EPOCH 61 done: loss 0.0375 - lr 0.050000 | |
| 2023-04-06 08:26:52,171 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:26:52,174 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:27:10,460 epoch 62 - iter 265/2650 - loss 0.03648005 - time (sec): 18.29 - samples/sec: 7974.39 - lr: 0.050000 | |
| 2023-04-06 08:27:29,255 epoch 62 - iter 530/2650 - loss 0.03649473 - time (sec): 37.08 - samples/sec: 7902.28 - lr: 0.050000 | |
| 2023-04-06 08:27:47,552 epoch 62 - iter 795/2650 - loss 0.03668905 - time (sec): 55.38 - samples/sec: 7928.94 - lr: 0.050000 | |
| 2023-04-06 08:28:05,978 epoch 62 - iter 1060/2650 - loss 0.03664085 - time (sec): 73.80 - samples/sec: 7945.28 - lr: 0.050000 | |
| 2023-04-06 08:28:24,582 epoch 62 - iter 1325/2650 - loss 0.03661351 - time (sec): 92.41 - samples/sec: 7938.56 - lr: 0.050000 | |
| 2023-04-06 08:28:42,983 epoch 62 - iter 1590/2650 - loss 0.03664443 - time (sec): 110.81 - samples/sec: 7927.07 - lr: 0.050000 | |
| 2023-04-06 08:29:01,280 epoch 62 - iter 1855/2650 - loss 0.03660260 - time (sec): 129.11 - samples/sec: 7931.89 - lr: 0.050000 | |
| 2023-04-06 08:29:19,943 epoch 62 - iter 2120/2650 - loss 0.03670882 - time (sec): 147.77 - samples/sec: 7926.28 - lr: 0.050000 | |
| 2023-04-06 08:29:38,227 epoch 62 - iter 2385/2650 - loss 0.03663047 - time (sec): 166.05 - samples/sec: 7933.11 - lr: 0.050000 | |
| 2023-04-06 08:29:56,708 epoch 62 - iter 2650/2650 - loss 0.03676576 - time (sec): 184.53 - samples/sec: 7924.59 - lr: 0.050000 | |
| 2023-04-06 08:29:56,709 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:29:56,709 EPOCH 62 done: loss 0.0368 - lr 0.050000 | |
| 2023-04-06 08:29:56,709 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:29:56,712 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:30:15,059 epoch 63 - iter 265/2650 - loss 0.03587844 - time (sec): 18.35 - samples/sec: 7958.13 - lr: 0.050000 | |
| 2023-04-06 08:30:33,899 epoch 63 - iter 530/2650 - loss 0.03604145 - time (sec): 37.19 - samples/sec: 7902.06 - lr: 0.050000 | |
| 2023-04-06 08:30:52,360 epoch 63 - iter 795/2650 - loss 0.03626954 - time (sec): 55.65 - samples/sec: 7919.57 - lr: 0.050000 | |
| 2023-04-06 08:31:10,983 epoch 63 - iter 1060/2650 - loss 0.03616809 - time (sec): 74.27 - samples/sec: 7905.43 - lr: 0.050000 | |
| 2023-04-06 08:31:29,493 epoch 63 - iter 1325/2650 - loss 0.03643307 - time (sec): 92.78 - samples/sec: 7907.63 - lr: 0.050000 | |
| 2023-04-06 08:31:48,546 epoch 63 - iter 1590/2650 - loss 0.03668294 - time (sec): 111.83 - samples/sec: 7869.96 - lr: 0.050000 | |
| 2023-04-06 08:32:06,751 epoch 63 - iter 1855/2650 - loss 0.03650228 - time (sec): 130.04 - samples/sec: 7886.77 - lr: 0.050000 | |
| 2023-04-06 08:32:24,852 epoch 63 - iter 2120/2650 - loss 0.03643091 - time (sec): 148.14 - samples/sec: 7908.74 - lr: 0.050000 | |
| 2023-04-06 08:32:43,235 epoch 63 - iter 2385/2650 - loss 0.03649633 - time (sec): 166.52 - samples/sec: 7905.78 - lr: 0.050000 | |
| 2023-04-06 08:33:01,366 epoch 63 - iter 2650/2650 - loss 0.03657186 - time (sec): 184.65 - samples/sec: 7919.45 - lr: 0.050000 | |
| 2023-04-06 08:33:01,367 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:33:01,367 EPOCH 63 done: loss 0.0366 - lr 0.050000 | |
| 2023-04-06 08:33:01,367 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:33:01,374 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:33:19,691 epoch 64 - iter 265/2650 - loss 0.03706833 - time (sec): 18.32 - samples/sec: 7936.82 - lr: 0.050000 | |
| 2023-04-06 08:33:37,811 epoch 64 - iter 530/2650 - loss 0.03755918 - time (sec): 36.44 - samples/sec: 7963.78 - lr: 0.050000 | |
| 2023-04-06 08:33:55,889 epoch 64 - iter 795/2650 - loss 0.03718159 - time (sec): 54.51 - samples/sec: 7976.12 - lr: 0.050000 | |
| 2023-04-06 08:34:14,385 epoch 64 - iter 1060/2650 - loss 0.03682237 - time (sec): 73.01 - samples/sec: 7962.33 - lr: 0.050000 | |
| 2023-04-06 08:34:33,002 epoch 64 - iter 1325/2650 - loss 0.03690525 - time (sec): 91.63 - samples/sec: 7953.32 - lr: 0.050000 | |
| 2023-04-06 08:34:51,409 epoch 64 - iter 1590/2650 - loss 0.03674728 - time (sec): 110.03 - samples/sec: 7945.46 - lr: 0.050000 | |
| 2023-04-06 08:35:09,722 epoch 64 - iter 1855/2650 - loss 0.03670028 - time (sec): 128.35 - samples/sec: 7965.19 - lr: 0.050000 | |
| 2023-04-06 08:35:27,737 epoch 64 - iter 2120/2650 - loss 0.03669037 - time (sec): 146.36 - samples/sec: 7978.80 - lr: 0.050000 | |
| 2023-04-06 08:35:46,763 epoch 64 - iter 2385/2650 - loss 0.03673285 - time (sec): 165.39 - samples/sec: 7948.64 - lr: 0.050000 | |
| 2023-04-06 08:36:05,516 epoch 64 - iter 2650/2650 - loss 0.03684009 - time (sec): 184.14 - samples/sec: 7941.53 - lr: 0.050000 | |
| 2023-04-06 08:36:05,516 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:36:05,516 EPOCH 64 done: loss 0.0368 - lr 0.050000 | |
| 2023-04-06 08:36:05,516 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 08:36:05,519 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:36:23,629 epoch 65 - iter 265/2650 - loss 0.03635001 - time (sec): 18.11 - samples/sec: 8051.20 - lr: 0.050000 | |
| 2023-04-06 08:36:42,094 epoch 65 - iter 530/2650 - loss 0.03614812 - time (sec): 36.58 - samples/sec: 8000.43 - lr: 0.050000 | |
| 2023-04-06 08:37:00,547 epoch 65 - iter 795/2650 - loss 0.03601744 - time (sec): 55.03 - samples/sec: 7986.94 - lr: 0.050000 | |
| 2023-04-06 08:37:19,438 epoch 65 - iter 1060/2650 - loss 0.03609651 - time (sec): 73.92 - samples/sec: 7946.31 - lr: 0.050000 | |
| 2023-04-06 08:37:38,020 epoch 65 - iter 1325/2650 - loss 0.03624251 - time (sec): 92.50 - samples/sec: 7936.37 - lr: 0.050000 | |
| 2023-04-06 08:37:56,802 epoch 65 - iter 1590/2650 - loss 0.03620736 - time (sec): 111.28 - samples/sec: 7922.74 - lr: 0.050000 | |
| 2023-04-06 08:38:15,079 epoch 65 - iter 1855/2650 - loss 0.03621544 - time (sec): 129.56 - samples/sec: 7917.46 - lr: 0.050000 | |
| 2023-04-06 08:38:34,581 epoch 65 - iter 2120/2650 - loss 0.03631300 - time (sec): 149.06 - samples/sec: 7870.26 - lr: 0.050000 | |
| 2023-04-06 08:38:53,809 epoch 65 - iter 2385/2650 - loss 0.03625454 - time (sec): 168.29 - samples/sec: 7830.65 - lr: 0.050000 | |
| 2023-04-06 08:39:13,232 epoch 65 - iter 2650/2650 - loss 0.03635050 - time (sec): 187.71 - samples/sec: 7790.43 - lr: 0.050000 | |
| 2023-04-06 08:39:13,232 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:39:13,232 EPOCH 65 done: loss 0.0364 - lr 0.050000 | |
| 2023-04-06 08:39:13,232 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:39:13,235 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:39:32,497 epoch 66 - iter 265/2650 - loss 0.03544732 - time (sec): 19.26 - samples/sec: 7574.47 - lr: 0.050000 | |
| 2023-04-06 08:39:51,228 epoch 66 - iter 530/2650 - loss 0.03572977 - time (sec): 37.99 - samples/sec: 7723.05 - lr: 0.050000 | |
| 2023-04-06 08:40:09,612 epoch 66 - iter 795/2650 - loss 0.03545739 - time (sec): 56.38 - samples/sec: 7822.59 - lr: 0.050000 | |
| 2023-04-06 08:40:28,007 epoch 66 - iter 1060/2650 - loss 0.03546893 - time (sec): 74.77 - samples/sec: 7863.52 - lr: 0.050000 | |
| 2023-04-06 08:40:46,551 epoch 66 - iter 1325/2650 - loss 0.03556712 - time (sec): 93.32 - samples/sec: 7840.41 - lr: 0.050000 | |
| 2023-04-06 08:41:05,016 epoch 66 - iter 1590/2650 - loss 0.03547528 - time (sec): 111.78 - samples/sec: 7852.76 - lr: 0.050000 | |
| 2023-04-06 08:41:24,252 epoch 66 - iter 1855/2650 - loss 0.03565681 - time (sec): 131.02 - samples/sec: 7812.36 - lr: 0.050000 | |
| 2023-04-06 08:41:42,985 epoch 66 - iter 2120/2650 - loss 0.03574899 - time (sec): 149.75 - samples/sec: 7810.74 - lr: 0.050000 | |
| 2023-04-06 08:42:01,278 epoch 66 - iter 2385/2650 - loss 0.03590109 - time (sec): 168.04 - samples/sec: 7828.77 - lr: 0.050000 | |
| 2023-04-06 08:42:20,211 epoch 66 - iter 2650/2650 - loss 0.03607360 - time (sec): 186.98 - samples/sec: 7821.14 - lr: 0.050000 | |
| 2023-04-06 08:42:20,211 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:42:20,211 EPOCH 66 done: loss 0.0361 - lr 0.050000 | |
| 2023-04-06 08:42:20,211 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:42:20,214 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:42:39,650 epoch 67 - iter 265/2650 - loss 0.03502976 - time (sec): 19.44 - samples/sec: 7541.18 - lr: 0.050000 | |
| 2023-04-06 08:42:58,016 epoch 67 - iter 530/2650 - loss 0.03555262 - time (sec): 37.80 - samples/sec: 7741.18 - lr: 0.050000 | |
| 2023-04-06 08:43:16,294 epoch 67 - iter 795/2650 - loss 0.03544218 - time (sec): 56.08 - samples/sec: 7810.51 - lr: 0.050000 | |
| 2023-04-06 08:43:35,071 epoch 67 - iter 1060/2650 - loss 0.03546233 - time (sec): 74.86 - samples/sec: 7817.66 - lr: 0.050000 | |
| 2023-04-06 08:43:53,338 epoch 67 - iter 1325/2650 - loss 0.03529041 - time (sec): 93.12 - samples/sec: 7843.31 - lr: 0.050000 | |
| 2023-04-06 08:44:11,435 epoch 67 - iter 1590/2650 - loss 0.03556601 - time (sec): 111.22 - samples/sec: 7870.09 - lr: 0.050000 | |
| 2023-04-06 08:44:30,285 epoch 67 - iter 1855/2650 - loss 0.03578601 - time (sec): 130.07 - samples/sec: 7871.65 - lr: 0.050000 | |
| 2023-04-06 08:44:48,925 epoch 67 - iter 2120/2650 - loss 0.03568597 - time (sec): 148.71 - samples/sec: 7865.92 - lr: 0.050000 | |
| 2023-04-06 08:45:07,150 epoch 67 - iter 2385/2650 - loss 0.03583832 - time (sec): 166.94 - samples/sec: 7883.25 - lr: 0.050000 | |
| 2023-04-06 08:45:25,245 epoch 67 - iter 2650/2650 - loss 0.03584341 - time (sec): 185.03 - samples/sec: 7903.38 - lr: 0.050000 | |
| 2023-04-06 08:45:25,245 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:45:25,245 EPOCH 67 done: loss 0.0358 - lr 0.050000 | |
| 2023-04-06 08:45:25,245 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:45:25,249 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:45:43,583 epoch 68 - iter 265/2650 - loss 0.03412143 - time (sec): 18.33 - samples/sec: 7969.54 - lr: 0.050000 | |
| 2023-04-06 08:46:01,902 epoch 68 - iter 530/2650 - loss 0.03546672 - time (sec): 36.65 - samples/sec: 7958.85 - lr: 0.050000 | |
| 2023-04-06 08:46:20,608 epoch 68 - iter 795/2650 - loss 0.03524105 - time (sec): 55.36 - samples/sec: 7934.37 - lr: 0.050000 | |
| 2023-04-06 08:46:38,732 epoch 68 - iter 1060/2650 - loss 0.03511720 - time (sec): 73.48 - samples/sec: 7979.51 - lr: 0.050000 | |
| 2023-04-06 08:46:57,514 epoch 68 - iter 1325/2650 - loss 0.03534079 - time (sec): 92.27 - samples/sec: 7967.23 - lr: 0.050000 | |
| 2023-04-06 08:47:16,225 epoch 68 - iter 1590/2650 - loss 0.03555314 - time (sec): 110.98 - samples/sec: 7940.46 - lr: 0.050000 | |
| 2023-04-06 08:47:34,143 epoch 68 - iter 1855/2650 - loss 0.03543341 - time (sec): 128.89 - samples/sec: 7959.52 - lr: 0.050000 | |
| 2023-04-06 08:47:52,051 epoch 68 - iter 2120/2650 - loss 0.03564632 - time (sec): 146.80 - samples/sec: 7978.36 - lr: 0.050000 | |
| 2023-04-06 08:48:10,428 epoch 68 - iter 2385/2650 - loss 0.03545061 - time (sec): 165.18 - samples/sec: 7973.33 - lr: 0.050000 | |
| 2023-04-06 08:48:28,694 epoch 68 - iter 2650/2650 - loss 0.03547201 - time (sec): 183.44 - samples/sec: 7971.68 - lr: 0.050000 | |
| 2023-04-06 08:48:28,694 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:48:28,694 EPOCH 68 done: loss 0.0355 - lr 0.050000 | |
| 2023-04-06 08:48:28,694 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:48:28,698 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:48:47,206 epoch 69 - iter 265/2650 - loss 0.03508737 - time (sec): 18.51 - samples/sec: 7901.33 - lr: 0.050000 | |
| 2023-04-06 08:49:06,144 epoch 69 - iter 530/2650 - loss 0.03481490 - time (sec): 37.45 - samples/sec: 7834.41 - lr: 0.050000 | |
| 2023-04-06 08:49:24,304 epoch 69 - iter 795/2650 - loss 0.03518114 - time (sec): 55.61 - samples/sec: 7921.99 - lr: 0.050000 | |
| 2023-04-06 08:49:42,605 epoch 69 - iter 1060/2650 - loss 0.03517075 - time (sec): 73.91 - samples/sec: 7938.92 - lr: 0.050000 | |
| 2023-04-06 08:50:00,679 epoch 69 - iter 1325/2650 - loss 0.03541748 - time (sec): 91.98 - samples/sec: 7970.09 - lr: 0.050000 | |
| 2023-04-06 08:50:19,092 epoch 69 - iter 1590/2650 - loss 0.03532515 - time (sec): 110.39 - samples/sec: 7976.91 - lr: 0.050000 | |
| 2023-04-06 08:50:36,871 epoch 69 - iter 1855/2650 - loss 0.03537381 - time (sec): 128.17 - samples/sec: 7995.46 - lr: 0.050000 | |
| 2023-04-06 08:50:54,942 epoch 69 - iter 2120/2650 - loss 0.03525958 - time (sec): 146.24 - samples/sec: 8002.67 - lr: 0.050000 | |
| 2023-04-06 08:51:13,154 epoch 69 - iter 2385/2650 - loss 0.03524298 - time (sec): 164.46 - samples/sec: 8013.36 - lr: 0.050000 | |
| 2023-04-06 08:51:31,149 epoch 69 - iter 2650/2650 - loss 0.03515726 - time (sec): 182.45 - samples/sec: 8015.07 - lr: 0.050000 | |
| 2023-04-06 08:51:31,150 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:51:31,150 EPOCH 69 done: loss 0.0352 - lr 0.050000 | |
| 2023-04-06 08:51:31,150 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:51:31,153 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:51:49,305 epoch 70 - iter 265/2650 - loss 0.03476939 - time (sec): 18.15 - samples/sec: 8119.74 - lr: 0.050000 | |
| 2023-04-06 08:52:07,600 epoch 70 - iter 530/2650 - loss 0.03473854 - time (sec): 36.45 - samples/sec: 8082.29 - lr: 0.050000 | |
| 2023-04-06 08:52:25,887 epoch 70 - iter 795/2650 - loss 0.03473109 - time (sec): 54.73 - samples/sec: 8066.52 - lr: 0.050000 | |
| 2023-04-06 08:52:44,384 epoch 70 - iter 1060/2650 - loss 0.03484515 - time (sec): 73.23 - samples/sec: 8026.41 - lr: 0.050000 | |
| 2023-04-06 08:53:02,237 epoch 70 - iter 1325/2650 - loss 0.03469703 - time (sec): 91.08 - samples/sec: 8040.34 - lr: 0.050000 | |
| 2023-04-06 08:53:20,283 epoch 70 - iter 1590/2650 - loss 0.03489442 - time (sec): 109.13 - samples/sec: 8051.13 - lr: 0.050000 | |
| 2023-04-06 08:53:38,566 epoch 70 - iter 1855/2650 - loss 0.03490723 - time (sec): 127.41 - samples/sec: 8054.37 - lr: 0.050000 | |
| 2023-04-06 08:53:56,418 epoch 70 - iter 2120/2650 - loss 0.03480659 - time (sec): 145.26 - samples/sec: 8068.93 - lr: 0.050000 | |
| 2023-04-06 08:54:14,515 epoch 70 - iter 2385/2650 - loss 0.03490544 - time (sec): 163.36 - samples/sec: 8057.86 - lr: 0.050000 | |
| 2023-04-06 08:54:33,488 epoch 70 - iter 2650/2650 - loss 0.03485682 - time (sec): 182.34 - samples/sec: 8020.19 - lr: 0.050000 | |
| 2023-04-06 08:54:33,488 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:54:33,488 EPOCH 70 done: loss 0.0349 - lr 0.050000 | |
| 2023-04-06 08:54:33,488 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 08:54:33,492 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:54:51,849 epoch 71 - iter 265/2650 - loss 0.03522536 - time (sec): 18.36 - samples/sec: 7989.59 - lr: 0.050000 | |
| 2023-04-06 08:55:10,136 epoch 71 - iter 530/2650 - loss 0.03473894 - time (sec): 36.64 - samples/sec: 7977.37 - lr: 0.050000 | |
| 2023-04-06 08:55:27,926 epoch 71 - iter 795/2650 - loss 0.03482672 - time (sec): 54.43 - samples/sec: 8057.75 - lr: 0.050000 | |
| 2023-04-06 08:55:46,217 epoch 71 - iter 1060/2650 - loss 0.03525877 - time (sec): 72.72 - samples/sec: 8042.05 - lr: 0.050000 | |
| 2023-04-06 08:56:04,886 epoch 71 - iter 1325/2650 - loss 0.03526755 - time (sec): 91.39 - samples/sec: 7995.04 - lr: 0.050000 | |
| 2023-04-06 08:56:23,712 epoch 71 - iter 1590/2650 - loss 0.03548702 - time (sec): 110.22 - samples/sec: 7956.58 - lr: 0.050000 | |
| 2023-04-06 08:56:42,091 epoch 71 - iter 1855/2650 - loss 0.03521969 - time (sec): 128.60 - samples/sec: 7954.16 - lr: 0.050000 | |
| 2023-04-06 08:57:00,413 epoch 71 - iter 2120/2650 - loss 0.03530901 - time (sec): 146.92 - samples/sec: 7953.94 - lr: 0.050000 | |
| 2023-04-06 08:57:19,322 epoch 71 - iter 2385/2650 - loss 0.03532913 - time (sec): 165.83 - samples/sec: 7938.03 - lr: 0.050000 | |
| 2023-04-06 08:57:38,675 epoch 71 - iter 2650/2650 - loss 0.03527969 - time (sec): 185.18 - samples/sec: 7896.86 - lr: 0.050000 | |
| 2023-04-06 08:57:38,675 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:57:38,675 EPOCH 71 done: loss 0.0353 - lr 0.050000 | |
| 2023-04-06 08:57:38,675 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 08:57:38,678 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 08:57:57,553 epoch 72 - iter 265/2650 - loss 0.03345234 - time (sec): 18.87 - samples/sec: 7833.67 - lr: 0.050000 | |
| 2023-04-06 08:58:15,858 epoch 72 - iter 530/2650 - loss 0.03379768 - time (sec): 37.18 - samples/sec: 7884.81 - lr: 0.050000 | |
| 2023-04-06 08:58:34,237 epoch 72 - iter 795/2650 - loss 0.03408444 - time (sec): 55.56 - samples/sec: 7933.06 - lr: 0.050000 | |
| 2023-04-06 08:58:52,637 epoch 72 - iter 1060/2650 - loss 0.03423549 - time (sec): 73.96 - samples/sec: 7938.81 - lr: 0.050000 | |
| 2023-04-06 08:59:10,866 epoch 72 - iter 1325/2650 - loss 0.03458923 - time (sec): 92.19 - samples/sec: 7956.19 - lr: 0.050000 | |
| 2023-04-06 08:59:29,334 epoch 72 - iter 1590/2650 - loss 0.03460055 - time (sec): 110.65 - samples/sec: 7954.93 - lr: 0.050000 | |
| 2023-04-06 08:59:47,826 epoch 72 - iter 1855/2650 - loss 0.03475157 - time (sec): 129.15 - samples/sec: 7939.87 - lr: 0.050000 | |
| 2023-04-06 09:00:05,885 epoch 72 - iter 2120/2650 - loss 0.03473314 - time (sec): 147.21 - samples/sec: 7949.17 - lr: 0.050000 | |
| 2023-04-06 09:00:24,434 epoch 72 - iter 2385/2650 - loss 0.03476465 - time (sec): 165.76 - samples/sec: 7941.15 - lr: 0.050000 | |
| 2023-04-06 09:00:42,342 epoch 72 - iter 2650/2650 - loss 0.03482905 - time (sec): 183.66 - samples/sec: 7962.19 - lr: 0.050000 | |
| 2023-04-06 09:00:42,342 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:00:42,342 EPOCH 72 done: loss 0.0348 - lr 0.050000 | |
| 2023-04-06 09:00:42,342 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:00:42,346 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:01:00,594 epoch 73 - iter 265/2650 - loss 0.03402814 - time (sec): 18.25 - samples/sec: 7998.24 - lr: 0.050000 | |
| 2023-04-06 09:01:18,968 epoch 73 - iter 530/2650 - loss 0.03313738 - time (sec): 36.62 - samples/sec: 8006.18 - lr: 0.050000 | |
| 2023-04-06 09:01:37,329 epoch 73 - iter 795/2650 - loss 0.03313602 - time (sec): 54.98 - samples/sec: 7982.36 - lr: 0.050000 | |
| 2023-04-06 09:01:55,820 epoch 73 - iter 1060/2650 - loss 0.03369596 - time (sec): 73.47 - samples/sec: 7958.29 - lr: 0.050000 | |
| 2023-04-06 09:02:14,131 epoch 73 - iter 1325/2650 - loss 0.03344482 - time (sec): 91.79 - samples/sec: 7972.26 - lr: 0.050000 | |
| 2023-04-06 09:02:32,443 epoch 73 - iter 1590/2650 - loss 0.03361579 - time (sec): 110.10 - samples/sec: 7973.73 - lr: 0.050000 | |
| 2023-04-06 09:02:51,032 epoch 73 - iter 1855/2650 - loss 0.03396642 - time (sec): 128.69 - samples/sec: 7955.15 - lr: 0.050000 | |
| 2023-04-06 09:03:09,746 epoch 73 - iter 2120/2650 - loss 0.03400095 - time (sec): 147.40 - samples/sec: 7940.02 - lr: 0.050000 | |
| 2023-04-06 09:03:28,887 epoch 73 - iter 2385/2650 - loss 0.03394283 - time (sec): 166.54 - samples/sec: 7905.35 - lr: 0.050000 | |
| 2023-04-06 09:03:47,442 epoch 73 - iter 2650/2650 - loss 0.03408357 - time (sec): 185.10 - samples/sec: 7900.55 - lr: 0.050000 | |
| 2023-04-06 09:03:47,442 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:03:47,442 EPOCH 73 done: loss 0.0341 - lr 0.050000 | |
| 2023-04-06 09:03:47,443 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:03:47,447 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:04:06,213 epoch 74 - iter 265/2650 - loss 0.03443911 - time (sec): 18.77 - samples/sec: 7900.30 - lr: 0.050000 | |
| 2023-04-06 09:04:24,235 epoch 74 - iter 530/2650 - loss 0.03503425 - time (sec): 36.79 - samples/sec: 7932.38 - lr: 0.050000 | |
| 2023-04-06 09:04:42,658 epoch 74 - iter 795/2650 - loss 0.03462991 - time (sec): 55.21 - samples/sec: 7961.50 - lr: 0.050000 | |
| 2023-04-06 09:05:01,504 epoch 74 - iter 1060/2650 - loss 0.03433172 - time (sec): 74.06 - samples/sec: 7914.64 - lr: 0.050000 | |
| 2023-04-06 09:05:20,197 epoch 74 - iter 1325/2650 - loss 0.03435563 - time (sec): 92.75 - samples/sec: 7885.00 - lr: 0.050000 | |
| 2023-04-06 09:05:39,063 epoch 74 - iter 1590/2650 - loss 0.03431365 - time (sec): 111.62 - samples/sec: 7850.98 - lr: 0.050000 | |
| 2023-04-06 09:05:59,828 epoch 74 - iter 1855/2650 - loss 0.03409831 - time (sec): 132.38 - samples/sec: 7737.78 - lr: 0.050000 | |
| 2023-04-06 09:06:18,884 epoch 74 - iter 2120/2650 - loss 0.03423670 - time (sec): 151.44 - samples/sec: 7715.28 - lr: 0.050000 | |
| 2023-04-06 09:06:37,590 epoch 74 - iter 2385/2650 - loss 0.03446479 - time (sec): 170.14 - samples/sec: 7728.32 - lr: 0.050000 | |
| 2023-04-06 09:06:56,613 epoch 74 - iter 2650/2650 - loss 0.03450510 - time (sec): 189.17 - samples/sec: 7730.59 - lr: 0.050000 | |
| 2023-04-06 09:06:56,613 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:06:56,613 EPOCH 74 done: loss 0.0345 - lr 0.050000 | |
| 2023-04-06 09:06:56,613 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 09:06:56,617 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:07:14,875 epoch 75 - iter 265/2650 - loss 0.03265029 - time (sec): 18.26 - samples/sec: 7985.09 - lr: 0.050000 | |
| 2023-04-06 09:07:33,581 epoch 75 - iter 530/2650 - loss 0.03362194 - time (sec): 36.96 - samples/sec: 7959.17 - lr: 0.050000 | |
| 2023-04-06 09:07:53,215 epoch 75 - iter 795/2650 - loss 0.03399037 - time (sec): 56.60 - samples/sec: 7764.31 - lr: 0.050000 | |
| 2023-04-06 09:08:11,666 epoch 75 - iter 1060/2650 - loss 0.03392145 - time (sec): 75.05 - samples/sec: 7781.86 - lr: 0.050000 | |
| 2023-04-06 09:08:31,387 epoch 75 - iter 1325/2650 - loss 0.03393355 - time (sec): 94.77 - samples/sec: 7692.54 - lr: 0.050000 | |
| 2023-04-06 09:08:49,891 epoch 75 - iter 1590/2650 - loss 0.03402442 - time (sec): 113.27 - samples/sec: 7736.46 - lr: 0.050000 | |
| 2023-04-06 09:09:09,738 epoch 75 - iter 1855/2650 - loss 0.03419250 - time (sec): 133.12 - samples/sec: 7683.74 - lr: 0.050000 | |
| 2023-04-06 09:09:27,886 epoch 75 - iter 2120/2650 - loss 0.03431212 - time (sec): 151.27 - samples/sec: 7722.66 - lr: 0.050000 | |
| 2023-04-06 09:09:47,733 epoch 75 - iter 2385/2650 - loss 0.03427570 - time (sec): 171.12 - samples/sec: 7685.52 - lr: 0.050000 | |
| 2023-04-06 09:10:06,189 epoch 75 - iter 2650/2650 - loss 0.03447008 - time (sec): 189.57 - samples/sec: 7714.04 - lr: 0.050000 | |
| 2023-04-06 09:10:06,189 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:10:06,189 EPOCH 75 done: loss 0.0345 - lr 0.050000 | |
| 2023-04-06 09:10:06,189 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 09:10:06,192 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:10:24,448 epoch 76 - iter 265/2650 - loss 0.03380093 - time (sec): 18.26 - samples/sec: 7970.67 - lr: 0.050000 | |
| 2023-04-06 09:10:42,466 epoch 76 - iter 530/2650 - loss 0.03380657 - time (sec): 36.27 - samples/sec: 8018.75 - lr: 0.050000 | |
| 2023-04-06 09:11:00,587 epoch 76 - iter 795/2650 - loss 0.03401981 - time (sec): 54.40 - samples/sec: 8061.68 - lr: 0.050000 | |
| 2023-04-06 09:11:18,803 epoch 76 - iter 1060/2650 - loss 0.03405491 - time (sec): 72.61 - samples/sec: 8029.48 - lr: 0.050000 | |
| 2023-04-06 09:11:37,339 epoch 76 - iter 1325/2650 - loss 0.03416638 - time (sec): 91.15 - samples/sec: 8017.83 - lr: 0.050000 | |
| 2023-04-06 09:11:56,073 epoch 76 - iter 1590/2650 - loss 0.03439098 - time (sec): 109.88 - samples/sec: 8004.14 - lr: 0.050000 | |
| 2023-04-06 09:12:14,677 epoch 76 - iter 1855/2650 - loss 0.03431106 - time (sec): 128.49 - samples/sec: 7994.08 - lr: 0.050000 | |
| 2023-04-06 09:12:33,319 epoch 76 - iter 2120/2650 - loss 0.03433939 - time (sec): 147.13 - samples/sec: 7964.39 - lr: 0.050000 | |
| 2023-04-06 09:12:51,987 epoch 76 - iter 2385/2650 - loss 0.03439578 - time (sec): 165.79 - samples/sec: 7941.39 - lr: 0.050000 | |
| 2023-04-06 09:13:11,924 epoch 76 - iter 2650/2650 - loss 0.03452267 - time (sec): 185.73 - samples/sec: 7873.54 - lr: 0.050000 | |
| 2023-04-06 09:13:11,924 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:13:11,924 EPOCH 76 done: loss 0.0345 - lr 0.050000 | |
| 2023-04-06 09:13:11,924 BAD EPOCHS (no improvement): 3 | |
| 2023-04-06 09:13:11,927 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:13:30,412 epoch 77 - iter 265/2650 - loss 0.03406618 - time (sec): 18.48 - samples/sec: 7832.87 - lr: 0.050000 | |
| 2023-04-06 09:13:49,386 epoch 77 - iter 530/2650 - loss 0.03365991 - time (sec): 37.46 - samples/sec: 7782.33 - lr: 0.050000 | |
| 2023-04-06 09:14:08,682 epoch 77 - iter 795/2650 - loss 0.03344780 - time (sec): 56.75 - samples/sec: 7723.00 - lr: 0.050000 | |
| 2023-04-06 09:14:27,308 epoch 77 - iter 1060/2650 - loss 0.03346557 - time (sec): 75.38 - samples/sec: 7767.31 - lr: 0.050000 | |
| 2023-04-06 09:14:46,103 epoch 77 - iter 1325/2650 - loss 0.03384522 - time (sec): 94.18 - samples/sec: 7770.79 - lr: 0.050000 | |
| 2023-04-06 09:15:04,625 epoch 77 - iter 1590/2650 - loss 0.03394696 - time (sec): 112.70 - samples/sec: 7784.16 - lr: 0.050000 | |
| 2023-04-06 09:15:23,293 epoch 77 - iter 1855/2650 - loss 0.03402563 - time (sec): 131.37 - samples/sec: 7798.42 - lr: 0.050000 | |
| 2023-04-06 09:15:41,853 epoch 77 - iter 2120/2650 - loss 0.03403879 - time (sec): 149.93 - samples/sec: 7804.01 - lr: 0.050000 | |
| 2023-04-06 09:15:59,904 epoch 77 - iter 2385/2650 - loss 0.03424196 - time (sec): 167.98 - samples/sec: 7829.91 - lr: 0.050000 | |
| 2023-04-06 09:16:18,865 epoch 77 - iter 2650/2650 - loss 0.03408478 - time (sec): 186.94 - samples/sec: 7822.72 - lr: 0.050000 | |
| 2023-04-06 09:16:18,866 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:16:18,866 EPOCH 77 done: loss 0.0341 - lr 0.050000 | |
| 2023-04-06 09:16:18,866 Epoch 77: reducing learning rate of group 0 to 2.5000e-02. | |
| 2023-04-06 09:16:18,866 BAD EPOCHS (no improvement): 4 | |
| 2023-04-06 09:16:18,869 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:16:37,446 epoch 78 - iter 265/2650 - loss 0.03447249 - time (sec): 18.58 - samples/sec: 7897.46 - lr: 0.025000 | |
| 2023-04-06 09:16:55,852 epoch 78 - iter 530/2650 - loss 0.03400949 - time (sec): 36.98 - samples/sec: 7926.20 - lr: 0.025000 | |
| 2023-04-06 09:17:14,294 epoch 78 - iter 795/2650 - loss 0.03400474 - time (sec): 55.43 - samples/sec: 7920.35 - lr: 0.025000 | |
| 2023-04-06 09:17:32,913 epoch 78 - iter 1060/2650 - loss 0.03374163 - time (sec): 74.04 - samples/sec: 7903.69 - lr: 0.025000 | |
| 2023-04-06 09:17:50,942 epoch 78 - iter 1325/2650 - loss 0.03372852 - time (sec): 92.07 - samples/sec: 7943.15 - lr: 0.025000 | |
| 2023-04-06 09:18:09,372 epoch 78 - iter 1590/2650 - loss 0.03360985 - time (sec): 110.50 - samples/sec: 7941.66 - lr: 0.025000 | |
| 2023-04-06 09:18:27,383 epoch 78 - iter 1855/2650 - loss 0.03345230 - time (sec): 128.51 - samples/sec: 7959.21 - lr: 0.025000 | |
| 2023-04-06 09:18:46,329 epoch 78 - iter 2120/2650 - loss 0.03346955 - time (sec): 147.46 - samples/sec: 7939.64 - lr: 0.025000 | |
| 2023-04-06 09:19:04,539 epoch 78 - iter 2385/2650 - loss 0.03344710 - time (sec): 165.67 - samples/sec: 7941.78 - lr: 0.025000 | |
| 2023-04-06 09:19:22,697 epoch 78 - iter 2650/2650 - loss 0.03338020 - time (sec): 183.83 - samples/sec: 7955.06 - lr: 0.025000 | |
| 2023-04-06 09:19:22,697 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:19:22,697 EPOCH 78 done: loss 0.0334 - lr 0.025000 | |
| 2023-04-06 09:19:22,697 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:19:22,701 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:19:40,703 epoch 79 - iter 265/2650 - loss 0.03348908 - time (sec): 18.00 - samples/sec: 8152.36 - lr: 0.025000 | |
| 2023-04-06 09:19:58,520 epoch 79 - iter 530/2650 - loss 0.03287950 - time (sec): 35.82 - samples/sec: 8105.59 - lr: 0.025000 | |
| 2023-04-06 09:20:17,141 epoch 79 - iter 795/2650 - loss 0.03280051 - time (sec): 54.44 - samples/sec: 8038.34 - lr: 0.025000 | |
| 2023-04-06 09:20:35,279 epoch 79 - iter 1060/2650 - loss 0.03261065 - time (sec): 72.58 - samples/sec: 8032.22 - lr: 0.025000 | |
| 2023-04-06 09:20:53,521 epoch 79 - iter 1325/2650 - loss 0.03241404 - time (sec): 90.82 - samples/sec: 8016.54 - lr: 0.025000 | |
| 2023-04-06 09:21:11,864 epoch 79 - iter 1590/2650 - loss 0.03238196 - time (sec): 109.16 - samples/sec: 8006.42 - lr: 0.025000 | |
| 2023-04-06 09:21:30,060 epoch 79 - iter 1855/2650 - loss 0.03229641 - time (sec): 127.36 - samples/sec: 8029.83 - lr: 0.025000 | |
| 2023-04-06 09:21:47,811 epoch 79 - iter 2120/2650 - loss 0.03245474 - time (sec): 145.11 - samples/sec: 8045.32 - lr: 0.025000 | |
| 2023-04-06 09:22:06,164 epoch 79 - iter 2385/2650 - loss 0.03244314 - time (sec): 163.46 - samples/sec: 8039.91 - lr: 0.025000 | |
| 2023-04-06 09:22:24,280 epoch 79 - iter 2650/2650 - loss 0.03242759 - time (sec): 181.58 - samples/sec: 8053.57 - lr: 0.025000 | |
| 2023-04-06 09:22:24,280 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:22:24,280 EPOCH 79 done: loss 0.0324 - lr 0.025000 | |
| 2023-04-06 09:22:24,281 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:22:24,284 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:22:42,772 epoch 80 - iter 265/2650 - loss 0.03294178 - time (sec): 18.49 - samples/sec: 7821.72 - lr: 0.025000 | |
| 2023-04-06 09:23:00,727 epoch 80 - iter 530/2650 - loss 0.03265089 - time (sec): 36.44 - samples/sec: 7939.86 - lr: 0.025000 | |
| 2023-04-06 09:23:19,120 epoch 80 - iter 795/2650 - loss 0.03186263 - time (sec): 54.84 - samples/sec: 7956.55 - lr: 0.025000 | |
| 2023-04-06 09:23:37,507 epoch 80 - iter 1060/2650 - loss 0.03216290 - time (sec): 73.22 - samples/sec: 7965.32 - lr: 0.025000 | |
| 2023-04-06 09:23:55,759 epoch 80 - iter 1325/2650 - loss 0.03241497 - time (sec): 91.48 - samples/sec: 7965.63 - lr: 0.025000 | |
| 2023-04-06 09:24:14,427 epoch 80 - iter 1590/2650 - loss 0.03238240 - time (sec): 110.14 - samples/sec: 7942.77 - lr: 0.025000 | |
| 2023-04-06 09:24:33,108 epoch 80 - iter 1855/2650 - loss 0.03237858 - time (sec): 128.82 - samples/sec: 7926.13 - lr: 0.025000 | |
| 2023-04-06 09:24:51,608 epoch 80 - iter 2120/2650 - loss 0.03224237 - time (sec): 147.32 - samples/sec: 7924.30 - lr: 0.025000 | |
| 2023-04-06 09:25:10,702 epoch 80 - iter 2385/2650 - loss 0.03235970 - time (sec): 166.42 - samples/sec: 7907.10 - lr: 0.025000 | |
| 2023-04-06 09:25:29,047 epoch 80 - iter 2650/2650 - loss 0.03232011 - time (sec): 184.76 - samples/sec: 7914.81 - lr: 0.025000 | |
| 2023-04-06 09:25:29,047 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:25:29,047 EPOCH 80 done: loss 0.0323 - lr 0.025000 | |
| 2023-04-06 09:25:29,047 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:25:29,051 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:25:47,280 epoch 81 - iter 265/2650 - loss 0.03092679 - time (sec): 18.23 - samples/sec: 8012.03 - lr: 0.025000 | |
| 2023-04-06 09:26:05,378 epoch 81 - iter 530/2650 - loss 0.03160487 - time (sec): 36.33 - samples/sec: 8088.69 - lr: 0.025000 | |
| 2023-04-06 09:26:23,598 epoch 81 - iter 795/2650 - loss 0.03161915 - time (sec): 54.55 - samples/sec: 8082.48 - lr: 0.025000 | |
| 2023-04-06 09:26:41,676 epoch 81 - iter 1060/2650 - loss 0.03179431 - time (sec): 72.62 - samples/sec: 8081.20 - lr: 0.025000 | |
| 2023-04-06 09:27:00,204 epoch 81 - iter 1325/2650 - loss 0.03178664 - time (sec): 91.15 - samples/sec: 8063.40 - lr: 0.025000 | |
| 2023-04-06 09:27:18,841 epoch 81 - iter 1590/2650 - loss 0.03158232 - time (sec): 109.79 - samples/sec: 8033.13 - lr: 0.025000 | |
| 2023-04-06 09:27:37,198 epoch 81 - iter 1855/2650 - loss 0.03174525 - time (sec): 128.15 - samples/sec: 8014.85 - lr: 0.025000 | |
| 2023-04-06 09:27:55,852 epoch 81 - iter 2120/2650 - loss 0.03169177 - time (sec): 146.80 - samples/sec: 7990.08 - lr: 0.025000 | |
| 2023-04-06 09:28:14,231 epoch 81 - iter 2385/2650 - loss 0.03183817 - time (sec): 165.18 - samples/sec: 7973.62 - lr: 0.025000 | |
| 2023-04-06 09:28:32,808 epoch 81 - iter 2650/2650 - loss 0.03168019 - time (sec): 183.76 - samples/sec: 7958.13 - lr: 0.025000 | |
| 2023-04-06 09:28:32,808 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:28:32,808 EPOCH 81 done: loss 0.0317 - lr 0.025000 | |
| 2023-04-06 09:28:32,808 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:28:32,811 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:28:51,578 epoch 82 - iter 265/2650 - loss 0.03154434 - time (sec): 18.77 - samples/sec: 7739.73 - lr: 0.025000 | |
| 2023-04-06 09:29:09,901 epoch 82 - iter 530/2650 - loss 0.03166951 - time (sec): 37.09 - samples/sec: 7843.02 - lr: 0.025000 | |
| 2023-04-06 09:29:28,648 epoch 82 - iter 795/2650 - loss 0.03118984 - time (sec): 55.84 - samples/sec: 7866.50 - lr: 0.025000 | |
| 2023-04-06 09:29:47,133 epoch 82 - iter 1060/2650 - loss 0.03093947 - time (sec): 74.32 - samples/sec: 7874.65 - lr: 0.025000 | |
| 2023-04-06 09:30:05,307 epoch 82 - iter 1325/2650 - loss 0.03106307 - time (sec): 92.50 - samples/sec: 7885.18 - lr: 0.025000 | |
| 2023-04-06 09:30:23,999 epoch 82 - iter 1590/2650 - loss 0.03124692 - time (sec): 111.19 - samples/sec: 7870.67 - lr: 0.025000 | |
| 2023-04-06 09:30:43,238 epoch 82 - iter 1855/2650 - loss 0.03136789 - time (sec): 130.43 - samples/sec: 7853.14 - lr: 0.025000 | |
| 2023-04-06 09:31:01,484 epoch 82 - iter 2120/2650 - loss 0.03143721 - time (sec): 148.67 - samples/sec: 7845.00 - lr: 0.025000 | |
| 2023-04-06 09:31:20,520 epoch 82 - iter 2385/2650 - loss 0.03163465 - time (sec): 167.71 - samples/sec: 7850.59 - lr: 0.025000 | |
| 2023-04-06 09:31:38,701 epoch 82 - iter 2650/2650 - loss 0.03163665 - time (sec): 185.89 - samples/sec: 7866.79 - lr: 0.025000 | |
| 2023-04-06 09:31:38,702 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:31:38,702 EPOCH 82 done: loss 0.0316 - lr 0.025000 | |
| 2023-04-06 09:31:38,702 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:31:38,705 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:31:56,901 epoch 83 - iter 265/2650 - loss 0.03082133 - time (sec): 18.20 - samples/sec: 8070.46 - lr: 0.025000 | |
| 2023-04-06 09:32:15,197 epoch 83 - iter 530/2650 - loss 0.03184642 - time (sec): 36.49 - samples/sec: 8030.09 - lr: 0.025000 | |
| 2023-04-06 09:32:33,681 epoch 83 - iter 795/2650 - loss 0.03171315 - time (sec): 54.98 - samples/sec: 8012.28 - lr: 0.025000 | |
| 2023-04-06 09:32:51,964 epoch 83 - iter 1060/2650 - loss 0.03159024 - time (sec): 73.26 - samples/sec: 8040.34 - lr: 0.025000 | |
| 2023-04-06 09:33:10,135 epoch 83 - iter 1325/2650 - loss 0.03163975 - time (sec): 91.43 - samples/sec: 8035.06 - lr: 0.025000 | |
| 2023-04-06 09:33:28,569 epoch 83 - iter 1590/2650 - loss 0.03142994 - time (sec): 109.86 - samples/sec: 8016.87 - lr: 0.025000 | |
| 2023-04-06 09:33:47,055 epoch 83 - iter 1855/2650 - loss 0.03144163 - time (sec): 128.35 - samples/sec: 8005.47 - lr: 0.025000 | |
| 2023-04-06 09:34:04,669 epoch 83 - iter 2120/2650 - loss 0.03142107 - time (sec): 145.96 - samples/sec: 8024.73 - lr: 0.025000 | |
| 2023-04-06 09:34:22,886 epoch 83 - iter 2385/2650 - loss 0.03151275 - time (sec): 164.18 - samples/sec: 8013.49 - lr: 0.025000 | |
| 2023-04-06 09:34:41,641 epoch 83 - iter 2650/2650 - loss 0.03147094 - time (sec): 182.94 - samples/sec: 7993.85 - lr: 0.025000 | |
| 2023-04-06 09:34:41,641 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:34:41,641 EPOCH 83 done: loss 0.0315 - lr 0.025000 | |
| 2023-04-06 09:34:41,641 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:34:41,644 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:35:00,060 epoch 84 - iter 265/2650 - loss 0.03032183 - time (sec): 18.42 - samples/sec: 7931.04 - lr: 0.025000 | |
| 2023-04-06 09:35:18,703 epoch 84 - iter 530/2650 - loss 0.03136716 - time (sec): 37.06 - samples/sec: 7899.65 - lr: 0.025000 | |
| 2023-04-06 09:35:37,174 epoch 84 - iter 795/2650 - loss 0.03128783 - time (sec): 55.53 - samples/sec: 7945.84 - lr: 0.025000 | |
| 2023-04-06 09:35:55,558 epoch 84 - iter 1060/2650 - loss 0.03123678 - time (sec): 73.91 - samples/sec: 7964.68 - lr: 0.025000 | |
| 2023-04-06 09:36:14,386 epoch 84 - iter 1325/2650 - loss 0.03122624 - time (sec): 92.74 - samples/sec: 7926.55 - lr: 0.025000 | |
| 2023-04-06 09:36:32,247 epoch 84 - iter 1590/2650 - loss 0.03104300 - time (sec): 110.60 - samples/sec: 7954.32 - lr: 0.025000 | |
| 2023-04-06 09:36:50,583 epoch 84 - iter 1855/2650 - loss 0.03107409 - time (sec): 128.94 - samples/sec: 7963.12 - lr: 0.025000 | |
| 2023-04-06 09:37:08,983 epoch 84 - iter 2120/2650 - loss 0.03117841 - time (sec): 147.34 - samples/sec: 7962.72 - lr: 0.025000 | |
| 2023-04-06 09:37:27,179 epoch 84 - iter 2385/2650 - loss 0.03117395 - time (sec): 165.54 - samples/sec: 7958.67 - lr: 0.025000 | |
| 2023-04-06 09:37:45,465 epoch 84 - iter 2650/2650 - loss 0.03111473 - time (sec): 183.82 - samples/sec: 7955.35 - lr: 0.025000 | |
| 2023-04-06 09:37:45,465 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:37:45,465 EPOCH 84 done: loss 0.0311 - lr 0.025000 | |
| 2023-04-06 09:37:45,465 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:37:45,468 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:38:04,353 epoch 85 - iter 265/2650 - loss 0.03018813 - time (sec): 18.88 - samples/sec: 7844.65 - lr: 0.025000 | |
| 2023-04-06 09:38:22,388 epoch 85 - iter 530/2650 - loss 0.03047344 - time (sec): 36.92 - samples/sec: 7988.52 - lr: 0.025000 | |
| 2023-04-06 09:38:40,509 epoch 85 - iter 795/2650 - loss 0.03089773 - time (sec): 55.04 - samples/sec: 7998.20 - lr: 0.025000 | |
| 2023-04-06 09:38:58,892 epoch 85 - iter 1060/2650 - loss 0.03080456 - time (sec): 73.42 - samples/sec: 7990.87 - lr: 0.025000 | |
| 2023-04-06 09:39:17,209 epoch 85 - iter 1325/2650 - loss 0.03094171 - time (sec): 91.74 - samples/sec: 7974.39 - lr: 0.025000 | |
| 2023-04-06 09:39:35,881 epoch 85 - iter 1590/2650 - loss 0.03090591 - time (sec): 110.41 - samples/sec: 7956.40 - lr: 0.025000 | |
| 2023-04-06 09:39:54,724 epoch 85 - iter 1855/2650 - loss 0.03100766 - time (sec): 129.26 - samples/sec: 7935.30 - lr: 0.025000 | |
| 2023-04-06 09:40:12,952 epoch 85 - iter 2120/2650 - loss 0.03112836 - time (sec): 147.48 - samples/sec: 7947.44 - lr: 0.025000 | |
| 2023-04-06 09:40:31,066 epoch 85 - iter 2385/2650 - loss 0.03119593 - time (sec): 165.60 - samples/sec: 7955.34 - lr: 0.025000 | |
| 2023-04-06 09:40:49,165 epoch 85 - iter 2650/2650 - loss 0.03130380 - time (sec): 183.70 - samples/sec: 7960.71 - lr: 0.025000 | |
| 2023-04-06 09:40:49,166 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:40:49,166 EPOCH 85 done: loss 0.0313 - lr 0.025000 | |
| 2023-04-06 09:40:49,166 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 09:40:49,169 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:41:07,113 epoch 86 - iter 265/2650 - loss 0.03069412 - time (sec): 17.94 - samples/sec: 8062.32 - lr: 0.025000 | |
| 2023-04-06 09:41:25,573 epoch 86 - iter 530/2650 - loss 0.03035511 - time (sec): 36.40 - samples/sec: 8012.60 - lr: 0.025000 | |
| 2023-04-06 09:41:43,728 epoch 86 - iter 795/2650 - loss 0.03044105 - time (sec): 54.56 - samples/sec: 8025.08 - lr: 0.025000 | |
| 2023-04-06 09:42:02,134 epoch 86 - iter 1060/2650 - loss 0.03041735 - time (sec): 72.97 - samples/sec: 8009.60 - lr: 0.025000 | |
| 2023-04-06 09:42:20,336 epoch 86 - iter 1325/2650 - loss 0.03070927 - time (sec): 91.17 - samples/sec: 7999.27 - lr: 0.025000 | |
| 2023-04-06 09:42:38,860 epoch 86 - iter 1590/2650 - loss 0.03062484 - time (sec): 109.69 - samples/sec: 7994.11 - lr: 0.025000 | |
| 2023-04-06 09:42:56,806 epoch 86 - iter 1855/2650 - loss 0.03059316 - time (sec): 127.64 - samples/sec: 8011.38 - lr: 0.025000 | |
| 2023-04-06 09:43:15,111 epoch 86 - iter 2120/2650 - loss 0.03073718 - time (sec): 145.94 - samples/sec: 8016.34 - lr: 0.025000 | |
| 2023-04-06 09:43:33,146 epoch 86 - iter 2385/2650 - loss 0.03092875 - time (sec): 163.98 - samples/sec: 8026.55 - lr: 0.025000 | |
| 2023-04-06 09:43:51,828 epoch 86 - iter 2650/2650 - loss 0.03099146 - time (sec): 182.66 - samples/sec: 8005.94 - lr: 0.025000 | |
| 2023-04-06 09:43:51,829 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:43:51,829 EPOCH 86 done: loss 0.0310 - lr 0.025000 | |
| 2023-04-06 09:43:51,829 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:43:51,832 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:44:10,378 epoch 87 - iter 265/2650 - loss 0.03203710 - time (sec): 18.55 - samples/sec: 7828.45 - lr: 0.025000 | |
| 2023-04-06 09:44:29,226 epoch 87 - iter 530/2650 - loss 0.03149645 - time (sec): 37.39 - samples/sec: 7817.08 - lr: 0.025000 | |
| 2023-04-06 09:44:47,819 epoch 87 - iter 795/2650 - loss 0.03087534 - time (sec): 55.99 - samples/sec: 7836.83 - lr: 0.025000 | |
| 2023-04-06 09:45:06,463 epoch 87 - iter 1060/2650 - loss 0.03114811 - time (sec): 74.63 - samples/sec: 7865.44 - lr: 0.025000 | |
| 2023-04-06 09:45:24,345 epoch 87 - iter 1325/2650 - loss 0.03122279 - time (sec): 92.51 - samples/sec: 7898.80 - lr: 0.025000 | |
| 2023-04-06 09:45:42,345 epoch 87 - iter 1590/2650 - loss 0.03132279 - time (sec): 110.51 - samples/sec: 7922.61 - lr: 0.025000 | |
| 2023-04-06 09:46:00,763 epoch 87 - iter 1855/2650 - loss 0.03132212 - time (sec): 128.93 - samples/sec: 7932.51 - lr: 0.025000 | |
| 2023-04-06 09:46:19,543 epoch 87 - iter 2120/2650 - loss 0.03117344 - time (sec): 147.71 - samples/sec: 7927.24 - lr: 0.025000 | |
| 2023-04-06 09:46:37,947 epoch 87 - iter 2385/2650 - loss 0.03109555 - time (sec): 166.12 - samples/sec: 7920.89 - lr: 0.025000 | |
| 2023-04-06 09:46:56,430 epoch 87 - iter 2650/2650 - loss 0.03109712 - time (sec): 184.60 - samples/sec: 7921.89 - lr: 0.025000 | |
| 2023-04-06 09:46:56,430 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:46:56,430 EPOCH 87 done: loss 0.0311 - lr 0.025000 | |
| 2023-04-06 09:46:56,430 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 09:46:56,433 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:47:14,270 epoch 88 - iter 265/2650 - loss 0.03025468 - time (sec): 17.84 - samples/sec: 8079.90 - lr: 0.025000 | |
| 2023-04-06 09:47:32,646 epoch 88 - iter 530/2650 - loss 0.03041313 - time (sec): 36.21 - samples/sec: 8043.12 - lr: 0.025000 | |
| 2023-04-06 09:47:51,344 epoch 88 - iter 795/2650 - loss 0.03060392 - time (sec): 54.91 - samples/sec: 7959.15 - lr: 0.025000 | |
| 2023-04-06 09:48:10,211 epoch 88 - iter 1060/2650 - loss 0.03095930 - time (sec): 73.78 - samples/sec: 7905.49 - lr: 0.025000 | |
| 2023-04-06 09:48:28,419 epoch 88 - iter 1325/2650 - loss 0.03080838 - time (sec): 91.99 - samples/sec: 7943.99 - lr: 0.025000 | |
| 2023-04-06 09:48:46,683 epoch 88 - iter 1590/2650 - loss 0.03076990 - time (sec): 110.25 - samples/sec: 7940.11 - lr: 0.025000 | |
| 2023-04-06 09:49:04,960 epoch 88 - iter 1855/2650 - loss 0.03068172 - time (sec): 128.53 - samples/sec: 7950.41 - lr: 0.025000 | |
| 2023-04-06 09:49:23,237 epoch 88 - iter 2120/2650 - loss 0.03069846 - time (sec): 146.80 - samples/sec: 7955.06 - lr: 0.025000 | |
| 2023-04-06 09:49:41,379 epoch 88 - iter 2385/2650 - loss 0.03069917 - time (sec): 164.95 - samples/sec: 7973.33 - lr: 0.025000 | |
| 2023-04-06 09:50:00,347 epoch 88 - iter 2650/2650 - loss 0.03076820 - time (sec): 183.91 - samples/sec: 7951.34 - lr: 0.025000 | |
| 2023-04-06 09:50:00,347 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:50:00,347 EPOCH 88 done: loss 0.0308 - lr 0.025000 | |
| 2023-04-06 09:50:00,348 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:50:00,350 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:50:18,716 epoch 89 - iter 265/2650 - loss 0.03060707 - time (sec): 18.37 - samples/sec: 7897.30 - lr: 0.025000 | |
| 2023-04-06 09:50:36,816 epoch 89 - iter 530/2650 - loss 0.03026629 - time (sec): 36.47 - samples/sec: 8017.26 - lr: 0.025000 | |
| 2023-04-06 09:50:55,287 epoch 89 - iter 795/2650 - loss 0.03048645 - time (sec): 54.94 - samples/sec: 8002.36 - lr: 0.025000 | |
| 2023-04-06 09:51:13,490 epoch 89 - iter 1060/2650 - loss 0.03042853 - time (sec): 73.14 - samples/sec: 8016.25 - lr: 0.025000 | |
| 2023-04-06 09:51:31,422 epoch 89 - iter 1325/2650 - loss 0.03034908 - time (sec): 91.07 - samples/sec: 8037.67 - lr: 0.025000 | |
| 2023-04-06 09:51:49,206 epoch 89 - iter 1590/2650 - loss 0.03016823 - time (sec): 108.86 - samples/sec: 8053.48 - lr: 0.025000 | |
| 2023-04-06 09:52:07,773 epoch 89 - iter 1855/2650 - loss 0.03026907 - time (sec): 127.42 - samples/sec: 8044.02 - lr: 0.025000 | |
| 2023-04-06 09:52:26,137 epoch 89 - iter 2120/2650 - loss 0.03031615 - time (sec): 145.79 - samples/sec: 8041.58 - lr: 0.025000 | |
| 2023-04-06 09:52:44,268 epoch 89 - iter 2385/2650 - loss 0.03039435 - time (sec): 163.92 - samples/sec: 8035.62 - lr: 0.025000 | |
| 2023-04-06 09:53:02,636 epoch 89 - iter 2650/2650 - loss 0.03048947 - time (sec): 182.29 - samples/sec: 8022.34 - lr: 0.025000 | |
| 2023-04-06 09:53:02,637 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:53:02,637 EPOCH 89 done: loss 0.0305 - lr 0.025000 | |
| 2023-04-06 09:53:02,637 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:53:02,641 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:53:21,016 epoch 90 - iter 265/2650 - loss 0.02999573 - time (sec): 18.37 - samples/sec: 7931.17 - lr: 0.025000 | |
| 2023-04-06 09:53:39,115 epoch 90 - iter 530/2650 - loss 0.02971504 - time (sec): 36.47 - samples/sec: 8008.21 - lr: 0.025000 | |
| 2023-04-06 09:53:57,282 epoch 90 - iter 795/2650 - loss 0.02995024 - time (sec): 54.64 - samples/sec: 8019.35 - lr: 0.025000 | |
| 2023-04-06 09:54:15,367 epoch 90 - iter 1060/2650 - loss 0.02994512 - time (sec): 72.73 - samples/sec: 8021.31 - lr: 0.025000 | |
| 2023-04-06 09:54:33,980 epoch 90 - iter 1325/2650 - loss 0.02990897 - time (sec): 91.34 - samples/sec: 8008.57 - lr: 0.025000 | |
| 2023-04-06 09:54:52,298 epoch 90 - iter 1590/2650 - loss 0.02992481 - time (sec): 109.66 - samples/sec: 8015.63 - lr: 0.025000 | |
| 2023-04-06 09:55:10,450 epoch 90 - iter 1855/2650 - loss 0.03013628 - time (sec): 127.81 - samples/sec: 8020.79 - lr: 0.025000 | |
| 2023-04-06 09:55:28,799 epoch 90 - iter 2120/2650 - loss 0.03016773 - time (sec): 146.16 - samples/sec: 8021.63 - lr: 0.025000 | |
| 2023-04-06 09:55:46,759 epoch 90 - iter 2385/2650 - loss 0.03019036 - time (sec): 164.12 - samples/sec: 8035.35 - lr: 0.025000 | |
| 2023-04-06 09:56:04,798 epoch 90 - iter 2650/2650 - loss 0.03030086 - time (sec): 182.16 - samples/sec: 8028.05 - lr: 0.025000 | |
| 2023-04-06 09:56:04,798 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:56:04,798 EPOCH 90 done: loss 0.0303 - lr 0.025000 | |
| 2023-04-06 09:56:04,798 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:56:04,801 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:56:22,679 epoch 91 - iter 265/2650 - loss 0.02983226 - time (sec): 17.88 - samples/sec: 8146.59 - lr: 0.025000 | |
| 2023-04-06 09:56:40,783 epoch 91 - iter 530/2650 - loss 0.03057380 - time (sec): 35.98 - samples/sec: 8106.28 - lr: 0.025000 | |
| 2023-04-06 09:56:59,018 epoch 91 - iter 795/2650 - loss 0.03051211 - time (sec): 54.22 - samples/sec: 8068.80 - lr: 0.025000 | |
| 2023-04-06 09:57:17,302 epoch 91 - iter 1060/2650 - loss 0.03053699 - time (sec): 72.50 - samples/sec: 8072.93 - lr: 0.025000 | |
| 2023-04-06 09:57:35,470 epoch 91 - iter 1325/2650 - loss 0.03037614 - time (sec): 90.67 - samples/sec: 8073.76 - lr: 0.025000 | |
| 2023-04-06 09:57:54,081 epoch 91 - iter 1590/2650 - loss 0.03031043 - time (sec): 109.28 - samples/sec: 8041.89 - lr: 0.025000 | |
| 2023-04-06 09:58:12,620 epoch 91 - iter 1855/2650 - loss 0.03013952 - time (sec): 127.82 - samples/sec: 8021.87 - lr: 0.025000 | |
| 2023-04-06 09:58:31,235 epoch 91 - iter 2120/2650 - loss 0.03016849 - time (sec): 146.43 - samples/sec: 8000.75 - lr: 0.025000 | |
| 2023-04-06 09:59:01,159 epoch 91 - iter 2385/2650 - loss 0.03021219 - time (sec): 176.36 - samples/sec: 7468.65 - lr: 0.025000 | |
| 2023-04-06 09:59:19,433 epoch 91 - iter 2650/2650 - loss 0.03016063 - time (sec): 194.63 - samples/sec: 7513.48 - lr: 0.025000 | |
| 2023-04-06 09:59:19,433 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:59:19,433 EPOCH 91 done: loss 0.0302 - lr 0.025000 | |
| 2023-04-06 09:59:19,433 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 09:59:19,437 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 09:59:37,516 epoch 92 - iter 265/2650 - loss 0.02954097 - time (sec): 18.08 - samples/sec: 7988.23 - lr: 0.025000 | |
| 2023-04-06 09:59:56,006 epoch 92 - iter 530/2650 - loss 0.02983538 - time (sec): 36.57 - samples/sec: 7984.00 - lr: 0.025000 | |
| 2023-04-06 10:00:14,666 epoch 92 - iter 795/2650 - loss 0.02984469 - time (sec): 55.23 - samples/sec: 7941.00 - lr: 0.025000 | |
| 2023-04-06 10:00:32,950 epoch 92 - iter 1060/2650 - loss 0.02976933 - time (sec): 73.51 - samples/sec: 7942.27 - lr: 0.025000 | |
| 2023-04-06 10:00:50,902 epoch 92 - iter 1325/2650 - loss 0.02977028 - time (sec): 91.47 - samples/sec: 7964.68 - lr: 0.025000 | |
| 2023-04-06 10:01:09,058 epoch 92 - iter 1590/2650 - loss 0.03002720 - time (sec): 109.62 - samples/sec: 7981.32 - lr: 0.025000 | |
| 2023-04-06 10:01:27,553 epoch 92 - iter 1855/2650 - loss 0.03027696 - time (sec): 128.12 - samples/sec: 7983.95 - lr: 0.025000 | |
| 2023-04-06 10:01:45,825 epoch 92 - iter 2120/2650 - loss 0.03023003 - time (sec): 146.39 - samples/sec: 7988.38 - lr: 0.025000 | |
| 2023-04-06 10:02:04,069 epoch 92 - iter 2385/2650 - loss 0.03023304 - time (sec): 164.63 - samples/sec: 7991.31 - lr: 0.025000 | |
| 2023-04-06 10:02:22,647 epoch 92 - iter 2650/2650 - loss 0.03020003 - time (sec): 183.21 - samples/sec: 7981.87 - lr: 0.025000 | |
| 2023-04-06 10:02:22,648 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:02:22,648 EPOCH 92 done: loss 0.0302 - lr 0.025000 | |
| 2023-04-06 10:02:22,648 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 10:02:22,653 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:02:40,972 epoch 93 - iter 265/2650 - loss 0.02895471 - time (sec): 18.32 - samples/sec: 7998.13 - lr: 0.025000 | |
| 2023-04-06 10:02:59,060 epoch 93 - iter 530/2650 - loss 0.02924961 - time (sec): 36.41 - samples/sec: 8024.49 - lr: 0.025000 | |
| 2023-04-06 10:03:18,090 epoch 93 - iter 795/2650 - loss 0.02893645 - time (sec): 55.44 - samples/sec: 7934.94 - lr: 0.025000 | |
| 2023-04-06 10:03:36,755 epoch 93 - iter 1060/2650 - loss 0.02904692 - time (sec): 74.10 - samples/sec: 7916.46 - lr: 0.025000 | |
| 2023-04-06 10:03:55,208 epoch 93 - iter 1325/2650 - loss 0.02914444 - time (sec): 92.55 - samples/sec: 7929.22 - lr: 0.025000 | |
| 2023-04-06 10:04:13,178 epoch 93 - iter 1590/2650 - loss 0.02930546 - time (sec): 110.52 - samples/sec: 7944.34 - lr: 0.025000 | |
| 2023-04-06 10:04:31,325 epoch 93 - iter 1855/2650 - loss 0.02944732 - time (sec): 128.67 - samples/sec: 7946.61 - lr: 0.025000 | |
| 2023-04-06 10:04:49,397 epoch 93 - iter 2120/2650 - loss 0.02948859 - time (sec): 146.74 - samples/sec: 7955.52 - lr: 0.025000 | |
| 2023-04-06 10:05:07,870 epoch 93 - iter 2385/2650 - loss 0.02970329 - time (sec): 165.22 - samples/sec: 7963.62 - lr: 0.025000 | |
| 2023-04-06 10:05:26,208 epoch 93 - iter 2650/2650 - loss 0.02976326 - time (sec): 183.56 - samples/sec: 7966.89 - lr: 0.025000 | |
| 2023-04-06 10:05:26,209 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:05:26,209 EPOCH 93 done: loss 0.0298 - lr 0.025000 | |
| 2023-04-06 10:05:26,209 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:05:26,217 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:05:44,547 epoch 94 - iter 265/2650 - loss 0.02992291 - time (sec): 18.33 - samples/sec: 8050.79 - lr: 0.025000 | |
| 2023-04-06 10:06:02,671 epoch 94 - iter 530/2650 - loss 0.02953093 - time (sec): 36.45 - samples/sec: 8069.44 - lr: 0.025000 | |
| 2023-04-06 10:06:21,549 epoch 94 - iter 795/2650 - loss 0.02943924 - time (sec): 55.33 - samples/sec: 7967.73 - lr: 0.025000 | |
| 2023-04-06 10:06:40,001 epoch 94 - iter 1060/2650 - loss 0.02923074 - time (sec): 73.78 - samples/sec: 7930.50 - lr: 0.025000 | |
| 2023-04-06 10:06:58,870 epoch 94 - iter 1325/2650 - loss 0.02940616 - time (sec): 92.65 - samples/sec: 7921.60 - lr: 0.025000 | |
| 2023-04-06 10:07:17,795 epoch 94 - iter 1590/2650 - loss 0.02951783 - time (sec): 111.58 - samples/sec: 7895.85 - lr: 0.025000 | |
| 2023-04-06 10:07:36,282 epoch 94 - iter 1855/2650 - loss 0.02958460 - time (sec): 130.06 - samples/sec: 7908.48 - lr: 0.025000 | |
| 2023-04-06 10:07:54,657 epoch 94 - iter 2120/2650 - loss 0.02964827 - time (sec): 148.44 - samples/sec: 7906.00 - lr: 0.025000 | |
| 2023-04-06 10:08:12,880 epoch 94 - iter 2385/2650 - loss 0.02976769 - time (sec): 166.66 - samples/sec: 7911.16 - lr: 0.025000 | |
| 2023-04-06 10:08:30,958 epoch 94 - iter 2650/2650 - loss 0.02971315 - time (sec): 184.74 - samples/sec: 7915.73 - lr: 0.025000 | |
| 2023-04-06 10:08:30,958 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:08:30,958 EPOCH 94 done: loss 0.0297 - lr 0.025000 | |
| 2023-04-06 10:08:30,958 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:08:30,962 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:08:49,074 epoch 95 - iter 265/2650 - loss 0.03093760 - time (sec): 18.11 - samples/sec: 8022.81 - lr: 0.025000 | |
| 2023-04-06 10:09:07,700 epoch 95 - iter 530/2650 - loss 0.03092172 - time (sec): 36.74 - samples/sec: 7974.79 - lr: 0.025000 | |
| 2023-04-06 10:09:25,510 epoch 95 - iter 795/2650 - loss 0.03058677 - time (sec): 54.55 - samples/sec: 8033.07 - lr: 0.025000 | |
| 2023-04-06 10:09:43,656 epoch 95 - iter 1060/2650 - loss 0.02970582 - time (sec): 72.69 - samples/sec: 8045.59 - lr: 0.025000 | |
| 2023-04-06 10:10:02,711 epoch 95 - iter 1325/2650 - loss 0.02966750 - time (sec): 91.75 - samples/sec: 7986.52 - lr: 0.025000 | |
| 2023-04-06 10:10:21,481 epoch 95 - iter 1590/2650 - loss 0.02936030 - time (sec): 110.52 - samples/sec: 7949.69 - lr: 0.025000 | |
| 2023-04-06 10:10:40,272 epoch 95 - iter 1855/2650 - loss 0.02941326 - time (sec): 129.31 - samples/sec: 7923.26 - lr: 0.025000 | |
| 2023-04-06 10:10:58,461 epoch 95 - iter 2120/2650 - loss 0.02959746 - time (sec): 147.50 - samples/sec: 7925.83 - lr: 0.025000 | |
| 2023-04-06 10:11:16,588 epoch 95 - iter 2385/2650 - loss 0.02956152 - time (sec): 165.63 - samples/sec: 7941.11 - lr: 0.025000 | |
| 2023-04-06 10:11:34,914 epoch 95 - iter 2650/2650 - loss 0.02964425 - time (sec): 183.95 - samples/sec: 7949.70 - lr: 0.025000 | |
| 2023-04-06 10:11:34,914 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:11:34,914 EPOCH 95 done: loss 0.0296 - lr 0.025000 | |
| 2023-04-06 10:11:34,914 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:11:34,918 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:11:52,984 epoch 96 - iter 265/2650 - loss 0.02948807 - time (sec): 18.07 - samples/sec: 8111.15 - lr: 0.025000 | |
| 2023-04-06 10:12:10,903 epoch 96 - iter 530/2650 - loss 0.02904995 - time (sec): 35.98 - samples/sec: 8099.26 - lr: 0.025000 | |
| 2023-04-06 10:12:28,743 epoch 96 - iter 795/2650 - loss 0.02902849 - time (sec): 53.82 - samples/sec: 8120.20 - lr: 0.025000 | |
| 2023-04-06 10:12:47,256 epoch 96 - iter 1060/2650 - loss 0.02922276 - time (sec): 72.34 - samples/sec: 8086.09 - lr: 0.025000 | |
| 2023-04-06 10:13:05,361 epoch 96 - iter 1325/2650 - loss 0.02953263 - time (sec): 90.44 - samples/sec: 8066.64 - lr: 0.025000 | |
| 2023-04-06 10:13:23,618 epoch 96 - iter 1590/2650 - loss 0.02930345 - time (sec): 108.70 - samples/sec: 8067.59 - lr: 0.025000 | |
| 2023-04-06 10:13:41,713 epoch 96 - iter 1855/2650 - loss 0.02939696 - time (sec): 126.80 - samples/sec: 8076.08 - lr: 0.025000 | |
| 2023-04-06 10:14:00,129 epoch 96 - iter 2120/2650 - loss 0.02945321 - time (sec): 145.21 - samples/sec: 8058.97 - lr: 0.025000 | |
| 2023-04-06 10:14:18,495 epoch 96 - iter 2385/2650 - loss 0.02951025 - time (sec): 163.58 - samples/sec: 8051.70 - lr: 0.025000 | |
| 2023-04-06 10:14:36,470 epoch 96 - iter 2650/2650 - loss 0.02955779 - time (sec): 181.55 - samples/sec: 8054.78 - lr: 0.025000 | |
| 2023-04-06 10:14:36,470 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:14:36,470 EPOCH 96 done: loss 0.0296 - lr 0.025000 | |
| 2023-04-06 10:14:36,470 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:14:36,474 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:14:54,069 epoch 97 - iter 265/2650 - loss 0.02786645 - time (sec): 17.59 - samples/sec: 8174.84 - lr: 0.025000 | |
| 2023-04-06 10:15:12,072 epoch 97 - iter 530/2650 - loss 0.02878904 - time (sec): 35.60 - samples/sec: 8168.21 - lr: 0.025000 | |
| 2023-04-06 10:15:30,478 epoch 97 - iter 795/2650 - loss 0.02853451 - time (sec): 54.00 - samples/sec: 8127.11 - lr: 0.025000 | |
| 2023-04-06 10:15:48,594 epoch 97 - iter 1060/2650 - loss 0.02881343 - time (sec): 72.12 - samples/sec: 8114.09 - lr: 0.025000 | |
| 2023-04-06 10:16:07,234 epoch 97 - iter 1325/2650 - loss 0.02905169 - time (sec): 90.76 - samples/sec: 8076.09 - lr: 0.025000 | |
| 2023-04-06 10:16:24,867 epoch 97 - iter 1590/2650 - loss 0.02897781 - time (sec): 108.39 - samples/sec: 8098.38 - lr: 0.025000 | |
| 2023-04-06 10:16:42,956 epoch 97 - iter 1855/2650 - loss 0.02913988 - time (sec): 126.48 - samples/sec: 8096.68 - lr: 0.025000 | |
| 2023-04-06 10:17:01,629 epoch 97 - iter 2120/2650 - loss 0.02927943 - time (sec): 145.16 - samples/sec: 8076.88 - lr: 0.025000 | |
| 2023-04-06 10:17:20,111 epoch 97 - iter 2385/2650 - loss 0.02929977 - time (sec): 163.64 - samples/sec: 8056.10 - lr: 0.025000 | |
| 2023-04-06 10:17:38,033 epoch 97 - iter 2650/2650 - loss 0.02944678 - time (sec): 181.56 - samples/sec: 8054.49 - lr: 0.025000 | |
| 2023-04-06 10:17:38,033 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:17:38,033 EPOCH 97 done: loss 0.0294 - lr 0.025000 | |
| 2023-04-06 10:17:38,033 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:17:38,037 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:17:56,162 epoch 98 - iter 265/2650 - loss 0.03015602 - time (sec): 18.12 - samples/sec: 8105.35 - lr: 0.025000 | |
| 2023-04-06 10:18:14,442 epoch 98 - iter 530/2650 - loss 0.02934542 - time (sec): 36.40 - samples/sec: 8049.26 - lr: 0.025000 | |
| 2023-04-06 10:18:32,548 epoch 98 - iter 795/2650 - loss 0.02949456 - time (sec): 54.51 - samples/sec: 8033.02 - lr: 0.025000 | |
| 2023-04-06 10:18:50,376 epoch 98 - iter 1060/2650 - loss 0.02923343 - time (sec): 72.34 - samples/sec: 8050.49 - lr: 0.025000 | |
| 2023-04-06 10:19:08,369 epoch 98 - iter 1325/2650 - loss 0.02940113 - time (sec): 90.33 - samples/sec: 8053.20 - lr: 0.025000 | |
| 2023-04-06 10:19:26,916 epoch 98 - iter 1590/2650 - loss 0.02931146 - time (sec): 108.88 - samples/sec: 8037.89 - lr: 0.025000 | |
| 2023-04-06 10:19:45,195 epoch 98 - iter 1855/2650 - loss 0.02933681 - time (sec): 127.16 - samples/sec: 8041.35 - lr: 0.025000 | |
| 2023-04-06 10:20:03,253 epoch 98 - iter 2120/2650 - loss 0.02940190 - time (sec): 145.22 - samples/sec: 8039.23 - lr: 0.025000 | |
| 2023-04-06 10:20:21,390 epoch 98 - iter 2385/2650 - loss 0.02941209 - time (sec): 163.35 - samples/sec: 8046.18 - lr: 0.025000 | |
| 2023-04-06 10:20:40,109 epoch 98 - iter 2650/2650 - loss 0.02947156 - time (sec): 182.07 - samples/sec: 8031.80 - lr: 0.025000 | |
| 2023-04-06 10:20:40,109 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:20:40,109 EPOCH 98 done: loss 0.0295 - lr 0.025000 | |
| 2023-04-06 10:20:40,109 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 10:20:40,113 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:20:58,417 epoch 99 - iter 265/2650 - loss 0.02837117 - time (sec): 18.30 - samples/sec: 7841.33 - lr: 0.025000 | |
| 2023-04-06 10:21:16,432 epoch 99 - iter 530/2650 - loss 0.02837371 - time (sec): 36.32 - samples/sec: 7943.71 - lr: 0.025000 | |
| 2023-04-06 10:21:34,762 epoch 99 - iter 795/2650 - loss 0.02876587 - time (sec): 54.65 - samples/sec: 7954.97 - lr: 0.025000 | |
| 2023-04-06 10:21:52,445 epoch 99 - iter 1060/2650 - loss 0.02883635 - time (sec): 72.33 - samples/sec: 8004.57 - lr: 0.025000 | |
| 2023-04-06 10:22:11,170 epoch 99 - iter 1325/2650 - loss 0.02864805 - time (sec): 91.06 - samples/sec: 7980.49 - lr: 0.025000 | |
| 2023-04-06 10:22:29,189 epoch 99 - iter 1590/2650 - loss 0.02872146 - time (sec): 109.08 - samples/sec: 8015.25 - lr: 0.025000 | |
| 2023-04-06 10:22:47,379 epoch 99 - iter 1855/2650 - loss 0.02896624 - time (sec): 127.27 - samples/sec: 8012.85 - lr: 0.025000 | |
| 2023-04-06 10:23:05,617 epoch 99 - iter 2120/2650 - loss 0.02897323 - time (sec): 145.50 - samples/sec: 8029.91 - lr: 0.025000 | |
| 2023-04-06 10:23:23,765 epoch 99 - iter 2385/2650 - loss 0.02896029 - time (sec): 163.65 - samples/sec: 8036.46 - lr: 0.025000 | |
| 2023-04-06 10:23:42,273 epoch 99 - iter 2650/2650 - loss 0.02897519 - time (sec): 182.16 - samples/sec: 8027.91 - lr: 0.025000 | |
| 2023-04-06 10:23:42,273 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:23:42,273 EPOCH 99 done: loss 0.0290 - lr 0.025000 | |
| 2023-04-06 10:23:42,273 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:23:42,277 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:24:00,706 epoch 100 - iter 265/2650 - loss 0.02990085 - time (sec): 18.43 - samples/sec: 7988.61 - lr: 0.025000 | |
| 2023-04-06 10:24:18,864 epoch 100 - iter 530/2650 - loss 0.02944842 - time (sec): 36.59 - samples/sec: 7984.25 - lr: 0.025000 | |
| 2023-04-06 10:24:36,969 epoch 100 - iter 795/2650 - loss 0.02936896 - time (sec): 54.69 - samples/sec: 7999.33 - lr: 0.025000 | |
| 2023-04-06 10:24:55,130 epoch 100 - iter 1060/2650 - loss 0.02917718 - time (sec): 72.85 - samples/sec: 8033.84 - lr: 0.025000 | |
| 2023-04-06 10:25:12,861 epoch 100 - iter 1325/2650 - loss 0.02929608 - time (sec): 90.58 - samples/sec: 8055.79 - lr: 0.025000 | |
| 2023-04-06 10:25:31,174 epoch 100 - iter 1590/2650 - loss 0.02903663 - time (sec): 108.90 - samples/sec: 8055.41 - lr: 0.025000 | |
| 2023-04-06 10:25:49,564 epoch 100 - iter 1855/2650 - loss 0.02917733 - time (sec): 127.29 - samples/sec: 8042.48 - lr: 0.025000 | |
| 2023-04-06 10:26:08,241 epoch 100 - iter 2120/2650 - loss 0.02923354 - time (sec): 145.96 - samples/sec: 8014.79 - lr: 0.025000 | |
| 2023-04-06 10:26:27,336 epoch 100 - iter 2385/2650 - loss 0.02931082 - time (sec): 165.06 - samples/sec: 7972.54 - lr: 0.025000 | |
| 2023-04-06 10:26:45,605 epoch 100 - iter 2650/2650 - loss 0.02923743 - time (sec): 183.33 - samples/sec: 7976.73 - lr: 0.025000 | |
| 2023-04-06 10:26:45,605 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:26:45,605 EPOCH 100 done: loss 0.0292 - lr 0.025000 | |
| 2023-04-06 10:26:45,606 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 10:26:45,612 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:27:04,367 epoch 101 - iter 265/2650 - loss 0.02789438 - time (sec): 18.75 - samples/sec: 7747.40 - lr: 0.025000 | |
| 2023-04-06 10:27:22,223 epoch 101 - iter 530/2650 - loss 0.02839336 - time (sec): 36.61 - samples/sec: 7934.40 - lr: 0.025000 | |
| 2023-04-06 10:27:40,866 epoch 101 - iter 795/2650 - loss 0.02904500 - time (sec): 55.25 - samples/sec: 7933.18 - lr: 0.025000 | |
| 2023-04-06 10:27:59,281 epoch 101 - iter 1060/2650 - loss 0.02913840 - time (sec): 73.67 - samples/sec: 7938.16 - lr: 0.025000 | |
| 2023-04-06 10:28:17,467 epoch 101 - iter 1325/2650 - loss 0.02908760 - time (sec): 91.85 - samples/sec: 7949.14 - lr: 0.025000 | |
| 2023-04-06 10:28:36,285 epoch 101 - iter 1590/2650 - loss 0.02914142 - time (sec): 110.67 - samples/sec: 7921.74 - lr: 0.025000 | |
| 2023-04-06 10:28:54,458 epoch 101 - iter 1855/2650 - loss 0.02912699 - time (sec): 128.85 - samples/sec: 7940.91 - lr: 0.025000 | |
| 2023-04-06 10:29:12,756 epoch 101 - iter 2120/2650 - loss 0.02918596 - time (sec): 147.14 - samples/sec: 7937.93 - lr: 0.025000 | |
| 2023-04-06 10:29:31,592 epoch 101 - iter 2385/2650 - loss 0.02921213 - time (sec): 165.98 - samples/sec: 7930.64 - lr: 0.025000 | |
| 2023-04-06 10:29:49,818 epoch 101 - iter 2650/2650 - loss 0.02921635 - time (sec): 184.21 - samples/sec: 7938.76 - lr: 0.025000 | |
| 2023-04-06 10:29:49,818 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:29:49,818 EPOCH 101 done: loss 0.0292 - lr 0.025000 | |
| 2023-04-06 10:29:49,818 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 10:29:49,821 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:30:07,732 epoch 102 - iter 265/2650 - loss 0.02892950 - time (sec): 17.91 - samples/sec: 8112.17 - lr: 0.025000 | |
| 2023-04-06 10:30:25,635 epoch 102 - iter 530/2650 - loss 0.02917550 - time (sec): 35.81 - samples/sec: 8110.43 - lr: 0.025000 | |
| 2023-04-06 10:30:44,274 epoch 102 - iter 795/2650 - loss 0.02924241 - time (sec): 54.45 - samples/sec: 8046.97 - lr: 0.025000 | |
| 2023-04-06 10:31:02,807 epoch 102 - iter 1060/2650 - loss 0.02909254 - time (sec): 72.99 - samples/sec: 8021.84 - lr: 0.025000 | |
| 2023-04-06 10:31:21,652 epoch 102 - iter 1325/2650 - loss 0.02880245 - time (sec): 91.83 - samples/sec: 7964.19 - lr: 0.025000 | |
| 2023-04-06 10:31:40,528 epoch 102 - iter 1590/2650 - loss 0.02883680 - time (sec): 110.71 - samples/sec: 7923.57 - lr: 0.025000 | |
| 2023-04-06 10:31:59,540 epoch 102 - iter 1855/2650 - loss 0.02894956 - time (sec): 129.72 - samples/sec: 7894.59 - lr: 0.025000 | |
| 2023-04-06 10:32:18,245 epoch 102 - iter 2120/2650 - loss 0.02909373 - time (sec): 148.42 - samples/sec: 7884.32 - lr: 0.025000 | |
| 2023-04-06 10:32:36,873 epoch 102 - iter 2385/2650 - loss 0.02913656 - time (sec): 167.05 - samples/sec: 7880.86 - lr: 0.025000 | |
| 2023-04-06 10:32:55,424 epoch 102 - iter 2650/2650 - loss 0.02910292 - time (sec): 185.60 - samples/sec: 7879.00 - lr: 0.025000 | |
| 2023-04-06 10:32:55,424 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:32:55,424 EPOCH 102 done: loss 0.0291 - lr 0.025000 | |
| 2023-04-06 10:32:55,424 BAD EPOCHS (no improvement): 3 | |
| 2023-04-06 10:32:55,427 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:33:14,209 epoch 103 - iter 265/2650 - loss 0.02967606 - time (sec): 18.78 - samples/sec: 7795.58 - lr: 0.025000 | |
| 2023-04-06 10:33:32,658 epoch 103 - iter 530/2650 - loss 0.02859386 - time (sec): 37.23 - samples/sec: 7854.78 - lr: 0.025000 | |
| 2023-04-06 10:33:51,377 epoch 103 - iter 795/2650 - loss 0.02886302 - time (sec): 55.95 - samples/sec: 7856.93 - lr: 0.025000 | |
| 2023-04-06 10:34:09,837 epoch 103 - iter 1060/2650 - loss 0.02882483 - time (sec): 74.41 - samples/sec: 7872.31 - lr: 0.025000 | |
| 2023-04-06 10:34:28,185 epoch 103 - iter 1325/2650 - loss 0.02889446 - time (sec): 92.76 - samples/sec: 7899.98 - lr: 0.025000 | |
| 2023-04-06 10:34:46,499 epoch 103 - iter 1590/2650 - loss 0.02891120 - time (sec): 111.07 - samples/sec: 7921.07 - lr: 0.025000 | |
| 2023-04-06 10:35:04,737 epoch 103 - iter 1855/2650 - loss 0.02894634 - time (sec): 129.31 - samples/sec: 7929.77 - lr: 0.025000 | |
| 2023-04-06 10:35:23,235 epoch 103 - iter 2120/2650 - loss 0.02891873 - time (sec): 147.81 - samples/sec: 7925.57 - lr: 0.025000 | |
| 2023-04-06 10:35:41,538 epoch 103 - iter 2385/2650 - loss 0.02878494 - time (sec): 166.11 - samples/sec: 7936.15 - lr: 0.025000 | |
| 2023-04-06 10:35:59,388 epoch 103 - iter 2650/2650 - loss 0.02882189 - time (sec): 183.96 - samples/sec: 7949.33 - lr: 0.025000 | |
| 2023-04-06 10:35:59,388 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:35:59,388 EPOCH 103 done: loss 0.0288 - lr 0.025000 | |
| 2023-04-06 10:35:59,388 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:35:59,391 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:36:17,402 epoch 104 - iter 265/2650 - loss 0.02912064 - time (sec): 18.01 - samples/sec: 8114.92 - lr: 0.025000 | |
| 2023-04-06 10:36:35,622 epoch 104 - iter 530/2650 - loss 0.02908643 - time (sec): 36.23 - samples/sec: 8094.73 - lr: 0.025000 | |
| 2023-04-06 10:36:53,585 epoch 104 - iter 795/2650 - loss 0.02847266 - time (sec): 54.19 - samples/sec: 8082.99 - lr: 0.025000 | |
| 2023-04-06 10:37:11,738 epoch 104 - iter 1060/2650 - loss 0.02853324 - time (sec): 72.35 - samples/sec: 8102.68 - lr: 0.025000 | |
| 2023-04-06 10:37:30,117 epoch 104 - iter 1325/2650 - loss 0.02861226 - time (sec): 90.73 - samples/sec: 8085.87 - lr: 0.025000 | |
| 2023-04-06 10:37:48,162 epoch 104 - iter 1590/2650 - loss 0.02871542 - time (sec): 108.77 - samples/sec: 8091.88 - lr: 0.025000 | |
| 2023-04-06 10:38:06,226 epoch 104 - iter 1855/2650 - loss 0.02887285 - time (sec): 126.83 - samples/sec: 8085.55 - lr: 0.025000 | |
| 2023-04-06 10:38:24,423 epoch 104 - iter 2120/2650 - loss 0.02888725 - time (sec): 145.03 - samples/sec: 8071.80 - lr: 0.025000 | |
| 2023-04-06 10:38:42,449 epoch 104 - iter 2385/2650 - loss 0.02898914 - time (sec): 163.06 - samples/sec: 8072.28 - lr: 0.025000 | |
| 2023-04-06 10:39:00,741 epoch 104 - iter 2650/2650 - loss 0.02894118 - time (sec): 181.35 - samples/sec: 8063.76 - lr: 0.025000 | |
| 2023-04-06 10:39:00,742 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:39:00,742 EPOCH 104 done: loss 0.0289 - lr 0.025000 | |
| 2023-04-06 10:39:00,742 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 10:39:00,745 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:39:19,219 epoch 105 - iter 265/2650 - loss 0.02842705 - time (sec): 18.47 - samples/sec: 7934.05 - lr: 0.025000 | |
| 2023-04-06 10:39:37,294 epoch 105 - iter 530/2650 - loss 0.02878726 - time (sec): 36.55 - samples/sec: 8004.35 - lr: 0.025000 | |
| 2023-04-06 10:39:55,199 epoch 105 - iter 795/2650 - loss 0.02871867 - time (sec): 54.45 - samples/sec: 8040.42 - lr: 0.025000 | |
| 2023-04-06 10:40:13,592 epoch 105 - iter 1060/2650 - loss 0.02879356 - time (sec): 72.85 - samples/sec: 8028.74 - lr: 0.025000 | |
| 2023-04-06 10:40:31,942 epoch 105 - iter 1325/2650 - loss 0.02895523 - time (sec): 91.20 - samples/sec: 8019.34 - lr: 0.025000 | |
| 2023-04-06 10:40:49,989 epoch 105 - iter 1590/2650 - loss 0.02863003 - time (sec): 109.24 - samples/sec: 8020.28 - lr: 0.025000 | |
| 2023-04-06 10:41:07,872 epoch 105 - iter 1855/2650 - loss 0.02849800 - time (sec): 127.13 - samples/sec: 8032.82 - lr: 0.025000 | |
| 2023-04-06 10:41:26,174 epoch 105 - iter 2120/2650 - loss 0.02853373 - time (sec): 145.43 - samples/sec: 8038.47 - lr: 0.025000 | |
| 2023-04-06 10:41:44,536 epoch 105 - iter 2385/2650 - loss 0.02854717 - time (sec): 163.79 - samples/sec: 8030.03 - lr: 0.025000 | |
| 2023-04-06 10:42:03,154 epoch 105 - iter 2650/2650 - loss 0.02869400 - time (sec): 182.41 - samples/sec: 8016.97 - lr: 0.025000 | |
| 2023-04-06 10:42:03,154 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:42:03,154 EPOCH 105 done: loss 0.0287 - lr 0.025000 | |
| 2023-04-06 10:42:03,154 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:42:03,158 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:42:21,536 epoch 106 - iter 265/2650 - loss 0.02747638 - time (sec): 18.38 - samples/sec: 7895.74 - lr: 0.025000 | |
| 2023-04-06 10:42:39,851 epoch 106 - iter 530/2650 - loss 0.02832522 - time (sec): 36.69 - samples/sec: 7932.77 - lr: 0.025000 | |
| 2023-04-06 10:42:58,783 epoch 106 - iter 795/2650 - loss 0.02854966 - time (sec): 55.62 - samples/sec: 7903.00 - lr: 0.025000 | |
| 2023-04-06 10:43:17,098 epoch 106 - iter 1060/2650 - loss 0.02855856 - time (sec): 73.94 - samples/sec: 7921.47 - lr: 0.025000 | |
| 2023-04-06 10:43:35,752 epoch 106 - iter 1325/2650 - loss 0.02872708 - time (sec): 92.59 - samples/sec: 7902.97 - lr: 0.025000 | |
| 2023-04-06 10:43:54,303 epoch 106 - iter 1590/2650 - loss 0.02858542 - time (sec): 111.14 - samples/sec: 7905.90 - lr: 0.025000 | |
| 2023-04-06 10:44:12,897 epoch 106 - iter 1855/2650 - loss 0.02852546 - time (sec): 129.74 - samples/sec: 7899.35 - lr: 0.025000 | |
| 2023-04-06 10:44:31,248 epoch 106 - iter 2120/2650 - loss 0.02859389 - time (sec): 148.09 - samples/sec: 7896.84 - lr: 0.025000 | |
| 2023-04-06 10:44:49,337 epoch 106 - iter 2385/2650 - loss 0.02869341 - time (sec): 166.18 - samples/sec: 7912.69 - lr: 0.025000 | |
| 2023-04-06 10:45:07,978 epoch 106 - iter 2650/2650 - loss 0.02854117 - time (sec): 184.82 - samples/sec: 7912.33 - lr: 0.025000 | |
| 2023-04-06 10:45:07,979 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:45:07,979 EPOCH 106 done: loss 0.0285 - lr 0.025000 | |
| 2023-04-06 10:45:07,979 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:45:07,982 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:45:26,431 epoch 107 - iter 265/2650 - loss 0.02845543 - time (sec): 18.45 - samples/sec: 8000.34 - lr: 0.025000 | |
| 2023-04-06 10:45:44,516 epoch 107 - iter 530/2650 - loss 0.02864783 - time (sec): 36.53 - samples/sec: 8035.59 - lr: 0.025000 | |
| 2023-04-06 10:46:02,770 epoch 107 - iter 795/2650 - loss 0.02859257 - time (sec): 54.79 - samples/sec: 8001.38 - lr: 0.025000 | |
| 2023-04-06 10:46:21,261 epoch 107 - iter 1060/2650 - loss 0.02856153 - time (sec): 73.28 - samples/sec: 7967.02 - lr: 0.025000 | |
| 2023-04-06 10:46:39,603 epoch 107 - iter 1325/2650 - loss 0.02866236 - time (sec): 91.62 - samples/sec: 7963.76 - lr: 0.025000 | |
| 2023-04-06 10:46:57,889 epoch 107 - iter 1590/2650 - loss 0.02874504 - time (sec): 109.91 - samples/sec: 7970.57 - lr: 0.025000 | |
| 2023-04-06 10:47:16,241 epoch 107 - iter 1855/2650 - loss 0.02871136 - time (sec): 128.26 - samples/sec: 7971.64 - lr: 0.025000 | |
| 2023-04-06 10:47:34,445 epoch 107 - iter 2120/2650 - loss 0.02884658 - time (sec): 146.46 - samples/sec: 7976.93 - lr: 0.025000 | |
| 2023-04-06 10:47:52,746 epoch 107 - iter 2385/2650 - loss 0.02892844 - time (sec): 164.76 - samples/sec: 7980.84 - lr: 0.025000 | |
| 2023-04-06 10:48:11,138 epoch 107 - iter 2650/2650 - loss 0.02880844 - time (sec): 183.16 - samples/sec: 7984.26 - lr: 0.025000 | |
| 2023-04-06 10:48:11,138 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:48:11,138 EPOCH 107 done: loss 0.0288 - lr 0.025000 | |
| 2023-04-06 10:48:11,138 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 10:48:11,141 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:48:29,617 epoch 108 - iter 265/2650 - loss 0.02805338 - time (sec): 18.48 - samples/sec: 7909.93 - lr: 0.025000 | |
| 2023-04-06 10:48:47,562 epoch 108 - iter 530/2650 - loss 0.02788342 - time (sec): 36.42 - samples/sec: 7999.65 - lr: 0.025000 | |
| 2023-04-06 10:49:05,570 epoch 108 - iter 795/2650 - loss 0.02831989 - time (sec): 54.43 - samples/sec: 8020.85 - lr: 0.025000 | |
| 2023-04-06 10:49:24,048 epoch 108 - iter 1060/2650 - loss 0.02824120 - time (sec): 72.91 - samples/sec: 7984.88 - lr: 0.025000 | |
| 2023-04-06 10:49:42,321 epoch 108 - iter 1325/2650 - loss 0.02863601 - time (sec): 91.18 - samples/sec: 7976.00 - lr: 0.025000 | |
| 2023-04-06 10:50:01,009 epoch 108 - iter 1590/2650 - loss 0.02876584 - time (sec): 109.87 - samples/sec: 7958.39 - lr: 0.025000 | |
| 2023-04-06 10:50:19,536 epoch 108 - iter 1855/2650 - loss 0.02876441 - time (sec): 128.39 - samples/sec: 7958.59 - lr: 0.025000 | |
| 2023-04-06 10:50:37,665 epoch 108 - iter 2120/2650 - loss 0.02874855 - time (sec): 146.52 - samples/sec: 7968.50 - lr: 0.025000 | |
| 2023-04-06 10:50:56,480 epoch 108 - iter 2385/2650 - loss 0.02871840 - time (sec): 165.34 - samples/sec: 7961.85 - lr: 0.025000 | |
| 2023-04-06 10:51:14,516 epoch 108 - iter 2650/2650 - loss 0.02876714 - time (sec): 183.37 - samples/sec: 7974.74 - lr: 0.025000 | |
| 2023-04-06 10:51:14,516 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:51:14,516 EPOCH 108 done: loss 0.0288 - lr 0.025000 | |
| 2023-04-06 10:51:14,516 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 10:51:14,519 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:51:32,655 epoch 109 - iter 265/2650 - loss 0.02815426 - time (sec): 18.14 - samples/sec: 8070.39 - lr: 0.025000 | |
| 2023-04-06 10:51:51,046 epoch 109 - iter 530/2650 - loss 0.02756844 - time (sec): 36.53 - samples/sec: 8032.04 - lr: 0.025000 | |
| 2023-04-06 10:52:09,257 epoch 109 - iter 795/2650 - loss 0.02781535 - time (sec): 54.74 - samples/sec: 8034.73 - lr: 0.025000 | |
| 2023-04-06 10:52:27,829 epoch 109 - iter 1060/2650 - loss 0.02787548 - time (sec): 73.31 - samples/sec: 7999.30 - lr: 0.025000 | |
| 2023-04-06 10:52:45,864 epoch 109 - iter 1325/2650 - loss 0.02788362 - time (sec): 91.35 - samples/sec: 8011.41 - lr: 0.025000 | |
| 2023-04-06 10:53:04,251 epoch 109 - iter 1590/2650 - loss 0.02793268 - time (sec): 109.73 - samples/sec: 8003.23 - lr: 0.025000 | |
| 2023-04-06 10:53:22,761 epoch 109 - iter 1855/2650 - loss 0.02825866 - time (sec): 128.24 - samples/sec: 7995.09 - lr: 0.025000 | |
| 2023-04-06 10:53:40,888 epoch 109 - iter 2120/2650 - loss 0.02822192 - time (sec): 146.37 - samples/sec: 7997.18 - lr: 0.025000 | |
| 2023-04-06 10:53:59,401 epoch 109 - iter 2385/2650 - loss 0.02812970 - time (sec): 164.88 - samples/sec: 7993.10 - lr: 0.025000 | |
| 2023-04-06 10:54:17,352 epoch 109 - iter 2650/2650 - loss 0.02816454 - time (sec): 182.83 - samples/sec: 7998.34 - lr: 0.025000 | |
| 2023-04-06 10:54:17,352 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:54:17,352 EPOCH 109 done: loss 0.0282 - lr 0.025000 | |
| 2023-04-06 10:54:17,352 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:54:17,356 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:54:35,804 epoch 110 - iter 265/2650 - loss 0.02819089 - time (sec): 18.45 - samples/sec: 7983.71 - lr: 0.025000 | |
| 2023-04-06 10:54:53,823 epoch 110 - iter 530/2650 - loss 0.02810899 - time (sec): 36.47 - samples/sec: 8039.44 - lr: 0.025000 | |
| 2023-04-06 10:55:11,908 epoch 110 - iter 795/2650 - loss 0.02862162 - time (sec): 54.55 - samples/sec: 8028.92 - lr: 0.025000 | |
| 2023-04-06 10:55:30,570 epoch 110 - iter 1060/2650 - loss 0.02866965 - time (sec): 73.21 - samples/sec: 8001.92 - lr: 0.025000 | |
| 2023-04-06 10:55:48,963 epoch 110 - iter 1325/2650 - loss 0.02853119 - time (sec): 91.61 - samples/sec: 8001.01 - lr: 0.025000 | |
| 2023-04-06 10:56:07,567 epoch 110 - iter 1590/2650 - loss 0.02840010 - time (sec): 110.21 - samples/sec: 7990.35 - lr: 0.025000 | |
| 2023-04-06 10:56:25,750 epoch 110 - iter 1855/2650 - loss 0.02829936 - time (sec): 128.39 - samples/sec: 7989.72 - lr: 0.025000 | |
| 2023-04-06 10:56:43,956 epoch 110 - iter 2120/2650 - loss 0.02819741 - time (sec): 146.60 - samples/sec: 7992.95 - lr: 0.025000 | |
| 2023-04-06 10:57:02,122 epoch 110 - iter 2385/2650 - loss 0.02810957 - time (sec): 164.77 - samples/sec: 7996.54 - lr: 0.025000 | |
| 2023-04-06 10:57:20,289 epoch 110 - iter 2650/2650 - loss 0.02812904 - time (sec): 182.93 - samples/sec: 7993.96 - lr: 0.025000 | |
| 2023-04-06 10:57:20,289 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:57:20,289 EPOCH 110 done: loss 0.0281 - lr 0.025000 | |
| 2023-04-06 10:57:20,290 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 10:57:20,292 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 10:57:38,530 epoch 111 - iter 265/2650 - loss 0.02855048 - time (sec): 18.24 - samples/sec: 7975.23 - lr: 0.025000 | |
| 2023-04-06 10:57:56,464 epoch 111 - iter 530/2650 - loss 0.02866215 - time (sec): 36.17 - samples/sec: 7999.78 - lr: 0.025000 | |
| 2023-04-06 10:58:14,586 epoch 111 - iter 795/2650 - loss 0.02813147 - time (sec): 54.29 - samples/sec: 8018.65 - lr: 0.025000 | |
| 2023-04-06 10:58:33,020 epoch 111 - iter 1060/2650 - loss 0.02819211 - time (sec): 72.73 - samples/sec: 8007.02 - lr: 0.025000 | |
| 2023-04-06 10:58:51,370 epoch 111 - iter 1325/2650 - loss 0.02811289 - time (sec): 91.08 - samples/sec: 7992.03 - lr: 0.025000 | |
| 2023-04-06 10:59:09,773 epoch 111 - iter 1590/2650 - loss 0.02803792 - time (sec): 109.48 - samples/sec: 7996.50 - lr: 0.025000 | |
| 2023-04-06 10:59:27,729 epoch 111 - iter 1855/2650 - loss 0.02802278 - time (sec): 127.44 - samples/sec: 8017.73 - lr: 0.025000 | |
| 2023-04-06 10:59:45,523 epoch 111 - iter 2120/2650 - loss 0.02800724 - time (sec): 145.23 - samples/sec: 8041.65 - lr: 0.025000 | |
| 2023-04-06 11:00:04,234 epoch 111 - iter 2385/2650 - loss 0.02806012 - time (sec): 163.94 - samples/sec: 8022.13 - lr: 0.025000 | |
| 2023-04-06 11:00:22,498 epoch 111 - iter 2650/2650 - loss 0.02808036 - time (sec): 182.21 - samples/sec: 8025.89 - lr: 0.025000 | |
| 2023-04-06 11:00:22,498 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:00:22,498 EPOCH 111 done: loss 0.0281 - lr 0.025000 | |
| 2023-04-06 11:00:22,498 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 11:00:22,500 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:00:41,432 epoch 112 - iter 265/2650 - loss 0.02808795 - time (sec): 18.93 - samples/sec: 7794.32 - lr: 0.025000 | |
| 2023-04-06 11:00:59,609 epoch 112 - iter 530/2650 - loss 0.02831789 - time (sec): 37.11 - samples/sec: 7894.26 - lr: 0.025000 | |
| 2023-04-06 11:01:17,776 epoch 112 - iter 795/2650 - loss 0.02850330 - time (sec): 55.28 - samples/sec: 7945.23 - lr: 0.025000 | |
| 2023-04-06 11:01:36,236 epoch 112 - iter 1060/2650 - loss 0.02843828 - time (sec): 73.74 - samples/sec: 7959.14 - lr: 0.025000 | |
| 2023-04-06 11:01:54,266 epoch 112 - iter 1325/2650 - loss 0.02827085 - time (sec): 91.77 - samples/sec: 7979.62 - lr: 0.025000 | |
| 2023-04-06 11:02:12,449 epoch 112 - iter 1590/2650 - loss 0.02806191 - time (sec): 109.95 - samples/sec: 7985.45 - lr: 0.025000 | |
| 2023-04-06 11:02:30,007 epoch 112 - iter 1855/2650 - loss 0.02814577 - time (sec): 127.51 - samples/sec: 8011.80 - lr: 0.025000 | |
| 2023-04-06 11:02:48,013 epoch 112 - iter 2120/2650 - loss 0.02815071 - time (sec): 145.51 - samples/sec: 8023.49 - lr: 0.025000 | |
| 2023-04-06 11:03:06,820 epoch 112 - iter 2385/2650 - loss 0.02809798 - time (sec): 164.32 - samples/sec: 8001.24 - lr: 0.025000 | |
| 2023-04-06 11:03:25,641 epoch 112 - iter 2650/2650 - loss 0.02820890 - time (sec): 183.14 - samples/sec: 7984.93 - lr: 0.025000 | |
| 2023-04-06 11:03:25,641 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:03:25,641 EPOCH 112 done: loss 0.0282 - lr 0.025000 | |
| 2023-04-06 11:03:25,641 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 11:03:25,644 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:03:43,743 epoch 113 - iter 265/2650 - loss 0.02898648 - time (sec): 18.10 - samples/sec: 8009.77 - lr: 0.025000 | |
| 2023-04-06 11:04:01,789 epoch 113 - iter 530/2650 - loss 0.02891836 - time (sec): 36.14 - samples/sec: 8049.98 - lr: 0.025000 | |
| 2023-04-06 11:04:20,098 epoch 113 - iter 795/2650 - loss 0.02844602 - time (sec): 54.45 - samples/sec: 8039.41 - lr: 0.025000 | |
| 2023-04-06 11:04:38,438 epoch 113 - iter 1060/2650 - loss 0.02833292 - time (sec): 72.79 - samples/sec: 8034.37 - lr: 0.025000 | |
| 2023-04-06 11:04:57,036 epoch 113 - iter 1325/2650 - loss 0.02816762 - time (sec): 91.39 - samples/sec: 8009.38 - lr: 0.025000 | |
| 2023-04-06 11:05:14,956 epoch 113 - iter 1590/2650 - loss 0.02802957 - time (sec): 109.31 - samples/sec: 8027.39 - lr: 0.025000 | |
| 2023-04-06 11:05:33,653 epoch 113 - iter 1855/2650 - loss 0.02811505 - time (sec): 128.01 - samples/sec: 8005.99 - lr: 0.025000 | |
| 2023-04-06 11:05:51,957 epoch 113 - iter 2120/2650 - loss 0.02822114 - time (sec): 146.31 - samples/sec: 8001.12 - lr: 0.025000 | |
| 2023-04-06 11:06:10,453 epoch 113 - iter 2385/2650 - loss 0.02823519 - time (sec): 164.81 - samples/sec: 7990.13 - lr: 0.025000 | |
| 2023-04-06 11:06:28,417 epoch 113 - iter 2650/2650 - loss 0.02815070 - time (sec): 182.77 - samples/sec: 8000.99 - lr: 0.025000 | |
| 2023-04-06 11:06:28,417 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:06:28,417 EPOCH 113 done: loss 0.0282 - lr 0.025000 | |
| 2023-04-06 11:06:28,417 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 11:06:28,421 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:06:46,642 epoch 114 - iter 265/2650 - loss 0.02741600 - time (sec): 18.22 - samples/sec: 8015.99 - lr: 0.025000 | |
| 2023-04-06 11:07:05,139 epoch 114 - iter 530/2650 - loss 0.02760826 - time (sec): 36.72 - samples/sec: 7996.71 - lr: 0.025000 | |
| 2023-04-06 11:07:23,068 epoch 114 - iter 795/2650 - loss 0.02764054 - time (sec): 54.65 - samples/sec: 8050.61 - lr: 0.025000 | |
| 2023-04-06 11:07:41,206 epoch 114 - iter 1060/2650 - loss 0.02786044 - time (sec): 72.79 - samples/sec: 8056.92 - lr: 0.025000 | |
| 2023-04-06 11:07:59,240 epoch 114 - iter 1325/2650 - loss 0.02799111 - time (sec): 90.82 - samples/sec: 8045.08 - lr: 0.025000 | |
| 2023-04-06 11:08:17,297 epoch 114 - iter 1590/2650 - loss 0.02809860 - time (sec): 108.88 - samples/sec: 8047.92 - lr: 0.025000 | |
| 2023-04-06 11:08:35,490 epoch 114 - iter 1855/2650 - loss 0.02803108 - time (sec): 127.07 - samples/sec: 8048.95 - lr: 0.025000 | |
| 2023-04-06 11:08:53,772 epoch 114 - iter 2120/2650 - loss 0.02816532 - time (sec): 145.35 - samples/sec: 8043.45 - lr: 0.025000 | |
| 2023-04-06 11:09:12,143 epoch 114 - iter 2385/2650 - loss 0.02810536 - time (sec): 163.72 - samples/sec: 8044.44 - lr: 0.025000 | |
| 2023-04-06 11:09:30,193 epoch 114 - iter 2650/2650 - loss 0.02812922 - time (sec): 181.77 - samples/sec: 8045.04 - lr: 0.025000 | |
| 2023-04-06 11:09:30,193 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:09:30,193 EPOCH 114 done: loss 0.0281 - lr 0.025000 | |
| 2023-04-06 11:09:30,193 BAD EPOCHS (no improvement): 3 | |
| 2023-04-06 11:09:30,196 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:09:48,332 epoch 115 - iter 265/2650 - loss 0.02642194 - time (sec): 18.14 - samples/sec: 8056.22 - lr: 0.025000 | |
| 2023-04-06 11:10:06,143 epoch 115 - iter 530/2650 - loss 0.02724488 - time (sec): 35.95 - samples/sec: 8095.78 - lr: 0.025000 | |
| 2023-04-06 11:10:24,195 epoch 115 - iter 795/2650 - loss 0.02775477 - time (sec): 54.00 - samples/sec: 8099.44 - lr: 0.025000 | |
| 2023-04-06 11:10:42,864 epoch 115 - iter 1060/2650 - loss 0.02758944 - time (sec): 72.67 - samples/sec: 8057.12 - lr: 0.025000 | |
| 2023-04-06 11:11:01,183 epoch 115 - iter 1325/2650 - loss 0.02776471 - time (sec): 90.99 - samples/sec: 8052.54 - lr: 0.025000 | |
| 2023-04-06 11:11:20,119 epoch 115 - iter 1590/2650 - loss 0.02767564 - time (sec): 109.92 - samples/sec: 8002.77 - lr: 0.025000 | |
| 2023-04-06 11:11:38,689 epoch 115 - iter 1855/2650 - loss 0.02762188 - time (sec): 128.49 - samples/sec: 7983.78 - lr: 0.025000 | |
| 2023-04-06 11:11:56,871 epoch 115 - iter 2120/2650 - loss 0.02761635 - time (sec): 146.68 - samples/sec: 7991.74 - lr: 0.025000 | |
| 2023-04-06 11:12:15,478 epoch 115 - iter 2385/2650 - loss 0.02763510 - time (sec): 165.28 - samples/sec: 7978.50 - lr: 0.025000 | |
| 2023-04-06 11:12:33,710 epoch 115 - iter 2650/2650 - loss 0.02761561 - time (sec): 183.51 - samples/sec: 7968.67 - lr: 0.025000 | |
| 2023-04-06 11:12:33,710 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:12:33,710 EPOCH 115 done: loss 0.0276 - lr 0.025000 | |
| 2023-04-06 11:12:33,710 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 11:12:33,713 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:12:51,819 epoch 116 - iter 265/2650 - loss 0.02617465 - time (sec): 18.11 - samples/sec: 8163.29 - lr: 0.025000 | |
| 2023-04-06 11:13:10,372 epoch 116 - iter 530/2650 - loss 0.02674889 - time (sec): 36.66 - samples/sec: 7997.60 - lr: 0.025000 | |
| 2023-04-06 11:13:29,014 epoch 116 - iter 795/2650 - loss 0.02690283 - time (sec): 55.30 - samples/sec: 7927.93 - lr: 0.025000 | |
| 2023-04-06 11:13:47,946 epoch 116 - iter 1060/2650 - loss 0.02693925 - time (sec): 74.23 - samples/sec: 7876.87 - lr: 0.025000 | |
| 2023-04-06 11:14:06,545 epoch 116 - iter 1325/2650 - loss 0.02710702 - time (sec): 92.83 - samples/sec: 7865.81 - lr: 0.025000 | |
| 2023-04-06 11:14:24,844 epoch 116 - iter 1590/2650 - loss 0.02732330 - time (sec): 111.13 - samples/sec: 7879.62 - lr: 0.025000 | |
| 2023-04-06 11:14:43,377 epoch 116 - iter 1855/2650 - loss 0.02752942 - time (sec): 129.66 - samples/sec: 7876.93 - lr: 0.025000 | |
| 2023-04-06 11:15:02,039 epoch 116 - iter 2120/2650 - loss 0.02749707 - time (sec): 148.33 - samples/sec: 7868.83 - lr: 0.025000 | |
| 2023-04-06 11:15:20,693 epoch 116 - iter 2385/2650 - loss 0.02765499 - time (sec): 166.98 - samples/sec: 7873.75 - lr: 0.025000 | |
| 2023-04-06 11:15:39,041 epoch 116 - iter 2650/2650 - loss 0.02767956 - time (sec): 185.33 - samples/sec: 7890.68 - lr: 0.025000 | |
| 2023-04-06 11:15:39,041 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:15:39,041 EPOCH 116 done: loss 0.0277 - lr 0.025000 | |
| 2023-04-06 11:15:39,041 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 11:15:39,047 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:15:57,399 epoch 117 - iter 265/2650 - loss 0.02710422 - time (sec): 18.35 - samples/sec: 7940.88 - lr: 0.025000 | |
| 2023-04-06 11:16:15,482 epoch 117 - iter 530/2650 - loss 0.02777508 - time (sec): 36.43 - samples/sec: 7965.48 - lr: 0.025000 | |
| 2023-04-06 11:16:34,431 epoch 117 - iter 795/2650 - loss 0.02746774 - time (sec): 55.38 - samples/sec: 7907.87 - lr: 0.025000 | |
| 2023-04-06 11:16:52,832 epoch 117 - iter 1060/2650 - loss 0.02734153 - time (sec): 73.78 - samples/sec: 7897.92 - lr: 0.025000 | |
| 2023-04-06 11:17:10,960 epoch 117 - iter 1325/2650 - loss 0.02713756 - time (sec): 91.91 - samples/sec: 7925.78 - lr: 0.025000 | |
| 2023-04-06 11:17:29,689 epoch 117 - iter 1590/2650 - loss 0.02742410 - time (sec): 110.64 - samples/sec: 7907.91 - lr: 0.025000 | |
| 2023-04-06 11:17:47,677 epoch 117 - iter 1855/2650 - loss 0.02747933 - time (sec): 128.63 - samples/sec: 7942.46 - lr: 0.025000 | |
| 2023-04-06 11:18:05,844 epoch 117 - iter 2120/2650 - loss 0.02756131 - time (sec): 146.80 - samples/sec: 7957.84 - lr: 0.025000 | |
| 2023-04-06 11:18:24,363 epoch 117 - iter 2385/2650 - loss 0.02758241 - time (sec): 165.32 - samples/sec: 7955.57 - lr: 0.025000 | |
| 2023-04-06 11:18:42,797 epoch 117 - iter 2650/2650 - loss 0.02770073 - time (sec): 183.75 - samples/sec: 7958.46 - lr: 0.025000 | |
| 2023-04-06 11:18:42,797 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:18:42,797 EPOCH 117 done: loss 0.0277 - lr 0.025000 | |
| 2023-04-06 11:18:42,797 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 11:18:42,800 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:19:01,029 epoch 118 - iter 265/2650 - loss 0.02797587 - time (sec): 18.23 - samples/sec: 8037.77 - lr: 0.025000 | |
| 2023-04-06 11:19:19,013 epoch 118 - iter 530/2650 - loss 0.02758550 - time (sec): 36.21 - samples/sec: 8051.72 - lr: 0.025000 | |
| 2023-04-06 11:19:37,533 epoch 118 - iter 795/2650 - loss 0.02746952 - time (sec): 54.73 - samples/sec: 8018.84 - lr: 0.025000 | |
| 2023-04-06 11:19:56,253 epoch 118 - iter 1060/2650 - loss 0.02749424 - time (sec): 73.45 - samples/sec: 7965.11 - lr: 0.025000 | |
| 2023-04-06 11:20:14,416 epoch 118 - iter 1325/2650 - loss 0.02744679 - time (sec): 91.62 - samples/sec: 7971.53 - lr: 0.025000 | |
| 2023-04-06 11:20:33,008 epoch 118 - iter 1590/2650 - loss 0.02748469 - time (sec): 110.21 - samples/sec: 7961.45 - lr: 0.025000 | |
| 2023-04-06 11:20:51,488 epoch 118 - iter 1855/2650 - loss 0.02757637 - time (sec): 128.69 - samples/sec: 7960.08 - lr: 0.025000 | |
| 2023-04-06 11:21:10,038 epoch 118 - iter 2120/2650 - loss 0.02767669 - time (sec): 147.24 - samples/sec: 7953.23 - lr: 0.025000 | |
| 2023-04-06 11:21:28,463 epoch 118 - iter 2385/2650 - loss 0.02760613 - time (sec): 165.66 - samples/sec: 7950.46 - lr: 0.025000 | |
| 2023-04-06 11:21:46,499 epoch 118 - iter 2650/2650 - loss 0.02763548 - time (sec): 183.70 - samples/sec: 7960.66 - lr: 0.025000 | |
| 2023-04-06 11:21:46,499 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:21:46,499 EPOCH 118 done: loss 0.0276 - lr 0.025000 | |
| 2023-04-06 11:21:46,499 BAD EPOCHS (no improvement): 3 | |
| 2023-04-06 11:21:46,502 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:22:04,802 epoch 119 - iter 265/2650 - loss 0.02752910 - time (sec): 18.30 - samples/sec: 7938.03 - lr: 0.025000 | |
| 2023-04-06 11:22:23,137 epoch 119 - iter 530/2650 - loss 0.02707297 - time (sec): 36.64 - samples/sec: 7955.01 - lr: 0.025000 | |
| 2023-04-06 11:22:41,775 epoch 119 - iter 795/2650 - loss 0.02731471 - time (sec): 55.27 - samples/sec: 7931.66 - lr: 0.025000 | |
| 2023-04-06 11:22:59,851 epoch 119 - iter 1060/2650 - loss 0.02744191 - time (sec): 73.35 - samples/sec: 7950.94 - lr: 0.025000 | |
| 2023-04-06 11:23:17,941 epoch 119 - iter 1325/2650 - loss 0.02747602 - time (sec): 91.44 - samples/sec: 7989.23 - lr: 0.025000 | |
| 2023-04-06 11:23:36,001 epoch 119 - iter 1590/2650 - loss 0.02734308 - time (sec): 109.50 - samples/sec: 8003.02 - lr: 0.025000 | |
| 2023-04-06 11:23:54,682 epoch 119 - iter 1855/2650 - loss 0.02731932 - time (sec): 128.18 - samples/sec: 7985.70 - lr: 0.025000 | |
| 2023-04-06 11:24:12,521 epoch 119 - iter 2120/2650 - loss 0.02726512 - time (sec): 146.02 - samples/sec: 8000.03 - lr: 0.025000 | |
| 2023-04-06 11:24:31,099 epoch 119 - iter 2385/2650 - loss 0.02742967 - time (sec): 164.60 - samples/sec: 7987.77 - lr: 0.025000 | |
| 2023-04-06 11:24:49,657 epoch 119 - iter 2650/2650 - loss 0.02742113 - time (sec): 183.15 - samples/sec: 7984.30 - lr: 0.025000 | |
| 2023-04-06 11:24:49,657 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:24:49,657 EPOCH 119 done: loss 0.0274 - lr 0.025000 | |
| 2023-04-06 11:24:49,657 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 11:24:49,660 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:25:08,231 epoch 120 - iter 265/2650 - loss 0.02703443 - time (sec): 18.57 - samples/sec: 7933.66 - lr: 0.025000 | |
| 2023-04-06 11:25:26,301 epoch 120 - iter 530/2650 - loss 0.02777405 - time (sec): 36.64 - samples/sec: 7953.95 - lr: 0.025000 | |
| 2023-04-06 11:25:44,655 epoch 120 - iter 795/2650 - loss 0.02756376 - time (sec): 55.00 - samples/sec: 7961.56 - lr: 0.025000 | |
| 2023-04-06 11:26:03,159 epoch 120 - iter 1060/2650 - loss 0.02705291 - time (sec): 73.50 - samples/sec: 7950.27 - lr: 0.025000 | |
| 2023-04-06 11:26:21,930 epoch 120 - iter 1325/2650 - loss 0.02714080 - time (sec): 92.27 - samples/sec: 7922.87 - lr: 0.025000 | |
| 2023-04-06 11:26:40,399 epoch 120 - iter 1590/2650 - loss 0.02719704 - time (sec): 110.74 - samples/sec: 7922.52 - lr: 0.025000 | |
| 2023-04-06 11:26:58,456 epoch 120 - iter 1855/2650 - loss 0.02704220 - time (sec): 128.80 - samples/sec: 7941.13 - lr: 0.025000 | |
| 2023-04-06 11:27:16,936 epoch 120 - iter 2120/2650 - loss 0.02702062 - time (sec): 147.28 - samples/sec: 7940.86 - lr: 0.025000 | |
| 2023-04-06 11:27:34,925 epoch 120 - iter 2385/2650 - loss 0.02705738 - time (sec): 165.27 - samples/sec: 7956.80 - lr: 0.025000 | |
| 2023-04-06 11:27:53,588 epoch 120 - iter 2650/2650 - loss 0.02706860 - time (sec): 183.93 - samples/sec: 7950.73 - lr: 0.025000 | |
| 2023-04-06 11:27:53,588 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:27:53,588 EPOCH 120 done: loss 0.0271 - lr 0.025000 | |
| 2023-04-06 11:27:53,589 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 11:27:53,592 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:28:12,051 epoch 121 - iter 265/2650 - loss 0.02663318 - time (sec): 18.46 - samples/sec: 7915.37 - lr: 0.025000 | |
| 2023-04-06 11:28:30,166 epoch 121 - iter 530/2650 - loss 0.02774453 - time (sec): 36.57 - samples/sec: 7996.20 - lr: 0.025000 | |
| 2023-04-06 11:28:48,465 epoch 121 - iter 795/2650 - loss 0.02736845 - time (sec): 54.87 - samples/sec: 7978.36 - lr: 0.025000 | |
| 2023-04-06 11:29:06,875 epoch 121 - iter 1060/2650 - loss 0.02723638 - time (sec): 73.28 - samples/sec: 7978.76 - lr: 0.025000 | |
| 2023-04-06 11:29:24,909 epoch 121 - iter 1325/2650 - loss 0.02701161 - time (sec): 91.32 - samples/sec: 7984.78 - lr: 0.025000 | |
| 2023-04-06 11:29:43,261 epoch 121 - iter 1590/2650 - loss 0.02705523 - time (sec): 109.67 - samples/sec: 7986.11 - lr: 0.025000 | |
| 2023-04-06 11:30:01,878 epoch 121 - iter 1855/2650 - loss 0.02727763 - time (sec): 128.29 - samples/sec: 7966.00 - lr: 0.025000 | |
| 2023-04-06 11:30:20,311 epoch 121 - iter 2120/2650 - loss 0.02735824 - time (sec): 146.72 - samples/sec: 7966.56 - lr: 0.025000 | |
| 2023-04-06 11:30:38,958 epoch 121 - iter 2385/2650 - loss 0.02740457 - time (sec): 165.37 - samples/sec: 7950.48 - lr: 0.025000 | |
| 2023-04-06 11:30:57,536 epoch 121 - iter 2650/2650 - loss 0.02743156 - time (sec): 183.94 - samples/sec: 7950.05 - lr: 0.025000 | |
| 2023-04-06 11:30:57,536 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:30:57,536 EPOCH 121 done: loss 0.0274 - lr 0.025000 | |
| 2023-04-06 11:30:57,536 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 11:30:57,540 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:31:15,835 epoch 122 - iter 265/2650 - loss 0.02648890 - time (sec): 18.30 - samples/sec: 7960.00 - lr: 0.025000 | |
| 2023-04-06 11:31:34,129 epoch 122 - iter 530/2650 - loss 0.02701858 - time (sec): 36.59 - samples/sec: 7965.50 - lr: 0.025000 | |
| 2023-04-06 11:31:52,557 epoch 122 - iter 795/2650 - loss 0.02679734 - time (sec): 55.02 - samples/sec: 7955.97 - lr: 0.025000 | |
| 2023-04-06 11:32:10,478 epoch 122 - iter 1060/2650 - loss 0.02698865 - time (sec): 72.94 - samples/sec: 7989.96 - lr: 0.025000 | |
| 2023-04-06 11:32:28,863 epoch 122 - iter 1325/2650 - loss 0.02706848 - time (sec): 91.32 - samples/sec: 7986.76 - lr: 0.025000 | |
| 2023-04-06 11:32:47,491 epoch 122 - iter 1590/2650 - loss 0.02729401 - time (sec): 109.95 - samples/sec: 7963.55 - lr: 0.025000 | |
| 2023-04-06 11:33:06,528 epoch 122 - iter 1855/2650 - loss 0.02734037 - time (sec): 128.99 - samples/sec: 7930.76 - lr: 0.025000 | |
| 2023-04-06 11:33:24,554 epoch 122 - iter 2120/2650 - loss 0.02724864 - time (sec): 147.01 - samples/sec: 7953.13 - lr: 0.025000 | |
| 2023-04-06 11:33:42,906 epoch 122 - iter 2385/2650 - loss 0.02729012 - time (sec): 165.37 - samples/sec: 7969.13 - lr: 0.025000 | |
| 2023-04-06 11:34:01,222 epoch 122 - iter 2650/2650 - loss 0.02736804 - time (sec): 183.68 - samples/sec: 7961.38 - lr: 0.025000 | |
| 2023-04-06 11:34:01,222 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:34:01,222 EPOCH 122 done: loss 0.0274 - lr 0.025000 | |
| 2023-04-06 11:34:01,222 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 11:34:01,225 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:34:19,429 epoch 123 - iter 265/2650 - loss 0.02816273 - time (sec): 18.20 - samples/sec: 8017.71 - lr: 0.025000 | |
| 2023-04-06 11:34:37,919 epoch 123 - iter 530/2650 - loss 0.02741931 - time (sec): 36.69 - samples/sec: 7937.68 - lr: 0.025000 | |
| 2023-04-06 11:34:56,200 epoch 123 - iter 795/2650 - loss 0.02729499 - time (sec): 54.97 - samples/sec: 7969.17 - lr: 0.025000 | |
| 2023-04-06 11:35:14,449 epoch 123 - iter 1060/2650 - loss 0.02723887 - time (sec): 73.22 - samples/sec: 8004.44 - lr: 0.025000 | |
| 2023-04-06 11:35:32,732 epoch 123 - iter 1325/2650 - loss 0.02712680 - time (sec): 91.51 - samples/sec: 8008.83 - lr: 0.025000 | |
| 2023-04-06 11:35:50,675 epoch 123 - iter 1590/2650 - loss 0.02735669 - time (sec): 109.45 - samples/sec: 8021.39 - lr: 0.025000 | |
| 2023-04-06 11:36:09,295 epoch 123 - iter 1855/2650 - loss 0.02759161 - time (sec): 128.07 - samples/sec: 8008.45 - lr: 0.025000 | |
| 2023-04-06 11:36:27,713 epoch 123 - iter 2120/2650 - loss 0.02748687 - time (sec): 146.49 - samples/sec: 7989.42 - lr: 0.025000 | |
| 2023-04-06 11:36:46,527 epoch 123 - iter 2385/2650 - loss 0.02742551 - time (sec): 165.30 - samples/sec: 7970.08 - lr: 0.025000 | |
| 2023-04-06 11:37:04,768 epoch 123 - iter 2650/2650 - loss 0.02741615 - time (sec): 183.54 - samples/sec: 7967.44 - lr: 0.025000 | |
| 2023-04-06 11:37:04,768 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:37:04,768 EPOCH 123 done: loss 0.0274 - lr 0.025000 | |
| 2023-04-06 11:37:04,768 BAD EPOCHS (no improvement): 3 | |
| 2023-04-06 11:37:04,772 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:37:23,865 epoch 124 - iter 265/2650 - loss 0.02646129 - time (sec): 19.09 - samples/sec: 7712.25 - lr: 0.025000 | |
| 2023-04-06 11:37:42,463 epoch 124 - iter 530/2650 - loss 0.02690138 - time (sec): 37.69 - samples/sec: 7821.90 - lr: 0.025000 | |
| 2023-04-06 11:38:00,326 epoch 124 - iter 795/2650 - loss 0.02709115 - time (sec): 55.55 - samples/sec: 7919.42 - lr: 0.025000 | |
| 2023-04-06 11:38:18,657 epoch 124 - iter 1060/2650 - loss 0.02694646 - time (sec): 73.89 - samples/sec: 7921.79 - lr: 0.025000 | |
| 2023-04-06 11:38:36,740 epoch 124 - iter 1325/2650 - loss 0.02670769 - time (sec): 91.97 - samples/sec: 7946.12 - lr: 0.025000 | |
| 2023-04-06 11:38:54,952 epoch 124 - iter 1590/2650 - loss 0.02669745 - time (sec): 110.18 - samples/sec: 7945.28 - lr: 0.025000 | |
| 2023-04-06 11:39:13,130 epoch 124 - iter 1855/2650 - loss 0.02681020 - time (sec): 128.36 - samples/sec: 7952.11 - lr: 0.025000 | |
| 2023-04-06 11:39:31,763 epoch 124 - iter 2120/2650 - loss 0.02677323 - time (sec): 146.99 - samples/sec: 7950.24 - lr: 0.025000 | |
| 2023-04-06 11:39:50,284 epoch 124 - iter 2385/2650 - loss 0.02690120 - time (sec): 165.51 - samples/sec: 7947.35 - lr: 0.025000 | |
| 2023-04-06 11:40:08,990 epoch 124 - iter 2650/2650 - loss 0.02699719 - time (sec): 184.22 - samples/sec: 7938.21 - lr: 0.025000 | |
| 2023-04-06 11:40:08,990 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:40:08,990 EPOCH 124 done: loss 0.0270 - lr 0.025000 | |
| 2023-04-06 11:40:08,990 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 11:40:08,994 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:40:27,302 epoch 125 - iter 265/2650 - loss 0.02612355 - time (sec): 18.31 - samples/sec: 7980.90 - lr: 0.025000 | |
| 2023-04-06 11:40:45,619 epoch 125 - iter 530/2650 - loss 0.02611982 - time (sec): 36.63 - samples/sec: 8018.43 - lr: 0.025000 | |
| 2023-04-06 11:41:03,800 epoch 125 - iter 795/2650 - loss 0.02650682 - time (sec): 54.81 - samples/sec: 8000.01 - lr: 0.025000 | |
| 2023-04-06 11:41:21,887 epoch 125 - iter 1060/2650 - loss 0.02674618 - time (sec): 72.89 - samples/sec: 8013.77 - lr: 0.025000 | |
| 2023-04-06 11:41:40,560 epoch 125 - iter 1325/2650 - loss 0.02697408 - time (sec): 91.57 - samples/sec: 7988.32 - lr: 0.025000 | |
| 2023-04-06 11:41:59,118 epoch 125 - iter 1590/2650 - loss 0.02720237 - time (sec): 110.12 - samples/sec: 7977.78 - lr: 0.025000 | |
| 2023-04-06 11:42:17,490 epoch 125 - iter 1855/2650 - loss 0.02707398 - time (sec): 128.50 - samples/sec: 7971.66 - lr: 0.025000 | |
| 2023-04-06 11:42:36,082 epoch 125 - iter 2120/2650 - loss 0.02707733 - time (sec): 147.09 - samples/sec: 7952.63 - lr: 0.025000 | |
| 2023-04-06 11:42:54,892 epoch 125 - iter 2385/2650 - loss 0.02706838 - time (sec): 165.90 - samples/sec: 7939.21 - lr: 0.025000 | |
| 2023-04-06 11:43:13,634 epoch 125 - iter 2650/2650 - loss 0.02710298 - time (sec): 184.64 - samples/sec: 7920.06 - lr: 0.025000 | |
| 2023-04-06 11:43:13,634 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:43:13,634 EPOCH 125 done: loss 0.0271 - lr 0.025000 | |
| 2023-04-06 11:43:13,634 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 11:43:13,637 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:43:32,527 epoch 126 - iter 265/2650 - loss 0.02743903 - time (sec): 18.89 - samples/sec: 7734.76 - lr: 0.025000 | |
| 2023-04-06 11:43:50,738 epoch 126 - iter 530/2650 - loss 0.02685659 - time (sec): 37.10 - samples/sec: 7902.17 - lr: 0.025000 | |
| 2023-04-06 11:44:08,977 epoch 126 - iter 795/2650 - loss 0.02654346 - time (sec): 55.34 - samples/sec: 7931.14 - lr: 0.025000 | |
| 2023-04-06 11:44:27,292 epoch 126 - iter 1060/2650 - loss 0.02703749 - time (sec): 73.65 - samples/sec: 7962.44 - lr: 0.025000 | |
| 2023-04-06 11:44:45,598 epoch 126 - iter 1325/2650 - loss 0.02698742 - time (sec): 91.96 - samples/sec: 7957.09 - lr: 0.025000 | |
| 2023-04-06 11:45:04,408 epoch 126 - iter 1590/2650 - loss 0.02698185 - time (sec): 110.77 - samples/sec: 7942.67 - lr: 0.025000 | |
| 2023-04-06 11:45:23,136 epoch 126 - iter 1855/2650 - loss 0.02692939 - time (sec): 129.50 - samples/sec: 7921.85 - lr: 0.025000 | |
| 2023-04-06 11:45:41,193 epoch 126 - iter 2120/2650 - loss 0.02671943 - time (sec): 147.56 - samples/sec: 7944.55 - lr: 0.025000 | |
| 2023-04-06 11:45:59,173 epoch 126 - iter 2385/2650 - loss 0.02674861 - time (sec): 165.54 - samples/sec: 7956.15 - lr: 0.025000 | |
| 2023-04-06 11:46:17,458 epoch 126 - iter 2650/2650 - loss 0.02676811 - time (sec): 183.82 - samples/sec: 7955.37 - lr: 0.025000 | |
| 2023-04-06 11:46:17,458 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:46:17,458 EPOCH 126 done: loss 0.0268 - lr 0.025000 | |
| 2023-04-06 11:46:17,458 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 11:46:17,461 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:46:35,805 epoch 127 - iter 265/2650 - loss 0.02618426 - time (sec): 18.34 - samples/sec: 8018.78 - lr: 0.025000 | |
| 2023-04-06 11:46:53,811 epoch 127 - iter 530/2650 - loss 0.02626006 - time (sec): 36.35 - samples/sec: 8081.77 - lr: 0.025000 | |
| 2023-04-06 11:47:11,865 epoch 127 - iter 795/2650 - loss 0.02621834 - time (sec): 54.40 - samples/sec: 8068.99 - lr: 0.025000 | |
| 2023-04-06 11:47:30,217 epoch 127 - iter 1060/2650 - loss 0.02653584 - time (sec): 72.76 - samples/sec: 8056.77 - lr: 0.025000 | |
| 2023-04-06 11:47:48,299 epoch 127 - iter 1325/2650 - loss 0.02668489 - time (sec): 90.84 - samples/sec: 8059.96 - lr: 0.025000 | |
| 2023-04-06 11:48:06,451 epoch 127 - iter 1590/2650 - loss 0.02684528 - time (sec): 108.99 - samples/sec: 8057.49 - lr: 0.025000 | |
| 2023-04-06 11:48:24,972 epoch 127 - iter 1855/2650 - loss 0.02680900 - time (sec): 127.51 - samples/sec: 8044.89 - lr: 0.025000 | |
| 2023-04-06 11:48:43,279 epoch 127 - iter 2120/2650 - loss 0.02690088 - time (sec): 145.82 - samples/sec: 8030.53 - lr: 0.025000 | |
| 2023-04-06 11:49:02,202 epoch 127 - iter 2385/2650 - loss 0.02698646 - time (sec): 164.74 - samples/sec: 7994.46 - lr: 0.025000 | |
| 2023-04-06 11:49:20,833 epoch 127 - iter 2650/2650 - loss 0.02693606 - time (sec): 183.37 - samples/sec: 7974.86 - lr: 0.025000 | |
| 2023-04-06 11:49:20,833 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:49:20,833 EPOCH 127 done: loss 0.0269 - lr 0.025000 | |
| 2023-04-06 11:49:20,833 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 11:49:20,840 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:49:39,368 epoch 128 - iter 265/2650 - loss 0.02682269 - time (sec): 18.53 - samples/sec: 7811.95 - lr: 0.025000 | |
| 2023-04-06 11:49:58,403 epoch 128 - iter 530/2650 - loss 0.02695510 - time (sec): 37.56 - samples/sec: 7782.27 - lr: 0.025000 | |
| 2023-04-06 11:50:16,872 epoch 128 - iter 795/2650 - loss 0.02694181 - time (sec): 56.03 - samples/sec: 7813.08 - lr: 0.025000 | |
| 2023-04-06 11:50:35,601 epoch 128 - iter 1060/2650 - loss 0.02707570 - time (sec): 74.76 - samples/sec: 7832.97 - lr: 0.025000 | |
| 2023-04-06 11:50:54,128 epoch 128 - iter 1325/2650 - loss 0.02689029 - time (sec): 93.29 - samples/sec: 7862.72 - lr: 0.025000 | |
| 2023-04-06 11:51:12,514 epoch 128 - iter 1590/2650 - loss 0.02684079 - time (sec): 111.67 - samples/sec: 7864.69 - lr: 0.025000 | |
| 2023-04-06 11:51:30,989 epoch 128 - iter 1855/2650 - loss 0.02693136 - time (sec): 130.15 - samples/sec: 7873.07 - lr: 0.025000 | |
| 2023-04-06 11:51:49,240 epoch 128 - iter 2120/2650 - loss 0.02697595 - time (sec): 148.40 - samples/sec: 7891.21 - lr: 0.025000 | |
| 2023-04-06 11:52:07,661 epoch 128 - iter 2385/2650 - loss 0.02695683 - time (sec): 166.82 - samples/sec: 7898.71 - lr: 0.025000 | |
| 2023-04-06 11:52:25,603 epoch 128 - iter 2650/2650 - loss 0.02683529 - time (sec): 184.76 - samples/sec: 7914.81 - lr: 0.025000 | |
| 2023-04-06 11:52:25,603 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:52:25,603 EPOCH 128 done: loss 0.0268 - lr 0.025000 | |
| 2023-04-06 11:52:25,603 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 11:52:25,607 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:52:43,938 epoch 129 - iter 265/2650 - loss 0.02687912 - time (sec): 18.33 - samples/sec: 8022.92 - lr: 0.025000 | |
| 2023-04-06 11:53:02,223 epoch 129 - iter 530/2650 - loss 0.02628566 - time (sec): 36.62 - samples/sec: 8072.60 - lr: 0.025000 | |
| 2023-04-06 11:53:20,168 epoch 129 - iter 795/2650 - loss 0.02617875 - time (sec): 54.56 - samples/sec: 8098.83 - lr: 0.025000 | |
| 2023-04-06 11:53:38,596 epoch 129 - iter 1060/2650 - loss 0.02597046 - time (sec): 72.99 - samples/sec: 8083.04 - lr: 0.025000 | |
| 2023-04-06 11:53:56,575 epoch 129 - iter 1325/2650 - loss 0.02620927 - time (sec): 90.97 - samples/sec: 8081.21 - lr: 0.025000 | |
| 2023-04-06 11:54:14,577 epoch 129 - iter 1590/2650 - loss 0.02624410 - time (sec): 108.97 - samples/sec: 8078.12 - lr: 0.025000 | |
| 2023-04-06 11:54:32,804 epoch 129 - iter 1855/2650 - loss 0.02632753 - time (sec): 127.20 - samples/sec: 8052.80 - lr: 0.025000 | |
| 2023-04-06 11:54:50,936 epoch 129 - iter 2120/2650 - loss 0.02649055 - time (sec): 145.33 - samples/sec: 8051.04 - lr: 0.025000 | |
| 2023-04-06 11:55:09,478 epoch 129 - iter 2385/2650 - loss 0.02661060 - time (sec): 163.87 - samples/sec: 8030.80 - lr: 0.025000 | |
| 2023-04-06 11:55:27,833 epoch 129 - iter 2650/2650 - loss 0.02674456 - time (sec): 182.23 - samples/sec: 8024.97 - lr: 0.025000 | |
| 2023-04-06 11:55:27,834 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:55:27,834 EPOCH 129 done: loss 0.0267 - lr 0.025000 | |
| 2023-04-06 11:55:27,834 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 11:55:27,837 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:55:46,059 epoch 130 - iter 265/2650 - loss 0.02631793 - time (sec): 18.22 - samples/sec: 8044.34 - lr: 0.025000 | |
| 2023-04-06 11:56:04,740 epoch 130 - iter 530/2650 - loss 0.02633669 - time (sec): 36.90 - samples/sec: 7963.90 - lr: 0.025000 | |
| 2023-04-06 11:56:22,908 epoch 130 - iter 795/2650 - loss 0.02639026 - time (sec): 55.07 - samples/sec: 8002.81 - lr: 0.025000 | |
| 2023-04-06 11:56:40,519 epoch 130 - iter 1060/2650 - loss 0.02648246 - time (sec): 72.68 - samples/sec: 8054.87 - lr: 0.025000 | |
| 2023-04-06 11:56:58,650 epoch 130 - iter 1325/2650 - loss 0.02658863 - time (sec): 90.81 - samples/sec: 8061.52 - lr: 0.025000 | |
| 2023-04-06 11:57:16,760 epoch 130 - iter 1590/2650 - loss 0.02656250 - time (sec): 108.92 - samples/sec: 8053.25 - lr: 0.025000 | |
| 2023-04-06 11:57:35,022 epoch 130 - iter 1855/2650 - loss 0.02664878 - time (sec): 127.18 - samples/sec: 8047.79 - lr: 0.025000 | |
| 2023-04-06 11:57:53,230 epoch 130 - iter 2120/2650 - loss 0.02665013 - time (sec): 145.39 - samples/sec: 8046.64 - lr: 0.025000 | |
| 2023-04-06 11:58:11,477 epoch 130 - iter 2385/2650 - loss 0.02658548 - time (sec): 163.64 - samples/sec: 8039.32 - lr: 0.025000 | |
| 2023-04-06 11:58:29,714 epoch 130 - iter 2650/2650 - loss 0.02661644 - time (sec): 181.88 - samples/sec: 8040.39 - lr: 0.025000 | |
| 2023-04-06 11:58:29,714 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:58:29,715 EPOCH 130 done: loss 0.0266 - lr 0.025000 | |
| 2023-04-06 11:58:29,715 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 11:58:29,718 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 11:58:48,477 epoch 131 - iter 265/2650 - loss 0.02614240 - time (sec): 18.76 - samples/sec: 7877.69 - lr: 0.025000 | |
| 2023-04-06 11:59:06,710 epoch 131 - iter 530/2650 - loss 0.02672166 - time (sec): 36.99 - samples/sec: 7952.13 - lr: 0.025000 | |
| 2023-04-06 11:59:24,852 epoch 131 - iter 795/2650 - loss 0.02652352 - time (sec): 55.13 - samples/sec: 7996.54 - lr: 0.025000 | |
| 2023-04-06 11:59:42,948 epoch 131 - iter 1060/2650 - loss 0.02645522 - time (sec): 73.23 - samples/sec: 8009.04 - lr: 0.025000 | |
| 2023-04-06 12:00:01,139 epoch 131 - iter 1325/2650 - loss 0.02650858 - time (sec): 91.42 - samples/sec: 8012.99 - lr: 0.025000 | |
| 2023-04-06 12:00:19,180 epoch 131 - iter 1590/2650 - loss 0.02670878 - time (sec): 109.46 - samples/sec: 8034.70 - lr: 0.025000 | |
| 2023-04-06 12:00:37,162 epoch 131 - iter 1855/2650 - loss 0.02682133 - time (sec): 127.44 - samples/sec: 8040.47 - lr: 0.025000 | |
| 2023-04-06 12:01:06,658 epoch 131 - iter 2120/2650 - loss 0.02678901 - time (sec): 156.94 - samples/sec: 7457.52 - lr: 0.025000 | |
| 2023-04-06 12:01:24,861 epoch 131 - iter 2385/2650 - loss 0.02685845 - time (sec): 175.14 - samples/sec: 7522.04 - lr: 0.025000 | |
| 2023-04-06 12:01:42,960 epoch 131 - iter 2650/2650 - loss 0.02692666 - time (sec): 193.24 - samples/sec: 7567.54 - lr: 0.025000 | |
| 2023-04-06 12:01:42,960 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:01:42,960 EPOCH 131 done: loss 0.0269 - lr 0.025000 | |
| 2023-04-06 12:01:42,960 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 12:01:42,964 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:02:01,216 epoch 132 - iter 265/2650 - loss 0.02598831 - time (sec): 18.25 - samples/sec: 8013.33 - lr: 0.025000 | |
| 2023-04-06 12:02:19,382 epoch 132 - iter 530/2650 - loss 0.02658575 - time (sec): 36.42 - samples/sec: 7991.91 - lr: 0.025000 | |
| 2023-04-06 12:02:37,933 epoch 132 - iter 795/2650 - loss 0.02624271 - time (sec): 54.97 - samples/sec: 7955.80 - lr: 0.025000 | |
| 2023-04-06 12:02:55,694 epoch 132 - iter 1060/2650 - loss 0.02629874 - time (sec): 72.73 - samples/sec: 8011.12 - lr: 0.025000 | |
| 2023-04-06 12:03:13,990 epoch 132 - iter 1325/2650 - loss 0.02634924 - time (sec): 91.03 - samples/sec: 8010.20 - lr: 0.025000 | |
| 2023-04-06 12:03:32,714 epoch 132 - iter 1590/2650 - loss 0.02639424 - time (sec): 109.75 - samples/sec: 7972.37 - lr: 0.025000 | |
| 2023-04-06 12:03:52,513 epoch 132 - iter 1855/2650 - loss 0.02670428 - time (sec): 129.55 - samples/sec: 7893.16 - lr: 0.025000 | |
| 2023-04-06 12:04:11,056 epoch 132 - iter 2120/2650 - loss 0.02677724 - time (sec): 148.09 - samples/sec: 7894.44 - lr: 0.025000 | |
| 2023-04-06 12:04:32,041 epoch 132 - iter 2385/2650 - loss 0.02666199 - time (sec): 169.08 - samples/sec: 7780.83 - lr: 0.025000 | |
| 2023-04-06 12:04:53,783 epoch 132 - iter 2650/2650 - loss 0.02672938 - time (sec): 190.82 - samples/sec: 7663.58 - lr: 0.025000 | |
| 2023-04-06 12:04:53,784 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:04:53,784 EPOCH 132 done: loss 0.0267 - lr 0.025000 | |
| 2023-04-06 12:04:53,784 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 12:04:53,788 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:05:14,250 epoch 133 - iter 265/2650 - loss 0.02525971 - time (sec): 20.46 - samples/sec: 7224.75 - lr: 0.025000 | |
| 2023-04-06 12:05:32,793 epoch 133 - iter 530/2650 - loss 0.02576893 - time (sec): 39.01 - samples/sec: 7530.88 - lr: 0.025000 | |
| 2023-04-06 12:05:51,531 epoch 133 - iter 795/2650 - loss 0.02598691 - time (sec): 57.74 - samples/sec: 7634.84 - lr: 0.025000 | |
| 2023-04-06 12:06:10,372 epoch 133 - iter 1060/2650 - loss 0.02597871 - time (sec): 76.58 - samples/sec: 7658.34 - lr: 0.025000 | |
| 2023-04-06 12:06:33,767 epoch 133 - iter 1325/2650 - loss 0.02588522 - time (sec): 99.98 - samples/sec: 7324.80 - lr: 0.025000 | |
| 2023-04-06 12:06:54,099 epoch 133 - iter 1590/2650 - loss 0.02609380 - time (sec): 120.31 - samples/sec: 7294.31 - lr: 0.025000 | |
| 2023-04-06 12:07:15,387 epoch 133 - iter 1855/2650 - loss 0.02619674 - time (sec): 141.60 - samples/sec: 7235.94 - lr: 0.025000 | |
| 2023-04-06 12:07:34,456 epoch 133 - iter 2120/2650 - loss 0.02613559 - time (sec): 160.67 - samples/sec: 7289.31 - lr: 0.025000 | |
| 2023-04-06 12:07:54,003 epoch 133 - iter 2385/2650 - loss 0.02619411 - time (sec): 180.22 - samples/sec: 7299.96 - lr: 0.025000 | |
| 2023-04-06 12:08:15,599 epoch 133 - iter 2650/2650 - loss 0.02634392 - time (sec): 201.81 - samples/sec: 7246.20 - lr: 0.025000 | |
| 2023-04-06 12:08:15,599 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:08:15,599 EPOCH 133 done: loss 0.0263 - lr 0.025000 | |
| 2023-04-06 12:08:15,599 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:08:15,601 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:08:35,053 epoch 134 - iter 265/2650 - loss 0.02713773 - time (sec): 19.45 - samples/sec: 7499.05 - lr: 0.025000 | |
| 2023-04-06 12:08:56,403 epoch 134 - iter 530/2650 - loss 0.02649932 - time (sec): 40.80 - samples/sec: 7175.59 - lr: 0.025000 | |
| 2023-04-06 12:09:14,521 epoch 134 - iter 795/2650 - loss 0.02631503 - time (sec): 58.92 - samples/sec: 7456.69 - lr: 0.025000 | |
| 2023-04-06 12:09:32,613 epoch 134 - iter 1060/2650 - loss 0.02661798 - time (sec): 77.01 - samples/sec: 7590.06 - lr: 0.025000 | |
| 2023-04-06 12:09:51,053 epoch 134 - iter 1325/2650 - loss 0.02648903 - time (sec): 95.45 - samples/sec: 7674.96 - lr: 0.025000 | |
| 2023-04-06 12:10:09,228 epoch 134 - iter 1590/2650 - loss 0.02640788 - time (sec): 113.63 - samples/sec: 7732.05 - lr: 0.025000 | |
| 2023-04-06 12:10:27,332 epoch 134 - iter 1855/2650 - loss 0.02650255 - time (sec): 131.73 - samples/sec: 7770.43 - lr: 0.025000 | |
| 2023-04-06 12:10:45,533 epoch 134 - iter 2120/2650 - loss 0.02657328 - time (sec): 149.93 - samples/sec: 7804.63 - lr: 0.025000 | |
| 2023-04-06 12:11:03,789 epoch 134 - iter 2385/2650 - loss 0.02655913 - time (sec): 168.19 - samples/sec: 7832.43 - lr: 0.025000 | |
| 2023-04-06 12:11:21,731 epoch 134 - iter 2650/2650 - loss 0.02652006 - time (sec): 186.13 - samples/sec: 7856.69 - lr: 0.025000 | |
| 2023-04-06 12:11:21,731 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:11:21,731 EPOCH 134 done: loss 0.0265 - lr 0.025000 | |
| 2023-04-06 12:11:21,731 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 12:11:21,734 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:11:39,900 epoch 135 - iter 265/2650 - loss 0.02612829 - time (sec): 18.17 - samples/sec: 7992.07 - lr: 0.025000 | |
| 2023-04-06 12:11:58,989 epoch 135 - iter 530/2650 - loss 0.02582586 - time (sec): 37.25 - samples/sec: 7866.04 - lr: 0.025000 | |
| 2023-04-06 12:12:17,240 epoch 135 - iter 795/2650 - loss 0.02611304 - time (sec): 55.51 - samples/sec: 7901.18 - lr: 0.025000 | |
| 2023-04-06 12:12:35,480 epoch 135 - iter 1060/2650 - loss 0.02624228 - time (sec): 73.75 - samples/sec: 7930.16 - lr: 0.025000 | |
| 2023-04-06 12:12:54,131 epoch 135 - iter 1325/2650 - loss 0.02617346 - time (sec): 92.40 - samples/sec: 7918.51 - lr: 0.025000 | |
| 2023-04-06 12:13:12,146 epoch 135 - iter 1590/2650 - loss 0.02628733 - time (sec): 110.41 - samples/sec: 7928.31 - lr: 0.025000 | |
| 2023-04-06 12:13:30,766 epoch 135 - iter 1855/2650 - loss 0.02638516 - time (sec): 129.03 - samples/sec: 7925.20 - lr: 0.025000 | |
| 2023-04-06 12:13:49,018 epoch 135 - iter 2120/2650 - loss 0.02638967 - time (sec): 147.28 - samples/sec: 7941.33 - lr: 0.025000 | |
| 2023-04-06 12:14:07,449 epoch 135 - iter 2385/2650 - loss 0.02642862 - time (sec): 165.71 - samples/sec: 7947.36 - lr: 0.025000 | |
| 2023-04-06 12:14:25,485 epoch 135 - iter 2650/2650 - loss 0.02653396 - time (sec): 183.75 - samples/sec: 7958.38 - lr: 0.025000 | |
| 2023-04-06 12:14:25,486 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:14:25,486 EPOCH 135 done: loss 0.0265 - lr 0.025000 | |
| 2023-04-06 12:14:25,486 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 12:14:25,488 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:14:43,942 epoch 136 - iter 265/2650 - loss 0.02498349 - time (sec): 18.45 - samples/sec: 7999.41 - lr: 0.025000 | |
| 2023-04-06 12:15:02,452 epoch 136 - iter 530/2650 - loss 0.02567027 - time (sec): 36.96 - samples/sec: 7938.24 - lr: 0.025000 | |
| 2023-04-06 12:15:20,402 epoch 136 - iter 795/2650 - loss 0.02587434 - time (sec): 54.91 - samples/sec: 7974.77 - lr: 0.025000 | |
| 2023-04-06 12:15:38,988 epoch 136 - iter 1060/2650 - loss 0.02648290 - time (sec): 73.50 - samples/sec: 7961.46 - lr: 0.025000 | |
| 2023-04-06 12:15:57,070 epoch 136 - iter 1325/2650 - loss 0.02657625 - time (sec): 91.58 - samples/sec: 7987.19 - lr: 0.025000 | |
| 2023-04-06 12:16:15,261 epoch 136 - iter 1590/2650 - loss 0.02674891 - time (sec): 109.77 - samples/sec: 7978.21 - lr: 0.025000 | |
| 2023-04-06 12:16:33,349 epoch 136 - iter 1855/2650 - loss 0.02666881 - time (sec): 127.86 - samples/sec: 7992.92 - lr: 0.025000 | |
| 2023-04-06 12:16:51,785 epoch 136 - iter 2120/2650 - loss 0.02668984 - time (sec): 146.30 - samples/sec: 7989.84 - lr: 0.025000 | |
| 2023-04-06 12:17:10,594 epoch 136 - iter 2385/2650 - loss 0.02662975 - time (sec): 165.11 - samples/sec: 7965.28 - lr: 0.025000 | |
| 2023-04-06 12:17:29,202 epoch 136 - iter 2650/2650 - loss 0.02660779 - time (sec): 183.71 - samples/sec: 7960.02 - lr: 0.025000 | |
| 2023-04-06 12:17:29,202 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:17:29,202 EPOCH 136 done: loss 0.0266 - lr 0.025000 | |
| 2023-04-06 12:17:29,202 BAD EPOCHS (no improvement): 3 | |
| 2023-04-06 12:17:29,205 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:17:47,391 epoch 137 - iter 265/2650 - loss 0.02745568 - time (sec): 18.19 - samples/sec: 7952.31 - lr: 0.025000 | |
| 2023-04-06 12:18:05,879 epoch 137 - iter 530/2650 - loss 0.02703099 - time (sec): 36.67 - samples/sec: 7997.30 - lr: 0.025000 | |
| 2023-04-06 12:18:23,901 epoch 137 - iter 795/2650 - loss 0.02671024 - time (sec): 54.70 - samples/sec: 8002.57 - lr: 0.025000 | |
| 2023-04-06 12:18:42,278 epoch 137 - iter 1060/2650 - loss 0.02639169 - time (sec): 73.07 - samples/sec: 8010.52 - lr: 0.025000 | |
| 2023-04-06 12:19:00,774 epoch 137 - iter 1325/2650 - loss 0.02648607 - time (sec): 91.57 - samples/sec: 7992.20 - lr: 0.025000 | |
| 2023-04-06 12:19:19,519 epoch 137 - iter 1590/2650 - loss 0.02644318 - time (sec): 110.31 - samples/sec: 7954.93 - lr: 0.025000 | |
| 2023-04-06 12:19:38,376 epoch 137 - iter 1855/2650 - loss 0.02631138 - time (sec): 129.17 - samples/sec: 7932.20 - lr: 0.025000 | |
| 2023-04-06 12:19:56,502 epoch 137 - iter 2120/2650 - loss 0.02631271 - time (sec): 147.30 - samples/sec: 7944.78 - lr: 0.025000 | |
| 2023-04-06 12:20:14,502 epoch 137 - iter 2385/2650 - loss 0.02625973 - time (sec): 165.30 - samples/sec: 7960.34 - lr: 0.025000 | |
| 2023-04-06 12:20:32,659 epoch 137 - iter 2650/2650 - loss 0.02617706 - time (sec): 183.45 - samples/sec: 7971.27 - lr: 0.025000 | |
| 2023-04-06 12:20:32,659 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:20:32,659 EPOCH 137 done: loss 0.0262 - lr 0.025000 | |
| 2023-04-06 12:20:32,659 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:20:32,662 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:20:50,889 epoch 138 - iter 265/2650 - loss 0.02762308 - time (sec): 18.23 - samples/sec: 7993.28 - lr: 0.025000 | |
| 2023-04-06 12:21:09,099 epoch 138 - iter 530/2650 - loss 0.02669495 - time (sec): 36.44 - samples/sec: 7985.56 - lr: 0.025000 | |
| 2023-04-06 12:21:27,248 epoch 138 - iter 795/2650 - loss 0.02647993 - time (sec): 54.59 - samples/sec: 8019.26 - lr: 0.025000 | |
| 2023-04-06 12:21:45,096 epoch 138 - iter 1060/2650 - loss 0.02649977 - time (sec): 72.43 - samples/sec: 8055.88 - lr: 0.025000 | |
| 2023-04-06 12:22:03,389 epoch 138 - iter 1325/2650 - loss 0.02645581 - time (sec): 90.73 - samples/sec: 8047.39 - lr: 0.025000 | |
| 2023-04-06 12:22:21,505 epoch 138 - iter 1590/2650 - loss 0.02641312 - time (sec): 108.84 - samples/sec: 8057.70 - lr: 0.025000 | |
| 2023-04-06 12:22:39,110 epoch 138 - iter 1855/2650 - loss 0.02635407 - time (sec): 126.45 - samples/sec: 8082.90 - lr: 0.025000 | |
| 2023-04-06 12:22:57,176 epoch 138 - iter 2120/2650 - loss 0.02635989 - time (sec): 144.51 - samples/sec: 8079.50 - lr: 0.025000 | |
| 2023-04-06 12:23:15,574 epoch 138 - iter 2385/2650 - loss 0.02643411 - time (sec): 162.91 - samples/sec: 8075.08 - lr: 0.025000 | |
| 2023-04-06 12:23:34,043 epoch 138 - iter 2650/2650 - loss 0.02643150 - time (sec): 181.38 - samples/sec: 8062.40 - lr: 0.025000 | |
| 2023-04-06 12:23:34,043 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:23:34,043 EPOCH 138 done: loss 0.0264 - lr 0.025000 | |
| 2023-04-06 12:23:34,043 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 12:23:34,047 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:23:52,255 epoch 139 - iter 265/2650 - loss 0.02599257 - time (sec): 18.21 - samples/sec: 8022.87 - lr: 0.025000 | |
| 2023-04-06 12:24:10,475 epoch 139 - iter 530/2650 - loss 0.02591115 - time (sec): 36.43 - samples/sec: 8012.10 - lr: 0.025000 | |
| 2023-04-06 12:24:28,660 epoch 139 - iter 795/2650 - loss 0.02598178 - time (sec): 54.61 - samples/sec: 8041.63 - lr: 0.025000 | |
| 2023-04-06 12:24:46,332 epoch 139 - iter 1060/2650 - loss 0.02599237 - time (sec): 72.29 - samples/sec: 8080.42 - lr: 0.025000 | |
| 2023-04-06 12:25:04,468 epoch 139 - iter 1325/2650 - loss 0.02584830 - time (sec): 90.42 - samples/sec: 8078.17 - lr: 0.025000 | |
| 2023-04-06 12:25:22,351 epoch 139 - iter 1590/2650 - loss 0.02601809 - time (sec): 108.30 - samples/sec: 8101.04 - lr: 0.025000 | |
| 2023-04-06 12:25:40,547 epoch 139 - iter 1855/2650 - loss 0.02599118 - time (sec): 126.50 - samples/sec: 8089.06 - lr: 0.025000 | |
| 2023-04-06 12:25:58,955 epoch 139 - iter 2120/2650 - loss 0.02596837 - time (sec): 144.91 - samples/sec: 8069.80 - lr: 0.025000 | |
| 2023-04-06 12:26:17,078 epoch 139 - iter 2385/2650 - loss 0.02581227 - time (sec): 163.03 - samples/sec: 8078.18 - lr: 0.025000 | |
| 2023-04-06 12:26:35,293 epoch 139 - iter 2650/2650 - loss 0.02590218 - time (sec): 181.25 - samples/sec: 8068.36 - lr: 0.025000 | |
| 2023-04-06 12:26:35,293 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:26:35,293 EPOCH 139 done: loss 0.0259 - lr 0.025000 | |
| 2023-04-06 12:26:35,294 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:26:35,296 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:26:53,046 epoch 140 - iter 265/2650 - loss 0.02557386 - time (sec): 17.75 - samples/sec: 8181.44 - lr: 0.025000 | |
| 2023-04-06 12:27:11,224 epoch 140 - iter 530/2650 - loss 0.02614134 - time (sec): 35.93 - samples/sec: 8131.87 - lr: 0.025000 | |
| 2023-04-06 12:27:29,229 epoch 140 - iter 795/2650 - loss 0.02597963 - time (sec): 53.93 - samples/sec: 8133.59 - lr: 0.025000 | |
| 2023-04-06 12:27:47,165 epoch 140 - iter 1060/2650 - loss 0.02623025 - time (sec): 71.87 - samples/sec: 8118.36 - lr: 0.025000 | |
| 2023-04-06 12:28:05,336 epoch 140 - iter 1325/2650 - loss 0.02623403 - time (sec): 90.04 - samples/sec: 8110.46 - lr: 0.025000 | |
| 2023-04-06 12:28:23,455 epoch 140 - iter 1590/2650 - loss 0.02624457 - time (sec): 108.16 - samples/sec: 8115.46 - lr: 0.025000 | |
| 2023-04-06 12:28:41,255 epoch 140 - iter 1855/2650 - loss 0.02631689 - time (sec): 125.96 - samples/sec: 8118.99 - lr: 0.025000 | |
| 2023-04-06 12:28:59,625 epoch 140 - iter 2120/2650 - loss 0.02629473 - time (sec): 144.33 - samples/sec: 8101.08 - lr: 0.025000 | |
| 2023-04-06 12:29:17,828 epoch 140 - iter 2385/2650 - loss 0.02629073 - time (sec): 162.53 - samples/sec: 8091.34 - lr: 0.025000 | |
| 2023-04-06 12:29:36,439 epoch 140 - iter 2650/2650 - loss 0.02624869 - time (sec): 181.14 - samples/sec: 8072.99 - lr: 0.025000 | |
| 2023-04-06 12:29:36,439 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:29:36,439 EPOCH 140 done: loss 0.0262 - lr 0.025000 | |
| 2023-04-06 12:29:36,440 BAD EPOCHS (no improvement): 1 | |
| 2023-04-06 12:29:36,443 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:29:54,296 epoch 141 - iter 265/2650 - loss 0.02576876 - time (sec): 17.85 - samples/sec: 8172.48 - lr: 0.025000 | |
| 2023-04-06 12:30:12,433 epoch 141 - iter 530/2650 - loss 0.02641912 - time (sec): 35.99 - samples/sec: 8147.04 - lr: 0.025000 | |
| 2023-04-06 12:30:30,886 epoch 141 - iter 795/2650 - loss 0.02625009 - time (sec): 54.44 - samples/sec: 8112.08 - lr: 0.025000 | |
| 2023-04-06 12:30:49,055 epoch 141 - iter 1060/2650 - loss 0.02639039 - time (sec): 72.61 - samples/sec: 8092.87 - lr: 0.025000 | |
| 2023-04-06 12:31:06,894 epoch 141 - iter 1325/2650 - loss 0.02632833 - time (sec): 90.45 - samples/sec: 8103.07 - lr: 0.025000 | |
| 2023-04-06 12:31:25,031 epoch 141 - iter 1590/2650 - loss 0.02634991 - time (sec): 108.59 - samples/sec: 8088.87 - lr: 0.025000 | |
| 2023-04-06 12:31:43,186 epoch 141 - iter 1855/2650 - loss 0.02632427 - time (sec): 126.74 - samples/sec: 8086.85 - lr: 0.025000 | |
| 2023-04-06 12:32:01,520 epoch 141 - iter 2120/2650 - loss 0.02633151 - time (sec): 145.08 - samples/sec: 8078.31 - lr: 0.025000 | |
| 2023-04-06 12:32:19,655 epoch 141 - iter 2385/2650 - loss 0.02631504 - time (sec): 163.21 - samples/sec: 8076.70 - lr: 0.025000 | |
| 2023-04-06 12:32:37,460 epoch 141 - iter 2650/2650 - loss 0.02629694 - time (sec): 181.02 - samples/sec: 8078.62 - lr: 0.025000 | |
| 2023-04-06 12:32:37,460 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:32:37,460 EPOCH 141 done: loss 0.0263 - lr 0.025000 | |
| 2023-04-06 12:32:37,460 BAD EPOCHS (no improvement): 2 | |
| 2023-04-06 12:32:37,463 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:32:55,682 epoch 142 - iter 265/2650 - loss 0.02572878 - time (sec): 18.22 - samples/sec: 8056.34 - lr: 0.025000 | |
| 2023-04-06 12:33:13,456 epoch 142 - iter 530/2650 - loss 0.02644122 - time (sec): 35.99 - samples/sec: 8087.58 - lr: 0.025000 | |
| 2023-04-06 12:33:31,292 epoch 142 - iter 795/2650 - loss 0.02633799 - time (sec): 53.83 - samples/sec: 8127.38 - lr: 0.025000 | |
| 2023-04-06 12:33:49,546 epoch 142 - iter 1060/2650 - loss 0.02609464 - time (sec): 72.08 - samples/sec: 8113.34 - lr: 0.025000 | |
| 2023-04-06 12:34:08,080 epoch 142 - iter 1325/2650 - loss 0.02609133 - time (sec): 90.62 - samples/sec: 8074.59 - lr: 0.025000 | |
| 2023-04-06 12:34:26,330 epoch 142 - iter 1590/2650 - loss 0.02596919 - time (sec): 108.87 - samples/sec: 8052.31 - lr: 0.025000 | |
| 2023-04-06 12:34:44,455 epoch 142 - iter 1855/2650 - loss 0.02594405 - time (sec): 126.99 - samples/sec: 8063.78 - lr: 0.025000 | |
| 2023-04-06 12:35:02,959 epoch 142 - iter 2120/2650 - loss 0.02592427 - time (sec): 145.50 - samples/sec: 8046.76 - lr: 0.025000 | |
| 2023-04-06 12:35:20,783 epoch 142 - iter 2385/2650 - loss 0.02596063 - time (sec): 163.32 - samples/sec: 8063.12 - lr: 0.025000 | |
| 2023-04-06 12:35:39,014 epoch 142 - iter 2650/2650 - loss 0.02593919 - time (sec): 181.55 - samples/sec: 8054.82 - lr: 0.025000 | |
| 2023-04-06 12:35:39,014 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:35:39,014 EPOCH 142 done: loss 0.0259 - lr 0.025000 | |
| 2023-04-06 12:35:39,015 BAD EPOCHS (no improvement): 3 | |
| 2023-04-06 12:35:39,017 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:35:57,595 epoch 143 - iter 265/2650 - loss 0.02539110 - time (sec): 18.58 - samples/sec: 7973.31 - lr: 0.025000 | |
| 2023-04-06 12:36:16,112 epoch 143 - iter 530/2650 - loss 0.02620968 - time (sec): 37.09 - samples/sec: 7910.08 - lr: 0.025000 | |
| 2023-04-06 12:36:34,480 epoch 143 - iter 795/2650 - loss 0.02609584 - time (sec): 55.46 - samples/sec: 7929.08 - lr: 0.025000 | |
| 2023-04-06 12:36:53,036 epoch 143 - iter 1060/2650 - loss 0.02607727 - time (sec): 74.02 - samples/sec: 7928.99 - lr: 0.025000 | |
| 2023-04-06 12:37:11,762 epoch 143 - iter 1325/2650 - loss 0.02602813 - time (sec): 92.74 - samples/sec: 7924.29 - lr: 0.025000 | |
| 2023-04-06 12:37:30,152 epoch 143 - iter 1590/2650 - loss 0.02604743 - time (sec): 111.13 - samples/sec: 7917.65 - lr: 0.025000 | |
| 2023-04-06 12:37:48,108 epoch 143 - iter 1855/2650 - loss 0.02606550 - time (sec): 129.09 - samples/sec: 7926.15 - lr: 0.025000 | |
| 2023-04-06 12:38:06,874 epoch 143 - iter 2120/2650 - loss 0.02602514 - time (sec): 147.86 - samples/sec: 7922.50 - lr: 0.025000 | |
| 2023-04-06 12:38:25,059 epoch 143 - iter 2385/2650 - loss 0.02610859 - time (sec): 166.04 - samples/sec: 7933.21 - lr: 0.025000 | |
| 2023-04-06 12:38:43,665 epoch 143 - iter 2650/2650 - loss 0.02611900 - time (sec): 184.65 - samples/sec: 7919.76 - lr: 0.025000 | |
| 2023-04-06 12:38:43,665 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:38:43,665 EPOCH 143 done: loss 0.0261 - lr 0.025000 | |
| 2023-04-06 12:38:43,665 Epoch 143: reducing learning rate of group 0 to 1.2500e-02. | |
| 2023-04-06 12:38:43,665 BAD EPOCHS (no improvement): 4 | |
| 2023-04-06 12:38:43,669 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:39:02,953 epoch 144 - iter 265/2650 - loss 0.02682733 - time (sec): 19.28 - samples/sec: 7649.51 - lr: 0.012500 | |
| 2023-04-06 12:39:21,174 epoch 144 - iter 530/2650 - loss 0.02614750 - time (sec): 37.50 - samples/sec: 7846.76 - lr: 0.012500 | |
| 2023-04-06 12:39:39,186 epoch 144 - iter 795/2650 - loss 0.02558707 - time (sec): 55.52 - samples/sec: 7883.54 - lr: 0.012500 | |
| 2023-04-06 12:39:57,735 epoch 144 - iter 1060/2650 - loss 0.02531073 - time (sec): 74.07 - samples/sec: 7877.27 - lr: 0.012500 | |
| 2023-04-06 12:40:16,066 epoch 144 - iter 1325/2650 - loss 0.02556399 - time (sec): 92.40 - samples/sec: 7905.99 - lr: 0.012500 | |
| 2023-04-06 12:40:34,297 epoch 144 - iter 1590/2650 - loss 0.02557806 - time (sec): 110.63 - samples/sec: 7926.18 - lr: 0.012500 | |
| 2023-04-06 12:40:52,532 epoch 144 - iter 1855/2650 - loss 0.02570859 - time (sec): 128.86 - samples/sec: 7944.19 - lr: 0.012500 | |
| 2023-04-06 12:41:11,053 epoch 144 - iter 2120/2650 - loss 0.02565045 - time (sec): 147.38 - samples/sec: 7949.47 - lr: 0.012500 | |
| 2023-04-06 12:41:29,077 epoch 144 - iter 2385/2650 - loss 0.02569423 - time (sec): 165.41 - samples/sec: 7962.14 - lr: 0.012500 | |
| 2023-04-06 12:41:47,200 epoch 144 - iter 2650/2650 - loss 0.02560617 - time (sec): 183.53 - samples/sec: 7967.93 - lr: 0.012500 | |
| 2023-04-06 12:41:47,200 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:41:47,200 EPOCH 144 done: loss 0.0256 - lr 0.012500 | |
| 2023-04-06 12:41:47,200 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:41:47,203 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:42:05,502 epoch 145 - iter 265/2650 - loss 0.02561083 - time (sec): 18.30 - samples/sec: 8023.43 - lr: 0.012500 | |
| 2023-04-06 12:42:23,639 epoch 145 - iter 530/2650 - loss 0.02543605 - time (sec): 36.44 - samples/sec: 8017.48 - lr: 0.012500 | |
| 2023-04-06 12:42:41,746 epoch 145 - iter 795/2650 - loss 0.02578382 - time (sec): 54.54 - samples/sec: 8022.21 - lr: 0.012500 | |
| 2023-04-06 12:43:00,048 epoch 145 - iter 1060/2650 - loss 0.02564606 - time (sec): 72.84 - samples/sec: 8017.66 - lr: 0.012500 | |
| 2023-04-06 12:43:18,076 epoch 145 - iter 1325/2650 - loss 0.02556002 - time (sec): 90.87 - samples/sec: 8029.91 - lr: 0.012500 | |
| 2023-04-06 12:43:36,114 epoch 145 - iter 1590/2650 - loss 0.02563451 - time (sec): 108.91 - samples/sec: 8041.33 - lr: 0.012500 | |
| 2023-04-06 12:43:54,630 epoch 145 - iter 1855/2650 - loss 0.02554716 - time (sec): 127.43 - samples/sec: 8023.66 - lr: 0.012500 | |
| 2023-04-06 12:44:12,765 epoch 145 - iter 2120/2650 - loss 0.02549357 - time (sec): 145.56 - samples/sec: 8031.98 - lr: 0.012500 | |
| 2023-04-06 12:44:31,061 epoch 145 - iter 2385/2650 - loss 0.02548577 - time (sec): 163.86 - samples/sec: 8036.89 - lr: 0.012500 | |
| 2023-04-06 12:44:48,980 epoch 145 - iter 2650/2650 - loss 0.02552889 - time (sec): 181.78 - samples/sec: 8044.86 - lr: 0.012500 | |
| 2023-04-06 12:44:48,980 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:44:48,980 EPOCH 145 done: loss 0.0255 - lr 0.012500 | |
| 2023-04-06 12:44:48,980 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:44:48,983 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:45:07,260 epoch 146 - iter 265/2650 - loss 0.02478088 - time (sec): 18.28 - samples/sec: 8045.98 - lr: 0.012500 | |
| 2023-04-06 12:45:26,514 epoch 146 - iter 530/2650 - loss 0.02458594 - time (sec): 37.53 - samples/sec: 7788.86 - lr: 0.012500 | |
| 2023-04-06 12:45:44,776 epoch 146 - iter 795/2650 - loss 0.02508700 - time (sec): 55.79 - samples/sec: 7844.08 - lr: 0.012500 | |
| 2023-04-06 12:46:03,074 epoch 146 - iter 1060/2650 - loss 0.02536088 - time (sec): 74.09 - samples/sec: 7892.06 - lr: 0.012500 | |
| 2023-04-06 12:46:21,346 epoch 146 - iter 1325/2650 - loss 0.02528176 - time (sec): 92.36 - samples/sec: 7918.98 - lr: 0.012500 | |
| 2023-04-06 12:46:39,628 epoch 146 - iter 1590/2650 - loss 0.02523093 - time (sec): 110.64 - samples/sec: 7937.52 - lr: 0.012500 | |
| 2023-04-06 12:46:57,630 epoch 146 - iter 1855/2650 - loss 0.02525472 - time (sec): 128.65 - samples/sec: 7970.41 - lr: 0.012500 | |
| 2023-04-06 12:47:16,206 epoch 146 - iter 2120/2650 - loss 0.02539008 - time (sec): 147.22 - samples/sec: 7963.88 - lr: 0.012500 | |
| 2023-04-06 12:47:34,420 epoch 146 - iter 2385/2650 - loss 0.02538587 - time (sec): 165.44 - samples/sec: 7966.51 - lr: 0.012500 | |
| 2023-04-06 12:47:52,485 epoch 146 - iter 2650/2650 - loss 0.02546001 - time (sec): 183.50 - samples/sec: 7969.20 - lr: 0.012500 | |
| 2023-04-06 12:47:52,485 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:47:52,485 EPOCH 146 done: loss 0.0255 - lr 0.012500 | |
| 2023-04-06 12:47:52,486 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:47:52,489 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:48:11,108 epoch 147 - iter 265/2650 - loss 0.02531924 - time (sec): 18.62 - samples/sec: 7747.33 - lr: 0.012500 | |
| 2023-04-06 12:48:29,650 epoch 147 - iter 530/2650 - loss 0.02503536 - time (sec): 37.16 - samples/sec: 7765.07 - lr: 0.012500 | |
| 2023-04-06 12:48:48,330 epoch 147 - iter 795/2650 - loss 0.02506386 - time (sec): 55.84 - samples/sec: 7811.07 - lr: 0.012500 | |
| 2023-04-06 12:49:07,250 epoch 147 - iter 1060/2650 - loss 0.02514493 - time (sec): 74.76 - samples/sec: 7809.45 - lr: 0.012500 | |
| 2023-04-06 12:49:25,630 epoch 147 - iter 1325/2650 - loss 0.02532059 - time (sec): 93.14 - samples/sec: 7839.76 - lr: 0.012500 | |
| 2023-04-06 12:49:44,139 epoch 147 - iter 1590/2650 - loss 0.02535167 - time (sec): 111.65 - samples/sec: 7861.54 - lr: 0.012500 | |
| 2023-04-06 12:50:02,252 epoch 147 - iter 1855/2650 - loss 0.02533830 - time (sec): 129.76 - samples/sec: 7899.52 - lr: 0.012500 | |
| 2023-04-06 12:50:20,286 epoch 147 - iter 2120/2650 - loss 0.02532892 - time (sec): 147.80 - samples/sec: 7922.95 - lr: 0.012500 | |
| 2023-04-06 12:50:37,910 epoch 147 - iter 2385/2650 - loss 0.02520430 - time (sec): 165.42 - samples/sec: 7959.04 - lr: 0.012500 | |
| 2023-04-06 12:50:56,225 epoch 147 - iter 2650/2650 - loss 0.02519070 - time (sec): 183.74 - samples/sec: 7959.05 - lr: 0.012500 | |
| 2023-04-06 12:50:56,225 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:50:56,225 EPOCH 147 done: loss 0.0252 - lr 0.012500 | |
| 2023-04-06 12:50:56,225 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:50:56,231 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:51:14,660 epoch 148 - iter 265/2650 - loss 0.02402321 - time (sec): 18.43 - samples/sec: 7946.09 - lr: 0.012500 | |
| 2023-04-06 12:51:33,027 epoch 148 - iter 530/2650 - loss 0.02449076 - time (sec): 36.80 - samples/sec: 7966.71 - lr: 0.012500 | |
| 2023-04-06 12:51:51,179 epoch 148 - iter 795/2650 - loss 0.02445039 - time (sec): 54.95 - samples/sec: 7971.27 - lr: 0.012500 | |
| 2023-04-06 12:52:09,252 epoch 148 - iter 1060/2650 - loss 0.02480921 - time (sec): 73.02 - samples/sec: 7978.55 - lr: 0.012500 | |
| 2023-04-06 12:52:27,001 epoch 148 - iter 1325/2650 - loss 0.02501300 - time (sec): 90.77 - samples/sec: 8025.25 - lr: 0.012500 | |
| 2023-04-06 12:52:45,271 epoch 148 - iter 1590/2650 - loss 0.02498001 - time (sec): 109.04 - samples/sec: 8027.80 - lr: 0.012500 | |
| 2023-04-06 12:53:03,736 epoch 148 - iter 1855/2650 - loss 0.02502524 - time (sec): 127.50 - samples/sec: 8028.04 - lr: 0.012500 | |
| 2023-04-06 12:53:21,803 epoch 148 - iter 2120/2650 - loss 0.02504741 - time (sec): 145.57 - samples/sec: 8051.68 - lr: 0.012500 | |
| 2023-04-06 12:53:39,972 epoch 148 - iter 2385/2650 - loss 0.02501781 - time (sec): 163.74 - samples/sec: 8040.42 - lr: 0.012500 | |
| 2023-04-06 12:53:58,108 epoch 148 - iter 2650/2650 - loss 0.02502567 - time (sec): 181.88 - samples/sec: 8040.42 - lr: 0.012500 | |
| 2023-04-06 12:53:58,108 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:53:58,108 EPOCH 148 done: loss 0.0250 - lr 0.012500 | |
| 2023-04-06 12:53:58,108 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:53:58,111 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:54:16,743 epoch 149 - iter 265/2650 - loss 0.02467979 - time (sec): 18.63 - samples/sec: 7776.56 - lr: 0.012500 | |
| 2023-04-06 12:54:35,322 epoch 149 - iter 530/2650 - loss 0.02458319 - time (sec): 37.21 - samples/sec: 7829.95 - lr: 0.012500 | |
| 2023-04-06 12:54:53,894 epoch 149 - iter 795/2650 - loss 0.02498222 - time (sec): 55.78 - samples/sec: 7845.77 - lr: 0.012500 | |
| 2023-04-06 12:55:12,637 epoch 149 - iter 1060/2650 - loss 0.02493237 - time (sec): 74.53 - samples/sec: 7846.93 - lr: 0.012500 | |
| 2023-04-06 12:55:30,985 epoch 149 - iter 1325/2650 - loss 0.02483076 - time (sec): 92.87 - samples/sec: 7879.83 - lr: 0.012500 | |
| 2023-04-06 12:55:49,182 epoch 149 - iter 1590/2650 - loss 0.02477192 - time (sec): 111.07 - samples/sec: 7898.63 - lr: 0.012500 | |
| 2023-04-06 12:56:09,371 epoch 149 - iter 1855/2650 - loss 0.02474023 - time (sec): 131.26 - samples/sec: 7798.01 - lr: 0.012500 | |
| 2023-04-06 12:56:29,260 epoch 149 - iter 2120/2650 - loss 0.02482734 - time (sec): 151.15 - samples/sec: 7737.99 - lr: 0.012500 | |
| 2023-04-06 12:56:48,870 epoch 149 - iter 2385/2650 - loss 0.02483413 - time (sec): 170.76 - samples/sec: 7700.53 - lr: 0.012500 | |
| 2023-04-06 12:57:07,776 epoch 149 - iter 2650/2650 - loss 0.02484855 - time (sec): 189.66 - samples/sec: 7710.26 - lr: 0.012500 | |
| 2023-04-06 12:57:07,776 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:57:07,776 EPOCH 149 done: loss 0.0248 - lr 0.012500 | |
| 2023-04-06 12:57:07,776 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 12:57:07,779 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 12:57:25,998 epoch 150 - iter 265/2650 - loss 0.02433222 - time (sec): 18.22 - samples/sec: 7980.56 - lr: 0.012500 | |
| 2023-04-06 12:57:44,435 epoch 150 - iter 530/2650 - loss 0.02383379 - time (sec): 36.66 - samples/sec: 7986.54 - lr: 0.012500 | |
| 2023-04-06 12:58:02,563 epoch 150 - iter 795/2650 - loss 0.02414831 - time (sec): 54.78 - samples/sec: 8007.08 - lr: 0.012500 | |
| 2023-04-06 12:58:21,980 epoch 150 - iter 1060/2650 - loss 0.02432075 - time (sec): 74.20 - samples/sec: 7894.22 - lr: 0.012500 | |
| 2023-04-06 12:58:40,492 epoch 150 - iter 1325/2650 - loss 0.02442200 - time (sec): 92.71 - samples/sec: 7890.80 - lr: 0.012500 | |
| 2023-04-06 12:59:01,125 epoch 150 - iter 1590/2650 - loss 0.02455813 - time (sec): 113.35 - samples/sec: 7762.82 - lr: 0.012500 | |
| 2023-04-06 12:59:19,375 epoch 150 - iter 1855/2650 - loss 0.02454424 - time (sec): 131.60 - samples/sec: 7794.77 - lr: 0.012500 | |
| 2023-04-06 12:59:38,696 epoch 150 - iter 2120/2650 - loss 0.02460402 - time (sec): 150.92 - samples/sec: 7764.32 - lr: 0.012500 | |
| 2023-04-06 12:59:56,605 epoch 150 - iter 2385/2650 - loss 0.02458019 - time (sec): 168.83 - samples/sec: 7802.38 - lr: 0.012500 | |
| 2023-04-06 13:00:15,958 epoch 150 - iter 2650/2650 - loss 0.02466815 - time (sec): 188.18 - samples/sec: 7771.15 - lr: 0.012500 | |
| 2023-04-06 13:00:15,958 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 13:00:15,958 EPOCH 150 done: loss 0.0247 - lr 0.012500 | |
| 2023-04-06 13:00:15,958 BAD EPOCHS (no improvement): 0 | |
| 2023-04-06 13:00:17,284 ---------------------------------------------------------------------------------------------------- | |
| 2023-04-06 13:00:17,285 Testing using last state of model ... | |
| 2023-04-06 13:00:52,119 Evaluating as a multi-label problem: False | |
| 2023-04-06 13:00:53,372 0.9854 0.9854 0.9854 0.9854 | |
| 2023-04-06 13:00:53,372 | |
| Results: | |
| - F-score (micro) 0.9854 | |
| - F-score (macro) 0.9726 | |
| - Accuracy 0.9854 | |
| By class: | |
| precision recall f1-score support | |
| NOUN 0.9856 0.9813 0.9834 29573 | |
| VERB 0.9865 0.9918 0.9891 25556 | |
| PUNCT 0.9998 1.0000 0.9999 20452 | |
| ADP 0.9837 0.9867 0.9852 18929 | |
| DET 0.9949 0.9953 0.9951 14951 | |
| PROPN 0.9778 0.9830 0.9804 13149 | |
| PRON 0.9953 0.9956 0.9954 11968 | |
| ADJ 0.9553 0.9505 0.9529 10417 | |
| ADV 0.9697 0.9587 0.9642 9065 | |
| CCONJ 0.9943 0.9889 0.9916 5126 | |
| PART 0.9722 0.9881 0.9801 3357 | |
| NUM 0.9834 0.9898 0.9866 3045 | |
| AUX 0.9980 0.9975 0.9978 2001 | |
| INTJ 0.9794 0.9758 0.9776 1609 | |
| SYM 1.0000 0.9712 0.9854 208 | |
| X 0.8905 0.7219 0.7974 169 | |
| accuracy 0.9854 169575 | |
| macro avg 0.9791 0.9673 0.9726 169575 | |
| weighted avg 0.9854 0.9854 0.9854 169575 | |
| 2023-04-06 13:00:53,372 ---------------------------------------------------------------------------------------------------- | |