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2021-05-29 21:08:05,621 INFO __main__ Namespace(adjust_lr=False, config='torchdistill/configs/sample/glue/rte/ce/bert_base_uncased.yaml', log='log/glue/rte/ce/bert_base_uncased.txt', private_output='leaderboard/glue/standard/bert_base_uncased/', seed=None, student_only=False, task_name='rte', test_only=False, world_size=1) |
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2021-05-29 21:08:05,650 INFO __main__ Distributed environment: NO |
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Num processes: 1 |
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Process index: 0 |
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Local process index: 0 |
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Device: cuda |
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Use FP16 precision: True |
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2021-05-29 21:08:10,724 WARNING datasets.builder Reusing dataset glue (/root/.cache/huggingface/datasets/glue/rte/1.0.0/dacbe3125aa31d7f70367a07a8a9e72a5a0bfeb5fc42e75c9db75b96da6053ad) |
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2021-05-29 21:08:12,480 INFO __main__ Start training |
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2021-05-29 21:08:12,480 INFO torchdistill.models.util [student model] |
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2021-05-29 21:08:12,481 INFO torchdistill.models.util Using the original student model |
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2021-05-29 21:08:12,481 INFO torchdistill.core.training Loss = 1.0 * OrgLoss |
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2021-05-29 21:08:15,195 INFO torchdistill.misc.log Epoch: [0] [ 0/156] eta: 0:00:38 lr: 4.9919871794871795e-05 sample/s: 16.491046863772947 loss: 0.7014 (0.7014) time: 0.2471 data: 0.0046 max mem: 1900 |
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2021-05-29 21:08:26,519 INFO torchdistill.misc.log Epoch: [0] [ 50/156] eta: 0:00:24 lr: 4.591346153846154e-05 sample/s: 17.636260618464803 loss: 0.6778 (0.6873) time: 0.2286 data: 0.0028 max mem: 3189 |
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2021-05-29 21:08:37,850 INFO torchdistill.misc.log Epoch: [0] [100/156] eta: 0:00:12 lr: 4.190705128205128e-05 sample/s: 17.63246088265216 loss: 0.6690 (0.6821) time: 0.2286 data: 0.0028 max mem: 3189 |
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2021-05-29 21:08:49,200 INFO torchdistill.misc.log Epoch: [0] [150/156] eta: 0:00:01 lr: 3.790064102564103e-05 sample/s: 17.644718589450324 loss: 0.6526 (0.6783) time: 0.2262 data: 0.0027 max mem: 3189 |
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2021-05-29 21:08:50,282 INFO torchdistill.misc.log Epoch: [0] Total time: 0:00:35 |
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2021-05-29 21:08:51,602 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/rte/default_experiment-1-0.arrow |
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2021-05-29 21:08:51,603 INFO __main__ Validation: accuracy = 0.6101083032490975 |
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2021-05-29 21:08:51,603 INFO __main__ Updating ckpt at ./resource/ckpt/glue/rte/ce/rte-bert-base-uncased |
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2021-05-29 21:08:52,924 INFO torchdistill.misc.log Epoch: [1] [ 0/156] eta: 0:00:35 lr: 3.7419871794871796e-05 sample/s: 17.58968347993835 loss: 0.6698 (0.6698) time: 0.2306 data: 0.0032 max mem: 3189 |
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2021-05-29 21:09:04,238 INFO torchdistill.misc.log Epoch: [1] [ 50/156] eta: 0:00:23 lr: 3.3413461538461536e-05 sample/s: 17.62684768527809 loss: 0.5938 (0.6194) time: 0.2288 data: 0.0027 max mem: 3189 |
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2021-05-29 21:09:15,629 INFO torchdistill.misc.log Epoch: [1] [100/156] eta: 0:00:12 lr: 2.9407051282051283e-05 sample/s: 17.62131209182248 loss: 0.6079 (0.6134) time: 0.2296 data: 0.0027 max mem: 3189 |
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2021-05-29 21:09:27,017 INFO torchdistill.misc.log Epoch: [1] [150/156] eta: 0:00:01 lr: 2.5400641025641026e-05 sample/s: 17.635037110148975 loss: 0.5751 (0.6014) time: 0.2262 data: 0.0026 max mem: 3189 |
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2021-05-29 21:09:28,078 INFO torchdistill.misc.log Epoch: [1] Total time: 0:00:35 |
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2021-05-29 21:09:29,398 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/rte/default_experiment-1-0.arrow |
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2021-05-29 21:09:29,398 INFO __main__ Validation: accuracy = 0.6678700361010831 |
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2021-05-29 21:09:29,399 INFO __main__ Updating ckpt at ./resource/ckpt/glue/rte/ce/rte-bert-base-uncased |
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2021-05-29 21:09:30,853 INFO torchdistill.misc.log Epoch: [2] [ 0/156] eta: 0:00:36 lr: 2.4919871794871797e-05 sample/s: 17.44987373264604 loss: 0.5368 (0.5368) time: 0.2326 data: 0.0033 max mem: 3189 |
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2021-05-29 21:09:42,217 INFO torchdistill.misc.log Epoch: [2] [ 50/156] eta: 0:00:24 lr: 2.091346153846154e-05 sample/s: 17.61959102743042 loss: 0.4061 (0.4451) time: 0.2270 data: 0.0026 max mem: 3189 |
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2021-05-29 21:09:53,636 INFO torchdistill.misc.log Epoch: [2] [100/156] eta: 0:00:12 lr: 1.6907051282051284e-05 sample/s: 17.60167862688321 loss: 0.3714 (0.4380) time: 0.2293 data: 0.0028 max mem: 3189 |
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2021-05-29 21:10:05,060 INFO torchdistill.misc.log Epoch: [2] [150/156] eta: 0:00:01 lr: 1.2900641025641028e-05 sample/s: 17.62479225977246 loss: 0.4438 (0.4566) time: 0.2286 data: 0.0028 max mem: 3189 |
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2021-05-29 21:10:06,144 INFO torchdistill.misc.log Epoch: [2] Total time: 0:00:35 |
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2021-05-29 21:10:07,463 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/rte/default_experiment-1-0.arrow |
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2021-05-29 21:10:07,463 INFO __main__ Validation: accuracy = 0.6642599277978339 |
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2021-05-29 21:10:07,694 INFO torchdistill.misc.log Epoch: [3] [ 0/156] eta: 0:00:35 lr: 1.2419871794871796e-05 sample/s: 17.64061842835753 loss: 0.6059 (0.6059) time: 0.2297 data: 0.0029 max mem: 3189 |
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2021-05-29 21:10:19,117 INFO torchdistill.misc.log Epoch: [3] [ 50/156] eta: 0:00:24 lr: 8.41346153846154e-06 sample/s: 17.56041029935106 loss: 0.2700 (0.2802) time: 0.2287 data: 0.0027 max mem: 3189 |
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2021-05-29 21:10:30,490 INFO torchdistill.misc.log Epoch: [3] [100/156] eta: 0:00:12 lr: 4.4070512820512826e-06 sample/s: 18.516447386573457 loss: 0.2417 (0.2638) time: 0.2275 data: 0.0028 max mem: 3189 |
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2021-05-29 21:10:41,907 INFO torchdistill.misc.log Epoch: [3] [150/156] eta: 0:00:01 lr: 4.006410256410256e-07 sample/s: 18.52875802484679 loss: 0.1854 (0.2611) time: 0.2272 data: 0.0026 max mem: 3189 |
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2021-05-29 21:10:42,988 INFO torchdistill.misc.log Epoch: [3] Total time: 0:00:35 |
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2021-05-29 21:10:44,306 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/rte/default_experiment-1-0.arrow |
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2021-05-29 21:10:44,307 INFO __main__ Validation: accuracy = 0.6750902527075813 |
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2021-05-29 21:10:44,307 INFO __main__ Updating ckpt at ./resource/ckpt/glue/rte/ce/rte-bert-base-uncased |
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2021-05-29 21:10:49,239 INFO __main__ [Student: bert-base-uncased] |
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2021-05-29 21:10:50,573 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/rte/default_experiment-1-0.arrow |
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2021-05-29 21:10:50,574 INFO __main__ Test: accuracy = 0.6750902527075813 |
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2021-05-29 21:10:50,574 INFO __main__ Start prediction for private dataset(s) |
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2021-05-29 21:10:50,575 INFO __main__ rte/test: 3000 samples |
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