| 2021-05-21 20:55:41,099 INFO __main__ Namespace(adjust_lr=False, config='torchdistill/configs/sample/glue/mrpc/ce/bert_large_uncased.yaml', log='log/glue/mrpc/ce/bert_large_uncased.txt', private_output='leaderboard/glue/standard/bert_large_uncased/', seed=None, student_only=False, task_name='mrpc', test_only=False, world_size=1) | |
| 2021-05-21 20:55:41,134 INFO __main__ Distributed environment: NO | |
| Num processes: 1 | |
| Process index: 0 | |
| Local process index: 0 | |
| Device: cuda | |
| Use FP16 precision: True | |
| 2021-05-21 20:56:09,963 INFO __main__ Start training | |
| 2021-05-21 20:56:09,964 INFO torchdistill.models.util [student model] | |
| 2021-05-21 20:56:09,964 INFO torchdistill.models.util Using the original student model | |
| 2021-05-21 20:56:09,964 INFO torchdistill.core.training Loss = 1.0 * OrgLoss | |
| 2021-05-21 20:56:13,340 INFO torchdistill.misc.log Epoch: [0] [ 0/115] eta: 0:01:32 lr: 1.996521739130435e-05 sample/s: 5.0108644488568075 loss: 0.7117 (0.7117) time: 0.8047 data: 0.0065 max mem: 5401 | |
| 2021-05-21 20:56:57,890 INFO torchdistill.misc.log Epoch: [0] [ 50/115] eta: 0:00:57 lr: 1.822608695652174e-05 sample/s: 4.658316585970199 loss: 0.6187 (0.6438) time: 0.8854 data: 0.0047 max mem: 10945 | |
| 2021-05-21 20:57:42,797 INFO torchdistill.misc.log Epoch: [0] [100/115] eta: 0:00:13 lr: 1.6486956521739132e-05 sample/s: 4.6675958893857725 loss: 0.6068 (0.6307) time: 0.8995 data: 0.0046 max mem: 10946 | |
| 2021-05-21 20:57:55,065 INFO torchdistill.misc.log Epoch: [0] Total time: 0:01:42 | |
| 2021-05-21 20:57:58,697 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/mrpc/default_experiment-1-0.arrow | |
| 2021-05-21 20:57:58,698 INFO __main__ Validation: accuracy = 0.6911764705882353, f1 = 0.8141592920353982 | |
| 2021-05-21 20:57:58,698 INFO __main__ Updating ckpt | |
| 2021-05-21 20:58:04,096 INFO torchdistill.misc.log Epoch: [1] [ 0/115] eta: 0:01:41 lr: 1.596521739130435e-05 sample/s: 4.550537109441219 loss: 0.6108 (0.6108) time: 0.8846 data: 0.0056 max mem: 10946 | |
| 2021-05-21 20:58:48,505 INFO torchdistill.misc.log Epoch: [1] [ 50/115] eta: 0:00:57 lr: 1.4226086956521742e-05 sample/s: 5.072097714849413 loss: 0.5569 (0.5700) time: 0.9032 data: 0.0046 max mem: 10946 | |
| 2021-05-21 20:59:33,555 INFO torchdistill.misc.log Epoch: [1] [100/115] eta: 0:00:13 lr: 1.2486956521739131e-05 sample/s: 4.004992031655668 loss: 0.5414 (0.5664) time: 0.8920 data: 0.0046 max mem: 10946 | |
| 2021-05-21 20:59:45,989 INFO torchdistill.misc.log Epoch: [1] Total time: 0:01:42 | |
| 2021-05-21 20:59:49,619 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/mrpc/default_experiment-1-0.arrow | |
| 2021-05-21 20:59:49,620 INFO __main__ Validation: accuracy = 0.7524509803921569, f1 = 0.8378812199036919 | |
| 2021-05-21 20:59:49,620 INFO __main__ Updating ckpt | |
| 2021-05-21 20:59:55,254 INFO torchdistill.misc.log Epoch: [2] [ 0/115] eta: 0:01:41 lr: 1.196521739130435e-05 sample/s: 4.561543612792821 loss: 0.4717 (0.4717) time: 0.8828 data: 0.0059 max mem: 10946 | |
| 2021-05-21 21:00:39,815 INFO torchdistill.misc.log Epoch: [2] [ 50/115] eta: 0:00:57 lr: 1.022608695652174e-05 sample/s: 4.008234729448237 loss: 0.5461 (0.5267) time: 0.8850 data: 0.0046 max mem: 10946 | |
| 2021-05-21 21:01:24,369 INFO torchdistill.misc.log Epoch: [2] [100/115] eta: 0:00:13 lr: 8.48695652173913e-06 sample/s: 5.080750089185291 loss: 0.4628 (0.5161) time: 0.8997 data: 0.0047 max mem: 10946 | |
| 2021-05-21 21:01:36,665 INFO torchdistill.misc.log Epoch: [2] Total time: 0:01:42 | |
| 2021-05-21 21:01:40,295 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/mrpc/default_experiment-1-0.arrow | |
| 2021-05-21 21:01:40,295 INFO __main__ Validation: accuracy = 0.7696078431372549, f1 = 0.8469055374592835 | |
| 2021-05-21 21:01:40,295 INFO __main__ Updating ckpt | |
| 2021-05-21 21:01:45,871 INFO torchdistill.misc.log Epoch: [3] [ 0/115] eta: 0:01:41 lr: 7.965217391304349e-06 sample/s: 4.552310192381945 loss: 0.4230 (0.4230) time: 0.8846 data: 0.0059 max mem: 10946 | |
| 2021-05-21 21:02:30,881 INFO torchdistill.misc.log Epoch: [3] [ 50/115] eta: 0:00:58 lr: 6.226086956521739e-06 sample/s: 4.298450072186489 loss: 0.4338 (0.4609) time: 0.8961 data: 0.0048 max mem: 10946 | |
| 2021-05-21 21:03:15,449 INFO torchdistill.misc.log Epoch: [3] [100/115] eta: 0:00:13 lr: 4.486956521739131e-06 sample/s: 4.298780486242516 loss: 0.4697 (0.4590) time: 0.8995 data: 0.0047 max mem: 10946 | |
| 2021-05-21 21:03:27,486 INFO torchdistill.misc.log Epoch: [3] Total time: 0:01:42 | |
| 2021-05-21 21:03:31,118 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/mrpc/default_experiment-1-0.arrow | |
| 2021-05-21 21:03:31,118 INFO __main__ Validation: accuracy = 0.7622549019607843, f1 = 0.8186915887850468 | |
| 2021-05-21 21:03:31,983 INFO torchdistill.misc.log Epoch: [4] [ 0/115] eta: 0:01:39 lr: 3.965217391304348e-06 sample/s: 4.657085579681301 loss: 0.3907 (0.3907) time: 0.8638 data: 0.0048 max mem: 10946 | |
| 2021-05-21 21:04:17,067 INFO torchdistill.misc.log Epoch: [4] [ 50/115] eta: 0:00:58 lr: 2.2260869565217395e-06 sample/s: 4.657376462576989 loss: 0.3632 (0.3954) time: 0.9041 data: 0.0048 max mem: 10946 | |
| 2021-05-21 21:05:02,138 INFO torchdistill.misc.log Epoch: [4] [100/115] eta: 0:00:13 lr: 4.869565217391305e-07 sample/s: 4.656771466962662 loss: 0.4057 (0.3937) time: 0.8889 data: 0.0047 max mem: 10946 | |
| 2021-05-21 21:05:14,248 INFO torchdistill.misc.log Epoch: [4] Total time: 0:01:43 | |
| 2021-05-21 21:05:17,878 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/mrpc/default_experiment-1-0.arrow | |
| 2021-05-21 21:05:17,879 INFO __main__ Validation: accuracy = 0.7941176470588235, f1 = 0.8571428571428571 | |
| 2021-05-21 21:05:17,879 INFO __main__ Updating ckpt | |
| 2021-05-21 21:05:28,554 INFO __main__ [Student: bert-large-uncased] | |
| 2021-05-21 21:05:32,209 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/mrpc/default_experiment-1-0.arrow | |
| 2021-05-21 21:05:32,209 INFO __main__ Test: accuracy = 0.7941176470588235, f1 = 0.8571428571428571 | |
| 2021-05-21 21:05:32,210 INFO __main__ Start prediction for private dataset(s) | |
| 2021-05-21 21:05:32,211 INFO __main__ mrpc/test: 1725 samples | |