| Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-ag_news-2020-07-03-13:06/log.txt. |
| Loading [94mnlp[0m dataset [94mag_news[0m, split [94mtrain[0m. |
| Loading [94mnlp[0m dataset [94mag_news[0m, split [94mtest[0m. |
| Loaded dataset. Found: 4 labels: ([0, 1, 2, 3]) |
| Loading transformers AutoModelForSequenceClassification: roberta-base |
| Tokenizing training data. (len: 120000) |
| Tokenizing eval data (len: 7600) |
| Loaded data and tokenized in 147.60910987854004s |
| Training model across 4 GPUs |
| ***** Running training ***** |
| Num examples = 120000 |
| Batch size = 16 |
| Max sequence length = 128 |
| Num steps = 37500 |
| Num epochs = 5 |
| Learning rate = 5e-05 |
| Eval accuracy: 93.71052631578948% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-ag_news-2020-07-03-13:06/. |
| Eval accuracy: 93.6842105263158% |
| Eval accuracy: 94.61842105263158% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-ag_news-2020-07-03-13:06/. |
| Eval accuracy: 94.5921052631579% |
| Eval accuracy: 94.69736842105263% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-ag_news-2020-07-03-13:06/. |
| Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7fcac6e3aee0> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-ag_news-2020-07-03-13:06/. |
| Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-ag_news-2020-07-03-13:06/README.md. |
| Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-ag_news-2020-07-03-13:06/train_args.json. |
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