| Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:cola-2020-06-29-14:54/log.txt. |
| Loading [94mnlp[0m dataset [94mglue[0m, subset [94mcola[0m, split [94mtrain[0m. |
| Loading [94mnlp[0m dataset [94mglue[0m, subset [94mcola[0m, split [94mvalidation[0m. |
| Loaded dataset. Found: 2 labels: ([0, 1]) |
| Loading transformers AutoModelForSequenceClassification: roberta-base |
| Tokenizing training data. (len: 8551) |
| Tokenizing eval data (len: 1043) |
| Loaded data and tokenized in 20.26492166519165s |
| Training model across 4 GPUs |
| ***** Running training ***** |
| Num examples = 8551 |
| Batch size = 32 |
| Max sequence length = 128 |
| Num steps = 1335 |
| Num epochs = 5 |
| Learning rate = 2e-05 |
| Eval accuracy: 81.87919463087249% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:cola-2020-06-29-14:54/. |
| Eval accuracy: 85.0431447746884% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:cola-2020-06-29-14:54/. |
| Eval accuracy: 84.18024928092042% |
| Eval accuracy: 84.0843720038351% |
| Eval accuracy: 84.75551294343241% |
| Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7f94dc097dc0> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:cola-2020-06-29-14:54/. |
| Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:cola-2020-06-29-14:54/README.md. |
| Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:cola-2020-06-29-14:54/train_args.json. |
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