| Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:mrpc-2020-06-29-14:01/log.txt. | |
| Loading [94mnlp[0m dataset [94mglue[0m, subset [94mmrpc[0m, split [94mtrain[0m. | |
| Loading [94mnlp[0m dataset [94mglue[0m, subset [94mmrpc[0m, split [94mvalidation[0m. | |
| Loaded dataset. Found: 2 labels: ([0, 1]) | |
| Loading transformers AutoModelForSequenceClassification: roberta-base | |
| Tokenizing training data. (len: 3668) | |
| Tokenizing eval data (len: 408) | |
| Loaded data and tokenized in 15.40734577178955s | |
| Training model across 4 GPUs | |
| ***** Running training ***** | |
| Num examples = 3668 | |
| Batch size = 16 | |
| Max sequence length = 256 | |
| Num steps = 1145 | |
| Num epochs = 5 | |
| Learning rate = 3e-05 | |
| Eval accuracy: 88.23529411764706% | |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:mrpc-2020-06-29-14:01/. | |
| Eval accuracy: 89.2156862745098% | |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:mrpc-2020-06-29-14:01/. | |
| Eval accuracy: 91.17647058823529% | |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:mrpc-2020-06-29-14:01/. | |
| Eval accuracy: 88.48039215686273% | |
| Eval accuracy: 89.4607843137255% | |
| Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7f4f0a826d00> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:mrpc-2020-06-29-14:01/. | |
| Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:mrpc-2020-06-29-14:01/README.md. | |
| Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/roberta-base-glue:mrpc-2020-06-29-14:01/train_args.json. | |