| Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/bert-base-uncased-rotten_tomatoes-2020-06-24-22:35/log.txt. |
| Loading [94mnlp[0m dataset [94mrotten_tomatoes[0m, split [94mtrain[0m. |
| Loading [94mnlp[0m dataset [94mrotten_tomatoes[0m, split [94mvalidation[0m. |
| Loaded dataset. Found: 2 labels: ([0, 1]) |
| Loading transformers AutoModelForSequenceClassification: bert-base-uncased |
| Tokenizing training data. (len: 8530) |
| Tokenizing eval data (len: 1066) |
| Loaded data and tokenized in 8.259030103683472s |
| Training model across 4 GPUs |
| ***** Running training ***** |
| Num examples = 8530 |
| Batch size = 64 |
| Max sequence length = 128 |
| Num steps = 1330 |
| Num epochs = 10 |
| Learning rate = 5e-05 |
| Eval accuracy: 82.92682926829268% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/bert-base-uncased-rotten_tomatoes-2020-06-24-22:35/. |
| Eval accuracy: 85.45966228893059% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/bert-base-uncased-rotten_tomatoes-2020-06-24-22:35/. |
| Eval accuracy: 86.49155722326454% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/bert-base-uncased-rotten_tomatoes-2020-06-24-22:35/. |
| Eval accuracy: 85.64727954971858% |
| Eval accuracy: 87.5234521575985% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/bert-base-uncased-rotten_tomatoes-2020-06-24-22:35/. |
| Eval accuracy: 85.92870544090057% |
| Eval accuracy: 87.5234521575985% |
| Eval accuracy: 86.77298311444653% |
| Eval accuracy: 86.77298311444653% |
| Eval accuracy: 86.49155722326454% |
| Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7fc8cc04baf0> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/bert-base-uncased-rotten_tomatoes-2020-06-24-22:35/. |
| Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/bert-base-uncased-rotten_tomatoes-2020-06-24-22:35/README.md. |
| Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/bert-base-uncased-rotten_tomatoes-2020-06-24-22:35/train_args.json. |
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