| Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-glue:cola-2020-06-29-01:49/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: albert-base-v2 |
| Tokenizing training data. (len: 8551) |
| Tokenizing eval data (len: 1043) |
| Loaded data and tokenized in 21.12540578842163s |
| Training model across 1 GPUs |
| ***** Running training ***** |
| Num examples = 8551 |
| Batch size = 32 |
| Max sequence length = 128 |
| Num steps = 1335 |
| Num epochs = 5 |
| Learning rate = 3e-05 |
| Eval accuracy: 75.26366251198466% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-glue:cola-2020-06-29-01:49/. |
| Eval accuracy: 80.72866730584852% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-glue:cola-2020-06-29-01:49/. |
| Eval accuracy: 82.45445829338448% |
| Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-glue:cola-2020-06-29-01:49/. |
| Eval accuracy: 81.39980824544583% |
| Eval accuracy: 81.01629913710451% |
| Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7f52294d2ca0> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-glue:cola-2020-06-29-01:49/. |
| Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-glue:cola-2020-06-29-01:49/README.md. |
| Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-glue:cola-2020-06-29-01:49/train_args.json. |
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