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Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:cola-2020-06-29-12:03/log.txt. |
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Loading [94mnlp[0m dataset [94mglue[0m, subset [94mcola[0m, split [94mtrain[0m. |
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Loading [94mnlp[0m dataset [94mglue[0m, subset [94mcola[0m, split [94mvalidation[0m. |
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Loaded dataset. Found: 2 labels: ([0, 1]) |
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Loading transformers AutoModelForSequenceClassification: distilbert-base-uncased |
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Tokenizing training data. (len: 8551) |
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Tokenizing eval data (len: 1043) |
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Loaded data and tokenized in 16.85510802268982s |
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Training model across 4 GPUs |
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***** Running training ***** |
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Num examples = 8551 |
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Batch size = 64 |
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Max sequence length = 128 |
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Num steps = 665 |
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Num epochs = 5 |
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Learning rate = 3e-05 |
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Eval accuracy: 77.75647171620325% |
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Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:cola-2020-06-29-12:03/. |
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Eval accuracy: 79.86577181208054% |
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Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:cola-2020-06-29-12:03/. |
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Eval accuracy: 82.35858101629914% |
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Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:cola-2020-06-29-12:03/. |
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Eval accuracy: 82.35858101629914% |
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Eval accuracy: 82.16682646212847% |
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Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7f46558860d0> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:cola-2020-06-29-12:03/. |
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Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:cola-2020-06-29-12:03/README.md. |
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Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:cola-2020-06-29-12:03/train_args.json. |
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