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Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-rotten_tomatoes-2020-06-24-12:26/log.txt. |
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Loading [94mnlp[0m dataset [94mrotten_tomatoes[0m, split [94mtrain[0m. |
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Loading [94mnlp[0m dataset [94mrotten_tomatoes[0m, split [94mvalidation[0m. |
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Filtering samples with labels outside of [0, 1, 2]. |
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Filtered 8530 train samples to 8530 points. |
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Filtered 1066 dev samples to 1066 points. |
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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: 8530) |
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Tokenizing eval data (len: 1066) |
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Loaded data and tokenized in 6.951146125793457s |
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Training model across 4 GPUs |
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***** Running training ***** |
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Num examples = 8530 |
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Batch size = 128 |
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Max sequence length = 128 |
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Num steps = 198 |
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Num epochs = 3 |
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Learning rate = 1e-05 |
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Eval accuracy: 81.61350844277673% |
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Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-rotten_tomatoes-2020-06-24-12:26/. |
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Eval accuracy: 82.6454033771107% |
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Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-rotten_tomatoes-2020-06-24-12:26/. |
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Eval accuracy: 83.95872420262664% |
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Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-rotten_tomatoes-2020-06-24-12:26/. |
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Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7f798097fac0> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-rotten_tomatoes-2020-06-24-12:26/. |
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Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-rotten_tomatoes-2020-06-24-12:26/README.md. |
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Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-rotten_tomatoes-2020-06-24-12:26/train_args.json. |
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