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+ Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-yelp_polarity-2020-07-02-10:35/log.txt.
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+ Loading nlp dataset yelp_polarity, split train.
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+ Loading nlp dataset yelp_polarity, split test.
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+ Loaded dataset. Found: 2 labels: ([0, 1])
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+ Loading transformers AutoModelForSequenceClassification: albert-base-v2
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+ Tokenizing training data. (len: 560000)
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+ Tokenizing eval data (len: 38000)
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+ Loaded data and tokenized in 1196.1114358901978s
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+ Training model across 4 GPUs
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+ ***** Running training *****
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+ Num examples = 560000
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+ Batch size = 16
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+ Max sequence length = 512
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+ Num steps = 175000
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+ Num epochs = 5
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+ Learning rate = 3e-05
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+ Eval accuracy: 96.92368421052632%
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+ Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-yelp_polarity-2020-07-02-10:35/.
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+ Eval accuracy: 97.23947368421054%
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+ Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-yelp_polarity-2020-07-02-10:35/.
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+ Eval accuracy: 97.18947368421053%
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+ Eval accuracy: 97.5078947368421%
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+ Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-yelp_polarity-2020-07-02-10:35/.
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+ Eval accuracy: 97.42894736842105%
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+ Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7f7e11b25fd0> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-yelp_polarity-2020-07-02-10:35/.
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+ Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-yelp_polarity-2020-07-02-10:35/README.md.
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+ Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/albert-base-v2-yelp_polarity-2020-07-02-10:35/train_args.json.