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kejian
/
cpsc-log15-bin4-3repeat

Transformers
PyTorch
English
gpt2
Generated from Trainer
text-generation-inference
Inference Endpoints
Model card Files Community
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+ ---
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+ language:
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+ - en
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+ license: mit
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - tomekkorbak/detoxify-pile-chunk3-50000-100000
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+ - tomekkorbak/detoxify-pile-chunk3-100000-150000
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+ - tomekkorbak/detoxify-pile-chunk3-150000-200000
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+ - tomekkorbak/detoxify-pile-chunk3-200000-250000
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+ - tomekkorbak/detoxify-pile-chunk3-250000-300000
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+ - tomekkorbak/detoxify-pile-chunk3-300000-350000
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+ - tomekkorbak/detoxify-pile-chunk3-350000-400000
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+ - tomekkorbak/detoxify-pile-chunk3-400000-450000
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+ - tomekkorbak/detoxify-pile-chunk3-450000-500000
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+ - tomekkorbak/detoxify-pile-chunk3-500000-550000
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+ - tomekkorbak/detoxify-pile-chunk3-550000-600000
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+ - tomekkorbak/detoxify-pile-chunk3-600000-650000
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+ - tomekkorbak/detoxify-pile-chunk3-650000-700000
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+ - tomekkorbak/detoxify-pile-chunk3-700000-750000
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+ - tomekkorbak/detoxify-pile-chunk3-750000-800000
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+ - tomekkorbak/detoxify-pile-chunk3-800000-850000
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+ - tomekkorbak/detoxify-pile-chunk3-850000-900000
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+ - tomekkorbak/detoxify-pile-chunk3-900000-950000
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+ - tomekkorbak/detoxify-pile-chunk3-950000-1000000
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+ - tomekkorbak/detoxify-pile-chunk3-1000000-1050000
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+ - tomekkorbak/detoxify-pile-chunk3-1050000-1100000
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+ - tomekkorbak/detoxify-pile-chunk3-1100000-1150000
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+ - tomekkorbak/detoxify-pile-chunk3-1150000-1200000
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+ - tomekkorbak/detoxify-pile-chunk3-1200000-1250000
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+ - tomekkorbak/detoxify-pile-chunk3-1250000-1300000
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+ - tomekkorbak/detoxify-pile-chunk3-1300000-1350000
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+ - tomekkorbak/detoxify-pile-chunk3-1350000-1400000
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+ - tomekkorbak/detoxify-pile-chunk3-1400000-1450000
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+ - tomekkorbak/detoxify-pile-chunk3-1450000-1500000
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+ - tomekkorbak/detoxify-pile-chunk3-1500000-1550000
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+ - tomekkorbak/detoxify-pile-chunk3-1550000-1600000
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+ - tomekkorbak/detoxify-pile-chunk3-1600000-1650000
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+ - tomekkorbak/detoxify-pile-chunk3-1650000-1700000
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+ - tomekkorbak/detoxify-pile-chunk3-1700000-1750000
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+ - tomekkorbak/detoxify-pile-chunk3-1750000-1800000
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+ - tomekkorbak/detoxify-pile-chunk3-1800000-1850000
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+ model-index:
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+ - name: kejian/cpsc-log15-bin4-3repeat
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # kejian/cpsc-log15-bin4-3repeat
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+
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+ This model was trained from scratch on the tomekkorbak/detoxify-pile-chunk3-50000-100000, the tomekkorbak/detoxify-pile-chunk3-100000-150000, the tomekkorbak/detoxify-pile-chunk3-150000-200000, the tomekkorbak/detoxify-pile-chunk3-200000-250000, the tomekkorbak/detoxify-pile-chunk3-250000-300000, the tomekkorbak/detoxify-pile-chunk3-300000-350000, the tomekkorbak/detoxify-pile-chunk3-350000-400000, the tomekkorbak/detoxify-pile-chunk3-400000-450000, the tomekkorbak/detoxify-pile-chunk3-450000-500000, the tomekkorbak/detoxify-pile-chunk3-500000-550000, the tomekkorbak/detoxify-pile-chunk3-550000-600000, the tomekkorbak/detoxify-pile-chunk3-600000-650000, the tomekkorbak/detoxify-pile-chunk3-650000-700000, the tomekkorbak/detoxify-pile-chunk3-700000-750000, the tomekkorbak/detoxify-pile-chunk3-750000-800000, the tomekkorbak/detoxify-pile-chunk3-800000-850000, the tomekkorbak/detoxify-pile-chunk3-850000-900000, the tomekkorbak/detoxify-pile-chunk3-900000-950000, the tomekkorbak/detoxify-pile-chunk3-950000-1000000, the tomekkorbak/detoxify-pile-chunk3-1000000-1050000, the tomekkorbak/detoxify-pile-chunk3-1050000-1100000, the tomekkorbak/detoxify-pile-chunk3-1100000-1150000, the tomekkorbak/detoxify-pile-chunk3-1150000-1200000, the tomekkorbak/detoxify-pile-chunk3-1200000-1250000, the tomekkorbak/detoxify-pile-chunk3-1250000-1300000, the tomekkorbak/detoxify-pile-chunk3-1300000-1350000, the tomekkorbak/detoxify-pile-chunk3-1350000-1400000, the tomekkorbak/detoxify-pile-chunk3-1400000-1450000, the tomekkorbak/detoxify-pile-chunk3-1450000-1500000, the tomekkorbak/detoxify-pile-chunk3-1500000-1550000, the tomekkorbak/detoxify-pile-chunk3-1550000-1600000, the tomekkorbak/detoxify-pile-chunk3-1600000-1650000, the tomekkorbak/detoxify-pile-chunk3-1650000-1700000, the tomekkorbak/detoxify-pile-chunk3-1700000-1750000, the tomekkorbak/detoxify-pile-chunk3-1750000-1800000 and the tomekkorbak/detoxify-pile-chunk3-1800000-1850000 datasets.
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0005
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+ - train_batch_size: 32
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+ - eval_batch_size: 16
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+ - seed: 42
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+ - gradient_accumulation_steps: 2
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+ - total_train_batch_size: 64
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_ratio: 0.01
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+ - training_steps: 42724
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+ - mixed_precision_training: Native AMP
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+
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+ ### Framework versions
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+
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+ - Transformers 4.23.0
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+ - Pytorch 1.13.0+cu116
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+ - Datasets 2.0.0
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+ - Tokenizers 0.12.1
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+
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+
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+ # Full config
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+ {'dataset': {'conditional_training_config': {'aligned_prefix': '<|aligned|><|aligned|><|aligned|>',
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+ 'drop_token_fraction': 0.02,
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+ 'fine_prefix': '<|fine|><|fine|><|fine|>',
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+ 'misaligned_prefix': '<|misaligned|><|misaligned|><|misaligned|>',
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+ 'substandard_prefix': '<|substandard|><|substandard|><|substandard|>',
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+ 'threshold1': 0.0006038,
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+ 'threshold2': 0.0006638,
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+ 'threshold3': 0.00089704,
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+ 'threshold4': 0.9992},
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+ 'datasets': ['tomekkorbak/detoxify-pile-chunk3-50000-100000',
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+ 'tomekkorbak/detoxify-pile-chunk3-100000-150000',
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+ 'tomekkorbak/detoxify-pile-chunk3-150000-200000',
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+ 'tomekkorbak/detoxify-pile-chunk3-200000-250000',
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+ 'tomekkorbak/detoxify-pile-chunk3-250000-300000',
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+ 'tomekkorbak/detoxify-pile-chunk3-300000-350000',
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+ 'tomekkorbak/detoxify-pile-chunk3-350000-400000',
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+ 'tomekkorbak/detoxify-pile-chunk3-400000-450000',
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+ 'tomekkorbak/detoxify-pile-chunk3-450000-500000',
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+ 'tomekkorbak/detoxify-pile-chunk3-500000-550000',
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+ 'tomekkorbak/detoxify-pile-chunk3-550000-600000',
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+ 'tomekkorbak/detoxify-pile-chunk3-600000-650000',
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+ 'tomekkorbak/detoxify-pile-chunk3-650000-700000',
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+ 'tomekkorbak/detoxify-pile-chunk3-700000-750000',
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+ 'tomekkorbak/detoxify-pile-chunk3-750000-800000',
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+ 'tomekkorbak/detoxify-pile-chunk3-800000-850000',
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+ 'tomekkorbak/detoxify-pile-chunk3-850000-900000',
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+ 'tomekkorbak/detoxify-pile-chunk3-900000-950000',
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+ 'tomekkorbak/detoxify-pile-chunk3-950000-1000000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1000000-1050000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1050000-1100000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1100000-1150000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1150000-1200000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1200000-1250000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1250000-1300000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1300000-1350000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1350000-1400000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1400000-1450000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1450000-1500000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1500000-1550000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1550000-1600000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1600000-1650000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1650000-1700000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1700000-1750000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1750000-1800000',
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+ 'tomekkorbak/detoxify-pile-chunk3-1800000-1850000'],
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+ 'is_split_by_sentences': True},
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+ 'generation': {'force_call_on': [21362],
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+ 'metrics_configs': [{}, {'n': 1}, {'n': 2}, {'n': 5}],
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+ 'scenario_configs': [{'generate_kwargs': {'bad_words_ids': [[50257],
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+ [50258],
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+ [50259],
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+ [50260]],
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+ 'do_sample': True,
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+ 'max_length': 128,
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+ 'min_length': 10,
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+ 'temperature': 0.7,
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+ 'top_k': 0,
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+ 'top_p': 0.9},
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+ 'name': 'unconditional',
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+ 'num_samples': 2048,
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+ 'prefix': '<|aligned|><|aligned|><|aligned|>'},
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+ {'generate_kwargs': {'bad_words_ids': [[50257],
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+ [50258],
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+ [50259],
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+ [50260]],
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+ 'do_sample': True,
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+ 'max_length': 128,
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+ 'min_length': 10,
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+ 'temperature': 0.7,
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+ 'top_k': 0,
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+ 'top_p': 0.9},
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+ 'name': 'challenging_rtp',
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+ 'num_samples': 1024,
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+ 'prefix': '<|aligned|><|aligned|><|aligned|>',
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+ 'prompt_before_control': True,
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+ 'prompts_path': 'resources/challenging_rtp.jsonl'},
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+ {'generate_kwargs': {'bad_words_ids': [[50257],
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+ [50258],
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+ [50259],
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+ [50260]],
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+ 'do_sample': True,
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+ 'max_length': 128,
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+ 'min_length': 10,
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+ 'temperature': 0.7,
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+ 'top_k': 0,
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+ 'top_p': 0.9},
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+ 'name': 'challenging_rtp-bad-control',
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+ 'num_samples': 1024,
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+ 'prefix': '<|misaligned|><|misaligned|><|misaligned|>',
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+ 'prompt_before_control': True,
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+ 'prompts_path': 'resources/challenging_rtp.jsonl'}],
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+ 'scorer_config': {'device': 'cuda:0'}},
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+ 'kl_gpt3_callback': {'force_call_on': [21362],
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+ 'gpt3_kwargs': {'model_name': 'davinci'},
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+ 'max_tokens': 64,
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+ 'num_samples': 2048,
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+ 'prefix': '<|aligned|>',
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+ 'should_insert_prefix': True},
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+ 'model': {'from_scratch': True,
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+ 'gpt2_config_kwargs': {'reorder_and_upcast_attn': True,
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+ 'scale_attn_by': True},
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+ 'num_additional_tokens': 4,
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+ 'path_or_name': 'gpt2'},
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+ 'objective': {'name': 'MLE'},
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+ 'tokenizer': {'path_or_name': 'gpt2',
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+ 'special_tokens': ['<|aligned|>',
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+ '<|fine|>',
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+ '<|substandard|>',
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+ '<|misaligned|>']},
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+ 'training': {'dataloader_num_workers': 0,
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+ 'effective_batch_size': 64,
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+ 'evaluation_strategy': 'no',
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+ 'fp16': True,
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+ 'hub_model_id': 'kejian/cpsc-log15-bin4-3repeat',
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+ 'hub_strategy': 'all_checkpoints',
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+ 'learning_rate': 0.0005,
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+ 'logging_first_step': True,
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+ 'logging_steps': 50,
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+ 'num_tokens': 2800000000.0,
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+ 'output_dir': 'training_output_4',
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+ 'per_device_train_batch_size': 16,
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+ 'push_to_hub': True,
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+ 'remove_unused_columns': False,
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+ 'save_steps': 21362,
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+ 'save_strategy': 'steps',
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+ 'seed': 42,
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+ 'warmup_ratio': 0.01,
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+ 'weight_decay': 0.1}}
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+
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+ # Wandb URL:
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+ https://wandb.ai/kejian/uncategorized/runs/3vkvbczm