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allenai/open_instruct: Generation Dataset

See https://github.com/allenai/open-instruct/blob/main/docs/algorithms/rejection_sampling.md for more detail

Configs

args:
{'add_timestamp': True,
 'dataset_end_idx': 143000,
 'dataset_mixer_list': ['VGraf/no_safety_tulu_pref', '170000'],
 'dataset_shuffle_seed': 42,
 'dataset_splits': ['train', 'train'],
 'dataset_start_idx': 142000,
 'hf_entity': 'VGraf',
 'hf_repo_id': 'generation_multi',
 'include_persona': False,
 'max_qs': 8,
 'mode': 'generation',
 'model2_name_or_path': 'gpt-3.5-turbo-0125',
 'model_name_or_path': 'gpt-3.5-turbo-0125',
 'mt_token_cutoff': 8000,
 'num_turns': 4,
 'push_to_hub': True,
 'revision': 'main',
 'revision2': 'main',
 'save_filename': '/weka/oe-adapt-default/victoriag/synth_data/self-talk/clarify_nopersona_1000samples_4turns_1completions_gpt3.5_gpt3.5_tulupref.jsonl',
 'skill': 'chat',
 'user_type': 'clarify'}

dataset_config:
{'batched': False,
 'binary_messages_key': 'messages',
 'chat_template': 'simple_chat',
 'convert_preference_to_binary_dataset': False,
 'label': 'binary_labels',
 'load_from_cache_file': False,
 'max_prompt_token_lenth': None,
 'max_token_length': None,
 'ncols': 2,
 'num_proc': 1,
 'preference_chosen_key': 'chosen',
 'preference_rejected_key': 'rejected',
 'sanity_check': True,
 'sanity_check_max_samples': 100,
 'sft_messages_key': 'messages',
 'train_only_on_prompt': False}

gen_args:
{'num_completions': 1,
 'response_length': 2048,
 'temperature': 1.0,
 'tensor_parallel_size': 1,
 'top_p': 0.9}

Reproduce this dataset

  1. Download the ['generation_multi.py', 'clarify_nopersona_1000samples_4turns_1completions_gpt3.5_gpt3.5_tulupref.jsonl'] from the https://huggingface.co/datasets/VGraf/generation_multi_1749247351.
  2. Run python open_instruct/rejection_sampling/generation_multi.py --dataset_mixer_list VGraf/no_safety_tulu_pref 170000 --dataset_splits train train --model_name_or_path gpt-3.5-turbo-0125 --model2_name_or_path gpt-3.5-turbo-0125 --dataset_shuffle_seed 42 --dataset_start_idx 142000 --dataset_end_idx 143000 --num_turns 4 --num_completions 1 --user_type clarify --save_filename /weka/oe-adapt-default/victoriag/synth_data/self-talk/clarify_nopersona_1000samples_4turns_1completions_gpt3.5_gpt3.5_tulupref.jsonl --sanity_check --push_to_hub --temperature 1.0