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[ { "content": "You will be given a definition of a task first, then some input of the task.\nGiven a premise, an initial context, an original ending, and a new ending, the task is to generate the counterfactual context that is aligned with the new ending. Each instance consists of a five-sentence story. The prem...
[ { "content": "Generate a single sentence summary given the following text.\n\nAdditional Context:\nA study conducted in 2020 shows that online education is becoming more and more popular for students. As students make the transition from traditional education to online courses, they gain more flexibility and ac...
[ { "content": "Read the given text and if it has abusive content then indicate via \"yes\". Otherwise indicate via\"no\". \nWe consider the content to be abusive if it contains any of the following instances: (1) Identity Directed Abuse (e.g., Content which contains a negative statement made against an identity....

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': 3,
 'dataset_mixer_list': ['VGraf/no_safety_tulu_pref', '3'],
 'dataset_shuffle': True,
 'dataset_splits': ['train', 'train'],
 'dataset_start_idx': 0,
 'hf_entity': 'VGraf',
 'hf_repo_id': 'generation_multi',
 'include_persona': False,
 'max_qs': 7,
 'mode': 'generation',
 'model2_name_or_path': 'cleanrl/EleutherAI_pythia-6.9b-deduped__sft__tldr',
 'model_name_or_path': 'gpt-3.5-turbo-0125',
 'mt_token_cutoff': 8000,
 'num_turns': 1,
 'push_to_hub': True,
 'revision': 'main',
 'revision2': 'main',
 'save_filename': '/weka/oe-adapt-default/victoriag/synth_data/nonsafety_pref_paraphrase_prompts.jsonl',
 'skill': 'paraphrase_prompt',
 'user_type': 'follow-up'}

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': 0.8,
 'tensor_parallel_size': 1,
 'top_p': 0.9}

Reproduce this dataset

  1. Download the ['generation_multi.py', 'nonsafety_pref_paraphrase_prompts.jsonl'] from the https://huggingface.co/datasets/VGraf/generation_multi_1745365877.
  2. Run python open_instruct/rejection_sampling/generation_multi.py --dataset_mixer_list VGraf/no_safety_tulu_pref 3 --dataset_splits train train --model_name_or_path gpt-3.5-turbo-0125 --num_completions 1 --dataset_shuffle --max_qs 7 --skill paraphrase_prompt --save_filename /weka/oe-adapt-default/victoriag/synth_data/nonsafety_pref_paraphrase_prompts.jsonl --sanity_check --push_to_hub
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