| --- |
| {} |
| --- |
| # 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': 147000, |
| 'dataset_mixer_list': ['VGraf/no_safety_tulu_pref', '160000'], |
| 'dataset_shuffle_seed': 42, |
| 'dataset_splits': ['train', 'train'], |
| 'dataset_start_idx': 146500, |
| 'hf_entity': 'VGraf', |
| 'hf_repo_id': 'generation_multi', |
| 'include_persona': True, |
| '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': 8, |
| 'push_to_hub': True, |
| 'revision': 'main', |
| 'revision2': 'main', |
| 'save_filename': '/weka/oe-adapt-default/victoriag/synth_data/self-talk/amend_persona_500samples_8turns_2completions_gpt3.5_gpt3.5_tulupref.jsonl', |
| 'skill': 'chat', |
| 'user_type': 'amend'} |
| |
| 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': 3, |
| 'response_length': 2048, |
| 'temperature': 1.0, |
| 'tensor_parallel_size': 1, |
| 'top_p': 0.9} |
| ``` |
|
|
| ## Reproduce this dataset |
|
|
| 1. Download the `['generation_multi.py', 'amend_persona_500samples_8turns_2completions_gpt3.5_gpt3.5_tulupref.jsonl']` from the https://huggingface.co/datasets/VGraf/generation_multi_1746755451. |
| 2. Run `python open_instruct/rejection_sampling/generation_multi.py --dataset_mixer_list VGraf/no_safety_tulu_pref 160000 --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 146500 --dataset_end_idx 147000 --num_turns 8 --num_completions 3 --include_persona --user_type amend --save_filename /weka/oe-adapt-default/victoriag/synth_data/self-talk/amend_persona_500samples_8turns_2completions_gpt3.5_gpt3.5_tulupref.jsonl --sanity_check --push_to_hub --temperature 1.0` |
|
|
