Skip to content
Open
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
11 changes: 7 additions & 4 deletions preference_datasets.py
Original file line number Diff line number Diff line change
@@ -1,4 +1,5 @@
import datasets
import os
import torch
from torch.utils.data import DataLoader, Dataset
from utils import get_local_dir, TemporarilySeededRandom
Expand All @@ -11,12 +12,14 @@
from typing import Dict, List, Optional, Iterator, Callable, Union, Tuple


def extract_anthropic_prompt(prompt_and_response):
def extract_anthropic_prompt(chosen, rejected):
"""Extract the anthropic prompt from a prompt and response pair."""
# Use the longest common prefix between the chosen and rejected as the prompt
common_prefix = os.path.commonprefix([chosen, rejected])
search_term = '\n\nAssistant:'
search_term_idx = prompt_and_response.rfind(search_term)
search_term_idx = common_prefix.rfind(search_term)
assert search_term_idx != -1, f"Prompt and response does not contain '{search_term}'"
return prompt_and_response[:search_term_idx + len(search_term)]
return chosen[:search_term_idx + len(search_term)]


def strip_html_tags(html_string):
Expand Down Expand Up @@ -143,7 +146,7 @@ def get_hh(split: str, silent: bool = False, cache_dir: str = None) -> Dict[str,
print('done')

def split_prompt_and_responses(ex):
prompt = extract_anthropic_prompt(ex['chosen'])
prompt = extract_anthropic_prompt(ex['chosen'], ex['rejected'])
chosen_response = ex['chosen'][len(prompt):]
rejected_response = ex['rejected'][len(prompt):]
return prompt, chosen_response, rejected_response
Expand Down