# Copyright 2020-2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import re def think_format_reward(completions: list[list[dict[str, str]]], **kwargs) -> list[float]: r""" Reward function that checks if the reasoning process is enclosed within `""` and `""` tags. The function returns a reward of 1.0 if the format is correct, otherwise 0.0. Args: completions (`list[list[dict[str, str]]]`): List of completions to be evaluated. Each completion must be a list of one message, i.e. a dictionary containing the key `"content"` with the value being the text of the completion. **kwargs: Additional keyword arguments. This function does not use them, but they are required in the function signature to ensure compatibility with trainers like [`GRPOTrainer`]. Returns: `list[float]`: A list of rewards, where each reward is 1.0 if the completion matches the expected format, otherwise 0.0. Example: ```python >>> from trl.rewards import think_format_reward >>> completions = [ ... [{"content": "\nThis is my reasoning.\n\nThis is my answer."}], ... [{"content": "\nThis is my reasoning.\nThis is my answer."}], ... ] >>> think_format_reward(completions) [1.0, 0.0] ``` """ pattern = r"^(?!.*)(.*?).*$" completion_contents = [completion[0]["content"] for completion in completions] matches = [re.match(pattern, content, re.DOTALL | re.MULTILINE) for content in completion_contents] return [1.0 if match else 0.0 for match in matches]