# Copyright 2024 Bytedance Ltd. and/or its affiliates # # 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 from typing import Dict from mathruler.grader import grade_answer def r1v_format_reward(predict_str: str) -> float: pattern = re.compile(r".*?\s*.*?", re.DOTALL) format_match = re.fullmatch(pattern, predict_str) return 1.0 if format_match else 0.0 def r1v_accuracy_reward(predict_str: str, ground_truth: str) -> float: try: ground_truth = ground_truth.strip() content_match = re.search(r"(.*?)", predict_str) given_answer = content_match.group(1).strip() if content_match else predict_str.strip() if grade_answer(given_answer, ground_truth): return 1.0 except Exception: pass return 0.0 def r1v_compute_score(predict_str: str, ground_truth: str) -> Dict[str, float]: format = r1v_format_reward(predict_str) accuracy = r1v_accuracy_reward(predict_str, ground_truth) return { "overall": 0.5 * accuracy + 0.5 * format, "format": format, "accuracy": accuracy, }