scripts/update_math_vision_prompts.py

#!/usr/bin/env python3
"""
Update Math Vision prompts to include instruction for multiple choice questions.

This script updates all JSON files in data/math_vision/ to include:
"如果是选择题直接给出选项字母" instruction.
"""

import json
import os
from pathlib import Path


def update_prompt(prompt: str) -> str:
    """
    Update prompt to include instruction for multiple choice questions.
    
    Old: "Solve the problem and output the answer in the format of \\boxed{your answer}.\\n Question:"
    New: "Solve the problem and output the answer in the format of \\boxed{your answer}. If it is a multiple choice question, directly give the option letter.\\n Question:"
    """
    # First, handle Chinese version if exists (rollback)
    chinese_text = "Solve the problem and output the answer in the format of \\boxed{your answer}. 如果是选择题直接给出选项字母.\\n Question:"
    old_text = "Solve the problem and output the answer in the format of \\boxed{your answer}.\\n Question:"
    new_text = "Solve the problem and output the answer in the format of \\boxed{your answer}. If it is a multiple choice question, directly give the option letter.\\n Question:"
    
    # Replace Chinese version with English
    if chinese_text in prompt:
        return prompt.replace(chinese_text, new_text)
    elif old_text in prompt:
        return prompt.replace(old_text, new_text)
    else:
        # Already updated or different format
        return prompt


def update_json_file(file_path: str) -> dict:
    """
    Update a JSON file with new prompts.
    
    Returns:
        dict with statistics: total, updated, skipped
    """
    print(f"\n处理文件: {file_path}")
    
    # Load JSON
    with open(file_path, 'r', encoding='utf-8') as f:
        data = json.load(f)
    
    # Update prompts
    total = len(data)
    updated = 0
    
    for item in data:
        old_prompt = item.get('prompt', '')
        new_prompt = update_prompt(old_prompt)
        
        if new_prompt != old_prompt:
            item['prompt'] = new_prompt
            updated += 1
    
    # Backup original file
    backup_path = file_path + '.backup'
    if not os.path.exists(backup_path):
        with open(backup_path, 'w', encoding='utf-8') as f:
            # Read original again for backup
            with open(file_path, 'r', encoding='utf-8') as f_orig:
                original_data = json.load(f_orig)
            json.dump(original_data, f, ensure_ascii=False, indent=2)
        print(f"  ✓ 备份创建: {backup_path}")
    
    # Save updated JSON
    with open(file_path, 'w', encoding='utf-8') as f:
        json.dump(data, f, ensure_ascii=False, indent=2)
    
    stats = {
        'total': total,
        'updated': updated,
        'skipped': total - updated
    }
    
    print(f"  ✓ 总样本数: {stats['total']}")
    print(f"  ✓ 已更新: {stats['updated']}")
    print(f"  ✓ 跳过: {stats['skipped']}")
    
    return stats


def main():
    data_dir = "data/math_vision"
    
    if not os.path.exists(data_dir):
        print(f"错误: 目录不存在: {data_dir}")
        return
    
    print("=" * 80)
    print("Math Vision Prompt 更新脚本")
    print("=" * 80)
    print(f"数据目录: {data_dir}")
    print(f"更新内容: 添加 'If it is a multiple choice question, directly give the option letter.' 指令")
    
    # Find all JSON files
    json_files = ['train.json', 'valid.json', 'test.json']
    
    total_stats = {'total': 0, 'updated': 0, 'skipped': 0}
    
    for filename in json_files:
        file_path = os.path.join(data_dir, filename)
        
        if not os.path.exists(file_path):
            print(f"\n⚠ 跳过不存在的文件: {file_path}")
            continue
        
        stats = update_json_file(file_path)
        total_stats['total'] += stats['total']
        total_stats['updated'] += stats['updated']
        total_stats['skipped'] += stats['skipped']
    
    print("\n" + "=" * 80)
    print("总结")
    print("=" * 80)
    print(f"总样本数: {total_stats['total']}")
    print(f"已更新: {total_stats['updated']}")
    print(f"跳过: {total_stats['skipped']}")
    print(f"\n✓ 完成！所有prompt已更新。")
    print(f"\n备份文件位置:")
    for filename in json_files:
        backup_path = os.path.join(data_dir, filename + '.backup')
        if os.path.exists(backup_path):
            print(f"  - {backup_path}")
    

if __name__ == "__main__":
    main()