| import json |
|
|
|
|
|
|
| def save_to_json(data, filename): |
| """保存数据到 JSON 文件""" |
| with open(filename, 'w', encoding='utf-8') as f: |
| json.dump(data, f, ensure_ascii=False, indent=4) |
| print(f"Saved to {filename}, data length: {len(data)}") |
|
|
| def load_json(file_path): |
| """从 JSON 文件加载数据""" |
| with open(file_path, "r", encoding="utf-8") as f: |
| data = json.load(f) |
| print(f"Loaded from {file_path}, data length: {len(data)}") |
| return data |
|
|
| def get_multiqa_search_o1_instruction_4(MAX_SEARCH_LIMIT): |
| return ( |
| "You are a reasoning assistant with the ability to perform web searches to help " |
| "you answer the user's question accurately. You have special tools:\n\n" |
| "- To perform a search: write <|begin_search_query|> your query here <|end_search_query|>.\n" |
| "Then, the system will search and analyze relevant web pages, then provide you with helpful information in the format <|begin_search_result|> ...search results... <|end_search_result|>.\n\n" |
| f"Whenever you encounter a topic, fact, or piece of information you are uncertain about or need further details on, please perform a search to gather more accurate, up-to-date, or specific information. You can repeat the search process multiple times if necessary. The maximum number of search attempts is limited to {MAX_SEARCH_LIMIT}.\n\n" |
| "Once you have all the information you need, continue your reasoning.\n\n" |
| "Remember:\n" |
| "- Use <|begin_search_query|> to request a web search and end with <|end_search_query|>.\n" |
| "- When done searching, continue your reasoning.\n" |
| "- Do not generate <|begin_search_result|> and <|end_search_result|> tags yourself.\n\n" |
| ) |
|
|
| def get_task_instruction_math(question, model_name=None): |
| if model_name == 'qwq': |
| |
| |
| |
| |
| |
| user_prompt = ( |
| 'Please answer the following math question. ' |
| 'Please reason step by step, and put your final answer within \\boxed{}.\n\n' |
| f'Question:\n{question}\n\n' |
| ) |
| else: |
| user_prompt = ( |
| 'Please answer the following math question. You should think step by step to solve it.\n\n' |
| 'Provide your final answer in the format \\boxed{YOUR_ANSWER}.\n\n' |
| f'Question:\n{question}\n\n' |
| ) |
| return user_prompt |
|
|
|
|
| input_file = "/opt/aps/workdir/sunshuang/deep_search/math_data/math_qwq_4524.json" |
|
|
| data = load_json(input_file) |
|
|
| for item in data: |
| instruction = get_multiqa_search_o1_instruction_4(10) |
| user_prompt = get_task_instruction_math(item["question"], model_name='qwq') |
|
|
| prompt = instruction + user_prompt |
|
|
| item["prompt"] = prompt |
|
|
|
|
| output_file = "/opt/aps/workdir/sunshuang/deep_search/math_data/math_qwq_4524_add_prompt.json" |
|
|
| save_to_json(data, output_file) |
