101 lines
3.8 KiB
Python
101 lines
3.8 KiB
Python
import argparse
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import copy
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import json
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from datasets import load_dataset
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_decompose_judge_template = """I will show you a competitive programming problem as well as its one solution. Note that the solution can be correct or incorrect. Please:
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(1) Use **natural language** to clarify the thoughts behind the solution. You may consider including: the limitation about running time and memory, potential data structure, potential algorithms, etc. Please put your thoughts in <THOUGHTS></THOUGHTS>.
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(2) After that, please split the above program solution into several segments. Each segment should follow the following format:
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<SEGMENT 1>
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<CODE SEGMENT>
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*One segment of code from the original solution. It has to be a continuous part of the original solution, and should implement ONE basic and meaningful function.*
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</CODE SEGMENT>
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<NL DESCRIPTION>
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*The corresponding description or interpretation of the above code snippet/segment. You should also include the clarification about the definition of the involved variables.*
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</NL DESCRIPTION>
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<WRAPPED CODE SEGMENT>
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*According to the original code solution, the split code snippet, and the corresponding sub-clarification about the code segment, please wrap the code snippet into a function. The function should be a standalone function that can be executed independently. You should also include necessary docstring/comments in the function to define the input variables and return values.*
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</WRAPPED CODE SEGMENT>
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</SEGMENT 1>
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<SEGMENT 2>
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*Same structure as SEGMENT 1*
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</SEGMENT 2>
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Now, let's get started:
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Problem Title: {}
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Description:
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{}
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Time Limits:
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{} Seconds
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Memory Limits:
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{} Bytes
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Solution Program:
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```
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{}
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```
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"""
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def main():
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parser = argparse.ArgumentParser(description='Completion Judge')
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parser.add_argument("--file_path", type=str, required=True)
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parser.add_argument("--output_file", type=str, required=True)
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parser.add_argument("--sample_num", default=-1, type=int, help="Number of samples to generate")
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args = parser.parse_args()
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data = load_dataset("parquet", data_files=args.file_path)["train"]
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outputs = []
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if args.sample_num > 0:
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sample_num = args.sample_num
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else:
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sample_num = len(data)
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for item in data:
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description = item["description"]
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title = item["name"]
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time_limits = item["time_limit"]["seconds"]
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mem_limits = item["memory_limit_bytes"]
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if len(item["solutions"]["solution"]) == 0 or len(item["incorrect_solutions"]["solution"]) == 0:
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continue
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pos_solution = item["solutions"]["solution"][0]
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neg_solution = item["incorrect_solutions"]["solution"][0]
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item = {
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"title": title,
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"description": description,
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"time_limits": time_limits,
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"mem_limits": mem_limits,
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}
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pos_item = copy.deepcopy(item)
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pos_item["solution"] = pos_solution
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pos_item["prompt"] = _decompose_judge_template.format(title, description, time_limits, mem_limits,
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pos_solution)
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pos_item["passed"] = True
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outputs.append(pos_item)
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neg_item = copy.deepcopy(item)
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neg_item["solution"] = neg_solution
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neg_item["prompt"] = _decompose_judge_template.format(title, description, time_limits, mem_limits,
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neg_solution)
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neg_item["passed"] = False
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outputs.append(neg_item)
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if len(outputs) >= sample_num:
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break
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if args.sample_num > 0:
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args.output_file = args.output_file.replace(".jsonl", f"_{sample_num}.jsonl")
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with open(args.output_file, "w", encoding="utf8") as f:
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for item in outputs:
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f.write(json.dumps(item, ensure_ascii=False) + "\n")
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if __name__ == '__main__':
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main()
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