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internbootcamp/bootcamp/kor_operation_unicode25c7/kor_operation_unicode25c7.py
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internbootcamp/bootcamp/kor_operation_unicode25c7/kor_operation_unicode25c7.py
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"""# 谜题训练场开发任务
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## 任务概述
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你是一位资深程序员,我需要你帮我实现一个特定谜题的训练场环境类。这个类继承自`Basebootcamp`,用于生成谜题实例并验证解答。
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## 背景说明
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我正在开发一系列谜题训练场,每个训练场对应一个特定类型的谜题。训练场类命名为`{PuzzleName}bootcamp`,其中`PuzzleName`是谜题的名称。
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每个训练场类主要提供两个核心功能:
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1. 生成该谜题类型的问题实例
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2. 验证用户对问题的回答是否正确
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## 技术接口规范
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### 类方法实现要求
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```python
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from bootcamp import Basebootcamp
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class {PuzzleName}bootcamp(Basebootcamp):
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def __init__(self, **params):
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\"\"\"
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请你自定义params,以保存该puzzle相关的参数,例如网格大小等,参数配有默认值
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\"\"\"
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pass
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def case_generator(self):
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\"\"\"
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生成谜题实例,提示:为保证谜题有解,可以先生成结果再对结果处理得到谜题
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返回:一个可JSON序列化的字典(避免包含set等无法通过json.dumps处理的数据结构)
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\"\"\"
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pass
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@staticmethod
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def prompt_func(question_case) -> str:
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\"\"\"
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将case_generator生成的谜题实例转换为文本形式的问题,问题中包含问题背景、对谜题规则的介绍、具体要解决的谜题实例、期望最终答案的格式,
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例如:你是xxxx,请你解答yyyy,规则如下:yyyy,最终答案放置在:zzzzz
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注意:请参照提供的谜题描述进行复述,规则应当描述详细,包括任务背景、具体任务操作规则、对题目格式和答案格式的含义介绍等,
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参数:
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question_case: 由case_generator生成的谜题实例
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返回:
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str: 格式化的问题字符串
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注意:
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1. 需考虑问题的格式,以便后续能正确提取
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2. 问题描述中应包含期望的答案格式说明,以便后续能正确提取,为了避免抽取时匹配出干扰项,请要求模型将答案放在特定标签(如双括号)内,例如[[your answer here]]
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\"\"\"
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pass
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@staticmethod
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def extract_output(output):
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\"\"\"
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从LLM的回复中提取符合格式要求的答案,如有多个,请抽取最后一个,避免使用re.search等只抽取第一个结果的方式。
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参数:
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output: LLM的完整输出(包含原始问题和回答)
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返回:
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提取的答案,若未找到符合格式的答案则返回None
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\"\"\"
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pass
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@classmethod
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def _verify_correction(cls, solution, identity):
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\"\"\"
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验证提取的答案是否正确,注意一个问题可以能有多个解,按照谜题规则进行检验,不要直接匹配可能的答案。
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参数:
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solution: extract_output提取的答案
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identity: case_generator生成的谜题实例
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返回:
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bool: 答案是否正确
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\"\"\"
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pass
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```
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### 验证评分方法(基类已实现)
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```python
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@classmethod
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def verify_score(cls, model_output, identity:dict, format_score=0.1) -> float:
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\"\"\"
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验证输出结果并评分。
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参数:
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model_output: 模型的完整输出
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identity: 谜题实例(由case_generator生成)
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format_score: 答案格式正确时的基础分数
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返回:
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float: 评分结果(0-1之间)
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\"\"\"
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score = 0.
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try:
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extract_solution = cls.extract_output(model_output)
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if extract_solution is None:
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return score
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else:
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score = format_score # 格式正确时的基础分数
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if cls._verify_correction(extract_solution, identity):
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score = 1. # 答案完全正确时的满分
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except Exception as e:
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# 处理异常情况
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pass
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return score
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```
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### 使用示例
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```python
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# 初始化谜题训练场
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bootcamp = Puzzlebootcamp()
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# 生成谜题实例
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case = bootcamp.case_generator()
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# 将谜题转换为文本问题
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prompt = Puzzlebootcamp.prompt_func(case)
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# 获取LLM对问题的解答
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response = get_response(prompt, \"LLM\")
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# 从完整对话中提取答案
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extracted_output = Puzzlebootcamp.extract_output(prompt + response)
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# 验证答案并评分
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score = Puzzlebootcamp.verify_score(extracted_output, case)
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```
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## 你的任务
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请根据以下谜题描述(谜题描述可能不完整,请先结合你的知识澄清规则),实现一个完整的谜题训练场类:
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### 谜题描述
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a◇b= a^b.
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a and b are positive integers.Example questions are as follows:
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<example 0>
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Compute 5◇1.
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Please ensure the answer is a single number and wrap it in double square brackets, like this: [[your answer]].
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</example 0>
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<example 1>
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Compute 2◇4.
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Please ensure the answer is a single number and wrap it in double square brackets, like this: [[your answer]].
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</example 1>
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<example 2>
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Compute 2◇3◇2.
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Please ensure the answer is a single number and wrap it in double square brackets, like this: [[your answer]].
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</example 2>
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<example 3>
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Compute 4◇2◇3.
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Please ensure the answer is a single number and wrap it in double square brackets, like this: [[your answer]].
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</example 3>
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<example 4>
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If X◇2=64, find X.
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The answer should only be given as a number.
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Please wrap the answer in double square brackets, like this: [[your answer]].
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</example 4>
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<example 5>
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If 3◇X=27, find X.
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The answer should only be given as a number.
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Please wrap the answer in double square brackets, like this: [[your answer]].
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</example 5>
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<example 6>
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If X◇3=125, find X.
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The answer should only be given as a number.
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Please wrap the answer in double square brackets, like this: [[your answer]].
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</example 6>
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<example 7>
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If X◇3◇3=512, find X.
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The answer should only be given as a number.
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Please wrap the answer in double square brackets, like this: [[your answer]].
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</example 7>
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<example 8>
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If 3◇X=243, find X.
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The answer should only be given as a number.
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Please wrap the answer in double square brackets, like this: [[your answer]].
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</example 8>
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<example 9>
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If 5◇2◇X=625, find X.
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The answer should only be given as a number.
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Please wrap the answer in double square brackets, like this: [[your answer]].
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</example 9>
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请完成上述谜题的训练场环境类实现,包括所有必要的方法。
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"""
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from bootcamp import Basebootcamp
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import random
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import re
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from functools import reduce
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from operator import mul
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from bootcamp import Basebootcamp
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class KorOperationUnicode25c7bootcamp(Basebootcamp):
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def __init__(self, min_value=1, max_value=10, min_operands=2, max_operands=3, solve_x_ratio=0.5):
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# 参数有效性校验
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if min_value < 1:
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raise ValueError("min_value must be at least 1")
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if max_value < min_value:
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raise ValueError("max_value must be >= min_value")
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if min_operands < 2:
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raise ValueError("min_operands must be at least 2")
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if max_operands < min_operands:
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raise ValueError("max_operands must be >= min_operands")
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if not (0 <= solve_x_ratio <= 1):
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raise ValueError("solve_x_ratio must be between 0 and 1")
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self.min_value = min_value
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self.max_value = max_value
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self.min_operands = min_operands
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self.max_operands = max_operands
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self.solve_x_ratio = solve_x_ratio
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def case_generator(self):
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if random.random() < self.solve_x_ratio:
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return self._generate_solve_x_case()
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return self._generate_compute_case()
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def _generate_compute_case(self):
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# 确保操作数数量在有效范围内
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n_operands = random.randint(self.min_operands, self.max_operands)
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operands = [random.randint(self.min_value, self.max_value) for _ in range(n_operands)]
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# 右结合幂运算计算
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try:
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result = reduce(lambda a, b: b ** a, reversed(operands))
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except OverflowError:
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# 处理极大数值异常,重新生成合理数值
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return self._generate_compute_case()
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return {
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'type': 'compute',
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'operands': operands,
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'result': result
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}
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def _generate_solve_x_case(self):
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# 确保至少有一个其他操作数
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n_other_operands = random.randint(1, self.max_operands-1)
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other_operands = [random.randint(self.min_value, self.max_value) for _ in range(n_other_operands)]
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exponent = reduce(mul, other_operands, 1)
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# 生成有效解X
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x_val = random.randint(self.min_value, self.max_value)
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result = x_val ** exponent
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return {
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'type': 'solve_x',
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'other_operands': other_operands,
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'x_value': x_val,
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'result': result,
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'exponent': exponent
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}
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@staticmethod
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def prompt_func(question_case):
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prefix = """a◇b means a raised to the power of b (a^b).
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The diamond operator is right-associative, meaning:
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a◇b◇c = a◇(b◇c) = a^(b^c)
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"""
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if question_case['type'] == 'compute':
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expression = '◇'.join(map(str, question_case['operands']))
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return prefix + f"计算表达式 {expression} 的值。答案必须为单独的数字并用双方括号包裹,例如:[[答案]]。"
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else:
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other_ops = '◇'.join(map(str, question_case['other_operands']))
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return prefix + f"若 X◇{other_ops} = {question_case['result']},求 X 的值。答案必须为单独的数字并用双方括号包裹,例如:[[答案]]。"
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@staticmethod
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def extract_output(output):
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# 匹配所有可能的答案格式,包括中英文括号
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matches = re.findall(r'\[\[(\d+)\]\]|【【(\d+)】】', output)
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# 优先取最后一个匹配的数字,支持多语言格式
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last_match = matches[-1] if matches else None
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return last_match[0] or last_match[1] if last_match else None
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@classmethod
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def _verify_correction(cls, solution, identity):
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try:
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# 支持字符串和数字类型的比较
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solution_num = int(solution) if isinstance(solution, str) else solution
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except (ValueError, TypeError):
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return False
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# 验证数据结构完整性
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if identity['type'] not in ('compute', 'solve_x'):
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return False
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if identity['type'] == 'compute':
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return solution_num == identity.get('result', None)
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else:
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return solution_num == identity.get('x_value', None)
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