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internbootcamp/bootcamp/kor_operation_unicode0032/kor_operation_unicode0032.py
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298
internbootcamp/bootcamp/kor_operation_unicode0032/kor_operation_unicode0032.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)/2
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a♂b=a×4+bExample questions are as follows:
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<example 0>
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Compute (3♀5)♂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 0>
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<example 1>
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Compute 7♂(6♀2)=32.
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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 (4♀8)♂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 2>
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<example 3>
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Compute 5♂(3♀7).
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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♀3)♂2=22, 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 4♂(X♀2)=30, 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♀4)♂5=37, 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 6♂(X♀3)=42, 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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Now ignoring the previous rule.
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Given that a♂b=a×4+b and 4♀3=3.5, compute 2♂(4♀3).
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If the answer is a fraction, write it in 'a/b' text format.Decimals are not allowed.
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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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Now ignoring the previous rule.
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Given that a♀b=(a+b)/2 and 5♂6=26, compute 5♂(4♀8).
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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 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 re
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import random # 新增缺失的模块导入
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from fractions import Fraction
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from bootcamp import Basebootcamp
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class KorOperationUnicode0032bootcamp(Basebootcamp):
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def __init__(self, min_val=1, max_val=20, equation_prob=0.5):
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self.min_val = min_val
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self.max_val = max_val
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self.equation_prob = equation_prob
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def case_generator(self):
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if random.random() < self.equation_prob:
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structure = random.choice(['struct1', 'struct2'])
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A = random.randint(self.min_val, self.max_val)
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B = random.randint(self.min_val, self.max_val)
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target_result = random.randint(self.min_val*2, self.max_val*2)
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if structure == 'struct1':
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x_val = Fraction(target_result - B, 2) - A
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else:
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fem_part = Fraction(A + B, 2)
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x_val = Fraction(target_result - fem_part, 4)
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return {
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'type': 'equation',
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'structure': structure,
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'A': A, 'B': B,
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'result': target_result,
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'correct_answer': {
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'numerator': x_val.numerator,
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'denominator': x_val.denominator
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}
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}
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else:
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structure = random.choice(['struct1', 'struct2'])
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a = random.randint(self.min_val, self.max_val)
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b = random.randint(self.min_val, self.max_val)
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c = random.randint(self.min_val, self.max_val)
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if structure == 'struct1':
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answer = 2*(a + b) + c
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else:
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answer = 4*a + Fraction(b + c, 2)
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return {
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'type': 'compute',
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'structure': structure,
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'a': a, 'b': b, 'c': c,
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'correct_answer': {
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'numerator': answer.numerator,
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'denominator': answer.denominator
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}
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}
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@staticmethod
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def prompt_func(question_case):
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operator_desc = (
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"You are given two custom operators: ♀ and ♂. The operator a♀b is defined as (a + b)/2, which calculates the average of a and b. "
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"The operator a♂b is defined as 4*a + b, which multiplies a by 4 and then adds b."
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)
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format_instruction = "Please wrap the answer in double square brackets like [[answer]]. Use a/b format for fractions."
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if question_case['type'] == 'compute':
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a, b, c = question_case['a'], question_case['b'], question_case['c']
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expr = f"({a}♀{b})♂{c}" if question_case['structure'] == 'struct1' else f"{a}♂({b}♀{c})"
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problem = f"Compute {expr}."
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else:
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A, B = question_case['A'], question_case['B']
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eq = f"(X♀{A})♂{B} = {question_case['result']}" if question_case['structure'] == 'struct1' else f"X♂({A}♀{B}) = {question_case['result']}"
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problem = f"If {eq}, find X."
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return f"{operator_desc}\n{problem}\n{format_instruction}"
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@staticmethod
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def extract_output(output):
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matches = re.findall(r'\[\[(.*?)\]\]', output)
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return matches[-1].strip() if matches 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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# Parse solution
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if '/' in solution:
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num, den = map(int, solution.split('/'))
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user_ans = Fraction(num, den)
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else:
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user_ans = Fraction(int(solution))
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# Get correct answer
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ans = identity['correct_answer']
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correct_ans = Fraction(ans['numerator'], ans['denominator'])
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return user_ans == correct_ans
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except (ValueError, ZeroDivisionError, KeyError):
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return False
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