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368
internbootcamp/bootcamp/kor_operation_unicode0023/kor_operation_unicode0023.py
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368
internbootcamp/bootcamp/kor_operation_unicode0023/kor_operation_unicode0023.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 is the average of all even numbers between a and b (including a and b).Example questions are as follows:
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<example 0>
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Compute 3#7.
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Please wrap the answer 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#5.
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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#6.
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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 1#5.
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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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Compute 3#9.
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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 4>
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<example 5>
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If X#6=5, find X.
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The answer should only be given as a number.
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If there is more than one answer, please separate them with 'or',e.g.[[1or2]].
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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 3#X=4, find X.
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The answer should only be given as a number.
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If there is more than one answer, please separate them with 'or',e.g.[[1or2]].
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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#5=3, find X.
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The answer should only be given as a number.
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If there is more than one answer, please separate them with 'or',e.g.[[1or2]].
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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 X#7=6, find X.
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The answer should only be given as a number.
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If there is more than one answer, please separate them with 'or',e.g.[[1or2]].
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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 3#X=6, find X.
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The answer should only be given as a number.
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If there is more than one answer, please separate them with 'or',e.g.[[1or2]].
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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 re
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import random
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from numbers import Number
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from typing import Union
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from bootcamp import Basebootcamp
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class KorOperationUnicode0023bootcamp(Basebootcamp):
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def __init__(self, compute_range=(0, 20), solve_range=(0, 30)):
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self.c_min, self.c_max = compute_range
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self.s_min, self.s_max = solve_range
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def case_generator(self) -> dict:
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"""生成两种问题类型:计算类(60%)和方程求解类(40%)"""
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return random.choice([
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self._generate_compute_case,
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self._generate_solve_case
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])()
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def _generate_compute_case(self) -> dict:
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"""生成数值计算问题"""
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while True:
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a, b = sorted([random.randint(self.c_min, self.c_max) for _ in range(2)])
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if (a + b) == 0:
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continue # 避免除零错误
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even_numbers = [x for x in range(a, b+1) if x%2 == 0]
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if not even_numbers:
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continue
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avg = sum(even_numbers)/len(even_numbers)
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return {
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'type': 'compute',
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'params': {'a': a, 'b': b},
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'answer': avg
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}
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def _generate_solve_case(self) -> dict:
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"""生成方程求解问题"""
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problem_type = random.choice(['solve_left', 'solve_right'])
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return {
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'solve_left': self._generate_left_solve_case,
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'solve_right': self._generate_right_solve_case
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}[problem_type]()
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def _generate_left_solve_case(self) -> dict:
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"""生成X#b = target类型问题"""
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while True:
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# 生成合法区间
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b = random.randint(self.s_min, self.s_max)
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valid_x = []
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# 遍历所有可能的X值
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for x in range(self.s_min, b+1):
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# 计算x到b闭区间的偶数平均值
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evens = [n for n in range(min(x,b), max(x,b)+1) if n%2 ==0]
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if not evens:
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continue
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avg = sum(evens)/len(evens)
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valid_x.append( (x, avg) )
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if not valid_x:
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continue
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# 选择有解的target值
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target_entry = random.choice(valid_x)
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target = target_entry[1]
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# 验证所有可能解
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solutions = []
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for x, avg in valid_x:
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if abs(avg - target) < 1e-9:
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solutions.append(x)
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if solutions:
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return {
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'type': 'solve_left',
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'params': {'b': b, 'target': target},
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'answer': solutions
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}
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def _generate_right_solve_case(self) -> dict:
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"""生成a#X = target类型问题"""
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while True:
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a = random.randint(self.s_min, self.s_max)
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valid_x = []
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for x in range(a, self.s_max+1):
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evens = [n for n in range(min(a,x), max(a,x)+1) if n%2 ==0]
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if not evens:
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continue
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avg = sum(evens)/len(evens)
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valid_x.append( (x, avg) )
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if not valid_x:
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continue
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target_entry = random.choice(valid_x)
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target = target_entry[1]
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solutions = []
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for x, avg in valid_x:
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if abs(avg - target) < 1e-9:
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solutions.append(x)
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if solutions:
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return {
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'type': 'solve_right',
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'params': {'a': a, 'target': target},
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'answer': solutions
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}
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@staticmethod
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def prompt_func(case: dict) -> str:
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"""生成自然语言问题描述"""
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definition = "Define that a#b is the average of all even numbers between a and b (including a and b).\n\n"
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if case['type'] == 'compute':
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a = case['params']['a']
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b = case['params']['b']
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return definition + f"Compute {a}#{b}. All even numbers between (and including) {a} and {b} are considered.\nAnswer must be in [[answer]] format."
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elif case['type'].startswith('solve'):
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params = case['params']
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target = case['answer']
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# 格式化target显示
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target_value = params['target']
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if isinstance(target_value, float) and target_value.is_integer():
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target_value = int(target_value)
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if case['type'] == 'solve_left':
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return definition + f"If X#{params['b']} = {target_value}, find X. "\
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f"Multiple answers should be separated by 'or'. "\
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f"Put your answer in [[X]] or [[X1orX2]] format."
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else:
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return definition + f"If {params['a']}#X = {target_value}, find X. "\
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f"Multiple answers should be separated by 'or'. "\
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f"Put your answer in [[X]] or [[X1orX2]] format."
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@staticmethod
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def extract_output(text: str) -> Union[str, None]:
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"""从回答文本中提取最后一个[[...]]内容"""
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matches = re.findall(r'\[\[(.*?)\]\]', text)
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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: str, case: dict) -> bool:
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"""验证答案正确性"""
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try:
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if case['type'] == 'compute':
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user_ans = float(solution)
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return abs(user_ans - case['answer']) < 1e-9
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else: # 方程求解类型
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if 'or' in solution:
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user_answers = set(map(int, solution.split('or')))
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else:
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user_answers = {int(solution)}
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# 处理边界情况:允许answer字段存储为列表或数值
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correct_answers = set(case['answer'] if isinstance(case['answer'], list) else [case['answer']])
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return user_answers == correct_answers
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except (ValueError, TypeError):
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return False
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