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@@ -19,42 +19,42 @@ logger = get_logger(__name__)
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def extract_and_parse_json(response: str, *, strict: bool = False) -> dict[str, Any] | list | None:
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"""
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从 LLM 响应中提取并解析 JSON
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处理策略:
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1. 清理 Markdown 代码块标记(```json 和 ```)
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2. 提取 JSON 对象或数组
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3. 使用 json_repair 修复格式问题
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4. 解析为 Python 对象
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Args:
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response: LLM 响应字符串
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strict: 严格模式,如果为 True 则解析失败时返回 None,否则尝试容错处理
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Returns:
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解析后的 dict 或 list,失败时返回 None
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Examples:
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>>> extract_and_parse_json('```json\\n{"key": "value"}\\n```')
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{'key': 'value'}
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>>> extract_and_parse_json('Some text {"key": "value"} more text')
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{'key': 'value'}
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>>> extract_and_parse_json('[{"a": 1}, {"b": 2}]')
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[{'a': 1}, {'b': 2}]
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"""
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if not response:
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logger.debug("空响应,无法解析 JSON")
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return None
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try:
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# 步骤 1: 清理响应
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cleaned = _clean_llm_response(response)
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if not cleaned:
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logger.warning("清理后的响应为空")
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return None
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# 步骤 2: 尝试直接解析
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try:
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result = orjson.loads(cleaned)
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@@ -62,11 +62,11 @@ def extract_and_parse_json(response: str, *, strict: bool = False) -> dict[str,
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return result
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except Exception as direct_error:
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logger.debug(f"直接解析失败: {type(direct_error).__name__}: {direct_error}")
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# 步骤 3: 使用 json_repair 修复并解析
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try:
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repaired = repair_json(cleaned)
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# repair_json 可能返回字符串或已解析的对象
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if isinstance(repaired, str):
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result = orjson.loads(repaired)
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@@ -74,16 +74,16 @@ def extract_and_parse_json(response: str, *, strict: bool = False) -> dict[str,
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else:
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result = repaired
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logger.debug(f"✅ JSON 修复后解析成功(对象模式),类型: {type(result).__name__}")
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return result
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except Exception as repair_error:
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logger.warning(f"JSON 修复失败: {type(repair_error).__name__}: {repair_error}")
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if strict:
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logger.error(f"严格模式下解析失败,响应片段: {cleaned[:200]}")
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return None
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# 最后的容错尝试:返回空字典或空列表
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if cleaned.strip().startswith("["):
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logger.warning("返回空列表作为容错")
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@@ -91,7 +91,7 @@ def extract_and_parse_json(response: str, *, strict: bool = False) -> dict[str,
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else:
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logger.warning("返回空字典作为容错")
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return {}
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except Exception as e:
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logger.error(f"❌ JSON 解析过程出现异常: {type(e).__name__}: {e}")
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if strict:
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@@ -102,37 +102,37 @@ def extract_and_parse_json(response: str, *, strict: bool = False) -> dict[str,
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def _clean_llm_response(response: str) -> str:
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"""
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清理 LLM 响应,提取 JSON 部分
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处理步骤:
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1. 移除 Markdown 代码块标记(```json 和 ```)
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2. 提取第一个完整的 JSON 对象 {...} 或数组 [...]
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3. 清理多余的空格和换行
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Args:
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response: 原始 LLM 响应
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Returns:
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清理后的 JSON 字符串
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"""
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if not response:
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return ""
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cleaned = response.strip()
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# 移除 Markdown 代码块标记
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# 匹配 ```json ... ``` 或 ``` ... ```
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code_block_patterns = [
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r"```json\s*(.*?)```", # ```json ... ```
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r"```\s*(.*?)```", # ``` ... ```
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]
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for pattern in code_block_patterns:
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match = re.search(pattern, cleaned, re.IGNORECASE | re.DOTALL)
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if match:
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cleaned = match.group(1).strip()
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logger.debug(f"从 Markdown 代码块中提取内容,长度: {len(cleaned)}")
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break
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# 提取 JSON 对象或数组
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# 优先查找对象 {...},其次查找数组 [...]
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for start_char, end_char in [("{", "}"), ("[", "]")]:
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@@ -143,7 +143,7 @@ def _clean_llm_response(response: str) -> str:
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if extracted:
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logger.debug(f"提取到 {start_char}...{end_char} 结构,长度: {len(extracted)}")
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return extracted
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# 如果没有找到明确的 JSON 结构,返回清理后的原始内容
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logger.debug("未找到明确的 JSON 结构,返回清理后的原始内容")
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return cleaned
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@@ -152,39 +152,39 @@ def _clean_llm_response(response: str) -> str:
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def _extract_balanced_json(text: str, start_idx: int, start_char: str, end_char: str) -> str | None:
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"""
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从指定位置提取平衡的 JSON 结构
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使用栈匹配算法找到对应的结束符,处理嵌套和字符串中的特殊字符
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Args:
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text: 源文本
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start_idx: 起始字符的索引
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start_char: 起始字符({ 或 [)
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end_char: 结束字符(} 或 ])
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Returns:
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提取的 JSON 字符串,失败时返回 None
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"""
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depth = 0
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in_string = False
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escape_next = False
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for i in range(start_idx, len(text)):
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char = text[i]
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# 处理转义字符
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if escape_next:
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escape_next = False
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continue
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if char == "\\":
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escape_next = True
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continue
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# 处理字符串
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if char == '"':
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in_string = not in_string
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continue
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# 只在非字符串内处理括号
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if not in_string:
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if char == start_char:
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@@ -194,7 +194,7 @@ def _extract_balanced_json(text: str, start_idx: int, start_char: str, end_char:
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if depth == 0:
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# 找到匹配的结束符
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return text[start_idx : i + 1].strip()
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# 没有找到匹配的结束符
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logger.debug(f"未找到匹配的 {end_char},深度: {depth}")
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return None
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@@ -203,11 +203,11 @@ def _extract_balanced_json(text: str, start_idx: int, start_char: str, end_char:
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def safe_parse_json(json_str: str, default: Any = None) -> Any:
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"""
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安全解析 JSON,失败时返回默认值
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Args:
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json_str: JSON 字符串
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default: 解析失败时返回的默认值
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Returns:
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解析结果或默认值
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"""
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@@ -222,19 +222,19 @@ def safe_parse_json(json_str: str, default: Any = None) -> Any:
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def extract_json_field(response: str, field_name: str, default: Any = None) -> Any:
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"""
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从 LLM 响应中提取特定字段的值
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Args:
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response: LLM 响应
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field_name: 字段名
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default: 字段不存在时的默认值
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Returns:
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字段值或默认值
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"""
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parsed = extract_and_parse_json(response, strict=False)
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if isinstance(parsed, dict):
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return parsed.get(field_name, default)
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logger.warning(f"解析结果不是字典,无法提取字段 '{field_name}'")
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return default
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