from sqlalchemy.ext.declarative import DeclarativeBase def is_sqlalchemy_model(obj): """ 判断对象是否为 SQLAlchemy 模型 """ if isinstance(obj, DeclarativeBase): return True if hasattr(obj, "_sa_instance_state"): return True if hasattr(obj, "__mapper__"): return True return False def is_orm_result(data): """ 判断数据是否为 ORM 查询结果 """ if isinstance(data, list): if not data: return False return is_sqlalchemy_model(data[0]) return is_sqlalchemy_model(data)