"""LLM配置服务 - 从数据库读取默认配置""" from typing import Optional, Dict, Any, List from sqlalchemy.orm import Session from sqlalchemy import and_, select from ..models.llm_config import LLMConfig from ..db.database import get_session from loguru import logger class LLMConfigService: """LLM配置管理服务""" async def get_default_chat_config(self, session: Session) -> Optional[LLMConfig]: """获取默认对话模型配置""" # async for session in get_session(): try: stmt = select(LLMConfig).where( and_( LLMConfig.is_default == True, LLMConfig.is_embedding == False, LLMConfig.is_active == True ) ) config = (await session.execute(stmt)).scalar_one_or_none() if not config: logger.warning("未找到默认对话模型配置") return None return config except Exception as e: logger.error(f"获取默认对话模型配置失败: {str(e)}") return None async def get_default_embedding_config(self, session: Session) -> Optional[LLMConfig]: """获取默认嵌入模型配置,如果没有默认配置则尝试使用任何激活的嵌入模型配置""" if session is None: logger.error("get_default_embedding_config: session 为 None,无法查询配置") return None try: # 首先尝试获取默认嵌入模型配置 stmt = select(LLMConfig).where( and_( LLMConfig.is_default == True, LLMConfig.is_embedding == True, LLMConfig.is_active == True ) ) config = (await session.execute(stmt)).scalar_one_or_none() if config: session.desc = f"找到默认嵌入模型配置: {config.name} (ID: {config.id})" return config # 如果没有默认配置,尝试获取任何激活的嵌入模型配置作为后备 session.desc = "未找到默认嵌入模型配置,尝试查找任何激活的嵌入模型配置" logger.info("未找到默认嵌入模型配置,尝试查找任何激活的嵌入模型配置") stmt = select(LLMConfig).where( and_( LLMConfig.is_embedding == True, LLMConfig.is_active == True ) ).order_by(LLMConfig.created_at) # 按创建时间排序,取第一个 config = (await session.execute(stmt)).scalar_one_or_none() if config: session.desc = f"使用激活的嵌入模型配置(非默认): {config.name} (ID: {config.id})" logger.info(f"使用激活的嵌入模型配置(非默认): {config.name} (ID: {config.id})") return config # 如果还是没找到,记录详细信息 session.desc = "ERROR: 未找到任何激活的嵌入模型配置" logger.error("未找到任何激活的嵌入模型配置") # 尝试查询所有嵌入模型配置(包括未激活的),用于调试 all_embedding_stmt = select(LLMConfig).where(LLMConfig.is_embedding == True) all_embedding = (await session.execute(all_embedding_stmt)).scalars().all() if all_embedding: logger.warning(f"找到 {len(all_embedding)} 个嵌入模型配置,但都不是激活状态:") for cfg in all_embedding: logger.warning(f" - {cfg.name} (ID: {cfg.id}, is_active={cfg.is_active}, is_default={cfg.is_default})") else: logger.warning("数据库中没有任何嵌入模型配置") return None except Exception as e: session.desc = f"ERROR: 获取嵌入模型配置失败: {str(e)}" logger.error(f"获取嵌入模型配置失败: {str(e)}", exc_info=True) return None async def get_config_by_id(self, config_id: int) -> Optional[LLMConfig]: """根据ID获取配置""" try: stmt = select(LLMConfig).where(LLMConfig.id == config_id) return (await self.db.execute(stmt)).scalar_one_or_none() except Exception as e: logger.error(f"获取配置失败: {str(e)}") return None def get_active_configs(self, is_embedding: Optional[bool] = None) -> List[LLMConfig]: """获取所有激活的配置""" try: stmt = select(LLMConfig).where(LLMConfig.is_active == True) if is_embedding is not None: stmt = stmt.where(LLMConfig.is_embedding == is_embedding) stmt = stmt.order_by(LLMConfig.created_at) return self.db.execute(stmt).scalars().all() except Exception as e: logger.error(f"获取激活配置失败: {str(e)}") return [] async def _get_fallback_chat_config(self) -> Dict[str, Any]: """获取fallback对话模型配置(从环境变量)""" from ..core.config import get_settings settings = get_settings() return await settings.llm.get_current_config() async def _get_fallback_embedding_config(self) -> Dict[str, Any]: """获取fallback嵌入模型配置(从环境变量)""" from ..core.config import get_settings settings = get_settings() return await settings.embedding.get_current_config() def test_config(self, config_id: int, test_message: str = "Hello") -> Dict[str, Any]: """测试配置连接""" try: config = self.get_config_by_id(config_id) if not config: return {"success": False, "error": "配置不存在"} # 这里可以添加实际的连接测试逻辑 # 例如发送一个简单的请求来验证配置是否有效 return {"success": True, "message": "配置测试成功"} except Exception as e: logger.error(f"测试配置失败: {str(e)}") return {"success": False, "error": str(e)} # # 全局实例 # _llm_config_service = None # def get_llm_config_service(db_session: Optional[Session] = None) -> LLMConfigService: # """获取LLM配置服务实例""" # global _llm_config_service # if _llm_config_service is None or db_session is not None: # _llm_config_service = LLMConfigService(db_session) # return _llm_config_service