from __future__ import annotations from collections.abc import Callable from typing import Any from langchain.agents.middleware import AgentMiddleware, ModelRequest, ModelResponse from langchain_core.messages import SystemMessage from src.agents.common import load_chat_model from src.agents.common.tools import get_buildin_tools, get_kb_based_tools from src.services.mcp_service import get_enabled_mcp_tools from src.utils.datetime_utils import shanghai_now from src.utils.logging_config import logger class RuntimeConfigMiddleware(AgentMiddleware): """运行时配置中间件 - 应用模型/工具/知识库/MCP/提示词配置 注意:所有可能用到的知识库工具必须在初始化时预加载并注册到 self.tools 运行时根据配置从 self.tools 中筛选工具,不能动态添加新工具 """ def __init__(self, *, extra_tools: list[Any] | None = None): """初始化中间件 Args: extra_tools: 额外工具列表(从 create_agent 的 tools 参数传入) """ super().__init__() # 这里的工具只是提供给 langchain 调用,并不是真正的绑定在模型上(后续会过滤) self.kb_tools = get_kb_based_tools() self.buildin_tools = get_buildin_tools() self.tools = self.kb_tools + self.buildin_tools + (extra_tools or []) logger.debug(f"Initialized tools: {len(self.tools)}") async def awrap_model_call( self, request: ModelRequest, handler: Callable[[ModelRequest], ModelResponse] ) -> ModelResponse: runtime_context = request.runtime.context model = load_chat_model(getattr(runtime_context, "model", None)) enabled_tools = await self.get_tools_from_context(runtime_context) existing_tools = list(request.tools or []) # 合并之前中间件设置的 tools,避免覆盖 merged_tools = [] for t_bind in existing_tools: if t_bind in enabled_tools or t_bind not in self.tools: merged_tools.append(t_bind) # 动态生成 system message,添加当前时间 cur_datetime = f"当前时间:{shanghai_now().strftime('%Y-%m-%d %H:%M:%S')} UTC" system_prompt = getattr(runtime_context, "system_prompt", "") or "" new_content = list(request.system_message.content_blocks) + [ {"type": "text", "text": f"{cur_datetime}\n\n{system_prompt}"} ] new_system_message = SystemMessage(content=new_content) logger.debug(f"RuntimeConfigMiddleware: model={model}, tools={[t.name for t in merged_tools]}. ") request = request.override(model=model, tools=merged_tools, system_message=new_system_message) return await handler(request) async def get_tools_from_context(self, context) -> list: """从上下文配置中获取工具列表""" # 1. 基础工具 (从 context.tools 中筛选) selected_tools = [] if context.tools: # 创建工具映射表 tools_map = {t.name: t for t in self.tools} for tool_name in context.tools: if tool_name in tools_map: selected_tools.append(tools_map[tool_name]) else: logger.warning(f"Tool '{tool_name}' not found in available tools. {tools_map.keys()=}") # 2. 知识库工具 if context.knowledges: kb_tools = get_kb_based_tools(db_names=context.knowledges) selected_tools.extend(kb_tools) # 3. MCP 工具(使用统一入口,自动过滤 disabled_tools) if context.mcps: for server_name in context.mcps: mcp_tools = await get_enabled_mcp_tools(server_name) selected_tools.extend(mcp_tools) return selected_tools