ForcePilot/src/agents/common/middlewares/runtime_config_middleware.py

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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
支持自定义上下文字段名称以便在不同场景如主智能体/子智能体使用不同的配置字段
"""
def __init__(
self,
*,
extra_tools: list[Any] | None = None,
model_context_name: str = "model",
system_prompt_context_name: str = "system_prompt",
tools_context_name: str = "tools",
knowledges_context_name: str = "knowledges",
mcps_context_name: str = "mcps",
enable_model_override: bool = True,
enable_system_prompt_override: bool = True,
enable_tools_override: bool = True,
):
"""初始化中间件
Args:
extra_tools: 额外工具列表 create_agent tools 参数传入
model_context_name: 上下文中的模型字段名称默认 "model"
system_prompt_context_name: 上下文中的系统提示词字段名称默认 "system_prompt"
tools_context_name: 上下文中的工具列表字段名称默认 "tools"
knowledges_context_name: 上下文中的知识库列表字段名称默认 "knowledges"
mcps_context_name: 上下文中的 MCP 服务器列表字段名称默认 "mcps"
enable_model_override: 是否允许覆盖模型配置默认 True
enable_system_prompt_override: 是否允许覆盖系统提示词默认 True
enable_tools_override: 是否允许覆盖工具列表默认 True
"""
super().__init__()
self.kb_tools = get_kb_based_tools()
self.buildin_tools = get_buildin_tools()
self.tools = self.kb_tools + self.buildin_tools + (extra_tools or [])
# 存储自定义字段名称
self.model_context_name = model_context_name
self.system_prompt_context_name = system_prompt_context_name
self.tools_context_name = tools_context_name
self.knowledges_context_name = knowledges_context_name
self.mcps_context_name = mcps_context_name
# 存储覆盖配置
self.enable_model_override = enable_model_override
self.enable_system_prompt_override = enable_system_prompt_override
self.enable_tools_override = enable_tools_override
logger.debug(
f"Initialized RuntimeConfigMiddleware with custom field names: model={model_context_name}, "
f"system_prompt={system_prompt_context_name}, tools={tools_context_name}, "
f"knowledges={knowledges_context_name}, mcps={mcps_context_name}"
)
async def awrap_model_call(
self, request: ModelRequest, handler: Callable[[ModelRequest], ModelResponse]
) -> ModelResponse:
runtime_context = request.runtime.context
overrides: dict[str, Any] = {}
# 1. 模型覆盖(可选)
if self.enable_model_override:
model = load_chat_model(getattr(runtime_context, self.model_context_name, None))
overrides["model"] = model
# 2. 工具覆盖(可选)
if self.enable_tools_override:
enabled_tools = await self.get_tools_from_context(runtime_context)
existing_tools = list(request.tools or [])
merged_tools = []
for t_bind in existing_tools:
# (1) 已启用的工具保留
# (2) 非本中间件管理的工具保留
if t_bind.name in [t.name for t in enabled_tools] or \
t_bind.name not in [t.name for t in self.tools]:
merged_tools.append(t_bind)
overrides["tools"] = merged_tools
logger.debug(f"RuntimeConfigMiddleware selected tools: {[t.name for t in merged_tools]}")
# 3. 系统提示词覆盖(可选)
if self.enable_system_prompt_override:
cur_datetime = f"当前时间:{shanghai_now().strftime('%Y-%m-%d %H:%M:%S')} UTC"
system_prompt = getattr(runtime_context, self.system_prompt_context_name, "") 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)
overrides["system_message"] = new_system_message
if overrides:
request = request.override(**overrides)
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"""
selected_tools = []
# 1. 基础工具 (从 context.tools 中筛选)
tools = getattr(context, self.tools_context_name, None)
if tools:
tools_map = {t.name: t for t in self.tools}
for tool_name in tools:
if tool_name in tools_map:
selected_tools.append(tools_map[tool_name])
# 2. 知识库工具
knowledges = getattr(context, self.knowledges_context_name, None)
if knowledges:
kb_tools = get_kb_based_tools(db_names=knowledges)
selected_tools.extend(kb_tools)
# 3. MCP 工具(使用统一入口,自动过滤 disabled_tools
mcps = getattr(context, self.mcps_context_name, None)
if mcps:
for server_name in mcps:
mcp_tools = await get_enabled_mcp_tools(server_name)
selected_tools.extend(mcp_tools)
return selected_tools