from __future__ import annotations import typing import traceback from ...core import app, entities as core_entities from . import entities, loader as tools_loader from ...plugin import context as plugin_context from .loaders import plugin, mcp class ToolManager: """LLM工具管理器""" ap: app.Application loaders: list[tools_loader.ToolLoader] def __init__(self, ap: app.Application): self.ap = ap self.all_functions = [] self.loaders = [] async def initialize(self): for loader_cls in tools_loader.preregistered_loaders: loader_inst = loader_cls(self.ap) await loader_inst.initialize() self.loaders.append(loader_inst) async def get_all_functions(self, plugin_enabled: bool=None) -> list[entities.LLMFunction]: """获取所有函数""" all_functions: list[entities.LLMFunction] = [] for loader in self.loaders: all_functions.extend(await loader.get_tools(plugin_enabled)) return all_functions async def generate_tools_for_openai(self, use_funcs: list[entities.LLMFunction]) -> list: """生成函数列表""" tools = [] for function in use_funcs: function_schema = { "type": "function", "function": { "name": function.name, "description": function.description, "parameters": function.parameters, }, } tools.append(function_schema) return tools async def generate_tools_for_anthropic( self, use_funcs: list[entities.LLMFunction] ) -> list: """为anthropic生成函数列表 e.g. [ { "name": "get_stock_price", "description": "Get the current stock price for a given ticker symbol.", "input_schema": { "type": "object", "properties": { "ticker": { "type": "string", "description": "The stock ticker symbol, e.g. AAPL for Apple Inc." } }, "required": ["ticker"] } } ] """ tools = [] for function in use_funcs: function_schema = { "name": function.name, "description": function.description, "input_schema": function.parameters, } tools.append(function_schema) return tools async def execute_func_call( self, query: core_entities.Query, name: str, parameters: dict ) -> typing.Any: """执行函数调用""" for loader in self.loaders: if await loader.has_tool(name): return await loader.invoke_tool(query, name, parameters) else: raise ValueError(f"未找到工具: {name}") async def shutdown(self): """关闭所有工具""" for loader in self.loaders: await loader.shutdown()