57 lines
1.7 KiB
Python
57 lines
1.7 KiB
Python
import os
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import dotenv
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from langchain_openai import ChatOpenAI
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from langchain_core.prompts import ChatPromptTemplate
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from langchain_core.tools import tool
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from langchain.agents import create_openai_tools_agent, AgentExecutor
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# 加载环境变量
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dotenv.load_dotenv()
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# 定义工具(Tool)
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@tool
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def get_current_time() -> str:
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"""获取当前日期和时间"""
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from datetime import datetime
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return datetime.now().strftime("%Y-%m-%d %H:%M:%S")
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@tool
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def add_numbers(a: float, b: float) -> float:
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"""将两个数字相加"""
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return a + b
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# 注意:你可以添加更多工具,比如天气查询、网络搜索等
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tools = [get_current_time, add_numbers]
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# 创建 LLM(必须支持 function calling)
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llm = ChatOpenAI(
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api_key=os.getenv("OPENAI_API_KEY"),
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base_url=os.getenv("DASHSCOPE_BASE_URL"),
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model="qwen-plus",
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temperature=0.7,
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streaming=True,
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)
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# 构建提示模板(LangChain 会自动注入工具信息)
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prompt = ChatPromptTemplate.from_messages([
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("system", "你是一个智能助手,可以使用工具来回答问题。"),
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("human", "{input_message}"),
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("placeholder", "{agent_scratchpad}"), # 必须包含这个占位符
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])
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# 创建 OpenAI 工具型智能体(兼容 function calling)
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agent = create_openai_tools_agent(llm, tools, prompt)
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# 创建执行器
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agent_executor = AgentExecutor(
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agent=agent,
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tools=tools,
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verbose=True, # 打印中间步骤(可选)
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handle_parsing_errors=True,
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)
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# 非流式调用(AgentExecutor 目前对流式支持有限,尤其在工具调用场景)
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response = agent_executor.invoke({"input_message": "现在几点了?然后把 123 和 456 加起来。"})
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print('\n---\n')
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print(response["output"]) |