{"id":93660,"date":"2026-08-12T23:48:47","date_gmt":"2026-08-12T15:48:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93660.html"},"modified":"2026-08-12T23:48:47","modified_gmt":"2026-08-12T15:48:47","slug":"%e4%bb%8e%e9%9b%b6%e5%ad%a6%e4%bc%9a-toolcall%ef%bc%9a%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9c%9f%e6%ad%a3%e5%8a%a8%e6%89%8b%e5%b9%b2%e6%b4%bb-day14","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93660.html","title":{"rendered":"\u4ece\u96f6\u5b66\u4f1a ToolCall\uff1a\u8ba9\u5927\u6a21\u578b\u771f\u6b63\u201c\u52a8\u624b\u5e72\u6d3b\u201c-Day14"},"content":{"rendered":"

\u4e00\u3001\u5148\u95ee\u4e00\u4e2a\u95ee\u9898：\u5927\u6a21\u578b\u80fd"\u5e72\u6d3b"\u5417？<\/h3>\n

\u4f60\u7528 ChatGPT \/ DeepSeek \u804a\u5929\u65f6，\u5b83\u53ea\u80fd\u8f93\u51fa\u6587\u5b57\u2014\u2014\u5b83\u4e0d\u77e5\u9053\u81ea\u5df1"\u73b0\u5728\u51e0\u70b9"\u3001 \u4e0d\u77e5\u9053\u4eca\u5929\u7684\u5b9e\u65f6\u5929\u6c14\u3001\u66f4\u6ca1\u6cd5\u5e2e\u4f60\u8bfb\u5199\u6587\u4ef6\u6216\u64cd\u4f5c\u7535\u8111\u3002<\/p>\n

\u90a3\u600e\u4e48\u8ba9 AI \u771f\u6b63"\u5e72\u6d3b"（\u67e5\u5929\u6c14\u3001\u67e5\u6570\u636e\u3001\u64cd\u4f5c\u5de5\u5177）？<\/p>\n

\u7b54\u6848\u5c31\u662f ToolCall（\u5de5\u5177\u8c03\u7528）：\u8ba9\u5927\u6a21\u578b"\u63d0\u8bae"\u8c03\u7528\u67d0\u4e2a\u51fd\u6570， \u6211\u4eec\u81ea\u5df1\u7684\u4ee3\u7801\u771f\u6b63\u6267\u884c\u90a3\u4e2a\u51fd\u6570，\u518d\u628a\u7ed3\u679c\u4ea4\u56de\u7ed9\u6a21\u578b，\u7531\u6a21\u578b\u7ec4\u7ec7\u6210\u6700\u7ec8\u56de\u7b54\u3002<\/p>\n

\u7528\u6237\u63d0\u95ee
\n \u2502
\n \u25bc
\n\u5927\u6a21\u578b \u2500\u2500\u25ba \u8f93\u51fa："\u6211\u60f3\u8c03\u7528 get_pet_info \u5de5\u5177，\u53c2\u6570 pet=cat"
\n \u25b2 \u2502
\n \u2502 \u25bc
\n \u2502 \u6211\u4eec\u7684\u4ee3\u7801\u6267\u884c get_pet_info("cat")
\n \u2502 \u2502
\n \u2502 \u25bc \u8fd4\u56de "\u732b：\u4e00\u5929\u776112~16\u5c0f\u65f6\u2026\u2026"
\n \u2514\u2500\u2500 \u6a21\u578b\u770b\u5230\u7ed3\u679c，\u7ec4\u7ec7\u6210\u6700\u7ec8\u56de\u7b54 \u2500\u2500\u25ba \u8f93\u51fa\u7ed9\u7528\u6237<\/p>\n

\u6838\u5fc3\u4e00\u53e5\u8bdd：\u6a21\u578b\u53ea\u8d1f\u8d23"\u63d0\u8bae"，\u6267\u884c\u6743\u6c38\u8fdc\u5728\u6211\u4eec\u624b\u91cc\u3002 \u8fd9\u5c31\u662f Agent（\u667a\u80fd\u4f53）\u533a\u522b\u4e8e\u666e\u901a\u804a\u5929\u673a\u5668\u4eba\u7684\u672c\u8d28\u3002<\/p>\n

\u4e8c\u3001\u56db\u8bfe\u9012\u8fdb：\u4ece"\u624b\u6413"\u5230"\u6846\u67b6"<\/h3>\n

\u6211\u5199\u4e86\u4e00\u4e2a\u6559\u5b66\u9879\u76ee simpleAgent，\u7528 \u56db\u8bfe\u9012\u8fdb \u7684\u65b9\u5f0f\u8bb2\u900f ToolCall， \u793a\u4f8b\u4e3b\u9898\u662f"\u5ba0\u7269\u56fe\u9274"（\u67e5\u732b\/\u72d7\/\u4ed3\u9f20\/\u5154\u5b50\u7684\u8da3\u5473\u77e5\u8bc6）\u3002<\/p>\n\n\u8bfe\u7a0b\u5b9e\u73b0\u65b9\u5f0f\u4e00\u53e5\u8bdd\u6982\u62ec\u4f9d\u8d56<\/tr>\n\n\n\n\n\n
\u7b2c\u4e00\u8bfe<\/td>\n\u5b57\u7b26\u4e32\u534f\u8bae<\/td>\n\u624b\u5de5\u6a21\u62df\u6a21\u578b\u8f93\u51fa，split \u89e3\u6790<\/td>\n\u96f6\u4f9d\u8d56<\/td>\n<\/tr>\n
\u7b2c\u4e8c\u8bfe<\/td>\nPrompt \u534f\u8bae<\/td>\n\u63a5\u771f\u5b9e\u6a21\u578b，\u63d0\u793a\u8bcd\u7ea6\u5b9a\u683c\u5f0f + \u6b63\u5219\u89e3\u6790<\/td>\nlangchain<\/td>\n<\/tr>\n
\u7b2c\u4e09\u8bfe<\/td>\nLangChain \u539f\u751f<\/td>\n@tool \u88c5\u9970\u5668，\u6846\u67b6\u5168\u81ea\u52a8\u89e3\u6790<\/td>\nlangchain<\/td>\n<\/tr>\n
\u7b2c\u56db\u8bfe<\/td>\n\u5e95\u5c42\u900f\u89c6<\/td>\nOpenAI SDK \u6253\u5370\u539f\u59cb JSON，\u770b\u6e05\u672c\u8d28<\/td>\nopenai<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e0b\u9762\u9010\u8bfe\u62c6\u89e3\u3002<\/p>\n

\u4e09\u3001\u7b2c\u4e00\u8bfe：\u5b57\u7b26\u4e32\u534f\u8bae（\u6700\u6734\u7d20\u7684 ToolCall）<\/h3>\n

\u601d\u60f3：\u7ea6\u5b9a\u4e00\u79cd\u6587\u5b57\u683c\u5f0f，\u6a21\u578b\u6309\u683c\u5f0f\u8f93\u51fa，\u6211\u4eec\u7528\u5b57\u7b26\u4e32\u89e3\u6790\u6765\u6267\u884c\u5de5\u5177\u3002<\/p>\n

# 1. \u5de5\u5177\u672c\u4f53：\u4e00\u4e2a\u666e\u901a Python \u51fd\u6570<\/span>
\ndef<\/span> get_pet_info<\/span>(<\/span>pet:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
\n facts =<\/span> {<\/span>"cat"<\/span>:<\/span> "\u732b：\u4e00\u5929\u776112~16\u5c0f\u65f6\u2026\u2026"<\/span>,<\/span> "dog"<\/span>:<\/span> "\u72d7：\u9f3b\u7eb9\u72ec\u4e00\u65e0\u4e8c\u2026\u2026"<\/span>}<\/span>
\n return<\/span> facts.<\/span>get(<\/span>pet,<\/span> "\u56fe\u9274\u91cc\u6ca1\u6709\u8fd9\u4e2a\u5ba0\u7269~"<\/span>)<\/span><\/p>\n

# 2. \u7ea6\u5b9a\u534f\u8bae：\u6a21\u578b\u60f3\u8c03\u5de5\u5177\u65f6\u8f93\u51fa "\u5de5\u5177\u540d:\u53c2\u6570JSON"<\/span>
\nmodel_output =<\/span> 'get_pet_info:{"pet": "cat"}'<\/span><\/p>\n

# 3. \u6211\u4eec\u89e3\u6790\u8fd9\u6bb5\u6587\u5b57<\/span>
\ntool_name,<\/span> args_text =<\/span> model_output.<\/span>split(<\/span>":"<\/span>,<\/span> maxsplit=<\/span>1<\/span>)<\/span>
\nargs =<\/span> json.<\/span>loads(<\/span>args_text)<\/span> # {"pet": "cat"} \u5b57\u7b26\u4e32 -> \u5b57\u5178<\/span>
\nprint<\/span>(<\/span>get_pet_info(<\/span>**<\/span>args)<\/span>)<\/span> # ** \u628a\u5b57\u5178\u5c55\u5f00\u6210\u5173\u952e\u5b57\u53c2\u6570<\/span><\/p>\n

\u77e5\u8bc6\u70b9：<\/p>\n

    \n
  • \u6a21\u578b\u8f93\u51fa\u5c31\u662f"\u534f\u8bae\u62a5\u6587"，\u89e3\u6790\u534f\u8bae\u662f Agent \u7684\u8001\u672c\u884c<\/li>\n
  • maxsplit=1 \u5f88\u5173\u952e\u2014\u2014\u53c2\u6570\u91cc\u4e5f\u53ef\u80fd\u6709\u5192\u53f7，\u53ea\u5207\u7b2c\u4e00\u5200<\/li>\n
  • **args \u662f\u628a\u5b57\u5178 {"pet": "cat"} \u5c55\u5f00\u6210 get_pet_info(pet="cat") \u7684\u8bed\u6cd5\u7cd6<\/li>\n<\/ul>\n

    \u5c40\u9650：\u683c\u5f0f\u8106\u5f31\u3002\u6a21\u578b\u4e00\u9ad8\u5174\u8f93\u51fa\u9519\u683c\u5f0f，\u89e3\u6790\u5c31\u5931\u8d25\u3002<\/p>\n

    \u56db\u3001\u7b2c\u4e8c\u8bfe：Prompt \u534f\u8bae（\u63a5\u771f\u5b9e\u6a21\u578b + \u6b63\u5219\u89e3\u6790）<\/h3>\n

    \u601d\u60f3：\u4e0d\u4f9d\u8d56\u6a21\u578b\u7684\u539f\u751f\u5de5\u5177\u80fd\u529b，\u800c\u662f\u5728\u63d0\u793a\u8bcd\u91cc"\u6559\u80b2"\u6a21\u578b\u6309\u683c\u5f0f\u8f93\u51fa， \u518d\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u7a33\u59a5\u5730\u63d0\u53d6\u3002<\/p>\n

    SYSTEM_PROMPT =<\/span> """
    \n\u4f60\u662f\u4e00\u4e2a\u5ba0\u7269\u56fe\u9274\u52a9\u624b\u3002\u7cfb\u7edf\u91cc\u6709\u4e00\u4e2a\u5de5\u5177 get_pet_info\u3002
    \n\u5f53\u7528\u6237\u8be2\u95ee\u5ba0\u7269\u65f6，\u4e0d\u8981\u76f4\u63a5\u56de\u7b54，\u5fc5\u987b\u4e25\u683c\u8f93\u51fa：<\/p>\n

    <Tool>get_pet_info<\/Tool>
    \n<Args>{"pet":"cat"}<\/Args>
    \n"""<\/span>.<\/span>strip(<\/span>)<\/span><\/p>\n

    # \u8c03\u7528\u771f\u5b9e\u6a21\u578b（LangChain \u5c01\u88c5，DeepSeek \u7b49 OpenAI \u517c\u5bb9\u670d\u52a1\u5546\u901a\u7528）<\/span>
    \nresponse =<\/span> ChatOpenAI(<\/span>model=<\/span>"deepseek-chat"<\/span>,<\/span> base_url=<\/span>"https:\/\/api.deepseek.com\/v1"<\/span>,<\/span>
    \n api_key=<\/span>API_KEY,<\/span> temperature=<\/span>0<\/span>)<\/span>.<\/span>invoke(<\/span>[<\/span>
    \n SystemMessage(<\/span>content=<\/span>SYSTEM_PROMPT)<\/span>,<\/span> # \u534f\u8bae：\u600e\u4e48\u8f93\u51fa<\/span>
    \n HumanMessage(<\/span>content=<\/span>"\u6211\u60f3\u4e86\u89e3\u732b\u7684\u77e5\u8bc6"<\/span>)<\/span>,<\/span> # \u95ee\u9898：\u7528\u6237\u8bf4\u4e86\u5565<\/span>
    \n]<\/span>)<\/span><\/p>\n

    # \u6b63\u5219\u89e3\u6790：\u4ece\u6a21\u578b\u8f93\u51fa\u91cc"\u62a0\u51fa"\u5de5\u5177\u540d\u548c\u53c2\u6570<\/span>
    \ntool_match =<\/span> re.<\/span>search(<\/span>r"<Tool>(.*?)<\/Tool>"<\/span>,<\/span> str<\/span>(<\/span>response.<\/span>content)<\/span>,<\/span> re.<\/span>DOTALL)<\/span>
    \nargs_match =<\/span> re.<\/span>search(<\/span>r"<Args>(.*?)<\/Args>"<\/span>,<\/span> str<\/span>(<\/span>response.<\/span>content)<\/span>,<\/span> re.<\/span>DOTALL)<\/span><\/p>\n

    \u77e5\u8bc6\u70b9：<\/p>\n

      \n
    • temperature=0：\u534f\u8bae\u89e3\u6790\u573a\u666f\u8981"\u6700\u4e25\u8c28"，\u968f\u673a\u5ea6\u5f52\u96f6<\/li>\n
    • \u6b63\u5219 <Tool>(.*?)<\/Tool> \u4e2d .*? \u662f\u975e\u8d2a\u5a6a\u5339\u914d，\u53ea\u53d6\u6807\u7b7e\u4e4b\u95f4\u7684\u5185\u5bb9<\/li>\n
    • re.DOTALL：\u8ba9 . \u4e5f\u80fd\u5339\u914d\u6362\u884c，\u9632\u6b62\u6a21\u578b\u8f93\u51fa\u91cc\u5939\u4e86\u6362\u884c\u5bfc\u81f4\u63d0\u53d6\u5931\u8d25<\/li>\n
    • System Prompt \u5c31\u662f"\u7ed9\u6a21\u578b\u5b9a\u7684\u89c4\u77e9"，\u8fd9\u662f Prompt Engineering \u7684\u5165\u95e8\u52a8\u4f5c<\/li>\n<\/ul>\n

      \u5c40\u9650：\u6a21\u578b\u4e0d\u4fdd\u8bc1\u6c38\u8fdc\u5b88\u89c4\u77e9\u3002\u800c"\u539f\u751f ToolCall"\u8ba9\u6a21\u578b\u76f4\u63a5\u8fd4\u56de\u7ed3\u6784\u5316\u6570\u636e，\u5929\u7136\u4e0d\u4f1a\u9519\u3002<\/p>\n

      \u4e94\u3001\u7b2c\u4e09\u8bfe：LangChain \u539f\u751f ToolCall（\u6846\u67b6\u5168\u81ea\u52a8）<\/h3>\n

      \u601d\u60f3：\u7528 @tool \u88c5\u9970\u5668\u628a\u51fd\u6570\u53d8\u6210"\u6a21\u578b\u53ef\u8c03\u7528"\u7684\u5de5\u5177， LangChain \u81ea\u52a8\u5b8c\u6210：\u534f\u8bae\u751f\u6210 \u2192 \u89e3\u6790 \u2192 \u53c2\u6570\u6821\u9a8c \u2192 \u7ed3\u679c\u56de\u4f20\u3002\u624b\u5199 40 \u884c\u53d8 10 \u884c\u3002<\/p>\n

      from<\/span> langchain_core.<\/span>tools import<\/span> tool<\/p>\n

      @tool<\/span>
      \ndef<\/span> get_pet_info<\/span>(<\/span>pet:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
      \n """\u67e5\u8be2\u5ba0\u7269\u7684\u8da3\u5473\u77e5\u8bc6\u3002\u53c2\u6570 pet：cat\u3001dog\u3001hamster\u3001rabbit\u3002"""<\/span>
      \n facts =<\/span> {<\/span>"cat"<\/span>:<\/span> "\u732b：\u4e00\u5929\u776112~16\u5c0f\u65f6\u2026\u2026"<\/span>,<\/span> "dog"<\/span>:<\/span> "\u72d7：\u9f3b\u7eb9\u72ec\u4e00\u65e0\u4e8c\u2026\u2026"<\/span>}<\/span>
      \n return<\/span> facts.<\/span>get(<\/span>pet,<\/span> "\u56fe\u9274\u91cc\u6ca1\u6709\u8fd9\u4e2a\u5ba0\u7269~"<\/span>)<\/span><\/p>\n

      llm =<\/span> ChatOpenAI(<\/span>model=<\/span>"deepseek-chat"<\/span>,<\/span> base_url=<\/span>"…"<\/span>,<\/span> api_key=<\/span>API_KEY,<\/span> temperature=<\/span>0<\/span>)<\/span>
      \nllm_with_tools =<\/span> llm.<\/span>bind_tools(<\/span>[<\/span>get_pet_info]<\/span>)<\/span> # \u4e00\u884c\u7ed1\u5b9a，\u6ce8\u518c\u5de5\u5177<\/span><\/p>\n

      response =<\/span> llm_with_tools.<\/span>invoke(<\/span>messages)<\/span>
      \nprint<\/span>(<\/span>response.<\/span>tool_calls)<\/span>
      \n# \u81ea\u52a8\u89e3\u6790\u51fa：{'name': 'get_pet_info', 'args': {'pet': 'cat'}, 'id': 'call_xxx'}<\/span><\/p>\n

      # \u6267\u884c\u5de5\u5177，\u7ed3\u679c\u901a\u8fc7 ToolMessage \u653e\u56de\u5386\u53f2，\u518d\u4ea4\u7ed9\u6a21\u578b\u51fa\u6700\u7ec8\u56de\u7b54<\/span>
      \nresult =<\/span> get_pet_info.<\/span>invoke(<\/span>response.<\/span>tool_calls[<\/span>0<\/span>]<\/span>[<\/span>"args"<\/span>]<\/span>)<\/span>
      \nmessages.<\/span>append(<\/span>response)<\/span>
      \nmessages.<\/span>append(<\/span>ToolMessage(<\/span>content=<\/span>result,<\/span> tool_call_id=<\/span>response.<\/span>tool_calls[<\/span>0<\/span>]<\/span>[<\/span>"id"<\/span>]<\/span>)<\/span>)<\/span>
      \nfinal =<\/span> llm_with_tools.<\/span>invoke(<\/span>messages)<\/span><\/p>\n

      @tool \u88c5\u9970\u5668\u81ea\u52a8\u751f\u6210\u4e86\u4ec0\u4e48？<\/p>\n

        \n
      • \u51fd\u6570\u540d \u2192 \u5de5\u5177\u540d name<\/li>\n
      • \u51fd\u6570\u6ce8\u91ca docstring \u2192 \u7ed9\u6a21\u578b\u770b\u7684 description<\/li>\n
      • \u53c2\u6570\u7c7b\u578b\u6ce8\u89e3 pet: str \u2192 \u53c2\u6570 JSON Schema<\/li>\n<\/ul>\n

        \u4e3a\u4ec0\u4e48 @tool \u66f4\u7a33？ \u6a21\u578b\u8fd4\u56de\u7684\u662f\u7ed3\u6784\u5316\u5b57\u6bb5 tool_calls（name\/args\/id），\u4e0d\u662f\u81ea\u7531\u6587\u672c， \u4e0d\u7528\u6b63\u5219\u3001\u4e0d\u6015\u683c\u5f0f\u9519\u2014\u2014\u8fd9\u662f\u5de5\u4e1a\u7ea7\u505a\u6cd5\u3002<\/p>\n

        \u516d\u3001\u7b2c\u56db\u8bfe：\u6380\u5f00\u76d6\u5b50，\u770b API \u539f\u59cb\u8fd4\u56de<\/h3>\n

        \u601d\u60f3：\u7b2c\u4e09\u8bfe\u592a"\u9b54\u6cd5"\u4e86？\u8fd9\u4e00\u8bfe\u7528\u6700\u5e95\u5c42\u7684 OpenAI SDK \u53d1\u4e00\u6b21\u5e26 tools \u7684\u8bf7\u6c42， \u628a\u8fd4\u56de\u7684\u539f\u59cb JSON \u5b8c\u6574\u6253\u5370\u51fa\u6765，\u4eb2\u773c\u770b\u770b tool_calls \u957f\u4ec0\u4e48\u6837\u3002<\/p>\n

        from<\/span> openai import<\/span> OpenAI
        \nclient =<\/span> OpenAI(<\/span>base_url=<\/span>"https:\/\/api.deepseek.com\/v1"<\/span>,<\/span> api_key=<\/span>API_KEY)<\/span><\/p>\n

        response =<\/span> client.<\/span>chat.<\/span>completions.<\/span>create(<\/span>
        \n model=<\/span>"deepseek-chat"<\/span>,<\/span>
        \n messages=<\/span>[<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> "\u6211\u60f3\u4e86\u89e3\u732b\u7684\u77e5\u8bc6"<\/span>}<\/span>]<\/span>,<\/span>
        \n tools=<\/span>[<\/span>{<\/span>
        \n "type"<\/span>:<\/span> "function"<\/span>,<\/span>
        \n "function"<\/span>:<\/span> {<\/span>
        \n "name"<\/span>:<\/span> "get_pet_info"<\/span>,<\/span>
        \n "description"<\/span>:<\/span> "\u67e5\u8be2\u5ba0\u7269\u7684\u8da3\u5473\u77e5\u8bc6\u3002"<\/span>,<\/span>
        \n "strict"<\/span>:<\/span> True<\/span>,<\/span>
        \n "parameters"<\/span>:<\/span> {<\/span>
        \n "type"<\/span>:<\/span> "object"<\/span>,<\/span>
        \n "properties"<\/span>:<\/span> {<\/span>"pet"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>,<\/span> "description"<\/span>:<\/span> "\u5ba0\u7269\u82f1\u6587\u540d"<\/span>}<\/span>}<\/span>,<\/span>
        \n "required"<\/span>:<\/span> [<\/span>"pet"<\/span>]<\/span>,<\/span>
        \n "additionalProperties"<\/span>:<\/span> False<\/span>,<\/span>
        \n }<\/span>,<\/span>
        \n }<\/span>,<\/span>
        \n }<\/span>]<\/span>,<\/span>
        \n temperature=<\/span>0<\/span>,<\/span>
        \n)<\/span><\/p>\n

        \u6a21\u578b\u8fd4\u56de\u7684\u6838\u5fc3\u7ed3\u6784（\u4eb2\u624b\u8dd1\u4e00\u904d\u80fd\u770b\u5230\u5b8c\u6574 JSON）：<\/p>\n

        {<\/span>
        \n "choices"<\/span>:<\/span> [<\/span>{<\/span>
        \n "message"<\/span>:<\/span> {<\/span>
        \n "content"<\/span>:<\/span> null<\/span>,<\/span>
        \n "tool_calls"<\/span>:<\/span> [<\/span>{<\/span>
        \n "id"<\/span>:<\/span> "call_abc123"<\/span>,<\/span>
        \n "type"<\/span>:<\/span> "function"<\/span>,<\/span>
        \n "function"<\/span>:<\/span> {<\/span>
        \n "name"<\/span>:<\/span> "get_pet_info"<\/span>,<\/span>
        \n "arguments"<\/span>:<\/span> "{\\\\"pet\\\\": \\\\"cat\\\\"}"<\/span>
        \n }<\/span>
        \n }<\/span>]<\/span>
        \n }<\/span>
        \n }<\/span>]<\/span>
        \n}<\/span><\/p>\n

        \u9010\u5b57\u6bb5\u89e3\u8bfb：<\/p>\n\n\u5b57\u6bb5\u542b\u4e49\u6ce8\u610f<\/tr>\n\n\n\n\n\n
        id<\/td>\n\u672c\u6b21\u8c03\u7528\u7684\u552f\u4e00\u7f16\u53f7<\/td>\n\u7ed3\u679c\u56de\u4f20\u65f6\u5fc5\u987b\u5e26\u4e0a，\u6a21\u578b\u9760\u5b83"\u5bf9\u4e0a\u53f7"<\/td>\n<\/tr>\n
        name<\/td>\n\u5de5\u5177\u540d<\/td>\n\u5bf9\u5e94\u6211\u4eec\u6ce8\u518c\u7684 get_pet_info<\/td>\n<\/tr>\n
        arguments<\/td>\n\u53c2\u6570<\/td>\n\u662f JSON \u5b57\u7b26\u4e32，\u8981 json.loads \u89e3\u6790\u6210\u5b57\u5178\u624d\u80fd\u7528<\/td>\n<\/tr>\n
        content<\/td>\n\u6587\u5b57\u5185\u5bb9<\/td>\n\u7eaf\u5de5\u5177\u8c03\u7528\u65f6\u4e3a null，\u6ca1\u6709\u6587\u5b57\u56de\u7b54<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u770b\u61c2\u8fd9\u4e2a JSON，\u4f60\u5c31\u7406\u89e3\u4e86：\u7b2c\u4e8c\u8bfe\u7684\u6b63\u5219\u3001\u7b2c\u4e09\u8bfe\u7684 @tool， \u672c\u8d28\u4e0a\u90fd\u662f\u5728\u8ddf\u540c\u4e00\u4e2a\u7ed3\u6784\u6253\u4ea4\u9053\u3002<\/p>\n

        \u4e03\u3001\u6838\u5fc3\u77e5\u8bc6\u70b9\u603b\u7ed3<\/h3>\n

        7.1 ToolCall \u7684\u672c\u8d28<\/h4>\n

        \u6a21\u578b\u8f93\u51fa"\u5de5\u5177\u610f\u56fe"（\u7ed3\u6784\u5316 or \u6587\u672c\u534f\u8bae） \u2192 \u4ee3\u7801\u89e3\u6790 \u2192 \u6267\u884c \u2192 \u7ed3\u679c\u4ea4\u56de \u2192 \u6700\u7ec8\u56de\u7b54\u3002<\/p>\n

        7.2 \u4e09\u79cd\u5b9e\u73b0\u65b9\u5f0f\u5bf9\u6bd4<\/h4>\n\n\u65b9\u5f0f\u6a21\u578b\u8f93\u51fa\u89e3\u6790\u65b9\u5f0f\u7a33\u5b9a\u6027<\/tr>\n\n\n\n\n
        \u5b57\u7b26\u4e32\u534f\u8bae<\/td>\n\u5de5\u5177\u540d:\u53c2\u6570 \u6587\u672c<\/td>\nsplit<\/td>\n\u5dee<\/td>\n<\/tr>\n
        Prompt \u534f\u8bae<\/td>\n<Tool>\/<Args> \u6587\u672c<\/td>\n\u6b63\u5219 re.search<\/td>\n\u4e2d<\/td>\n<\/tr>\n
        \u539f\u751f ToolCall<\/td>\n\u7ed3\u6784\u5316 tool_calls<\/td>\n\u6846\u67b6\u81ea\u52a8<\/td>\n\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        7.3 \u6d88\u606f\u7684\u56db\u79cd\u89d2\u8272<\/h4>\n\nrole\u8c01\u4f55\u65f6\u51fa\u73b0<\/tr>\n\n\n\n\n\n
        system<\/td>\n\u4eba\u8bbe\/\u89c4\u5219<\/td>\n\u5bf9\u8bdd\u5f00\u5934，\u7ea6\u5b9a\u884c\u4e3a<\/td>\n<\/tr>\n
        user<\/td>\n\u7528\u6237<\/td>\n\u6bcf\u6b21\u63d0\u95ee<\/td>\n<\/tr>\n
        assistant<\/td>\n\u6a21\u578b<\/td>\n\u6bcf\u6b21\u56de\u7b54；\u8c03\u5de5\u5177\u65f6\u8fd9\u6761\u6d88\u606f\u5fc5\u987b\u539f\u6837\u653e\u56de\u5386\u53f2<\/td>\n<\/tr>\n
        tool<\/td>\n\u5de5\u5177\u7ed3\u679c<\/td>\n\u6bcf\u6b21\u5de5\u5177\u6267\u884c\u540e，\u5fc5\u987b\u5e26 tool_call_id<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u534f\u8bae\u8981\u6c42：\u6a21\u578b"\u5e26\u5de5\u5177\u610f\u56fe"\u7684\u6d88\u606f\u548c\u5de5\u5177\u7ed3\u679c\u6d88\u606f\u90fd\u8981\u8ffd\u52a0\u8fdb\u5386\u53f2， \u6a21\u578b\u4e0b\u4e00\u8f6e\u624d\u80fd"\u770b\u5230"\u7ed3\u679c\u7ee7\u7eed\u56de\u7b54\u3002\u6f0f\u6389\u4f1a\u62a5\u9519\u3002<\/p>\n

        7.4 \u7528\u5230\u7684\u5e93\u901f\u67e5<\/h4>\n\n\u5e93\u4f5c\u7528<\/tr>\n\n\n\n\n\n
        langchain-core<\/td>\n\u6d88\u606f\u5bf9\u8c61（SystemMessage\/ToolMessage）\u3001@tool \u88c5\u9970\u5668<\/td>\n<\/tr>\n
        langchain-openai<\/td>\nOpenAI \u517c\u5bb9\u63a5\u53e3\u7684\u5c01\u88c5（DeepSeek\/\u901a\u4e49\u7b49\u6362 base_url \u901a\u7528）<\/td>\n<\/tr>\n
        openai<\/td>\n\u6700\u5e95\u5c42\u7684 OpenAI \u5b98\u65b9 SDK（LangChain \u5e95\u5c42\u4e5f\u7528\u5b83）<\/td>\n<\/tr>\n
        python-dotenv<\/td>\n\u8bfb\u53d6 .env \u914d\u7f6e\u6587\u4ef6，\u907f\u514d\u628a Key \u5199\u6b7b\u5728\u4ee3\u7801\u91cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        7.5 \u5e38\u89c1\u5751<\/h4>\n
          \n
        • 401：API Key \u9519\/\u6ca1\u914d\u7f6e；402：\u4f59\u989d\u4e0d\u8db3；404：\u6a21\u578b\u540d\u9519<\/li>\n
        • arguments \u662f\u5b57\u7b26\u4e32，\u5fd8 json.loads \u4f1a\u76f4\u63a5\u5d29<\/li>\n
        • tool_call_id \u4e0d\u5339\u914d\u4f1a\u88ab\u6a21\u578b\u62d2\u7edd<\/li>\n
        • \u5de5\u5177\u8c03\u7528\u5faa\u73af\u8981\u52a0\u8f6e\u6570\u4e0a\u9650（\u9632\u6b7b\u5faa\u73af）<\/li>\n<\/ul>\n

          \u516b\u3001\u52a8\u624b\u5b9e\u9a8c（\u914d\u5957\u4ee3\u7801）<\/h3>\n

          simpleAgent \u4ee3\u7801\u4ed3\u5e93<\/p>\n

          git<\/span> clone https:\/\/github.com\/honumi-commits\/simpleAgent.git
          \ncd<\/span> simpleAgent
          \npython3 -m<\/span> venv .venv &&<\/span> source<\/span> .venv\/bin\/activate
          \npip install<\/span> langchain-core langchain-openai openai python-dotenv
          \ncp<\/span> .env.example .env # \u586b\u5165\u4f60\u7684 API Key（DeepSeek \u6ce8\u518c\u9001\u989d\u5ea6）<\/span><\/p>\n

          cd<\/span> toolcall
          \npython3 01_string_protocol.py # \u7b2c\u4e00\u8bfe：\u96f6\u4f9d\u8d56，\u76f4\u63a5\u8dd1<\/span>
          \npython3 02_prompt_protocol_real_model.py # \u7b2c\u4e8c\u8bfe：\u6b63\u5219 + \u771f\u5b9e\u6a21\u578b<\/span>
          \npython3 03_langchain_native_toolcall.py # \u7b2c\u4e09\u8bfe：@tool \u539f\u751f<\/span>
          \npython3 04_true_output.py # \u7b2c\u56db\u8bfe：\u770b\u539f\u59cb JSON<\/span><\/p>\n

          \u63a8\u8350\u5c1d\u8bd5：\u628a get_pet_info \u6362\u6210\u4f60\u81ea\u5df1\u7684\u51fd\u6570（\u67e5\u5929\u6c14 API\u3001\u8bfb\u6587\u4ef6\u3001\u67e5\u6570\u636e\u5e93）， \u518d\u5305\u4e00\u4e2a while True \u5faa\u73af\u63a5\u4f4f\u591a\u8f6e\u5bf9\u8bdd\u2014\u2014\u4f60\u5c31\u62e5\u6709\u4e00\u4e2a\u80fd"\u5e72\u6d3b"\u7684 Agent \u96cf\u5f62\u4e86\u3002<\/p>\n

          \u4e5d\u3001\u4e0b\u4e00\u6b65：\u4ece ToolCall \u5230 Agent<\/h3>\n

          ToolCall \u662f Agent \u7684\u7b2c\u4e00\u5757\u79ef\u6728\u3002\u6709\u4e86\u5b83，\u5f80\u540e\u7684\u8def\u662f：<\/p>\n

        • AgentLoop：while True \u5faa\u73af + \u8bb0\u5fc6，\u8ba9 Agent \u81ea\u4e3b\u591a\u8f6e\u5e72\u6d3b<\/li>\n
        • \u591a\u5de5\u5177\u8def\u7531：\u7ef4\u62a4"\u5de5\u5177\u540d \u2192 \u51fd\u6570"\u7684\u6ce8\u518c\u8868，\u6309\u9700\u5206\u53d1<\/li>\n
        • \u591a Agent \u534f\u4f5c：\u89c4\u5212 Agent + \u6267\u884c Agent + \u9a8c\u6536 Agent \u5206\u5de5<\/li>\n
        • \u4e0a\u4e0b\u6587\u7ba1\u7406：\u5bf9\u8bdd\u8fc7\u957f\u65f6\u81ea\u52a8\u538b\u7f29（Context Engineering）<\/li>\n","protected":false},"excerpt":{"rendered":"

          \u4e00\u3001\u5148\u95ee\u4e00\u4e2a\u95ee\u9898：\u5927\u6a21\u578b\u80fd\\”\u5e72\u6d3b\\”\u5417？
          \n\u4f60\u7528 ChatGPT \/ DeepSeek \u804a\u5929\u65f6，\u5b83\u53ea\u80fd\u8f93\u51fa\u6587\u5b57\u2014\u2014\u5b83\u4e0d\u77e5\u9053\u81ea\u5df1\\”\u73b0\u5728\u51e0\u70b9\\”\u3001 \u4e0d\u77e5\u9053\u4eca\u5929\u7684\u5b9e\u65f6\u5929\u6c14\u3001\u66f4\u6ca1\u6cd5\u5e2e\u4f60\u8bfb\u5199\u6587\u4ef6\u6216\u64cd\u4f5c\u7535\u8111\u3002
          \n\u90a3\u600e\u4e48\u8ba9 AI \u771f\u6b63\\”\u5e72\u6d3b\\”（\u67e5\u5929\u6c14\u3001\u67e5\u6570\u636e\u3001\u64cd\u4f5c\u5de5\u5177）？
          \n\u7b54\u6848\u5c31\u662f ToolCall（\u5de5\u5177\u8c03\u7528）：\u8ba9\u5927\u6a21\u578b\\”\u63d0\u8bae\\”\u8c03\u7528\u67d0\u4e2a\u51fd\u6570， \u6211\u4eec\u81ea\u5df1\u7684<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,50,190],"topic":[],"class_list":["post-93660","post","type-post","status-publish","format-standard","hentry","category-server","tag-python","tag-50","tag-190"],"yoast_head":"\n\u4ece\u96f6\u5b66\u4f1a ToolCall\uff1a\u8ba9\u5927\u6a21\u578b\u771f\u6b63\u201c\u52a8\u624b\u5e72\u6d3b\u201c-Day14 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/93660.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4ece\u96f6\u5b66\u4f1a ToolCall\uff1a\u8ba9\u5927\u6a21\u578b\u771f\u6b63\u201c\u52a8\u624b\u5e72\u6d3b\u201c-Day14 - 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