{"id":3610,"date":"2026-08-16T12:49:34","date_gmt":"2026-08-16T04:49:34","guid":{"rendered":"http:\/\/ai.zhousir.top\/?p=3610"},"modified":"2026-08-16T15:55:10","modified_gmt":"2026-08-16T07:55:10","slug":"function-calling%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%bb%8e%e4%bc%9a%e8%af%b4%e5%88%b0%e4%bc%9a%e5%b9%b2","status":"publish","type":"post","link":"https:\/\/ai.zhousir.top\/?p=3610","title":{"rendered":"Function-Calling\u8ba9\u5927\u6a21\u578b\u4ece\u4f1a\u8bf4\u5230\u4f1a\u5e72"},"content":{"rendered":"
\n

\u5f15\u8a00<\/span><\/h2>\n

\u5c0f\u660e\u4e0a\u5468\u641e\u5b9a\u4e86\u591a\u8f6e\u5bf9\u8bdd\uff0c\u804a\u5929\u673a\u5668\u4eba\u8dd1\u5f97\u6709\u6a21\u6709\u6837\u3002\u8fd9\u5468\u4e00\u4e0a\u73ed\uff0c\u8001\u677f\u53c8\u4e22\u6765\u4e00\u4e2a\u9700\u6c42\uff1a<\/p>\n

“\u54b1\u4eec\u7684 AI \u5ba2\u670d\u80fd\u4e0d\u80fd\u67e5\u8ba2\u5355\u72b6\u6001\uff1f\u7528\u6237\u95ee’\u6211\u7684\u8ba2\u5355\u5230\u54ea\u4e86’\uff0cAI \u76f4\u63a5\u56de\u7b54\uff0c\u522b\u8ba9\u7528\u6237\u81ea\u5df1\u53bb\u7cfb\u7edf\u91cc\u7ffb\u3002”<\/p>\n

\u5c0f\u660e\u5fc3\u60f3\u8fd9\u8fd8\u4e0d\u7b80\u5355\uff1f\u7ed9 AI \u52a0\u6761 system \u6d88\u606f\uff1a”\u4f60\u53ef\u4ee5\u67e5\u8be2\u8ba2\u5355\u72b6\u6001”\u3002\u7136\u540e\u6d4b\u8bd5\u2014\u2014<\/p>\n

\u7528\u6237\u95ee\uff1a”\u6211\u7684\u8ba2\u5355 88899 \u5230\u54ea\u4e86\uff1f”<\/p>\n

AI \u56de\u7b54\uff1a”\u60a8\u7684\u8ba2\u5355 88899 \u5df2\u53d1\u8d27\uff0c\u9884\u8ba1\u660e\u5929\u9001\u8fbe\uff0c\u5f53\u524d\u5728\u6210\u90fd\u8f6c\u8fd0\u4e2d\u5fc3\u3002”<\/p>\n

\u5c0f\u660e\u6123\u4e86\u3002\u8ba2\u5355\u7cfb\u7edf\u91cc\u6839\u672c\u6ca1\u6709\u8fd9\u4e2a\u8ba2\u5355\u53f7\u3002AI \u4e00\u672c\u6b63\u7ecf\u5730\u7f16\u4e86\u4e00\u4e2a\u7b54\u6848\u3002<\/p>\n

\u4ed6\u53bb\u627e\u8001\u5f20\uff1a”AI \u53c8\u4e0d\u8001\u5b9e\u4e86\uff0c\u6211\u8ba9\u5b83\u67e5\u8ba2\u5355\uff0c\u5b83\u76f4\u63a5\u7f16\u4e86\u4e2a\u5047\u7684\u3002”<\/p>\n

\u8001\u5f20\u8bf4\uff1a”\u8fd9\u53eb\u5e7b\u89c9<\/strong>\u3002\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u91cc\u6ca1\u6709\u4f60\u7684\u8ba2\u5355\u7cfb\u7edf\uff0c\u5b83\u4e0d\u77e5\u9053\u771f\u5b9e\u6570\u636e\uff0c\u5c31\u53ea\u80fd\u7f16\u3002”<\/p>\n

“\u90a3\u600e\u4e48\u529e\uff1f\u8ba9\u5b83\u8fde\u6211\u7684\u6570\u636e\u5e93\uff1f”<\/p>\n

“\u5927\u6a21\u578b\u8fde\u4e0d\u4e86\u4f60\u7684\u6570\u636e\u5e93\u3002\u4f46\u6709\u4e2a\u529e\u6cd5\u2014\u2014Function Calling<\/strong>\u3002\u8ba9 AI \u77e5\u9053’\u6709\u4e2a\u67e5\u8ba2\u5355\u7684\u51fd\u6570\u53ef\u4ee5\u8c03’\uff0c\u5b83\u9700\u8981\u67e5\u7684\u65f6\u5019\u5c31\u544a\u8bc9\u4f60’\u8c03\u8fd9\u4e2a\u51fd\u6570\uff0c\u53c2\u6570\u662f\u8ba2\u5355\u53f7 88899’\uff0c\u7136\u540e\u4f60\u7684\u4ee3\u7801\u53bb\u771f\u6b63\u67e5\uff0c\u628a\u7ed3\u679c\u5582\u7ed9\u5b83\uff0c\u5b83\u518d\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u56de\u7b54\u7528\u6237\u3002”<\/p>\n

\u5c0f\u660e\u95ee\uff1a”\u6240\u4ee5 AI \u81ea\u5df1\u4e0d\u67e5\uff0c\u662f\u8ba9\u6211\u53bb\u67e5\uff1f”<\/p>\n

“\u5bf9\u3002AI \u53ea\u662f\u70b9\u83dc\uff0c\u4f60\u7684\u4ee3\u7801\u624d\u662f\u53a8\u623f\u3002<\/strong> \u4eca\u5929\u5c31\u5e26\u4f60\u641e\u61c2\u8fd9\u4e2a\u3002”<\/p>\n

\u6838\u5fc3\u8ba4\u77e5\uff1a\u6a21\u578b\u4e0d\u6267\u884c\u51fd\u6570\uff0c\u5b83\u53ea\u662f”\u70b9\u83dc”<\/span><\/h2>\n

\u8001\u5f20\u5728\u767d\u677f\u4e0a\u753b\u4e86\u4e2a\u9910\u5385\u7684\u6d41\u7a0b\uff1a<\/p>\n

<\/section>\n
\u7528\u6237\uff1a\u300c\u6765\u4e00\u4efd\u5bab\u4fdd\u9e21\u4e01\u300d\n\u670d\u52a1\u5458\uff08\u6a21\u578b\uff09\uff1a\u300c\u597d\u7684\uff0c\u53a8\u623f\u8bf7\u505a\u5bab\u4fdd\u9e21\u4e01\u4e00\u4efd\u300d\uff08tool_call\uff09\n\u53a8\u623f\uff08\u4f60\u7684\u4ee3\u7801\uff09\uff1a\u771f\u6b63\u7092\u83dc\uff0c\u7aef\u51fa\u83dc\u54c1\uff08function result\uff09\n\u670d\u52a1\u5458\uff08\u6a21\u578b\uff09\uff1a\u300c\u60a8\u7684\u5bab\u4fdd\u9e21\u4e01\u6765\u4e86\uff0c\u8bf7\u6162\u7528\u300d\uff08\u6700\u7ec8\u56de\u7b54\uff09\n<\/code><\/pre>\n
“\u7528\u6237\u662f\u987e\u5ba2\uff0c\u5927\u6a21\u578b\u662f\u670d\u52a1\u5458\uff0c\u4f60\u7684\u4ee3\u7801\u662f\u53a8\u623f\u3002”\u8001\u5f20\u8bf4\uff0c”\u670d\u52a1\u5458\u4e0d\u4f1a\u7092\u83dc\uff0c\u4f46\u4ed6\u77e5\u9053\u53a8\u623f\u6709\u4ec0\u4e48\u83dc\u3001\u6bcf\u9053\u83dc\u9700\u8981\u4ec0\u4e48\u98df\u6750\u3002\u4ed6\u8d1f\u8d23\u628a\u7528\u6237\u7684\u9700\u6c42\u7ffb\u8bd1\u6210’\u53a8\u623f\u542c\u5f97\u61c2\u7684\u6307\u4ee4’\uff0c\u53a8\u623f\u505a\u5b8c\u83dc\u518d\u7aef\u7ed9\u670d\u52a1\u5458\uff0c\u670d\u52a1\u5458\u6700\u540e\u7ed9\u7528\u6237\u4e0a\u83dc\u3002”<\/p>\n
\u5c0f\u660e\u95ee\uff1a”\u5f88\u591a\u4eba\u4ee5\u4e3a\u5927\u6a21\u578b\u80fd\u76f4\u63a5\u8fd0\u884c\u6211\u7684 Python \u51fd\u6570\uff1f”<\/p>\n
“\u8fd9\u662f\u6700\u5e38\u89c1\u7684\u8bef\u89e3\u3002”\u8001\u5f20\u6447\u5934\uff0c”\u5927\u6a21\u578b\u4ece\u5934\u5230\u5c3e\u4e0d\u6267\u884c\u4efb\u4f55\u4ee3\u7801<\/strong>\u3002\u5b83\u53ea\u505a\u4e00\u4ef6\u4e8b\u2014\u2014\u8f93\u51fa\u4e00\u4e2a\u7ed3\u6784\u5316\u7684 JSON\uff0c\u544a\u8bc9\u4f60’\u5e94\u8be5\u8c03\u54ea\u4e2a\u51fd\u6570\u3001\u53c2\u6570\u662f\u4ec0\u4e48’\u3002\u771f\u6b63\u6267\u884c\u51fd\u6570\u7684\u662f\u4f60\u7684 Python \u7a0b\u5e8f\u3002”<\/p>\n
\u5206\u5de5\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n\n\n\n\n\n\n\n
\u89d2\u8272<\/th>\n\u505a\u4ec0\u4e48<\/th>\n<\/tr>\n<\/thead>\n
\u5f00\u53d1\u8005\uff08\u4f60\uff09<\/td>\n\u5b9a\u4e49\u5de5\u5177\u5217\u8868\uff08\u83dc\u5355\uff09\u3001\u5b9e\u73b0\u771f\u6b63\u7684\u51fd\u6570\u3001\u7f16\u6392\u5bf9\u8bdd\u5faa\u73af<\/td>\n<\/tr>\n
\u5927\u6a21\u578b<\/td>\n\u5206\u6790\u7528\u6237\u610f\u56fe\uff0c\u51b3\u5b9a\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\uff0c\u8f93\u51fa\u7ed3\u6784\u5316\u53c2\u6570<\/td>\n<\/tr>\n
\u7528\u6237<\/td>\n\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
“\u660e\u767d\u4e86\u3002”\u5c0f\u660e\u8bf4\uff0c”\u5927\u6a21\u578b\u662f\u4e2a’\u7ffb\u8bd1\u5b98’\uff0c\u628a\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u7ffb\u8bd1\u6210\u51fd\u6570\u8c03\u7528\u6307\u4ee4\u3002\u771f\u6b63\u7684\u6d3b\u8fd8\u662f\u6211\u5e72\u3002”<\/p>\n
“\u8bf4\u5230\u70b9\u5b50\u4e0a\u4e86\u3002”<\/p>\n
\u4e24\u8f6e\u5bf9\u8bdd\uff1aFunction Calling \u7684\u5b8c\u6574\u6d41\u7a0b<\/span><\/h2>\n
\u8001\u5f20\u8bf4\uff1a”\u666e\u901a\u5bf9\u8bdd\u662f\u4e00\u8f6e\u2014\u2014\u4f60\u95ee\uff0cAI \u7b54\u3002Function Calling \u81f3\u5c11\u4e24\u8f6e<\/strong>\u2014\u2014\u7b2c\u4e00\u8f6e AI \u51b3\u5b9a\u7528\u4ec0\u4e48\u5de5\u5177\uff0c\u7b2c\u4e8c\u8f6e AI \u57fa\u4e8e\u5de5\u5177\u7ed3\u679c\u751f\u6210\u56de\u7b54\u3002”<\/p>\n
\u4ed6\u5728\u767d\u677f\u4e0a\u753b\u4e86\u5f20\u5b8c\u6574\u7684\u6d41\u7a0b\u56fe\uff1a<\/p>\n
<\/section>\n
\u7528\u6237\uff1a\"\u4eca\u5929\u5317\u4eac\u5929\u6c14\u600e\u4e48\u6837\uff1f\"\n    \u2502\n    \u25bc\n\u250c\u2500 \u7b2c1\u6b21 API \u8c03\u7528 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  \u4f60\u53d1\u7ed9\u6a21\u578b\uff1a                  \u2502\n\u2502  messages = [\u7528\u6237\u95ee\u9898]             \u2502\n\u2502  tools = [get_weather \u51fd\u6570\u5b9a\u4e49]        \u2502\n\u2502                         \u2502\n\u2502  \u6a21\u578b\u8fd4\u56de\uff1a                  \u2502\n\u2502  tool_calls: get_weather(location=\"\u5317\u4eac\")   \u2502\n\u2502  \uff08\u6ce8\u610f\uff1a\u6b64\u65f6\u6a21\u578b\u6ca1\u6709\u751f\u6210\u6700\u7ec8\u56de\u7b54\uff09      \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n    \u2502\n    \u25bc\n\u250c\u2500 \u4f60\u7684\u4ee3\u7801\u6267\u884c\u51fd\u6570 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  \u8c03\u7528 get_weather(\"\u5317\u4eac\")            \u2502\n\u2502  \u8fd4\u56de\uff1a{\"weather\": \"25\u00b0C \u6674\"}          \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n    \u2502\n    \u25bc\n\u250c\u2500 \u7b2c2\u6b21 API \u8c03\u7528 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  \u4f60\u53d1\u7ed9\u6a21\u578b\uff1a                  \u2502\n\u2502  messages = [                \u2502\n\u2502    \u7528\u6237\u95ee\u9898,                  \u2502\n\u2502    \u6a21\u578b\u7684 tool_calls \u8bf7\u6c42,          \u2502\n\u2502    \u5de5\u5177\u8fd4\u56de\u7ed3\u679c\uff08role: \"tool\"\uff09         \u2502\n\u2502  ]                       \u2502\n\u2502                         \u2502\n\u2502  \u6a21\u578b\u8fd4\u56de\uff1a                  \u2502\n\u2502  \"\u5317\u4eac\u4eca\u5929\u6674\u5929\uff0c25\u00b0C\uff0c\u9002\u5408\u5916\u51fa\u3002\"       \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n    \u2502\n    \u25bc\n\u6700\u7ec8\u56de\u7b54\u5c55\u793a\u7ed9\u7528\u6237\n<\/code><\/pre>\n
“\u770b\u5230\u4e86\u6ca1\uff1f”\u8001\u5f20\u8bf4\uff0c”\u7b2c\u4e00\u6b21\u8c03\u7528\u6a21\u578b\u4e0d\u56de\u7b54\u95ee\u9898<\/strong>\uff0c\u800c\u662f\u544a\u8bc9\u4f60’\u6211\u9700\u8981\u8c03 get_weather \u8fd9\u4e2a\u51fd\u6570\uff0c\u53c2\u6570\u662f\u5317\u4eac’\u3002\u4f60\u6267\u884c\u5b8c\u51fd\u6570\uff0c\u628a\u7ed3\u679c\u585e\u56de messages \u5217\u8868\uff0c\u7b2c\u4e8c\u6b21\u8c03\u7528\u6a21\u578b\u624d\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002”<\/p>\n
\u5c0f\u660e\u95ee\uff1a”\u6240\u4ee5 messages \u5217\u8868\u5728\u8fd9\u4e24\u8f6e\u91cc\u4e00\u76f4\u5728\u53d8\uff1f”<\/p>\n
“\u5bf9\u3002messages \u662f\u7d2f\u79ef\u7684<\/strong>\u2014\u2014\u7b2c\u4e00\u6b21\u8c03\u7528\u540e\uff0c\u4f60\u8981\u628a\u6a21\u578b\u7684 tool_calls \u8bf7\u6c42\u8ffd\u52a0\u8fdb\u53bb\uff1b\u51fd\u6570\u6267\u884c\u5b8c\uff0c\u518d\u628a tool \u7ed3\u679c\u8ffd\u52a0\u8fdb\u53bb\u3002\u7b2c\u4e8c\u6b21\u8c03\u7528\u65f6\uff0cmessages \u5217\u8868\u6bd4\u7b2c\u4e00\u6b21\u591a\u4e86\u4e24\u6761\u6d88\u606f\u3002”<\/p>\n
“\u8fd9\u5c31\u662f\u4e0a\u6b21\u8bb2\u591a\u8f6e\u5bf9\u8bdd\u65f6\u8bf4\u7684’\u6d88\u606f\u5217\u8868\u662f\u7d2f\u79ef\u7684’\u2014\u2014Function Calling \u53ea\u662f\u591a\u4e86\u4e00\u79cd tool<\/code> \u89d2\u8272\u7684\u6d88\u606f\u800c\u5df2\u3002”<\/p>\n
\u5de5\u5177\u5b9a\u4e49\uff1a\u7ed9\u6a21\u578b\u4e00\u4efd”\u83dc\u5355”<\/span><\/h2>\n
\u8001\u5f20\u8bf4\uff1a”\u6a21\u578b\u8981\u77e5\u9053\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u7528\uff0c\u4f60\u5f97\u63d0\u524d\u544a\u8bc9\u5b83\u3002\u8fd9\u5c31\u662f tools \u5b9a\u4e49\u2014\u2014\u7528 JSON Schema \u683c\u5f0f\u63cf\u8ff0\u6bcf\u4e2a\u51fd\u6570\u7684\u540d\u5b57\u3001\u7528\u9014\u548c\u53c2\u6570\u3002”<\/p>\n
<\/section>\n
tools = [\n  {\n    \"type\"<\/span>: \"function\"<\/span>,\n    \"function\"<\/span>: {\n      \"name\"<\/span>: \"get_current_weather\"<\/span>,       # \u51fd\u6570\u540d\uff0c\u5fc5\u987b\u4e0e\u5b9e\u9645\u51fd\u6570\u4e00\u81f4<\/span>\n      \"description\"<\/span>: \"\u83b7\u53d6\u6307\u5b9a\u57ce\u5e02\u5f53\u524d\u7684\u5929\u6c14\u60c5\u51b5\"<\/span>,  # \u6a21\u578b\u9760\u5b83\u5224\u65ad\u4f55\u65f6\u8c03\u7528<\/span>\n      \"parameters\"<\/span>: {              # JSON Schema \u63cf\u8ff0\u53c2\u6570<\/span>\n        \"type\"<\/span>: \"object\"<\/span>,\n        \"properties\"<\/span>: {\n          \"location\"<\/span>: {\n            \"type\"<\/span>: \"string\"<\/span>,\n            \"description\"<\/span>: \"\u57ce\u5e02\u540d\u79f0\uff0c\u4f8b\u5982\uff1a\u5317\u4eac\"<\/span>\n          },\n          \"unit\"<\/span>: {\n            \"type\"<\/span>: \"string\"<\/span>,\n            \"enum\"<\/span>: [\"celsius\"<\/span>, \"fahrenheit\"<\/span>],\n            \"description\"<\/span>: \"\u6e29\u5ea6\u5355\u4f4d\"<\/span>\n          }\n        },\n        \"required\"<\/span>: [\"location\"<\/span>]        # \u5fc5\u586b\u53c2\u6570<\/span>\n      }\n    }\n  }\n]\n<\/code><\/pre>\n
\u8001\u5f20\u9010\u5b57\u6bb5\u89e3\u91ca\uff1a<\/p>\n
    \n
  1. \n
    type: \"function\"<\/code><\/strong> \u2014 \u56fa\u5b9a\u5199\u6cd5\uff0c\u76ee\u524d\u53ea\u6709\u8fd9\u4e00\u79cd\u7c7b\u578b<\/section>\n<\/li>\n
  2. \n
    name<\/code><\/strong> \u2014 \u51fd\u6570\u540d\uff0c\u5fc5\u987b\u548c\u4f60 Python \u4ee3\u7801\u91cc\u7684\u51fd\u6570\u540d\u5b8c\u5168\u4e00\u81f4<\/strong><\/section>\n<\/li>\n
  3. \n
    description<\/code><\/strong> \u2014 \u6700\u5173\u952e\u5b57\u6bb5\u3002\u6a21\u578b\u9760\u8fd9\u6bb5\u8bdd\u5224\u65ad”\u4ec0\u4e48\u65f6\u5019\u8be5\u8c03\u8fd9\u4e2a\u51fd\u6570”<\/section>\n<\/li>\n
  4. \n
    parameters<\/code><\/strong> \u2014 JSON Schema \u683c\u5f0f\uff0c\u63cf\u8ff0\u53c2\u6570\u7684\u7c7b\u578b\u3001\u679a\u4e3e\u503c\u3001\u662f\u5426\u5fc5\u586b<\/section>\n<\/li>\n
  5. \n
    required<\/code><\/strong> \u2014 \u54ea\u4e9b\u53c2\u6570\u4e0d\u80fd\u7701\u7565<\/section>\n<\/li>\n<\/ol>\n
    “\u91cd\u70b9\u8bf4\u8fd9\u4e2a description<\/code>\u3002”\u8001\u5f20\u6572\u4e86\u6572\u767d\u677f\uff0c”\u5f88\u591a\u4eba\u5199 description \u5c31\u4e00\u53e5’\u83b7\u53d6\u5929\u6c14’\u2014\u2014\u592a\u6a21\u7cca\u4e86\u3002\u6a21\u578b\u4e0d\u77e5\u9053\u4ec0\u4e48\u573a\u666f\u8be5\u8c03\u3002\u5e94\u8be5\u5199\u6e05\u695a\u505a\u4ec0\u4e48 + \u4ec0\u4e48\u65f6\u5019\u7528<\/strong>\u3002”<\/p>\n\n\n\n\n\n\n\n
    \u5199\u6cd5<\/th>\n\u6548\u679c<\/th>\n<\/tr>\n<\/thead>\n
    \"\u83b7\u53d6\u5929\u6c14\"<\/code><\/td>\n\u592a\u6a21\u7cca\uff0c\u6a21\u578b\u53ef\u80fd\u5728\u8be5\u8c03\u65f6\u4e0d\u8c03\uff0c\u4e0d\u8be5\u8c03\u65f6\u4e71\u8c03<\/td>\n<\/tr>\n
    \"\u83b7\u53d6\u6307\u5b9a\u57ce\u5e02\u5f53\u524d\u7684\u5929\u6c14\u60c5\u51b5\"<\/code><\/td>\n\u6e05\u6670\uff0c\u6a21\u578b\u77e5\u9053\u7528\u6237\u95ee\u5929\u6c14\u65f6\u8be5\u8c03<\/td>\n<\/tr>\n
    \"\u67e5\u8be2\u5929\u6c14\u4fe1\u606f\uff0c\u652f\u6301\u4e2d\u56fd\u57ce\u5e02\uff0c\u8fd4\u56de\u5b9e\u65f6\u6570\u636e\"<\/code><\/td>\n\u66f4\u597d\uff0c\u8fde\u9002\u7528\u8303\u56f4\u90fd\u8bf4\u4e86<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    “\u8fd8\u6709\u53c2\u6570\u7684 description \u4e5f\u8981\u5199\u597d\u3002location<\/code> \u5199’\u57ce\u5e02\u540d\u79f0’\u4e0d\u5982\u5199’\u57ce\u5e02\u540d\u79f0\uff0c\u4f8b\u5982\uff1a\u5317\u4eac’\u2014\u2014\u7ed9\u4e2a\u793a\u4f8b\u503c\uff0c\u6a21\u578b\u63d0\u53d6\u53c2\u6570\u7684\u51c6\u786e\u7387\u4f1a\u9ad8\u5f88\u591a\u3002”<\/p>\n
    \u5c0f\u660e\u95ee\uff1a”\u90a3\u5982\u679c\u6211\u6709\u591a\u4e2a\u5de5\u5177\u5462\uff1f”<\/p>\n
    “\u5f80 tools \u5217\u8868\u91cc\u52a0\u5c31\u884c\u3002\u6a21\u578b\u4f1a\u6839\u636e\u7528\u6237\u7684\u95ee\u9898\uff0c\u81ea\u5df1\u5224\u65ad\u8be5\u8c03\u54ea\u4e2a\u2014\u2014\u6216\u8005\u4e00\u4e2a\u90fd\u4e0d\u8c03\u3002”<\/p>\n
    <\/section>\n
    tools = [\n  {\"type\"<\/span>: \"function\"<\/span>, \"function\"<\/span>: {\"name\"<\/span>: \"get_current_weather\"<\/span>, ...}},\n  {\"type\"<\/span>: \"function\"<\/span>, \"function\"<\/span>: {\"name\"<\/span>: \"query_order_status\"<\/span>, ...}},\n  {\"type\"<\/span>: \"function\"<\/span>, \"function\"<\/span>: {\"name\"<\/span>: \"search_product\"<\/span>, ...}},\n]\n<\/code><\/pre>\n
    “\u5c31\u50cf\u83dc\u5355\u4e0a\u6709\u591a\u9053\u83dc\uff0c\u670d\u52a1\u5458\u6839\u636e\u987e\u5ba2\u7684\u9700\u6c42\u51b3\u5b9a\u4f20\u54ea\u5f20\u5355\u5b50\u5230\u53a8\u623f\u3002”<\/p>\n
    \u6838\u5fc3\u4ee3\u7801\uff1a\u4e24\u8f6e\u8c03\u7528\u7684\u5b8c\u6574\u5b9e\u73b0<\/span><\/h2>\n
    \u8001\u5f20\u8bf4\uff1a”\u6982\u5ff5\u8bb2\u5b8c\u4e86\uff0c\u4e0a\u4ee3\u7801\u3002\u8fd9\u662f\u6700\u5c0f\u53ef\u8fd0\u884c\u7248\u672c\uff0c\u53bb\u6389\u6ce8\u91ca\u4e0d\u5230 40 \u884c\u3002”<\/p>\n
    <\/section>\n
    import<\/span> json\nfrom<\/span> config import<\/span> MODEL, get_client\n\n# ===== \u7b2c\u4e00\u6b65\uff1a\u5b9a\u4e49\u5de5\u5177\u51fd\u6570\uff08\u53a8\u623f\u771f\u6b63\u505a\u7684\u4e8b\uff09=====<\/span>\ndef<\/span> get_current_weather<\/span>(location: str<\/span>, unit: str<\/span> = \"celsius\"<\/span><\/span>) -> dict<\/span>:\n  \"\"\"\u6a21\u62df\u5929\u6c14\u67e5\u8be2\uff08\u5b9e\u9645\u9879\u76ee\u91cc\u8fd9\u91cc\u8c03\u771f\u5b9e\u5929\u6c14API\uff09\"\"\"<\/span>\n  weather_data = {\n    \"\u5317\u4eac\"<\/span>: {\"weather\"<\/span>: \"\u6674\"<\/span>, \"temperature\"<\/span>: \"25\u00b0C\"<\/span>},\n    \"\u4e0a\u6d77\"<\/span>: {\"weather\"<\/span>: \"\u591a\u4e91\"<\/span>, \"temperature\"<\/span>: \"28\u00b0C\"<\/span>},\n    \"\u6210\u90fd\"<\/span>: {\"weather\"<\/span>: \"\u9634\"<\/span>, \"temperature\"<\/span>: \"30\u00b0C\"<\/span>},\n  }\n  return<\/span> weather_data.get(location, {\"weather\"<\/span>: \"\u672a\u77e5\"<\/span>, \"temperature\"<\/span>: \"\u672a\u77e5\"<\/span>})\n\n# ===== \u7b2c\u4e8c\u6b65\uff1a\u5b9a\u4e49\u5de5\u5177\u5217\u8868\uff08\u83dc\u5355\uff09=====<\/span>\ntools = [\n  {\n    \"type\"<\/span>: \"function\"<\/span>,\n    \"function\"<\/span>: {\n      \"name\"<\/span>: \"get_current_weather\"<\/span>,\n      \"description\"<\/span>: \"\u83b7\u53d6\u6307\u5b9a\u57ce\u5e02\u5f53\u524d\u7684\u5929\u6c14\u60c5\u51b5\"<\/span>,\n      \"parameters\"<\/span>: {\n        \"type\"<\/span>: \"object\"<\/span>,\n        \"properties\"<\/span>: {\n          \"location\"<\/span>: {\n            \"type\"<\/span>: \"string\"<\/span>,\n            \"description\"<\/span>: \"\u57ce\u5e02\u540d\u79f0\uff0c\u4f8b\u5982\uff1a\u5317\u4eac\"<\/span>\n          },\n          \"unit\"<\/span>: {\n            \"type\"<\/span>: \"string\"<\/span>,\n            \"enum\"<\/span>: [\"celsius\"<\/span>, \"fahrenheit\"<\/span>],\n            \"description\"<\/span>: \"\u6e29\u5ea6\u5355\u4f4d\"<\/span>\n          }\n        },\n        \"required\"<\/span>: [\"location\"<\/span>]\n      }\n    }\n  }\n]\n\n# \u51fd\u6570\u540d \u2192 \u5b9e\u9645\u51fd\u6570\u7684\u6620\u5c04\u8868<\/span>\navailable_functions = {\n  \"get_current_weather\"<\/span>: get_current_weather,\n}\n\n# ===== \u7b2c\u4e09\u6b65\uff1a\u7f16\u6392\u4e24\u8f6e\u5bf9\u8bdd =====<\/span>\ndef<\/span> run_conversation<\/span>(user_message: str<\/span><\/span>):\n  client = get_client()\n  messages = [{\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: user_message}]\n\n  # ===== \u7b2c1\u6b21\u8c03\u7528\uff1a\u6a21\u578b\u51b3\u5b9a\u662f\u5426\u7528\u5de5\u5177 =====<\/span>\n  response = client.chat.completions.create(\n    model=MODEL,\n    messages=messages,\n    tools=tools,\n    tool_choice=\"auto\"<\/span>,   # \u8ba9\u6a21\u578b\u81ea\u884c\u51b3\u5b9a<\/span>\n  )\n  response_message = response.choices[0<\/span>].message\n  tool_calls = response_message.tool_calls\n\n  if<\/span> not<\/span> tool_calls:\n    # \u6a21\u578b\u8ba4\u4e3a\u4e0d\u9700\u8981\u5de5\u5177\uff0c\u76f4\u63a5\u56de\u590d\u4e86<\/span>\n    print<\/span>(response_message.content)\n    return<\/span>\n\n  # \u628a\u6a21\u578b\u7684 tool_calls \u8bf7\u6c42\u52a0\u5165\u5386\u53f2<\/span>\n  messages.append(response_message)\n\n  # ===== \u6267\u884c\u6bcf\u4e2a\u5de5\u5177\u8c03\u7528 =====<\/span>\n  for<\/span> tool_call in<\/span> tool_calls:\n    func_name = tool_call.function.name\n    func_args = json.loads(tool_call.function.arguments)\n\n    # \u627e\u5230\u5e76\u6267\u884c\u672c\u5730\u51fd\u6570<\/span>\n    func_result = available_functions[func_name](**func_args)\n\n    # \u628a\u7ed3\u679c\u4ee5 tool \u89d2\u8272\u8ffd\u52a0\u5230 messages<\/span>\n    messages.append({\n      \"role\"<\/span>: \"tool\"<\/span>,\n      \"tool_call_id\"<\/span>: tool_call.id<\/span>,\n      \"name\"<\/span>: func_name,\n      \"content\"<\/span>: json.dumps(func_result, ensure_ascii=False<\/span>),\n    })\n\n  # ===== \u7b2c2\u6b21\u8c03\u7528\uff1a\u57fa\u4e8e\u5de5\u5177\u7ed3\u679c\u751f\u6210\u6700\u7ec8\u56de\u7b54 =====<\/span>\n  final = client.chat.completions.create(\n    model=MODEL,\n    messages=messages,\n  )\n  print<\/span>(final.choices[0<\/span>].message.content)\n\n# ===== \u8fd0\u884c =====<\/span>\nrun_conversation(\"\u4eca\u5929\u5317\u4eac\u5929\u6c14\u600e\u4e48\u6837\uff1f\"<\/span>)\n<\/code><\/pre>\n
    \u8001\u5f20\u8bf4\uff1a”\u770b\u7740\u957f\uff0c\u62c6\u5f00\u5c31\u4e09\u6b65\u3002\u9010\u6bb5\u8bb2\u3002”<\/p>\n
    \u9010\u6bb5\u62c6\u89e3<\/span><\/h2>\n
    \u7b2c\u4e00\u6b65\uff1a\u5b9a\u4e49\u5de5\u5177\u51fd\u6570<\/span><\/h3>\n
    <\/section>\n
    def<\/span> get_current_weather<\/span>(location: str<\/span>, unit: str<\/span> = \"celsius\"<\/span><\/span>) -> dict<\/span>:\n  weather_data = {\n    \"\u5317\u4eac\"<\/span>: {\"weather\"<\/span>: \"\u6674\"<\/span>, \"temperature\"<\/span>: \"25\u00b0C\"<\/span>},\n    ...\n  }\n  return<\/span> weather_data.get(location, ...)\n<\/code><\/pre>\n
    “\u8fd9\u5c31\u662f’\u53a8\u623f’\u2014\u2014\u771f\u6b63\u5e72\u6d3b\u7684\u51fd\u6570\u3002\u51fd\u6570\u540d\u3001\u53c2\u6570\u540d\u5fc5\u987b\u548c tools \u5b9a\u4e49\u91cc\u5b8c\u5168\u4e00\u81f4<\/strong>\u3002\u53c2\u6570\u540d\u4e0d\u4e00\u81f4\uff0c\u6a21\u578b\u4f20\u8fc7\u6765\u7684\u503c\u4f60\u63a5\u4e0d\u4f4f\u3002”<\/p>\n
    “\u8fd9\u91cc\u7528\u5047\u6570\u636e\u6a21\u62df\u3002\u5b9e\u9645\u9879\u76ee\u91cc\uff0c\u8fd9\u4e2a\u51fd\u6570\u5185\u90e8\u4f1a\u8c03\u771f\u5b9e\u7684\u5929\u6c14 API\u3001\u67e5\u6570\u636e\u5e93\u3001\u6216\u8005\u8bfb\u6587\u4ef6\u3002\u4f46\u5bf9\u5916\u63a5\u53e3\u4e0d\u53d8\u2014\u2014\u63a5\u6536\u53c2\u6570\uff0c\u8fd4\u56de dict\u3002”<\/p>\n
    \u7b2c\u4e8c\u6b65\uff1a\u5b9a\u4e49\u5de5\u5177\u5217\u8868\u548c\u6620\u5c04\u8868<\/span><\/h3>\n
    <\/section>\n
    tools = [...]  # \u544a\u8bc9\u6a21\u578b\u6709\u54ea\u4e9b\u5de5\u5177<\/span>\n\navailable_functions = {\n  \"get_current_weather\"<\/span>: get_current_weather,\n}\n<\/code><\/pre>\n
    “tools \u662f\u7ed9\u6a21\u578b\u770b\u7684’\u83dc\u5355’\uff0cavailable_functions \u662f\u7ed9\u4f60\u7684\u4ee3\u7801\u7528\u7684’\u8def\u7531\u8868’\u2014\u2014\u6a21\u578b\u8bf4’\u8c03 get_current_weather’\uff0c\u4f60\u901a\u8fc7\u8fd9\u5f20\u8868\u627e\u5230\u771f\u6b63\u7684 Python \u51fd\u6570\u5e76\u6267\u884c\u3002”<\/p>\n
    “\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u7528\u51fd\u6570\u540d\u8c03\uff1f\u56e0\u4e3a\u6a21\u578b\u8fd4\u56de\u7684\u662f\u5b57\u7b26\u4e32 'get_current_weather'<\/code>\uff0c\u4e0d\u662f\u51fd\u6570\u5bf9\u8c61\u3002\u4f60\u9700\u8981\u4e00\u4e2a\u6620\u5c04\u628a\u5b57\u7b26\u4e32\u8f6c\u6210\u53ef\u8c03\u7528\u7684\u51fd\u6570\u3002”<\/p>\n
    \u7b2c\u4e09\u6b65\uff1a\u7b2c\u4e00\u8f6e\u8c03\u7528\u2014\u2014\u6a21\u578b\u51b3\u5b9a\u7528\u4ec0\u4e48\u5de5\u5177<\/span><\/h3>\n
    <\/section>\n
    response = client.chat.completions.create(\n  model=MODEL,\n  messages=messages,\n  tools=tools,      # \u628a\u83dc\u5355\u4f20\u7ed9\u6a21\u578b<\/span>\n  tool_choice=\"auto\"<\/span>,   # \u8ba9\u6a21\u578b\u81ea\u5df1\u51b3\u5b9a\u8981\u4e0d\u8981\u8c03<\/span>\n)\nresponse_message = response.choices[0<\/span>].message\ntool_calls = response_message.tool_calls\n<\/code><\/pre>\n
    “\u6ce8\u610f\u8fd9\u91cc\u6bd4\u666e\u901a\u8c03\u7528\u591a\u4e86\u4e24\u4e2a\u53c2\u6570\uff1atools<\/code> \u548c tool_choice<\/code>\u3002tools<\/code> \u662f\u5de5\u5177\u5217\u8868\uff0ctool_choice<\/code> \u63a7\u5236\u6a21\u578b\u7684\u884c\u4e3a\u2014\u2014auto<\/code> \u662f\u8ba9\u6a21\u578b\u81ea\u5df1\u5224\u65ad\u8981\u4e0d\u8981\u8c03\u3002”<\/p>\n
    “\u5982\u679c\u6a21\u578b\u8ba4\u4e3a\u4e0d\u9700\u8981\u5de5\u5177\uff0ctool_calls<\/code> \u5c31\u662f None<\/code>\uff0cresponse_message.content<\/code> \u76f4\u63a5\u5c31\u662f\u6700\u7ec8\u56de\u7b54\u3002\u5982\u679c\u6a21\u578b\u8ba4\u4e3a\u9700\u8981\u5de5\u5177\uff0ccontent<\/code> \u662f None<\/code>\uff0ctool_calls<\/code> \u91cc\u6709\u8c03\u7528\u8bf7\u6c42\u3002”<\/p>\n
    <\/section>\n
    if<\/span> not<\/span> tool_calls:\n  print<\/span>(response_message.content)  # \u4e0d\u9700\u8981\u5de5\u5177\uff0c\u76f4\u63a5\u56de\u7b54<\/span>\n  return<\/span>\n\nmessages.append(response_message)  # \u628a tool_calls \u8bf7\u6c42\u52a0\u5165\u5386\u53f2<\/span>\n<\/code><\/pre>\n
    “\u8fd9\u884c messages.append(response_message)<\/code> \u5f88\u5173\u952e\u3002<\/strong> \u6a21\u578b\u7684 tool_calls \u8bf7\u6c42\u4e5f\u662f\u4e00\u6761 assistant \u6d88\u606f\uff0c\u5fc5\u987b\u5b58\u5165\u5386\u53f2\u3002\u4e0d\u7136\u7b2c\u4e8c\u8f6e\u8c03\u7528\u65f6\uff0c\u6a21\u578b\u4e0d\u77e5\u9053\u81ea\u5df1\u4e4b\u524d\u8981\u6c42\u8c03\u4ec0\u4e48\u51fd\u6570\u3002”<\/p>\n
    \u7b2c\u56db\u6b65\uff1a\u6267\u884c\u51fd\u6570\uff0c\u628a\u7ed3\u679c\u5582\u56de\u53bb<\/span><\/h3>\n
    <\/section>\n
    for<\/span> tool_call in<\/span> tool_calls:\n  func_name = tool_call.function.name\n  func_args = json.loads(tool_call.function.arguments)\n\n  func_result = available_functions[func_name](**func_args)\n\n  messages.append({\n    \"role\"<\/span>: \"tool\"<\/span>,\n    \"tool_call_id\"<\/span>: tool_call.id<\/span>,\n    \"name\"<\/span>: func_name,\n    \"content\"<\/span>: json.dumps(func_result, ensure_ascii=False<\/span>),\n  })\n<\/code><\/pre>\n
    \u8001\u5f20\u6307\u7740\u8fd9\u6bb5\u8bf4\uff1a”\u8fd9\u662f Function Calling \u6700\u6838\u5fc3\u7684\u56db\u884c\u3002”<\/p>\n
      \n
    1. \n
      func_name<\/code><\/strong> \u2014 \u6a21\u578b\u544a\u8bc9\u4f60\u8c03\u54ea\u4e2a\u51fd\u6570<\/section>\n<\/li>\n
    2. \n
      func_args<\/code><\/strong> \u2014 \u6a21\u578b\u7ed9\u4f60\u7684\u53c2\u6570\uff0c\u662f JSON \u5b57\u7b26\u4e32\uff0cjson.loads()<\/code> \u8f6c\u6210 dict<\/section>\n<\/li>\n
    3. \n
      func_result<\/code><\/strong> \u2014 \u901a\u8fc7\u6620\u5c04\u8868\u627e\u5230\u51fd\u6570\uff0c\u7528 **func_args<\/code> \u89e3\u5305\u53c2\u6570\u6267\u884c<\/section>\n<\/li>\n
    4. \n
      messages.append(...)<\/code><\/strong> \u2014 \u628a\u6267\u884c\u7ed3\u679c\u5305\u6210 tool<\/code> \u6d88\u606f\u585e\u56de\u5386\u53f2<\/section>\n<\/li>\n<\/ol>\n
      “\u91cd\u70b9\u8bf4\u8fd9\u4e2a tool<\/code> \u6d88\u606f\u3002”\u8001\u5f20\u753b\u4e86\u4e2a\u6846\uff1a<\/p>\n
      <\/section>\n
      {\n  \"role\"<\/span>: \"tool\"<\/span>,        # \u56fa\u5b9a\u503c<\/span>\n  \"tool_call_id\"<\/span>: tool_call.id<\/span>, # \u5173\u8054\u6a21\u578b\u7684\u8c03\u7528\u8bf7\u6c42<\/span>\n  \"name\"<\/span>: func_name,      # \u54ea\u4e2a\u51fd\u6570\u8fd4\u56de\u7684<\/span>\n  \"content\"<\/span>: '{\"weather\": \"\u6674\", \"temperature\": \"25\u00b0C\"}'<\/span>  # \u7ed3\u679c\uff0c\u5fc5\u987b\u662f\u5b57\u7b26\u4e32<\/span>\n}\n<\/code><\/pre>\n
      “tool_call_id<\/code> \u662f\u5fc5\u987b\u7684<\/strong>\u2014\u2014\u5b83\u628a\u6a21\u578b\u7684\u8c03\u7528\u8bf7\u6c42\u548c\u4f60\u7684\u6267\u884c\u7ed3\u679c\u5173\u8054\u8d77\u6765\u3002\u6a21\u578b\u53ef\u80fd\u540c\u65f6\u8c03\u591a\u4e2a\u51fd\u6570\uff0c\u6bcf\u4e2a\u51fd\u6570\u7684\u7ed3\u679c\u8981\u7528\u5bf9\u5e94\u7684 id \u6807\u8bb0\uff0c\u6a21\u578b\u624d\u77e5\u9053\u54ea\u4e2a\u7ed3\u679c\u5bf9\u5e94\u54ea\u4e2a\u8bf7\u6c42\u3002”<\/p>\n
      “content<\/code> \u5fc5\u987b\u662f\u5b57\u7b26\u4e32<\/strong>\u3002\u51fd\u6570\u8fd4\u56de\u7684\u662f dict\uff0cjson.dumps()<\/code> \u8f6c\u6210 JSON \u5b57\u7b26\u4e32\u3002ensure_ascii=False<\/code> \u4fdd\u8bc1\u4e2d\u6587\u4e0d\u88ab\u8f6c\u6210 \\uXXXX<\/code>\u3002”<\/p>\n
      \u7b2c\u4e94\u6b65\uff1a\u7b2c\u4e8c\u8f6e\u8c03\u7528\u2014\u2014\u6a21\u578b\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u751f\u6210\u56de\u7b54<\/span><\/h3>\n
      <\/section>\n
      final = client.chat.completions.create(\n  model=MODEL,\n  messages=messages,\n)\nprint<\/span>(final.choices[0<\/span>].message.content)\n<\/code><\/pre>\n
      “\u7b2c\u4e8c\u6b21\u8c03\u7528\u4e0d\u9700\u8981\u4f20 tools<\/strong>\u2014\u2014\u56e0\u4e3a\u4e0d\u9700\u8981\u6a21\u578b\u518d\u51b3\u5b9a\u8c03\u4e0d\u8c03\u51fd\u6570\u4e86\u3002\u53ea\u9700\u8981\u628a\u5b8c\u6574\u7684 messages \u5386\u53f2\uff08\u5305\u542b\u5de5\u5177\u7ed3\u679c\uff09\u4f20\u8fc7\u53bb\uff0c\u8ba9\u6a21\u578b\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u751f\u6210\u81ea\u7136\u8bed\u8a00\u56de\u7b54\u3002”<\/p>\n
      “\u8fd9\u8f6e\u7684 messages \u5217\u8868\u957f\u8fd9\u6837\uff1a”<\/p>\n
      <\/section>\n
      [\n  {\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: \"\u4eca\u5929\u5317\u4eac\u5929\u6c14\u600e\u4e48\u6837\uff1f\"<\/span>},\n  # \u6a21\u578b\u7684 tool_calls \u8bf7\u6c42\uff08\u7b2c1\u8f6e\u8fd4\u56de\u7684 assistant \u6d88\u606f\uff09<\/span>\n  {\n    \"role\"<\/span>: \"assistant\"<\/span>,\n    \"content\"<\/span>: None<\/span>,\n    \"tool_calls\"<\/span>: [{\n      \"id\"<\/span>: \"call_abc123\"<\/span>,\n      \"function\"<\/span>: {\n        \"name\"<\/span>: \"get_current_weather\"<\/span>,\n        \"arguments\"<\/span>: '{\"location\": \"\u5317\u4eac\"}'<\/span>\n      }\n    }]\n  },\n  # \u4f60\u6267\u884c\u51fd\u6570\u540e\u7684\u7ed3\u679c\uff08tool \u6d88\u606f\uff09<\/span>\n  {\n    \"role\"<\/span>: \"tool\"<\/span>,\n    \"tool_call_id\"<\/span>: \"call_abc123\"<\/span>,\n    \"name\"<\/span>: \"get_current_weather\"<\/span>,\n    \"content\"<\/span>: '{\"weather\": \"\u6674\", \"temperature\": \"25\u00b0C\"}'<\/span>\n  }\n]\n<\/code><\/pre>\n
      “\u6a21\u578b\u770b\u5230\u8fd9\u6761 tool \u6d88\u606f\uff0c\u5c31\u77e5\u9053’\u5317\u4eac\u5929\u6c14\u662f\u6674\uff0c25\u00b0C’\uff0c\u7136\u540e\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002\u8fd9\u5c31\u662f\u4ece’\u7f16\u9020’\u5230’\u57fa\u4e8e\u771f\u5b9e\u6570\u636e’\u7684\u5173\u952e\u8de8\u8d8a\u3002<\/strong>“<\/p>\n
      \u8dd1\u8d77\u6765\u770b\u770b<\/span><\/h2>\n
      \u5c0f\u660e\u8fd0\u884c\u4e86\u7a0b\u5e8f\uff1a<\/p>\n
      <\/section>\n
      python main.py\n<\/code><\/pre>\n
      <\/section>\n
      \u5317\u4eac\u4eca\u5929\u6674\u5929\uff0c\u6c14\u6e2925\u00b0C\uff0c\u9002\u5408\u5916\u51fa\u6d3b\u52a8\u3002\n<\/code><\/pre>\n
      \u5c0f\u660e\u53c8\u8bd5\u4e86\u51e0\u4e2a\u95ee\u9898\uff1a<\/p>\n
      <\/section>\n
      run_conversation(\"\u4e0a\u6d77\u5929\u6c14\u600e\u4e48\u6837\uff1f\"<\/span>)\n# \u8f93\u51fa\uff1a\u4e0a\u6d77\u4eca\u5929\u591a\u4e91\uff0c\u6c14\u6e2928\u00b0C\u3002<\/span>\n\nrun_conversation(\"\u4f60\u597d\uff0c\u8bf7\u81ea\u6211\u4ecb\u7ecd\"<\/span>)\n# \u8f93\u51fa\uff1a\u4f60\u597d\uff01\u6211\u662f\u4e00\u4e2aAI\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u4f60\u67e5\u8be2\u5929\u6c14\u4fe1\u606f\u2026\u2026<\/span>\n<\/code><\/pre>\n
      \u5c0f\u660e\u6ce8\u610f\u5230\uff1a”\u7b2c\u4e09\u4e2a\u95ee\u9898\u5b83\u6ca1\u8c03\u51fd\u6570\uff1f”<\/p>\n
      “\u5bf9\u3002”\u8001\u5f20\u8bf4\uff0c”\u56e0\u4e3a tool_choice='auto'<\/code>\uff0c\u6a21\u578b\u81ea\u5df1\u5224\u65ad\u2014\u2014\u7528\u6237\u95ee\u5929\u6c14\u5c31\u8c03\u51fd\u6570\uff0c\u7528\u6237\u6253\u62db\u547c\u5c31\u4e0d\u8c03\uff0c\u76f4\u63a5\u56de\u590d\u3002\u8fd9\u5c31\u662f’\u667a\u80fd’\u7684\u5730\u65b9\u3002”<\/p>\n
      “\u5982\u679c\u4f60\u95ee’\u6210\u90fd\u548c\u5317\u4eac\u54ea\u4e2a\u70ed’\u5462\uff1f”<\/p>\n
      <\/section>\n
      run_conversation(\"\u6210\u90fd\u548c\u5317\u4eac\u54ea\u4e2a\u70ed\uff1f\"<\/span>)\n<\/code><\/pre>\n
      “\u6a21\u578b\u4f1a\u540c\u65f6\u8c03\u4e24\u6b21\u51fd\u6570<\/strong>\u2014\u2014\u4e00\u6b21\u67e5\u6210\u90fd\uff0c\u4e00\u6b21\u67e5\u5317\u4eac\u3002tool_calls<\/code> \u91cc\u6709\u4e24\u6761\uff0c\u4f60\u7684 for \u5faa\u73af\u5206\u522b\u6267\u884c\uff0c\u4e24\u4e2a\u7ed3\u679c\u90fd\u8ffd\u52a0\u5230 messages\uff0c\u7b2c\u4e8c\u8f6e\u8c03\u7528\u6a21\u578b\u7efc\u5408\u4e24\u4e2a\u7ed3\u679c\u56de\u7b54\u3002”<\/p>\n
      \u5c0f\u660e\u77aa\u5927\u773c\u775b\uff1a”\u4e00\u4e2a for \u5faa\u73af\u5c31\u641e\u5b9a\u4e86\u5e76\u884c\u8c03\u7528\uff1f”<\/p>\n
      “\u5bf9\u3002tool_calls<\/code> \u662f\u4e2a\u6570\u7ec4\uff0c\u91cc\u9762\u6709\u51e0\u6761\u5c31\u8c03\u51e0\u6b21\u3002\u4f60\u5faa\u73af\u6267\u884c\u5c31\u884c\u3002\u6a21\u578b\u81ea\u5df1\u51b3\u5b9a\u8c03\u51e0\u6b21\u3001\u8c03\u54ea\u4e2a\u3002”<\/p>\n
      tool_choice\uff1a\u63a7\u5236\u6a21\u578b\u7684\u884c\u4e3a<\/span><\/h2>\n
      \u8001\u5f20\u8bf4\uff1a”tool_choice<\/code> \u8fd9\u4e2a\u53c2\u6570\u63a7\u5236\u6a21\u578b’\u8981\u4e0d\u8981\u8c03\u5de5\u5177’\u3002\u56db\u4e2a\u9009\u9879\uff1a”<\/p>\n\n\n\n\n\n\n\n\n
      \u503c<\/th>\n\u542b\u4e49<\/th>\n\u4f7f\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n
      \"auto\"<\/code><\/td>\n\u6a21\u578b\u81ea\u884c\u51b3\u5b9a\uff08\u9ed8\u8ba4\uff09<\/td>\n\u901a\u7528\u5bf9\u8bdd\uff0c\u8ba9\u6a21\u578b\u81ea\u5df1\u5224\u65ad<\/td>\n<\/tr>\n
      \"none\"<\/code><\/td>\n\u7981\u6b62\u8c03\u7528\u4efb\u4f55\u5de5\u5177<\/td>\n\u7eaf\u804a\u5929\u6a21\u5f0f\uff0c\u6a21\u578b\u53ea\u56de\u7b54\u4e0d\u8c03\u51fd\u6570<\/td>\n<\/tr>\n
      \"required\"<\/code><\/td>\n\u5f3a\u5236\u5fc5\u987b\u8c03\u7528\u5de5\u5177<\/td>\n\u4e1a\u52a1\u6d41\u7a0b\u5fc5\u987b\u8d70\u5de5\u5177\uff0c\u4e0d\u5141\u8bb8\u76f4\u63a5\u56de\u7b54<\/td>\n<\/tr>\n
      {\"type\":\"function\",\"function\":{\"name\":\"xxx\"}}<\/code><\/td>\n\u5f3a\u5236\u8c03\u7528\u6307\u5b9a\u51fd\u6570<\/td>\n\u660e\u786e\u77e5\u9053\u8981\u7528\u54ea\u4e2a\u5de5\u5177<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
      \u5c0f\u660e\u95ee\uff1a”auto<\/code> \u548c required<\/code> \u6709\u4ec0\u4e48\u533a\u522b\uff1f”<\/p>\n
      “auto<\/code> \u65f6\u6a21\u578b\u53ef\u80fd\u4e0d\u8c03\u2014\u2014\u7528\u6237\u8bf4’\u4f60\u597d’\uff0c\u6a21\u578b\u76f4\u63a5\u56de\u590d\uff0c\u4e0d\u8c03\u51fd\u6570\u3002required<\/code> \u65f6\u6a21\u578b\u5fc5\u987b\u8c03<\/strong>\u2014\u2014\u4e0d\u7ba1\u7528\u6237\u95ee\u4ec0\u4e48\uff0c\u90fd\u8981\u8c03\u4e00\u4e2a\u51fd\u6570\u3002”<\/p>\n
      “\u4ec0\u4e48\u65f6\u5019\u7528 required<\/code>\uff1f”<\/p>\n
      “\u6bd4\u5982\u4f60\u7684\u4e1a\u52a1\u6d41\u7a0b\u5fc5\u987b\u8d70\u5de5\u5177\u2014\u2014\u7528\u6237\u95ee\u4efb\u4f55\u95ee\u9898\u90fd\u5fc5\u987b\u5148\u67e5\u77e5\u8bc6\u5e93\u518d\u56de\u7b54\u3002\u6216\u8005\u4f60\u5728\u8c03\u8bd5\u9636\u6bb5\uff0c\u60f3\u5f3a\u5236\u6a21\u578b\u8c03\u67d0\u4e2a\u51fd\u6570\u770b\u770b\u53c2\u6570\u5bf9\u4e0d\u5bf9\u3002”<\/p>\n
      <\/section>\n
      # \u5f3a\u5236\u8c03 get_current_weather<\/span>\nresponse = client.chat.completions.create(\n  model=MODEL,\n  messages=messages,\n  tools=tools,\n  tool_choice={\"type\"<\/span>: \"function\"<\/span>, \"function\"<\/span>: {\"name\"<\/span>: \"get_current_weather\"<\/span>}},\n)\n<\/code><\/pre>\n
      “\u5165\u95e8\u9636\u6bb5\u7528 auto<\/code> \u5c31\u591f\u4e86\u3002\u7b49\u4f60\u5bf9\u6a21\u578b\u884c\u4e3a\u6709\u66f4\u9ad8\u8981\u6c42\u65f6\u518d\u8c03\u3002”<\/p>\n
      \u56db\u4e2a\u5fc5\u8e29\u7684\u5751<\/span><\/h2>\n
      \u5751\u4e00\uff1a\u51fd\u6570\u540d\u4e0d\u5339\u914d<\/span><\/h3>\n
      tools \u5b9a\u4e49\u91cc\u5199 \"name\": \"get_weather\"<\/code>\uff0cPython \u51fd\u6570\u5199 def get_current_weather()<\/code>\u2014\u2014\u540d\u5b57\u4e0d\u4e00\u6837\u3002<\/p>\n
      <\/section>\n
      KeyError: 'get_weather'\n<\/code><\/pre>\n
      \u6a21\u578b\u8fd4\u56de 'get_weather'<\/code>\uff0c\u4f60\u7684 available_functions<\/code> \u91cc\u6ca1\u6709\u8fd9\u4e2a\u952e\uff0c\u76f4\u63a5\u70b8\u4e86\u3002<\/p>\n
      \u89e3\u6cd5<\/strong>\uff1atools \u91cc\u7684 name<\/code> \u5fc5\u987b\u548c available_functions<\/code> \u7684\u952e\u5b8c\u5168\u4e00\u81f4<\/strong>\u3002\u5efa\u8bae\u7528\u5e38\u91cf\u7ba1\u7406\uff0c\u907f\u514d\u624b\u5199\u62fc\u9519\uff1a<\/p>\n
      <\/section>\n
      FUNC_WEATHER = \"get_current_weather\"<\/span>\n\ntools = [{\"function\"<\/span>: {\"name\"<\/span>: FUNC_WEATHER, ...}}]\navailable_functions = {FUNC_WEATHER: get_current_weather}\n<\/code><\/pre>\n
      \u5751\u4e8c\uff1a\u53c2\u6570 JSON \u89e3\u6790\u5931\u8d25<\/span><\/h3>\n
      <\/section>\n
      func_args = json.loads(tool_call.function.arguments)\n<\/code><\/pre>\n
      \u6a21\u578b\u8fd4\u56de\u7684 arguments<\/code> \u662f JSON \u5b57\u7b26\u4e32\uff0c99% \u7684\u60c5\u51b5\u6ca1\u95ee\u9898\u3002\u4f46\u5076\u5c14\u6a21\u578b\u4f1a\u8fd4\u56de\u4e0d\u5408\u6cd5\u7684 JSON\u2014\u2014\u5c11\u4e86\u5f15\u53f7\u3001\u591a\u4e86\u9017\u53f7\u3001\u4e2d\u6587\u6ca1\u8f6c\u4e49\u3002<\/p>\n
      <\/section>\n
      json.JSONDecodeError: Expecting property name enclosed in double quotes\n<\/code><\/pre>\n
      \u89e3\u6cd5<\/strong>\uff1a\u52a0 try-except\uff0c\u89e3\u6790\u5931\u8d25\u65f6\u7ed9\u4e2a\u9ed8\u8ba4\u503c\u6216\u63d0\u793a\u7528\u6237\u6362\u79cd\u95ee\u6cd5\uff1a<\/p>\n
      <\/section>\n
      try<\/span>:\n  func_args = json.loads(tool_call.function.arguments)\nexcept<\/span> json.JSONDecodeError:\n  print<\/span>(\"\u53c2\u6570\u89e3\u6790\u5931\u8d25\uff0c\u8bf7\u6362\u79cd\u65b9\u5f0f\u63d0\u95ee\u3002\"<\/span>)\n  return<\/span>\n<\/code><\/pre>\n
      \u5751\u4e09\uff1a\u5fd8\u8bb0\u628a tool_calls \u8ffd\u52a0\u5230 messages<\/span><\/h3>\n
      “\u8fd9\u4e2a\u5751\u6700\u5e38\u89c1\u3002”\u8001\u5f20\u8bf4\uff0c”\u7b2c\u4e00\u8f6e\u8c03\u7528\u62ff\u5230 tool_calls \u540e\uff0c\u76f4\u63a5\u53bb\u6267\u884c\u51fd\u6570\u4e86\uff0c\u5fd8\u4e86\u628a response_message<\/code> \u8ffd\u52a0\u5230 messages\u3002\u7ed3\u679c\u7b2c\u4e8c\u8f6e\u8c03\u7528\u65f6\uff0cmessages \u91cc\u53ea\u6709 user \u6d88\u606f\u548c tool \u6d88\u606f\u2014\u2014\u7f3a\u4e86\u4e2d\u95f4\u90a3\u6761 assistant \u6d88\u606f\u3002<\/strong>“<\/p>\n
      <\/section>\n
      Error: An assistant message with 'tool_calls' must be followed by tool messages\n<\/code><\/pre>\n
      API \u76f4\u63a5\u62a5\u9519\u2014\u2014tool \u6d88\u606f\u524d\u9762\u5fc5\u987b\u6709\u5bf9\u5e94\u7684 assistant \u6d88\u606f\uff08\u5e26 tool_calls \u7684\u90a3\u6761\uff09\u3002<\/p>\n
      \u89e3\u6cd5<\/strong>\uff1a\u8bb0\u4f4f\u987a\u5e8f\u2014\u2014\u5148\u8ffd\u52a0 assistant \u6d88\u606f\uff0c\u518d\u8ffd\u52a0 tool \u6d88\u606f\uff1a<\/p>\n
      <\/section>\n
      # \u2705 \u6b63\u786e\u987a\u5e8f<\/span>\nmessages.append(response_message)  # 1. \u5148\u8ffd\u52a0\u6a21\u578b\u7684 tool_calls \u8bf7\u6c42<\/span>\nmessages.append({...})       # 2. \u518d\u8ffd\u52a0\u5de5\u5177\u6267\u884c\u7ed3\u679c<\/span>\n\n# \u274c \u9519\u8bef\u2014\u2014\u6f0f\u4e86\u7b2c\u4e00\u6b65<\/span>\nmessages.append({...})  # \u76f4\u63a5\u8ffd\u52a0 tool \u7ed3\u679c\uff0c\u7f3a assistant \u6d88\u606f<\/span>\n<\/code><\/pre>\n
      \u5751\u56db\uff1atool_call_id \u4e0d\u5339\u914d<\/span><\/h3>\n
      “\u6a21\u578b\u540c\u65f6\u8c03\u4e24\u4e2a\u51fd\u6570\u65f6\uff0c\u6bcf\u4e2a tool_call \u6709\u4e0d\u540c\u7684 id<\/code>\u3002\u4f60\u6267\u884c\u5b8c\u51fd\u6570\uff0c\u8fd4\u56de\u7ed3\u679c\u65f6 tool_call_id<\/code> \u5fc5\u987b\u5bf9\u5e94\u2014\u2014”<\/p>\n
      “\u5982\u679c\u4f60\u628a\u5317\u4eac\u7684\u7ed3\u679c\u6807\u8bb0\u4e86\u6210\u90fd\u7684 id\uff0c\u6a21\u578b\u5c31\u4ee5\u4e3a’\u5317\u4eac\u7684\u7ed3\u679c\u662f\u6210\u90fd\u7684’\uff0c\u56de\u7b54\u5c31\u5168\u4e71\u4e86\u3002”<\/p>\n
      \u89e3\u6cd5<\/strong>\uff1afor \u5faa\u73af\u91cc\u7528\u5f53\u524d tool_call.id<\/code>\uff0c\u522b\u7528\u522b\u7684\uff1a<\/p>\n
      <\/section>\n
      for<\/span> tool_call in<\/span> tool_calls:\n  # \u6bcf\u4e2a tool_call \u6709\u81ea\u5df1\u7684 id\uff0c\u7528\u5b83<\/span>\n  messages.append({\n    \"role\"<\/span>: \"tool\"<\/span>,\n    \"tool_call_id\"<\/span>: tool_call.id<\/span>,  # \u2190 \u7528\u5f53\u524d\u7684 id<\/span>\n    ...\n  })\n<\/code><\/pre>\n
      \u6d88\u606f\u5217\u8868\u5728 Function Calling \u4e2d\u7684\u53d8\u5316<\/span><\/h2>\n
      \u8001\u5f20\u8bf4\uff1a”\u4e0a\u6b21\u8bb2\u591a\u8f6e\u5bf9\u8bdd\u65f6\uff0cmessages \u5217\u8868\u53ea\u6709 system\/user\/assistant \u4e09\u79cd\u89d2\u8272\u3002Function Calling \u5f15\u5165\u4e86\u7b2c\u56db\u79cd\u2014\u2014tool<\/code>\u3002\u6574\u4e2a\u6d88\u606f\u6d41\u8f6c\u662f\u8fd9\u6837\u7684\uff1a”<\/p>\n
      <\/section>\n
      \u521d\u59cb\u72b6\u6001\uff1a\n[system, user]              \u2190 \u4f60\u6784\u9020\u7684\n\n\u7b2c1\u6b21\u8c03\u7528\u540e\uff08\u6a21\u578b\u51b3\u5b9a\u8c03\u51fd\u6570\uff09\uff1a\n[system, user, assistant(tool_calls)]   \u2190 \u8ffd\u52a0\u6a21\u578b\u7684\u8c03\u7528\u8bf7\u6c42\n\n\u6267\u884c\u51fd\u6570\u540e\uff1a\n[system, user, assistant(tool_calls), tool(\u7ed3\u679c)]  \u2190 \u8ffd\u52a0\u5de5\u5177\u7ed3\u679c\n\n\u7b2c2\u6b21\u8c03\u7528\u540e\uff08\u6a21\u578b\u751f\u6210\u6700\u7ec8\u56de\u7b54\uff09\uff1a\n[system, user, assistant(tool_calls), tool(\u7ed3\u679c), assistant(\u6700\u7ec8\u56de\u7b54)]  \u2190 \u8ffd\u52a0\u6700\u7ec8\u56de\u590d\n<\/code><\/pre>\n
      “\u6ce8\u610f\u7b2c\u4e00\u6b21\u7684 assistant \u6d88\u606f\uff0ccontent<\/code> \u662f None<\/code>\uff0c\u4f46\u591a\u4e86 tool_calls<\/code> \u5b57\u6bb5\u3002\u7b2c\u4e8c\u6b21\u7684 assistant \u6d88\u606f\uff0ccontent<\/code> \u624d\u662f\u771f\u6b63\u7684\u6587\u5b57\u56de\u590d\u3002”<\/p>\n
      “\u5982\u679c\u4f60\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\u7ee7\u7eed\u591a\u8f6e\u5bf9\u8bdd\uff0c\u540e\u9762\u7684\u6d88\u606f\u8ffd\u52a0\u903b\u8f91\u8ddf\u4e0a\u6b21\u8bb2\u7684\u4e00\u6a21\u4e00\u6837\u2014\u2014user \u8ffd\u52a0\u95ee\u9898\uff0cassistant \u8ffd\u52a0\u56de\u590d\u3002Function Calling \u53ea\u662f\u5728\u4e2d\u95f4\u63d2\u4e86\u4e00\u7ec4 assistant(tool_calls) + tool(\u7ed3\u679c)<\/code> \u6d88\u606f\u3002”<\/p>\n
      \u5c0f\u660e\u604d\u7136\u5927\u609f\uff1a”\u6240\u4ee5 Function Calling \u5e76\u6ca1\u6709\u6539\u53d8\u6d88\u606f\u5217\u8868\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u53ea\u662f\u591a\u4e86\u4e00\u79cd\u6d88\u606f\u7c7b\u578b\u3002”<\/p>\n
      “\u5b8c\u5168\u6b63\u786e\u3002messages \u5217\u8868\u662f\u6574\u4e2a\u5927\u6a21\u578b\u5f00\u53d1\u7684\u5730\u57fa\uff0cFunction Calling \u53ea\u662f\u5728\u4e0a\u9762\u52a0\u4e86\u4e00\u5c42\u697c\u3002<\/strong>“<\/p>\n
      \u8fd9\u7bc7\u6587\u7ae0\u7684\u6838\u5fc3<\/span><\/h2>\n
      \u8001\u5f20\u6700\u540e\u5728\u767d\u677f\u4e0a\u5199\u4e86\u4e00\u53e5\u8bdd\uff1a<\/p>\n
      \n
      Function Calling = \u6a21\u578b\u70b9\u83dc + \u4ee3\u7801\u4e0a\u83dc + \u6a21\u578b\u8f6c\u8ff0\u3002<\/strong><\/p>\n<\/blockquote>\n
      \u5c0f\u660e\u770b\u7740\u767d\u677f\uff0c\u628a\u5b83\u62cd\u4e86\u4e0b\u6765\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
      \u6982\u5ff5<\/th>\n\u4e00\u53e5\u8bdd<\/th>\n<\/tr>\n<\/thead>\n
      \u672c\u8d28<\/td>\n\u6a21\u578b\u4e0d\u6267\u884c\u51fd\u6570\uff0c\u53ea\u8f93\u51fa\u7ed3\u6784\u5316\u8c03\u7528\u6307\u4ee4\uff0c\u4f60\u7684\u4ee3\u7801\u771f\u6b63\u6267\u884c<\/td>\n<\/tr>\n
      \u4e24\u8f6e\u5bf9\u8bdd<\/td>\n\u7b2c1\u6b21\u51b3\u5b9a\u7528\u4ec0\u4e48\u5de5\u5177\uff0c\u7b2c2\u6b21\u57fa\u4e8e\u5de5\u5177\u7ed3\u679c\u751f\u6210\u56de\u7b54<\/td>\n<\/tr>\n
      tools \u5b9a\u4e49<\/td>\nname + description + parameters\uff08JSON Schema\uff09<\/td>\n<\/tr>\n
      description<\/td>\n\u6700\u5173\u952e\u5b57\u6bb5\uff0c\u51b3\u5b9a\u6a21\u578b\u4f55\u65f6\u8c03\u7528\uff0c\u5199\u6e05\u7528\u9014+\u793a\u4f8b\u503c<\/td>\n<\/tr>\n
      tool_calls<\/td>\n\u6a21\u578b\u8fd4\u56de\u7684\u8c03\u7528\u8bf7\u6c42\uff0c\u542b\u51fd\u6570\u540d\u548c\u53c2\u6570\uff08JSON \u5b57\u7b26\u4e32\uff09<\/td>\n<\/tr>\n
      tool \u6d88\u606f<\/td>\nrole: \"tool\"<\/code> + tool_call_id<\/code> + content<\/code>\uff08\u5b57\u7b26\u4e32\uff09<\/td>\n<\/tr>\n
      tool_call_id<\/td>\n\u5173\u8054\u6a21\u578b\u7684\u8c03\u7528\u8bf7\u6c42\u548c\u4f60\u7684\u6267\u884c\u7ed3\u679c\uff0c\u4e0d\u80fd\u641e\u6df7<\/td>\n<\/tr>\n
      tool_choice<\/td>\nauto\uff08\u81ea\u52a8\uff09\/ none\uff08\u7981\u6b62\uff09\/ required\uff08\u5fc5\u987b\uff09\/ \u6307\u5b9a\u51fd\u6570<\/td>\n<\/tr>\n
      available_functions<\/td>\n\u51fd\u6570\u540d\u2192\u5b9e\u9645\u51fd\u6570\u7684\u6620\u5c04\u8868\uff0c\u6a21\u578b\u7ed9\u5b57\u7b26\u4e32\u4f60\u7ed9\u6267\u884c<\/td>\n<\/tr>\n
      messages \u53d8\u5316<\/td>\n\u591a\u4e86 assistant(tool_calls) + tool(\u7ed3\u679c) \u4e24\u79cd\u6d88\u606f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
      “\u5927\u6a21\u578b\u4ece’\u4f1a\u8bf4’\u53d8\u6210’\u4f1a\u5e72’\uff0c\u9760\u7684\u4e0d\u662f\u81ea\u5df1\u53d8\u806a\u660e\u4e86\uff0c\u800c\u662f\u4f60\u7ed9\u5b83\u914d\u4e86\u4e00\u53cc\u624b\u3002Function Calling \u5c31\u662f\u8fd9\u53cc\u624b\u7684\u63a5\u53e3\u534f\u8bae\u3002”<\/p>\n
      \u4e0b\u4e00\u6b65<\/span><\/h2>\n
        \n
      1. \n
        \u591a\u4e2a\u5de5\u5177\u7ec4\u5408<\/strong> \u2014 \u8ba9\u6a21\u578b\u5728\u4e00\u4e2a\u5bf9\u8bdd\u91cc\u8c03\u591a\u4e2a\u4e0d\u540c\u51fd\u6570<\/section>\n<\/li>\n
      2. \n
        \u5d4c\u5957\u8c03\u7528<\/strong> \u2014 \u51fd\u6570 A \u7684\u7ed3\u679c\u4f5c\u4e3a\u51fd\u6570 B \u7684\u53c2\u6570\uff0c\u6a21\u578b\u81ea\u5df1\u7f16\u6392<\/section>\n<\/li>\n
      3. \n
        \u5e76\u884c\u8c03\u7528<\/strong> \u2014 \u6a21\u578b\u540c\u65f6\u8c03\u591a\u4e2a\u51fd\u6570\uff0c\u4f60\u7684 for \u5faa\u73af\u5904\u7406<\/section>\n<\/li>\n
      4. \n
        \u9519\u8bef\u5904\u7406<\/strong> \u2014 \u51fd\u6570\u6267\u884c\u5931\u8d25\u65f6\u600e\u4e48\u544a\u8bc9\u6a21\u578b\uff0c\u8ba9\u5b83\u6362\u4e2a\u7b56\u7565<\/section>\n<\/li>\n
      5. \n
        Agent \u5de5\u4f5c\u6d41<\/strong> \u2014 Function Calling \u662f Agent \u7684\u57fa\u7840\uff0cAgent \u5c31\u662f\u5728\u8fd9\u4e2a\u5faa\u73af\u4e0a\u52a0\u4e0a\u4efb\u52a1\u89c4\u5212\u548c\u81ea\u4e3b\u51b3\u7b56<\/section>\n<\/li>\n<\/ol>\n
        “\u6bcf\u4e00\u6b65\u90fd\u662f\u5728 tools<\/code> \u5217\u8868\u548c messages<\/code> \u5217\u8868\u4e0a\u505a\u52a0\u6cd5\u3002\u4e24\u8f6e\u8c03\u7528\u7684\u9aa8\u67b6\u4ece\u6765\u6ca1\u53d8\u8fc7\u3002”<\/p>\n
        \n
        \u603b\u7ed3<\/span><\/h2>\n
        \u4e0a\u7bc7\u4f60\u5b66\u4f1a\u4e86\u8ba9 AI \u8bb0\u4f4f\u5bf9\u8bdd\u5386\u53f2\u3002\u8fd9\u7bc7\u4f60\u5b66\u4f1a\u4e86\u8ba9 AI \u8c03\u7528\u5916\u90e8\u5de5\u5177\u2014\u2014\u6838\u5fc3\u5c31\u662f\u4e24\u8f6e API \u8c03\u7528\uff1a\u7b2c\u4e00\u8f6e\u6a21\u578b\u51b3\u5b9a\u7528\u4ec0\u4e48\u5de5\u5177\uff0c\u4f60\u7684\u4ee3\u7801\u6267\u884c\u51fd\u6570\uff0c\u7b2c\u4e8c\u8f6e\u6a21\u578b\u57fa\u4e8e\u771f\u5b9e\u7ed3\u679c\u751f\u6210\u56de\u7b54\u3002<\/strong><\/p>\n
        \u5927\u6a21\u578b\u672c\u8eab\u4e0d\u4f1a\u67e5\u5929\u6c14\u3001\u4e0d\u4f1a\u67e5\u8ba2\u5355\u3001\u4e0d\u4f1a\u53d1\u90ae\u4ef6\u3002\u4f46\u901a\u8fc7 Function Calling\uff0c\u5b83\u80fd”\u610f\u8bc6\u5230”\u81ea\u5df1\u9700\u8981\u8c03\u4e00\u4e2a\u51fd\u6570\uff0c\u544a\u8bc9\u4f60\u8c03\u54ea\u4e2a\u3001\u53c2\u6570\u662f\u4ec0\u4e48\u3002\u4f60\u6267\u884c\u5b8c\u628a\u7ed3\u679c\u5582\u56de\u53bb\uff0c\u5b83\u5c31\u80fd\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u56de\u7b54\u7528\u6237\u3002<\/p>\n
        \u8fd9\u5c31\u662f\u4ece”\u804a\u5929\u673a\u5668\u4eba”\u5230”AI \u52a9\u624b”\u7684\u5206\u6c34\u5cad\u3002\u804a\u5929\u673a\u5668\u4eba\u53ea\u4f1a\u8bf4\uff0cAI \u52a9\u624b\u4f1a\u5e72\u3002<\/p>\n
        \u5c0f\u660e\u628a Function Calling \u8dd1\u901a\u540e\uff0c\u7ed9\u8001\u677f\u6f14\u793a\u4e86 AI \u5ba2\u670d\u67e5\u8ba2\u5355\u3002\u8001\u677f\u95ee\uff1a”\u5b83\u662f\u600e\u4e48\u77e5\u9053\u8ba2\u5355\u7cfb\u7edf\u7684\uff1f”<\/p>\n
        \u5c0f\u660e\u8bf4\uff1a”\u5b83\u4e0d\u77e5\u9053\u3002\u5b83\u53ea\u662f\u544a\u8bc9\u6211’\u8c03 query_order_status \u51fd\u6570\uff0c\u53c2\u6570\u662f\u8ba2\u5355\u53f7’\uff0c\u771f\u6b63\u67e5\u6570\u636e\u5e93\u7684\u662f\u6211\u7684\u4ee3\u7801\u3002\u5b83\u53ea\u662f\u4e2a\u7ffb\u8bd1\u5b98\u3002”<\/p>\n
        \u8001\u677f\u6123\u4e86\u4e00\u4e0b\uff0c\u7136\u540e\u7b11\u4e86\uff1a”\u90a3\u8fd9\u4e2a\u7ffb\u8bd1\u5b98\u8fd8\u633a\u9760\u8c31\u3002”<\/p>\n
        \u8001\u5f20\u542c\u8bf4\u540e\u8ddf\u5c0f\u660e\u8bf4\uff1a”\u8bb0\u4f4f\uff0cFunction Calling \u7684\u672c\u8d28\u4e0d\u662f\u8ba9 AI \u53d8\u5f3a\u4e86\uff0c\u662f\u8ba9 AI \u53d8\u8bda\u5b9e\u4e86\u2014\u2014\u5b83\u4e0d\u518d\u7f16\u9020\uff0c\u800c\u662f\u627f\u8ba4’\u6211\u9700\u8981\u67e5\u4e00\u4e0b’\uff0c\u7136\u540e\u8ba9\u4f60\u53bb\u67e5\u3002<\/strong>“<\/p>\n<\/section>\n","protected":false},"excerpt":{"rendered":"
        \u5f15\u8a00 \u5c0f\u660e\u4e0a\u5468\u641e\u5b9a\u4e86\u591a\u8f6e\u5bf9\u8bdd\uff0c\u804a\u5929\u673a\u5668\u4eba\u8dd1\u5f97\u6709\u6a21\u6709\u6837\u3002\u8fd9\u5468\u4e00\u4e0a\u73ed\uff0c\u8001\u677f\u53c8\u4e22\u6765\u4e00\u4e2a\u9700\u6c42\uff1a “\u54b1\u4eec\u7684  […]<\/p>\n","protected":false},"author":1,"featured_media":3615,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[164,163],"tags":[167,168],"_links":{"self":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/3610"}],"collection":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3610"}],"version-history":[{"count":2,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/3610\/revisions"}],"predecessor-version":[{"id":3616,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/3610\/revisions\/3616"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/media\/3615"}],"wp:attachment":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3610"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3610"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3610"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}