{"id":119750,"date":"2026-10-30T09:16:44","date_gmt":"2026-10-30T01:16:44","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/119750.html"},"modified":"2026-10-30T09:16:44","modified_gmt":"2026-10-30T01:16:44","slug":"%e7%bb%99%e5%b7%a5%e5%85%b7%e5%8a%a0%e4%b8%80%e4%b8%aa%e5%bf%85%e5%a1%ab%e5%8f%82%e6%95%b0%ef%bc%8c%e8%80%81%e5%ae%a2%e6%88%b7%e7%ab%af-7-%e6%ac%a1%e8%b0%83%e7%94%a8%e5%85%a8%e6%8c%82","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/119750.html","title":{"rendered":"\u7ed9\u5de5\u5177\u52a0\u4e00\u4e2a\u5fc5\u586b\u53c2\u6570\uff0c\u8001\u5ba2\u6237\u7aef 7 \u6b21\u8c03\u7528\u5168\u6302"},"content":{"rendered":"

\u7248\u6743\u4e0e\u5185\u5bb9\u6765\u6e90\u58f0\u660e
\n\u672c\u6587\u4e3a\u539f\u521b\u6574\u7406\u3002\u6587\u4e2d\u6d89\u53ca\u5b98\u65b9\u6587\u6863\u3001\u5f00\u6e90\u4ed3\u5e93\u3001\u8bba\u6587\u4e0e\u516c\u5f00\u62a5\u9053\u7684\u5185\u5bb9，\u5747\u5728\u9644\u8868 A \u4e2d\u6807\u6ce8\u6765\u6e90；\u5f15\u7528\u5b98\u65b9\u539f\u6587\u4fdd\u6301\u539f\u6837，\u4e0d\u4f5c\u6539\u5199\u3002\u6587\u4e2d\u547d\u4ee4\u3001\u7248\u672c\u53f7\u4e0e\u754c\u9762\u622a\u56fe\u4ee5\u672c\u6587\u6210\u6587\u65f6\u7684\u5b9e\u6d4b\/\u6838\u9a8c\u7ed3\u679c\u4e3a\u51c6，\u6807\u6ce8\u300c\u5f85\u9a8c\u8bc1\u300d\u7684\u90e8\u5206\u8bf7\u4ee5\u4f60\u672c\u5730\u73af\u5883\u5b9e\u9645\u8f93\u51fa\u4e3a\u5224\u65ad\u4f9d\u636e\u3002\u672c\u6587\u4e0d\u63a8\u8350\u4efb\u4f55\u4e0d\u5408\u89c4\u7684\u8f6f\u4ef6\u83b7\u53d6\u65b9\u5f0f，\u4e5f\u4e0d\u5bf9\u4efb\u4f55\u6536\u76ca\u7ed3\u679c\u4f5c\u627f\u8bfa\u3002\u8f6c\u8f7d\u8bf7\u6ce8\u660e\u51fa\u5904\u3002<\/p>\n

\u73b0\u573a：\u4e00\u6b21\u53ea\u52a0\u5fc5\u586b\u53c2\u6570\u7684\u53d8\u66f4，\u4e03\u6b21\u8c03\u7528\u5168\u6302<\/h3>\n

\u5468\u56db\u4e0a\u5348\u5341\u70b9，\u5de5\u5177\u5b9a\u4e49\u91cc\u591a\u4e86\u4e00\u4e2a\u53c2\u6570：days，\u6574\u6570，\u6807\u6210\u5fc5\u586b\u3002\u53d1\u5e03\u8bf4\u660e\u53ea\u6709\u4e00\u884c\u2014\u2014\u300c\u65b0\u589e\u5929\u6570\u53c2\u6570，\u652f\u6301\u591a\u65e5\u9884\u62a5\u300d\u3002<\/p>\n

\u5341\u70b9\u4e09\u5341\u56db\u5206，\u544a\u8b66\u54cd\u4e86\u3002\u4e09\u4e2a\u8fd8\u5728\u8dd1\u65e7\u7248\u5de5\u5177\u5b9a\u4e49\u7684\u8c03\u7528\u65b9\u5404\u53d1 7 \u6b21\u8bf7\u6c42，21 \u6b21\u5168\u90e8\u8fd4\u56de 400：missing required property: days\u3002\u56de\u6eda\u5728\u5341\u4e00\u70b9\u96f6\u4e8c\u5206\u5b8c\u6210，\u4e2d\u95f4\u8fd9 28 \u5206\u949f，\u8fd9\u4e2a\u5929\u6c14\u5de5\u5177\u5bf9\u8fd9\u6279\u8d26\u53f7\u5b8c\u5168\u4e0d\u53ef\u7528\u3002<\/p>\n

\u4e0a\u9762\u8fd9\u6bb5\u662f\u6309\u4e0b\u9762\u90a3\u5f20\u7248\u672c\u77e9\u9635\u8fd8\u539f\u51fa\u6765\u7684\u63a8\u6f14\u573a\u666f，\u4e0d\u662f\u67d0\u4e00\u6b21\u7ebf\u4e0a\u4e8b\u6545\u7684\u539f\u59cb\u65e5\u5fd7\u2014\u2014\u65f6\u95f4\u3001\u544a\u8b66\u6587\u6848\u6309\u5e38\u89c1\u5de5\u5355\u5f62\u6001\u5199，\u4f46\u6bcf\u4e00\u6b21\u5931\u8d25\u90fd\u80fd\u7528\u6587\u4e2d\u7684\u811a\u672c\u590d\u7b97\u51fa\u6765\u3002<\/p>\n

\u5b57\u6bb5\u662f\u65b0\u589e\u7684，\u8001\u5ba2\u6237\u7aef\u4ece\u6765\u6ca1\u542c\u8bf4\u8fc7\u5b83，\u800c\u670d\u52a1\u7aef\u628a\u5b83\u5217\u8fdb\u4e86 required\u3002JSON Schema \u91cc required \u7684\u8bed\u4e49\u662f\u300c\u8fd9\u4e2a\u952e\u5fc5\u987b\u51fa\u73b0\u300d，\u4e0d\u662f\u300c\u8fd9\u4e2a\u952e\u53ef\u4ee5\u6ca1\u6709\u503c\u300d；\u4e00\u4e2a\u4ece\u6ca1\u88ab\u4f20\u8fc7\u7684\u952e，\u548c\u4f20\u4e86 null \u662f\u4e24\u56de\u4e8b\u3002<\/p>\n

\u8fd9\u6b21\u53d8\u66f4\u5176\u5b9e\u53e0\u4e86\u4e94\u6b65：v1 \u521d\u7248\u53ea\u6709 city \u548c unit；v2 \u52a0\u53ef\u9009 days；v3 \u628a unit \u6539\u540d unit_system；v4 \u628a days \u6539\u6210\u5fc5\u586b；v5 \u628a unit_system \u7684\u53d6\u503c\u4ece {C, F} \u6536\u7d27\u6210 {C}\u3002\u4efb\u4f55\u4e00\u6b65\u5355\u72ec\u770b，\u90fd\u50cf\u4e00\u4e2a\u300c\u987a\u624b\u52a0\u7684\u5b57\u6bb5\u300d\u6216\u300c\u987a\u624b\u6536\u7684\u8303\u56f4\u300d\u3002<\/p>\n

🧪 \u5b9e\u6d4b：5 \u4e2a\u5ba2\u6237\u7aef\u7248\u672c \u00d7 5 \u4e2a\u670d\u52a1\u7aef\u7248\u672c，\u5404 7 \u6b21\u8c03\u7528<\/h4>\n

\u73af\u5883：Python 3.13.12 \/ macOS arm64 \/ \u4ec5\u6807\u51c6\u5e93\u3002\u811a\u672c\u628a\u4e0a\u9762\u4e94\u6b65\u5199\u6210\u4e00\u5f20\u7248\u672c\u8868，\u6bcf\u4e2a\u5ba2\u6237\u7aef\u7248\u672c\u5bf9\u6bcf\u4e2a\u670d\u52a1\u7aef\u7248\u672c\u5404\u53d1 7 \u6b21\u8c03\u7528，\u6821\u9a8c\u5668\u53ea\u5224\u56db\u4ef6\u4e8b：\u5fc5\u586b\u7f3a\u5931\u3001\u591a\u4f59\u5b57\u6bb5\u3001\u7c7b\u578b\u4e0d\u7b26\u3001\u679a\u4e3e\u8d8a\u754c\u3002<\/p>\n

V =<\/span> {<\/span>
\n 1<\/span>:<\/span> (<\/span>[<\/span>"city"<\/span>]<\/span>,<\/span> {<\/span>"city"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span>)<\/span>,<\/span> "unit"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span> (<\/span>"C"<\/span>,<\/span> "F"<\/span>)<\/span>)<\/span>}<\/span>)<\/span>,<\/span>
\n 2<\/span>:<\/span> (<\/span>[<\/span>"city"<\/span>]<\/span>,<\/span> {<\/span>"city"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span>)<\/span>,<\/span> "unit"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span> (<\/span>"C"<\/span>,<\/span> "F"<\/span>)<\/span>)<\/span>,<\/span> "days"<\/span>:<\/span> (<\/span>"i"<\/span>,<\/span>)<\/span>}<\/span>)<\/span>,<\/span>
\n 3<\/span>:<\/span> (<\/span>[<\/span>"city"<\/span>]<\/span>,<\/span> {<\/span>"city"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span>)<\/span>,<\/span> "unit_system"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span> (<\/span>"C"<\/span>,<\/span> "F"<\/span>)<\/span>)<\/span>,<\/span> "days"<\/span>:<\/span> (<\/span>"i"<\/span>,<\/span>)<\/span>}<\/span>)<\/span>,<\/span>
\n 4<\/span>:<\/span> (<\/span>[<\/span>"city"<\/span>,<\/span> "days"<\/span>]<\/span>,<\/span> {<\/span>"city"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span>)<\/span>,<\/span> "unit_system"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span> (<\/span>"C"<\/span>,<\/span> "F"<\/span>)<\/span>)<\/span>,<\/span> "days"<\/span>:<\/span> (<\/span>"i"<\/span>,<\/span>)<\/span>}<\/span>)<\/span>,<\/span>
\n 5<\/span>:<\/span> (<\/span>[<\/span>"city"<\/span>,<\/span> "days"<\/span>]<\/span>,<\/span> {<\/span>"city"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span>)<\/span>,<\/span> "unit_system"<\/span>:<\/span> (<\/span>"s"<\/span>,<\/span> (<\/span>"C"<\/span>,<\/span>)<\/span>)<\/span>,<\/span> "days"<\/span>:<\/span> (<\/span>"i"<\/span>,<\/span>)<\/span>}<\/span>)<\/span>,<\/span>
\n}<\/span>
\nNAME =<\/span> {<\/span>1<\/span>:<\/span> "v1 \u521d\u7248"<\/span>,<\/span> 2<\/span>:<\/span> "v2 \u52a0\u53ef\u9009 days"<\/span>,<\/span> 3<\/span>:<\/span> "v3 unit \u6539\u540d"<\/span>,<\/span> 4<\/span>:<\/span> "v4 days \u53d8\u5fc5\u586b"<\/span>,<\/span> 5<\/span>:<\/span> "v5 \u679a\u4e3e\u6536\u7d27"<\/span>}<\/span>
\nPY =<\/span> {<\/span>"s"<\/span>:<\/span> str<\/span>,<\/span> "i"<\/span>:<\/span> int<\/span>}<\/span><\/p>\n

def<\/span> check<\/span>(<\/span>ver,<\/span> args)<\/span>:<\/span>
\n req,<\/span> props =<\/span> V[<\/span>ver]<\/span>
\n err =<\/span> [<\/span>"\u7f3a\u5fc5\u586b "<\/span> +<\/span> k for<\/span> k in<\/span> req if<\/span> k not<\/span> in<\/span> args]<\/span>
\n for<\/span> k,<\/span> v in<\/span> args.<\/span>items(<\/span>)<\/span>:<\/span>
\n if<\/span> k not<\/span> in<\/span> props:<\/span>
\n err.<\/span>append(<\/span>"\u591a\u4f59\u5b57\u6bb5 "<\/span> +<\/span> k)<\/span>
\n continue<\/span>
\n if<\/span> not<\/span> isinstance<\/span>(<\/span>v,<\/span> PY[<\/span>props[<\/span>k]<\/span>[<\/span>0<\/span>]<\/span>]<\/span>)<\/span>:<\/span>
\n err.<\/span>append(<\/span>"\u7c7b\u578b\u9519 "<\/span> +<\/span> k)<\/span>
\n if<\/span> len<\/span>(<\/span>props[<\/span>k]<\/span>)<\/span> ><\/span> 1<\/span> and<\/span> v not<\/span> in<\/span> props[<\/span>k]<\/span>[<\/span>1<\/span>]<\/span>:<\/span>
\n err.<\/span>append(<\/span>"\u679a\u4e3e\u8d8a\u754c %s=%s"<\/span> %<\/span> (<\/span>k,<\/span> v)<\/span>)<\/span>
\n return<\/span> err<\/p>\n

def<\/span> calls<\/span>(<\/span>ver)<\/span>:<\/span>
\n key =<\/span> "unit"<\/span> if<\/span> ver <=<\/span> 2<\/span> else<\/span> "unit_system"<\/span>
\n out =<\/span> [<\/span>]<\/span>
\n for<\/span> u in<\/span> [<\/span>"C"<\/span>,<\/span> "C"<\/span>,<\/span> "C"<\/span>,<\/span> "F"<\/span>,<\/span> "F"<\/span>,<\/span> None<\/span>,<\/span> None<\/span>]<\/span>:<\/span>
\n a =<\/span> {<\/span>"city"<\/span>:<\/span> "Shanghai"<\/span>}<\/span>
\n if<\/span> u:<\/span>
\n a[<\/span>key]<\/span> =<\/span> u
\n if<\/span> ver >=<\/span> 4<\/span>:<\/span>
\n a[<\/span>"days"<\/span>]<\/span> =<\/span> 3<\/span>
\n out.<\/span>append(<\/span>a)<\/span>
\n return<\/span> out<\/p>\n

print<\/span>(<\/span>"\u5931\u8d25\u6b21\u6570\u77e9\u9635（\u884c=\u5ba2\u6237\u7aef\u7248\u672c，\u5217=\u670d\u52a1\u7aef\u5f53\u5929\u7248\u672c，\u5404 7 \u6b21\u8c03\u7528）"<\/span>)<\/span>
\nprint<\/span>(<\/span>" "<\/span> +<\/span> ""<\/span>.<\/span>join(<\/span>"%9s"<\/span> %<\/span> (<\/span>"\u670d\u52a1\u7aefv%d"<\/span> %<\/span> s)<\/span> for<\/span> s in<\/span> range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>)<\/span>)<\/span>)<\/span>
\ntot =<\/span> 0<\/span>
\nfor<\/span> c in<\/span> range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>)<\/span>:<\/span>
\n row =<\/span> "\u5ba2\u6237\u7aefv%d "<\/span> %<\/span> c
\n for<\/span> s in<\/span> range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>)<\/span>:<\/span>
\n b =<\/span> sum<\/span>(<\/span>1<\/span> for<\/span> a in<\/span> calls(<\/span>c)<\/span> if<\/span> check(<\/span>s,<\/span> a)<\/span>)<\/span>
\n tot +=<\/span> b
\n row +=<\/span> "%9d"<\/span> %<\/span> b
\n print<\/span>(<\/span>row)<\/span>
\nprint<\/span>(<\/span>" \u5408\u8ba1 %d\/175 \u6b21\u8c03\u7528\u5931\u8d25（%.0f%%）"<\/span> %<\/span> (<\/span>tot,<\/span> 100<\/span> *<\/span> tot \/<\/span> 175<\/span>)<\/span>)<\/span>
\nprint<\/span>(<\/span>)<\/span>
\nprint<\/span>(<\/span>"\u8001\u5ba2\u6237\u7aef\u649e\u4e0a\u65b0\u670d\u52a1\u7aef，\u9996\u4e2a\u9519\u8bef\u662f\u4ec0\u4e48"<\/span>)<\/span>
\nfor<\/span> c,<\/span> s in<\/span> [<\/span>(<\/span>1<\/span>,<\/span> 2<\/span>)<\/span>,<\/span> (<\/span>1<\/span>,<\/span> 3<\/span>)<\/span>,<\/span> (<\/span>1<\/span>,<\/span> 4<\/span>)<\/span>,<\/span> (<\/span>2<\/span>,<\/span> 3<\/span>)<\/span>,<\/span> (<\/span>3<\/span>,<\/span> 4<\/span>)<\/span>,<\/span> (<\/span>4<\/span>,<\/span> 5<\/span>)<\/span>]<\/span>:<\/span>
\n b =<\/span> sum<\/span>(<\/span>1<\/span> for<\/span> a in<\/span> calls(<\/span>c)<\/span> if<\/span> check(<\/span>s,<\/span> a)<\/span>)<\/span>
\n print<\/span>(<\/span>" \u5ba2\u6237\u7aefv%d -> \u670d\u52a1\u7aefv%d %d\/7 \u9996\u9519：%s"<\/span>
\n %<\/span> (<\/span>c,<\/span> s,<\/span> b,<\/span> (<\/span>check(<\/span>s,<\/span> calls(<\/span>c)<\/span>[<\/span>0<\/span>]<\/span>)<\/span> or<\/span> [<\/span>"\u65e0"<\/span>]<\/span>)<\/span>[<\/span>0<\/span>]<\/span>)<\/span>)<\/span><\/p>\n

\u5931\u8d25\u6b21\u6570\u77e9\u9635（\u884c=\u5ba2\u6237\u7aef\u7248\u672c，\u5217=\u670d\u52a1\u7aef\u5f53\u5929\u7248\u672c，\u5404 7 \u6b21\u8c03\u7528）
\n \u670d\u52a1\u7aefv1 \u670d\u52a1\u7aefv2 \u670d\u52a1\u7aefv3 \u670d\u52a1\u7aefv4 \u670d\u52a1\u7aefv5
\n\u5ba2\u6237\u7aefv1 0 0 5 7 7
\n\u5ba2\u6237\u7aefv2 0 0 5 7 7
\n\u5ba2\u6237\u7aefv3 5 5 0 7 7
\n\u5ba2\u6237\u7aefv4 7 5 0 0 2
\n\u5ba2\u6237\u7aefv5 7 5 0 0 2
\n \u5408\u8ba1 90\/175 \u6b21\u8c03\u7528\u5931\u8d25（51%）<\/p>\n

\u8001\u5ba2\u6237\u7aef\u649e\u4e0a\u65b0\u670d\u52a1\u7aef，\u9996\u4e2a\u9519\u8bef\u662f\u4ec0\u4e48
\n \u5ba2\u6237\u7aefv1 -> \u670d\u52a1\u7aefv2 0\/7 \u9996\u9519：\u65e0
\n \u5ba2\u6237\u7aefv1 -> \u670d\u52a1\u7aefv3 5\/7 \u9996\u9519：\u591a\u4f59\u5b57\u6bb5 unit
\n \u5ba2\u6237\u7aefv1 -> \u670d\u52a1\u7aefv4 7\/7 \u9996\u9519：\u7f3a\u5fc5\u586b days
\n \u5ba2\u6237\u7aefv2 -> \u670d\u52a1\u7aefv3 5\/7 \u9996\u9519：\u591a\u4f59\u5b57\u6bb5 unit
\n \u5ba2\u6237\u7aefv3 -> \u670d\u52a1\u7aefv4 7\/7 \u9996\u9519：\u7f3a\u5fc5\u586b days
\n \u5ba2\u6237\u7aefv4 -> \u670d\u52a1\u7aefv5 2\/7 \u9996\u9519：\u65e0<\/p>\n

\u77e9\u9635\u91cc\u6709\u4e24\u5904\u503c\u5f97\u505c\u4e0b\u6765\u770b\u3002<\/p>\n

v1\u3001v2 \u4e24\u884c\u5728\u670d\u52a1\u7aef v3 \u90a3\u4e00\u5217\u662f 5 \u800c\u4e0d\u662f 7\u3002\u8fd9 7 \u6b21\u8c03\u7528\u91cc\u6709 2 \u6b21\u6839\u672c\u6ca1\u4f20\u5355\u4f4d，\u6ca1\u6709 unit \u8fd9\u4e2a\u952e，\u4e5f\u5c31\u8c08\u4e0d\u4e0a\u300c\u591a\u4f59\u5b57\u6bb5\u300d\u3002\u5931\u8d25\u6b21\u6570\u4e0d\u662f\u300c\u5ba2\u6237\u7aef\u6570 \u00d7 \u8c03\u7528\u6b21\u6570\u300d，\u5b83\u53d6\u51b3\u4e8e\u8fd9\u6279\u8c03\u7528\u91cc\u6709\u591a\u5c11\u6b21\u5e26\u7740\u4f1a\u88ab\u5224\u9519\u7684\u90a3\u4e2a\u952e\u3002<\/p>\n

v4 \u90a3\u4e00\u5217，\u6240\u6709\u8001\u5ba2\u6237\u7aef\u90fd\u662f 7\/7\u3002\u7f3a days \u548c\u5ba2\u6237\u7aef\u4f20\u4e86\u4ec0\u4e48\u65e0\u5173，\u53ea\u8981\u8fd9\u4e2a\u952e\u4e0d\u5728\u8bf7\u6c42\u91cc，\u6bcf\u4e00\u6b21\u90fd\u5224\u4e0d\u8fc7\u3002\u8fd9\u5c31\u662f\u300c\u52a0\u5fc5\u586b\u300d\u548c\u5176\u4f59\u51e0\u7c7b\u6539\u52a8\u5728\u91cf\u4e0a\u7684\u533a\u522b：\u5b83\u6253\u7684\u662f\u5168\u90e8\u3002<\/p>\n

\u5bf9\u89d2\u7ebf\u5168\u662f 0，\u8bf4\u660e\u6bcf\u4e2a\u7248\u672c\u548c\u81ea\u5df1\u81ea\u6d3d；\u81ea\u6d3d\u4e0d\u4ee3\u8868\u517c\u5bb9\u3002\u8981\u770b\u4e24\u4e2a\u4e09\u89d2：\u53f3\u4e0a\u89d2\u662f\u300c\u8001\u5ba2\u6237\u7aef\u649e\u65b0\u670d\u52a1\u7aef\u300d，\u5de6\u4e0b\u89d2\u662f\u300c\u56de\u6eda\u540e\u65b0\u5ba2\u6237\u7aef\u649e\u65e7\u670d\u52a1\u7aef\u300d，\u4e24\u8fb9\u90fd\u4e0d\u662f 0\u3002<\/p>\n

\n

\u7b2c\u4e00\u9053：\u53ea\u52a0\u53ef\u9009\u5b57\u6bb5\u2014\u2014\u52a0\u5b57\u6bb5\u4e0d\u7b49\u4e8e\u6539\u5951\u7ea6<\/h3>\n

\u52a0\u5b57\u6bb5\u672c\u8eab\u4e0d\u7834\u574f\u5951\u7ea6，\u7834\u574f\u5951\u7ea6\u7684\u662f\u300c\u52a0\u5b8c\u4e4b\u540e，\u670d\u52a1\u7aef\u600e\u4e48\u5bf9\u5f85\u6ca1\u4f20\u8fd9\u4e2a\u5b57\u6bb5\u7684\u8bf7\u6c42\u300d\u3002\u8fd9\u9053\u95f8\u95e8\u62e6\u7684，\u662f\u628a\u65b0\u589e\u5b57\u6bb5\u987a\u624b\u585e\u8fdb required \u8fd9\u4e2a\u52a8\u4f5c\u3002<\/p>\n

🧪 \u6570\u636e\u5b9e\u6d4b：\u628a\u4e94\u6b21\u6539\u52a8\u6309\u7834\u574f\u9762\u91cd\u6392，\u5f97\u5230\u4e0b\u9762\u8fd9\u5f20\u8868\u3002\u53e3\u5f84\u5148\u8bf4\u6e05\u2014\u20147 \u6b21\u8c03\u7528 = 3 \u6b21\u4f20 C\u30012 \u6b21\u4f20 F\u30012 \u6b21\u4e0d\u4f20\u5355\u4f4d；\u6821\u9a8c\u5668\u53ea\u68c0\u67e5 required\u3001\u591a\u4f59\u5b57\u6bb5\u3001\u7c7b\u578b\u3001\u679a\u4e3e\u56db\u9879，\u4e0d\u6a21\u62df\u771f\u5b9e\u670d\u52a1\u7aef\u53ef\u80fd\u5b58\u5728\u7684\u5176\u4ed6\u6821\u9a8c\u3002<\/p>\n\n\u6539\u52a8\u8001\u5ba2\u6237\u7aef\u4f1a\u649e\u4e0a\u4ec0\u4e487 \u6b21\u8c03\u7528\u91cc\u6302\u51e0\u6b21<\/tr>\n\n\n\n\n\n
\u52a0\u53ef\u9009\u5b57\u6bb5（v1\u2192v2）<\/td>\n\u8bf7\u6c42\u5f62\u72b6\u4e0d\u53d8，\u670d\u52a1\u7aef\u6309\u7f3a\u7701\u503c\u5904\u7406<\/td>\n0<\/td>\n<\/tr>\n
\u6536\u7d27\u679a\u4e3e（v4\u2192v5）<\/td>\n\u4f20 F \u7684\u8c03\u7528\u88ab\u5224\u679a\u4e3e\u8d8a\u754c<\/td>\n2<\/td>\n<\/tr>\n
\u5b57\u6bb5\u6539\u540d（v2\u2192v3）<\/td>\n\u65e7\u5b57\u6bb5\u540d\u88ab\u5224\u6210\u591a\u4f59\u5b57\u6bb5<\/td>\n5<\/td>\n<\/tr>\n
\u52a0\u5fc5\u586b\u5b57\u6bb5（v3\u2192v4）<\/td>\n\u6240\u6709\u8c03\u7528\u90fd\u7f3a\u8fd9\u4e2a\u952e<\/td>\n7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6392\u5e8f\u53cd\u76f4\u89c9\u7684\u5730\u65b9\u5728\u7b2c\u4e09\u3001\u56db\u884c：\u6539\u540d\u6302 5 \u6b21，\u52a0\u5fc5\u586b\u6302 7 \u6b21\u3002\u6539\u540d\u7684\u7834\u574f\u9762\u53d6\u51b3\u4e8e\u300c\u6709\u591a\u5c11\u8c03\u7528\u5e26\u4e86\u90a3\u4e2a\u952e\u300d，\u52a0\u5fc5\u586b\u7684\u7834\u574f\u9762\u7b49\u4e8e\u5168\u90e8\u3002\u53d1\u5e03\u65b9\u5bf9\u4e24\u8005\u7684\u9884\u671f\u6070\u597d\u76f8\u53cd\u2014\u2014\u6539\u540d\u88ab\u5f53\u6210\u5927\u4e8b\u53cd\u590d\u8ba8\u8bba，\u52a0\u5fc5\u586b\u88ab\u5f53\u6210\u5c0f\u4e8b，\u4e00\u53e5\u300c\u65b0\u589e\u5b57\u6bb5\u300d\u5c31\u53d1\u4e86\u3002<\/p>\n

\u4e00\u9053\u300c\u53ea\u52a0\u53ef\u9009\u300d\u7684\u95f8\u95e8\u8981\u540c\u65f6\u6ee1\u8db3\u4e09\u4e2a\u6761\u4ef6：\u65b0\u5b57\u6bb5\u4e0d\u51fa\u73b0\u5728 required；\u670d\u52a1\u7aef\u5bf9\u7f3a\u5931\u6709\u786e\u5b9a\u7684\u7f3a\u7701\u884c\u4e3a，\u5e76\u628a\u8fd9\u4ef6\u4e8b\u5199\u8fdb\u54cd\u5e94，\u6bd4\u5982 {"days_used": 1, "days_defaulted": true}；\u65b0\u5b57\u6bb5\u4e0d\u53c2\u4e0e\u4efb\u4f55\u8de8\u5b57\u6bb5\u7ea6\u675f\u3002\u7b2c\u4e09\u6761\u6700\u5bb9\u6613\u6f0f\u2014\u2014\u5b57\u6bb5\u672c\u8eab\u53ef\u9009，\u53ef\u4e00\u65e6\u88ab\u653e\u8fdb oneOf \u7684\u67d0\u4e2a\u5206\u652f，\u5b83\u5728\u90a3\u6761\u5206\u652f\u91cc\u5c31\u53d8\u6210\u5fc5\u586b\u4e86，\u7b49\u4e8e\u7ed5\u8fc7\u524d\u4e24\u6761\u3002<\/p>\n

{<\/span>
\n "type"<\/span>:<\/span> "object"<\/span>,<\/span>
\n "properties"<\/span>:<\/span> {<\/span>
\n "city"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "string"<\/span> }<\/span>,<\/span>
\n "unit"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "string"<\/span>,<\/span> "enum"<\/span>:<\/span> [<\/span>"C"<\/span>,<\/span> "F"<\/span>]<\/span> }<\/span>,<\/span>
\n "days"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "integer"<\/span>,<\/span> "minimum"<\/span>:<\/span> 1<\/span>,<\/span> "maximum"<\/span>:<\/span> 7<\/span> }<\/span>
\n }<\/span>,<\/span>
\n "required"<\/span>:<\/span> [<\/span>"city"<\/span>]<\/span>,<\/span>
\n "additionalProperties"<\/span>:<\/span> false<\/span>
\n}<\/span><\/p>\n

\u8fd9\u91cc\u8fd8\u6709\u4e00\u5c42\u5bb9\u6613\u6df7\u6dc6：\u5de5\u5177\u5b9a\u4e49\u5c42\u7684\u300c\u53ef\u9009\u300d\u548c\u6a21\u578b\u751f\u6210\u5c42\u7684\u300c\u5fc5\u586b\u300d\u4e0d\u662f\u540c\u4e00\u4e2a\u5f00\u5173\u3002<\/p>\n

\u622a\u81f3 2026-10-30，OpenAI \u7ed3\u6784\u5316\u8f93\u51fa\u6587\u6863\u5bf9\u8fd9\u9879\u80fd\u529b\u7684\u63cf\u8ff0\u662f Structured Outputs is a feature that ensures the model will always generate responses that adhere to your supplied JSON Schema, so you don't need to worry about the model omitting a required key, or hallucinating an invalid enum value. \u540c\u4e00\u9875\u7684\u4e25\u683c\u6a21\u5f0f\u793a\u4f8b\u91cc，\u6bcf\u4e2a\u5bf9\u8c61\u90fd\u5e26 "additionalProperties": false，\u6240\u6709\u5b57\u6bb5\u90fd\u5217\u8fdb required；\u60f3\u8868\u8fbe\u300c\u53ef\u4ee5\u4e0d\u586b\u300d，\u5199\u6cd5\u662f\u628a\u7c7b\u578b\u5199\u6210 "type": ["string", "null"] \u4f46\u4ecd\u7559\u5728 required \u91cc\u3002\u6a21\u578b\u4fa7\u6ca1\u6709\u300c\u7f3a\u7701\u952e\u300d\u8fd9\u4e2a\u72b6\u6001，\u53ea\u6709\u300c\u952e\u5728\u3001\u503c\u4e3a null\u300d\u3002<\/p>\n

\u540c\u4e00\u9875\u8fd8\u6709\u4e00\u53e5\u5173\u4e8e\u5ef6\u8fdf\u7684：the first request you make with any schema will have additional latency as our API processes the schema, but subsequent requests with the same schema will not have additional latency. \u54ea\u6015\u662f\u6700\u5b89\u5168\u7684\u8fd9\u7c7b\u6539\u52a8，\u4e5f\u6709\u4e00\u6b21\u6027\u4ee3\u4ef7\u2014\u2014schema \u53d8\u4e86，\u4e4b\u524d\u5904\u7406\u8fc7\u7684\u90a3\u4efd\u7ed3\u679c\u7528\u4e0d\u4e0a，\u4e0b\u4e00\u6b21\u91cd\u65b0\u4ed8\u4e00\u6b21\u3002\u6240\u4ee5 schema \u53d8\u66f4\u8981\u548c\u6d41\u91cf\u9ad8\u5cf0\u9519\u5f00\u3002<\/p>\n

\u6ca1\u6709\u8fd9\u9053\u95f8\u95e8\u4f1a\u600e\u6837：\u8981\u4e48\u4efb\u4f55\u5b57\u6bb5\u65b0\u589e\u90fd\u8d70\u7248\u672c\u5347\u7ea7\u3001\u8ba9\u8c03\u7528\u65b9\u6539\u4ee3\u7801；\u8981\u4e48\u628a\u300c\u52a0\u5b57\u6bb5\u300d\u7edf\u7edf\u5f53\u6210\u65e0\u5bb3\u64cd\u4f5c，\u8fdf\u65e9\u8d70\u5230 v3\u2192v4 \u90a3\u4e00\u6b65\u3002<\/p>\n

\n

\u7b2c\u4e8c\u9053：\u5b57\u6bb5\u6539\u540d\u5fc5\u987b\u53cc\u5199\u522b\u540d<\/h3>\n

\u6539\u540d\u662f\u8fd9\u51e0\u7c7b\u6539\u52a8\u91cc\u552f\u4e00\u4e00\u7c7b\u300c\u53ef\u80fd\u4e0d\u62a5\u9519\u3001\u4f46\u5728\u8bed\u4e49\u4e0a\u51fa\u9519\u300d\u7684\u3002\u8fd9\u9053\u95f8\u95e8\u62e6\u7684，\u5c31\u662f\u628a unit \u539f\u5730\u91cd\u547d\u540d\u6210 unit_system\u3002\u672c\u6587\u7684\u6821\u9a8c\u5668\u628a\u65e7\u5b57\u6bb5\u540d\u5224\u6210\u591a\u4f59\u5b57\u6bb5，\u6240\u4ee5 5 \u6b21\u660e\u786e\u62a5\u9519，\u770b\u8d77\u6765\u8fd8\u7b97\u6e29\u548c；\u771f\u5b9e\u670d\u52a1\u7aef\u66f4\u5e38\u89c1\u7684\u5904\u7406\u662f\u5ffd\u7565\u672a\u77e5\u5b57\u6bb5，\u8bf7\u6c42\u7167\u6536，unit \u88ab\u6084\u6084\u4e22\u6389，\u670d\u52a1\u7aef\u6309\u9ed8\u8ba4\u7684 C \u8fd4\u56de\u3002<\/p>\n

\u4e8e\u662f\u51fa\u73b0\u4e00\u4e2a\u5f88\u522b\u626d\u7684\u5c40\u9762：\u5931\u8d25\u7387\u5f52\u96f6，\u9519\u7b54\u7387\u4e0a\u5347，\u4e24\u4e2a\u6307\u6807\u671d\u76f8\u53cd\u65b9\u5411\u8d70，\u800c\u9519\u7684\u90a3\u4e00\u534a\u5728\u65e5\u5fd7\u91cc\u6ca1\u6709\u75d5\u8ff9\u3002\u8c03\u7528\u65b9\u62ff\u5230 200，\u62ff\u5230\u4e00\u4e2a\u683c\u5f0f\u5b8c\u5168\u6b63\u786e\u7684\u54cd\u5e94，\u53ea\u662f\u6e29\u5ea6\u5355\u4f4d\u4e0d\u662f\u4ed6\u8981\u7684\u90a3\u4e2a\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u662f 5 \u800c\u4e0d\u662f 7，\u539f\u56e0\u548c\u4e0a\u4e00\u7ae0\u4e00\u6837：\u90a3 2 \u6b21\u6ca1\u4f20\u5355\u4f4d\u7684\u8c03\u7528\u901a\u8fc7\u4e86，\u5b83\u4eec\u672c\u6765\u5c31\u6ca1\u6709 unit \u53ef\u4ee5\u4e22\u3002\u62a5\u9519\u7684\u90a3 5 \u6b21\u53cd\u800c\u662f\u5e78\u8fd0\u7684，\u81f3\u5c11\u5b83\u4eec\u77e5\u9053\u81ea\u5df1\u9519\u4e86\u3002<\/p>\n

\u53cc\u5199\u522b\u540d\u662f\u8fd9\u9053\u95f8\u95e8\u7684\u505a\u6cd5，\u4e09\u6761\u8981\u6c42：\u670d\u52a1\u7aef\u540c\u65f6\u63a5\u53d7\u65b0\u65e7\u4e24\u4e2a\u5b57\u6bb5\u540d，\u65e7\u540d\u6620\u5c04\u5230\u65b0\u540d；\u4e24\u4e2a\u90fd\u4f20\u4e14\u503c\u4e0d\u4e00\u81f4\u65f6\u62a5\u9519，\u4e0d\u8981\u731c，\u731c\u9519\u6bd4\u62a5\u9519\u96be\u67e5\u5f97\u591a；\u54cd\u5e94\u91cc\u56de\u663e\u5b9e\u9645\u751f\u6548\u7684\u5b57\u6bb5\u540d\u548c\u6765\u6e90，\u6bd4\u5982 {"applied": {"unit_system": "F", "source": "alias:unit"}}\u3002<\/p>\n

{<\/span>
\n "type"<\/span>:<\/span> "object"<\/span>,<\/span>
\n "properties"<\/span>:<\/span> {<\/span>
\n "city"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "string"<\/span> }<\/span>,<\/span>
\n "unit"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "string"<\/span>,<\/span> "enum"<\/span>:<\/span> [<\/span>"C"<\/span>,<\/span> "F"<\/span>]<\/span>,<\/span> "deprecated"<\/span>:<\/span> true<\/span> }<\/span>,<\/span>
\n "unit_system"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "string"<\/span>,<\/span> "enum"<\/span>:<\/span> [<\/span>"C"<\/span>,<\/span> "F"<\/span>]<\/span> }<\/span>,<\/span>
\n "days"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "integer"<\/span>,<\/span> "minimum"<\/span>:<\/span> 1<\/span>,<\/span> "maximum"<\/span>:<\/span> 7<\/span> }<\/span>
\n }<\/span>,<\/span>
\n "required"<\/span>:<\/span> [<\/span>"city"<\/span>]<\/span>,<\/span>
\n "additionalProperties"<\/span>:<\/span> false<\/span>
\n}<\/span><\/p>\n

deprecated \u53ea\u662f\u7ed9\u4eba\u770b\u7684\u6ce8\u91ca，\u4e0d\u6539\u53d8\u6821\u9a8c\u8bed\u4e49\u3002\u771f\u6b63\u8ba9\u522b\u540d\u751f\u6548\u7684，\u662f properties \u91cc\u540c\u65f6\u7559\u7740\u4e24\u4e2a\u540d\u5b57\u2014\u2014\u914d\u5408 additionalProperties: false，\u6ca1\u5217\u8fdb\u53bb\u7684\u952e\u624d\u4f1a\u88ab\u5224\u6210\u591a\u4f59\u5b57\u6bb5\u3002<\/p>\n

\u522b\u540d\u671f\u8be5\u591a\u957f，\u4e0d\u80fd\u7528\u65e5\u5386\u4f30\u3002\u4f9d\u636e\u662f\u89c2\u6d4b：\u8fde\u7eed 7 \u5929\u65e7\u540d\u5b57\u547d\u4e2d\u6b21\u6570\u5f52\u96f6，\u4e14\u8fd9\u6bb5\u65f6\u95f4\u6ca1\u6709\u65b0\u7684\u65e7\u7248\u672c\u5ba2\u6237\u7aef\u5192\u51fa\u6765，\u624d\u53ef\u4ee5\u5220\u3002\u5220\u4e4b\u524d\u7559\u4e00\u6bb5 source: "alias:unit" \u7684\u8ba1\u6570\u3002<\/p>\n

\u26a0\ufe0f \u5f85\u9a8c\u8bc1：\u8865\u4e0a\u8fd9\u5c42\u522b\u540d\u518d\u8dd1\u540c\u4e00\u7ec4\u8c03\u7528，\u9884\u671f\u662f 0\/21\u30010\/28\u30010\/35（3\u30014\u30015 \u4e2a\u5ba2\u6237\u7aef\u7248\u672c\u5404 7 \u6b21）\u3002\u8fd9\u4e00\u7ec4\u5c5e\u4e8e\u5f85\u9a8c\u8bc1\u2014\u2014\u672c\u6587\u811a\u672c\u53ea\u8dd1\u5230\u7b2c 5 \u7248\u670d\u52a1\u7aef，\u6ca1\u6709\u5355\u72ec\u8d77\u5e26\u517c\u5bb9\u5c42\u7684\u7248\u672c\u53bb\u6d4b，\u8bf7\u4ee5\u4f60\u672c\u5730\u8865\u5b8c\u540e\u7684\u5b9e\u9645\u8f93\u51fa\u4e3a\u51c6\u3002<\/p>\n

\u6ca1\u6709\u8fd9\u9053\u95f8\u95e8\u4f1a\u600e\u6837：\u6539\u540d\u53ea\u5269\u4e24\u6761\u8def，\u7b49\u6240\u6709\u8c03\u7528\u65b9\u5347\u7ea7（\u4e0d\u77e5\u9053\u7b49\u5230\u54ea\u5929），\u6216\u8005\u63a5\u53d7\u4e00\u6bb5\u9759\u9ed8\u4e22\u53c2\u7684\u7a97\u53e3（\u4e0d\u77e5\u9053\u4e22\u4e86\u4ec0\u4e48）\u3002\u524d\u8005\u62d6\u4f4f\u53d1\u5e03，\u540e\u8005\u628a\u9519\u8bef\u63a8\u8fdb\u8c03\u7528\u65b9\u7684\u4e1a\u52a1\u7ed3\u679c\u91cc，\u4e24\u8fb9\u90fd\u4e0d\u4f1a\u6709\u4eba\u4e3b\u52a8\u6765\u8ba4\u3002<\/p>\n

\u8fd9\u4efd\u8d44\u6599\u662f\u4ec0\u4e48：\u628a\u5de5\u5177\u5b9a\u4e49\u4ece\u300c\u4e00\u5f20 schema\u300d\u6f14\u8fdb\u5230\u300c\u4e00\u5957\u5e26\u7248\u672c\u77e9\u9635\u7684\u5951\u7ea6\u300d，\u4e2d\u95f4\u8981\u8865\u7684\u5c01\u88c5\u3001\u8bc4\u4f30\u4e0e\u7070\u5ea6\u73af\u8282，\u6574\u7406\u6210\u4e86\u4e00\u4efd\u6309\u987a\u5e8f\u770b\u7684\u6e05\u5355\u3002\u653e\u5728\u8d44\u6599\u5305\u91cc，\u626b\u7801\u5373\u53ef\u83b7\u53d6：<\/p>\n

\"\u914d\u5957\u8d44\u6599\u83b7\u53d6\"<\/p>\n

\n

\u7b2c\u4e09\u9053：\u65b0\u5fc5\u586b\u5148\u7ed9\u9ed8\u8ba4\u503c<\/h3>\n

\u5fc5\u586b\u5b57\u6bb5\u6ca1\u6709\u300c\u5e73\u6ed1\u300d\u7684\u52a0\u6cd5，\u53ea\u6709\u300c\u5148\u5f53\u53ef\u9009\u3001\u518d\u6536\u7d27\u300d，\u4e2d\u95f4\u90a3\u6bb5\u65f6\u95f4\u9760\u670d\u52a1\u7aef\u7684\u9ed8\u8ba4\u503c\u6491\u7740\u3002\u8fd9\u9053\u95f8\u95e8\u62e6\u7684，\u662f\u628a\u65b0\u589e\u5b57\u6bb5\u76f4\u63a5\u6807\u6210 required \u7136\u540e\u53d1\u5e03\u3002<\/p>\n

\u5b83\u6bd4\u6539\u540d\u66f4\u72e0，\u77e9\u9635\u5199\u5f97\u5f88\u6e05\u695a：\u6539\u540d\u53ea\u6253\u4e2d\u300c\u4f20\u4e86\u65e7\u540d\u5b57\u300d\u7684\u90a3\u90e8\u5206\u8c03\u7528，\u52a0\u5fc5\u586b\u6253\u4e2d\u5168\u90e8，v4 \u90a3\u4e00\u5217\u4e94\u4e2a\u5ba2\u6237\u7aef\u7248\u672c\u9f50\u5237\u5237 7\/7\u3002\u53d1\u5e03\u65b9\u7684\u76f4\u89c9\u5728\u8fd9\u91cc\u5931\u6548\u5f97\u6700\u5f7b\u5e95\u2014\u2014\u4ed6\u4eec\u773c\u91cc\u8fd9\u662f\u300c\u52a0\u4e86\u4e2a\u5b57\u6bb5\u300d，\u8c03\u7528\u65b9\u773c\u91cc\u8fd9\u662f\u300c\u5951\u7ea6\u53d8\u4e86，\u800c\u4e14\u6211\u4e0d\u77e5\u60c5\u300d\u3002<\/p>\n

\u505a\u6cd5\u5206\u4e09\u6b65，\u6bcf\u4e00\u6b65\u90fd\u7559\u4e0b\u53ef\u67e5\u7684\u75d5\u8ff9\u3002<\/p>\n

\u5b57\u6bb5\u6309\u53ef\u9009\u53d1\u5e03，\u7f3a\u7701\u503c\u5199\u5728\u670d\u52a1\u7aef，\u5e76\u628a\u300c\u7528\u4e86\u7f3a\u7701\u503c\u300d\u5199\u8fdb\u54cd\u5e94：{"days_used": 1, "days_defaulted": true}\u3002\u5c11\u4e86\u8fd9\u4e2a\u56de\u663e，\u9ed8\u8ba4\u503c\u5c31\u6210\u4e86\u4e00\u4e2a\u770b\u4e0d\u89c1\u7684\u5206\u652f，\u8c01\u90fd\u8bf4\u4e0d\u6e05\u67d0\u6b21\u8c03\u7528\u7528\u7684\u662f\u8c03\u7528\u65b9\u7ed9\u7684\u503c\u8fd8\u662f\u670d\u52a1\u7aef\u8865\u7684\u503c\u3002<\/p>\n

\u6309\u5ba2\u6237\u7aef\u7248\u672c\u7edf\u8ba1 days_defaulted \u7684\u6bd4\u4f8b\u3002\u8fd9\u662f\u4e00\u4e2a\u80fd\u76f4\u63a5\u67e5\u7684\u6307\u6807，\u4e0d\u9700\u8981\u53bb\u95ee\u63a5\u5165\u65b9\u300c\u4f60\u4eec\u5347\u7ea7\u4e86\u5417\u300d\u3002<\/p>\n

\u5f53\u67d0\u4e2a\u7248\u672c\u6700\u8fd1 7 \u5929 days_defaulted = 0，\u4e14\u8fd9\u6bb5\u65f6\u95f4\u8c03\u7528\u6b21\u6570\u4e0d\u5c11\u4e8e 200，\u624d\u628a\u5b83\u4ece\u517c\u5bb9\u8303\u56f4\u91cc\u79fb\u51fa\u3001\u6807\u6210\u5fc5\u586b\u3002\u95e8\u69db\u6309\u4f60\u4eec\u7684\u8c03\u7528\u91cf\u8c03，\u5b83\u6321\u4f4f\u4e00\u79cd\u8bef\u5224：\u67d0\u7248\u672c\u4e00\u5468\u53ea\u8c03\u4e86 3 \u6b21，\u6070\u597d\u90fd\u6ca1\u89e6\u53d1\u7f3a\u7701，\u5c31\u88ab\u5f53\u6210\u300c\u9002\u914d\u5b8c\u6210\u300d\u2014\u2014\u6837\u672c\u592a\u5c11\u65f6，\u300c\u6ca1\u51fa\u73b0\u300d\u548c\u300c\u4e0d\u4f1a\u51fa\u73b0\u300d\u662f\u4e24\u4ef6\u4e8b\u3002<\/p>\n

\u9ed8\u8ba4\u503c\u4e0d\u80fd\u53ea\u5199\u5728\u6587\u6863\u91cc\u3002\u5de5\u5177\u5b9a\u4e49\u662f\u7ed9\u6a21\u578b\u770b\u7684，\u6a21\u578b\u4e0d\u8bfb changelog；\u53c2\u6570\u662f\u4eba\u5199\u7684\u4ee3\u7801\u62fc\u7684，\u4eba\u4e5f\u5e38\u4e0d\u8bfb\u3002\u5199\u5728\u54cd\u5e94\u91cc，\u4e24\u8fb9\u90fd\u80fd\u770b\u89c1\u3002<\/p>\n

\u8fd8\u6709\u4e2a\u8fb9\u754c\u3002\u5b98\u65b9\u6587\u6863\u5bf9\u4e0d\u5b8c\u6574\u54cd\u5e94\u6709\u4e13\u95e8\u8bf4\u660e\u2014\u2014if for example you reach a max tokens limit and the response is incomplete\u3002\u4e25\u683c\u6a21\u5f0f\u4fdd\u8bc1\u7684\u662f\u300c\u5f62\u72b6\u7b26\u5408 schema\u300d，\u5b83\u4e0d\u4fdd\u8bc1\u300c\u4e00\u5b9a\u5b8c\u6574\u8d70\u5230\u7ed3\u675f\u300d\u3002\u6240\u4ee5\u670d\u52a1\u7aef\u5728\u6d88\u8d39\u6a21\u578b\u8fd4\u56de\u65f6，schema \u6821\u9a8c\u901a\u8fc7\u4e4b\u540e\u8fd8\u8981\u518d\u770b\u4e00\u773c\u7ed3\u675f\u539f\u56e0\u3002<\/p>\n

\u6ca1\u6709\u8fd9\u9053\u95f8\u95e8\u4f1a\u600e\u6837：\u52a0\u5fc5\u586b\u53ea\u80fd\u5728\u4e24\u4e2a\u574f\u9009\u9879\u91cc\u6311\u4e00\u4e2a，\u53d1\u5e03\u5373\u5d29，\u6216\u8005\u6c38\u8fdc\u4e0d\u52a0\u3001\u5728\u670d\u52a1\u7aef\u628a\u503c\u786c\u7f16\u7801\u6b7b\u3002\u524d\u8005\u5c31\u662f 7\/7 \u90a3\u4e2a\u6837\u5b50，\u540e\u8005\u4f1a\u8ba9\u5de5\u5177\u6084\u6084\u5931\u53bb\u4e00\u534a\u8868\u8fbe\u529b，\u800c\u4e14\u6ca1\u4eba\u4f1a\u4e3a\u4e00\u4e2a\u6ca1\u52a0\u4e0a\u7684\u53c2\u6570\u5199\u4e8b\u6545\u62a5\u544a\u3002<\/p>\n

\n

\u7b2c\u56db\u9053：\u6536\u7d27\u679a\u4e3e\u8981\u5728\u670d\u52a1\u7aef\u6362\u7b97<\/h3>\n

\u679a\u4e3e\u662f\u503c\u57df\u4e0a\u7684\u5951\u7ea6，\u6536\u7d27\u5b83\u7b49\u4e8e\u5ba3\u5e03\u4e00\u6279\u6628\u5929\u8fd8\u5408\u6cd5\u7684\u503c\u4eca\u5929\u975e\u6cd5\u3002\u8fd9\u9053\u95f8\u95e8\u62e6\u7684，\u662f\u5728\u670d\u52a1\u7aef\u76f4\u63a5\u5220\u6389\u4e00\u4e2a\u679a\u4e3e\u503c\u3002<\/p>\n

v4\u2192v5 \u7684\u5931\u8d25\u9762\u662f 2\/7，\u4e0d\u662f 7\/7，\u539f\u56e0\u8fd8\u662f\u90a3 7 \u6b21\u8c03\u7528\u7684\u6784\u6210：3 \u6b21 C\u30012 \u6b21 F\u30012 \u6b21\u4e0d\u4f20\u3002\u88ab\u6536\u7d27\u6389\u7684\u53ea\u6709 F \u90a3\u4e24\u6b21\u3002<\/p>\n

\u8fd9\u4e2a\u6570\u5b57\u5c0f，\u5bb9\u6613\u8ba9\u4eba\u653e\u677e，\u4f46\u6709\u4e24\u4ef6\u4e8b\u8981\u540c\u65f6\u770b\u5230\u3002\u5b83\u6253\u4e2d\u7684\u662f\u300c\u7528\u4e86\u88ab\u6536\u7d27\u90a3\u4e2a\u503c\u300d\u7684\u8c03\u7528，\u800c\u8fd9\u6279\u8c03\u7528\u5f80\u5f80\u96c6\u4e2d\u5728\u5c11\u6570\u51e0\u4e2a\u63a5\u5165\u65b9\u8eab\u4e0a\u2014\u2014\u5bf9\u4ed6\u4eec\u6765\u8bf4\u4e0d\u662f 2\/7，\u662f\u5168\u90e8\u3002\u53e6\u5916，\u679a\u4e3e\u6536\u7d27\u7ecf\u5e38\u548c\u300c\u65b0\u589e\u4e00\u4e2a\u66f4\u7cbe\u786e\u7684\u503c\u300d\u4e00\u8d77\u505a，\u65b0\u589e\u90a3\u4e2a\u503c\u53c8\u4f1a\u56de\u5230\u7b2c\u4e00\u9053\u95f8\u95e8，\u4e24\u6b21\u6539\u52a8\u53e0\u5728\u4e00\u6b21\u53d1\u5e03\u91cc，\u7834\u574f\u9762\u4e0d\u662f\u76f8\u52a0\u800c\u662f\u76f8\u4e58\u3002<\/p>\n

\u670d\u52a1\u7aef\u6362\u7b97\u7684\u505a\u6cd5\u662f：\u63a5\u53d7\u65e7\u503c，\u5185\u90e8\u6620\u5c04\u5230\u65b0\u503c，\u54cd\u5e94\u91cc\u540c\u65f6\u56de\u663e requested \u548c returned\u3002\u5355\u4f4d\u6362\u7b97\u662f\u786e\u5b9a\u6027\u6620\u5c04，C \u548c F \u4e4b\u95f4\u53ef\u4ee5\u65e0\u635f\u5f80\u8fd4（\u6d6e\u70b9\u6570\u9664\u5916），\u8fd9\u4e00\u5c42\u7ad9\u5f97\u4f4f\u2014\u2014\u8c03\u7528\u65b9\u8981 F，\u4f60\u7ed9\u4ed6 C \u518d\u52a0\u4e00\u53e5\u300c\u8fd9\u662f\u6309 C \u7b97\u7684\u300d，\u4ed6\u80fd\u81ea\u5df1\u6362\u56de\u53bb\u3002<\/p>\n

\u6362\u7b97\u5c42\u6709\u4e2a\u524d\u63d0：\u65b0\u65e7\u503c\u5fc5\u987b\u662f\u540c\u4e00\u4e2a\u91cf\u7684\u4e0d\u540c\u523b\u5ea6\u3002\u5982\u679c\u679a\u4e3e\u503c\u4e4b\u95f4\u4e0d\u53ef\u6362\u7b97，\u6bd4\u5982 mode: fast \/ accurate \/ cheap，\u4e09\u8005\u4e0d\u662f\u540c\u4e00\u628a\u5c3a\u5b50\u7684\u4e0d\u540c\u6863\u4f4d，\u6362\u7b97\u5c31\u4e0d\u6210\u7acb，\u53ea\u80fd\u8d70\u7248\u672c\u5316\u2014\u2014\u65b0\u5f00\u53c2\u6570\u540d，\u65e7\u53c2\u6570\u4fdd\u7559，\u8ba9\u8c03\u7528\u65b9\u81ea\u5df1\u9009\u3002\u786c\u505a\u6620\u5c04\u7b49\u4e8e\u66ff\u8c03\u7528\u65b9\u731c\u610f\u56fe\u3002<\/p>\n

\u6ca1\u6709\u8fd9\u9053\u95f8\u95e8\u4f1a\u600e\u6837：\u6536\u7d27\u679a\u4e3e\u53d8\u6210\u5355\u65b9\u9762\u5220\u503c\u3002\u6307\u671b\u300c\u53d1\u516c\u544a\u8ba9\u8c03\u7528\u65b9\u6539\u300d\u5728\u5de5\u5177\u573a\u666f\u91cc\u6548\u679c\u6709\u9650，\u53c2\u6570\u662f\u6a21\u578b\u5728\u8fd0\u884c\u65f6\u6309 schema \u6311\u7684，\u4e0d\u662f\u4eba\u5199\u6b7b\u7684\u5e38\u91cf，\u8c03\u7528\u65b9\u751a\u81f3\u4e0d\u77e5\u9053\u81ea\u5df1\u7528\u5230\u4e86\u90a3\u4e2a\u88ab\u5220\u7684\u503c\u3002<\/p>\n

\n

\u8fd9\u5957\u95f8\u95e8\u7684\u6700\u5c0f\u57fa\u5efa：\u4e00\u5f20\u7248\u672c\u77e9\u9635\u52a0\u4e00\u7ec4\u5951\u7ea6\u6d4b\u8bd5<\/h3>\n

\u56db\u9053\u95f8\u95e8\u7684\u987a\u5e8f\u662f\u5951\u7ea6\u5c42\u3001\u547d\u540d\u5c42\u3001\u9ed8\u8ba4\u503c\u5c42\u3001\u53d6\u503c\u5c42，\u8fd9\u4e2a\u987a\u5e8f\u4e0d\u80fd\u6362\u3002<\/p>\n

\u6bcf\u4e00\u9053\u90fd\u7ed9\u540e\u4e00\u9053\u63d0\u4f9b\u524d\u63d0\u3002\u7b2c\u56db\u9053\u5728\u503c\u57df\u4e0a\u505a\u6536\u7f29，\u5b83\u9ed8\u8ba4\u5b57\u6bb5\u540d\u548c\u5fc5\u586b\u6027\u90fd\u7a33\u5b9a；\u5148\u505a\u7b2c\u56db\u9053\u518d\u505a\u7b2c\u4e8c\u9053，\u4f60\u4f1a\u540c\u65f6\u6536\u5230\u300c\u5b57\u6bb5\u88ab\u4e22\u5f03\u300d\u548c\u300c\u503c\u88ab\u62d2\u7edd\u300d\u4e24\u7c7b\u9519\u8bef，\u65e5\u5fd7\u91cc\u957f\u5f97\u5b8c\u5168\u4e0d\u540c，\u6839\u56e0\u5374\u662f\u540c\u4e00\u6b21\u6f14\u8fdb，\u6392\u67e5\u6210\u672c\u7ffb\u500d\u3002\u7b2c\u4e00\u9053\u662f\u5176\u4f59\u4e09\u9053\u7684\u5730\u57fa：\u8fd9\u6761\u8def\u8d70\u4e0d\u901a，\u540e\u9762\u4e09\u9053\u5168\u90e8\u9000\u5316\u6210\u7248\u672c\u5347\u7ea7，\u8c03\u7528\u65b9\u5fc5\u987b\u6539\u4ee3\u7801\u3002<\/p>\n

\u8981\u843d\u5730\u53ea\u9700\u8981\u4e24\u4ef6\u4e1c\u897f：\u4e00\u5f20\u7248\u672c\u77e9\u9635，\u4e00\u7ec4\u5951\u7ea6\u6d4b\u8bd5\u3002\u77e9\u9635\u56de\u7b54\u300c\u8c01\u548c\u8c01\u7ec4\u5408\u4f1a\u51fa\u4e8b\u300d，\u5951\u7ea6\u6d4b\u8bd5\u56de\u7b54\u300c\u8fd9\u6b21\u6539\u52a8\u6709\u6ca1\u6709\u8ba9\u67d0\u4e2a\u683c\u5b50\u4ece 0 \u53d8\u6210\u975e 0\u300d\u3002<\/p>\n\n\u9879\u8c01\u7ef4\u62a4\u4ec0\u4e48\u65f6\u5019\u66f4\u65b0\u51fa\u95ee\u9898\u627e\u8c01<\/tr>\n\n\n\n\n\n
\u670d\u52a1\u7aef schema \u7248\u672c\u53f7<\/td>\n\u5de5\u5177\u5b9a\u4e49\u8d1f\u8d23\u4eba<\/td>\n\u6bcf\u6b21\u6539 properties \/ required \/ enum<\/td>\n\u5de5\u5177\u5b9a\u4e49\u8d1f\u8d23\u4eba<\/td>\n<\/tr>\n
\u5ba2\u6237\u7aef\u7248\u672c\u767b\u8bb0\u8868<\/td>\n\u5404\u63a5\u5165\u65b9<\/td>\n\u65b0\u63a5\u5165\u3001\u4e0b\u7ebf\u3001\u5f3a\u5236\u5347\u7ea7\u65f6<\/td>\n\u63a5\u5165\u65b9<\/td>\n<\/tr>\n
\u517c\u5bb9\u77e9\u9635\u7ed3\u679c<\/td>\nCI \u6bcf\u665a\u8dd1，\u7ed3\u679c\u5165\u5e93<\/td>\n\u6bcf\u6b21\u670d\u52a1\u7aef\u53d1\u5e03\u524d<\/td>\n\u5f53\u5468\u503c\u73ed<\/td>\n<\/tr>\n
\u5951\u7ea6\u6d4b\u8bd5\u7528\u4f8b<\/td>\n\u670d\u52a1\u7aef\u4e0e\u63a5\u5165\u65b9\u5171\u540c<\/td>\n\u6bcf\u65b0\u589e\u5b57\u6bb5\u3001\u6bcf\u6536\u7d27\u679a\u4e3e<\/td>\n\u670d\u52a1\u7aef\u8d1f\u8d23\u4eba<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5951\u7ea6\u6d4b\u8bd5\u8981\u653e\u5728\u670d\u52a1\u7aef\u7684 PR \u95e8\u7981\u4e0a，\u4e0d\u662f\u653e\u5728\u96c6\u6210\u6d4b\u8bd5\u91cc\u3002\u653e\u5728\u96c6\u6210\u6d4b\u8bd5\u91cc，\u5b83\u8dd1\u5728\u5408\u5e76\u4e4b\u540e，\u53d1\u73b0\u95ee\u9898\u65f6\u6539\u52a8\u843d\u5728\u4e3b\u5e72\u4e0a；\u653e\u5728\u95e8\u7981\u4e0a，schema \u6587\u4ef6\u4e00\u52a8，CI \u5c31\u62ff\u767b\u8bb0\u5728\u518c\u7684\u5ba2\u6237\u7aef\u6837\u672c\u8dd1\u4e00\u904d\u77e9\u9635，\u4efb\u4f55\u4e00\u4e2a\u683c\u5b50\u4ece 0 \u53d8\u6210\u975e 0，\u8fd9\u4e2a PR \u5408\u4e0d\u8fdb\u53bb\u3002<\/p>\n

#!\/usr\/bin\/env bash<\/span>
\nset<\/span> -euo<\/span> pipefail<\/p>\n

SERVER<\/span>=<\/span>"${SERVER:-<\/span>http:<\/span>\/<\/span>\/<\/span>127.0.0.1:<\/span>8080}<\/span>"<\/span>
\nFIXTURES<\/span>=<\/span>"tests\/contract\/fixtures"<\/span>
\nfail<\/span>=<\/span>0<\/span>
\ntotal<\/span>=<\/span>0<\/span><\/p>\n

for<\/span> client_dir<\/span> in<\/span> "$FIXTURES<\/span>"<\/span>\/client_v*;<\/span> do<\/span>
\n client<\/span>=<\/span>"$(<\/span>basename<\/span> "$client_dir<\/span>"<\/span>)<\/span><\/span>"<\/span>
\n for<\/span> payload<\/span> in<\/span> "$client_dir<\/span>"<\/span>\/*.json;<\/span> do<\/span>
\n total<\/span>=<\/span>$((<\/span>total +<\/span> 1<\/span>))<\/span><\/span>
\n code<\/span>=<\/span>"$(<\/span>curl<\/span> -s<\/span> -o<\/span> \/tmp\/contract_body.json -w<\/span> '%{http_code}'<\/span> \\\\<\/span>
\n -X<\/span> POST "$SERVER<\/span>\/tools\/get_weather"<\/span> \\\\<\/span>
\n -H<\/span> 'content-type: application\/json'<\/span> \\\\<\/span>
\n -H<\/span> "x-client-version: ${client#<\/span>client_}<\/span>"<\/span> \\\\<\/span>
\n –data-binary "@$payload<\/span>"<\/span>)<\/span><\/span>"<\/span>
\n if<\/span> [<\/span> "$code<\/span>"<\/span> !=<\/span> "200"<\/span> ]<\/span>;<\/span> then<\/span>
\n fail<\/span>=<\/span>$((<\/span>fail +<\/span> 1<\/span>))<\/span><\/span>
\n printf<\/span> 'FAIL %s %s -> %s\\\\n'<\/span> "$client<\/span>"<\/span> "$(<\/span>basename<\/span> "$payload<\/span>"<\/span>)<\/span><\/span>"<\/span> "$code<\/span>"<\/span>
\n fi<\/span>
\n done<\/span>
\ndone<\/span><\/p>\n

printf<\/span> 'contract: %d\/%d passed\\\\n'<\/span> "$((<\/span>total –<\/span> fail))<\/span><\/span>"<\/span> "$total<\/span>"<\/span>
\n[<\/span> "$fail<\/span>"<\/span> -eq<\/span> 0<\/span> ]<\/span><\/p>\n

\u8fd9\u6bb5\u811a\u672c\u7684\u9aa8\u67b6\u5c31\u662f\u4e0a\u9762\u90a3\u5f20\u77e9\u9635：\u5916\u5c42\u904d\u5386\u5ba2\u6237\u7aef\u7248\u672c，\u5185\u5c42\u904d\u5386\u8bf7\u6c42\u6837\u672c，\u4efb\u4f55\u4e00\u4e2a\u6837\u672c\u62ff\u4e0d\u5230 200，\u6574\u4e2a job \u4ee5\u975e\u96f6\u9000\u51fa\u3002\u63a5\u8fdb CI \u4e4b\u540e，\u300c\u8fd9\u6b21\u6539\u52a8\u4f1a\u4e0d\u4f1a\u6253\u7834\u8c01\u300d\u5f53\u573a\u5c31\u6709\u7b54\u6848\u3002<\/p>\n

\u5f3a\u5236\u5347\u7ea7\u8981\u6709\u53ef\u6267\u884c\u7684\u5224\u65ad，\u4e0d\u80fd\u53ea\u6709\u300c\u8bc4\u4f30\u5f71\u54cd\u9762\u300d\u8fd9\u53e5\u8bdd\u3002\u4e09\u6761\u540c\u65f6\u6ee1\u8db3\u624d\u5141\u8bb8\u5f3a\u5236：\u8be5\u7248\u672c\u6700\u8fd1 30 \u5929\u8c03\u7528\u5360\u6bd4\u4f4e\u4e8e 1%（\u524d\u63d0\u662f\u6309\u7248\u672c\u57cb\u4e86\u70b9，\u6ca1\u6709\u57cb\u70b9\u5c31\u65e0\u4ece\u5224\u65ad）；\u8be5\u7248\u672c\u6700\u540e\u4e00\u6b21\u8c03\u7528\u8ddd\u4eca\u8d85\u8fc7 90 \u5929；\u9488\u5bf9\u8be5\u7248\u672c\u53d1\u51fa\u8fc7\u4e24\u6b21\u4e66\u9762\u901a\u77e5，\u95f4\u9694\u4e0d\u5c11\u4e8e 14 \u5929\u3002\u7f3a\u4e00\u6761，\u5c31\u53ea\u80fd\u7559\u5728\u77e9\u9635\u91cc，\u517c\u5bb9\u5c42\u7ee7\u7eed\u4fdd\u7559\u3002<\/p>\n

\u4fdd\u7559\u662f\u8981\u82b1\u94b1\u7684\u3002\u6bcf\u591a\u7559\u4e00\u4e2a\u7248\u672c，\u77e9\u9635\u591a\u4e00\u884c，CI \u591a\u8dd1\u4e00\u8f6e，\u517c\u5bb9\u5c42\u591a\u4e00\u4e2a\u5206\u652f，\u5206\u652f\u4e4b\u95f4\u8fd8\u4f1a\u4e92\u76f8\u5e72\u6270\u3002\u6240\u4ee5\u7248\u672c\u77e9\u9635\u8be5\u8bbe\u300c\u9000\u5f79\u6761\u4ef6\u300d\u800c\u4e0d\u662f\u300c\u4fdd\u7559\u51e0\u4e2a\u7248\u672c\u300d\u2014\u2014\u6309\u6570\u91cf\u4fdd\u7559，\u4e00\u6b21\u5927\u7248\u672c\u4e4b\u540e\u5c31\u5806\u51fa\u5341\u51e0\u4e2a\u5206\u652f，\u8c01\u4e5f\u4e0d\u6562\u5220\u3002<\/p>\n

\u8fd9\u4efd\u8d44\u6599\u662f\u4ec0\u4e48：\u5de5\u5177\u5b9a\u4e49\u6f14\u8fdb\u3001schema \u7248\u672c\u7ba1\u7406\u4e0e\u5951\u7ea6\u6d4b\u8bd5\u7684\u843d\u5730\u987a\u5e8f，\u8fde\u540c\u51e0\u4e2a\u53ef\u4ee5\u76f4\u63a5\u5bf9\u7167\u7684\u5199\u6cd5\u6837\u4f8b，\u6253\u5305\u5728\u8d44\u6599\u5305\u91cc，\u626b\u7801\u5373\u53ef\u83b7\u53d6：<\/p>\n

\"\u914d\u5957\u8d44\u6599\u83b7\u53d6\"<\/p>\n

\u9644\u8868 A：\u672c\u6587\u5f15\u7528\u4e8b\u5b9e\u4e0e\u51fa\u5904\u5bf9\u7167\u8868<\/h3>\n\n\u4e8b\u5b9e\u51fa\u5904（URL，\u53d6\u6570 2026-10-30）\u672c\u6587\u4f4d\u7f6e<\/tr>\n\n\n\n\n\n\n\n\n
\u7ed3\u6784\u5316\u8f93\u51fa\u4fdd\u8bc1\u54cd\u5e94\u9075\u5faa\u6240\u7ed9 JSON Schema，\u4e0d\u6f0f\u5fc5\u586b\u952e\u3001\u4e0d\u7f16\u9020\u975e\u6cd5\u679a\u4e3e\u503c（\u539f\u6587\u9010\u5b57\u5f15\u7528）<\/td>\nhttps:\/\/developers.openai.com\/api\/docs\/guides\/structured-outputs （\u53d6\u6570 2026-10-30）<\/td>\n\u7b2c\u4e00\u9053<\/td>\n<\/tr>\n
\u4e25\u683c\u6a21\u5f0f\u4e0b\u6bcf\u4e2a\u5bf9\u8c61\u90fd\u5e26 "additionalProperties": false，\u5168\u90e8\u5b57\u6bb5\u5217\u5165 required，\u53ef\u7a7a\u5b57\u6bb5\u5199\u6210 "type": ["string", "null"] \u5e76\u7559\u5728 required<\/td>\nhttps:\/\/developers.openai.com\/api\/docs\/guides\/structured-outputs （\u53d6\u6570 2026-10-30）<\/td>\n\u7b2c\u4e00\u9053<\/td>\n<\/tr>\n
\u540c\u4e00 schema \u7684\u9996\u6b21\u8bf7\u6c42\u4f1a\u56e0 schema \u5904\u7406\u589e\u52a0\u5ef6\u8fdf，\u540e\u7eed\u540c schema \u8bf7\u6c42\u4e0d\u518d\u589e\u52a0（\u539f\u6587\u9010\u5b57\u5f15\u7528）<\/td>\nhttps:\/\/developers.openai.com\/api\/docs\/guides\/structured-outputs （\u53d6\u6570 2026-10-30）<\/td>\n\u7b2c\u4e00\u9053<\/td>\n<\/tr>\n
\u54cd\u5e94\u53ef\u80fd\u56e0\u8fbe\u5230 max tokens \u4e0a\u9650\u800c\u4e0d\u5b8c\u6574，\u6587\u6863\u5bf9\u6b64\u6709\u5355\u72ec\u8bf4\u660e（\u539f\u6587\u9010\u5b57\u5f15\u7528）<\/td>\nhttps:\/\/developers.openai.com\/api\/docs\/guides\/structured-outputs （\u53d6\u6570 2026-10-30）<\/td>\n\u7b2c\u4e09\u9053<\/td>\n<\/tr>\n
required \u8868\u793a\u5217\u51fa\u7684\u952e\u5fc5\u987b\u51fa\u73b0；additionalProperties \u63a7\u5236\u672a\u58f0\u660e\u5b57\u6bb5\u662f\u5426\u5141\u8bb8\u51fa\u73b0<\/td>\nhttps:\/\/json-schema.org\/understanding-json-schema\/reference\/object （\u53d6\u6570 2026-10-30）<\/td>\n\u73b0\u573a\u3001\u7b2c\u4e8c\u9053<\/td>\n<\/tr>\n
5 \u4e2a\u5ba2\u6237\u7aef\u7248\u672c \u00d7 5 \u4e2a\u670d\u52a1\u7aef\u7248\u672c\u3001\u5404 7 \u6b21\u8c03\u7528\u7684\u5931\u8d25\u77e9\u9635，\u5408\u8ba1 90\/175<\/td>\n\u672c\u6587\u5b9e\u6d4b，\u811a\u672c\u89c1\u73b0\u573a\u7ae0\u7684 python \u4ee3\u7801\u5757（2026-10-30）<\/td>\n\u73b0\u573a<\/td>\n<\/tr>\n
\u4e94\u7c7b\u6539\u52a8\u6309\u7834\u574f\u9762\u6392\u5e8f：\u52a0\u53ef\u9009 0\/7\u3001\u6536\u7d27\u679a\u4e3e 2\/7\u3001\u6539\u540d 5\/7\u3001\u52a0\u5fc5\u586b 7\/7<\/td>\n\u672c\u6587\u5b9e\u6d4b，\u53e3\u5f84\u4e3a 3 \u6b21 C\u30012 \u6b21 F\u30012 \u6b21\u4e0d\u4f20\u5355\u4f4d（2026-10-30）<\/td>\n\u7b2c\u4e00\u9053<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

\u5199\u5728\u6700\u540e：\u8fd9\u7bc7\u7528\u5230\u7684\u8d44\u6599<\/p>\n

\u5199\u8fd9\u7bc7\u6587\u7ae0\u65f6，\u628a\u76f8\u5173\u7684\u5b98\u65b9\u6587\u6863\u548c\u6e90\u7801\u53c8\u7ffb\u4e86\u4e00\u904d，\u987a\u624b\u4e5f\u6574\u7406\u4e86\u51e0\u4efd\u914d\u5957\u7684\u4e1c\u897f：<\/p>\n

    \n
  • \u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\u56fe：\u4ece\u96f6\u57fa\u7840\u5230\u80fd\u81ea\u5df1\u52a8\u624b\u505a Agent，\u6309\u9636\u6bb5\u8bf4\u660e\u6bcf\u4e00\u6b65\u8be5\u5b66\u4ec0\u4e48\u3001\u54ea\u4e9b\u53ef\u4ee5\u5148\u8df3\u8fc7<\/li>\n
  • \u300aLangChain + LangGraph + MCP \u667a\u80fd\u4f53\u5f00\u53d1\u5b9e\u6218\u300b\u89c6\u9891\u8bfe：7 \u4e2a\u6a21\u5757，\u4ece\u79c1\u6709\u5316\u90e8\u7f72\u3001Embedding+RAG \u5230 MCP+Agent \u5168\u6d41\u7a0b<\/li>\n
  • AI \u5927\u6a21\u578b\u77e5\u8bc6\u5e93（\u5728\u7ebf\u53ef\u67e5）：Agent Skills \u4ece\u5165\u95e8\u5230\u843d\u5730\u3001Claude Skills \u5b8c\u5168\u6307\u5357\u7b49\u4e13\u9898，\u6309\u76ee\u5f55\u6d4f\u89c8\u5373\u53ef<\/li>\n
  • 640 \u5957 AI \u5927\u6a21\u578b\u884c\u4e1a\u62a5\u544a + \u7ecf\u5178 PDF \u4e66\u7c4d：\u770b\u884c\u4e1a\u843d\u5730\u6848\u4f8b\u548c\u522b\u4eba\u600e\u4e48\u505a\u7684\u65f6\u5019\u7528\u5f97\u4e0a<\/li>\n
  • \u5927\u6a21\u578b\u96f6\u57fa\u7840\u5230\u7cbe\u901a\u6559\u5b66\u89c6\u9891：\u8ddf\u7740\u6572\u4e00\u904d，\u6bd4\u53ea\u8bfb\u6587\u6863\u5feb\u5f97\u591a<\/li>\n<\/ul>\n

    \u8d44\u6599\u662f\u6211\u81ea\u5df1\u6574\u7406\u7684，\u653e\u5728\u4e0b\u9762\u8fd9\u4e2a\u7801\u4e0a，\u626b\u7801\u5373\u53ef\u83b7\u53d6：<\/p>\n

    \"\u914d\u5957\u8d44\u6599\u83b7\u53d6\"
    \n\"\u8bfe\u7a0b\u76ee\u5f55\uff1a\u79c1\u6709\u5316\u90e8\u7f72\u4e0e
    \n\"\u8bfe\u7a0b\u603b\u76ee\u5f55\uff1a7
    \n\"\u5728\u7ebf\u77e5\u8bc6\u5e93\uff1aAgent
    \n\"\u8bfe\u7a0b\u76ee\u5f55\uff1aLangGraph
    \n\"\u5728\u7ebf\u77e5\u8bc6\u5e93\uff1aClaude<\/p>\n

    \u6dfb\u52a0\u65f6\u5907\u6ce8\u300cAI\u300d，\u4f18\u5148\u901a\u8fc7\u3002<\/p>\n

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